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"titles": ["Accepted NEPs (implementation in progress)", "Roadmap &amp; NumPy enhancement proposals", "Deferred and Superseded NEPs", "Finished NEPs", "Roadmap &amp; NumPy enhancement proposals", "Meta-NEPs (NEPs about NEPs or active Processes)", "NEP 0 \u2014 Purpose and process", "NEP 1 \u2014 A simple file format for NumPy arrays", "NEP 2 \u2014 A proposal to build numpy without warning with a big set of warning flags", "NEP 3 \u2014 Cleaning the math configuration of numpy.core", "NEP 4 \u2014 A (third) proposal for implementing some date/time types in NumPy", "NEP 5 \u2014 Generalized universal functions", "NEP 6 \u2014 Replacing Trac with a different bug tracker", "NEP 7 \u2014 A proposal for implementing some date/time types in NumPy", "NEP 8 \u2014 A proposal for adding groupby functionality to NumPy", "NEP 9 \u2014 Structured array extensions", "NEP 10 \u2014 Optimizing iterator/UFunc performance", "NEP 11 \u2014 Deferred UFunc evaluation", "NEP 12 \u2014 Missing data functionality in NumPy", "NEP 13 \u2014 A mechanism for overriding Ufuncs", "NEP 14 \u2014 Plan for dropping Python 2.7 support", "NEP 15 \u2014 Merging multiarray and umath", "NEP 16 \u2014 An abstract base class for identifying \u201cduck arrays\u201d", "NEP 17 \u2014 Split out masked arrays", "NEP 18 \u2014 A dispatch mechanism for NumPy\u2019s high level array functions", "NEP 19 \u2014 Random number generator policy", "NEP 20 \u2014 Expansion of generalized universal function signatures", "NEP 21 \u2014 Simplified and explicit advanced indexing", "NEP 22 \u2014 Duck typing for NumPy arrays \u2013 high level overview", "NEP 23 \u2014 Backwards compatibility and deprecation policy", "NEP 24 \u2014 Missing data functionality - alternative 1 to NEP 12", "NEP 25 \u2014 NA support via special dtypes", "NEP 26 \u2014 Summary of missing data NEPs and discussion", "NEP 27 \u2014 Zero rank arrays", "NEP 28 \u2014 numpy.org website redesign", "NEP 29 \u2014 Recommend Python and NumPy version support as a community policy standard", "NEP 30 \u2014 Duck typing for NumPy arrays - implementation", "NEP 31 \u2014 Context-local and global overrides of the NumPy API", "NEP 32 \u2014 Remove the financial functions from NumPy", "NEP 34 \u2014 Disallow inferring <code class=\"docutils literal notranslate\"><span class=\"pre\">dtype=object</span></code> from sequences", "NEP 35 \u2014 Array creation dispatching with __array_function__", "NEP 36 \u2014 Fair play", "NEP 37 \u2014 A dispatch protocol for NumPy-like modules", "NEP 38 \u2014 Using SIMD optimization instructions for performance", "NEP 40 \u2014 Legacy datatype implementation in NumPy", "NEP 41 \u2014 First step towards a new datatype system", "NEP 42 \u2014 New and extensible DTypes", "NEP 43 \u2014 Enhancing the extensibility of UFuncs", "NEP 44 \u2014 Restructuring the NumPy documentation", "NEP 45 \u2014 C style guide", "NEP 46 \u2014 NumPy sponsorship guidelines", "NEP 47 \u2014 Adopting the array API standard", "NEP 48 \u2014 Spending NumPy project funds", "NEP 49 \u2014 Data allocation strategies", "NEP 50 \u2014 Promotion rules for Python scalars", "NEP 51 \u2014 Changing the representation of NumPy scalars", "NEP 52 \u2014 Python API cleanup for NumPy 2.0", "NEP 53 \u2014 Evolving the NumPy C-API for NumPy 2.0", "NEP 54 \u2014 SIMD infrastructure evolution: adopting Google Highway when moving to C++?", "NEP 55 \u2014 Add a UTF-8 variable-width string DType to NumPy", "NEP 56 \u2014 Array API standard support in NumPy\u2019s main namespace", "NEP X \u2014 Template and instructions", "Open NEPs (under consideration)", "Provisional NEPs (provisionally accepted; interface may change)", "Rejected and Withdrawn NEPs", "NumPy roadmap", "Scope of NumPy"], "terms": {"41": [0, 4, 16, 44, 46, 47, 59, 65], "first": [0, 4, 6, 7, 8, 9, 11, 13, 16, 17, 18, 19, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 46, 47, 50, 51, 52, 54, 56, 57, 58, 59, 60, 65], "step": [0, 4, 11, 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52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "gone": [6, 18, 60], "respons": [6, 25, 28, 32, 34, 38, 46, 50, 52, 58, 59, 60], "consensu": [6, 32, 33, 50, 56], "within": [6, 13, 16, 18, 29, 31, 33, 34, 36, 37, 40, 42, 43, 44, 45, 46, 47, 50, 52, 54, 56, 57, 58, 66], "dissent": 6, "opinion": [6, 18, 29, 31, 34, 61], "becaus": [6, 7, 9, 10, 12, 13, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 37, 38, 40, 42, 43, 44, 46, 47, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60], "ar": [6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 65, 66], "maintain": [6, 16, 19, 20, 25, 29, 34, 35, 38, 41, 42, 43, 45, 46, 47, 50, 51, 52, 56, 59, 65], "text": [6, 16, 17, 31, 34, 46, 48, 54, 55, 59], "repositori": [6, 20, 37, 38, 41, 51, 52, 60, 65], "revis": [6, 7, 13, 18, 22, 45, 59], "histori": [6, 29, 33, 38], "histor": [6, 23, 28, 35, 49, 50, 51, 52, 57, 66], "record": [6, 7, 13, 29, 30, 31, 32, 60, 66], "There": [6, 11, 13, 16, 17, 18, 19, 22, 23, 24, 27, 30, 31, 32, 33, 34, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 59, 60, 65], "three": [6, 7, 11, 12, 16, 17, 19, 21, 24, 26, 27, 32, 33, 35, 37, 42, 43, 44, 46, 47, 52, 54, 56, 59, 60], "kind": [6, 10, 12, 13, 16, 17, 18, 24, 27, 28, 32, 36, 37, 40, 41, 44, 45, 46, 47, 48, 49, 50, 51, 54, 59, 60], "track": [6, 12, 13, 16, 17, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 36, 37, 38, 39, 40, 42, 45, 51, 53, 54, 55, 56, 58, 59, 60, 61], "doe": [6, 7, 9, 10, 13, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 51, 54, 55, 56, 58, 59, 60, 61], "do": [6, 7, 8, 9, 10, 12, 13, 14, 16, 17, 18, 19, 21, 22, 24, 25, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 55, 57, 58, 59, 60, 65, 66], "necessarili": [6, 21, 22, 25, 26, 28, 32, 40, 44, 46, 48, 50, 59], "repres": [6, 7, 10, 11, 13, 17, 18, 22, 30, 31, 32, 33, 44, 45, 46, 47, 54, 55, 56, 59, 60], "so": [6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 65], "user": [6, 10, 12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 31, 32, 33, 35, 36, 38, 39, 40, 41, 43, 44, 46, 48, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61], "free": [6, 8, 16, 24, 28, 30, 34, 37, 38, 47, 50, 51, 52, 53], "ignor": [6, 10, 11, 12, 13, 16, 17, 19, 23, 24, 25, 26, 30, 32, 42, 44, 45, 46, 54, 59], "follow": [6, 7, 10, 11, 12, 13, 16, 17, 18, 19, 20, 23, 24, 25, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 57, 58, 59, 60, 65, 66], "advic": [6, 18, 28, 52], "surround": [6, 25, 44, 49], "event": [6, 34, 35], "appli": [6, 8, 10, 11, 13, 16, 18, 19, 22, 24, 25, 27, 28, 29, 30, 31, 32, 37, 40, 41, 42, 44, 46, 47, 49, 51, 52, 54, 60], "area": [6, 17, 28, 32, 45, 53, 65, 66], "other": [6, 7, 9, 10, 13, 16, 18, 21, 22, 25, 26, 28, 29, 30, 31, 33, 35, 36, 38, 40, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58, 60, 61, 65, 66], "than": [6, 7, 11, 12, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60], "languag": [6, 7, 24, 27, 31, 32, 34, 35, 46, 58, 65], "itself": [6, 7, 13, 16, 17, 18, 19, 22, 25, 27, 28, 31, 32, 34, 35, 36, 37, 42, 44, 45, 46, 47, 51, 53, 54, 55, 56, 57, 58, 59, 60, 65], "thei": [6, 7, 10, 11, 12, 13, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "codebas": [6, 18, 23, 27, 60], "requir": [6, 10, 13, 16, 17, 18, 19, 20, 24, 25, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "exampl": [6, 7, 9, 11, 12, 18, 25, 26, 28, 30, 31, 32, 33, 38, 40, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58, 60, 61, 65], "includ": [6, 7, 10, 13, 16, 18, 19, 21, 22, 23, 24, 26, 27, 28, 29, 31, 32, 33, 34, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "procedur": [6, 21, 30, 31], "make": [6, 7, 8, 9, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 33, 34, 35, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "tool": [6, 7, 14, 24, 28, 29, 30, 34, 37, 40, 55, 56, 65], "ani": [6, 7, 8, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 55, 57, 59, 60, 61], "also": [6, 11, 12, 13, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 65], "consid": [6, 7, 10, 11, 14, 16, 17, 19, 24, 25, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 40, 41, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 59, 60], "begin": [6, 10, 13, 14, 16, 17, 22, 27, 31, 34, 38, 40, 43, 44, 45, 49, 59], "idea": [6, 10, 12, 13, 16, 17, 18, 19, 21, 22, 25, 27, 28, 29, 31, 32, 33, 34, 36, 38, 42, 44, 45, 47, 51, 52, 54, 59, 60, 65], "It": [6, 7, 10, 11, 12, 13, 14, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "highli": [6, 27, 52], "singl": [6, 7, 10, 11, 13, 14, 16, 17, 18, 19, 21, 24, 26, 27, 28, 30, 31, 32, 42, 43, 44, 45, 46, 47, 49, 51, 52, 55, 56, 57, 58, 59, 60, 61, 66], "kei": [6, 7, 13, 16, 18, 31, 34, 35, 37, 43, 48, 52, 56, 58, 60, 61, 65], "small": [6, 7, 16, 17, 22, 24, 25, 32, 34, 35, 37, 42, 43, 44, 45, 46, 50, 51, 52, 54, 58, 60], "patch": [6, 12, 35, 41], "often": [6, 7, 8, 16, 17, 23, 24, 26, 29, 30, 31, 32, 34, 41, 44, 46, 47, 50, 51, 52, 53, 54, 55, 57, 58], "don": [6, 12, 16, 19, 21, 22, 24, 27, 29, 30, 31, 32, 34, 36, 38, 40, 42, 46, 49, 51, 52, 56, 58, 59, 60, 65], "t": [6, 10, 11, 12, 13, 16, 19, 21, 22, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 46, 49, 50, 51, 52, 54, 56, 58, 59, 60, 61, 65], "need": [6, 7, 10, 11, 12, 13, 14, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "can": [6, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59, 60, 65], "inject": 6, "pull": [6, 24, 27, 33, 34, 38, 40, 42, 45, 51, 56, 58, 59, 61, 65], "request": [6, 16, 18, 24, 27, 29, 33, 34, 38, 40, 45, 46, 47, 53, 59, 60, 61], "repo": [6, 58, 65], "more": [6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 65], "focus": [6, 28, 42, 65], "success": [6, 16, 17, 22, 28, 42, 44, 49, 59], "tend": [6, 8, 18, 19, 27, 52, 60], "If": [6, 7, 11, 12, 13, 14, 16, 17, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 49, 50, 52, 53, 54, 55, 57, 58, 59, 60, 61], "doubt": [6, 41, 46, 47], "your": [6, 12, 19, 20, 21, 22, 24, 25, 28, 30, 31, 32, 36, 41, 47, 49, 52], "sever": [6, 7, 10, 12, 13, 14, 16, 18, 24, 25, 27, 28, 31, 32, 33, 34, 36, 37, 38, 40, 41, 45, 51, 54, 59, 60, 65], "ones": [6, 10, 13, 26, 27, 29, 32, 37, 40, 42, 43, 44, 47, 48, 53, 54, 57, 60, 65], "each": [6, 8, 9, 10, 11, 12, 13, 16, 17, 18, 19, 21, 24, 26, 27, 28, 30, 31, 32, 35, 37, 42, 43, 44, 45, 46, 47, 49, 51, 52, 53, 54, 56, 57, 58, 59, 60, 61], "must": [6, 7, 11, 13, 16, 17, 18, 19, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 49, 51, 52, 53, 54, 55, 57, 58, 59, 60, 61], "champion": [6, 43], "someon": [6, 7, 22, 31, 38, 46, 49, 52], "who": [6, 12, 18, 20, 25, 27, 28, 32, 33, 34, 39, 40, 41, 43, 47, 49, 50, 51, 52, 53, 56, 57, 58, 59, 60, 61], "write": [6, 7, 16, 17, 18, 19, 21, 24, 25, 26, 27, 29, 30, 31, 32, 33, 36, 37, 40, 41, 42, 43, 46, 47, 48, 49, 50, 51, 52, 54, 55, 59, 60, 65], "below": [6, 10, 11, 16, 19, 24, 27, 28, 31, 34, 36, 40, 43, 44, 45, 46, 47, 48, 51, 52, 54, 58, 59, 60], "shepherd": 6, "appropri": [6, 7, 16, 18, 22, 24, 25, 31, 34, 36, 37, 40, 41, 42, 44, 45, 49, 50, 52, 53, 59, 60], "forum": 6, "attempt": [6, 16, 18, 25, 27, 28, 31, 32, 37, 45, 47, 51, 54, 56, 58, 59], "around": [6, 16, 25, 28, 31, 32, 37, 45, 48, 49, 51, 52, 53, 54, 58, 60, 61, 65], "k": [6, 16, 40, 51], "ascertain": 6, "whether": [6, 7, 16, 18, 19, 22, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 37, 40, 41, 42, 43, 44, 45, 46, 47, 52, 54, 58, 59, 60, 65], "suitabl": [6, 28, 50, 51, 59, 60], "post": [6, 26, 32, 51, 60, 61], "mail": [6, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 