{ "__type": "IngestedDoc", "__tag": 4010, "_content": {}, "_ordered_sections": [], "item_file": null, "item_line": null, "item_type": null, "aliases": [], "example_section_data": { "__type": "Section", "__tag": 4015, "children": [], "title": [], "level": 0, "target": null }, "see_also": [], "signature": null, "references": null, "qa": "release:0.12.0-notes", "arbitrary": [ { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "SciPy 0.12.0 is the culmination of 7 months of hard work. It contains many new features, numerous bug-fixes, improved test coverage and better documentation. There have been a number of deprecations and API changes in this release, which are documented below. All users are encouraged to upgrade to this release, as there are a large number of bug-fixes and optimizations. Moreover, our development attention will now shift to bug-fix releases on the 0.12.x branch, and on adding new features on the master branch." } ] }, { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Some of the highlights of this release are:" } ] }, { "__type": "Blockquote", "__tag": 4059, "children": [ { "__type": "BulletList", "__tag": 4053, "ordered": false, "start": 1, "children": [ { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Completed QHull wrappers in scipy.spatial." } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "cKDTree now a drop-in replacement for KDTree." } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "A new global optimizer, basinhopping." } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Support for Python 2 and Python 3 from the same code base (no more 2to3)." } ] } ] } ] } ] }, { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "This release requires Python 2.6, 2.7 or 3.1-3.3 and NumPy 1.5.1 or greater. Support for Python 2.4 and 2.5 has been dropped as of this release." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "SciPy 0.12.0 Release Notes" } ], "level": 0, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "Text", "__tag": 4046, "value": "New features" } ], "level": 1, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.spatial" }, { "__type": "Text", "__tag": 4046, "value": " improvements" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Cython version of KDTree, cKDTree, is now feature-complete. Most operations (construction, query, query_ball_point, query_pairs, count_neighbors and sparse_distance_matrix) are between 200 and 1000 times faster in cKDTree than in KDTree. With very minor caveats, cKDTree has exactly the same interface as KDTree, and can be used as a drop-in replacement." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "cKDTree feature-complete" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "CrossRef", "__tag": 4002, "value": "scipy.spatial", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.spatial" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " now contains functionality for computing Voronoi diagrams and convex hulls using the Qhull library. (Delaunay triangulation was available since Scipy 0.9.0.)" } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Voronoi diagrams and convex hulls" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "It's now possible to pass in custom Qhull options in Delaunay triangulation. Coplanar points are now also recorded, if present. Incremental construction of Delaunay triangulations is now also possible." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Delaunay improvements" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The functions " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.signal.periodogram" }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.signal.welch" }, { "__type": "Text", "__tag": 4046, "value": " were added, providing DFT-based spectral estimators." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Spectral estimators (" }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.signal" }, { "__type": "Text", "__tag": 4046, "value": ")" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.optimize" }, { "__type": "Text", "__tag": 4046, "value": " improvements" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "A callback mechanism was added to L-BFGS-B and TNC minimization solvers." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Callback functions in L-BFGS-B and TNC" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "A new global optimization algorithm. Basinhopping is designed to efficiently find the global minimum of a smooth function." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Basin hopping global optimization (" }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.optimize.basinhopping" }, { "__type": "Text", "__tag": 4046, "value": ")" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.special" }, { "__type": "Text", "__tag": 4046, "value": " improvements" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The computation of special functions related to the error function now uses a new " }, { "__type": "Link", "__tag": 4049, "children": [ { "__type": "Text", "__tag": 4046, "value": "Faddeeva library from MIT" } ], "url": "http://ab-initio.mit.edu/Faddeeva", "title": "" }, { "__type": "Text", "__tag": 4046, "value": " which increases their numerical precision. The scaled and imaginary error functions " }, { "__type": "InlineCode", "__tag": 4051, "value": "erfcx" }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "InlineCode", "__tag": 4051, "value": "erfi" }, { "__type": "Text", "__tag": 4046, "value": " were also added, and the Dawson integral " }, { "__type": "InlineCode", "__tag": 4051, "value": "dawsn" }, { "__type": "Text", "__tag": 4046, "value": " can now be evaluated for a complex argument." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Revised complex error functions" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Evaluation of orthogonal polynomials (the " }, { "__type": "InlineCode", "__tag": 4051, "value": "eval_*" }, { "__type": "Text", "__tag": 4046, "value": " routines) in now faster in " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.special" }, { "__type": "Text", "__tag": 4046, "value": ", and their " }, { "__type": "InlineCode", "__tag": 4051, "value": "out=" }, { "__type": "Text", "__tag": 4046, "value": " argument functions properly." