diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..ad6e305 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,198 @@ +# Changelog + +All notable changes to this project will be documented in this file. + +The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/) +and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.html). + + +## Unreleased + +[Compare with latest](https://github.com/PythonPredictions/cobra/compare/v1.1.0...HEAD) + +### Added + +- Addapt requirements to scikit-learn>=1.2.0 and Change tests for newer sklearn ([2d610d7](https://github.com/PythonPredictions/cobra/commit/2d610d7af407d07ef057024b7c4efc4900106e63) by Patrick Leonardy). +- Add: automatic seach for cont/discont variables ([bf3967e](https://github.com/PythonPredictions/cobra/commit/bf3967ebfb37782a18004902a4f545f69374e835) by Patrick Leonardy). +- Add new line at end of file, Format with black ([8820580](https://github.com/PythonPredictions/cobra/commit/88205803549a72d288c106570a3646efff455e45) by Patrick Leonardy). +- added type hint for test_col_id ([a9c21ca](https://github.com/PythonPredictions/cobra/commit/a9c21caa12c7a5afda01f22b1c16ac2d3e30a927) by Patrick Leonardy). +- added example 4 categorical in test_drops_columns_containing_only_nan ([d598002](https://github.com/PythonPredictions/cobra/commit/d598002c9bed1d430cb99a539c8ee7158d9d2b1c) by Patrick Leonardy). +- Added drop of columns containing only NANs ([2ac2a3d](https://github.com/PythonPredictions/cobra/commit/2ac2a3d507963292a00bfdb8a615cb3074c300de) by Patrick Leonardy). + +### Fixed + +- fix: dev: #154 Invoke: fixed nb task for Windows systems ([50ba7e2](https://github.com/PythonPredictions/cobra/commit/50ba7e2c47f36d526403acd4b908e712e483b2e9) by Pietro D'Antuono). +- fix: dev: Minor fix #154 ([ef891b3](https://github.com/PythonPredictions/cobra/commit/ef891b3b02747a1317080e51622d87d60f29ba53) by Pietro D'Antuono). +- fix: dev: Fixed inv test command on Windows machines #154. ([7aecf53](https://github.com/PythonPredictions/cobra/commit/7aecf53fc6344dc43b8d090c55f08510e634a6f8) by Pietro D'Antuono). +- fix: dev: Fixed inv test command on Windows machines. ([5e4109a](https://github.com/PythonPredictions/cobra/commit/5e4109aa16a18132454e3b115d180b47450b9d63) by Pietro D'Antuono). +- Fix typos in preprocessor ([e838cea](https://github.com/PythonPredictions/cobra/commit/e838cea251178da89ea72b9e9366ccc83ad7714e) by Patrick Leonardy). +- fix: mutable objects copied locally ([3759dc8](https://github.com/PythonPredictions/cobra/commit/3759dc82a54c203a647151ea609dbe2d5a1c0587) by ZlaTanskY). +- fix failing tests ([83b194b](https://github.com/PythonPredictions/cobra/commit/83b194b0cf5dc14d6339bf9a2befd24b6aa310ef) by sborms). + +### Changed + +- change method name in test ([c1e2725](https://github.com/PythonPredictions/cobra/commit/c1e2725b3ce040e95d5d6a8150389e0d5cc1e2ba) by Patrick Leonardy). +- Change to the behavior if no id_col_name is given ([58afbfa](https://github.com/PythonPredictions/cobra/commit/58afbfabc4fb7ecb413c1ef340dc4599e8ea9a37) by Patrick Leonardy). + + +## [v1.1.0](https://github.com/PythonPredictions/cobra/releases/tag/v1.1.0) - 2021-10-05 + +[Compare with v1.0.2](https://github.com/PythonPredictions/cobra/compare/v1.0.2...v1.1.0) + +### Added + +- add comma ([14e5bf2](https://github.com/PythonPredictions/cobra/commit/14e5bf2c8b808ce059743f783fd001b3683b73ef) by sborms). +- add __version__ string ([51f2285](https://github.com/PythonPredictions/cobra/commit/51f228532f5d76b37b1b779e0eba61550af8351c) by sborms). +- additional explanations in docs ([183535c](https://github.com/PythonPredictions/cobra/commit/183535c4d769ee99723db8d846ad7a6600d65b77) by sborms). +- add cleaned unrun tutorials under new folder ([9e12942](https://github.com/PythonPredictions/cobra/commit/9e12942d25dc3a48008bda6d36dbf0b9bc528eca) by sborms). +- add self.model_type ([beaf97b](https://github.com/PythonPredictions/cobra/commit/beaf97b9206b4718320f12f04f96fdea0d3a7816) by sborms). +- add model_type functionality in PreProcessor class & tests ([07338fb](https://github.com/PythonPredictions/cobra/commit/07338fb213dd269abe104c12a6887c4dac0b6fb1) by sborms). +- added model_type parameter, different statistical test for regression models, included a simple test ([7f339fd](https://github.com/PythonPredictions/cobra/commit/7f339fde8590b0c9b7af6d282450b49a0914a1dd) by sborms). +- added pip build (#78) ([47c23b5](https://github.com/PythonPredictions/cobra/commit/47c23b5ba4db0dffbd0657519634adde7669a15e) by Jan Benisek). + +### Fixed + +- fix train-selection split ffs ([ffd852e](https://github.com/PythonPredictions/cobra/commit/ffd852e7dce70a472a17e283e4dadc6c8dfabf34) by sborms). +- fix raise ValueError optimal step ([834c869](https://github.com/PythonPredictions/cobra/commit/834c869a9024088aee1279c8d691bc214e85165a) by sborms). +- fix README ([c073418](https://github.com/PythonPredictions/cobra/commit/c0734186f4a809853bd008bb10bde30d36f0c7c0) by sborms). +- Fixed the showing of a warning with the formatting of ticks (which apparently is a known bug in the latest version) by ignoring warnings from matplotlib. I tried different things but this is the only thing that worked. ([137c00a](https://github.com/PythonPredictions/cobra/commit/137c00a2bca8629a040ff49505926413fb3b2f83) by hendrik.dewinter). +- fixed the legend warning in qqplot by adding labels to the plot elements ([a66c0ce](https://github.com/PythonPredictions/cobra/commit/a66c0ce3632879ba6b0f80ae546f2cc67b94cf25) by hendrik.dewinter). +- fix qq plot ([09e51c6](https://github.com/PythonPredictions/cobra/commit/09e51c601885133a52e28b4e297df4aa9b26cd3c) by sborms). +- Fix: model scoring did not work in the regression case (indexing error - linear regression model does not have TWO columns). ([ac522ea](https://github.com/PythonPredictions/cobra/commit/ac522eaaf81b7ff4cb8e2a4e101fff476e0a083b) by Sander Vanden Hautte). + +### Changed + +- change link logo ([a2bb0c1](https://github.com/PythonPredictions/cobra/commit/a2bb0c191191fe4af97801871621fa27e9a53879) by sborms). + +### Removed + +- removed junit (#72) ([ae6a746](https://github.com/PythonPredictions/cobra/commit/ae6a7460fc50b3429c6b57c2c911dbc2c0afd404) by Jan Benisek). + +## [v1.0.2](https://github.com/PythonPredictions/cobra/releases/tag/v1.0.2) - 2021-07-12 + +[Compare with v1.0.1](https://github.com/PythonPredictions/cobra/compare/v1.0.1...v1.0.2) + +### Added + +- Add logo & badges (#59) ([6ebe0a0](https://github.com/PythonPredictions/cobra/commit/6ebe0a081f8ecc1acbbe62f19ce816ca0fb3f83e) by Sam Borms). +- added status badge ([94020b3](https://github.com/PythonPredictions/cobra/commit/94020b3644a7884c4e7406b1b5471bbb96691ae7) by Jan Benisek). +- added back pylint ([22af742](https://github.com/PythonPredictions/cobra/commit/22af742a3f5d32413a08f0b96aae27580472dd12) by Jan Benisek). +- added CI action ([24a7293](https://github.com/PythonPredictions/cobra/commit/24a7293333812085e96759d434cf523e8dd41756) by JanBenisek). +- added link to wiki and move contribute guidelines ([1d550cd](https://github.com/PythonPredictions/cobra/commit/1d550cde2b304d2af1d89601ec355cc9f52dfaeb) by Jan Benisek). +- added .github with templates ([f72b9a5](https://github.com/PythonPredictions/cobra/commit/f72b9a563639f67f34d81ff5072c36245201ab8f) by JanBenisek). + +### Fixed + +- fix #37 set copy warning ([b1ccf74](https://github.com/PythonPredictions/cobra/commit/b1ccf74fef7fdcef3ca383bc1937f624797894bc) by Jan Beníšek). +- Fixes #39 - added warning ([6764bc6](https://github.com/PythonPredictions/cobra/commit/6764bc6140c4f1b59760404756f01e36bb98b87a) by JanBenisek). +- fix CI ([3550e16](https://github.com/PythonPredictions/cobra/commit/3550e167ff422a733639f2c09a1eec08ed15ac14) by Jan Benisek). +- fixes #39 by using inf ([b66a0c4](https://github.com/PythonPredictions/cobra/commit/b66a0c4a90a727ffc9041047fd8ca190ccc1a62a) by JanBenisek). +- fixed #40 - improved code, added unit test, removed mistake ([c12792b](https://github.com/PythonPredictions/cobra/commit/c12792b51d9aacf4f61c35119f916d41729edcc5) by JanBenisek). +- fixed #40 - improved code, added unit test ([428a37d](https://github.com/PythonPredictions/cobra/commit/428a37db36813a77c5155ad2e71d2657fe88bafb) by JanBenisek). +- fixed #40 by ignoring constants ([df87aca](https://github.com/PythonPredictions/cobra/commit/df87aca138881c151f44b877cc1d2528c67597e0) by JanBenisek). +- fixed link to wiki ([58d2e2b](https://github.com/PythonPredictions/cobra/commit/58d2e2bad39f8cba607dab1587ced4df5a090c62) by Jan Benisek). + +### Removed + +- remove .idea + add to .gitignore ([17c8c60](https://github.com/PythonPredictions/cobra/commit/17c8c6060ef15e91f21f1dd6c68c33004a1185d5) by sborms). +- removed pylint ([b80b1d3](https://github.com/PythonPredictions/cobra/commit/b80b1d3ecbb0325f3d89955b87d810b3f348cca3) by Jan Benisek). + +## [v1.0.1](https://github.com/PythonPredictions/cobra/releases/tag/v1.0.1) - 2020-12-22 + +[Compare with v1.0.0](https://github.com/PythonPredictions/cobra/compare/v1.0.0...v1.0.1) + +### Added + +- Added code for plotting PIGs (#23) ([002bc57](https://github.com/PythonPredictions/cobra/commit/002bc572190176e552349cbbf8a9dc927553235d) by Jan Benisek). +- Add LICENSE ([6afe41b](https://github.com/PythonPredictions/cobra/commit/6afe41b1c6c24f6676a2657e8ec8f98a8a042c5e) by Matthias). + +## [v1.0.0](https://github.com/PythonPredictions/cobra/releases/tag/v1.0.0) - 2020-06-26 + +[Compare with