From a670386e198ecdfc4c5443f6c568c234da9bcbe1 Mon Sep 17 00:00:00 2001 From: Open Risk Date: Mon, 21 Feb 2022 15:13:32 +0100 Subject: [PATCH] Release 0.5.0 --- CHANGELOG.rst | 6 + README.md | 2 +- datasets/synthetic_data10.csv | 14104 +++++++++++++--- docs/source/conf.py | 12 +- docs/source/description.rst | 6 +- docs/source/examples.rst | 2 + docs/source/getting_started.rst | 2 +- docs/source/index.rst | 9 +- docs/source/preprocessing.rst | 2 +- docs/source/roadmap.rst | 26 +- examples/python/adjust_nr_state.py | 2 +- examples/python/characterize_datasets.py | 9 +- examples/python/compare_estimators.py | 2 +- examples/python/credit_curves.py | 4 +- examples/python/data_cleaning_example.py | 2 +- examples/python/deterministic_paths.py | 2 +- .../python/empirical_transition_matrix.py | 2 +- examples/python/estimate_matrix.py | 2 +- examples/python/fix_multiperiod_matrix.py | 2 +- .../python/generate_full_multiperiod_set.py | 2 +- examples/python/generate_synthetic_data.py | 2 +- examples/python/generate_visuals.py | 2 +- examples/python/matrix_from_cohort_data.py | 17 +- examples/python/matrix_from_duration_data.py | 5 +- examples/python/matrix_lendingclub.py | 2 +- examples/python/matrix_operations.py | 2 +- examples/python/matrix_set_lendingclub.py | 2 +- examples/python/matrix_set_operations.py | 2 +- examples/python/state_space_operations.py | 2 +- run_examples.py | 10 +- setup.py | 17 +- test.py | 2 +- tests/test_cohort_estimator.py | 2 +- tests/test_datasets.py | 2 +- tests/test_duration_estimator.py | 2 +- tests/test_model.py | 2 +- tests/test_nr_transform.py | 2 +- tests/test_roundtrip.py | 2 +- tests/test_state_space.py | 2 +- tests/test_utils.py | 2 +- transitionMatrix/__init__.py | 2 +- transitionMatrix/creditratings/creditcurve.py | 4 +- .../creditratings/creditsystems.py | 2 +- transitionMatrix/creditratings/predefined.py | 2 +- transitionMatrix/estimators/__init__.py | 2 +- .../estimators/aalen_johansen_estimator.py | 2 +- .../estimators/cohort_estimator.py | 2 +- .../estimators/kaplan_meier_estimator.py | 2 +- .../estimators/simple_estimator.py | 2 +- .../generators/dataset_generators.py | 2 +- transitionMatrix/model.py | 9 +- transitionMatrix/statespaces/statespace.py | 2 +- transitionMatrix/utils/__init__.py | 2 +- transitionMatrix/utils/converters.py | 2 +- transitionMatrix/utils/preprocessing.py | 2 +- 55 files changed, 11996 insertions(+), 2324 deletions(-) diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 7222f44..be3166b 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -3,6 +3,12 @@ ChangeLog PLEASE NOTE THAT THE API OF TRANSITION MATRIX IS STILL UNSTABLE AS MORE USE CASES / FEATURES ARE ADDED REGULARLY +v0.5.0 (21-02-2022) +------------------- +* Installation: + * Bump python dependency to 3.7 + * PyPI release update + v0.4.9 (04-05-2021) ------------------- diff --git a/README.md b/README.md index ffc8f43..c4aca8b 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ Key Information * Code Documentation: [Read The Docs](https://transitionmatrix.readthedocs.io/en/latest/index.html) * Mathematical Documentation: [Open Risk Manual](https://www.openriskmanual.org/wiki/Transition_Matrix) * Development website: [Github](https://github.com/open-risk/transitionMatrix) -* Project Chat: [Discourse](https://www.openriskcommons.org/c/open-source/transitionmatrix/15) +* Project Chat: [Open Risk Commons](https://www.openriskcommons.org/c/open-source/transitionmatrix/15) **NB: transitionMatrix is still in active development. If you encounter issues or have suggestions please raise them in our github repository or come discuss at our discourse server** diff --git a/datasets/synthetic_data10.csv b/datasets/synthetic_data10.csv index 9913dce..02c4565 100644 --- a/datasets/synthetic_data10.csv +++ b/datasets/synthetic_data10.csv @@ -1,2335 +1,12001 @@ ID,Time,State -0,2002-12-29,2 -1,2002-05-23,8 -2,1999-07-15,3 -3,1999-05-21,1 -4,2003-01-02,2 -5,2001-03-22,8 -6,2000-03-21,8 -7,1999-05-21,1 -8,1999-05-21,8 -9,1999-05-21,0 -10,2004-03-30,8 -11,1999-06-12,8 -12,1999-05-21,2 -13,2000-04-16,3 -13,2000-09-01,8 +0,1999-05-21,8 +1,1999-05-21,0 +2,1999-05-21,4 +3,1999-05-21,5 +4,1999-05-21,4 +5,1999-05-21,5 +6,1999-05-21,7 +7,1999-05-21,3 +8,1999-05-21,1 +9,1999-05-21,5 +10,1999-05-21,2 +11,1999-05-21,5 +12,1999-05-21,0 +13,1999-05-21,2 14,1999-05-21,8 15,1999-05-21,7 -16,2003-03-27,8 -17,1999-05-21,8 -18,1999-05-21,5 -19,1999-05-21,8 -20,2003-07-06,0 -21,1999-05-21,7 -22,1999-05-21,8 -23,2003-08-30,8 -24,2001-06-18,4 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+1994,2001-10-06,3 +1994,2003-01-19,2 +1994,2003-09-29,3 +1995,1999-06-11,7 +1995,2000-11-05,7 +1995,2001-10-28,7 +1995,2002-08-13,7 +1995,2003-08-29,7 +1996,2000-05-02,6 +1996,2000-11-13,6 +1996,2001-07-19,6 +1996,2002-06-24,6 +1996,2004-04-25,6 +1997,1999-09-14,1 +1997,2000-08-03,1 +1997,2001-05-30,1 +1997,2003-01-20,1 +1997,2003-12-29,1 +1998,1999-09-22,7 +1998,2000-09-19,7 +1998,2001-07-14,7 +1998,2002-11-06,7 +1998,2003-09-25,7 +1999,1999-09-14,8 +1999,2001-04-13,8 +1999,2001-06-30,8 +1999,2002-07-20,8 +1999,2003-11-30,8 diff --git a/docs/source/conf.py b/docs/source/conf.py index dca9d47..83c651b 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -17,13 +17,12 @@ sys.path.insert(0, os.path.abspath('../../')) - __version__ = '0.4.9' # -- Project information ----------------------------------------------------- project = 'transitionMatrix' -copyright = '2017-2021, Open Risk' +copyright = '2017-2022, Open Risk' author = 'Open Risk' # The short X.Y version @@ -45,6 +44,7 @@ 'sphinx.ext.autosummary', 'sphinx.ext.coverage', 'sphinx.ext.imgmath', + 'sphinx.ext.viewcode', 'sphinx.ext.autosectionlabel', 'sphinx.ext.githubpages', 'sphinx.ext.todo', @@ -91,7 +91,6 @@ # further. For a list of options available for each theme, see the # documentation. # -# html_theme_options = {} # html_theme_options = { # 'canonical_url': '', # 'analytics_id': '', @@ -104,18 +103,18 @@ # 'sticky_navigation': True, # 'navigation_depth': 4, # 'includehidden': True, +# 'vcs_pageview_mode': '', +# 'style_nav_header_background': 'white', +# 'analytics_anonymize_ip': True, # 'titles_only': False # } html_theme_options = { 'analytics_id': '', - # 'analytics_anonymize_ip': True, 'logo_only': True, 'display_version': True, 'prev_next_buttons_location': 'bottom', 'style_external_links': True, - # 'vcs_pageview_mode': '', - # 'style_nav_header_background': 'white', # Toc options 'collapse_navigation': True, 'sticky_navigation': True, @@ -123,6 +122,7 @@ 'includehidden': True, 'titles_only': False } + # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". diff --git a/docs/source/description.rst b/docs/source/description.rst index 283e562..3ef37c5 100644 --- a/docs/source/description.rst +++ b/docs/source/description.rst @@ -11,7 +11,7 @@ transitionMatrix is a pure Python powered library for the statistical analysis a * Development Website: `Github `_ * Code Documentation: `Read The Docs `_ * Mathematical Documentation: `Open Risk Manual `_ -* Chat: `Gitter `_ +* Chat: `Open Risk Commons `_ * Training: `Open Risk Academy `_ * Showcase: `Blog Posts `_ @@ -24,7 +24,7 @@ You can use transitionMatrix to: - **Characterise** transition matrices (identify their key properties) - **Visualize** event data and transition matrices - **Manipulate** transition matrices (derive generators, perform comparisons, stress transition rates etc.) -- Access standardized :ref:`Datasets` for testing +- Access standardized Datasets for testing - Extract and work with credit default curves (absorbing states) - Map credit ratings using mapping tables - More (still to be documented :-) @@ -55,8 +55,6 @@ Dependencies From PyPI ------------- -.. Todo:: PyPI might not have the latest code - .. code:: bash pip3 install transitionMatrix diff --git a/docs/source/examples.rst b/docs/source/examples.rst index 1954f51..d77e7cb 100644 --- a/docs/source/examples.rst +++ b/docs/source/examples.rst @@ -30,3 +30,5 @@ Jupyter Notebooks Open Risk Academy Scripts ------------------------------------------- + +Additional examples are available in the Open Risk Academy course `Analysis of Credit Migration using Python TransitionMatrix `_. The scripts developed in the course are `available here `_ diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index e53b317..c498d48 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -10,7 +10,7 @@ The transitionMatrix package includes several components (organized in sub-packa The library is structured in a modular way: users may mix and match the various components to meet their own needs. The main workflow can