59, 60, 61], "best": [6, 16, 18, 21, 24, 25, 26, 28, 29, 32, 34, 35, 38, 42, 43, 45, 47, 48, 49, 51, 52, 53, 58, 60], "wai": [6, 7, 8, 10, 13, 14, 16, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 38, 40, 42, 43, 44, 45, 46, 47, 50, 51, 52, 54, 55, 57, 58, 59, 60, 61, 65], "go": [6, 7, 16, 17, 18, 19, 22, 25, 28, 31, 32, 34, 37, 40, 42, 43, 47, 48, 49, 52, 56, 58], "submit": [6, 25, 48, 52], "draft": [6, 18, 22, 31, 35, 41, 44, 47, 50, 51, 52, 57, 58, 61], "github": [6, 24, 27, 34, 37, 38, 40, 44, 47, 52, 58, 61, 65], "doc": [6, 7, 10, 13, 18, 19, 23, 31, 34, 37, 38, 44, 45, 49, 51, 52, 53, 56, 58, 59, 60], "directori": [6, 7, 34, 56], "name": [6, 7, 10, 11, 15, 16, 18, 19, 23, 24, 25, 26, 29, 31, 38, 40, 41, 43, 45, 46, 47, 48, 50, 51, 52, 53, 54, 56, 58, 59, 61], "n": [6, 7, 10, 11, 13, 14, 16, 22, 26, 27, 31, 40, 45, 47, 49, 51, 53, 54, 55, 58, 59, 60, 66], "rst": [6, 16, 17, 49], "where": [6, 7, 10, 11, 13, 16, 17, 18, 19, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 36, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 59, 60, 61, 66], "assign": [6, 10, 12, 13, 17, 18, 27, 28, 31, 32, 44, 46, 49, 51, 52, 53, 54, 59, 60], "four": [6, 16, 24, 26, 35, 48, 50, 52, 58, 59, 60], "digit": [6, 52], "e": [6, 7, 10, 11, 12, 13, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "g": [6, 7, 10, 11, 12, 13, 16, 17, 18, 19, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 34, 35, 37, 40, 41, 42, 43, 45, 46, 47, 48, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "0000": 6, "onc": [6, 8, 9, 16, 17, 21, 24, 26, 28, 29, 30, 31, 32, 33, 35, 38, 40, 42, 43, 44, 45, 46, 47, 52, 55, 58, 59, 60, 65], "pr": [6, 25, 26, 29, 37, 39, 43, 45, 50, 51, 52, 53, 55, 56, 57, 58, 60, 65], "place": [6, 7, 9, 13, 14, 16, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "made": [6, 12, 13, 16, 17, 18, 19, 22, 23, 25, 27, 29, 32, 33, 34, 37, 38, 39, 41, 44, 45, 46, 47, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 65], "section": [6, 10, 11, 13, 16, 18, 19, 24, 25, 27, 31, 32, 33, 37, 40, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 57, 58, 59, 60, 61], "up": [6, 7, 10, 12, 13, 16, 17, 18, 19, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 34, 35, 37, 38, 43, 44, 45, 46, 47, 49, 51, 52, 54, 57, 59, 60, 61, 65], "limit": [6, 7, 8, 11, 13, 16, 18, 19, 20, 25, 27, 28, 32, 34, 40, 42, 43, 44, 45, 46, 47, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60], "usag": [6, 16, 17, 24, 25, 29, 31, 32, 33], "impact": [6, 31, 42, 50, 65], "broader": [6, 25, 27, 32, 52], "detail": [6, 10, 21, 25, 31, 32, 42, 46, 47, 50, 51, 52, 57, 65], "At": [6, 12, 16, 17, 25, 27, 28, 29, 32, 34, 41, 43, 45, 46, 50, 54], "earliest": 6, "conveni": [6, 16, 23, 24, 25, 27, 28, 30, 31, 32, 33, 40, 42, 43, 45, 46, 47, 51, 54, 59], "regardless": [6, 30, 31, 32, 44, 51], "dure": [6, 10, 13, 16, 23, 25, 27, 34, 39, 40, 41, 45, 51, 52, 53, 56, 59], "addit": [6, 10, 11, 14, 15, 21, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 37, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 53, 54, 55, 57, 58, 59, 65], "updat": [6, 16, 17, 19, 24, 25, 27, 29, 33, 34, 36, 37, 40, 44, 46, 47, 48, 50, 51, 52, 55, 56, 57, 58, 59, 60], "expand": [6, 7, 8, 16, 17, 24, 45, 46, 47, 48, 55, 59, 60, 65, 66], "url": [6, 61], "etc": [6, 9, 11, 12, 13, 14, 18, 19, 21, 22, 24, 28, 30, 31, 32, 34, 38, 40, 43, 44, 45, 47, 48, 52, 54, 56, 60], "consist": [6, 11, 13, 16, 18, 19, 24, 25, 27, 28, 30, 31, 32, 37, 40, 42, 44, 47, 49, 51, 52, 53, 54, 57, 58, 60], "two": [6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 37, 40, 41, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "part": [6, 7, 10, 11, 13, 18, 19, 23, 24, 26, 28, 30, 33, 34, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 65], "least": [6, 7, 9, 12, 18, 23, 24, 25, 26, 27, 28, 29, 31, 32, 34, 35, 36, 37, 42, 45, 46, 47, 49, 50, 52, 54, 55, 57, 58, 60, 66], "prototyp": [6, 8, 24, 32, 44, 45, 46, 49, 51, 58, 59], "co": [6, 51, 60], "sound": 6, "good": [6, 7, 16, 17, 18, 19, 21, 25, 26, 27, 28, 29, 30, 31, 32, 34, 41, 42, 46, 49, 50, 51, 52, 54, 56, 58, 59, 60, 65], "principl": [6, 19, 24, 30, 31, 32, 33, 44, 45, 46, 47, 54, 55, 56, 59, 60], "sometim": [6, 18, 22, 24, 27, 29, 39, 41, 42, 43, 44, 46, 52, 54, 55, 58], "turn": [6, 7, 16, 18, 21, 24, 28, 29, 32, 35, 43, 44, 46, 49, 51, 52, 56, 60], "impract": 6, "subject": [6, 12, 24, 25, 28, 32, 43, 46, 58, 59], "test": [6, 7, 9, 16, 18, 22, 24, 26, 27, 29, 31, 32, 35, 37, 38, 42, 43, 46, 51, 54, 55, 56, 60, 65, 66], "sens": [6, 18, 19, 22, 24, 26, 27, 28, 29, 31, 32, 33, 34, 37, 42, 44, 45, 47, 48, 51, 54, 59, 60, 61], "avail": [6, 7, 9, 12, 13, 15, 17, 18, 19, 20, 23, 24, 27, 29, 30, 31, 32, 34, 37, 38, 41, 43, 44, 45, 46, 47, 52, 54, 56, 57, 58, 59, 60, 65], "sure": [6, 12, 16, 18, 22, 24, 25, 26, 28, 31, 32, 39, 51, 53, 58, 60], "mark": [6, 10, 12, 13, 16, 17, 18, 26, 32, 37, 43, 52, 56, 57, 59, 60], "wip": [6, 39], "possibl": [6, 7, 8, 10, 13, 16, 17, 18, 19, 20, 22, 23, 25, 26, 27, 29, 31, 32, 37, 40, 42, 43, 44, 45, 46, 47, 48, 49, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "path": [6, 9, 19, 22, 43, 45, 54, 55, 57, 59, 60], "all": [6, 7, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 65], "eventu": [6, 20, 21, 23, 24, 27, 29, 32, 42, 46, 59], "after": [6, 10, 13, 16, 19, 20, 22, 23, 24, 25, 29, 31, 32, 34, 35, 37, 39, 40, 41, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 58, 59, 60, 65], "next": [6, 7, 10, 13, 18, 19, 24, 25, 31, 35, 37, 44, 47, 50, 51, 52, 53, 54, 59, 60], "point": [6, 7, 9, 14, 16, 17, 18, 20, 22, 25, 26, 27, 28, 30, 31, 32, 34, 38, 39, 40, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 59, 60], "ha": [6, 7, 8, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "been": [6, 7, 9, 10, 13, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "incorpor": [6, 46], "sourc": [6, 16, 21, 25, 31, 32, 34, 35, 37, 40, 48, 52, 55, 58], "code": [6, 7, 8, 10, 11, 13, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 52, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "final": [6, 7, 11, 14, 16, 17, 18, 19, 20, 21, 24, 25, 26, 27, 28, 29, 33, 34, 35, 38, 39, 40, 42, 43, 44, 45, 46, 47, 50, 52, 53, 54, 56, 58, 59, 60, 61], "To": [6, 7, 10, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 30, 31, 34, 36, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 51, 52, 54, 55, 56, 57, 58, 59, 60], "allow": [6, 7, 10, 13, 14, 15, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 40, 41, 42, 44, 45, 46, 47, 48, 51, 52, 53, 55, 56, 57, 58, 59, 60, 65], "gather": [6, 9, 24, 32, 44], "feedback": [6, 18, 32, 52], "befor": [6, 9, 11, 16, 17, 18, 19, 20, 24, 29, 31, 33, 37, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 56, 57, 58, 59, 65], "commit": [6, 32, 33, 58], "long": [6, 7, 9, 10, 12, 13, 16, 20, 22, 24, 25, 27, 28, 29, 30, 32, 38, 44, 45, 46, 47, 49, 53, 54, 57, 59, 60, 65], "term": [6, 7, 11, 13, 19, 20, 21, 22, 27, 28, 32, 34, 37, 40, 42, 44, 45, 46, 47, 49, 52, 54, 55, 57, 59, 60, 65], "stabil": [6, 29, 57], "short": [6, 7, 10, 13, 19, 24, 29, 32, 37, 42, 43, 45, 49, 54, 59, 61], "indic": [6, 11, 13, 14, 16, 17, 18, 19, 24, 26, 27, 29, 31, 32, 33, 36, 37, 39, 42, 44, 45, 46, 47, 51, 54, 59], "inclus": [6, 45, 60], "full": [6, 16, 18, 19, 22, 24, 25, 27, 35, 36, 37, 44, 46, 47, 49, 50, 51, 52, 55, 56, 57, 59, 60, 65], "unlik": [6, 22, 23, 24, 25, 27, 28, 31, 34, 37, 40, 42, 44, 45, 47, 51, 54, 55, 57, 59], "regular": [6, 7, 10, 13, 16, 17, 18, 19, 22, 30, 31, 35, 46, 50, 56, 60], "still": [6, 7, 10, 11, 13, 16, 17, 18, 19, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 40, 42, 43, 46, 49, 51, 53, 54, 56, 57, 58, 59, 60, 65], "even": [6, 7, 13, 14, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 40, 43, 44, 45, 46, 47, 49, 52, 54, 55, 56, 59, 60], "relat": [6, 14, 16, 19, 24, 26, 27, 28, 32, 36, 46, 47, 65], "releas": [6, 7, 16, 17, 20, 22, 23, 24, 25, 29, 32, 33, 39, 40, 41, 46, 47, 48, 50, 51, 56, 57, 58, 60, 65], "wherev": [6, 18, 56], "prefer": [6, 7, 10, 13, 16, 18, 19, 24, 25, 27, 28, 29, 32, 34, 37, 38, 43, 46, 47, 49, 51, 52, 54, 56, 57, 60], "reduc": [6, 12, 14, 16, 18, 19, 24, 26, 29, 31, 32, 37, 41, 44, 45, 46, 58, 59, 65], "avoid": [6, 7, 8, 16, 17, 18, 19, 24, 25, 27, 29, 31, 32, 36, 37, 40, 41, 45, 46, 47, 51, 54, 57, 58, 59, 60], "reli": [6, 18, 24, 25, 28, 29, 32, 33, 34, 40, 42, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 57, 59], "later": [6, 16, 17, 18, 20, 25, 27, 28, 29, 30, 31, 32, 34, 37, 38, 45, 46, 47, 51, 53, 55, 65], "lead": [6, 16, 27, 28, 32, 33, 40, 44, 45, 47, 49, 50, 54, 55, 57, 59, 60], "challeng": [6, 18, 24, 27, 51, 56], "wider": [6, 52, 58], "ecosystem": [6, 20, 25, 27, 28, 29, 34, 35, 37, 45, 51, 59, 60, 61, 65, 66], "being": [6, 7, 10, 12, 13, 16, 17, 21, 23, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 37, 40, 42, 44, 45, 47, 48, 50, 51, 52, 53, 54, 55, 58, 59, 60, 66], "perhap": [6, 16, 24, 32, 34, 39, 42, 43, 46, 50, 51, 58, 60], "said": [6, 25, 37, 60, 66], "done": [6, 9, 10, 12, 13, 14, 16, 17, 18, 19, 26, 27, 28, 29, 30, 32, 33, 34, 37, 44, 45, 46, 47, 48, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 65], "wa": [6, 7, 10, 12, 13, 16, 17, 18, 19, 21, 24, 25, 26, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 65], "import": [6, 16, 18, 19, 21, 22, 23, 24, 26, 27, 28, 29, 31, 32, 33, 34, 35, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 51, 52, 54, 55, 56, 57, 59, 60, 65], "fact": [6, 7, 16, 17, 18, 24, 28, 32, 44, 45, 51, 54, 59, 60], "similar": [6, 7, 9, 11, 16, 17, 18, 19, 22, 23, 24, 27, 28, 29, 31, 32, 33, 34, 36, 37, 38, 40, 43, 44, 45, 46, 47, 48, 51, 54, 55, 56, 57, 58, 59, 61, 65, 66], "mean": [6, 7, 10, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 40, 42, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 57, 58, 59, 60], "themselv": [6, 24, 27, 45, 51, 55], "decid": [6, 22, 24, 26, 28, 30, 31, 32, 34, 37, 40, 42, 44, 45, 46, 47, 50, 52, 54, 57, 59, 66], "actual": [6, 7, 12, 17, 18, 19, 20, 21, 22, 24, 26, 28, 31, 32, 36, 37, 38, 39, 42, 44, 45, 46, 47, 51, 55, 56, 57, 58, 60, 65], "bad": [6, 16, 18, 19, 28, 33, 58, 59], "compet": [6, 7, 29], "better": [6, 7, 12, 16, 17, 18, 23, 24, 25, 28, 29, 31, 32, 34, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 51, 52, 54, 55, 56, 59, 60, 65], "accordingli": [6, 9, 27, 43], "In": [6, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 65, 66], "field": [6, 10, 13, 14, 18, 26, 31, 32, 44, 45, 46, 47, 51, 53, 57, 59], "veri": [6, 7, 10, 12, 13, 16, 17, 18, 22, 24, 25, 26, 27, 29, 30, 31, 32, 34, 35, 37, 39, 41, 42, 44, 45, 46, 47, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 65], "link": [6, 18, 25, 26, 33, 34, 38, 41, 48, 50, 58, 60, 61, 65], "relev": [6, 19, 24, 25, 28, 31, 34, 38, 40, 46, 47, 50, 54, 58, 59, 60, 61, 65, 66], "thread": [6, 16, 25, 32, 33, 37, 38, 43, 45, 47, 50, 54, 55, 56, 61], "archiv": [6, 7, 36, 37, 42, 43, 51, 53, 54, 55, 56, 59, 60], "render": [6, 34], "origin": [6, 16, 17, 18, 22, 24, 27, 29, 32, 33, 36, 42, 44, 46, 47, 49, 52, 53, 59, 60], "obsolet": 6, "By": [6, 11, 16, 17, 18, 28, 30, 31, 32, 35, 36, 37, 42, 44, 46, 47, 51, 52, 57, 59], "ref": 6, "respect": [6, 13, 18, 19, 21, 32, 37, 42, 45, 46, 47, 52, 54, 60, 65], "never": [6, 16, 17, 18, 19, 21, 25, 27, 28, 29, 32, 34, 35, 39, 45, 47, 51, 52, 54, 55, 57, 59, 60], "meant": [6, 25, 36, 46, 49, 50, 51, 56, 60], "interest": [6, 12, 18, 23, 24, 29, 32, 35, 38, 43, 44, 45, 46, 48, 51, 52, 60, 61, 65], "contributor": [6, 24, 25, 32, 34, 43, 48, 50, 52, 58], "concret": [6, 24, 25, 28, 29, 32, 37, 43, 44, 46, 