• Data visualization, Heatmap, Dendrogram, etc.
• ANOVA, Genetic parameters, Correlation & Path analysis, Multivariate is analyzing viz., PCA, Biplot, Hierarchical clustering based on different methods, Stability analysis, Factorial analyzing, Molecular data analysis, structure analysis, etc.
• Var. Covar Matrices with ANOVA 
• Genetic Parameters like Genetic - advancement h2, GCV%, PCV% etc.
• D2 Statistics with Mahalnobis and Canonical Roots method, incl. Dendrograms, 2D/3D Plotting of Canonical Roots, Cluster Means, Cluster Distances, etc.
• Stability Model Analysis 
• (Eberhart & Russel / Perkins & Jinks / Freeman & Perkins) can also be computed from Mean data with EMS / SED / CD, with graphics.
• Simultaneous Selection Indices including Restricted Selection with Economic Weights and graph.
• Diallel Analysis: 

Griffing Method 1 and 2, Model I & II, including Hayman's Vr - Wr approach with Heterosis Table and relevant Graphs and F2 populations.

• Line * Tester Analysis with Heterosis table and graphics.
• Path Analysis 

with Partial R2 and R2 % matrix including Path Diagram 

• Partial Diallel Analysis
• Generation Mean Analysis     

Five, Six (Hayman) and three Parameter models, Joint Scaling Test (Cavalli) 

• North Carolina Design 1
• North Carolina Design 2
• North Carolina Design 3
• Augmented R. B. D
• Cluster Analysis
• Canonical - Roots method, including Dendrogram - Plotting, Cluster Means, Cluster Distances, etc., using Tocher method
• Cluster Analysis with Average / Weighted Average / Single / Complete Linkage with Dendrogram plotting, Cluster Distances, and Cluster-Means with Absolute, Euclidean, and Euclidean2.
• Principal Coordinate method 
• Ward's Minimum Variance

Hands-on Software 

• R programming/ R studio
• Python (Anaconda; Jupiter Notebook)
• Minitab 19.1
• AGD R
• GEA-R
• DARwin 6.0
• Microsoft excel

Dr. Suhel Mehandi

Email: suhelmehandi.fas@ramauniversity.ac.in
Contact No: 8795996666

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Criteria for successful completion: The registered students have to get a minimum of 50% attendance to get the course certificate.

Evaluation System: Assignment

Mode: Online.

Minimum number of enrollments to run the course: 10 participants

Eligibility: Young Researcher, Research scholar, Scientist, Assistant Professor, etc.

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• Participants can understand the fundamentals of different software concerning the concept.
• Participants can analyze their data with freely available statistical tools.
• A deeper understanding of data which in turn publishing high impact factor research articles and better thesis.