Data Analysis in Agricultural Microbiology Research

Category	Tool	Type	Use in Agricultural Microbiology
📊 Data Analysis & Statistics	R	Statistical Software	Microbial diversity analysis, bio-statistics
	Python	Programming Language	Machine learning, microbial data analysis
	SAS	Statistical Tool	Experimental microbial studies
	SPSS	Statistical Tool	Survey & lab data analysis
	GenStat	Biostatistics Software	Microbial experiment analysis
🧬 Bioinformatics Tools	BLAST	Sequence Tool	Microbial gene identification
	QIIME	Microbiome Tool	Microbial community analysis
	Mothur	Microbiome Tool	16S rRNA analysis
	MEGA	Phylogenetic Tool	Evolutionary analysis
	ClustalW	Alignment Tool	Sequence alignment
🧪 Molecular Tools	PCR	Lab Technique	DNA amplification
	Gel Electrophoresis	Lab Tool	DNA separation
	DNA Sequencer	Advanced Tool	Genome sequencing
	Metagenomics	Genomic Tool	Microbial community study
	NGS	Sequencing Tech	High-throughput sequencing
🤖 AI & Machine Learning	TensorFlow	AI Framework	Microbial prediction models
	PyTorch	AI Framework	Image-based microbial analysis
	Scikit-learn	ML Library	Classification & prediction
	Keras	Deep Learning	Neural network modeling
🌱 Sensors & Field Tools	Biosensors	Detection Tool	Microbial detection
	IoT Sensors	Smart Devices	Soil microbial activity monitoring
	Drones	Imaging Tool	Field microbial mapping