47, 57, 60], "tell": [6, 16, 18, 22, 32], "reach": [6, 22, 24, 34, 40, 50, 52, 57], "you": [6, 7, 12, 13, 14, 16, 18, 19, 20, 21, 24, 27, 28, 30, 31, 32, 33, 34, 36, 37, 41, 47, 49, 52], "think": [6, 10, 12, 13, 16, 19, 24, 27, 28, 30, 31, 32, 38, 40, 42, 47, 49, 52, 58, 59, 60], "readi": [6, 24, 32, 59, 60], "send": [6, 7], "email": [6, 12, 32, 34, 50, 61], "titl": [6, 44, 45, 46, 47, 52, 61], "bodi": [6, 50], "latest": [6, 20, 25, 35, 37, 48], "briefli": [6, 47, 57, 59], "content": [6, 17, 19, 26, 31, 40, 50, 52, 59, 65], "were": [6, 10, 13, 16, 18, 19, 22, 24, 25, 26, 27, 29, 30, 31, 32, 33, 35, 36, 38, 39, 41, 42, 43, 44, 46, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61], "resolv": [6, 16, 19, 24, 28, 32, 40, 41, 42, 43, 44, 45, 47, 53, 56, 59, 60, 65], "sentenc": 6, "substant": [6, 38, 41], "dai": [6, 10, 13, 14, 35, 46, 56], "For": [6, 7, 9, 10, 11, 13, 16, 17, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 54, 55, 56, 57, 59, 60, 65], "http": [6, 7, 10, 11, 12, 13, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 50, 51, 52, 53, 54, 55, 56, 59, 60, 65], "pipermail": [6, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 33, 34, 35, 38, 39, 40, 41, 45, 46, 48, 50, 59], "2018": [6, 20, 21, 22, 23, 24, 25, 26, 28, 29, 33, 35, 41, 44, 52], "june": [6, 19, 21, 38, 41], "078345": [6, 21], "html": [6, 7, 10, 13, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 33, 34, 35, 37, 38, 39, 40, 41, 44, 45, 46, 48, 50, 53, 56, 59, 60], "peopl": [6, 10, 12, 13, 18, 22, 25, 28, 30, 31, 32, 38, 48, 51, 52], "find": [6, 10, 12, 13, 16, 18, 22, 25, 27, 28, 31, 32, 34, 37, 38, 42, 44, 45, 46, 47, 48, 50, 51, 52, 54, 56, 59, 60], "one": [6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 56, 57, 58, 59, 60, 61, 65], "anyon": [6, 18, 27, 28, 31, 39, 43, 51, 52], "thing": [6, 12, 16, 17, 18, 19, 21, 22, 27, 29, 30, 31, 32, 34, 37, 40, 45, 47, 48, 50, 51, 52, 55, 57, 58, 59, 60, 65], "everyon": [6, 21, 22, 29, 32, 33, 34, 38, 45, 52], "know": [6, 10, 12, 13, 16, 17, 18, 19, 21, 22, 24, 28, 31, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 50, 51, 52, 54, 56, 57], "verg": 6, "give": [6, 16, 17, 18, 19, 20, 24, 26, 27, 28, 29, 31, 32, 35, 37, 38, 44, 45, 46, 47, 48, 49, 52, 54, 55], "them": [6, 7, 9, 10, 11, 12, 13, 16, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 65], "chanc": [6, 19, 24, 29, 34, 52], "respond": [6, 25, 32], "reason": [6, 12, 17, 18, 19, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 36, 37, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 60], "extend": [6, 7, 12, 13, 17, 20, 26, 28, 31, 32, 35, 37, 41, 43, 44, 45, 46, 48, 51, 54, 57, 58, 59, 65], "comment": [6, 12, 29, 32, 33, 38, 39, 43, 46, 47, 49, 51, 53, 59], "period": [6, 13, 20, 24, 25, 29, 39, 45, 52, 54], "beyond": [6, 7, 11, 25, 32, 34, 35, 37, 40, 46, 47, 52, 54], "fine": [6, 24, 28, 38, 42, 51, 52, 58], "just": [6, 7, 8, 10, 13, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 37, 38, 39, 40, 45, 46, 47, 51, 52, 54, 59, 60, 61], 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59, 60], "modifi": [6, 9, 16, 18, 19, 23, 25, 26, 27, 31, 32, 37, 38, 39, 41, 44, 45, 46, 47, 54, 55, 59, 65], "ultim": [6, 21, 28, 38, 40], "howev": [6, 7, 10, 13, 14, 16, 17, 18, 19, 20, 22, 24, 25, 26, 27, 29, 32, 33, 34, 35, 36, 37, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 65], "over": [6, 7, 9, 11, 14, 16, 18, 21, 22, 24, 25, 26, 27, 29, 30, 32, 34, 42, 44, 46, 47, 51, 52, 56, 59, 60, 65, 66], "reflect": [6, 18, 24, 31, 46, 47, 50, 59], "practic": [6, 21, 22, 24, 25, 27, 28, 29, 31, 32, 33, 40, 42, 44, 45, 46, 50, 51, 52, 53, 54, 55, 56, 57, 59, 60], "precis": [6, 10, 13, 16, 18, 25, 44, 46, 47, 51, 55, 58, 59, 60, 65], "depend": [6, 7, 12, 16, 18, 21, 23, 25, 27, 28, 29, 31, 33, 34, 35, 36, 37, 38, 39, 42, 43, 44, 45, 51, 52, 54, 55, 57, 58, 59, 60, 61, 65], "natur": [6, 8, 14, 16, 17, 18, 27, 32, 33, 35, 42, 47, 50, 51, 52, 58, 59], "encod": [6, 13, 29, 46, 58, 59, 65], "restructuredtext": 6, "pleas": [6, 20, 29, 40, 41, 47, 54], "restructuredtextprim": 6, "sphinx": [6, 34, 52, 65], "convert": [6, 10, 13, 16, 17, 18, 19, 24, 26, 27, 28, 31, 32, 33, 36, 37, 42, 44, 45, 46, 47, 51, 54, 59, 65], "view": [6, 16, 18, 19, 22, 24, 27, 28, 30, 31, 32, 44, 45, 46, 47, 48, 51, 59, 60], "web": [6, 12, 38, 52], "appear": [6, 8, 10, 13, 16, 18, 19, 29, 32, 33, 34, 44, 45, 51, 59], "order": [6, 7, 10, 11, 13, 16, 17, 18, 19, 22, 23, 24, 25, 27, 29, 31, 34, 36, 37, 40, 42, 43, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 65], "real": [6, 22, 24, 28, 29, 31, 38, 46, 47, 52, 53, 54, 59, 61, 65], "address": [6, 7, 16, 19, 29, 34, 38, 40, 41, 45, 46, 47, 48, 49, 50, 51, 53, 59, 60, 61], "dd": [6, 44, 61], "mmm": 6, "yyyi": [6, 61], "valu": [6, 16, 17, 19, 23, 24, 25, 26, 27, 30, 31, 32, 37, 38, 39, 40, 41, 43, 45, 46, 47, 50, 51, 53, 57, 59, 60, 65], "j": [6, 11, 16, 21, 22, 26, 28, 30, 31, 32], "dom": 6, "ain": 6, "given": [6, 7, 11, 12, 13, 14, 16, 18, 19, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 40, 42, 44, 46, 47, 50, 51, 52, 54, 55, 57, 59, 60], "multipl": [6, 7, 11, 13, 14, 16, 17, 18, 19, 21, 22, 26, 27, 28, 29, 31, 32, 34, 37, 42, 43, 44, 45, 46, 47, 50, 51, 53, 54, 55, 59, 60], "separ": [6, 11, 16, 18, 21, 23, 28, 29, 30, 32, 33, 34, 37, 38, 42, 43, 44, 46, 47, 48, 49, 50, 51, 54, 56, 58, 59, 60, 65], "line": [6, 7, 10, 11, 12, 13, 16, 22, 24, 32, 33, 35, 37, 41, 43, 49, 50, 51, 54, 57, 58, 59], "decemb": [6, 20, 35, 41], "077481": 6, "git": [6, 33, 50, 58], "command": [6, 12, 43, 46], "retriev": [6, 16, 31, 44, 51, 60], "older": [6, 19, 24, 26, 37, 51, 57], "brows": 6, "www": [6, 10, 12, 13, 27, 45, 52], "public": [6, 7, 9, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65], "domain": [6, 7, 9, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61], "robert": [7, 18, 25], "kern": [7, 18, 25], "gmail": [7, 16, 17, 18, 24, 25, 29, 30, 32, 33, 34, 35, 38, 49, 50, 51, 52, 56, 60], "com": [7, 10, 12, 13, 14, 16, 17, 18, 19, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 49, 50, 51, 52, 53, 56, 57, 59, 60, 65], "dec": [7, 29, 35, 50], "2007": 7, "binari": [7, 16, 31, 35, 45, 46, 49, 54, 57, 58, 59, 60], "npy": [7, 29, 44, 48, 49, 59], "persist": [7, 24, 47], "arbitrari": [7, 16, 18, 19, 21, 24, 27, 28, 30, 31, 36, 37, 44, 45, 46, 47, 54, 59], "disk": [7, 31, 65], "store": [7, 10, 13, 14, 16, 17, 19, 22, 26, 27, 28, 30, 31, 32, 37, 40, 43, 44, 45, 46, 47, 48, 53, 54, 55, 59], "shape": [7, 11, 14, 16, 18, 19, 21, 22, 24, 26, 27, 28, 30, 32, 33, 36, 37, 39, 40, 42, 45, 46, 48, 51, 53, 57, 60, 65], "necessari": [7, 11, 16, 17, 18, 19, 27, 28, 29, 32, 33, 36, 37, 40, 44, 45, 46, 47, 49, 51, 52, 53, 54, 55, 57, 59, 60, 61], "reconstruct": 7, "correctli": [7, 16, 17, 24, 25, 27, 31, 32, 35, 46, 51, 55, 59], "anoth": [7, 9, 11, 16, 18, 19, 22, 24, 26, 27, 28, 31, 32, 33, 34, 37, 39, 40, 42, 43, 44, 46, 47, 50, 51, 52, 55, 58, 59, 60, 61, 65], "machin": [7, 16, 17, 25, 34, 37, 43, 46, 51, 52, 59], "architectur": [7, 24, 32, 46, 58, 59, 65], "i": [7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61, 65, 66], "while": [7, 8, 10, 11, 13, 14, 16, 17, 18, 23, 25, 26, 30, 31, 32, 36, 37, 38, 40, 43, 44, 45, 46, 47, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 65], "achiev": [7, 18, 19, 24, 25, 27, 36, 37, 40, 45, 46, 47, 49, 51, 54, 57, 60, 61, 65], "pure": [7, 8, 16, 21, 22, 24, 32, 36, 38, 40, 44, 51, 52, 60], "distribut": [7, 22, 23, 24, 25, 28, 32, 37, 41, 52, 57, 65], "packag": [7, 18, 22, 23, 28, 29, 32, 34, 35, 37, 38, 41, 45, 47, 48, 51, 52, 60, 66], "lightweight": [7, 25], "omnipres": 7, "save": [7, 16, 27, 35, 44, 55, 59, 60], "frequent": [7, 12, 16, 27, 28, 42], "pickl": [7, 24, 25, 33, 44], "most": [7, 10, 11, 12, 13, 16, 18, 19, 21, 22, 24, 25, 26, 27, 29, 31, 32, 33, 34, 37, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 65], "work": [7, 8, 9, 10, 12, 13, 16, 17, 20, 21, 22, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 38, 41, 42, 45, 46, 47, 57, 65], "enough": [7, 13, 17, 18, 24, 25, 27, 31, 32, 34, 43, 45, 46, 47, 49, 51, 52, 53, 58, 59, 60, 65], "mani": [7, 10, 13, 16, 17, 18, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 65], "few": [7, 13, 16, 18, 24, 25, 29, 31, 34, 35, 37, 39, 43, 44, 45, 46, 47, 48, 49, 50, 52, 54, 56, 57, 58, 59, 60], "drawback": [7, 60], "dump": 7, "load": [7, 16, 21, 34, 44, 48, 52, 58, 65], "duplic": [7, 16, 43, 45, 46, 47, 51, 56, 58, 60], "memori": [7, 17, 22, 28, 31, 32, 37, 44, 45, 46, 47, 48, 51, 53, 54, 60, 66], "larg": [7, 8, 16, 17, 21, 22, 24, 28, 29, 32, 34, 37, 40, 41, 42, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 65, 66], "showstopp": 7, "directli": [7, 10, 13, 16, 18, 19, 24, 27, 32, 36, 39, 40, 42, 43, 44, 46, 47, 51, 52, 54, 57, 58, 59, 60], "access": [7, 16, 17, 21, 23, 24, 25, 27, 28, 31, 32, 37, 40, 42, 44, 45, 46, 47, 48, 51, 52, 53, 56, 57, 58, 59], "through": [7, 12, 16, 17, 18, 19, 22, 23, 24, 25, 27, 28, 30, 32, 40, 41, 43, 45, 46, 49, 50, 51, 52, 54, 57, 59, 60, 65, 66], "map": [7, 11, 18, 43, 46, 48, 59, 66], "now": [7, 10, 12, 13, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 40, 41, 42, 44, 45, 46, 47, 50, 51, 52, 54, 55, 57, 58, 59, 60, 65], "capabl": [7, 9, 14, 16, 18, 23, 25, 38, 40, 43, 44, 45, 46, 47, 54, 65], "prove": [7, 59], "amount": [7, 32, 34, 42, 48, 50, 51, 52, 56, 58, 59, 60, 65], "onli": [7, 8, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61], "both": [7, 10, 12, 13, 16, 18, 19, 20, 21, 22, 24, 26, 27, 28, 32, 33, 34, 36, 37, 40, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 57, 58, 59, 60, 65], "problem": [7, 12, 16, 18, 19, 22, 25, 27, 29, 31, 33, 35, 37, 38, 40, 41, 43, 44, 45, 48, 51, 54, 56, 60, 61], "raw": [7, 18], "byte": [7, 16, 18, 25, 31, 32, 44, 45, 46, 47, 53, 55, 59], "ndarrai": [7, 10, 13, 16, 17, 19, 21, 22, 23, 27, 28, 31, 32, 33, 36, 37, 39, 40, 45, 46, 47, 51, 53, 59, 60, 65, 66], "tofil": 7, "fromfil": 7, "own": [7, 18, 19, 21, 24, 25, 28, 29, 31, 32, 34, 37, 40, 41, 42, 44, 45, 46, 47, 51, 52, 53, 54, 58, 59, 60], "which": [7, 8, 9, 12, 13, 14, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 65, 66], "written": [7, 16, 17, 18, 21, 22, 24, 28, 30, 31, 32, 34, 37, 38, 40, 43, 44, 45, 46, 47, 48, 51, 57, 58, 61, 65], "incap": 7, "handl": [7, 12, 13, 14, 16, 18, 19, 24, 27, 28, 30, 31, 32, 37, 38, 40, 42, 45, 46, 50, 51, 57, 58, 59, 60, 65], "evolutionari": 7, "approach": [7, 16, 17, 18, 19, 22, 24, 27, 29, 31, 32, 35, 37, 39, 42, 44, 46, 47, 50, 52, 53, 54, 58, 59, 61, 65], "Its": [7, 10, 13, 19, 32, 46, 54, 61], "mostli": [7, 12, 16, 24, 28, 32, 40, 42, 45, 46, 47, 50, 55, 59, 60], "solv": [7, 8, 12, 13, 16, 19, 21, 24, 25, 32, 42, 44, 45, 47, 48, 54, 57, 60, 61], "complic": [7, 13, 16, 23, 32, 42, 44, 45, 47, 49, 56, 57, 58], "hdf5": [7, 48, 59], "solut": [7, 9, 18, 19, 22, 24, 27, 29, 30, 31, 32, 33, 36, 38, 40, 41, 43, 45, 46, 47, 54, 55, 58, 59, 61], "nevil": 7, "newbi": 7, "start": [7, 10, 11, 14, 16, 18, 19, 20, 21, 22, 24, 27, 28, 29, 31, 32, 33, 34, 40, 41, 45, 51, 52, 54, 55, 57, 59, 60, 65], "pick": [7, 16, 27, 28, 46, 58], "he": [7, 32, 38], "instal": [7, 20, 23, 29, 34, 37, 38, 41, 57, 65], "yet": [7, 12, 19, 24, 27, 28, 31, 32, 37, 42, 43, 45, 46, 49, 51, 53, 54, 57, 58, 59, 60], "nor": [7, 16, 18, 19, 27, 32, 46, 47, 50, 51, 60], "learn": [7, 24, 25, 27, 28, 29, 32, 34, 35, 37, 40, 41, 43, 45, 48, 50, 51, 56, 59, 60, 65], "interact": [7, 19, 32, 41, 42, 45, 51, 65], "prompt": 7, "task": [7, 12, 16, 32, 48, 52, 65], "get": [7, 8, 12, 14, 16, 17, 18, 19, 20, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 