v0.0.1](https://github.com/PythonPredictions/cobra/compare/v0.0.1...v1.0.0) + +### Added + +- Add matthews correlation coeff as evaluation metric ([3865b36](https://github.com/PythonPredictions/cobra/commit/3865b36bbf9961fdc5b8682e93aa4b5c48fa3b9a) by Matthias Roels). +- Add additional unittest for TargetEncoder ([f2c71ed](https://github.com/PythonPredictions/cobra/commit/f2c71edc9922da31f96e18f7b55919e8c6d346a8) by Matthias Roels). +- Add option to save figure to plotting_utils ([581f7b4](https://github.com/PythonPredictions/cobra/commit/581f7b4daf753051465700c78bc4aca7410d4cd5) by Matthias Roels). +- Add documentation to evaluation module ([63b584a](https://github.com/PythonPredictions/cobra/commit/63b584ad0b5258348b12e68ef7e361b30bc20648) by Matthias Roels). +- Add cumulative gains metric to Evaluator ([ec1903a](https://github.com/PythonPredictions/cobra/commit/ec1903a60d15ea2e68d0e3ac4415dfcdb7282eb8) by Matthias Roels). +- Add Evaluator class ([0d4b157](https://github.com/PythonPredictions/cobra/commit/0d4b1571e4837b061542795043cf2861786490ca) by Matthias Roels). +- Add evaluation to setup.py ([2c47dd2](https://github.com/PythonPredictions/cobra/commit/2c47dd215168738a1b96c63a90300f215b899e8c) by Matthias Roels). +- Add plotting functions to evaluation module ([baf792f](https://github.com/PythonPredictions/cobra/commit/baf792f438ad4fc251897fa405f6b2cfeb84726a) by Matthias Roels). +- Add evaluation module with PIGs script ([234aba8](https://github.com/PythonPredictions/cobra/commit/234aba8551c03e05450a24ea8a50d5b56339e71f) by Matthias Roels). +- Add default args to univariate_selection ([3b65235](https://github.com/PythonPredictions/cobra/commit/3b6523585e8a690675e39cc3925dae8e7c400321) by Matthias Roels). +- Add docstrings to forward_selection.py ([e94f17d](https://github.com/PythonPredictions/cobra/commit/e94f17d809afb20ca49b9e4727de6b12db1e4768) by Matthias Roels). +- Add usage section to README ([fd2d3bc](https://github.com/PythonPredictions/cobra/commit/fd2d3bccbc97435136b83f9f71c44e942fce818e) by Matthias Roels). +- Add variable importance computation to models.py ([aaff470](https://github.com/PythonPredictions/cobra/commit/aaff470f24fc16b854b75d5659366e04012f409b) by Matthias Roels). +- Add functions to explore result of forward_selection ([f05f154](https://github.com/PythonPredictions/cobra/commit/f05f15479941b4f881d5b6fda81bbeb474b8b102) by Matthias Roels). +- Add convenience function to univariate selection ([4a5195c](https://github.com/PythonPredictions/cobra/commit/4a5195cc6028ab6a52f023fe34fa4e12358f6165) by Matthias Roels). +- Add forward_selection submodule to model_building module ([dc2b1ea](https://github.com/PythonPredictions/cobra/commit/dc2b1eaefd2f5f97629c1dd445e422ac2211051c) by Matthias Roels). +- Add model_building module ([ea4f3ef](https://github.com/PythonPredictions/cobra/commit/ea4f3eff4044acb1d9fb18c1cc917f2c3f571c0d) by Matthias Roels). +- Add PreProcessor class as facade for preprocessing ([5e4a06d](https://github.com/PythonPredictions/cobra/commit/5e4a06dbccbdf89253666469d20a64c977daf577) by Matthias Roels). +- Add fit_transform method to TargetEncoder ([cff611e](https://github.com/PythonPredictions/cobra/commit/cff611e74b4a761a3ebfb38fcf56b4e54d3c1ad7) by Matthias Roels). +- Add (de)serializers to CategoricalDataProcessor ([75eb75c](https://github.com/PythonPredictions/cobra/commit/75eb75c3a8d64cf935ddd9445f57e24320010b36) by Matthias Roels). +- Add additional log statement to target_encoder ([49b9227](https://github.com/PythonPredictions/cobra/commit/49b922781b4d26c444a5a8e086b4d6e5a8b70a0d) by Matthias Roels). +- Added forced category option to CategoricalDataProcessor ([77a4336](https://github.com/PythonPredictions/cobra/commit/77a43363e96e1aeca92462cb3a8fce24d6fb677a) by Matthias Roels). +- Add more unittests for KBinsDiscretizer ([447e7fa](https://github.com/PythonPredictions/cobra/commit/447e7fae280f2b97d7a1f3f51d2d338b1a034ede) by Matthias Roels). +- Add (de)serialization to KBinsDiscretizer ([4ffc7f0](https://github.com/PythonPredictions/cobra/commit/4ffc7f07b04bfaf55612e7813c0c6feaf9ea1018) by Matthias Roels). +- Add categorical regrouper ([20dc24b](https://github.com/PythonPredictions/cobra/commit/20dc24b66b37fca56c50ea33c4df693dedb0cf26) by JanBenisek). +- Add more docstrings to preprocessing module methods ([e596c12](https://github.com/PythonPredictions/cobra/commit/e596c12154aba6e10b806cc306a106bc01a9a712) by Matthias Roels). +- Add model building module ([67703d3](https://github.com/PythonPredictions/cobra/commit/67703d3d7cd6f310b1ca3acc83732217123e1efc) by Matthias Roels). +- Add matrics module to cobra ([dde17de](https://github.com/PythonPredictions/cobra/commit/dde17de1990fbdfd45da19d9ba49f06ef7ceb9a1) by Matthias Roels). +- added cobra_env ([72adaa3](https://github.com/PythonPredictions/cobra/commit/72adaa31f9e7760eae8fd1a2132ac232f2584532) by JanBenisek). +- Add unittests for all private methods of KBinsDiscretizer ([7f1a2b8](https://github.com/PythonPredictions/cobra/commit/7f1a2b893420046d94460870331544cbdebd646f) by Matthias Roels). +- Add a scripts module with a first example script ([0b89146](https://github.com/PythonPredictions/cobra/commit/0b89146e4811bd737e05f113ed9eb3563920dfa3) by Matthias Roels). +- Add TargetEncoder to preprocessing module ([41a79cb](https://github.com/PythonPredictions/cobra/commit/41a79cb308a1df46238b8bb8b596b009ac02178d) by Matthias Roels). +- Add KBinsDiscretizer to new preprocessing module ([b109798](https://github.com/PythonPredictions/cobra/commit/b109798f737a59991b7d6b9ae2ea5166438e1a68) by Matthias Roels). + +### Fixed + +- Fix bug in KBinsDiscretizer.set_attributes_from_dict ([8d8d553](https://github.com/PythonPredictions/cobra/commit/8d8d5534b04f0adfc9b199d06146b1c17af3b0e6) by Matthias Roels). +- Fix random state in models, bug fixing in evaluator ([9a5299a](https://github.com/PythonPredictions/cobra/commit/9a5299ac771ede3fc48d8c67110fd0b5c10abe46) by Matthias Roels). +- Fix typo in README ([69041d3](https://github.com/PythonPredictions/cobra/commit/69041d3da31b426cd2fa24b030587b69dd662720) by Matthias Roels). +- Fix a bug in univariate_selection.compute_univariate_preselection output ([b6dac15](https://github.com/PythonPredictions/cobra/commit/b6dac15cec4f810eb934ba38aef232b67ab1c222) by Matthias Roels). +- Fix a bug in KBinsDiscretizer.fit method ([31165d7](https://github.com/PythonPredictions/cobra/commit/31165d71dfa153c75b53e3397efe5c5cab067d5d) by Matthias Roels). +- Fix in unittest for CategoricalDataProcessor ([08eda64](https://github.com/PythonPredictions/cobra/commit/08eda64beefffd1a457ade8966687f215d03a5c3) by Matthias Roels). + +### Changed + +- Change datatype of Evaluator.scalar_metrics to pd.Series ([a68ef38](https://github.com/PythonPredictions/cobra/commit/a68ef3814a4c01c879ac6771e3f3dbd241494bc3) by Matthias Roels). +- Change color scheme in Evaluator plots ([748f681](https://github.com/PythonPredictions/cobra/commit/748f6819ce237e93b92ea26592bb07f4ddb8b8e0) by Matthias Roels). +- Change return type of Models.compute_variable_importance ([21cc7a7](https://github.com/PythonPredictions/cobra/commit/21cc7a735517bd549bb22fae276edab18bc73db7) by Matthias Roels). +- Change line endings to linux style in evaluation module ([746c99b](https://github.com/PythonPredictions/cobra/commit/746c99b7fac3528b1d1adf4932f020248395d7b6) by Matthias Roels). +- Change output of forward_selection.compute_model_performances ([e2635ae](https://github.com/PythonPredictions/cobra/commit/e2635aea2ff4d706d5344efb9bae81e4878918f8) by Matthias Roels). +- Change docstring format in univariate_selection.py ([946a500](https://github.com/PythonPredictions/cobra/commit/946a500718050ccefc77c242f7643fb17b641ae8) by Matthias Roels). +- Change API of PreProcessor for extra flexibility ([3e88237](https://github.com/PythonPredictions/cobra/commit/3e8823775a7ef678809a78474934015af388eca8) by Matthias Roels). +- Change logic of CategoricalDataProcessor ([6cc18a9](https://github.com/PythonPredictions/cobra/commit/6cc18a9d53a62e94463786d64d990724ad8f7817) by Matthias Roels). + +### Removed + +- Remove old refactored modules and extend utils.py ([8d87d32](https://github.com/PythonPredictions/cobra/commit/8d87d32f668c3c15064207ed519d9a0a0b3c1dd9) by Matthias Roels). +- Remove legacy code from repo as part of clean-up ([2872707](https://github.com/PythonPredictions/cobra/commit/287270711a285ee1fd2647b992f97ad661d044d5) by Matthias Roels). +- Remove metrics module which was put in the wrong branch ([03b5b4d](https://github.com/PythonPredictions/cobra/commit/03b5b4d3b957b0f3dd1b3f7699d9f29f497f8296) by Matthias Roels). + +## [v0.0.1](https://github.com/PythonPredictions/cobra/releases/tag/v0.0.1) - 2018-10-26 + +[Compare with first commit](https://github.com/PythonPredictions/cobra/compare/75694aeca596a4ee6cbf5e5e12259dd3e0fac9e7...v0.0.1) + +### Added + +- added intercept and verbosity ([e013647](https://github.com/PythonPredictions/cobra/commit/e01364768548e1539b0af812b8a3eba67ccc956e) by JanBenisek). +- added verbose option ([8920b41](https://github.com/PythonPredictions/cobra/commit/8920b411223baf41f745845603faef429e4228e9) by JanBenisek). +- Added summary, modified AUC plot ([5ce5f94](https://github.com/PythonPredictions/cobra/commit/5ce5f948b49647f05d623e9b9e2a66dc546294ee) by JanBenisek). + +### Fixed + +- FIX: attributes availability ([6122984](https://github.com/PythonPredictions/cobra/commit/6122984e913b257854807bd3fb339c588b576ec7) by