The Spotfire Data Science Statistica® Ultimate Academic product is sold for named users (i.e. desktop installations). Add Spotfire® licensing for interactive dashboards.

It contains:

- automation for data cleaning; dirty data is the most common analytics problem
- business rules builder
- exploratory analysis & visualizations; learn about the problem space
- descriptive statistics, nonparametrics; learn and share factoids about the problem to build situational awareness
- linear regression models, nonlinear regression models; estimate the relationships among your variables and create predictive models (machine learning); also use simulated data to create linear regression models and learn something new
- multivariate exploratory techniques; organize data into meaningful clusters, classify variables (reduce/relate variables), principal components & classification analysis
- process analysis, quality control, multivariate statistical process control; understand critical process parameters which impact critical quality attributes
- design of experiments, power analysis and interval estimation; experiment and discover; also use simulated data to execute virtual experiements
- tabulation options; everyone needs a summary table for their presentation to management

There are two modes of interaction with the analytics; spreadsheet and workspace. For ad-hoc analysis that does not need to be duplicated, users can import data into a spreadsheet and interact with menus, variables, and rows of data. The workspace is a visual analytic workflow management tool and is recommended. This allows work to be saved and reused. No coding is needed to complete a workspace. And for the users who need to manage their code, the workspace has a "code node" which can execute C#, Python, or R code.

### Data Profiling, Cleaning, Transformation

The Data Health Check node (data profiling) explores values, value ranges, discrete text lables, missing data, outliers, etc.. on every variable. The results of this analyses is a diagnostic report. This node can also be configured to automate fix the data problems uncovered by the analyses.

Additional options to transform and clean are available; remove duplicates, recode, rank, merge, process invariant variables, recode outliers, missing data inputation, recode missing data, subset, sample, etc..

Box-Cox is available to transform variables so that they have a distribution as close to normality as possible (Box and Cox, 1964). This allows the use of algorithms, like regression analysis, that only work with a normal distribution.

### Workspace Features

A workspace is a no code tool that:

- documents the analytic steps
- imports excel, csv, fixed width (mainframe) data
- embed sdata within workspace as a lookup table; transform "m" to Monday for readability
- imports Spotfire SBDF data file and configure analytics (see options below)
- retrieves data from database with ODBC driver and configure analytics (see options below)
- creates data mashup
- creates visualizations
- formats output for reporting
- exports results to excel, csv, Spotfire SBDF, etc..
- writes results into a database; SQL Server, Oracle, Teradata, SQL Server PDW, PostgreSQL, DB2
- workspace calls another workspace

The workspace can also be extended with R, C# or Python coding.

### Visualizations

2D and 3D visualizations are available with the product; histogram, line, scatterplot, means with error, bag plots, quantile-quantile (beta, exponential, extreme, gamma, lognormal, normal, Rayleigh, Weibull), variability, contour, wafer, normal probability, etc.. Interactive dashboards are not available within this product. TIBCO Spotfire® licensing is purchased separately.

### Analytics

- TIBCO Statistica® ANOVA MANOVA
- TIBCO Statistica® Association Rules
- TIBCO Statistica® Automated Neural Networks
- TIBCO Statistica® Boosted Tree
- TIBCO Statistica® Calculators
- TIBCO Statistica® Canonical Analysis
- TIBCO Statistica® Classification Trees
- TIBCO Statistica® Cluster Analysis
- TIBCO Statistica® Correlation
- TIBCO Statistica® Correspondence Analysis
- TIBCO Statistica® Cox Proportional Hazards Models
- Data Miner Recipes
- TIBCO Statistica® Descriptive Statistics
- TIBCO Statistica® Design of Experiments
- TIBCO Statistica® Discriminant Function Analysis
- TIBCO Statistica® Distribution Fitting
- TIBCO Statistica® Distributions & Simulation (virtual experiments)
- TIBCO Statistica® Extract, Transform, and Load (analytics are used to align time-based data)
- TIBCO Statistica® Factor Analysis
- Faster Independent Component Analysis
- Feature Selection
- TIBCO Statistica® Fixed Nonlinear Regression
- General CHAID Models
- General Classification and Regression Trees (C&RT)
- General Discriminant Analysis (GDA)
- General Linear Models (GLM)
- General Partial Least Squares Models (PLS)
- General Regression Models (GRM)
- Generalized Additive Models (GAM)
- Generalized Linear/Nonlinear Models (GLZ)
- Generates Predictive Models in PMML
- The goodness of Fit, Classification, Prediction
- Independent Component Analysis
- Interactive Tree (C&RT, CHAID)
- Lasso Regression
- Link Analysis
- TIBCO Statistica® Log-Linear Analysis of Frequency Tables
- Machine Learning (Bayesian, Support Vectors, K-Nearest)
- TIBCO Statistica® Multidimensional Scaling
- Multivariate Adaptive Regression Splines (MARSplines)
- Multiple Regression
- Nonlinear Estimation
- Nonparametric Statistics
- Power Analysis and Interval Estimation
- Multivariate Statistical Process Control (MSPC)
- Optimal Binning
- Predictor Screening
- Principal Components & Classification Analysis (PCCA)
- TIBCO Statistica® Process Analysis
- Process Optimization
- TIBCO Statistica® Quality Control Charts
- Random Forests
- Rapid Deployment of Predictive Models (PMML)
- TIBCO Statistica® Reliability and Item Analysis
- Sequence and Link Analysis
- TIBCO Statistica® Stepwise Model Builder
- Structural Equation Modeling and Path Analysis (SEPATH)
- Survival & Failure Time Analysis
- TIBCO Statistica® Time Series Forecasting
- TIBCO Statistica® T-Tests And Other Tests Of Group Differences
- TIBCO Statistica® Tabulate
- Text Mining
- TIBCO Statistica® Variance Components & Mixed Model ANOVA ANOCOVA
- Weight of Evidence

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