37, 38, 42, 43, 44, 46, 49, 50, 51, 58, 60, 65], "result": [7, 10, 13, 14, 16, 17, 18, 19, 22, 24, 25, 27, 29, 30, 32, 33, 34, 36, 37, 40, 41, 42, 43, 44, 45, 46, 47, 48, 51, 54, 56, 57, 58, 59, 60, 65], "want": [7, 10, 12, 13, 16, 18, 19, 20, 21, 22, 24, 25, 28, 30, 31, 32, 34, 36, 37, 40, 42, 43, 46, 50, 51, 52, 54, 55, 57, 58, 59, 60, 65], "anni": 7, "analyst": 7, "nest": [7, 16, 19, 24, 39, 44, 46], "her": 7, "statist": [7, 14, 18, 29, 30, 31], "she": [7, 27], "convinc": 7, "r": [7, 18, 19, 27, 31, 32, 35, 51, 55], "colleagu": 7, "david": [7, 8, 9, 12, 38, 52], "doubter": 7, "awesom": 7, "him": [7, 32], "analysi": [7, 14, 16, 24, 27, 29, 56], "speed": [7, 16, 22, 24, 29, 32, 37, 42, 45, 66], "sinc": [7, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 31, 33, 35, 39, 40, 41, 43, 44, 45, 46, 47, 48, 51, 52, 53, 54, 55, 57, 59, 60], "usual": [7, 9, 11, 18, 20, 25, 30, 31, 34, 36, 37, 40, 46, 47, 52, 54, 55, 59, 60], "would": [7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 65], "off": [7, 22, 29, 31, 32, 39, 42, 46, 50, 52, 56, 58], "simon": 7, "seismologist": 7, "seismic": 7, "One": [7, 8, 11, 16, 18, 19, 22, 24, 25, 26, 27, 28, 32, 34, 38, 42, 44, 45, 46, 47, 48, 49, 51, 54, 55, 57, 58, 59, 60, 65], "hi": [7, 12, 32], "algorithm": [7, 18, 25, 32, 37, 43, 46, 52, 58, 59, 60], "intermedi": [7, 14, 17, 46], "realli": [7, 12, 17, 21, 22, 24, 25, 28, 29, 31, 32, 42, 48, 56, 58], "fit": [7, 16, 18, 19, 27, 29, 32, 37, 44, 48, 54, 59, 60, 65, 66], "industri": [7, 38], "seg": 7, "y": [7, 10, 13, 16, 19, 24, 25, 26, 27, 33, 42, 51], "schema": 7, "alreadi": [7, 16, 17, 18, 22, 24, 25, 27, 28, 29, 31, 32, 33, 34, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 55, 56, 58, 59, 60], "nice": [7, 8, 9, 14, 18, 24, 34, 43, 48, 51, 54, 60, 65], "intern": [7, 10, 13, 16, 18, 21, 22, 23, 24, 25, 28, 32, 39, 40, 43, 45, 46, 47, 51, 52, 53, 54, 55, 56, 58, 59, 65], "polli": 7, "parallel": [7, 18, 20, 24, 43, 48, 65], "comput": [7, 10, 13, 14, 16, 17, 18, 23, 24, 25, 28, 30, 31, 32, 34, 37, 40, 45, 46, 51, 52, 54, 60, 66], "multicor": 7, "simpli": [7, 10, 12, 13, 17, 18, 21, 22, 24, 25, 26, 28, 31, 32, 34, 36, 37, 38, 42, 45, 46, 47, 51, 54, 58, 59], "among": [7, 24, 28, 32, 38, 43, 50, 65], "between": [7, 10, 12, 13, 18, 19, 21, 22, 24, 26, 28, 29, 30, 31, 32, 35, 37, 38, 44, 45, 46, 47, 49, 51, 52, 54, 55, 56, 59, 60, 65], "fill": [7, 10, 12, 13, 16, 31, 43, 44, 46, 47, 53, 54, 57, 59], "portion": [7, 11, 13, 35], "child": 7, "common": [7, 10, 13, 14, 16, 21, 22, 24, 25, 27, 31, 32, 35, 38, 42, 43, 45, 47, 48, 51, 55, 57, 59, 60], "abl": [7, 10, 13, 16, 17, 18, 24, 25, 26, 28, 30, 32, 34, 35, 37, 38, 40, 42, 43, 44, 45, 46, 47, 50, 51, 54, 57, 58, 59, 60], "nativ": [7, 16, 32, 33, 34, 40, 44, 45, 46, 47, 58, 59, 66], "form": [7, 18, 24, 25, 27, 29, 37, 40, 42, 44, 46, 48, 49, 55], "Be": [7, 47], "fortran": [7, 16, 18, 27, 66], "contigu": [7, 16, 44, 46, 47, 59], "littl": [7, 16, 19, 20, 24, 25, 32, 34, 38, 44, 45, 51, 54, 57, 58, 59, 60], "endian": [7, 44, 59], "yield": [7, 19, 24, 43, 60], "read": [7, 12, 16, 17, 18, 27, 28, 29, 31, 32, 41, 44, 45, 46, 49, 50, 51, 59], "size": [7, 11, 16, 17, 18, 19, 25, 26, 27, 34, 43, 44, 48, 51, 53, 55, 56, 59, 60], "64": [7, 13, 16, 18, 44, 46, 51, 53, 55, 57, 59], "bit": [7, 10, 13, 16, 22, 25, 27, 31, 32, 40, 44, 45, 46, 47, 51, 55, 56, 58, 59, 60, 65], "int": [7, 8, 10, 13, 16, 17, 18, 24, 29, 31, 32, 33, 35, 39, 43, 44, 45, 46, 47, 49, 51, 59], "integ": [7, 10, 11, 13, 14, 18, 19, 25, 26, 27, 28, 30, 31, 32, 33, 40, 44, 45, 46, 47, 51, 59, 60], "revers": [7, 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[7, 10, 19, 21, 22, 23, 24, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 50, 51, 52, 54, 55, 56, 57, 59, 60], "knowledg": [7, 9, 17, 27, 47], "same": [7, 10, 11, 12, 13, 14, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 38, 39, 40, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61], "insid": [7, 16, 19, 21, 23, 24, 37, 39, 41, 42, 44, 46, 47, 48, 49, 50, 51, 58, 59], "explicitli": [7, 9, 17, 18, 19, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 37, 39, 40, 41, 42, 43, 44, 46, 47, 51, 53, 54, 56, 57, 58, 59, 60, 61], "could": [7, 8, 12, 14, 16, 17, 18, 19, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 51, 52, 55, 57, 58, 59, 60, 65], "hoc": [7, 52], "fulli": [7, 10, 13, 16, 18, 20, 27, 28, 31, 32, 44, 45, 46, 52, 55, 59, 65], "subclass": [7, 18, 22, 23, 24, 44, 45, 46, 47, 48, 51, 59, 65], "upon": [7, 16, 24, 26, 28, 40, 53], "particular": [7, 8, 9, 12, 13, 16, 18, 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[10, 13, 16, 19, 24, 26, 27, 35, 37, 40, 41, 45, 51, 52, 56, 58, 60, 65], "conceiv": [10, 24], "complement": [10, 13, 25, 32], "absolut": [10, 13, 19, 41, 43, 47, 48, 56], "rel": [10, 13, 16, 19, 22, 24, 51, 52, 56, 57, 59], "int64": [10, 13, 19, 40, 44, 45, 46, 47, 51, 54, 55, 56], "epoch": [10, 13], "posix": [10, 13], "doesn": [10, 13, 16, 21, 22, 28, 30, 31, 32, 34, 38, 42, 49, 50, 51, 52, 56, 58, 60], "leap": [10, 13], "account": [10, 12, 13, 16, 34, 45, 50, 52, 56], "63": [10, 13, 32], "0x8000000000000000": [10, 13], "interpret": [10, 13, 16, 18, 33, 44, 45, 46, 47, 54, 60], "invalid": [10, 13, 16, 18, 24, 30, 31, 58, 59], "unknown": [10, 12, 13, 19, 24, 32, 46, 58, 59], "Not": [10, 13, 18, 19, 31, 32, 41, 51, 54, 55, 60, 66], "nat": [10, 13, 44], "span": [10, 13], "tabl": [10, 13, 25, 30, 31, 32, 44, 51], "correspond": [10, 11, 18, 19, 24, 26, 32, 37, 42, 43, 44, 45, 46, 51, 54, 55, 59, 60], "2e18": [10, 13], "bc": [10, 13], "month": [10, 13, 14, 24, 34, 35, 41, 50, 52, 60, 65], "6e17": [10, 13], "week": [10, 13, 50], "7e17": [10, 13], "b": [10, 11, 13, 16, 17, 18, 19, 22, 31, 35, 45, 49, 51, 55, 58], "busi": [10, 13, 52, 56, 58], "5e16": [10, 13], "d": [10, 11, 13, 14, 16, 17, 19, 20, 21, 22, 27, 28, 30, 31, 32, 33, 34, 35, 38, 40, 44, 46, 47, 51, 52, 54, 58, 60, 65, 66], "h": [10, 13, 38, 53, 58], "hour": [10, 13, 52], "0e15": [10, 13], "minut": [10, 13, 46], "7e13": [10, 13], "9e9": [10, 13], "millisecond": [10, 13, 32], "9e6": [10, 13], "microsecond": [10, 13, 24], "290301": [10, 13], "294241": [10, 13], "tick": [10, 13], "100n": [10, 13], "2757": 10, "31197": 10, "nanosecond": [10, 13], "1678": [10, 13], "2262": [10, 13], "chosen": [10, 13, 16, 18, 25, 27, 31, 32, 34, 36, 43, 47, 51, 57, 59, 61], "saturdai": [10, 13], "sundai": [10, 13], "count": [10, 13, 16, 17, 18, 25, 26, 31, 34, 52, 59], "1970": [10, 13], "01": [10, 13, 35, 46, 51, 59], "03": [10, 13, 16, 19, 22, 23, 28, 45, 56, 57], "mondai": [10, 13], "05": [10, 13, 19, 24, 25, 29, 35, 46, 52, 54], "specifi": [10, 11, 13, 14, 16, 18, 19, 24, 25, 29, 31, 34, 37, 39, 43, 45, 46, 47, 49, 50, 51, 53, 58, 59, 60], "notat": [10, 13, 27, 45, 46], "m8": [10, 13, 46], "default": [10, 13, 16, 17, 18, 19, 22, 24, 25, 27, 28, 29, 30, 31, 32, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 53, 54, 55, 57, 59, 60], "equival": [10, 13, 16, 17, 18, 19, 22, 24, 27, 28, 33, 35, 37, 42, 43, 45, 46, 47, 50, 51, 52, 54, 56, 58], "1199164176": [10, 13], "juli": [10, 13, 25, 34, 52], "30th": [10, 13], "00": [10, 13], "30t17": [10, 13], "02": [10, 13, 19, 21, 29, 44, 45, 46, 48, 49, 52], "iso": [10, 13, 49], "8601": [10, 13], "And": [10, 13, 16, 19, 25, 27, 28, 29, 30, 31, 32, 34, 38, 40, 45, 46, 47, 51, 54, 60], "str": [10, 13, 18, 44, 47, 55, 59], "repr": [10, 13, 18, 31, 55], "1199164177": [10, 13], "item": [10, 13, 16, 19, 29, 30, 31, 33, 45, 46, 47, 51, 52, 55, 56, 59, 60], "idem": [10, 13], "1199164178": [10, 13], "1980": [10, 13], "1979": [10, 13], "fals": [10, 13, 16, 17, 18, 19, 22, 23, 24, 27, 29, 30, 31, 32, 39, 40, 42, 45, 47, 54, 55, 59, 60], "broadcast": [10, 11, 13, 16, 18, 26, 27, 28, 32, 47, 48, 51, 60], "right": [10, 12, 13, 16, 19, 22, 26, 27, 29, 32, 34, 42, 44, 45, 46, 50, 52, 54, 58, 60], "hand": [10, 13, 17, 18, 19, 21, 27, 28, 32, 33, 34, 36, 40, 41, 43, 44, 48, 54, 57, 58], "lose": [10, 13, 44, 45, 46, 54, 55, 58, 59], "overflow": [10, 13, 25, 31, 32, 46, 47, 51, 54, 55, 60], "9e12": [10, 13], "9e4": 10, "292": [10, 13], "p": [10, 11, 13, 26, 35, 52, 53], "picosecond": [10, 13], "106": [10, 13], "f": [10, 13, 16, 17, 24, 31, 32, 35, 44, 45, 51, 55, 56], "femtosecond": [10, 13], "attosecond": [10, 13], "delta": [10, 13, 60], "micro": [10, 29], "timedelta": [10, 13, 35, 44], "13000": [10, 13], "014": [10, 13], "012": [10, 13], "012000": [10, 13], "12000": [10, 13], "print": [10, 13, 17, 33, 35, 41, 45, 47, 53, 55], "01t00": [10, 13], "000042": [10, 13], "367": [10, 13], "decim": [10, 13, 39, 44, 55], "lost": [10, 13, 18, 19, 25, 44, 46, 59], "1971": [10, 13], "18t12": [10, 13], "20273063": [10, 13], "setter": [10, 13], "action": [10, 13, 41], "16t13": [10, 13], "39": [10, 13, 16], "315": [10, 13], "000": [10, 13, 34, 50, 52, 59], "267859210457": [10, 13], "getter": [10, 13], "315000": [10, 13], "goe": [10, 12, 13, 18, 28, 31, 33, 37, 49, 52, 60], "000010": [10, 13], "3600": [10, 13], "t1": [10, 13, 54], "t2": [10, 13, 54], "24000": [10, 13], "arithmet": [10, 13, 18, 19, 21, 24, 28, 30, 31, 32, 42, 59], "subtract": [10, 13, 16, 19], "typeerror": [10, 13, 19, 24, 30, 33, 36, 40, 42, 45, 46, 47, 51, 54, 59], "unsupport": [10, 13, 24, 37, 47, 51, 58], "operand": [10, 13, 16, 17, 18, 19, 26, 47, 54, 59, 60], "outcom": [10, 13, 19, 22, 36], "rais": [10, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 27, 31, 32, 33, 36, 37, 39, 40, 42, 43, 46, 47, 51, 52, 54, 57, 59, 60], "rang": [10, 13, 14, 16, 18, 25, 27, 28, 29, 36, 39, 40, 42, 43, 51, 52, 54, 57, 58, 59, 66], "incompatibleuniterror": [10, 13], "choos": [10, 13, 16, 18, 27, 28, 31, 32, 34, 36, 42, 43, 45, 46, 49, 56, 57, 59, 60], "1969": [10, 13], "determin": [10, 11, 13, 16, 19, 24, 26, 27, 29, 30, 31, 37, 39, 41, 42, 44, 45, 46, 49, 50, 52, 54, 59, 60], "That": [10, 13, 18, 19, 25, 29, 36, 37, 44, 51, 52, 54, 58, 66], "series2": [10, 13], "1972": [10, 13], "ai": [10, 13], "back": [10, 13, 16, 17, 18, 19, 24, 25, 28, 31, 32, 36, 39, 40, 42, 44, 45, 46, 47, 55, 58, 59], "1j": [10, 13, 54], "shorter": [10, 13, 22, 46], "61": [10, 13], "due": [10, 13, 17, 18, 19, 21, 27, 34, 37, 39, 40, 42, 44, 45, 47, 49, 51, 55, 57, 58, 59, 60], "exact": [10, 13, 16, 18, 24, 25, 27, 28, 30, 31, 42, 44, 46, 47, 48, 50, 54, 59], "durat": [10, 13, 50, 52], "how": [10, 11, 13, 16, 17, 19, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 36, 39, 40, 41, 44, 45, 46, 47, 51, 53, 54, 55, 57, 58, 59, 61, 65], "abov": [10, 11, 13, 16, 18, 19, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 36, 37, 40, 41, 42, 43, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "call": [10, 11, 13, 16, 17, 18, 19, 21, 22, 23, 25, 26, 27, 28, 30, 31, 32, 33, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 49, 50, 51, 53, 54, 57, 58, 59, 60], "change_timeunit": [10, 13], "time_object": [10, 13], "new_unit": [10, 13], "refer": [10, 13, 16, 17, 18, 19, 22, 25], "whose": [10, 13, 16, 17, 32, 33, 46, 49], "uncertain": [10, 13, 47], "smaller": [10, 11, 13, 16, 18, 27, 40, 42, 43, 46, 49, 50, 52, 55, 59, 60, 65], "With": [10, 13, 16, 17, 18, 24, 25, 26, 27, 32, 34, 45, 47, 58, 59, 60], "t_year": [10, 13], "t_dai": [10, 13], "2001": [10, 13, 18], "366": [10, 13], "astyp": [10, 13, 16, 18, 22, 24, 28, 44, 45, 46, 60], "1000": [10, 13, 16, 54], "peculiar": [10, 13], "weekend": [10, 13], "ordinari": [10, 13, 30, 31], "happen": [10, 12, 13, 17, 18, 19, 24, 25, 29, 30, 31, 32, 37, 40, 41, 42, 43, 46, 47, 52, 53, 54, 55, 56, 59, 60], "arang": [10, 13, 16, 18, 22, 27, 36, 37, 39, 40, 42, 45, 46, 54], "thursdai": [10, 