JanBenisek). +- FIX: modeling_nsteps +1 ([94aa2fd](https://github.com/PythonPredictions/cobra/commit/94aa2fdf8c3e36513b8b41863ee416e0cee67ab0) by JanBenisek). +- FIX: Multuple lines in model output ([93cacbf](https://github.com/PythonPredictions/cobra/commit/93cacbf719cf5ed34075abeeb66e0ad338b91f78) by JanBenisek). +- FIX verbose ([9b9f5e8](https://github.com/PythonPredictions/cobra/commit/9b9f5e84ab210c59a1d69554c3ced93c657c8680) by JanBenisek). +- FIX: indendation ([e7cedf5](https://github.com/PythonPredictions/cobra/commit/e7cedf59b671f5fa10e45cc55f31017d79e95e05) by JanBenisek). +- FIX: incidence plot (handle missing) ([497ea60](https://github.com/PythonPredictions/cobra/commit/497ea605031150bdaa6568d412231e13e15d3227) by JanBenisek). +- FIX: import with missings ([c9e5bd7](https://github.com/PythonPredictions/cobra/commit/c9e5bd76ea653a8b87adc6182ae3f1e0bcf423a4) by JanBenisek). +- FIX: import regex ([22ef160](https://github.com/PythonPredictions/cobra/commit/22ef16003ccbe78dc175687f5e389fd42b924a9f) by JanBenisek). +- FIX: small patches for plots ([489efc5](https://github.com/PythonPredictions/cobra/commit/489efc5505cc85691688bd32ed92146c60a2771d) by JanBenisek). +- FIX: No models with positive coefs ([4cb33b6](https://github.com/PythonPredictions/cobra/commit/4cb33b6cb1a5408b379839d7d1bf9b9c487d7b51) by JanBenisek). +- fixed FS, plots, usability ([4827c60](https://github.com/PythonPredictions/cobra/commit/4827c60bc406c9118d4a7ea6eb7a533101eed2fd) by JanBenisek). + diff --git a/cobra/evaluation/evaluator.py b/cobra/evaluation/evaluator.py index b694a33..eb11718 100644 --- a/cobra/evaluation/evaluator.py +++ b/cobra/evaluation/evaluator.py @@ -1,7 +1,7 @@ import numpy as np import pandas as pd - +from typing import Tuple import matplotlib.pyplot as plt import matplotlib.ticker as mticker import seaborn as sns @@ -158,7 +158,7 @@ def _compute_scalar_metrics(y_true: np.ndarray, lift_at=lift_at), 2) }) - def plot_roc_curve(self, path: str=None, dim: tuple=(12, 8)): + def plot_roc_curve(self, path: str=None, dim: tuple=(12, 8), show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot ROC curve of the model. Parameters @@ -167,6 +167,15 @@ def plot_roc_curve(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the ROC curve + ax : plt.Axes + axes object linked to the figure """ if self.roc_curve is None: @@ -177,7 +186,7 @@ def plot_roc_curve(self, path: str=None, dim: tuple=(12, 8)): auc = float(self.scalar_metrics.loc["AUC"]) - with plt.style.context("seaborn-whitegrid"): + with sns.axes_style("whitegrid"): fig, ax = plt.subplots(figsize=dim) @@ -197,11 +206,13 @@ def plot_roc_curve(self, path: str=None, dim: tuple=(12, 8)): if path: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - - plt.show() + if show: + plt.show() + plt.close() + return fig, ax def plot_confusion_matrix(self, path: str=None, dim: tuple=(12, 8), - labels: list=["0", "1"]): + labels: list=["0", "1"], show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot the confusion matrix. Parameters @@ -212,6 +223,15 @@ def plot_confusion_matrix(self, path: str=None, dim: tuple=(12, 8), Tuple with width and length of the plot. labels : list, optional Optional list of labels, default "0" and "1". + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing confusion matrix + ax : plt.Axes + axes object linked to the figure """ if self.confusion_matrix is None: @@ -232,9 +252,16 @@ def plot_confusion_matrix(self, path: str=None, dim: tuple=(12, 8), if path: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() - - def plot_cumulative_response_curve(self, path: str=None, dim: tuple=(12, 8)): + if show: + plt.show() + plt.close() + return fig, ax + + def plot_cumulative_response_curve(self, + path: str=None, + dim: tuple=(12, 8), + show: bool=True + ) -> Tuple[plt.Figure, plt.Axes]: """Plot cumulative response curve. Parameters @@ -243,6 +270,15 @@ def plot_cumulative_response_curve(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the cumulative response curve + ax : plt.Axes + axes object linked to the figure """ if self.lift_curve is None: @@ -255,7 +291,7 @@ def plot_cumulative_response_curve(self, path: str=None, dim: tuple=(12, 8)): lifts = np.array(lifts)*inc_rate*100 - with plt.style.context("seaborn-ticks"): + with sns.axes_style("ticks"): fig, ax = plt.subplots(figsize=dim) plt.bar(x_labels[::-1], lifts, align="center", @@ -283,9 +319,12 @@ def plot_cumulative_response_curve(self, path: str=None, dim: tuple=(12, 8)): if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") + if show: plt.show() + plt.close() + return fig, ax - def plot_lift_curve(self, path: str=None, dim: tuple=(12, 8)): + def plot_lift_curve(self, path: str=None, dim: tuple=(12, 8), show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot lift per decile. Parameters @@ -294,6 +333,15 @@ def plot_lift_curve(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object the livt curve + ax : plt.Axes + axes object linked to the figure """ if self.lift_curve is None: @@ -304,7 +352,7 @@ def plot_lift_curve(self, path: str=None, dim: tuple=(12, 8)): x_labels, lifts, _ = self.lift_curve - with plt.style.context("seaborn-ticks"): + with sns.axes_style("ticks"): fig, ax = plt.subplots(figsize=dim) plt.bar(x_labels[::-1], lifts, align="center", @@ -332,9 +380,12 @@ def plot_lift_curve(self, path: str=None, dim: tuple=(12, 8)): if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") + if show: plt.show() + plt.close() + return fig, ax - def plot_cumulative_gains(self, path: str=None, dim: tuple=(12, 8)): + def plot_cumulative_gains(self, path: str=None, dim: tuple=(12, 8), show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot cumulative gains per decile. Parameters @@ -343,9 +394,18 @@ def plot_cumulative_gains(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the cumulative gains curve + ax : plt.Axes + axes object linked to the figure """ - with plt.style.context("seaborn-whitegrid"): + with sns.axes_style("whitegrid"): fig, ax = plt.subplots(figsize=dim) ax.plot(self.cumulative_gains[0]*100, self.cumulative_gains[1]*100, @@ -376,7 +436,10 @@ def plot_cumulative_gains(self, path: str=None, dim: tuple=(12, 8)): if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") + if show: plt.show() + plt.close() + return fig, ax @staticmethod def _find_optimal_cutoff(y_true: np.ndarray, @@ -658,7 +721,7 @@ def _compute_qq_residuals(y_true: np.ndarray, "residuals": df["z_res"].values, }) - def plot_predictions(self, path: str=None, dim: tuple=(12, 8)): + def plot_predictions(self, path: str=None, dim: tuple=(12, 8), show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot predictions from the model against actual values. Parameters @@ -667,6 +730,15 @@ def plot_predictions(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the predictions vs the actual values + ax : plt.Axes + axes object linked to the figure """ if self.y_true is None and self.y_pred is None: msg = ("This {} instance is not fitted yet. Call 'fit' with " @@ -675,7 +747,7 @@ def plot_predictions(self, path: str=None, dim: tuple=(12, 8)): y_true = self.y_true y_pred = self.y_pred - with plt.style.context("seaborn-whitegrid"): + with sns.axes_style("whitegrid"): fig, ax = plt.subplots(figsize=dim) @@ -692,9 +764,12 @@ def plot_predictions(self, path: str=None, dim: tuple=(12, 8)): if path: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() + if show: + plt.show() + plt.close() + return fig, ax - def plot_qq(self, path: str=None, dim: tuple=(12, 8)): + def plot_qq(self, path: str=None, dim: tuple=(12, 8), show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Display a Q-Q plot from the standardized prediction residuals. Parameters @@ -703,6 +778,15 @@ def plot_qq(self, path: str=None, dim: tuple=(12, 8)): Path to store the figure. dim : tuple, optional Tuple with width and length of the plot. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the QQ-plot + ax : plt.Axes + axes object linked to the figure """ if self.qq is None: @@ -711,7 +795,7 @@ def plot_qq(self, path: str=None, dim: tuple=(12, 8)): raise NotFittedError(msg.format(self.__class__.