MIA Last updated: 2022-07-01
Here you can find all the information about Sennet MIA. We are constantly working on creating better and more powerful APIs, so we recommend that you periodically check this documentation for new changes and updates.
What is MIA?
MIA is a Deep Learning model that predicts market trends based on news activity. It has been trained with millions of different data points and constantly learns from new situations in the markets, improving its results over time.
How does MIA work?
With MIA, you can follow the news and its impact on the market. You can predict how individual articles impact the market or monitor all news activity for any asset.
MIA predicts market trends in 7 different time intervals ('1d', '2d', '3d', '4d', '5d', '6d', '7d')
.
A quick example:
We have 4 different articles from top sources published on a given day, and we want to know how they will affect the market. We use MIA to predict the impact these articles will have on the market. For each article, we make a request to get the trend forecast. Here are the results:
article1 = [0.97, 0.81, 0.52, 0.86, 0.78, 0.72, 0.94]
article2 = [0.96, 0.75, 0.51, 0.87, 0.82, 0.78, 0.96]
article3 = [0.91, 0.77, 0.54, 0.89, 0.86, 0.78, 0.93]
article4 = [0.96, 0.74, 0.54, 0.93, 0.85, 0.76, 0.91]
average_predictions = [0.95, 0.77, 0.53, 0.89, 0.83, 0.76, 0.94]
average_predictions
contains the market predictions calculated by MIA for the 7 supported intervals ('1d', '2d', '3d', '4d', '5d', '6d', '7d')
.
Note
The time intervals start from the time the article is published.
1d
interval will be for July 02:
01 of July: The articles are published.
02 of July: The predicted value is 0.95, or a strong positive market trend.
03 of July: The predicted value is 0.77, or a strong positive market trend.
04 of July: The predicted value is 0.53, or a positive market trend.
05 of July: The predicted value is 0.89, or a strong positive market trend.
06 of July: The predicted value is 0.83, or a strong positive market trend.
07 of July: The predicted value is 0.76, or a strong positive market trend.
08 of July: The predicted value is 0.94, or a strong positive market trend.
Market Impact Analysis
Predicting the market impact of any article.
api/news/market-impact/
Parameters
string
The full content of the article. Recommended content structure: title + description + body. The maximum allowed length is 5000 characters.
Response object
string
The full content of the article.
array
Market predictions for each interval since the publication of the article ('1d', '2d', '3d', '4d', '5d', '6d', '7d')
.
Prediction values range from 0 to 1, with 0 being a negative market trend and 1 a positive trend.
Warning
Predictions are generated regardless of the source or publication date of the article analyzed. Keep this in mind before making any interpretation of the results.
Request example
/api/news/market-impact/?content=Lorem ipsum dolor...
Response example
{
"content": "Lorem ipsum dolor..."
"predictions": [{
0.62,
0.56,
0.41,
0.58,
0.66,
0.48,
0.44
]}
"from": "content"
}