13], "left": [10, 13, 18, 19, 24, 27, 42, 45, 49, 50, 53, 54, 59], "untouch": [10, 13, 18, 32], "t3": [10, 13, 54], "definit": [10, 13, 16, 22, 24, 26, 28, 36, 38, 40, 44, 45, 47, 49, 56, 57, 59, 66], "initi": [10, 13, 16, 17, 18, 24, 25, 26, 27, 28, 32, 34, 35, 38, 44, 45, 46, 47, 54, 55, 59], "offer": [10, 13, 18, 24, 27, 34, 35, 37, 42, 43, 50, 51, 52, 56, 59, 65], "whenev": [10, 13, 16, 18, 30, 31, 37, 47, 48, 59], "adequ": [10, 13], "semant": [10, 13, 18, 19, 22, 24, 28, 29, 31, 35, 42, 44, 51, 57, 59], "subsect": [10, 13, 44, 45], "tri": [10, 19, 23, 29, 32, 39, 45, 46, 47, 54], "focu": [10, 23, 31, 32, 40, 46, 58, 60], "deriv": [10, 13, 18, 45, 46, 51, 52], "besid": [10, 13, 32, 34, 37, 48], "whatev": [10, 19, 22, 25, 31, 32, 33], "viabl": [10, 40], "venu": 10, "biweekli": 10, "semest": 10, "biyearli": 10, "overwhelm": [10, 48], "egenix": [10, 13], "product": [10, 11, 13, 14, 16, 18, 26, 27, 32, 56, 58], "mxbase": [10, 13], "mxdatetim": [10, 13], "en": [10, 13, 18, 31, 37, 44, 53], "wikipedia": [10, 13, 18, 31], "wiki": [10, 11, 12, 13, 16, 18, 31, 33, 52], "unix_tim": [10, 13], "loop": [11, 17, 18, 21, 24, 26, 31, 41, 43, 44, 45, 46, 54, 58, 59], "vector": [11, 17, 21, 24, 26, 43, 44, 46, 48, 60, 65], "explain": [11, 12, 31, 33, 38, 44, 45, 46, 47, 48, 52, 54, 56, 57, 59, 61], "generalloopingfunct": 11, "realiz": [11, 28, 32, 34, 37], "concept": [11, 13, 18, 28, 32, 36, 44, 45, 46, 47, 48, 50, 54, 59], "500": [11, 34, 44], "oper": [11, 16, 17, 18, 21, 22, 23, 24, 26, 28, 30, 31, 32, 33, 36, 37, 41, 42, 43, 44, 45, 47, 49, 51, 52, 59, 60, 66], "wherea": [11, 42], "sub": [11, 13, 16, 19, 23, 27, 32, 59], "perl": 11, "pdl": 11, "re": [11, 16, 20, 21, 22, 24, 28, 30, 31, 32, 34, 37, 39, 46, 47, 48, 50, 53, 56, 58, 59, 65], "associ": [11, 16, 18, 27, 31, 42, 44, 46, 59], "dimension": [11, 16, 24, 26, 27, 28, 33, 44, 45, 46, 51, 54, 57, 66], "output": [11, 14, 18, 19, 26, 27, 31, 32, 33, 37, 40, 45, 46, 47, 51, 54, 55, 59, 60], "wise": [11, 32, 58, 60], "dimens": [11, 18, 26, 27, 46, 47, 60], "inner1d": 11, "inner": [11, 18, 21, 26, 31, 37, 42, 44, 45, 46, 58], "last": [11, 12, 16, 20, 26, 27, 30, 33, 34, 35, 37, 40, 44, 51, 54, 57, 58, 59, 60], "axi": [11, 14, 16, 18, 24, 26, 27, 29, 36, 37, 42, 51, 60], "intact": [11, 55], "underli": [11, 16, 18, 31, 32, 40, 46, 47, 51, 59], "prepend": [11, 16, 59], "plu": [11, 12, 16, 27, 31, 32, 37, 46, 50, 52], "smallest": [11, 31, 44, 54], "share": [11, 24, 25, 26, 28, 32, 33, 43, 45, 52, 59], "enumer": [11, 42, 59], "accord": [11, 12, 16, 18, 29, 30, 31, 32, 40, 50, 52, 60], "occurr": 11, "therebi": [11, 51, 60], "contract": [11, 37, 52], "parenthes": [11, 49], "i_1": 11, "i_n": 11, "denot": [11, 46], "i_2": 11, "valid": [11, 16, 18, 24, 26, 32, 33, 34, 42, 44, 45, 47, 51, 54, 55, 59], "locat": [11, 14, 24, 31, 32, 34, 41, 52, 56, 59], "formal": [11, 26, 32, 37, 38, 50, 52, 59], "syntax": [11, 17, 21, 26, 27, 30, 31, 40, 45, 46, 47, 55, 59], "nil": [11, 26], "quot": [11, 26, 55], "clariti": [11, 26, 27, 32, 51, 60], "our": [11, 16, 19, 20, 21, 24, 25, 27, 28, 30, 31, 32, 34, 35, 38, 40, 41, 42, 44, 45, 46, 47, 48, 50, 52, 57, 58, 59, 65], "white": [11, 26], "sum1d": 11, "dot2d": 11, "matrix": [11, 17, 18, 19, 22, 26, 27, 28, 35, 40, 42, 65], "outer_inn": 11, "outer": [11, 19, 26, 47, 60, 65], "rest": [11, 16, 18, 25, 26, 30, 31, 37, 45, 46, 50, 52, 54, 59, 60, 65], "unchang": [11, 22, 25, 40, 46, 53, 54], "pyufunc_fromfuncanddata": 11, "pyufunc_fromfuncanddataandsignatur": 11, "declar": [11, 18, 24, 49, 53], "callback": [11, 53], "void": [11, 16, 31, 44, 47, 51, 53, 55, 59], "char": [11, 16, 45, 46, 47, 53, 56, 59], "arg": [11, 16, 19, 24, 37, 40, 42, 46, 47], "intp": [11, 16, 27, 44, 56], "func": [11, 24, 37, 40, 42, 51, 57], "invok": [11, 21, 22], "narg": [11, 16], "stride": [11, 16, 18, 28, 31, 32, 45, 46, 47, 53, 57, 65, 66], "pointer": [11, 13, 31, 32, 43, 44, 45, 46, 47, 53, 58, 59, 66], "trivial": [11, 16, 22, 23, 31, 37, 59], "entri": [11, 16, 26, 30, 31, 32, 33, 34, 46, 55, 56, 59], "uniqu": [11, 14, 24, 28, 34, 37, 42, 46, 56, 59, 60], "a_n": 11, "b_n": 11, "c_n": 11, "a_i": 11, "a_j": 11, "b_i": 11, "stefan": [12, 35, 52], "van": [12, 19, 23, 24, 26, 35, 41, 44, 45, 46, 49, 52, 56, 59], "der": [12, 23, 35, 41, 44, 45, 52, 56], "walt": [12, 23, 35, 41, 44, 45, 52, 56], "manag": [12, 17, 23, 25, 32, 42, 46, 50, 52, 53, 57], "dissatisfi": 12, "workflow": [12, 37, 47, 55, 59], "tent": [12, 51], "problemat": [12, 18, 21, 24, 25, 27, 41, 42, 44, 45, 47, 51, 54, 56, 59, 65], "roughli": [12, 16, 24, 32, 35, 44, 45, 50, 54, 58, 60], "known": [12, 16, 18, 22, 27, 30, 31, 32, 36, 44, 45, 46, 47, 52, 57, 58, 66], "regress": [12, 43, 66], "fix": [12, 16, 19, 20, 23, 24, 25, 26, 27, 29, 31, 35, 39, 41, 44, 46, 47, 50, 52, 53, 54, 55, 58], "report": [12, 22, 24, 38, 41, 44, 45, 46, 47, 48, 58, 60, 65], "triag": [12, 32, 52, 56], "blocker": 12, "roadmap": [12, 32, 34, 37, 52, 59], "subpackag": [12, 23], "ping": 12, "ineffici": [12, 59], "hard": [12, 25, 27, 28, 29, 32, 34, 35, 37, 39, 41, 42, 45, 47, 48, 51, 52, 54, 56, 60], "situat": [12, 17, 22, 27, 30, 31, 32, 35, 37, 39, 42, 44, 54, 59], "unread": 12, "batch": [12, 60], "characterist": [12, 32], "ui": 12, "awkward": [12, 24, 43, 59], "deploi": [12, 34, 50], "old": [12, 19, 25, 27, 29, 37, 44, 45, 46, 47, 55, 57, 59, 60], "streamlin": 12, "team": [12, 20, 34, 38, 41, 52], "casual": 12, "pace": 12, "bar": [12, 15], "low": [12, 16, 24, 29, 45, 46, 47, 52, 54, 56, 59, 60], "contribut": [12, 25, 29, 32, 34, 41, 48, 50, 52], "languish": 12, "Of": [12, 16, 21, 26, 31], "cours": [12, 21, 22, 27, 30, 31, 32, 41, 46, 60], "simpler": [12, 14, 21, 37, 42, 45, 47, 51], "mini": 12, "timelin": [12, 35, 52], "particularli": [12, 19, 24, 26, 27, 30, 32, 37, 42, 56, 59], "massiv": 12, "pov": 12, "recent": [12, 17, 18, 21, 33, 40, 43, 44, 52, 56, 57, 58, 59], "multi": [12, 16, 19, 24, 27, 28, 34, 43, 47, 49, 58], "instanc": [12, 16, 17, 19, 22, 24, 25, 26, 30, 31, 33, 39, 40, 43, 44, 46, 47, 49, 51, 53, 56, 57, 59], "scikit": [12, 24, 25, 28, 29, 35, 37, 50, 51, 56, 59, 60, 65], "burden": [12, 20, 21, 23, 32, 35, 37, 38, 40, 43, 45, 47, 53, 56], "nobodi": [12, 38], "anyth": [12, 16, 18, 22, 24, 27, 28, 30, 31, 32, 37, 48, 49, 52, 57], "vice": 12, "versa": 12, "manual": [12, 16, 18, 24, 27, 34, 43, 44, 51, 56, 58], "client": 12, "xmlrpc": 12, "tracexplor": 12, "devjavu": 12, "id": [12, 56, 65], "person": [12, 27, 28, 30, 31, 32, 50, 52], "eclips": 12, "power": [12, 16, 19, 21, 27, 28, 32, 42, 43, 44, 47, 54, 65], "queri": [12, 18, 38, 43, 55], "quickli": [12, 24, 26, 27, 29, 32, 48, 54], "wait": [12, 24, 25, 29], "customiz": [12, 16, 47], "ourselv": 12, "ticket": 12, "help": [12, 14, 16, 17, 18, 20, 22, 25, 27, 28, 29, 30, 32, 34, 37, 41, 43, 44, 45, 46, 47, 48, 50, 51, 52, 54, 55, 56, 57, 59, 60, 65], "my": [12, 17, 31, 51], "experi": [12, 24, 25, 27, 28, 29, 32, 37, 40, 42, 46, 47, 48, 51, 52, 55, 58, 59, 60], "admin": 12, "heavi": [12, 34, 46], "weight": [12, 25, 26, 29, 34, 47, 57], "pro": [12, 33], "hack": [12, 22, 23, 32, 59], "con": [12, 33], "aim": [12, 19, 24, 27, 34, 41, 47, 48, 50, 51, 52, 57, 60, 65, 66], "broken": [12, 21, 25, 29, 32, 46, 48, 57], "matur": [12, 32], "slow": [12, 25, 57, 59, 65], "restart": [12, 44], "constantli": 12, "cdavid": 12, "box": [12, 25, 34, 59], "enjoy": 12, "click": 12, "theyareusingredmin": 12, "convers": [12, 18, 24, 28, 31, 37, 40, 42, 44, 45, 46, 51, 55, 59], "script": [12, 34, 37, 56], "seem": [12, 18, 21, 22, 24, 25, 26, 27, 28, 31, 32, 38, 39, 42, 44, 45, 46, 47, 50, 51, 52, 54, 55, 57, 58, 59, 60], "friendli": [12, 16, 17, 32, 37], "lof": 12, "rubi": [12, 34], "dev": [12, 18, 28, 33, 45, 59, 65], "familiar": [12, 27, 28, 37, 42], "cost": [12, 24, 29, 34, 38, 42, 51, 52, 53, 56, 59, 60, 65], "todo": [12, 16, 44, 46, 47, 51, 58], "travi": [13, 14, 18, 19, 44], "oliph": [13, 14, 18, 19, 44], "enthought": [13, 14, 18], "2009": [13, 38], "06": [13, 18, 22, 26, 30, 33, 35, 40, 47, 58, 59], "slightli": [13, 16, 18, 22, 24, 42, 46, 47, 51, 54], "As": [13, 16, 18, 19, 24, 27, 28, 30, 32, 33, 34, 35, 37, 40, 41, 43, 44, 45, 46, 47, 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"maxim": [16, 43], "transform": [16, 17, 25, 37, 48, 60, 66], "singular": 16, "certain": [16, 17, 23, 25, 32, 44, 45, 46, 47, 49, 52, 53, 54, 55, 57, 58], "negat": 16, "adjust": [16, 18, 19, 31, 35, 40, 57, 59], "permut": 16, "ax": [16, 27, 42, 54, 60], "decreas": [16, 35, 43], "exclud": [16, 19, 24, 32, 44, 60], "ident": [16, 18, 19, 27, 30, 31, 32, 40, 43, 44, 45, 46, 47, 55, 59], "demonstr": [16, 25, 36, 43, 59], "transposit": 16, "5760": 16, "7680": 16, "somewher": [16, 25, 32, 34], "unambigu": [16, 19, 27, 32, 42], "forc": [16, 17, 25, 26, 27, 28, 29, 32, 36, 37, 39, 47, 54, 57, 59, 60], "face": [16, 37, 39, 40, 42, 45, 56, 58, 59], "choic": [16, 18, 22, 25, 27, 32, 33, 34, 36, 45, 46, 47, 51, 54, 55, 58, 59, 60], "throw": [16, 17, 21, 30, 31], "awai": [16, 21, 25, 32, 34, 37, 44, 45, 59], "constraint": [16, 18, 27, 32, 46, 47, 57, 58], "closest": [16, 60], "inconsist": [16, 18, 27, 32, 41, 45, 46, 58, 65], "pseudo": [16, 25, 61, 66], "perm": 16, "insert": [16, 27, 42, 54, 57], 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layout": [[16, "proposed-iterator-memory-layout"]], "Proposed iterator API": [[16, "proposed-iterator-api"]], "Old -> new iterator API conversion": [[16, "old-new-iterator-api-conversion"]], "Iterator pointer type": [[16, "iterator-pointer-type"]], "Construction and destruction": [[16, "construction-and-destruction"]], "Functions for iteration": [[16, "functions-for-iteration"]], "Examples": [[16, "examples"], [27, "examples"], [45, "examples"]], "Python lambda UFunc example": [[16, "python-lambda-ufunc-example"]], "Python addition example": [[16, "python-addition-example"]], "Image compositing example revisited": [[16, "image-compositing-example-revisited"]], "Image compositing with NumExpr": [[16, "image-compositing-with-numexpr"]], "NEP 11 \u2014 Deferred UFunc evaluation": [[17, "nep-11-deferred-ufunc-evaluation"]], "Example Python code": [[17, "example-python-code"]], "Proposed deferred evaluation API": [[17, "proposed-deferred-evaluation-api"]], "Error handling": [[17, "error-handling"], [47, "error-handling"]], "Interaction with UPDATEIFCOPY": [[17, "interaction-with-updateifcopy"]], "Other implementation details": [[17, "other-implementation-details"]], "Further optimization": [[17, "further-optimization"]], "NEP 12 \u2014 Missing data functionality in NumPy": [[18, "nep-12-missing-data-functionality-in-numpy"]], "Definition of missing data": [[18, "definition-of-missing-data"]], "Unknown yet existing data (NA)": [[18, "unknown-yet-existing-data-na"]], "Data that doesn\u2019t exist or is being skipped (IGNORE)": [[18, "data-that-doesn-t-exist-or-is-being-skipped-ignore"]], "Implementation techniques for missing values": [[18, "implementation-techniques-for-missing-values"]], "Bit patterns signalling missing values (bitpattern)": [[18, "bit-patterns-signalling-missing-values-bitpattern"]], "Boolean masks signalling missing values (mask)": [[18, "boolean-masks-signalling-missing-values-mask"]], "Glossary of terms": [[18, "glossary-of-terms"]], 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"Acknowledgments": [[18, "acknowledgments"], [45, "acknowledgments"]], "NEP 13 \u2014 A mechanism for overriding Ufuncs": [[19, "nep-13-a-mechanism-for-overriding-ufuncs"]], "Proposed interface": [[19, "proposed-interface"]], "Type casting