adrianmarino/recommendations-toy-example
Tourism recommendation system
Tourism recommendation system
A toy example.
Requirements
- Any linux distro
- conda
Setup project
Step 1: Create conda environment to run project notebook.
conda env create -f environment.ymlStep 2: Enable installed environment.
conda activate tourism-recommendation-systemStep 3: Install a upyter extension required to support a progress bar in a notebook.
jupyter labextension install @jupyter-widgets/jupyterlab-managerGetting started Notebook
Step 1: Enable installed environment.
conda activate tourism-recommendation-systemStep 2: run jupyter lab IDE:
jupyter labStep 3: Open toy-example jupyter notebook.
Note: Can use query browser from http://localhost:7474.
Getting started API
Step 1: Enable installed environment.
conda activate tourism-recommendation-systemStep 2: Start api server.
./start-apiStep 3: Query trends and recommendations.
More purchased hotels in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/hotels/more-purchased?time-window=60" | json_pp{
"hotels": [
{
"destination": "SLA",
"name": "Posada Santana",
"score": 4
},
{
"destination": "RIO",
"name": "Hakuna Matata Hotel Bar",
"score": 3
},
{
"destination": "RIO",
"name": "Rio See Resort",
"score": 3
},
{
"destination": "BCN",
"name": "Barcelona Hotel",
"score": 2
},
{
"destination": "MIA",
"name": "Madagascar Palace",
"score": 1
}
]
}More searched hotels in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/hotels/more-searched?time-window=60" | json_pp{
"hotels" : [
{
"destination" : "MIA",
"score" : 23
},
{
"destination" : "BCN",
"score" : 20
},
{
"destination" : "SLA",
"score" : 15
},
{
"destination" : "RIO",
"score" : 10
},
{
"destination" : "COR",
"score" : 5
}
]
}
More purchased flights in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/flights/more-purchased?time-window=60" | json_pp{
"flights" : [
{
"airline" : "LA",
"destination" : "SLA",
"score" : 3
},
{
"airline" : "AA",
"destination" : "RIO",
"score" : 2
},
{
"airline" : "LA",
"destination" : "RIO",
"score" : 2
},
{
"airline" : "EK",
"destination" : "BCN",
"score" : 1
},
{
"airline" : "AA",
"destination" : "MIA",
"score" : 1
}
]
}More purchased flights in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/flights/more-searched?time-window=60" | json_pp{
"flights": [
{
"destination": "SLA",
"score": 42
},
{
"destination": "BCN",
"score": 25
},
{
"destination": "RIO",
"score": 25
},
{
"destination": "MIA",
"score": 16
},
{
"destination": "COR",
"score": 5
}
]
}Recommended hotels for users that bought flights for a given destination in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/cross-selling/hotels?email=adrian.marino@almundo.com&time-window=60" | json_pp{
"hotels": [
{
"city": "SLA",
"id": "8",
"name": "Posada Santana",
"score": 4
},
{
"city": "RIO",
"id": "12",
"name": "Hakuna Matata Hotel Bar",
"score": 3
},
{
"city": "RIO",
"id": "10",
"name": "Rio See Resort",
"score": 2
},
{
"city": "MIA",
"id": "2",
"name": "See Palace Resort",
"score": 1
},
{
"city": "RIO",
"id": "11",
"name": "Pipa Hotel",
"score": 1
}
]
}Recommended airlines for users that bought hotels in a given city in last 60 days
curl -X GET "http://localhost:8080/api/recommendations/cross-selling/airlines?email=adrian.marino@almundo.com&time-window=60" | json_pp{
"airlines": [
{
"destination": "SLA",
"name": "LATAM",
"score": 3
},
{
"destination": "RIO",
"name": "American Airlines",
"score": 2
},
{
"destination": "RIO",
"name": "LATAM",
"score": 2
},
{
"destination": "MIA",
"name": "American Airlines",
"score": 1
}
]
}