__name__)) - with plt.style.context("seaborn-whitegrid"): + with sns.axes_style("whitegrid"): fig, ax = plt.subplots(figsize=dim) @@ -733,4 +817,7 @@ def plot_qq(self, path: str=None, dim: tuple=(12, 8)): if path: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() \ No newline at end of file + if show: + plt.show() + plt.close() + return fig, ax \ No newline at end of file diff --git a/cobra/evaluation/pigs_tables.py b/cobra/evaluation/pigs_tables.py index 6cca2d0..d537e49 100644 --- a/cobra/evaluation/pigs_tables.py +++ b/cobra/evaluation/pigs_tables.py @@ -4,7 +4,7 @@ import seaborn as sns import numpy as np from matplotlib.ticker import FuncFormatter - +from typing import Tuple import cobra.utils as utils def generate_pig_tables(basetable: pd.DataFrame, @@ -107,7 +107,8 @@ def plot_incidence(pig_tables: pd.DataFrame, variable: str, model_type: str, column_order: list=None, - dim: tuple=(12, 8)): + dim: tuple=(12, 8), + show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plots a Predictor Insights Graph (PIG), a graph in which the mean target value is plotted for a number of bins constructed from a predictor variable. When the target is a binary classification target, @@ -130,6 +131,15 @@ def plot_incidence(pig_tables: pd.DataFrame, on the PIG. dim: tuple, default=(12, 8) Optional tuple to configure the width and length of the plot. + show: bool, default=True + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object contining the PIG + ax : plt.Axes + axes object linked to the figure """ if model_type not in ["classification", "regression"]: raise ValueError("An unexpected value was set for the model_type " @@ -154,7 +164,7 @@ def plot_incidence(pig_tables: pd.DataFrame, df_plot.sort_values(by=['avg_target'], ascending=False, inplace=True) df_plot.reset_index(inplace=True) - with plt.style.context("seaborn-ticks"): + with sns.axes_style("ticks"): fig, ax = plt.subplots(figsize=dim) # -------------------------- @@ -257,5 +267,8 @@ def plot_incidence(pig_tables: pd.DataFrame, plt.tight_layout() plt.margins(0.01) - # Show - plt.show() + if show: + plt.show() + plt.close() + + return fig, ax diff --git a/cobra/evaluation/plotting_utils.py b/cobra/evaluation/plotting_utils.py index 8cac03c..99c8c6b 100644 --- a/cobra/evaluation/plotting_utils.py +++ b/cobra/evaluation/plotting_utils.py @@ -5,10 +5,12 @@ import matplotlib.pyplot as plt import seaborn as sns +from typing import Tuple def plot_univariate_predictor_quality(df_metric: pd.DataFrame, dim: tuple=(12, 8), - path: str=None): + path: str=None, + show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot univariate quality of the predictors. Parameters @@ -21,6 +23,15 @@ def plot_univariate_predictor_quality(df_metric: pd.DataFrame, Width and length of the plot. path : str, optional Path to store the figure. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the univariate predictor quality + ax : plt.Axes + axes object linked to the figure """ if "AUC selection" in df_metric.columns: @@ -39,7 +50,7 @@ def plot_univariate_predictor_quality(df_metric: pd.DataFrame, value_name=metric) # plot data - with plt.style.context("seaborn-ticks"): + with sns.axes_style("ticks"): fig, ax = plt.subplots(figsize=dim) ax = sns.barplot(x=metric, y="predictor", hue="split", data=df) @@ -58,11 +69,15 @@ def plot_univariate_predictor_quality(df_metric: pd.DataFrame, plt.gca().legend().set_title("") - plt.show() + if show: + plt.show() + plt.close() + return fig, ax def plot_correlation_matrix(df_corr: pd.DataFrame, dim: tuple=(12, 8), - path: str=None): + path: str=None, + show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot correlation matrix of the predictors. Parameters @@ -73,6 +88,15 @@ def plot_correlation_matrix(df_corr: pd.DataFrame, Width and length of the plot. path : str, optional Path to store the figure. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the correlation matrix + ax : plt.Axes + axes object linked to the figure """ fig, ax = plt.subplots(figsize=dim) ax = sns.heatmap(df_corr, cmap="Blues") @@ -81,7 +105,10 @@ def plot_correlation_matrix(df_corr: pd.DataFrame, if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() + if show: + plt.show() + plt.close() + return fig, ax def plot_performance_curves(model_performance: pd.DataFrame, dim: tuple=(12, 8), @@ -89,7 +116,8 @@ def plot_performance_curves(model_performance: pd.DataFrame, colors: dict={"train": "#0099bf", "selection": "#ff9500", "validation": "#8064a2"}, - metric_name: str=None): + metric_name: str=None, + show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot performance curves generated by the forward feature selection for the train-selection-validation sets. @@ -108,6 +136,15 @@ def plot_performance_curves(model_performance: pd.DataFrame, Name to indicate the metric used in model_performance. Defaults to RMSE in case of regression and AUC in case of classification. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object that contains the performance curves + ax : plt.Axes + axes object linked to the figure """ model_type = model_performance["model_type"][0] @@ -122,7 +159,7 @@ def plot_performance_curves(model_performance: pd.DataFrame, max(model_performance['selection_performance']), max(model_performance['validation_performance'])), 1) - with plt.style.context("seaborn-whitegrid"): + with sns.axes_style("whitegrid"): fig, ax = plt.subplots(figsize=dim) @@ -159,12 +196,16 @@ def plot_performance_curves(model_performance: pd.DataFrame, if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() + if show: + plt.show() + plt.close() + return fig, ax def plot_variable_importance(df_variable_importance: pd.DataFrame, title: str=None, dim: tuple=(12, 8), - path: str=None): + path: str=None, + show: bool=True) -> Tuple[plt.Figure, plt.Axes]: """Plot variable importance of a given model. Parameters @@ -177,8 +218,17 @@ def plot_variable_importance(df_variable_importance: pd.DataFrame, Width and length of the plot. path : str, optional Path to store the figure. + show : bool, optional + Whether to show the plot or not. + + Retruns + ------- + fig : plt.Figure + figure object containing the variable importance + ax : plt.Axes + axes object linked to the figure """ - with plt.style.context("seaborn-ticks"): + with sns.axes_style("ticks"): fig, ax = plt.subplots(figsize=dim) ax = sns.barplot(x="importance", y="predictor", data=df_variable_importance, @@ -199,4 +249,7 @@ def plot_variable_importance(df_variable_importance: pd.DataFrame, if path is not None: plt.savefig(path, format="png", dpi=300, bbox_inches="tight") - plt.show() + if show: + plt.show() + plt.close() + return fig, ax diff --git a/tests/evaluation/test_evaluation.py b/tests/evaluation/test_evaluation.py index 0ed388f..7edc377 100644 --- a/tests/evaluation/test_evaluation.py +++ b/tests/evaluation/test_evaluation.py @@ -10,8 +10,8 @@ def mock_data(): d = {'variable': ['education', 'education', 'education', 'education'], 'label': ['1st-4th', '5th-6th', '7th-8th', '9th'], 'pop_size': [0.002, 0.004, 0.009, 0.019], - 'avg_incidence': [0.23, 0.23, 0.23, 0.23], - 'incidence': [0.047, 0.0434, 0.054, 0.069]} + 'global_avg_target': [0.23, 0.23, 0.23, 0.23], + 'avg_target': [0.047, 0.0434, 0.054, 0.069]} return pd.DataFrame(d) def mock_preds(n, seed = 505): @@ -22,6 +22,11 @@ def mock_preds(n, seed = 505): return y_true, y_pred + + + + + class TestEvaluation: def test_plot_incidence_with_unsupported_model_type(self): @@ -127,3 +132,30 @@ def test_fit_regression(self): for metric in ["R2", "MAE", "MSE", "RMSE"]: assert evaluator.scalar_metrics[metric] is not None assert evaluator.qq is not None + +class TestClassificationEvaluator: + y_true, y_pred = mock_preds(50) + y_true = (y_true > 0.5).astype(int) # convert to 0-1 labels + + evaluator = ClassificationEvaluator(n_bins=5) + evaluator.fit(y_true, y_pred) + + def test_plot_roc_curve(self): + self.evaluator.plot_roc_curve() + def test_plot_confusion_matrix(self): + self.evaluator.plot_confusion_matrix() + def test_plot_cumulative_response_curve(self): + self.evaluator.plot_cumulative_response_curve() + def test_plot_lift_curve(self): + self.evaluator.plot_lift_curve() + def test_plot_cumulative_gains(self): + self.evaluator.plot_cumulative_gains() + +class TestRegressionEvaluator: + y_true, y_pred = mock_preds(50) + evaluator = RegressionEvaluator() + evaluator.fit(y_true, y_pred) + def test_plot_predictions(self): + self.evaluator.plot_predictions() + def test_plot_qq(self): + self.evaluator.plot_qq() \ No newline at end of file diff --git a/tests/evaluation/test_pig_tables.py b/tests/evaluation/test_pig_tables.py new file mode 100644 index 0000000..97cc4a8 --- /dev/null +++ b/tests/evaluation/test_pig_tables.py @@ -0,0 +1,19 @@ +import pytest +import pandas as pd + +from cobra.evaluation import plot_incidence + +def mock_data(): + d = {'variable': ['education', 'education', 'education', 'education'], + 'label': ['1st-4th', '5th-6th', '7th-8th', '9th'], + 'pop_size': [0.002, 0.004, 0.009, 0.019], + 'global_avg_target': [0.23, 0.23, 0.23, 0.23], + 'avg_target': [0.047, 0.0434, 0.054, 0.069]} + return pd.DataFrame(d) + + +def test_plot_incidence(): + plot_incidence(pig_tables=mock_data(), + variable="education", + model_type="regression",) + diff --git a/tests/evaluation/test_plotting_utils.py b/tests/evaluation/test_plotting_utils.py new file mode 100644 index 0000000..a59f24e --- /dev/null +++ b/tests/evaluation/test_plotting_utils.py @@ -0,0 +1,57 @@ +from pandas import DataFrame +from cobra.evaluation import (plot_univariate_predictor_quality, + plot_correlation_matrix, + plot_performance_curves, + plot_variable_importance) + +def mock_df_rmse() -> DataFrame: + return DataFrame( + {'predictor': {0: 'weight', 1: 'displacement', 2: 'horsepower', + 3: 'cylinders', 4: 'origin', 5: 'model_year', + 6: 'name', 7: 'acceleration'}, + 'RMSE train': {0: 4.225088318760745, 1: 4.403878881676005, + 2: 4.3343326307873875, 3: 4.901531871261906, + 4: 6.6435969708016955, 5: 6.318271823003904, + 6: 1.4537996193882199, 7: 6.631180878197439}, + 'RMSE selection': {0: 4.006855931973032, 1: 4.146696570151399, + 2: 4.321365764687869, 3: 4.466259266291863, + 4: 5.833138420191894, 5: 5.979795941821068, + 6: 6.99641113758452, 7: 7.449190759856361}, + 'preselection': {0: True, 1: True, 2: True, 3: True, 4: True, + 5: True, 6: True, 7: True}} + ) + + +def mock_df_corr() -> DataFrame: + return DataFrame({ + 'cylinders': {'cylinders': 1.0, 'weight': 0.8767772796304492, 'horsepower': 0.8124872187173973}, + 'weight': {'cylinders': 0.8767772796304492, 'weight': 1.0, 'horsepower': 0.8786843186591881}, + 'horsepower': {'cylinders': 0.8124872187173973, 'weight': 0.8786843186591881, 'horsepower': 1.0}}) + +def mock_performances() -> DataFrame: + return DataFrame({ + 'predictors': {0: ['weight_enc'], 