hierarchy": [[19, "type-casting-hierarchy"]], "Example": [[19, null], [19, null], [19, null]], "Subclass hierarchies": [[19, "subclass-hierarchies"]], "Turning Ufuncs off": [[19, "turning-ufuncs-off"]], "Behavior in combination with Python\u2019s binary operations": [[19, "behavior-in-combination-with-python-s-binary-operations"]], "Recommendations for implementing binary operations": [[19, "recommendations-for-implementing-binary-operations"]], "List of operators and NumPy Ufuncs": [[19, "list-of-operators-and-numpy-ufuncs"]], "Future extensions to other functions": [[19, "future-extensions-to-other-functions"]], "NEP 14 \u2014 Plan for dropping Python 2.7 support": [[20, "nep-14-plan-for-dropping-python-2-7-support"]], "NEP 15 \u2014 Merging 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"backward-compatibility"], [58, "backward-compatibility"], [59, "backward-compatibility"], [60, "backward-compatibility"], [61, "backward-compatibility"]], "Rejected alternatives": [[21, "rejected-alternatives"], [22, "rejected-alternatives"]], "Preserve set_numeric_ops for monkeypatching": [[21, "preserve-set-numeric-ops-for-monkeypatching"]], "NEP 16 \u2014 An abstract base class for identifying \u201cduck arrays\u201d": [[22, "nep-16-an-abstract-base-class-for-identifying-duck-arrays"]], "Detailed description": [[22, "detailed-description"], [23, "detailed-description"], [24, "detailed-description"], [26, "detailed-description"], [27, "detailed-description"], [28, "detailed-description"], [30, "detailed-description"], [34, "detailed-description"], [35, "detailed-description"], [36, "detailed-description"], [37, "detailed-description"], [39, "detailed-description"], [40, "detailed-description"], [43, "detailed-description"], [44, "detailed-description"], [45, "detailed-description"], [48, "detailed-description"], [49, "detailed-description"], [53, "detailed-description"], [54, "detailed-description"], [55, "detailed-description"], [56, "detailed-description"], [59, "detailed-description"], [60, "detailed-description"], [61, "detailed-description"]], "Declaring that an object can quack like an array": [[22, "declaring-that-an-object-can-quack-like-an-array"]], "Specification of asabstractarray": [[22, "specification-of-asabstractarray"]], "What exactly are you promising if you inherit from AbstractArray?": [[22, "what-exactly-are-you-promising-if-you-inherit-from-abstractarray"]], "Naming": [[22, "naming"], [42, "naming"]], "Links to discussion": [[22, "links-to-discussion"]], "Appendix: benchmark script": [[22, "appendix-benchmark-script"]], "NEP 17 \u2014 Split out masked arrays": [[23, "nep-17-split-out-masked-arrays"]], "Documentation": [[23, "documentation"]], "Other appearances": [[23, "other-appearances"]], "NEP 18 \u2014 A dispatch mechanism for NumPy\u2019s high level array functions": [[24, "nep-18-a-dispatch-mechanism-for-numpy-s-high-level-array-functions"]], "The interface": [[24, "the-interface"]], "Example for a project implementing the NumPy API": [[24, "example-for-a-project-implementing-the-numpy-api"]], "Necessary changes within the NumPy codebase itself": [[24, "necessary-changes-within-the-numpy-codebase-itself"]], "Finding and calling the right __array_function__": [[24, "finding-and-calling-the-right-array-function"]], "Finding arguments": [[24, "finding-arguments"]], "Trying __array_function__ methods until the right one works": [[24, "trying-array-function-methods-until-the-right-one-works"]], "The __array_function__ method on numpy.ndarray": [[24, "the-array-function-method-on-numpy-ndarray"]], "Changes within NumPy functions": [[24, "changes-within-numpy-functions"]], "Extensibility": [[24, "extensibility"], [65, "extensibility"]], "Performance": [[24, "performance"], [59, "performance"], [65, "performance"]], "Use outside of NumPy": [[24, "use-outside-of-numpy"]], "Non-goals": [[24, "non-goals"]], "Specialized protocols": [[24, "specialized-protocols"]], "Separate namespace": [[24, "separate-namespace"]], "Multiple dispatch": [[24, "multiple-dispatch"]], "Implementations in terms of a limited core API": [[24, "implementations-in-terms-of-a-limited-core-api"]], "Partial implementation of NumPy\u2019s API": [[24, "partial-implementation-of-numpy-s-api"]], "A magic decorator that inspects type annotations": [[24, "a-magic-decorator-that-inspects-type-annotations"]], "Support for implementation-specific arguments": [[24, "support-for-implementation-specific-arguments"]], "Other possible choices for the protocol": [[24, "other-possible-choices-for-the-protocol"]], "Callable objects generated at runtime": [[24, "callable-objects-generated-at-runtime"]], "NEP 19 \u2014 Random number generator policy": [[25, "nep-19-random-number-generator-policy"]], "The status quo": [[25, "the-status-quo"]], "Supporting Unit Tests": [[25, "supporting-unit-tests"]], "numpy.random.*": [[25, "numpy-random"]], "Versioning": [[25, "versioning"]], "StableRandom": [[25, "stablerandom"]], "NEP 20 \u2014 Expansion of generalized universal function signatures": [[26, "nep-20-expansion-of-generalized-universal-function-signatures"]], "NEP 21 \u2014 Simplified and explicit advanced indexing": [[27, "nep-21-simplified-and-explicit-advanced-indexing"]], "Existing indexing operations": [[27, "existing-indexing-operations"]], "Outer indexing": [[27, "outer-indexing"], [27, "id2"]], "Mixed indexing": [[27, "mixed-indexing"]], "Indexing in other Python array libraries": [[27, "indexing-in-other-python-array-libraries"]], "High level changes": [[27, "high-level-changes"]], "Proposed rules": [[27, "proposed-rules"]], "Open Questions": [[27, "open-questions"]], "Alternative Names": [[27, "alternative-names"]], "Subclasses": [[27, "subclasses"]], "Legacy fancy indexing": [[27, "legacy-fancy-indexing"]], "Vectorized/inner indexing": [[27, "vectorized-inner-indexing"]], "Motivational Example": [[27, "motivational-example"]], "NEP 22 \u2014 Duck typing for NumPy arrays \u2013 high level overview": [[28, "nep-22-duck-typing-for-numpy-arrays-high-level-overview"]], "Terminology": [[28, "terminology"]], "General approach": [[28, "general-approach"]], "Principle 1: focus on \u201cfull\u201d duck arrays, but don\u2019t rule out \u201cpartial\u201d duck arrays": [[28, "principle-1-focus-on-full-duck-arrays-but-dont-rule-out-partial-duck-arrays"]], "Principle 2: take advantage of duck typing": [[28, "principle-2-take-advantage-of-duck-typing"]], "Principle 3: focus on protocols": [[28, "principle-3-focus-on-protocols"]], "Principle 4: reuse existing methods when possible": [[28, "principle-4-reuse-existing-methods-when-possible"]], "Principle 5: make it easy to do the right thing": [[28, "principle-5-make-it-easy-to-do-the-right-thing"]], "Tentative duck array guidelines": [[28, "tentative-duck-array-guidelines"]], "A (very) rough sketch of future plans": [[28, "a-very-rough-sketch-of-future-plans"]], "NEP 23 \u2014 Backwards compatibility and deprecation policy": [[29, "nep-23-backwards-compatibility-and-deprecation-policy"]], "Motivation and scope": [[29, "motivation-and-scope"], [34, "motivation-and-scope"], [37, "motivation-and-scope"], [38, "motivation-and-scope"], [39, "motivation-and-scope"], [40, "motivation-and-scope"], [43, "motivation-and-scope"], [45, "motivation-and-scope"], [46, "motivation-and-scope"], [47, "motivation-and-scope"], [48, "motivation-and-scope"], [49, "motivation-and-scope"], [50, "motivation-and-scope"], [51, "motivation-and-scope"], [52, "motivation-and-scope"], [53, "motivation-and-scope"], [54, "motivation-and-scope"], [55, "motivation-and-scope"], [56, "motivation-and-scope"], [57, "motivation-and-scope"], [59, "motivation-and-scope"], [60, "motivation-and-scope"], [61, "motivation-and-scope"]], "General principles": [[29, "general-principles"]], "Strategies related to deprecations": [[29, "strategies-related-to-deprecations"]], "Impact assessment": [[29, "impact-assessment"]], "Alternatives to deprecations": [[29, "alternatives-to-deprecations"]], "Implementing deprecations and removals": [[29, "implementing-deprecations-and-removals"]], "Decision making": [[29, "decision-making"]], "Functionality with more strict deprecation policies": [[29, "functionality-with-more-strict-deprecation-policies"]], "Example cases": [[29, "example-cases"]], "NEP 24 \u2014 Missing data functionality - alternative 1 to NEP 12": [[30, "nep-24-missing-data-functionality-alternative-1-to-nep-12"]], "Initialization": [[30, "initialization"]], "Ufuncs": [[30, "ufuncs"], [31, "ufuncs"]], "Assignment": [[30, "assignment"]], "NEP 25 \u2014 NA support via special dtypes": [[31, "nep-25-na-support-via-special-dtypes"]], "General strategy": [[31, "general-strategy"]], "dtype C-level API extensions": [[31, "dtype-c-level-api-extensions"]], "Core dtype functions": [[31, "core-dtype-functions"]], "Casting": [[31, "casting"], [46, "casting"]], "Printing": [[31, "printing"]], "Indexing": [[31, "indexing"], [51, "indexing"]], "Python API for generic NA support": [[31, "python-api-for-generic-na-support"]], "Builtin NA dtypes": [[31, "builtin-na-dtypes"]], "Type hierarchy": [[31, "type-hierarchy"]], "Serialization": [[31, "serialization"], [59, "serialization"]], "NEP 26 \u2014 Summary of missing data NEPs and discussion": [[32, "nep-26-summary-of-missing-data-neps-and-discussion"]], "The NumPy developers\u2019 problem": [[32, "the-numpy-developers-problem"]], "Prior art": [[32, "prior-art"]], "\u201cStatistical missing data\u201d": [[32, "statistical-missing-data"]], "NA semantics": [[32, "na-semantics"]], "Other prior art": [[32, "other-prior-art"]], "Semantics, storage, API, oh my!": [[32, "semantics-storage-api-oh-my"]], "Designs that have been proposed": [[32, "designs-that-have-been-proposed"]], "The debate": [[32, "the-debate"]], "Recommendations for moving forward": [[32, "recommendations-for-moving-forward"]], "NEP 27 \u2014 Zero rank arrays": [[33, "nep-27-zero-rank-arrays"]], "Zero-rank arrays": [[33, "zero-rank-arrays"]], "Zero-rank arrays and array scalars": [[33, "zero-rank-arrays-and-array-scalars"]], "Motivation for array scalars": [[33, "motivation-for-array-scalars"]], "The need for zero-rank arrays": [[33, "the-need-for-zero-rank-arrays"]], "Indexing of zero-rank arrays": [[33, "indexing-of-zero-rank-arrays"]], "Ellipsis and empty tuple": [[33, "ellipsis-and-empty-tuple"]], "Increasing rank with newaxis": [[33, "increasing-rank-with-newaxis"]], "Refactoring": [[33, "refactoring"]], "NEP 28 \u2014 numpy.org website redesign": [[34, "nep-28-numpy-org-website-redesign"]], "User Experience": [[34, "user-experience"]], "The Website": [[34, "the-website"]], "Traffic": [[34, "traffic"]], "Possible options for static site generators": [[34, "possible-options-for-static-site-generators"]], "Deployment": [[34, "deployment"]], "Analytics": [[34, "analytics"]], "Website Structure": [[34, "website-structure"]], "Stakeholder Content": [[34, "stakeholder-content"]], "Translation (multilingual / i18n)": [[34, "translation-multilingual-i18n"]], "Style and graphic design": [[34, "style-and-graphic-design"]], "Other aspects": [[34, "other-aspects"]], "NEP 29 \u2014 Recommend Python and NumPy version support as a community policy standard": [[35, "nep-29-recommend-python-and-numpy-version-support-as-a-community-policy-standard"]], "Support Table": [[35, "support-table"]], "Drop Schedule": [[35, "drop-schedule"]], "Ad-Hoc version support": [[35, "ad-hoc-version-support"]], "All CPython supported versions": [[35, "all-cpython-supported-versions"]], "Default version