be captured in the standard pre-processing, modelling and post-processing stages: -- :ref:`pre-processing` stage +- :ref:`preprocessing` stage - :ref:`estimation` stage - :ref:`post-processing` stage diff --git a/docs/source/index.rst b/docs/source/index.rst index 82b2693..d9e73da 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -1,7 +1,7 @@ -.. transitionMatrix documentation master file, created by sphinx-quickstart on Thu May 3 17:51:16 2018. +.. transitionMatrix documentation master file -About transitionMatrix -====================== +transitionMatrix Documentation +=============================== .. image:: ../../examples/overview.png @@ -9,8 +9,7 @@ transitionMatrix is a pure Python powered library for the statistical analysis a Use cases include applications in finance (for example credit rating transitions), IT (system state event logs) and more. -**NB: transitionMatrix is still in alpha release / active development. If you encounter issues please raise them in our -github repository** +**NB: transitionMatrix is still in alpha release / active development. If you encounter issues please raise them in our github repository** .. toctree:: :maxdepth: 2 diff --git a/docs/source/preprocessing.rst b/docs/source/preprocessing.rst index 0c1ce5c..85ccce8 100644 --- a/docs/source/preprocessing.rst +++ b/docs/source/preprocessing.rst @@ -1,4 +1,4 @@ -Pre-processing +Preprocessing =================== The preprocessing stage includes preparatory steps leading up to the matrix :ref:`Estimation` to produce a transition matrix (or matrix set). diff --git a/docs/source/roadmap.rst b/docs/source/roadmap.rst index a697cf7..f417035 100644 --- a/docs/source/roadmap.rst +++ b/docs/source/roadmap.rst @@ -5,6 +5,8 @@ transitionMatrix is an ongoing project. Several significant extensions are alrea You are welcome to contribute to the development of transitionMatrix by creating Issues or Pull Requests on the github repository. Feature requests, bug reports and any other issues are welcome to log at the `Github Repository `_ +Discussing general usage of the library is `happening here `_ + 0.5 -------------------------- @@ -23,35 +25,35 @@ Todo List A list of todo items, no triaging / prioritisation implied Core Architecture and API -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Introduce exceptions / error handling throughout - Solve numpy.matrix deprecation (implement equivalent API in terms of ndarray) - Complete testing framework Input Data Preprocessing -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Handing of markov chain transition formats (single entity) - Native handling of Wide Data Formats (concrete data sets missing) - Generalize cohorting algorithm to user specified function Reference Data -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Additional credit rating scales (e.g short term ratings) - Integration with credit rating ontology Transition Matrix Analysis Functionality -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Further validation and characterisation of transition matrices (mobility indexes) - Generate random matrix subject to constraints - Fixing common problems encountered by empirically estimated transition matrices Statistical Analysis Functionality -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Aalen Johansen Estimator - Covariance calculation @@ -66,13 +68,13 @@ Statistical Analysis Functionality State Space package -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Multiple absorbing states (competing risks) - Automated coarsening of states (merging of similar) Credit Rating Related -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Import data defined according to CRO ontology - Absorbing State Identification, Competing Risks - Compute hazard rates @@ -80,29 +82,29 @@ Credit Rating Related Utilities -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Continuous time data generation from arbitrary chain Further Refactoring of packages -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Introduce visualization objects / API Performance / Big data -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Handling very large data sets, moving away from in-memory processing Documentation -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Sphinx documentation (complete) - Expand the jupyter notebook collection to (at least) match the standalone scripts Releases / Distribution -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +--------------------------------------------------- - Adopt regular github/PyPI release schedule - Conda distribution diff --git a/examples/python/adjust_nr_state.py b/examples/python/adjust_nr_state.py index b0ca743..401a592 100644 --- a/examples/python/adjust_nr_state.py +++ b/examples/python/adjust_nr_state.