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Curve Fitting |
Origin |
OriginPro |
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Linear and Polynomial Fitting |
Linear Regression |
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Linear Fit with X Error |
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Confidence Ellipse for Linear Fit |
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Polynomial Regression |
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Multiple Linear Regression |
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Partial Leverage Plots in Multiple Regression |
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✓ |
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Residual Analysis |
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✓ |
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Nonlinear Fitting |
Fitting Multiple Datasets |
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Built-in Fitting Function and User-Defined Fitting Function |
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Parameter Initialization and Derived Parameter Definition |
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Bounds and Constraints |
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Weighted Fitting |
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Fitting with Y Error |
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Fitting with X and Y Errors (Orthogonal Regression) |
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Global Fit with Parameter Sharing |
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Fitting Replica Data |
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Residual Analysis |
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Fitting with Implicit Functions (Orthogonal Distance Regression) |
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Fitting Comparison |
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Fit and Rank Multiple Models |
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Surface Fitting |
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Peak Analysis |
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Peak Analysis |
Baseline Detection |
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Baseline Subtraction |
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Peak Finding |
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Peak Integration |
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Peak Fitting |
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Fit Baseline with Peaks |
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Fit Individual Peaks with Different Fitting Functions |
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Batch Peak Analysis |
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Statistics |
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Descriptive Statistics |
Basic Descriptive Statistics |
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1D and 2D Frequency Counts |
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Correlation Coefficient |
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Partial Correlation Coefficient |
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Cross Tabulation |
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Discrete Frequency |
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Distribution Fit |
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Normality Test (Shaprio-Wilk, Lilliefors, Kolmogorov-Smirnov, Anderson-Darling, D'Agostino-K Squared, Chen-Shapiro) |
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Statistics Charts: Histogram, Box Chart, Scatter Matrix, QC Chart, Probability Plot, Q-Q Plot, and Pareto Chart |
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Grubbs Test and Q-test to Detect Outliers |
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Hypothesis Testing |
One Sample and Two-Sample t-Test, Pair-Sample t-Test |
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Two Sample and Paired-Sample T-Test on Rows |
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One Sample and Two Sample Hypothesis Tests for Variance |
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One and Two-Proportion Test |
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Analysis of Variance |
One Way ANOVA, Two Way ANOVA |
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Three Way ANOVA |
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ANOVA: Mean Comparison (Tukey, Bonferroni, Scheffe, Dunn-Sidak, Fisher LSD, Holm-Bonferroni, Holm-Sidak) |
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One Way and Two Way Repeated Measure ANOVA |
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Nonparametric Tests |
Sign Test |
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Wilcoxon Test for One Sample and Paired Sample |
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Two Sample Kolmogorov-Smirnov Test |
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Mann-Whitney Test |
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Kruskal-Wallis ANOVA |
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Mood's Median Test |
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Friedman ANOVA |
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Multivariate Analysis |
Principal Component Analysis |
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Cluster Analysis |
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Discrimininant Analysis |
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Canonical Discriminant Analysis |
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Partial Least Squares |
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Survival Analysis |
Kaplan-Meier Estimator |
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Test Equality of Survival Functions (Log-Rank, Breslow and Tarone-Ware ) |
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Cox Proportional Hazard Model |
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Weibull Fit |
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Power and Sample Size |
One, Two and Paired-Sample t-Test,?One Way ANOVA, One and Two-Proportion Test, One and Two -Variance Test |
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✓ |
ROC Curve |
ROC Curve |
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✓ |
Signal Analysis |
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Smoothing and Filtering |
Smoothing using Savitzky-Golay Filter, Adjacent Averaging, FFT Filter, Percentile Filter |
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FFT Filters: Low Pass, Low Pass Parabolic, High Pass, Band Pass, Band Block, and Threshold |
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IIR Filter Design |
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Fast Fourier Transform (FFT) |
FFT with Basic Options |
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2D FFT and 2D IFFT Basic Filtering |
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Short-Time Fourier Transform (STFT) |
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Wavelet Analysis |
Discrete Wavelet Transform (DWT) and Inverse Discrete Wavelet Transform (IDWT) |
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Wavelet Smoothing |
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Wavelet DeNoising/p> |
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Continuous Wavelet Transform (CWT) |
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Evaluation of Continuous Wavelet Function |
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Others |
Convolution and Deconvolution |
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Coherence |
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1D Correlation |
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2D Correlation |
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Hilbert Transform |
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Signal Envelope |
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Signal Decimation |
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Rise and Fall Time Analysis |
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Mathematics |
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Simple Mathematics Operations |
Simple Mathematics Operations on or Between Datasets |
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Set Column or Matrix Values by Using Mathematics Operations |
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Normalization |
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Interpolation and Extrapolation |
1D Interpolation and Extrapolation |
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✓ |
Interpolation and Extrapolation of Y From X |
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Trace Interpolation on XY Data |
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✓ |
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Trace Interpolation on XYZ Data |
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✓ |
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2D Interpolation and Extrapolation |
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3D Interpolation |
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Differentiation and Integration |
Numerical Differentiation |
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1D Numerical Integration |
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✓ |
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2D Volume Integration |
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Area Calculation |
Polygon Area |
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✓ |
XYZ Surface Area |
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Matrix Surface Area |
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Others |
Average Multiple Curves |
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Inverse of a Matrix |
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Gadget |
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Gadget |
Surface Integration Gadget |
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Global Vertical Cursor Gadget Across Graphs |
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Intersect Gadget |
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Quick Sigmoidal Fit Gadget |
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Cluster Gadget |
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Quick Peaks Gadget |
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Differentiate and Interpolate Gadget |
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Quick Fit Gadget |
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Rise Time Gadget |
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Integrate, FFT and Statistics Gadget |
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Apps |
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Apps |
Maps Online |
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Tangent |
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Simple Fit |
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Send Graphs to Word |
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Monte Carlo Simulation |
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✓ |
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Constrained Multiple Regression |
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✓ |
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Polynomial Surface Fit |
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✓ |
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3D Confidence Ellipsoid |
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✓ |
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Heat Map with Dendrogram |
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✓ |
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Baseline with Asymmetric Least Squares |
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✓ |