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Similarity Score Platform

  • Platform

    Web Application

  • Product Type

    Text Similarity

  • Country

    USA

  • Project Type

    Data Comparison Automation

  • Core Technologies :

01

Overview

  • Similarity score platform is a web application designed to compare multiple CSV/Excel files and generate results showing matched and unmatched data in a structured Excel report.
  • As the data volume is large, a web-based solution was required to efficiently and accurately perform the comparisons.
02

Problem Statement:

  • The client was manually matching data, which was time-consuming and prone to human error.
  • Additionally, entries with similar spellings were incorrectly marked as matched, leading to inaccurate results.Health researchers and wellness providers are beset with low survey response rates.
03

Objective:

To automate the comparison process, improve accuracy, and significantly reduce the time spent on manual data matching.

04

Solution:

  • We developed a similarity score platform that allows comparing a single file against multiple files, providing highly accurate matching results.
  • The solution is designed to handle large datasets efficiently and deliver results in a simple downloadable Excel format.
05

Key Features:

  • Compare one file against multiple files.
  • Real-time progress tracking for file processing.
  • Detailed log files for process transparency.
  • Downloadable result files in Excel format.
  • Queue management: Files are processed sequentially, ensuring stability and performance.
06

Target Audience:

Data Management Organizations

Data Analysis Professionals

07

Technology Stack:

Technology

Python

Frameworks

Flask, Django

Database

MongoDB

Cloud Hosting

AWS

08

Impact & Benefits:

  • Streamlined comparison process
  • Significantly faster data processing
  • Highly accurate matched data, reducing errors
09

Challenges Faced:

  • Time-consuming Process: Ensuring the comparison process completes quickly despite large data sets.
  • Multiple File Comparison: Implementing simultaneous file comparison while managing system resources effectively.
10

Conclusion:

  • To eliminate the issues of manual processing, long processing times, and inaccurate matching, we developed this web application that provides a single, efficient platform for data comparison.
  • This solution successfully met the client’s requirements by automating the process, improving accuracy, and saving significant time.

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