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/characterize_datasets.py b/examples/python/characterize_datasets.py index 24f4b2e..dddcc57 100644 --- a/examples/python/characterize_datasets.py +++ b/examples/python/characterize_datasets.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -17,12 +17,11 @@ """ -import pandas as pd import pprint as pp -import transitionMatrix as tm + +import pandas as pd + from transitionMatrix import source_path -from transitionMatrix.creditratings.predefined import SP02, SP02NR -from transitionMatrix.utils import print_matrix from transitionMatrix.utils import transitions_summary dataset_path = source_path + "datasets/" diff --git a/examples/python/compare_estimators.py b/examples/python/compare_estimators.py index 7cb327c..3303248 100644 --- a/examples/python/compare_estimators.py +++ b/examples/python/compare_estimators.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/credit_curves.py b/examples/python/credit_curves.py index 18d9639..8e10755 100644 --- a/examples/python/credit_curves.py +++ b/examples/python/credit_curves.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -28,7 +28,7 @@ print("> Load the generic transition matrix") M = tm.TransitionMatrix(values=Generic) # Lets take a look at the values -M.print() +M.print_matrix() M.validate() # The size of the rating scale diff --git a/examples/python/data_cleaning_example.py b/examples/python/data_cleaning_example.py index 92c50fb..5a5b92d 100644 --- a/examples/python/data_cleaning_example.py +++ b/examples/python/data_cleaning_example.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/deterministic_paths.py b/examples/python/deterministic_paths.py index 36ac314..3f8d8e0 100644 --- a/examples/python/deterministic_paths.py +++ b/examples/python/deterministic_paths.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/empirical_transition_matrix.py b/examples/python/empirical_transition_matrix.py index b374a80..61c92ac 100644 --- a/examples/python/empirical_transition_matrix.py +++ b/examples/python/empirical_transition_matrix.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/estimate_matrix.py b/examples/python/estimate_matrix.py index 287cddd..df2713f 100644 --- a/examples/python/estimate_matrix.py +++ b/examples/python/estimate_matrix.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/fix_multiperiod_matrix.py b/examples/python/fix_multiperiod_matrix.py index ba3ab9f..ec52881 100644 --- a/examples/python/fix_multiperiod_matrix.py +++ b/examples/python/fix_multiperiod_matrix.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/generate_full_multiperiod_set.py b/examples/python/generate_full_multiperiod_set.py index 268518f..9f738ab 100644 --- a/examples/python/generate_full_multiperiod_set.py +++ b/examples/python/generate_full_multiperiod_set.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/generate_synthetic_data.py b/examples/python/generate_synthetic_data.py index a260123..e28fca2 100644 --- a/examples/python/generate_synthetic_data.py +++ b/examples/python/generate_synthetic_data.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/generate_visuals.py b/examples/python/generate_visuals.py index cd77482..c451cfa 100644 --- a/examples/python/generate_visuals.py +++ b/examples/python/generate_visuals.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/matrix_from_cohort_data.py b/examples/python/matrix_from_cohort_data.py index 19c2dce..3576cdd 100644 --- a/examples/python/matrix_from_cohort_data.py +++ b/examples/python/matrix_from_cohort_data.