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https://github.com/im-perativa/volantisquerysuggestion


https://github.com/im-perativa/volantisquerysuggestion

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README

        

# volantisQuerySuggestion

Contoh REST API (tanpa GUI) untuk fitur tambahan yang dapat digunakan untuk mempermudah pencarian dengan text similarity pada platform volantis.io

## Memulai

Untuk mendapatkan copy dari project ini untuk digunakan pada mesin lokal anda, silakan clone repository ini

### Menyiapkan Environment Lokal

1. Download dan install [Git][1]
2. Download dan install [Python3][2]
3. Buat folder baru untuk menyimpan project ini
4. Buka folder baru dan clone project ini ke dalam folder tersebut

```
git init
git clone https://github.com/imperativa/volantisQuerySuggestion
```

[1]: https://git-scm.com/downloads
[2]: https://www.python.org/getit/

### Instalasi

Untuk dapat menggunakan volantisQuerySuggestion, install semua library yang diperlukan pada virtual environment

```
source venv/bin/activate
pip install -r requirement.txt
deactivate
```

## Menjalankan REST API

Untuk dapat menjalankan volantisQuerySuggestion, masuk ke dalam virtual environment dan run `app.py`

```
source venv/bin/activate
python app.py
```

### URI
```
/query
```

### Form Body
* `query` - Search query

### Contoh Hasil

`query`: "Drink"
```
[
{
"title": "Canada Production and Stocks of Tea Coffee Cocoa and Process Cheese (1946 - 1994)",
"similarity": 0.5122280652306186
},
{
"title": "Wine Dataset",
"similarity": 0.5018565420603127
},
{
"title": "Craft Beers Dataset",
"similarity": 0.4951684779658376
},
{
"title": "Flowers and Fruits Coffee Production 2015 - 2016",
"similarity": 0.4949710941238208
},
{
"title": "Fast Food Restaurants Across America",
"similarity": 0.4852875768392291
}
]
```

`query`: "Computer Price"
```
[
{
"title": "1300 Laptop Prices",
"similarity": 0.7270224030210517
},
{
"title": "simple laptop price",
"similarity": 0.7193491154077535
},
{
"title": "laptop prices based on specifications",
"similarity": 0.7133145974431971
},
{
"title": "Laptop Prices with 5 features",
"similarity": 0.6713759660215457
},
{
"title": "laptop price prediction",
"similarity": 0.6615189558255555
}
]
```

`query`: "College"
```
[
{
"title": "World University Rankings",
"similarity": 0.6412657955909788
},
{
"title": "Prediction University Score with Random Forest",
"similarity": 0.5632472832017524
},
{
"title": "Prediction University Score with Decision Tree",
"similarity": 0.5583400256572105
},
{
"title": "Prediction University Score with Isotonic Regresion",
"similarity": 0.5539713672492729
},
{
"title": "Accredited Universities in The USA",
"similarity": 0.5459227862063514
}
]
```

`query`: "Disease"
```
[
{
"title": "Zika Virus Epidemic",
"similarity": 0.678525681077377
},
{
"title": "Lower Back Pain Symptoms",
"similarity": 0.6039499350255548
},
{
"title": "Dengue Cases at Philippines",
"similarity": 0.5104936023748938
},
{
"title": "Diabetes Dataset - Pima Indian heritage",
"similarity": 0.5092409450367811
},
{
"title": "Body Mass Index Prediction with Decision Tree",
"similarity": 0.4749832359760606
}
]
```

`query`: "Food"
```
[
{
"title": "Fast Food Restaurants Across America",
"similarity": 0.7400498235972779
},
{
"title": "Nutrition Data of Cereal Products",
"similarity": 0.664449975449146
},
{
"title": "Canada Production and Stocks of Tea Coffee Cocoa and Process Cheese (1946 - 1994)",
"similarity": 0.6127799640574634
},
{
"title": "List of Coffee Growing in Countries",
"similarity": 0.5862108605524592
},
{
"title": "Flowers and Fruits Coffee Production 2015 - 2016",
"similarity": 0.572210077503153
}
]
```

`query`: "Terror"
```
[
{
"title": "Terrorist Attacks",
"similarity": 0.6963410033530324
},
{
"title": "Religious Terrorist Attack",
"similarity": 0.6866494128774574
},
{
"title": "Political Corruption Perception Index",
"similarity": 0.46151955198719774
},
{
"title": "Mass Shooting in US",
"similarity": 0.41791128257519705
},
{
"title": "Country Statistic in the World",
"similarity": 0.40332504202594366
}
]
```