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Extracts and cleanses flat data exported from a Chemical Analyzer instrument (Time of Flight Mass Spectrometer), then loads data into a SQL database using a Star schema. A basic CLI is implemented to query SQL database to create data visualizations which describe instrument performance in a simple and digestible manner. The following python libr…

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SciData

Application Description

Extracts and cleanses flat data exported from a Chemical Analyzer instrument (Time of Flight Mass Spectrometer), then loads data into a SQL database using a Star schema. A basic GUI is implemented to query SQL database to create data visualizations which describe instrument performance in a simple and digestible manner. The following python libraries are utilized: numpy, pandas, matplotlib, sklearn, statistics, sqlite3, os, time, & datetime. Instance data is stored in JSON format in the dicts.txt text file.

Command Line Interface (CLI) Example

GUI

To maintain confidentiality the data examples shown below are not “real” and are simulated data sets.

Spectral Quality Output Example

Data Set #1 Example

System Linearity Output Example

Data Set #2 Example

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Extracts and cleanses flat data exported from a Chemical Analyzer instrument (Time of Flight Mass Spectrometer), then loads data into a SQL database using a Star schema. A basic CLI is implemented to query SQL database to create data visualizations which describe instrument performance in a simple and digestible manner. The following python libr…

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