on Linux distribution": [[35, "default-version-on-linux-distribution"]], "N minor versions of Python": [[35, "n-minor-versions-of-python"]], "Time window from the X.Y.1 Python release": [[35, "time-window-from-the-x-y-1-python-release"]], "NEP 30 \u2014 Duck typing for NumPy arrays - implementation": [[36, "nep-30-duck-typing-for-numpy-arrays-implementation"]], "Usage Guidance": [[36, "usage-guidance"]], "Example for a project implementing NumPy-like arrays": [[36, "example-for-a-project-implementing-numpy-like-arrays"]], "Usage": [[36, "usage"]], "Previous proposals and discussion": [[36, "previous-proposals-and-discussion"]], "NEP 31 \u2014 Context-local and global overrides of the NumPy API": [[37, "nep-31-context-local-and-global-overrides-of-the-numpy-api"]], "Usage and impact": [[37, "usage-and-impact"], [39, "usage-and-impact"], [40, "usage-and-impact"], [43, "usage-and-impact"], [46, "usage-and-impact"], [47, "usage-and-impact"], [48, "usage-and-impact"], [49, "usage-and-impact"], [51, "usage-and-impact"], [53, "usage-and-impact"], [54, "usage-and-impact"], [55, "usage-and-impact"], [56, "usage-and-impact"], [57, "usage-and-impact"], [59, "usage-and-impact"], [60, "usage-and-impact"], [61, "usage-and-impact"]], "Proposals": [[37, "proposals"]], "Advantages of unumpy over other solutions": [[37, "advantages-of-unumpy-over-other-solutions"]], "Mixing NumPy and unumpy in the same file": [[37, "mixing-numpy-and-unumpy-in-the-same-file"]], "Duck-array coercion": [[37, "duck-array-coercion"]], "Aliases outside of the numpy.overridable namespace": [[37, "aliases-outside-of-the-numpy-overridable-namespace"]], "Providing a way for implicit dispatch": [[37, "providing-a-way-for-implicit-dispatch"]], "The need for an opt-in module": [[37, "the-need-for-an-opt-in-module"]], "Benefits to end-users and mixing backends": [[37, "benefits-to-end-users-and-mixing-backends"]], "Related work": [[37, "related-work"], [39, "related-work"], [40, "related-work"], [43, "related-work"], [44, "related-work"], [48, "related-work"], [49, "related-work"], [50, "related-work"], [51, "related-work"], [52, "related-work"], [53, "related-work"], [54, "related-work"], [55, "related-work"], [56, "related-work"], [59, "related-work"], [60, "related-work"], [61, "related-work"]], "Other override mechanisms": [[37, "other-override-mechanisms"]], "Existing NumPy-like array implementations": [[37, "existing-numpy-like-array-implementations"]], "Existing and potential consumers of alternative arrays": [[37, "existing-and-potential-consumers-of-alternative-arrays"]], "Existing alternate dtype implementations": [[37, "existing-alternate-dtype-implementations"]], "Alternate implementations of parts of the NumPy API": [[37, "alternate-implementations-of-parts-of-the-numpy-api"]], "uarray Primer": [[37, "uarray-primer"]], "Defining backends": [[37, "defining-backends"]], "Defining overridable multimethods": [[37, "defining-overridable-multimethods"]], "Examples for NumPy": [[37, "examples-for-numpy"]], "NEP 32 \u2014 Remove the financial functions from NumPy": [[38, "nep-32-remove-the-financial-functions-from-numpy"]], "NEP 34 \u2014 Disallow inferring dtype=object from sequences": [[39, "nep-34-disallow-inferring-dtype-object-from-sequences"]], "NEP 35 \u2014 Array creation dispatching with __array_function__": [[40, "nep-35-array-creation-dispatching-with-array-function"]], "Function Dispatching": [[40, "function-dispatching"]], "Reading the Reference Array Downstream": [[40, "reading-the-reference-array-downstream"]], "NEP 36 \u2014 Fair play": [[41, "nep-36-fair-play"]], "Scope": [[41, "scope"], [45, "scope"]], "Fair play rules": [[41, "fair-play-rules"]], "Questions and answers": [[41, "questions-and-answers"]], "NEP 37 \u2014 A dispatch protocol for NumPy-like modules": [[42, "nep-37-a-dispatch-protocol-for-numpy-like-modules"]], "Why __array_function__ hasn\u2019t been enough": [[42, "why-array-function-hasn-t-been-enough"]], "get_array_module and the __array_module__ protocol": [[42, "get-array-module-and-the-array-module-protocol"]], "The array module contract": [[42, "the-array-module-contract"]], "How to use get_array_module": [[42, "how-to-use-get-array-module"]], "How to implement __array_module__": [[42, "how-to-implement-array-module"]], "Returning custom objects from __array_module__": [[42, "returning-custom-objects-from-array-module"]], "Subclassing from numpy.ndarray": [[42, "subclassing-from-numpy-ndarray"]], "NumPy\u2019s internal machinery": [[42, "numpy-s-internal-machinery"]], "Relationship with __array_ufunc__ and __array_function__": [[42, "relationship-with-array-ufunc-and-array-function"]], "These older protocols have distinct use-cases and should remain": [[42, "these-older-protocols-have-distinct-use-cases-and-should-remain"]], "Mixin classes to implement __array_function__ and __array_ufunc__": [[42, "mixin-classes-to-implement-array-function-and-array-ufunc"]], "Alternatives considered": [[42, "alternatives-considered"]], "Requesting restricted subsets of NumPy\u2019s API": [[42, "requesting-restricted-subsets-of-numpy-s-api"]], "A new namespace for implicit dispatch": [[42, "a-new-namespace-for-implicit-dispatch"]], "Dispatching on both types and arrays instead of only types": [[42, "dispatching-on-both-types-and-arrays-instead-of-only-types"]], "Appendix: design choices for API overrides": [[42, "appendix-design-choices-for-api-overrides"]], "Opt-in vs. opt-out for users": [[42, "opt-in-vs-opt-out-for-users"]], "Explicit vs. implicit choice of implementation": [[42, "explicit-vs-implicit-choice-of-implementation"]], "Local vs. non-local vs. global control": [[42, "local-vs-non-local-vs-global-control"]], "NEP 38 \u2014 Using SIMD optimization instructions for performance": [[43, "nep-38-using-simd-optimization-instructions-for-performance"]], "Binary releases - wheels on PyPI and conda packages": [[43, "binary-releases-wheels-on-pypi-and-conda-packages"]], "Source builds": [[43, "source-builds"]], "How to run benchmarks to assess performance benefits": [[43, "how-to-run-benchmarks-to-assess-performance-benefits"]], "Diagnostics": [[43, "diagnostics"]], "Workflow for adding a new CPU architecture-specific optimization": [[43, "workflow-for-adding-a-new-cpu-architecture-specific-optimization"]], "Adding a new intrinsic": [[43, "adding-a-new-intrinsic"]], "Reuse by other projects": [[43, "reuse-by-other-projects"]], "NEP 40 \u2014 Legacy datatype implementation in NumPy": [[44, "nep-40-legacy-datatype-implementation-in-numpy"]], "Parametric datatypes": [[44, "parametric-datatypes"]], "Value based casting": [[44, "value-based-casting"]], "Issues and discussion": [[44, "issues-and-discussion"], [44, "id2"], [44, "id3"], [44, "id4"]], "The object datatype": [[44, "the-object-datatype"]], "Current dtype implementation": [[44, "current-dtype-implementation"]], "Discussion and issues": [[44, "discussion-and-issues"], [44, "id6"]], "NumPy scalars and type hierarchy": [[44, "numpy-scalars-and-type-hierarchy"]], "Current implementation of casting": [[44, "current-implementation-of-casting"]], "DType handling in universal functions": [[44, "dtype-handling-in-universal-functions"]], "Adjustment of parametric output DTypes in UFuncs": [[44, "adjustment-of-parametric-output-dtypes-in-ufuncs"]], "DType-specific implementation of the UFunc": [[44, "dtype-specific-implementation-of-the-ufunc"]], "Datatype discovery during array coercion": [[44, "datatype-discovery-during-array-coercion"]], "Related issues": [[44, "related-issues"]], "NEP 41 \u2014 First step towards a new datatype system": [[45, "nep-41-first-step-towards-a-new-datatype-system"]], "User impact": [[45, "user-impact"]], "Simple numerical types": [[45, "simple-numerical-types"]], "Fixed, high precision math": [[45, "fixed-high-precision-math"]], "Categoricals": [[45, "categoricals"]], "Unit on the datatype": [[45, "unit-on-the-datatype"]], "Plan to approach the full refactor": [[45, "plan-to-approach-the-full-refactor"]], "First steps directly related to this NEP": [[45, "first-steps-directly-related-to-this-nep"]], "Datatypes as Python classes (1)": [[45, "datatypes-as-python-classes-1"]], "The dtype instances provide parameters and storage options": [[45, "the-dtype-instances-provide-parameters-and-storage-options"]], "Scalars should not be instances of the datatypes (2)": [[45, "scalars-should-not-be-instances-of-the-datatypes-2"]], "C-API for creating new datatypes (3)": [[45, "c-api-for-creating-new-datatypes-3"]], "C-API changes to the UFunc machinery (4)": [[45, "c-api-changes-to-the-ufunc-machinery-4"]], "NEP 42 \u2014 New and extensible DTypes": [[46, "nep-42-new-and-extensible-dtypes"]], "The DType class": [[46, "the-dtype-class"]], "Class getter": [[46, "class-getter"]], "Hierarchy and abstract classes": [[46, "hierarchy-and-abstract-classes"]], "Miscellaneous methods and attributes": [[46, "miscellaneous-methods-and-attributes"]], "Common DType operations": [[46, "common-dtype-operations"]], "The cast operation": [[46, "the-cast-operation"]], "Coercion to and from Python objects": [[46, "coercion-to-and-from-python-objects"]], "DType discovery during array coercion": [[46, "dtype-discovery-during-array-coercion"]], "Public C-API": [[46, "public-c-api"]], "DType creation": [[46, "dtype-creation"]], "CastingImpl": [[46, "castingimpl"]], "NEP 43 \u2014 Enhancing the extensibility of UFuncs": [[47, "nep-43-enhancing-the-extensibility-of-ufuncs"]], "Backwards compatibility": [[47, "backwards-compatibility"]], "Overview and end user API": [[47, "overview-and-end-user-api"]], "Defining a new ufunc implementation": [[47, "defining-a-new-ufunc-implementation"]], "Customizing dispatching and Promotion": [[47, "customizing-dispatching-and-promotion"]], "Steps involved in a UFunc call": [[47, "steps-involved-in-a-ufunc-call"]], "ArrayMethod": [[47, "arraymethod"]], "The call Context": [[47, "the-call-context"]], "ArrayMethod specifications": [[47, "arraymethod-specifications"]], "Discussion and alternatives": [[47, "discussion-and-alternatives"], [47, "id2"]], "resolve_descriptors": [[47, "resolve-descriptors"]], "get_loop method": [[47, "get-loop-method"]], "Extending the inner-loop signature": [[47, "extending-the-inner-loop-signature"]], "Reusing existing loops/implementations": [[47, "reusing-existing-loops-implementations"]], "Promotion and dispatching": [[47, "promotion-and-dispatching"]], "Promotion and dispatching process": [[47, "promotion-and-dispatching-process"]], "User guidelines": [[47, "user-guidelines"]], "NEP 44 \u2014 Restructuring the NumPy documentation": [[48, "nep-44-restructuring-the-numpy-documentation"]], "Status and ideas of each type of doc content": [[48, "status-and-ideas-of-each-type-of-doc-content"]], "Reference guide": [[48, "reference-guide"]], "How-to guides": [[48, "how-to-guides"]], "Explanations": [[48, "explanations"]], "Tutorials": [[48, "tutorials"]], "Data sets": [[48, "data-sets"]], "Ideas for follow-up": [[48, "ideas-for-follow-up"]], "NEP 45 \u2014 C style guide": [[49, "nep-45-c-style-guide"]], "C dialect": [[49, "c-dialect"]], "Code layout": [[49, "code-layout"]], "Naming conventions": [[49, "naming-conventions"]], "Function documentation": [[49, "function-documentation"]], "NEP 46 \u2014 NumPy sponsorship guidelines": [[50, "nep-46-numpy-sponsorship-guidelines"]], "How NumPy will acknowledge support": [[50, "how-numpy-will-acknowledge-support"]], "NumPy Funding Team": [[50, "numpy-funding-team"]], "Status before