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -25,7 +25,7 @@ from transitionMatrix import source_path from transitionMatrix.estimators import cohort_estimator as es from transitionMatrix.creditratings.creditsystems import Generic_SS -from transitionMatrix.utils.preprocessing import transitions_summary +from transitionMatrix.utils.preprocessing import transitions_summary, unique_timestamps dataset_path = source_path + "datasets/" @@ -34,7 +34,7 @@ # 2-> An IFRS 9 Style 3x3 Migration Matrix # 3-> The Simplest Absorbing Case (for validation) -example = 2 +example = 3 if example == 3: # Example 3: S&P Style Credit Rating Migration Matrix @@ -69,7 +69,8 @@ # compute confidence interval using goodman method at 95% confidence level print("> Cohort Estimator") print(80*'-') - myEstimator = es.CohortEstimator(states=myState, ci={'method': 'goodman', 'alpha': 0.05}) + cohort_bounds = unique_timestamps(sorted_data) + myEstimator = es.CohortEstimator(states=myState, cohort_bounds=cohort_bounds, ci={'method': 'goodman', 'alpha': 0.05}) result = myEstimator.fit(sorted_data) # Print confidence intervals @@ -109,7 +110,8 @@ # Estimate matrices using method of choice # compute confidence interval using goodman method at 95% confidence level print(">>> Step 3: Estimation") - myEstimator = es.CohortEstimator(states=myState, ci={'method': 'goodman', 'alpha': 0.05}) + cohort_bounds = unique_timestamps(sorted_data) + myEstimator = es.CohortEstimator(states=myState, cohort_bounds=cohort_bounds, ci={'method': 'goodman', 'alpha': 0.05}) # myMatrix = matrix.CohortEstimator(states=myState) result = myEstimator.fit(sorted_data) myEstimator.summary() @@ -133,7 +135,8 @@ print(80 * '-') print('State Space Validation:') print(myState.validate_dataset(dataset=sorted_data)) - myEstimator = es.CohortEstimator(states=myState, ci={'method': 'goodman', 'alpha': 0.05}) + cohort_bounds = unique_timestamps(sorted_data) + myEstimator = es.CohortEstimator(states=myState, cohort_bounds=cohort_bounds, ci={'method': 'goodman', 'alpha': 0.05}) result = myEstimator.fit(sorted_data) myMatrixSet = tm.TransitionMatrixSet(values=result, temporal_type='Incremental') print(80 * '-') @@ -141,7 +144,7 @@ myEstimator.print(select='Counts') print(80 * '-') print('Sample Estimated Matrix (Frequency Format, Period 3):') - myEstimator.print_matrix(select='Frequencies', period=3) + myEstimator.print(select='Frequencies', period=3) def main(): diff --git a/examples/python/matrix_from_duration_data.py b/examples/python/matrix_from_duration_data.py index 5ddf63d..a05488c 100644 --- a/examples/python/matrix_from_duration_data.py +++ b/examples/python/matrix_from_duration_data.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -25,6 +25,7 @@ from transitionMatrix import source_path from transitionMatrix.estimators import cohort_estimator as es from transitionMatrix.utils.converters import datetime_to_float +from transitionMatrix.utils.preprocessing import unique_timestamps dataset_path = source_path + "datasets/" @@ -33,7 +34,7 @@ # 2-> A full example with a 2x2 matrix # 3-> A full example with a 8x8 matrix -example = 4 +example = 1 if example == 1: diff --git a/examples/python/matrix_lendingclub.py b/examples/python/matrix_lendingclub.py index b86ccf4..89f36e1 100644 --- a/examples/python/matrix_lendingclub.py +++ b/examples/python/matrix_lendingclub.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/matrix_operations.py b/examples/python/matrix_operations.py index c434761..1fc1df6 100644 --- a/examples/python/matrix_operations.py +++ b/examples/python/matrix_operations.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/matrix_set_lendingclub.py b/examples/python/matrix_set_lendingclub.py index 02fe627..8b666c0 100644 --- a/examples/python/matrix_set_lendingclub.py +++ b/examples/python/matrix_set_lendingclub.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/matrix_set_operations.py b/examples/python/matrix_set_operations.py index 0919b7f..7b29192 100644 --- a/examples/python/matrix_set_operations.py +++ b/examples/python/matrix_set_operations.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/examples/python/state_space_operations.py b/examples/python/state_space_operations.py index 01999c3..2ed98fa 100644 --- a/examples/python/state_space_operations.py +++ b/examples/python/state_space_operations.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/run_examples.py b/run_examples.py index e747589..d66487b 100644 --- a/run_examples.py +++ b/run_examples.