1: ['weight_enc', 'horsepower_enc'], 2: ['horsepower_enc', 'weight_enc', 'cylinders_enc']}, + 'last_added_predictor': {0: 'weight_enc', 1: 'horsepower_enc', 2: 'cylinders_enc'}, + 'train_performance': {0: 4.225088318760745, 1: 3.92118718828259, 2: 3.8929681840552495}, + 'selection_performance': {0: 4.006855931973032, 1: 3.630079770314085, 2: 3.531305702221386}, + 'validation_performance': {0: 4.348180862267973, 1: 4.089638309577036, 2: 3.9989641017455995}, + 'model_type': {0: 'regression', 1: 'regression', 2: 'regression'} + }) + +def mock_variable_importance() -> DataFrame: + return DataFrame({ + 'predictor': {0: 'weight', 1: 'horsepower', 2: 'model_year', 3: 'origin'}, + 'importance': {0: 0.8921354566046729, 1: 0.864633073581914, 2: 0.694399044392948, 3: 0.6442243718390968} + }) + +def test_plot_univariate_predictor_quality(): + plot_univariate_predictor_quality(mock_df_rmse()) + +def test_plot_correlation_matrix(): + plot_correlation_matrix(mock_df_corr()) + +def test_plot_performance_curves(): + plot_performance_curves(mock_performances()) + +def test_plot_variable_importance(): + plot_variable_importance(mock_variable_importance()) diff --git a/tests/preprocessing/test_preprocessor.py b/tests/preprocessing/test_preprocessor.py index 08f5b63..7f40b76 100644 --- a/tests/preprocessing/test_preprocessor.py +++ b/tests/preprocessing/test_preprocessor.py @@ -357,13 +357,13 @@ def test_mutable_train_data_fit_transform(self, mocker: MockerFixture): }, ).astype( { - "a": np.float64(), - "b": np.float64(), - "d": np.float64(), - "e": np.float64(), - "category_1": pd.CategoricalDtype(), - "category_2": pd.CategoricalDtype(), - "category_3": pd.CategoricalDtype(), + "a": "float64", + "b": "float64", + "d": "float64", + "e": "float64", + "category_1": "category", + "category_2": "category", + "category_3": "category", } ), pd.DataFrame( @@ -376,11 +376,11 @@ def test_mutable_train_data_fit_transform(self, mocker: MockerFixture): } ).astype( { - "a": np.float64(), - "d": np.float64(), - "e": np.float64(), - "category_1": pd.CategoricalDtype(), - "category_2": pd.CategoricalDtype(), + "a": "float64", + "d": "float64", + "e": "float64", + "category_1": "category", + "category_2": "category", } ), ), diff --git a/tutorials/tutorial_Cobra_linear_regression.ipynb b/tutorials/tutorial_Cobra_linear_regression.ipynb index 9699da6..6af62ab 100644 --- a/tutorials/tutorial_Cobra_linear_regression.ipynb +++ b/tutorials/tutorial_Cobra_linear_regression.ipynb @@ -9,12 +9,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import sys\n", - "sys.path.insert(0, \"C:/Users/samuel.borms/Desktop/code/cobra\")\n", + "sys.path.insert(0, \"..\")\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -119,9 +119,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " Hi, welcome to Cobra!\n", + " You can find some tutorials that explain the functioning of cobra on the PythonPredictions GitHub:\n", + " https://github.com/PythonPredictions/cobra/tree/master/tutorials\n", + " \n", + "/home/patrick/miniconda3/envs/cobra_dev/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "from cobra import __version__\n", "\n", @@ -142,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -159,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -275,7 +289,7 @@ "4 70 usa ford torino " ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -296,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -314,7 +328,7 @@ "dtype: object" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -332,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -376,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -393,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -410,7 +424,7 @@ "Name: mpg, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -422,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -431,7 +445,7 @@ "(398, 10)" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -451,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -477,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -505,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -514,7 +528,7 @@ "['origin', 'name', 'cylinders']" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -533,16 +547,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['weight', 'model_year', 'displacement', 'horsepower', 'acceleration']" + "['horsepower', 'acceleration', 'displacement', 'model_year', 'weight']" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -563,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -572,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -601,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -621,64 +635,28 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dd625b675c954873aaed2bcb4a6fea17", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Computing discretization bins...: 0%| | 0/5 [00:00name\n", " id\n", " split\n", - " weight_bin\n", - " model_year_bin\n", - " displacement_bin\n", " horsepower_bin\n", " acceleration_bin\n", + " displacement_bin\n", + " model_year_bin\n", + " weight_bin\n", " origin_processed\n", " name_processed\n", " cylinders_processed\n", " origin_enc\n", " name_enc\n", " cylinders_enc\n", - " weight_enc\n", - " model_year_enc\n", - " displacement_enc\n", " horsepower_enc\n", " acceleration_enc\n", + " displacement_enc\n", + " model_year_enc\n", + " weight_enc\n", " \n", " \n", " \n", @@ -792,22 +753,22 @@ " chevrolet chevelle malibu\n", " 1\n", " validation\n", - " 3432.0 - 3883.0\n", - " 70.0 - 71.0\n", - " 250.0 - 318.0\n", " 113.0 - 145.0\n", " 8.0 - 12.0\n", + " 250.0 - 318.0\n", + " 70.0 - 71.0\n", + " 3432.0 - 3883.0\n", " usa\n", " chevrolet chevelle malibu\n", " 8\n", " 20.35871\n", " 17.0\n", " 15.051515\n", - " 17.129167\n", - " 19.057143\n", - " 16.793333\n", " 18.769231\n", " 16.185185\n", + " 16.793333\n", + " 19.057143\n", + " 17.129167\n", " \n", " \n", " 1\n", @@ -822,22 +783,22 @@ " buick skylark 320\n", " 2\n", " train\n", - " 3432.0 - 3883.0\n", - " 70.0 - 71.0\n", - " 318.0 - 350.0\n", " 162.0 - 230.0\n", " 8.0 - 12.0\n", + " 318.0 - 350.0\n", + " 70.0 - 71.0\n", + " 3432.0 - 3883.0\n", " usa\n", " buick skylark 320\n", " 8\n", " 20.35871\n", " 15.0\n", " 15.051515\n", - " 17.129167\n", - " 19.057143\n", - " 15.035294\n", " 13.612500\n", " 16.185185\n", + " 15.035294\n", + " 19.057143\n", + " 17.129167\n", " \n", " \n", " 2\n", @@ -852,22 +813,22 @@ " plymouth satellite\n", " 3\n", " train\n", - " 3432.0 - 3883.0\n", - " 70.0 - 71.0\n", - " 250.0 - 318.0\n", " 145.0 - 162.0\n", " 8.0 - 12.0\n", + " 250.0 - 318.0\n", + " 70.0 - 71.0\n", + " 3432.0 - 3883.0\n", " usa\n", " plymouth satellite\n", " 8\n", " 20.35871\n", " 18.0\n", " 15.051515\n", - " 17.129167\n", - " 19.057143\n", - " 16.793333\n", " 14.380952\n", " 16.185185\n", + " 16.793333\n", + " 19.057143\n", + " 17.129167\n", " \n", " \n", " 3\n", @@ -882,22 +843,22 @@ " amc rebel sst\n", " 4\n", " train\n", - " 3432.0 - 3883.0\n", - " 70.0 - 71.0\n", - " 250.0 - 318.0\n", " 145.0 - 162.0\n", " 8.0 - 12.0\n", + " 250.0 - 318.0\n", + " 70.0 - 71.0\n", + " 3432.0 - 3883.0\n", " usa\n", " amc rebel sst\n", " 8\n", " 20.35871\n", " 16.0\n", " 15.051515\n", - " 17.129167\n", - " 19.057143\n", - " 16.793333\n", " 14.380952\n", " 16.185185\n", + " 16.793333\n", + " 19.057143\n", + " 17.129167\n", " \n", " \n", " 4\n", @@ -912,22 +873,22 @@ " ford torino\n", " 5\n", " train\n", - " 3432.0 - 3883.0\n", - " 70.0 - 71.0\n", - " 250.0 - 318.0\n", " 113.0 - 145.0\n", " 8.0 - 12.0\n", + " 250.0 - 318.0\n", + " 70.0 - 71.0\n", + " 3432.0 - 3883.0\n", " usa\n", " ford torino\n", " 8\n", " 20.35871\n", " 17.0\n", " 15.051515\n", - " 17.129167\n", - " 19.057143\n", - " 16.793333\n", " 18.769231\n", " 16.185185\n", + " 16.793333\n", + " 19.057143\n", + " 17.129167\n", " \n", " \n", "\n", @@ -948,36 +909,36 @@ "3 70 usa amc rebel sst 4 train \n", "4 70 usa ford torino 5 train \n", "\n", - " weight_bin model_year_bin displacement_bin horsepower_bin \\\n", - "0 3432.0 - 3883.0 70.0 - 71.0 250.0 - 318.0 113.0 - 145.0 \n", - "1 3432.0 - 3883.0 70.0 - 71.0 318.0 - 350.0 162.0 - 230.0 \n", - "2 3432.0 - 3883.0 70.0 - 71.0 250.0 - 318.0 145.0 - 162.0 \n", - "3 3432.0 - 3883.0 70.0 - 71.0 250.0 - 318.0 145.0 - 162.0 \n", - "4 3432.0 - 3883.0 70.0 - 71.0 250.0 - 318.0 113.0 - 145.0 \n", + " horsepower_bin acceleration_bin displacement_bin model_year_bin \\\n", + "0 113.0 - 145.0 8.0 - 12.0 250.0 - 318.0 70.0 - 71.0 \n", + "1 162.0 - 230.0 8.0 - 12.0 318.0 - 350.0 70.0 - 71.0 \n", + "2 145.0 - 162.0 8.0 - 12.0 250.0 - 318.0 70.0 - 71.0 \n", + "3 145.0 - 162.0 8.0 - 12.0 250.0 - 318.0 70.0 - 71.0 \n", + "4 113.0 - 145.0 8.0 - 12.0 250.0 - 318.0 70.0 - 71.0 \n", "\n", - " acceleration_bin origin_processed name_processed \\\n", - "0 8.0 - 12.0 usa chevrolet chevelle malibu \n", - "1 8.0 - 12.0 usa buick skylark 320 \n", - "2 8.0 - 12.0 usa plymouth satellite \n", - "3 8.0 - 12.0 usa amc rebel sst \n", - "4 8.0 - 12.0 usa ford torino \n", + " weight_bin origin_processed name_processed \\\n", + "0 3432.0 - 3883.0 usa chevrolet chevelle malibu \n", + "1 3432.0 - 3883.0 usa buick skylark 320 \n", + "2 3432.0 - 3883.0 usa plymouth satellite \n", + "3 3432.0 - 3883.0 usa amc rebel sst \n", + "4 3432.0 - 3883.0 usa ford torino \n", "\n", - " cylinders_processed origin_enc name_enc cylinders_enc weight_enc \\\n", - "0 8 20.35871 17.0 15.051515 17.129167 \n", - "1 8 20.35871 15.0 15.051515 17.129167 \n", - "2 8 20.35871 18.0 15.051515 17.129167 \n", - "3 8 20.35871 16.0 15.051515 17.129167 \n", - "4 8 20.35871 17.0 15.051515 17.129167 \n", + " cylinders_processed origin_enc name_enc cylinders_enc horsepower_enc \\\n", + "0 8 20.35871 17.0 15.051515 18.769231 \n", + "1 8 20.35871 15.0 15.051515 13.612500 \n", + "2 8 20.35871 18.0 15.051515 14.380952 \n", + "3 8 20.35871 16.0 15.051515 14.380952 \n", + "4 8 20.35871 17.0 15.051515 18.769231 \n", "\n", - " model_year_enc displacement_enc horsepower_enc acceleration_enc \n", - "0 19.057143 16.793333 18.769231 16.185185 \n", - "1 19.057143 15.035294 13.612500 16.185185 \n", - "2 19.057143 16.793333 14.380952 16.185185 \n", - "3 19.057143 16.793333 14.380952 16.185185 \n", - "4 19.057143 16.793333 18.769231 16.185185 " + " acceleration_enc displacement_enc model_year_enc weight_enc \n", + "0 16.185185 16.793333 19.057143 17.129167 \n", + "1 16.185185 15.035294 19.057143 17.129167 \n", + "2 16.185185 16.793333 19.057143 17.129167 \n", + "3 16.185185 16.793333 19.057143 17.129167 \n", + "4 16.185185 16.793333 19.057143 17.129167 " ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1005,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1086,7 +1047,7 @@ " ...