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Faster orthogonal polynomials" } ], "level": 3, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "BulletList", "__tag": 4053, "ordered": false, "start": 1, "children": [ { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "In " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.sparse.linalg.spsolve" }, { "__type": "Text", "__tag": 4046, "value": ", the " }, { "__type": "InlineCode", "__tag": 4051, "value": "b" }, { "__type": "Text", "__tag": 4046, "value": " argument can now be either a vector or a matrix." } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.sparse.linalg.inv" }, { "__type": "Text", "__tag": 4046, "value": " was added. This uses " }, { "__type": "InlineCode", "__tag": 4051, "value": "spsolve" }, { "__type": "Text", "__tag": 4046, "value": " to compute a sparse matrix inverse." } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.sparse.linalg.expm" }, { "__type": "Text", "__tag": 4046, "value": " was added. This computes the exponential of a sparse matrix using a similar algorithm to the existing dense array implementation in " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.linalg.expm" }, { "__type": "Text", "__tag": 4046, "value": "." } ] } ] } ] } ], "title": [ { "__type": "InlineCode", "__tag": 4051, "value": "scipy.sparse.linalg" }, { "__type": "Text", "__tag": 4046, "value": " features" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "A new function " }, { "__type": "InlineCode", "__tag": 4051, "value": "whosmat" }, { "__type": "Text", "__tag": 4046, "value": " is available in " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io" }, { "__type": "Text", "__tag": 4046, "value": " for inspecting contents of MAT files without reading them to memory." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Listing Matlab(R) file contents in " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The modules " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.linalg.blas", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.linalg.blas" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.linalg.lapack", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.linalg.lapack" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " can be used to access low-level BLAS and LAPACK functions." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Documented BLAS and LAPACK low-level interfaces (" }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.linalg" }, { "__type": "Text", "__tag": 4046, "value": ")" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The barycentric, Krogh, piecewise and pchip polynomial interpolators in " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.interpolate" }, { "__type": "Text", "__tag": 4046, "value": " accept now an " }, { "__type": "InlineCode", "__tag": 4051, "value": "axis" }, { "__type": "Text", "__tag": 4046, "value": " argument." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Polynomial interpolation improvements (" }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.interpolate" }, { "__type": "Text", "__tag": 4046, "value": ")" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "Text", "__tag": 4046, "value": "Deprecated features" } ], "level": 1, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The module " }, { "__type": "InlineRole", "__tag": 4003, "value": "scipy.lib.lapack", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " is deprecated. You can use " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.linalg.lapack", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.linalg.lapack" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " instead. The module " }, { "__type": "InlineRole", "__tag": 4003, "value": "scipy.lib.blas", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " was deprecated earlier in Scipy 0.10.0." } ] } ], "title": [ { "__type": "InlineRole", "__tag": 4003, "value": "scipy.lib.lapack", "domain": null, "role": null, "inventory": null } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Accessing the modules " }, { "__type": "InlineRole", "__tag": 4003, "value": "scipy.linalg.fblas", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": ", " }, { "__type": "InlineRole", "__tag": 4003, "value": "cblas", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": ", " }, { "__type": "InlineRole", "__tag": 4003, "value": "flapack", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": ", " }, { "__type": "InlineRole", "__tag": 4003, "value": "clapack", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " is deprecated. Instead, use the modules " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.linalg.lapack", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.linalg.lapack" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.linalg.blas", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.linalg.blas" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": "." } ] } ], "title": [ { "__type": "InlineRole", "__tag": 4003, "value": "fblas", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "InlineRole", "__tag": 4003, "value": "cblas", "domain": null, "role": null, "inventory": null } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [], "title": [ { "__type": "Text", "__tag": 4046, "value": "Backwards incompatible changes" } ], "level": 1, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The function " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io.save_as_module" }, { "__type": "Text", "__tag": 4046, "value": " was deprecated in Scipy 0.11.0, and is now removed." } ] }, { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Its private support modules " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io.dumbdbm_patched" }, { "__type": "Text", "__tag": 4046, "value": " and " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io.dumb_shelve" }, { "__type": "Text", "__tag": 4046, "value": " are also removed." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Removal of " }, { "__type": "InlineCode", "__tag": 4051, "value": "scipy.io.save_as_module" } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "The function " }, { "__type": "CrossRef", "__tag": 4002, "value": "scipy.stats.scoreatpercentile", "reference": { "__type": "RefInfo", "__tag": 4000, "module": "scipy", "version": "*", "kind": "api", "path": "scipy.stats._stats_py:scoreatpercentile" }, "kind": "module" }, { "__type": "Text", "__tag": 4046, "value": " has been given an " }, { "__type": "InlineRole", "__tag": 4003, "value": "axis", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " argument. The default argument is " }, { "__type": "InlineRole", "__tag": 4003, "value": "axis=None", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": ", which means the calculation is done on the flattened array. Before this change, " }, { "__type": "InlineRole", "__tag": 4003, "value": "scoreatpercentile", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " would act as if " }, { "__type": "InlineRole", "__tag": 