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -13,7 +13,7 @@ # limitations under the License. -""" Run all examples for a high-level test that everything is working with the current version +""" Run all examples for a high-level test that everything is working with the current version of the library """ @@ -22,8 +22,10 @@ examples_path = os.path.join("examples", "python") filelist = ['adjust_nr_state', 'credit_curves', 'empirical_transition_matrix', 'fix_multiperiod_matrix', 'generate_synthetic_data', - 'generate_visuals', 'matrix_from_cohort_data', 'matrix_from_duration_data', - 'matrix_lendingclub', 'matrix_set_lendingclub', 'matrix_operations', 'matrix_set_operations'] + 'generate_visuals', 'matrix_from_cohort_data', 'matrix_operations', 'matrix_set_operations'] + +# TODO additional examples +# 'matrix_from_duration_data', 'matrix_lendingclub', 'matrix_set_lendingclub', if __name__ == '__main__': diff --git a/setup.py b/setup.py index 5905968..d9ce621 100644 --- a/setup.py +++ b/setup.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -17,7 +17,7 @@ from setuptools import setup -__version__ = '0.4.7' +__version__ = '0.5.0' ver = __version__ @@ -27,15 +27,10 @@ version=ver, description='A Python powered library for statistical analysis and visualization of state transition phenomena', long_description=long_descr, + long_description_content_type='text/x-rst', author='Open Risk', author_email='info@openrisk.eu', - packages=['transitionMatrix', 'transitionMatrix.estimators', 'transitionMatrix.utils', - #'tests', - #'transitionMatrix.thresholds', - #'transitionMatrix.portfolio_model_lib', - #'datasets', - #'examples.python' - ], + packages=['transitionMatrix', 'transitionMatrix.estimators', 'transitionMatrix.utils', 'datasets', 'examples.python'], include_package_data=True, url='https://github.com/open-risk/transitionMatrix', install_requires=[ @@ -56,9 +51,7 @@ 'License :: OSI Approved :: Apache Software License', 'Operating System :: OS Independent', 'Programming Language :: Python :: 3 :: Only', - 'Programming Language :: Python :: 3.3', - 'Programming Language :: Python :: 3.4', - 'Programming Language :: Python :: 3.5', + 'Programming Language :: Python :: 3.7', 'Topic :: Scientific/Engineering', 'Topic :: Scientific/Engineering :: Information Analysis' ] diff --git a/test.py b/test.py index bbc891b..25bf4ca 100644 --- a/test.py +++ b/test.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_cohort_estimator.py b/tests/test_cohort_estimator.py index 79eed61..730c644 100644 --- a/tests/test_cohort_estimator.py +++ b/tests/test_cohort_estimator.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_datasets.py b/tests/test_datasets.py index 4ca8376..88f48a4 100644 --- a/tests/test_datasets.py +++ b/tests/test_datasets.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_duration_estimator.py b/tests/test_duration_estimator.py index 1bc419b..c4637fe 100644 --- a/tests/test_duration_estimator.py +++ b/tests/test_duration_estimator.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_model.py b/tests/test_model.py index 26ace36..2fcf991 100644 --- a/tests/test_model.py +++ b/tests/test_model.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_nr_transform.py b/tests/test_nr_transform.py index 045fd11..c7ce35c 100644 --- a/tests/test_nr_transform.py +++ b/tests/test_nr_transform.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_roundtrip.py b/tests/test_roundtrip.py index f010438..ea1548c 100644 --- a/tests/test_roundtrip.py +++ b/tests/test_roundtrip.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_state_space.py b/tests/test_state_space.py index c4105cb..881b49b 100644 --- a/tests/test_state_space.py +++ b/tests/test_state_space.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/tests/test_utils.py b/tests/test_utils.py index a6ef9f7..8d3f545 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/__init__.py b/transitionMatrix/__init__.py index f107217..34a6e42 100644 --- a/transitionMatrix/__init__.py +++ b/transitionMatrix/__init__.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/creditratings/creditcurve.py b/transitionMatrix/creditratings/creditcurve.py index 69346d0..3055e32 100644 --- a/transitionMatrix/creditratings/creditcurve.py +++ b/transitionMatrix/creditratings/creditcurve.