\n", " \n", " \n", - " 5\n", + " 249\n", " weight\n", " 2792.0 - 3076.0\n", " 0.100000\n", @@ -1094,7 +1055,7 @@ " 22.729167\n", " \n", " \n", - " 6\n", + " 250\n", " weight\n", " 3076.0 - 3432.0\n", " 0.100000\n", @@ -1102,7 +1063,7 @@ " 19.800000\n", " \n", " \n", - " 7\n", + " 251\n", " weight\n", " 3432.0 - 3883.0\n", " 0.100000\n", @@ -1110,7 +1071,7 @@ " 17.129167\n", " \n", " \n", - " 8\n", + " 252\n", " weight\n", " 3883.0 - 4280.0\n", " 0.100000\n", @@ -1118,7 +1079,7 @@ " 15.250000\n", " \n", " \n", - " 9\n", + " 253\n", " weight\n", " 4280.0 - 5140.0\n", " 0.100000\n", @@ -1131,23 +1092,23 @@ "" ], "text/plain": [ - " variable label pop_size global_avg_target avg_target\n", - "0 acceleration 8.0 - 12.0 0.112500 23.540833 16.185185\n", - "1 acceleration 12.0 - 13.4 0.095833 23.540833 18.069565\n", - "2 acceleration 13.4 - 14.0 0.095833 23.540833 17.560870\n", - "3 acceleration 14.0 - 14.8 0.104167 23.540833 26.832000\n", - "4 acceleration 14.8 - 15.5 0.129167 23.540833 23.645161\n", - ".. ... ... ... ... ...\n", - "5 weight 2792.0 - 3076.0 0.100000 23.540833 22.729167\n", - "6 weight 3076.0 - 3432.0 0.100000 23.540833 19.800000\n", - "7 weight 3432.0 - 3883.0 0.100000 23.540833 17.129167\n", - "8 weight 3883.0 - 4280.0 0.100000 23.540833 15.250000\n", - "9 weight 4280.0 - 5140.0 0.100000 23.540833 13.229167\n", + " variable label pop_size global_avg_target avg_target\n", + "0 acceleration 8.0 - 12.0 0.112500 23.540833 16.185185\n", + "1 acceleration 12.0 - 13.4 0.095833 23.540833 18.069565\n", + "2 acceleration 13.4 - 14.0 0.095833 23.540833 17.560870\n", + "3 acceleration 14.0 - 14.8 0.104167 23.540833 26.832000\n", + "4 acceleration 14.8 - 15.5 0.129167 23.540833 23.645161\n", + ".. ... ... ... ... ...\n", + "249 weight 2792.0 - 3076.0 0.100000 23.540833 22.729167\n", + "250 weight 3076.0 - 3432.0 0.100000 23.540833 19.800000\n", + "251 weight 3432.0 - 3883.0 0.100000 23.540833 17.129167\n", + "252 weight 3883.0 - 4280.0 0.100000 23.540833 15.250000\n", + "253 weight 4280.0 - 5140.0 0.100000 23.540833 13.229167\n", "\n", "[254 rows x 5 columns]" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1170,30 +1131,41 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/patrick/github_projects/work/cobra/tutorials/../cobra/evaluation/pigs_tables.py:155: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " df_plot['label'].cat.reorder_categories(column_order,\n" + ] + }, { "data": { - "image/png": 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\n", 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", 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" ] }, + "execution_count": 24, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "col_order = list(basetable[\"horsepower_bin\"].unique().sort_values())\n", - "plot_incidence(pig_tables, variable=\"horsepower\", model_type=model_type, column_order=col_order)" + "fig, ax = plot_incidence(pig_tables, variable=\"horsepower\", model_type=model_type, column_order=col_order)\n", + "\n", + "fig" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1202,7 +1174,7 @@ "array(['validation', 'train', 'selection'], dtype=object)" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1238,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1254,7 +1226,7 @@ " 'weight_bin']" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1276,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1292,18 +1264,19 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, + "execution_count": 28, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1320,7 +1293,8 @@ "# the unexplained variance, and has the useful property of being in the same unit as the response variable\n", "# lower values of RMSE indicate better fit\n", "\n", - "plot_univariate_predictor_quality(df_rmse)" + "fig, ax = plot_univariate_predictor_quality(df_rmse)\n", + "fig" ] }, { @@ -1332,32 +1306,32 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " origin name cylinders weight model_year \\\n", - "origin 1.000000 0.562702 0.550413 0.592037 0.169058 \n", - "name 0.562702 1.000000 0.798929 0.854352 0.591282 \n", - "cylinders 0.550413 0.798929 1.000000 0.876777 0.344348 \n", - "weight 0.592037 0.854352 0.876777 1.000000 0.300008 \n", - "model_year 0.169058 0.591282 0.344348 0.300008 1.000000 \n", - "displacement 0.654441 0.835537 0.895527 0.941594 0.334152 \n", - "horsepower 0.517409 0.832600 0.812487 0.878684 0.397575 \n", - "acceleration 0.292586 0.561621 0.640407 0.550888 0.347110 \n", + " origin name cylinders horsepower acceleration \\\n", + "origin 1.000000 0.562702 0.550413 0.517409 0.292586 \n", + "name 0.562702 1.000000 0.798929 0.832600 0.561621 \n", + "cylinders 0.550413 0.798929 1.000000 0.812487 0.640407 \n", + "horsepower 0.517409 0.832600 0.812487 1.000000 0.695982 \n", + "acceleration 0.292586 0.561621 0.640407 0.695982 1.000000 \n", + "displacement 0.654441 0.835537 0.895527 0.879012 0.586090 \n", + "model_year 0.169058 0.591282 0.344348 0.397575 0.347110 \n", + "weight 0.592037 0.854352 0.876777 0.878684 0.550888 \n", "\n", - " displacement horsepower acceleration \n", - "origin 0.654441 0.517409 0.292586 \n", - "name 0.835537 0.832600 0.561621 \n", - "cylinders 0.895527 0.812487 0.640407 \n", - "weight 0.941594 0.878684 0.550888 \n", - "model_year 0.334152 0.397575 0.347110 \n", - "displacement 1.000000 0.879012 0.586090 \n", - "horsepower 0.879012 1.000000 0.695982 \n", - "acceleration 0.586090 0.695982 1.000000 \n" + " displacement model_year weight \n", + "origin 0.654441 0.169058 0.592037 \n", + "name 0.835537 0.591282 0.854352 \n", + "cylinders 0.895527 0.344348 0.876777 \n", + "horsepower 0.879012 0.397575 0.878684 \n", + "acceleration 0.586090 0.347110 0.550888 \n", + "displacement 1.000000 0.334152 0.941594 \n", + "model_year 0.334152 1.000000 0.300008 \n", + "weight 0.941594 0.300008 1.000000 \n" ] } ], @@ -1371,25 +1345,25 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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ZevTRR5Wfn6/KlSsrJSVFLVu21MSJEyUV/iPRhde2AQDKHhJoALiBhYaG2t99nJOTo6ioKPvrcC5n+/bt6tKli/1duRcMHDjQvnjTE088odOnT19y7vLly/XBBx9Iklq3bq1WrVqVxmUUa8yYMZIKX2n10EMP6eTJk5dta7PZNH36dJ07d850/xeq75KUmppaZJvExMRinzWvVq2a/c979+41Pf6fxcXF2f9h5Nlnn9Wvv/56SZvNmzfbq5ihoaHq1q3bFY9XVpj5nGbMmKHFixc77ae0PqcrMWTIEPvjAu+9956qV68uSXruuecUFRUlSZowYYI2bNhwXeMCAJQOnoEGgBtcXFycDh06pLFjx+ro0aOKjo7WXXfdpfvvv1+NGjVSQECA/vjjD+3atUtfffWVli5dqvz8fIdFyCSpadOmevbZZzVlyhRt3rxZLVq00MiRI9W8eXPl5OToiy++0Jtvvqn8/Hx5enrq3XffvW7XePfdd+uZZ57RG2+8oX//+99q1KiRnnrqKXXo0EGVK1dWTk6O9uzZo++//16LFi3SiRMn7NPbzejcubOqVq2qo0ePasyYMTpw4IC6d++uoKAg7dmzR7NmzVJaWprat2/vdBr5xQucDRs2TKNHj1a1atXsU4bDwsJ0003F/9VapUoVTZkyRU8//bQOHTqkli1batSoUWrXrp3y8vL0zTffaMqUKcrOzpbFYtF7773n9HVXfxXNmzdXkyZNtHXrVr377rs6ceKEHnvsMVWrVk2HDh3S3Llz9a9//avYz6l58+by8vLSuXPn9MILL8jDw0O1atWy/wNSaGiovL29Sz3+Tz/9VCkpKZIKf24vfse3m5ubPvzwQ4WHh+vUqVPq3bu3Nm3adE3iAABcQwYAoExYuHChERYWZkgqdrv11luNZcuWXdJHfn6+MWjQIKfnVqxYschzDcMwvvvuO3u77777zmm8JWlrGIZRUFBgTJgwwbjpppuKvT5fX1/j7NmzJRpv6dKlhpeX12X7jI6ONrZu3Wr/OiUlpcg4e/Tocdk+9u/fb2/Xp08fQ5JRq1aty17zpEmTDDc3t8v2Z7VajTlz5hR57v79+4uN9YJatWoZkow+ffo4bXc5Zq7FMAwjKirKkGRERUVdcTybNm0yKlWqdNl70rRpU+O3336zfz1u3LgixxgxYsRl+7j4+8PstV1wuXF/++03o3LlyoYko3bt2saZM2eKPH/u3Ln2PgYOHGhqTADAjYMp3ABQRjzwwAPauXOn5s2bp0cffVQNGjRQpUqVdNNNNykwMFAtWrTQoEGD9O2332rLli266667LunDzc1N06dP17///W/17t1bNWvWlNVqlb+/vyIiIvT8889r9+7dRZ57rVksFo0dO1a7du3SiBEjFBkZqcDAQLm7u6tChQpq3LixevfurTlz5ujw4cMlrtx17txZP/30kx599FFVr15dHh4eqlKliqKiovTee+8pLS1Nvr6+xfYzd+5cvfrqq2rdurUqVqxor2peieeff16bNm3SgAEDVKdOHXl7e8vX11eNGjXSM888o19++UWxsbFX3H9ZFBERoYyMDD311FOqVauWPDw8FBgYqNatW+u1117TunXrHKZoX87LL7+sWbNmqWPHjvbvo2vFMAzFxcXp999/l7u7u+bOnSs/P78i2/bu3Vu9evWSVDgdfcmSJdcsLgBA6bMYxnV40SUAAAAAAGUcFWgAAAAAAEwggQYAAAAAwAQSaAAAAAAATCCBBgAAAACUKf/+97/VtWtXVa9eXRaLRZ999lmx56Snp6tFixayWq2qW7euUlNTSzwuCTQAAAAAoEzJyclRs2bNNH36dFPt9+/fr3vuuUd33HGHMjIyNHToUPXv31/Lli0r0biswg0AAAAAKLMsFos+/fRTdevW7bJtRo4cqa+++kpbt2617/vHP/6hkydPaunSpabHogINAAAAAHA5m82m06dPO2w2m61U+l6zZo1iYmIc9nXu3Flr1qwpUT83lUo0cCnv5vGuDqHcGfzSYFeHUO5Y3fn3vustwNvd1SGUO10bhrg6hHJnxBfbXR1CuTO/b6SrQyh3hi3m+/x6m/FgY1eHcMVcmVuMvD9IEyZMcNg3btw4jR8//qr7PnLkiIKDgx32BQcH6/Tp0/rvf/8rb29vU/2QQAMAAAAAXC4xMVEJCQkO+6xWq4uiKRoJNAAAAADA5axW6zVLmENCQpSVleWwLysrS/7+/qarzxIJNAAAAADgAstf87G5tm3basmSJQ77VqxYobZt25aon7/m3QEAAAAA/GVlZ2crIyNDGRkZkgpfU5WRkaHMzExJhdPBY2Nj7e2feuop7du3TyNGjNAvv/yid955R//85z