SciPy Reference Guide

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2025-02-27 0 0 5.81MB 983 页 5.9玖币

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Release 0.11.0.dev-600e81f

Written by the SciPy community

October 23, 2011

CONTENTS

1 SciPy Tutorial 3

1.1 Introduction ............................................... 3

1.2 Basic functions in Numpy (and top-level scipy) ............................. 6

1.3 Special functions (scipy.special)................................. 10

1.4 Integration (scipy.integrate)................................... 11

1.5 Optimization (scipy.optimize)................................... 15

1.6 Interpolation (scipy.interpolate)................................ 29

1.7 Fourier Transforms (scipy.fftpack)................................ 40

1.8 Signal Processing (scipy.signal).................................. 42

1.9 Linear Algebra (scipy.linalg)................................... 49

1.10 Sparse Eigenvalue Problems with ARPACK ............................... 60

1.11 Statistics (scipy.stats)....................................... 63

1.12 Multi-dimensional image processing (scipy.ndimage)....................... 72

1.13 File IO (scipy.io)........................................... 95

1.14 Weave (scipy.weave)........................................ 101

2 API - importing from Scipy 137

2.1 Guidelines for importing functions from Scipy ............................. 137

2.2 API deﬁnition .............................................. 138

3 Release Notes 141

3.1 SciPy 0.11.0 Release Notes ....................................... 141

3.2 SciPy 0.10.0 Release Notes ....................................... 141

3.3 SciPy 0.9.0 Release Notes ........................................ 144

3.4 SciPy 0.8.0 Release Notes ........................................ 148

3.5 SciPy 0.7.2 Release Notes ........................................ 152

3.6 SciPy 0.7.1 Release Notes ........................................ 152

3.7 SciPy 0.7.0 Release Notes ........................................ 154

4 Reference 161

4.1 Clustering package (scipy.cluster)................................ 161

4.2 K-means clustering and vector quantization (scipy.cluster.vq)................. 161

4.3 Hierarchical clustering (scipy.cluster.hierarchy)...................... 166

4.4 Constants (scipy.constants).................................... 184

4.5 Discrete Fourier transforms (scipy.fftpack)............................ 200

4.6 Integration and ODEs (scipy.integrate)............................. 214

4.7 Interpolation (scipy.interpolate)................................ 232

4.8 Input and output (scipy.io)...................................... 269

4.9 Linear algebra (scipy.linalg)................................... 278

4.10 Maximum entropy models (scipy.maxentropy).......................... 316

4.11 Miscellaneous routines (scipy.misc)................................ 336

4.12 Multi-dimensional image processing (scipy.ndimage)....................... 345

4.13 Orthogonal distance regression (scipy.odr)............................. 406

4.14 Optimization and root ﬁnding (scipy.optimize).......................... 415

4.15 Nonlinear solvers ............................................. 460

4.16 Signal processing (scipy.signal).................................. 463

4.17 Sparse matrices (scipy.sparse)................................... 509

4.18 Sparse linear algebra (scipy.sparse.linalg).......................... 551

4.19 Spatial algorithms and data structures (scipy.spatial)...................... 576

4.20 Distance computations (scipy.spatial.distance)....................... 600

4.21 Special functions (scipy.special)................................. 616

4.22 Statistical functions (scipy.stats)................................. 642

4.23 Statistical functions for masked arrays (scipy.stats.mstats).................. 917

4.24 C/C++ integration (scipy.weave).................................. 948

Bibliography 953

Python Module Index 961

Index 963

SciPy Reference Guide, Release 0.11.0.dev-600e81f

Release

0.11.dev

Date

October 23, 2011

SciPy (pronounced “Sigh Pie”) is open-source software for mathematics, science, and engineering.

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SciPyReferenceGuideRelease0.11.0.dev-600e81fWrittenbytheSciPycommunityOctober23,2011CONTENTS1SciPyTutorial31.1Introduction...............................................31.2BasicfunctionsinNumpy(andtop-levelscipy).............................61.3Specialfunctions(scipy.special)..........................

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