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Qetch

Qetch is a tool that allows users to freely sketch patterns on a scale-less canvas to query time series data without specifying query length or amplitude.

screenshot

We study how humans sketch time series patterns --- humans preserve visually salient perceptual features but often non-uniformly scale and locally distort a pattern --- and we develop a novel matching algorithm that accounts for human sketching errors.

Qetch enables the easy construction of complex and expressive queries with two key features: regular expressions over sketches and relative positioning of sketches to query multiple time-aligned series.

Publications

Expressive Time Series Querying with Hand-Drawn Scale-Free Sketches
Miro Mannino, Azza Abouzied - CHI'18

Qetch: Time Series Querying with Expressive Sketches
Miro Mannino, Azza Abouzied - SIGMOD'18

Awards

We are pleased to announce that Qetch won the Best Paper Award during the SIGCHI'18 conference!

Videos

Repository content

This repository contains:

  • Qetch's source code, contained in the folder Server

  • The datasets we used to compute our user studies, and Qetch's performance evaluations are contained in the folder Datasets

  • The collected queries from our crowd study are in the folder Crowd-Study Data

How to run Qetch

The project's backend has been developed using NodeJS and a front-end which includes many technologies, such as: AngularJS, D3, Bootstrap, Paper.js, Math.js, etc. It requires a PostreSQL database in order to store and load time series.

In order to run the project install the required dependencies with the following commands:

bower install
npm install

To run the server run the following command:

npm start

Now the interface can be accessed from a browser at:

http://localhost:2048/

Configure Database

(optional) Create a database and a user in your PostgreSQL database for Qetch. Open PostgreSQL interactive terminal with:

psql

Now create a database and a user with:

CREATE DATABASE qetchdb;
CREATE USER qetchdb_user WITH ENCRYPTED PASSWORD 'qetchdb_user_password';
GRANT ALL PRIVILEGES ON DATABASE qetchdb TO qetchdb_user;

Now you can exit the interactive terminal and double-check that you can access this database using the specified username and password with:

psql -U qetchdb_user -d qetchdb

You can report these settings in the file: config.json in order to allow Qetch to access this database.

In order to load the data to the database the scripts in the folder Datasets should be used. The script load_all.sh loads all the available datasets:

cd Datasets/utils
./load_all.sh