81bNiwEo1LBRoAAAAAUMhicXUEpvz000+644477F9feHa6T58+Sk1N1eHDh+3JtCTdcsst+uqrrzRs2DC98cYbuvnmm/X++++rc+fOJRqXBBoAAAAAUKZER0fLMIzLHk9NTS3ynE2bNl3VuCTQAAAAAIBCf9FnoEsLdwcAAAAAABNIoAEAAAAAMIEp3AAAAACAQmVkETFXoQINAAAAAIAJVKABAAAAAIVYRMwp7g4AAAAAACaQQAMAAAAAYAJTuAEAAAAAhVhEzCkq0AAAAAAAmEAFGgAAAABQiEXEnOLuAAAAAABgAhVoAAAAAEAhnoF2igo0AAAAAAAmkEADAAAAAGACU7gBAAAAAIVYRMwp7g4AAAAAACZQgQYAAAAAFGIRMaeoQAMAAAAAYAIJNAAAAAAAJjCFGwAAAABQiEXEnOLuAAAAAABgAhVoAAAAAEAhFhFzigo0AAAAAAAmUIEGAAAAABTiGWinuDtXYfz48YqIiCjROdHR0Ro6dOg1iQcAAAAAcO1Qgb4Kw4cP1+DBg0t0zqJFi+Th4XGNIgIAAAAAXCsk0FfAMAzl5+fLz89Pfn5+JTo3MDDwGkUFAAAAAFeJKdxOcXf+P5vNpiFDhqhq1ary8vJShw4dtH79eklSenq6LBaLvv76a7Vs2VJWq1WrVq26ZAp3Xl6ehgwZooCAAFWuXFkjR45Unz591K1bN3ubP0/hDgsL0+TJk/X444+rQoUKqlmzpt57773rdNUAAAAAALNIoP+/ESNGaOHChZozZ442btyounXrqnPnzvrjjz/sbUaNGqWXX35ZO3bsUHh4+CV9vPLKK5o3b55SUlK0evVqnT59Wp999lmxY7/++uuKjIzUpk2bNGjQIA0cOFA7d+4szcsDAAAAgOK5WVy3lQEk0JJycnI0Y8YMTZkyRX//+9/VuHFjzZo1S97e3vrggw/s7V588UV16tRJderUKXIq9ltvvaXExER1795dDRs21Ntvv62AgIBix7/77rs1aNAg1a1bVyNHjlRQUJC+++670rxEAAAAAMBVIoGWtHfvXp0/f17t27e37/Pw8FDr1q21Y8cO+77IyMjL9nHq1CllZWWpdevW9n3u7u5q2bJlseNfXM22WCwKCQnR0aNHi2xrs9l0+vRph80oyC92DAAAAADA1SGBLgFfX99r0u+fV+W2WCwqKCgosm1SUpIqVqzosOVlbbgmcQEAAAAoZyxurtvKgLIR5TVWp04deXp6avXq1fZ958+f1/r169W4cWNTfVSsWFHBwcH2hcckKT8/Xxs3bizVWBMTE3Xq1CmH7abg4qvcAAAAAICrw2usVFhZHjhwoJ577jkFBgaqZs2aevXVV3X27Fn169dPmzdvNtXP4MGDlZSUpLp166phw4Z66623dOLECVkspfdAvNVqldVqddhncXMvtf4BAAAAlGOlmLv8FZFA/38vv/yyCgoK9Nhjj+nMmTOKjIzUsmXLVKlSJdN9jBw5UkeOHFFsbKzc3d31xBNPqHPnznJ3J8EFAAAAgLLOYhiG4eog/qoKCgrUqFEj9ejRQxMnTrxm43g3j79mfaNog18a7OoQyh2rO0+cXG8B3vzj3/XWtWGIq0Mod0Z8sd3VIZQ78/teflFWXBvDFvN9fr3NeNDcY6A3Iu+Yl1029n+/GeWysc2iAl2KDh48qOXLlysqKko2m01vv/229u/fr0ceecTVoQEAAAAArhIlnVLk5uam1NRUtWrVSu3bt9eWLVv0zTffqFGjRq4ODQAAAABwlahAl6IaNWo4rOQNAAAAAGUKi4g5RQUaAAAAAAATqEADAAAAAApZqLE6w90BAAAAAMAEEmgAAAAAAExgCjcAAAAAoBCLiDlFBRoAAAAAABOoQAMAAAAACrGImFPcHQAAAAAATKACDQAAAAAoxDPQTlGBBgAAAADABBJoAAAAAABMYAo3AAAAAKAQi4g5xd0BAAAAAMAEKtAAAAAAgEIsIuYUFWgAAAAAAEwggQYAAAAAwASmcAMAAAAACrGImFPcHQAAAAAATKACDQAAAAAoRAXaKe4OAAAAAAAmkEADAAAAAGACU7gBAAAAAIV4D7RTVKABAAAAADCBBBoAAAAAUMji5rqthKZPn66wsDB5eXmpTZs2Wrdu3WXbnj9/Xi+++KLq1KkjLy8vNWvWTEuXLi3xmCTQAAAAAIAyZcGCBUpISNC4ceO0ceNGNWvWTJ07d9bRo0eLbD9mzBi9++67euutt7R9+3Y99dRT6t69uzZt2lSicUmgAQAAAACFLBbXbSUwdepUDRgwQHFxcWrcuLFmzpwpHx8fzZ49u8j2H330kZ5//nndfffdql27tgYOHKi7775br7/+eonGJYEGAAAAALiczWbT6dOnHTabzXZJu9zcXG3YsEExMTH2fW5uboqJidGaNWsu27eXl5fDPm9vb61atapEMZJAAwAAAABcLikpSRUrVnTYkpKSLml3/Phx5efnKzg42GF/cHCwjhw5UmTfnTt31tSpU7V7924VFBRoxYoVWrRokQ4fPlyiGHmNFQAAAACg0BUs5lVaEhMTlZCQ4LDParWWSt9vvPGGBgwYoIYNG8pisahOnTqKi4u77JTvy6ECDQAAAABwOavVKn9/f4etqAQ6KChI7u7uysrKctiflZWlkJCQIvuuUqWKPvvsM+Xk5OjgwYP65Zdf5Ofnp9q1a5coRirQfwGDXxrs6hDKnbfGvOXqEMqd4Nu7uDqEcufc2XOuDqHcOdY93NUhlDtrftzv6hDKnWGVfFwdQrnzz8WbXR1CuTPjwcauDuHKlXAxL1fw9PRUy5YtlZaWpm7dukmSCgoKlJaWpvj4eKfnenl5KTQ0VOfPn9fChQvVo0ePEo1NAg0AAAAAKFMSEhLUp08fRUZGqnXr1kpOTlZOTo7i4uIkSbGxsQoNDbU/Q7127Vr9+uuvioiI0K+//qrx48eroKBAI0aMKNG4JNAAAAAAgDKlZ8+eOnbsmMaOHasjR44oIiJCS5cutS8slpmZKTe3/z2xfO7cOY0ZM0b79u2Tn5+f7r77bn300UcKCAgo0bgk0AAAAAAASZKlDEzhviA+Pv6yU7bT09Mdvo6KitL27duvekwWEQMAAAAAwAQq0AAAAAAASWWrAu0KVKABAAAAADCBCjQAAAAAoBAFaKeoQAMAAAAAYAIJNAAAAAAAJjCFGwAAAAAgiUXEikMFGgAAAAAAE6hAAwAAAAAkUYEuDhVoAAAAAABMIIEGAAAAAMAEpnADAAAAACQxhbs4VKABAAAAADCBCjQAAAAAQBIV6OJQgQYAAAAAwAQq0AAAAACAQhSgnaICDQAAAACACSTQAAAAAACYwBRuAAAAAIAkFhErDhVoAAAAAABMoAINAAAAAJBEBbo4VKABAAAAADCBBBoAAAAAABOYwg0AAAAAkMQU7uJQgQYAAAAAwAQq0AAAAAAASVSgi0MFGgAAAAAAE6hAAwAAAAAKUYB2igo0AAAAAAAmkEADAAAAAGACU7gBAAAAAJJYRKw4VKD/v+joaA0ZMkQjRoxQYGCgQkJCNH78ePvxqVOnqmnTpvL19VWNGjU0aNAgZWdn24+npqYqICBAX375pRo0aCAfHx899NBDOnv2rObMmaOwsDBVqlRJQ4YMUX5+vv08m82m4cOHKzQ0VL6+vmrTpo3S09Ov45UDAAAAAMwggb7InDlz5Ovrq7Vr1+rVV1/Viy++qBUrVkiS3Nzc9Oabb2rbtm2aM2eOvv32W40YMcLh/LNnz+rNN9/U/PnztXTpUqWnp6t79+5asmSJlixZoo8++kjvvvuu/vWvf9nPiY+P15o1azR//nz9/PPPevjhh9WlSxft3r37ul47AAAAAFgsFpdtZQFTuC8SHh6ucePGSZLq1aunt99+W2lpaerUqZOGDh1qbxcWFqaXXnpJTz31lN555x37/vPnz2vGjBmqU6eOJOmhhx7SRx99pKysLPn5+alx48a644479N1336lnz57KzMxUSkqKMjMzVb16dUnS8OHDtXTpUqWkpGjy5MnX7+IBAAAAAE6RQF8kPDzc4etq1arp6NGjkqRvvvlGSUlJ+uWXX3T69Gnl5eXp3LlzOnv2rHx8fCRJPj4+9uRZkoKDgxUWFiY/Pz+HfRf63LJli/Lz81W/fn2HcW02mypXrlxkjDabTTabzWFf3vlc3eTheYVXDQAAAAAwgwT6Ih4eHg5fWywWFRQU6MCBA7r33ns1cOBATZo0SYGBgVq1apX69eun3NxcewJd1PmX61OSsrOz5e7urg0bNsjd3d2h3cVJ98WSkpI0YcIEh33tej2t9r0Hl/yCAQAAAOAiZWUqtauQQJuwYcMGFRQU6PXXX5ebW+Fj4//85z+vut/mzZsrPz9fR48eVceOHU2dk5iYqISEBId94789eNWxAAAAAACcI4E2oW7dujp//rzeeustde3aVatXr9bMmTOvut/69eurd+/eio2N1euvv67mzZvr2LFjSktLU3h4uO65555LzrFarbJarQ77mL4NAAAAoFRQgHaKVbhNaNasmaZOnapXXnlFTZo00bx585SUlFQqfaekpCg2NlbPPvusGjRooG7dumn9+vWqWbNmqfQPAAAAACgdFsMwDFcHgasz4qudrg6h3HlrzFuuDqHcCb69i6tDKHfOnT3n6hDKnb7dw4tvhFKVsmizq0Modx74+62uDqHc+edivs+vt98/7OXqEK5YcP9PXDZ21vsPu2xss6hAAwAAAABgAgk0AAAAAAAmsIgYAAAAAEASr7EqDhVoAAAAAABMoAINAAAAAJBEBbo4VKABAAAAADCBBBoAAAAAABOYwg0AAAAAkMQU7uJQgQYAAAAAwAQq0AAAAACAQhSgnaICDQAAAACACVSgAQAAAACSeAa6OFSgAQAAAAAwgQQaAAAAAAATmMINAAAAAJDEFO7iUIEGAAAAAMAEKtAAAAAAAElUoItDBRoAAAAAABNIoAEAAAAAMIEp3AAAAACAQszgdooKNAAAAAAAJlCBBgAAAABIYhGx4lCBBgAAAADABBJoAAAAAECZM336dIWFhcnLy0tt2rTRunXrnLZPTk5WgwYN5O3trRo1amjYsGE6d+5cicZkCjcAAAAAQFLZmcK9YMECJSQkaObMmWrTpo2Sk5PVuXNn7dy5U1WrVr2k/ccff6xRo0Zp9uzZateunXbt2qW+ffvKYrFo6tSppselAg0AAAAAKFOmTp2qAQMGKC4uTo0bN9bMmTPl4+Oj2bNnF9n+hx9+UPv27fXII48oLCxMd911l3r16lVs1frPSKABAAAAAJIKK9Cu2mw2m06fPu2w2Wy2S2LMzc3Vhg0bFBMTY9/n5uammJgYrVmzpsjrateunTZs2GBPmPft26clS5bo7rvvLtH9IYEGAAAAALhcUlKSKlas6LAlJSVd0u748ePKz89XcHCww/7g4GAdOXKkyL4feeQRvfjii+rQoYM8PDxUp04dRUdH6/nnny9RjCTQAAAAAABJrq1AJyYm6tSpUw5bYmJiqVxXenq6Jk+erHfeeUcbN27UokWL9NVXX2nixIkl6odFxAAAAAAALme1WmW1WottFxQUJHd3d2VlZTnsz8rKUkhISJHnvPDCC3rsscfUv39/SVLTpk2Vk5OjJ554QqNHj5abm7naMhVoAAAAAECZ4enpqZYtWyotLc2+r6CgQGlpaWrbtm2R55w9e/aSJNnd3V2SZBiG6bGpQAMAAAAACpWNt1gpISFBffr0UWRkpFq3bq3k5GTl5OQoLi5OkhQbG6vQ0FD7M9Rdu3bV1KlT1bx5c7Vp00Z79uzRCy+8oK5du9oTaTNIoAEAAAAAZUrPnj117NgxjR07VkeOHFFERISWLl1qX1gsMzPToeI8ZswYWSwWjRkzRr/++quqVKmirl27atKkSSUa12KUpF6NG9ILS3e7OoRy56Ovd7o6hHIn699LXR1CuRPUrpOrQyh3bmtVw9UhlDtffr7J1SGUO6unPezqEMqdqBGfujqEcufMgj6uDuGK1U5Y4rKx900t2SulXIFnoAEAAAAAMIEEGgAAAAAAE3gGGgAAAAAgqfA90Lg8KtAAAAAAAJhABRoAAAAAIEmiAO0cFWgAAAAAAEygAg0AAAAAkMQz0MWhAg0AAAAAgAkk0AAAAAAAmMAUbgAAAACAJBYRKw4VaAAAAAAATKACDQAAAACQxCJixaECDQAAAACACSTQAAAAAACYwBRuAAAAAIAkFhErDhVoAAAAAABMoAINAAAAAJAkublRgnaGCjQAAAAAACZQgQYAAAAASOIZ6OJQgQYAAAAAwAQSaAAAAAAATGAKNwAAAABAkmRhDrdTVKABAAAAADCBCjQAAAAAQBKLiBWHCjQAAAAAACaQQAMAAAAAYAJTuAEAAAAAklhErDhUoAEAAAAAMIEKNAAAAABAEhXo4lCBBgAAAADABCrQAAAAAABJvMaqOOWmAh0WFqbk5GT71xaLRZ999tlV9ZmamqqAgICr6gMAAAAAUDaU2wr04cOHValSJVeHAQAAAAAoI8ptAh0SEuLqECRJ58+fl4eHh6vDAAAAAAAWEStGmZrCXVBQoFdffVV169aV1WpVzZo1NWnSJN15552Kj493aHvs2DF5enoqLS2tyL4unsJ94MABWSwWLVq0SHfccYd8fHzUrFkzrVmzxuGc1NRU1axZUz4+Purevbt+//33S/pdvHixWrRoIS8vL9WuXVsTJkxQXl6ew7gzZszQfffdJ19fX02aNEknTpxQ7969VaVKFXl7e6tevXpKSUm5yrsFAAAAAChNZSqBTkxM1Msvv6wXXnhB27dv18cff6zg4GD1799fH3/8sWw2m73t3LlzFRoaqjvvvNN0/6NHj9bw4cOVkZGh+vXrq1evXvbkd+3aterXr5/i4+OVkZGhO+64Qy+99JLD+d9//71iY2P1zDPPaPv27Xr33XeVmpqqSZMmObQbP368unfvri1btujxxx+3X8/XX3+tHTt2aMaMGQoKCrqKOwUAAAAAJWexuG4rC8rMFO4zZ87ojTfe0Ntvv60+ffpIkurUqaMOHTro3Llzio+P1+LFi9WjRw9JhdXivn37lmgKwvDhw3XPPfdIkiZMmKBbb71Ve/bsUcOGDfXGG2+oS5cuGjFihCSpfv36+uGHH7R06VL7+RMmTNCoUaPs8dWuXVsTJ07UiBEjNG7cOHu7Rx55RHFxcfavMzMz1bx5c0VGRkoqXPAMAAAAAHBjKTMV6B07dshms+lvf/vbJce8vLz02GOPafbs2ZKkjRs3auvWrerbt2+JxggPD7f/uVq1apKko0eP2sdv06aNQ/u2bds6fL1582a9+OKL8vPzs28DBgzQ4cOHdfbsWXu7C4nyBQMHDtT8+fMVERGhESNG6IcffrhsjDabTadPn3bY8nJzS3SdAAAAAICSKzMJtLe3t9Pj/fv314oVK3To0CGlpKTozjvvVK1atUo0xsWLeV2oXBcUFJg+Pzs7WxMmTFBGRoZ927Jli3bv3i0vLy97O19fX4fz/v73v+vgwYMaNmyYfvvtN/3tb3/T8OHDixwjKSlJFStWdNhW/3NmSS4TAAAAAIpksVhctpUFZSaBrlevnry9vS+7KFjTpk0VGRmpWbNm6eOPP9bjjz9equM3atRIa9euddj3448/OnzdokUL7dy5U3Xr1r1kc3NzfqurVKmiPn36aO7cuUpOTtZ7771XZLvExESdOnXKYWvf46mruzgAAAAAQLHKzDPQXl5eGjlypEaMGCFPT0+1b99ex44d07Zt29SvXz9JhVXo+Ph4+fr6qnv37qU6/pAhQ9S+fXu99tpruv/++7Vs2TKH558laezYsbr33ntVs2ZNPfTQQ3Jzc9PmzZu1devWSxYc+/N5LVu21K233iqbzaYvv/xSjRo1KrKt1WqV1Wp12HeTp+fVXyAAAACAcq+MFIJdpsxUoCXphRde0LPPPquxY8eqUaNG6tmzp/0ZZUnq1auXbrrpJvXq1cthynRpuO222zRr1iy98cYbatasmZYvX64xY8Y4tOncubO+/PJLLV++XK1atdJtt92madOmFTuV3NPTU4mJiQoPD9ftt98ud3d3zZ8/v1TjBwAAAABcHYthGIargygtBw4cUJ06dbR+/Xq1aNHC1eFcNy8s3e3qEMqdj77e6eoQyp2sfy8tvhFKVVC7Tq4Oody5rVUNV4dQ7nz5+SZXh1DurJ72sKtDKHeiRnzq6hDKnTML+rg6hCvWalK6y8ZePzraZWObVWamcDtz/vx5/f777xozZoxuu+22cpU8AwAAAACujzI1hftyVq9erWrVqmn9+vWaOZMVqQEAAAAApe8vUYGOjo7WX2gmOgAAAAC4BIuIOfeXqEADAAAAAHCt/SUq0AAAAACAq2ehBO0UFWgAAAAAAEwggQYAAAAAwASmcAMAAAAAJLGIWHGoQAMAAAAAYAIVaAAAAACAJBYRKw4VaAAAAAAATKACDQAAAACQxDPQxaECDQAAAACACSTQAAAAAACYwBRuAAAAAIAkFhErDhVoAAAAAABMoAINAAAAAJDEImLFoQINAAAAAIAJJNAAAAAAAJjAFG4AAAAAgCQWESsOFWgAAAAAQJkzffp0hYWFycvLS23atNG6desu2zY6OloWi+WS7Z577inRmCTQAAAAAABJKjLJvF5bSSxYsEAJCQkaN26cNm7cqGbNmqlz5846evRoke0XLVqkw4cP27etW7fK3d1dDz/8cInGJYEGAAAAAJQpU6dO1YABAxQXF6fGjRtr5syZ8vHx0ezZs4tsHxgYqJCQEPu2YsUK+fj4kEADAAAAAP66cnNztWHDBsXExNj3ubm5KSYmRmvWrDHVxwcffKB//OMf8vX1LdHYLCIGAAAAAJDk2vdA22w22Ww2h31Wq1VWq9Vh3/Hjx5Wfn6/g4GCH/cHBwfrll1+KHWfdunXaunWrPvjggxLHSAUaAAAAAOBySUlJqlixosOWlJRU6uN88MEHatq0qVq3bl3ic6lAAwAAAAAkufY1VomJiUpISHDY9+fqsyQFBQXJ3d1dWVlZDvuzsrIUEhLidIycnBzNnz9fL7744hXFSAUaAAAAAOByVqtV/v7+DltRCbSnp6datmyptLQ0+76CggKlpaWpbdu2Tsf45JNPZLPZ9Oijj15RjFSgAQAAAACSXPsMdEkkJCSoT58+ioyMVOvWrZWcnKycnBzFxcVJkmJjYxUaGnrJFPAPPvhA3bp1U+XKla9oXBJoAAAAAECZ0rNnTx07dkxjx47VkSNHFBERoaVLl9oXFsvMzJSbm+OE6507d2rVqlVavnz5FY9LAg0AAAAAKHPi4+MVHx9f5LH09PRL9jVo0ECGYVzVmCTQAAAAAABJrl1ErCxgETEAAAAAAEygAv0XEODt7uoQyp1zZ8+5OoRyJ6hdJ1eHUO4c/2GFq0Mod