Scientific Data Cleaning & PreparationEnric Real
I prepare scientific datasets for analysis by ensuring consistency, accuracy, and proper formatting. My workflow includes cleaning errors, standardizing variables, correcting labels/taxonomy when needed, and validating the dataset so it’s fully ready for statistical modelling or publication.
What's included
Cleaned & Validated Scientific Dataset
Includes full data cleaning (errors, missing values, outliers), scientific formatting, variable standardization, taxonomic/label correction when needed, normalization/transformations, and delivery of a ready-to-analyze dataset (CSV/Excel) with a brief validation summary.
FAQs
Yes. I can clean datasets that contain inconsistent labels, missing values, duplicates, mixed formats, taxonomic issues, or measurement errors. We work step by step so the final dataset is scientifically coherent and ready to analyse.
Yes. I can standardise units, fix variable names, update taxonomy when needed, and align the dataset with scientific conventions so it’s consistent and reliable.
CSV and Excel are the most common, but I can also work with TSV, TXT, or other tabulated formats. If you’re not sure, just send the file and I’ll check it.
Absolutely. I work locally and treat all scientific data—especially field, ecological, or unpublished datasets—with full confidentiality.
Yes. If you need the dataset formatted for journals, reproducibility, or statistical workflows (R, Python, etc.), I can prepare it so everything is clean, standardised, and analysis-ready.
Contact for pricing
Tags
ArcGIS
Microsoft Excel
R
Data Analyst
Scientist
Statistician
Service provided by
Enric Real Palma, Spain
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Scientific Data Cleaning & PreparationEnric Real
Contact for pricing
Tags
ArcGIS
Microsoft Excel
R
Data Analyst
Scientist
Statistician
I prepare scientific datasets for analysis by ensuring consistency, accuracy, and proper formatting. My workflow includes cleaning errors, standardizing variables, correcting labels/taxonomy when needed, and validating the dataset so it’s fully ready for statistical modelling or publication.
What's included
Cleaned & Validated Scientific Dataset
Includes full data cleaning (errors, missing values, outliers), scientific formatting, variable standardization, taxonomic/label correction when needed, normalization/transformations, and delivery of a ready-to-analyze dataset (CSV/Excel) with a brief validation summary.
FAQs
Yes. I can clean datasets that contain inconsistent labels, missing values, duplicates, mixed formats, taxonomic issues, or measurement errors. We work step by step so the final dataset is scientifically coherent and ready to analyse.
Yes. I can standardise units, fix variable names, update taxonomy when needed, and align the dataset with scientific conventions so it’s consistent and reliable.
CSV and Excel are the most common, but I can also work with TSV, TXT, or other tabulated formats. If you’re not sure, just send the file and I’ll check it.
Absolutely. I work locally and treat all scientific data—especially field, ecological, or unpublished datasets—with full confidentiality.
Yes. If you need the dataset formatted for journals, reproducibility, or statistical workflows (R, Python, etc.), I can prepare it so everything is clean, standardised, and analysis-ready.
Contact for pricing