this proposal": [[50, "status-before-this-proposal"]], "Acknowledgement of support": [[50, "acknowledgement-of-support"]], "NumPy governance, decision-making, and financial oversight": [[50, "numpy-governance-decision-making-and-financial-oversight"]], "NEP 47 \u2014 Adopting the array API standard": [[51, "nep-47-adopting-the-array-api-standard"]], "Adoption in downstream libraries": [[51, "adoption-in-downstream-libraries"]], "The asarray / asanyarray pattern": [[51, "the-asarray-asanyarray-pattern"]], "Adoption in application code": [[51, "adoption-in-application-code"]], "High-level design": [[51, "high-level-design"]], "Functions in the array_api namespace": [[51, "functions-in-the-array-api-namespace"]], "DLPack support for zero-copy data interchange": [[51, "dlpack-support-for-zero-copy-data-interchange"]], "Syntax for device support": [[51, "syntax-for-device-support"]], "Dtypes and casting rules": [[51, "dtypes-and-casting-rules"]], "The array object": [[51, "the-array-object"]], "The dtype objects": [[51, "the-dtype-objects"]], "Feedback from downstream library authors": [[51, "feedback-from-downstream-library-authors"]], "Appendix - a possible get_namespace implementation": [[51, "appendix-a-possible-get-namespace-implementation"]], "NEP 48 \u2014 Spending NumPy project funds": [[52, "nep-48-spending-numpy-project-funds"]], "Principles of spending project funds": [[52, "principles-of-spending-project-funds"]], "What to pay for": [[52, "what-to-pay-for"]], "Whom to pay": [[52, "whom-to-pay"]], "Compensating fairly": [[52, "compensating-fairly"]], "Defining fundable activities and projects": [[52, "defining-fundable-activities-and-projects"]], "Strategy for spending/saving funds": [[52, "strategy-for-spending-saving-funds"]], "How project funds get administered": [[52, "how-project-funds-get-administered"]], "Transparency about project funds and in decision making": [[52, "transparency-about-project-funds-and-in-decision-making"]], "NumPy funding \u2013 history and current status": [[52, "numpy-funding-history-and-current-status"]], "NEP 49 \u2014 Data allocation strategies": [[53, "nep-49-data-allocation-strategies"]], "High level design": [[53, "high-level-design"]], "NumPy C-API functions": [[53, "numpy-c-api-functions"]], "PyDataMem_Handler thread safety and lifetime": [[53, "pydatamem-handler-thread-safety-and-lifetime"]], "Sample code": [[53, "sample-code"]], "NEP 50 \u2014 Promotion rules for Python scalars": [[54, "nep-50-promotion-rules-for-python-scalars"]], "Schema of the new proposed promotion rules": [[54, "schema-of-the-new-proposed-promotion-rules"]], "Examples of new behaviour": [[54, "examples-of-new-behaviour"]], "Table comparing new and old behaviour": [[54, "table-comparing-new-and-old-behaviour"]], "Table of changed behaviours": [[54, "id18"]], "Impact on can_cast": [[54, "impact-on-can-cast"]], "Impact on operators and functions involving NumPy arrays or scalars": [[54, "impact-on-operators-and-functions-involving-numpy-arrays-or-scalars"]], "Impact on operators involving Python int, float, and complex": [[54, "impact-on-operators-involving-python-int-float-and-complex"]], "Behaviour in other libraries": [[54, null]], "Particular behavior of Python integers": [[54, "particular-behavior-of-python-integers"]], "Changes due to the integer \u201cladder of precision\u201d": [[54, "changes-due-to-the-integer-ladder-of-precision"]], "Old implementation of \u201cvalues based\u201d promotion": [[54, "old-implementation-of-values-based-promotion"]], "State of the current \u201cvalue based\u201d promotion": [[54, "state-of-the-current-value-based-promotion"]], "Proposed weak promotion": [[54, "proposed-weak-promotion"]], "Use strongly-typed scalars or a mix of both": [[54, "use-strongly-typed-scalars-or-a-mix-of-both"]], "Do not use weak scalar logic in functions": [[54, "do-not-use-weak-scalar-logic-in-functions"]], "NumPy scalars could be special": [[54, "numpy-scalars-could-be-special"]], "Handling conversion of scalars when unsafe": [[54, "handling-conversion-of-scalars-when-unsafe"]], "Allowing weakly typed arrays": [[54, "allowing-weakly-typed-arrays"]], "TODO": [[54, null]], "Keep using value-based logic for Python scalars": [[54, "keep-using-value-based-logic-for-python-scalars"]], "NEP 51 \u2014 Changing the representation of NumPy scalars": [[55, "nep-51-changing-the-representation-of-numpy-scalars"]], "Changes to arr.tofile()": [[55, "changes-to-arr-tofile"]], "Effects on masked arrays and records": [[55, "effects-on-masked-arrays-and-records"]], "Details about longdouble and clongdouble": [[55, "details-about-longdouble-and-clongdouble"]], "Integer scalar type name and instance representation": [[55, "integer-scalar-type-name-and-instance-representation"]], "Non-finite values": [[55, "non-finite-values"]], "Alternatives for the new get_formatter()": [[55, "alternatives-for-the-new-get-formatter"]], "NEP 52 \u2014 Python API cleanup for NumPy 2.0": [[56, "nep-52-python-api-cleanup-for-numpy-2-0"]], "Cleaning up the main namespace": [[56, "cleaning-up-the-main-namespace"]], "Cleaning up the submodule structure": [[56, "cleaning-up-the-submodule-structure"]], "Reducing the number of ways to select dtypes": [[56, "reducing-the-number-of-ways-to-select-dtypes"]], "Cleaning up the niche methods on numpy.ndarray": [[56, "cleaning-up-the-niche-methods-on-numpy-ndarray"]], "API changes considered and rejected": [[56, "api-changes-considered-and-rejected"]], "NEP 53 \u2014 Evolving the NumPy C-API for NumPy 2.0": [[57, "nep-53-evolving-the-numpy-c-api-for-numpy-2-0"]], "Adding state is out of scope": [[57, "adding-state-is-out-of-scope"]], "Backwards compatible builds": [[57, "backwards-compatible-builds"]], "Breaking the C-API and changing the ABI": [[57, "breaking-the-c-api-and-changing-the-abi"]], "Impact on Cython users": [[57, "impact-on-cython-users"]], "End-user and packaging impact": [[57, "end-user-and-packaging-impact"]], "Some new API can be backported": [[57, "some-new-api-can-be-backported"]], "NumPy 2 compatibility and API table changes": [[57, "numpy-2-compatibility-and-api-table-changes"]], "NEP 54 \u2014 SIMD infrastructure evolution: adopting Google Highway when moving to C++?": [[58, "nep-54-simd-infrastructure-evolution-adopting-google-highway-when-moving-to-c"]], "Motivation and Scope": [[58, "motivation-and-scope"]], "Usage and Impact": [[58, "usage-and-impact"]], "High-level considerations": [[58, "high-level-considerations"]], "Development effort and long-term maintainability": [[58, "development-effort-and-long-term-maintainability"]], "Migration strategy - can it be gradual?": [[58, "migration-strategy-can-it-be-gradual"]], "Highway policies for compiler and platform support": [[58, "highway-policies-for-compiler-and-platform-support"]], "Supported features/targets": [[58, "supported-features-targets"]], "Compilation strategy for multiple targets and runtime dispatching": [[58, "compilation-strategy-for-multiple-targets-and-runtime-dispatching"]], "C++ refactoring considerations": [[58, "c-refactoring-considerations"]], "The _simd unit testing module": [[58, "the-simd-unit-testing-module"]], "Math routines": [[58, "math-routines"]], "Supported and missing intrinsics": [[58, "supported-and-missing-intrinsics"]], "Related Work": [[58, "related-work"]], "References and Footnotes": [[58, "references-and-footnotes"]], "NEP 55 \u2014 Add a UTF-8 variable-width string DType to NumPy": [[59, "nep-55-add-a-utf-8-variable-width-string-dtype-to-numpy"]], "History of string support in Numpy": [[59, "history-of-string-support-in-numpy"]], "Problems with fixed-width strings": [[59, "problems-with-fixed-width-strings"]], "Previous discussions": [[59, "previous-discussions"]], "Proposed work": [[59, "proposed-work"]], "Python API for StringDType": [[59, "python-api-for-stringdtype"]], "Missing Data Support": [[59, "missing-data-support"]], "NaN-like Sentinels": [[59, "nan-like-sentinels"]], "String Sentinels": [[59, "string-sentinels"]], "Other Sentinels": [[59, "other-sentinels"]], "Implications for DType Inference": [[59, "implications-for-dtype-inference"]], "Coercing non-strings": [[59, "coercing-non-strings"]], "Casts, ufunc support, and string manipulation functions": [[59, "casts-ufunc-support-and-string-manipulation-functions"]], "np.strings namespace": [[59, "np-strings-namespace"]], "C API for StringDType": [[59, "c-api-for-stringdtype"]], "The PyArray_StringDType and PyArray_StringDTypeObject structs": [[59, "the-pyarray-stringdtype-and-pyarray-stringdtypeobject-structs"]], "String and Allocator Types": [[59, "string-and-allocator-types"]], "New C API Functions": [[59, "new-c-api-functions"]], "Acquiring and Releasing Allocators": [[59, "acquiring-and-releasing-allocators"]], "Packing and Loading Strings": [[59, "packing-and-loading-strings"]], "Example C API Usage": [[59, "example-c-api-usage"]], "Loading a String": [[59, "loading-a-string"]], "Packing a String": [[59, "packing-a-string"]], "Cython Support and the Buffer Protocol": [[59, "cython-support-and-the-buffer-protocol"]], "Memory Layout and Managing Heap Allocations": [[59, "memory-layout-and-managing-heap-allocations"]], "Memory Layout and Small String Optimization": [[59, "memory-layout-and-small-string-optimization"]], "Arena Allocator": [[59, "arena-allocator"]], "Mutation and Thread Safety": [[59, "mutation-and-thread-safety"]], "Freeing Strings": [[59, "freeing-strings"]], "Memory Layout Examples": [[59, "memory-layout-examples"]], "Empty Strings and Missing Data": [[59, "empty-strings-and-missing-data"]], "NEP 56 \u2014 Array API standard support in NumPy\u2019s main namespace": [[60, "nep-56-array-api-standard-support-in-numpy-s-main-namespace"]], "Adapting to the changes & tooling support": [[60, "adapting-to-the-changes-tooling-support"]], "device support": [[60, "device-support"]], "isdtype": [[60, "isdtype"]], "copy keyword semantics": [[60, "copy-keyword-semantics"]], "New function name aliases": [[60, "new-function-name-aliases"]], "New keywords with overlapping semantics": [[60, "new-keywords-with-overlapping-semantics"]], "New unique_* functions": [[60, "new-unique-functions"]], "np.bool addition": [[60, "np-bool-addition"]], "Parts of the standard that are not adopted": [[60, "parts-of-the-standard-that-are-not-adopted"]], "NEP X \u2014 Template and instructions": [[61, "nep-x-template-and-instructions"]], "Open NEPs (under consideration)": [[62, "open-neps-under-consideration"]], "Provisional NEPs (provisionally accepted; interface may change)": [[63, "provisional-neps-provisionally-accepted-interface-may-change"]], "Rejected and Withdrawn NEPs": [[64, "rejected-and-withdrawn-neps"]], "NumPy roadmap": [[65, "numpy-roadmap"]], "Interoperability": [[65, "interoperability"]], "Documentation and website": [[65, "documentation-and-website"]], "User experience": [[65, "user-experience"]], "Type annotations": [[65, "type-annotations"]], "Platform support": [[65, "platform-support"]], "Further consistency fixes to promotion and scalar logic": [[65, "further-consistency-fixes-to-promotion-and-scalar-logic"]], "Support for free-threaded CPython": [[65, "support-for-free-threaded-cpython"]], "Binary size reduction": [[65, "binary-size-reduction"]], "Support use of CPython\u2019s limited C API": [[65, "support-use-of-cpython-s-limited-c-api"]], "Create a header-only package for NumPy": [[65, "create-a-header-only-package-for-numpy"]], 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