4003, "value": "axis=0", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " had been given. Code using " }, { "__type": "InlineRole", "__tag": 4003, "value": "scoreatpercentile", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " with a multidimensional array will need to add " }, { "__type": "InlineRole", "__tag": 4003, "value": "axis=0", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " to the function call to preserve the old behavior. (This API change was not noticed until long after the release of 0.12.0.)" } ] } ], "title": [ { "__type": "InlineRole", "__tag": 4003, "value": "axis", "domain": null, "role": null, "inventory": null }, { "__type": "Text", "__tag": 4046, "value": " argument added to " }, { "__type": "InlineRole", "__tag": 4003, "value": "scipy.stats.scoreatpercentile", "domain": null, "role": null, "inventory": null } ], "level": 2, "target": null }, { "__type": "Section", "__tag": 4015, "children": [ { "__type": "BulletList", "__tag": 4053, "ordered": false, "start": 1, "children": [ { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Anton Akhmerov +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Alexander Eberspächer +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Anne Archibald" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jisk Attema +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "K.-Michael Aye +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "bemasc +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Sebastian Berg +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "François Boulogne +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Matthew Brett" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Lars Buitinck" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Steven Byrnes +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Tim Cera +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Christian +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Keith Clawson +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "David Cournapeau" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Nathan Crock +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "endolith" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Bradley M. Froehle +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Matthew R Goodman" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Christoph Gohlke" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Ralf Gommers" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Robert David Grant +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Yaroslav Halchenko" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Charles Harris" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jonathan Helmus" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Andreas Hilboll" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Hugo +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Oleksandr Huziy" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jeroen Demeyer +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Johannes Schönberger +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Steven G. Johnson +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Chris Jordan-Squire" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jonathan Taylor +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Niklas Kroeger +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jerome Kieffer +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "kingson +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Josh Lawrence" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Denis Laxalde" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Alex Leach +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Tim Leslie" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Richard Lindsley +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Lorenzo Luengo +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Stephen McQuay +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "MinRK" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Sturla Molden +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Eric Moore +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "mszep +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Matt Newville +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Vlad Niculae" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Travis Oliphant" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "David Parker +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Fabian Pedregosa" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Josef Perktold" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Zach Ploskey +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Alex Reinhart +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Gilles Rochefort +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Ciro Duran Santillli +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jan Schlueter +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jonathan Scholz +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Anthony Scopatz" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Skipper Seabold" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Fabrice Silva +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Scott Sinclair" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jacob Stevenson +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Sturla Molden +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Julian Taylor +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "thorstenkranz +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "John Travers +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "True Price +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Nicky van Foreest" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Jacob Vanderplas" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Patrick Varilly" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Daniel Velkov +" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Pauli Virtanen" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Stefan van der Walt" } ] } ] }, { "__type": "ListItem", "__tag": 4054, "children": [ { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "Warren Weckesser" } ] } ] } ] }, { "__type": "Paragraph", "__tag": 4045, "children": [ { "__type": "Text", "__tag": 4046, "value": "A total of 75 people contributed to this release. People with a \"+\" by their names contributed a patch for the first time." } ] } ], "title": [ { "__type": "Text", "__tag": 4046, "value": "Authors" } ], "level": 1, "target": null } ], "local_refs": [] }