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -90,7 +90,7 @@ def to_csv(self, file): """ q = pd.DataFrame(self) - q.to_csv(file, index=None) + q.to_csv(file, index=False) def to_html(self, file=None): html_table = pd.DataFrame(self).to_html() diff --git a/transitionMatrix/creditratings/creditsystems.py b/transitionMatrix/creditratings/creditsystems.py index 66eeea1..a2b649e 100644 --- a/transitionMatrix/creditratings/creditsystems.py +++ b/transitionMatrix/creditratings/creditsystems.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/creditratings/predefined.py b/transitionMatrix/creditratings/predefined.py index 0453466..3c38b8e 100644 --- a/transitionMatrix/creditratings/predefined.py +++ b/transitionMatrix/creditratings/predefined.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/estimators/__init__.py b/transitionMatrix/estimators/__init__.py index 114d2aa..2477e17 100644 --- a/transitionMatrix/estimators/__init__.py +++ b/transitionMatrix/estimators/__init__.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/estimators/aalen_johansen_estimator.py b/transitionMatrix/estimators/aalen_johansen_estimator.py index 0afcf40..ba5adf7 100644 --- a/transitionMatrix/estimators/aalen_johansen_estimator.py +++ b/transitionMatrix/estimators/aalen_johansen_estimator.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/estimators/cohort_estimator.py b/transitionMatrix/estimators/cohort_estimator.py index 3516589..86b2d89 100644 --- a/transitionMatrix/estimators/cohort_estimator.py +++ b/transitionMatrix/estimators/cohort_estimator.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/estimators/kaplan_meier_estimator.py b/transitionMatrix/estimators/kaplan_meier_estimator.py index 5b1db4a..cd2be93 100644 --- a/transitionMatrix/estimators/kaplan_meier_estimator.py +++ b/transitionMatrix/estimators/kaplan_meier_estimator.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/estimators/simple_estimator.py b/transitionMatrix/estimators/simple_estimator.py index 2b06e06..861ff1b 100644 --- a/transitionMatrix/estimators/simple_estimator.py +++ b/transitionMatrix/estimators/simple_estimator.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/generators/dataset_generators.py b/transitionMatrix/generators/dataset_generators.py index 50d0fe3..0be2fca 100644 --- a/transitionMatrix/generators/dataset_generators.py +++ b/transitionMatrix/generators/dataset_generators.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/model.py b/transitionMatrix/model.py index 49f3c1a..f0caef9 100644 --- a/transitionMatrix/model.py +++ b/transitionMatrix/model.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of @@ -21,13 +21,14 @@ """ import json -import numpy as np import os + +import numpy as np import pandas as pd +from scipy.linalg import logm, expm + import transitionMatrix as tm from transitionMatrix.creditratings.creditcurve import CreditCurve -from transitionMatrix.statespaces.statespace import StateSpace -from scipy.linalg import logm, expm def matrix_exponent(generator, t=1.0): diff --git a/transitionMatrix/statespaces/statespace.py b/transitionMatrix/statespaces/statespace.py index c3d90d1..5695ed0 100644 --- a/transitionMatrix/statespaces/statespace.py +++ b/transitionMatrix/statespaces/statespace.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/utils/__init__.py b/transitionMatrix/utils/__init__.py index 3f90813..0972d93 100644 --- a/transitionMatrix/utils/__init__.py +++ b/transitionMatrix/utils/__init__.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/utils/converters.py b/transitionMatrix/utils/converters.py index c74005e..94935d1 100644 --- a/transitionMatrix/utils/converters.py +++ b/transitionMatrix/utils/converters.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk (https://www.openriskmanagement.com) +# (c) 2017-2022 Open Risk (https://www.openriskmanagement.com) # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of diff --git a/transitionMatrix/utils/preprocessing.py b/transitionMatrix/utils/preprocessing.py index 26e3dd9..220d2dc 100644 --- a/transitionMatrix/utils/preprocessing.py +++ b/transitionMatrix/utils/preprocessing.py @@ -1,6 +1,6 @@ # encoding: utf-8 -# (c) 2017-2021 Open Risk, all rights reserved +# (c) 2017-2022 Open Risk, all rights reserved # # TransitionMatrix is licensed under the Apache 2.0 license a copy of which is included # in the source distribution of TransitionMatrix. This is notwithstanding any licenses of