47Ve8TVIZQ7N3nwv0LX26lz510dAgAnKEA7RwUaAAAAAAATSKABAAAAADCBeUsAAAAAAEmSG3O4naICDQAAAACACVSgAQAAAACSWESsOFSgAQAAAAAwgQo0AAAAAECSZKEE7RQVaAAAAAAATCCBBgAAAADABKZwAwAAAAAkSW7M4HaKCjQAAAAAACZQgQYAAAAASGIRseJQgQYAAAAAwAQSaAAAAAAATGAKNwAAAABAksQMbueoQAMAAAAAYAIVaAAAAACAJMkiStDOUIEGAAAAAMAEKtAAAAAAAEmSGwVop6hAAwAAAABgAgk0AAAAAAAmMIUbAAAAACBJsvAeK6eoQAMAAAAAYAIVaAAAAACAJIkCtHNUoAEAAAAAMIEEGgAAAAAAE5jCDQAAAACQJLkxh9spKtAAAAAAAJhABRoAAAAAIIlFxIpDBRoAAAAAABOoQAMAAAAAJEkWStBOXdMKdHR0tIYOHXothwAAAAAA4LpgCjcAAAAAACaUqSncubm58vT0dHUY10V5ulYAAAAANwZmcDt3zSvQBQUFGjFihAIDAxUSEqLx48fbj2VmZur++++Xn5+f/P391aNHD2VlZdmPjx8/XhEREXr//fd1yy23yMvLS5L0r3/9S02bNpW3t7cqV66smJgY5eTk2M97//331ahRI3l5ealhw4Z655137McOHDggi8Wi+fPnq127dvLy8lKTJk20cuVKh7hXrlyp1q1by2q1qlq1aho1apTy8vIkSV9++aUCAgKUn58vScrIyJDFYtGoUaPs5/fv31+PPvqo/etVq1apY8eO8vb2Vo0aNTRkyBCHmMPCwjRx4kTFxsbK399fTzzxxNXcdgAAAABAKbvmCfScOXPk6+urtWvX6tVXX9WLL76oFStWqKCgQPfff7/++OMPrVy5UitWrNC+ffvUs2dPh/P37NmjhQsXatGiRcrIyNDhw4fVq1cvPf7449qxY4fS09P1wAMPyDAMSdK8efM0duxYTZo0STt27NDkyZP1wgsvaM6cOQ79Pvfcc3r22We1adMmtW3bVl27dtXvv/8uSfr111919913q1WrVtq8ebNmzJihDz74QC+99JIkqWPHjjpz5ow2bdokqTDZDgoKUnp6ur3/lStXKjo6WpK0d+9edenSRQ8++KB+/vlnLViwQKtWrVJ8fLxDTK+99pqaNWumTZs26YUXXii1zwAAAAAAzHCzWFy2lQXXfAp3eHi4xo0bJ0mqV6+e3n77baWlpUmStmzZov3796tGjRqSpA8//FC33nqr1q9fr1atWkkqnMr84YcfqkqVKpKkjRs3Ki8vTw888IBq1aolSWratKl9vHHjxun111/XAw88IEm65ZZbtH37dr377rvq06ePvV18fLwefPBBSdKMGTO0dOlSffDBBxoxYoTeeecd1ahRQ2+//bYsFosaNmyo3377TSNHjtTYsWNVsWJFRUREKD09XZGRkUpPT9ewYcM0YcIEZWdn69SpU9qzZ4+ioqIkSUlJSerdu7d9QbV69erpzTffVFRUlGbMmGGvrN9555169tlnS/9DAAAAAABctWtegQ4PD3f4ulq1ajp69Kh27NihGjVq2JNnSWrcuLECAgK0Y8cO+75atWrZk2dJatasmf72t7+padOmevjhhzVr1iydOHFCkpSTk6O9e/eqX79+8vPzs28vvfSS9u7d6xBH27Zt7X++6aabFBkZaR93x44datu2rcMS7u3bt1d2drYOHTokSYqKilJ6eroMw9D333+vBx54QI0aNdKqVau0cuVKVa9eXfXq1ZMkbd68WampqQ4xde7cWQUFBdq/f799jMjIyGLvp81m0+nTpx22vFxbsecBAAAAAK7ONa9Ae3h4OHxtsVhUUFBg+nxfX1+Hr93d3bVixQr98MMPWr58ud566y2NHj1aa9eulY+PjyRp1qxZatOmzSXnlabo6GjNnj1bmzdvloeHhxo2bKjo6Gilp6frxIkT9uqzJGVnZ+vJJ5/UkCFDLumnZs2a9j//+VqLkpSUpAkTJjjs69RniDrHPXMVVwMAAAAAUtmYSO06LnuNVaNGjfSf//xH//nPf+z7tm/frpMnT6px48ZOz7VYLGrfvr0mTJigTZs2ydPTU59++qmCg4NVvXp17du3T3Xr1nXYbrnlFoc+fvzxR/uf8/LytGHDBjVq1Mge25o1a+zPVUvS6tWrVaFCBd18882S/vcc9LRp0+zJ8oUEOj093f78syS1aNFC27dvvySmunXrlnil7cTERJ06dcph+1vvp0rUBwAAAACg5Fz2GquYmBg1bdpUvXv3VnJysvLy8jRo0CBFRUU5ncq8du1apaWl6a677lLVqlW1du1aHTt2zJ78TpgwQUOGDFHFihXVpUsX2Ww2/fTTTzpx4oQSEhLs/UyfPl316tVTo0aNNG3aNJ04cUKPP/64JGnQoEFKTk7W4MGDFR8fr507d2rcuHFKSEiQm1vhvzlUqlRJ4eHhmjdvnt5++21J0u23364ePXro/PnzDhXokSNH6rbbblN8fLz69+8vX19fbd++XStWrLCfa5bVapXVanXYd5Pn8RL1AQAAAABFsZSRxbxcxWUJtMVi0eLFizV48GDdfvvtcnNzU5cuXfTWW285Pc/f31///ve/lZycrNOnT6tWrVp6/fXX9fe//11S4eujfHx8NGXKFD333HPy9fVV06ZN7Qt4XfDyyy/r5ZdfVkZGhurWravPP/9cQUFBkqTQ0FAtWbJEzz33nJo1a6bAwED169dPY8aMcegjKipKGRkZ9mpzYGCgGjdurKysLDVo0MDeLjw8XCtXrtTo0aPVsWNHGYahOnXqXLLiOAAAAADgxmUxLp6nXA4cOHBAt9xyizZt2qSIiAhXh1MqXl+5z9UhlDtT5m50dQjljoenR/GNUKqO/7DC1SGUO236POLqEMqdDWt2uzqEcufzF+91dQjlzn1jv3R1COXOmQV9im90g+r9UYbLxp73WITLxjbLZc9AAwAAAABQlpBAAwAAAABggsuegXaVsLAwlbNZ6wAAAABgCouIOUcFGgAAAAAAE8pdBRoAAAAAUDQK0M5RgQYAAAAAwAQSaAAAAAAATGAKNwAAAABAEouIFYcKNAAAAAAAJlCBBgAAAABIktwoQDtFBRoAAAAAABOoQAMAAAAAJPEMdHGoQAMAAAAAYAIJNAAAAAAAJjCFGwAAAAAgSWICt3NUoAEAAAAAMIEKNAAAAABAkuTGImJOUYEGAAAAAJQ506dPV1hYmLy8vNSmTRutW7fOafuTJ0/q6aefVrVq1WS1WlW/fn0tWbKkRGNSgQYAAAAAlCkLFixQQkKCZs6cqTZt2ig5OVmdO3fWzp07VbVq1Uva5+bmqlOnTqpatar+9a9/KTQ0VAcPHlRAQECJxiWBBgAAAABIksrKDO6pU6dqwIABiouLkyTNnDlTX331lWbPnq1Ro0Zd0n727Nn6448/9MMPP8jDw0OSFBYWVuJxmcINAAAAACgzcnNztWHDBsXExNj3ubm5KSYmRmvWrCnynM8//1xt27bV008/reDgYDVp0kSTJ09Wfn5+icamAg0AAAAAkCRZXFiCttlsstlsDvusVqusVqvDvuPHjys/P1/BwcEO+4ODg/XLL78U2fe+ffv07bffqnfv3lqyZIn27NmjQYMG6fz58xo3bpzpGKlAAwAAAABcLikpSRUrVnTYkpKSSqXvgoICVa1aVe+9955atmypnj17avTo0Zo5c2aJ+qECDQAAAABwucTERCUkJDjs+3P1WZKCgoLk7u6urKwsh/1ZWVkKCQkpsu9q1arJw8ND7u7u9n2NGjXSkSNHlJubK09PT1MxUoEGAAAAAEgqXETMVZvVapW/v7/DVlQC7enpqZYtWyotLc2+r6CgQGlpaWrbtm2R19W+fXvt2bNHBQUF9n27du1StWrVTCfPEgk0AAAAAKCMSUhI0KxZszRnzhzt2LFDAwcOVE5Ojn1V7tjYWCUmJtrbDxw4UH/88YeeeeYZ7dq1S1999ZUmT56sp59+ukTjMoUbAAAAACBJcisj77Hq2bOnjh07prFjx+rIkSOKiIjQ0qVL7QuLZWZmys3tf/XiGjVqaNmyZRo2bJjCw8MVGhqqZ555RiNHjizRuCTQAAAAAIAyJz4+XvHx8UUeS09Pv2Rf27Zt9eOPP17VmCTQAAAAAABJhc8i4/J4BhoAAAAAABNIoAEAAAAAMIEp3AAAAAAASZKFOdxOUYEGAAAAAMAEKtB/AV0bhrg6hHLnWPdwV4dQ7uw9mu3qEMqdY/UecXUI5c7aOR+7OoRy5/GxJXv/J65eRS8PV4dQ7gyNa+fqEFCGUGF1jvsDAAAAAIAJJNAAAAAAAJjAFG4AAAAAgCQWESsOFWgAAAAAAEygAg0AAAAAkCS5UYB2igo0AAAAAAAmUIEGAAAAAEiiAl0cKtAAAAAAAJhAAg0AAAAAgAlM4QYAAAAASOI1VsWhAg0AAAAAgAlUoAEAAAAAklhErDhUoAEAAAAAMIEEGgAAAAAAE5jCDQAAAACQJLGGmHNUoAEAAAAAMIEKNAAAAABAkuRGCdopKtAAAAAAAJhABRoAAAAAIIkKa3G4PwAAAAAAmEACDQAAAACACUzhBgAAAABI4jVWxaECDQAAAACACVSgAQAAAACSeI1VcahAAwAAAABgAgk0AAAAAAAmMIUbAAAAACCJRcSKQwUaAAAAAAATqEADAAAAACRJblSgnaICDQAAAACACVSgAQAAAACSeI1Vcf5SFejU1FQFBAS4bPwDBw7IYrEoIyPDZTEAAAAAAK4NKtBXqG/fvjp58qQ+++wz+74aNWro8OHDCgoKcl1gAAAAAIBrggT6T86fPy8PD48rOtfd3V0hISGlHBEAAAAAXB/M4Hau1KdwL126VB06dFBAQIAqV66se++9V3v37rUfP3TokHr16qXAwED5+voqMjJSa9eutR//4osv1KpVK3l5eSkoKEjdu3e3H7PZbBo+fLhCQ0Pl6+urNm3aKD093Wk8ixcvVosWLeTl5aXatWtrwoQJysvLsx+3WCyaMWOG7rvvPvn6+mrSpEnKz89Xv379dMstt8jb21sNGjTQG2+8YT9n/PjxmjNnjhYvXiyLxSKLxaL09PQip3CvXLlSrVu3ltVqVbVq1TRq1CiH8aOjozVkyBCNGDFCgYGBCgkJ0fjx46/gzgMAAAAArqVSr0Dn5OQoISFB4eHhys7O1tixY9W9e3dlZGTo7NmzioqKUmhoqD7//HOFhIRo48aNKigokCR99dVX6t69u0aPHq0PP/xQubm5WrJkib3v+Ph4bd++XfPnz1f16tX16aefqkuXLtqyZYvq1at3SSzff/+9YmNj9eabb6pjx47au3evnnjiCUnSuHHj7O3Gjx+vl19+WcnJybrppptUUFCgm2++WZ988okqV66sH374QU888YSqVaumHj16aPjw4dqxY4dOnz6tlJQUSVJgYKB+++03h/F//fVX3X333erbt68+/PBD/fLLLxowYIC8vLwckuQ5c+YoISFBa9eu1Zo1a9S3b1+1b99enTp1KrXPBQAAAACKw2usnCv1BPrBBx90+Hr27NmqUqWKtm/frh9++EHHjh3T+vXrFRgYKEmqW7euve2kSZP0j3/8QxMmTLDva9asmSQpMzNTKSkpyszMVPXq1SVJw4cP19KlS5WSkqLJkydfEsuECRM0atQo9enTR5JUu3ZtTZw4USNGjHBIoB955BHFxcVdcu4Ft9xyi9asWaN//vOf6tGjh/z8/OTt7S2bzeZ0yvY777yjGjVq6O2335bFYlHDhg3122+/aeTIkRo7dqzc3AonAISHh9vjqVevnt5++22lpaWRQAMAAADADaTUE+jdu3dr7NixWrt2rY4fP26vLmdmZiojI0PNmze3J89/lpGRoQEDBhR5bMuWLcrPz1f9+vUd9ttsNlWuXLnIczZv3qzVq1dr0qRJ9n35+fk6d+6czp49Kx8fH0lSZGTkJedOnz5ds2fPVmZmpv773/8qNzdXERERxV7/xXbs2KG2bdvKctGDBO3bt1d2drYOHTqkmjVrSipMoC9WrVo1HT16tMg+bTabbDabw75cW748rdYSxQYAAAAAKJlST6C7du2qWrVqadasWapevboKCgrUpEkT5ebmytvb2+m5zo5nZ2fL3d1dGzZskLu7u8MxPz+/y54zYcIEPfDAA5cc8/Lysv/Z19fX4dj8+fM1fPhwvf7662rbtq0qVKigKVOmODyrXZr+vGiZxWKx/8PDnyUlJTlUxyUp/tnnNfi50dckNgAAAADlh0XM4XamVBPo33//XTt37tSsWbPUsWNHSdKqVavsx8PDw/X+++/rjz/+KLIKHR4errS0tEumU0tS8+bNlZ+fr6NHj9r7Lk6LFi20c+dOh2niZqxevVrt2rXToEGD7PsuXghNkjw9PZWfn++0n0aNGmnhwoUyDMNehV69erUqVKigm2++uUQxXZCYmKiEhASHfZknnccBAAAAALh6pboKd6VKlVS5cmW999572rNnj7799luHZK9Xr14KCQlRt27dtHr1au3bt08LFy7UmjVrJBUu7PV///d/GjdunHbs2KEtW7bolVdekSTVr19fvXv3VmxsrBYtWqT9+/dr3bp1SkpK0ldffVVkPGPHjtWHH36oCRMmaNu2bdqxY4fmz5+vMWPGOL2OevXq6aefftKyZcu0a9cuvfDCC1q/fr1Dm7CwMP3888/auXOnjh8/rvPnz1/Sz6BBg/Sf//xHgwcP1i+//KLFixdr3LhxSkhIsD//XFJWq1X+/v4OG9O3AQAAAJQGN4vrtrKgVBNoNzc3zZ8/Xxs2bFCTJk00bNgwTZkyxX7c09NTy5cvV9WqVXX33XeradOmevnll+1TsqOjo/XJJ5/o888/V0REhO68806tW7fOfn5KSopiY2P17LPPqkGDBurWrZvWr19vf5b4zzp37qwvv/xSy5cvV6tWrXTbbbdp2rRpqlWrltPrePLJJ/XAAw+oZ8+eatOmjX7//XeHarQkDRgwQA0aNFBkZKSqVKmi1atXX9JPaGiolixZonXr1qlZs2Z66qmn1K9fv2ITeAAAAADAjcdiGIbh6iBwdXZlnXV1COXO7A2HXB1CubP3aLarQyh3jp085+oQyp21cz52dQjlzuNjn3Z1COVOvxahrg6h3Pl0R5arQyh3Jna59BW7ZcWr3+0tvtE1MuKOOi4b26xSrUADAAAAAPBXRQINAAAAAIAJpf4aKwAAAABA2XTh7UEoGhVoAAAAAABMoAINAAAAAJBUdl4n5SpUoAEAAAAAMIEEGgAAAAAAE5jCDQAAAACQJLGGmHNUoAEAAAAAMIEKNAAAAABAkuRGCdopKtAAAAAAAJhABRoAAAAAIInXWBWHCjQAAAAAACaQQAMAAAAAYAIJNAAAAABAUuFrrFy1ldT06dMVFhYmLy8vtWnTRuvWrbts29TUVFksFofNy8urxGOSQAMAAAAAypQFCxYoISFB48aN08aNG9WsWTN17txZR48evew5/v7+Onz4sH07ePBgicclgQYAAAAASJLcZHHZVhJTp07VgAEDFBcXp8aNG2vmzJny8fHR7NmzL3uOxWJRSEiIfQsODr6C+wMAAAAAQBmRm5urDRs2KCYmxr7Pzc1NMTExWrNmzWXPy87OVq1atVSjRg3df//92rZtW4nHJoEGAAAAALiczWbT6dOnHTabzXZJu+PHjys/P/+SCnJwcLCOHDlSZN8NGjTQ7NmztXjxYs2dO1cFBQVq166dDh06VKIYSaABAAAAAJJcu4hYUlKSKlas6LAlJSWVynW1bdtWsbGxioiIUFRUlBYtWqQqVaro3XffLVE/N5VKNAAAAAAAXIXExEQlJCQ47LNarZe0CwoKkru7u7Kyshz2Z2VlKSQkxNRYHh4eat68ufbs2VOiGKlAAwAAAAAkSW4W121Wq1X+/v4OW1EJtKenp1q2bKm0tDT7voKCAqWlpalt27amrjM/P19btmxRtWrVSnR/qEADAAAAAMqUhIQE9enTR5GRkWrdurWSk5OVk5OjuLg4SVJsbKxCQ0PtU8BffPFF3Xbbbapbt65OnjypKVOm6ODBg+rfv3+JxiWBBgAAAACUKT179tSxY8c0duxYHTlyRBEREVq6dKl9YbHMzEy5uf1vwvWJEyc0YMAAHTlyRJUqVVLLli31ww8/qHHjxiUalwQaAAAAACBJcrOU7H3MrhQfH6/4+Pgij6Wnpzt8PW3aNE2bNu2qx+QZaAAAAAAATKACDQAAAACQVPg6KVweFWgAAAAAAEygAg0AAAAAkFS2noF2BSrQAAAAAACYQAINAAAAAIAJTOEGAAAAAEhiEbHiUIEGAAAAAMAEKtB/ASO+2O7qEMqdNT/ud3UI5c7pP067OoRy5yYP/oq43h4f+7SrQyh3Zr843dUhlDtPfJ7k6hDKndemfOLqEMqdiV2ed3UIV4wKq3PcHwAAAAAATCCBBgAAAADABObnAQAAAAAkSRZWEXOKCjQAAAAAACZQgQYAAAAASJKoPztHBRoAAAAAABOoQAMAAAAAJEluPAPtFBVoAAAAAABMIIEGAAAAAMAEpnADAAAAACSxiFhxqEADAAAAAGACFWgAAAAAgCSJNcScowINAAAAAIAJJNAAAAAAAJjAFG4AAAAAgCTJwhxup6hAAwAAAABgAhVoAAAAAIAkKqzF4f4AAAAAAGACFWgAAAAAgCSegS4OFWgAAAAAAEwggQYAAAAAwASmcAMAAAAAJElM4HaOCjQAAAAAACZQgQYAAAAASGIRseJQgQYAAAAAwAQSaAAAAAAATGAKNwAAAABAEhXW4nB/AAAAAAAwgQo0AAAAAEASi4gVhwo0AAAAAAAmUIEGAAAAAEiSqD87VyoV6OjoaA0dOlSSFBYWpuTk5NLoVlLhFILPPvus1PoDAAAAAOBKlHoFev369fL19S3tbsuFvn376uTJk/yDAQAAAADcgEo9ga5SpUppdwkAAAAAuA5YQ8y5Ek/hzsnJUWxsrPz8/FStWjW9/vrrDscvnsJtGIbGjx+vmjVrymq1qnr16hoyZIhD24kTJ6pXr17y9fVVaGiopk+f7nT8kSNHqn79+vLx8VHt2rX1wgsv6Pz58w5tvvjiC7Vq1UpeXl4KCgpS9+7d7cdsNpuGDx+u0NBQ+fr6qk2bNkpPT7cfT01NVUBAgL788ks1aNBAPj4+euihh3T27FnNmTNHYWFhqlSpkoYMGaL8/PwS97ts2TI1atRIfn5+6tKliw4fPixJGj9+vObMmaPFixfLYrHIYrE4nA8AAAAAcK0SV6Cfe+45rVy5UosXL1bVqlX1/PPPa+PGjYqIiLik7cKFCzVt2jTNnz9ft956q44cOaLNmzc7tJkyZYqef/55TZgwQcuWLdMzzzyj+vXrq1OnTkWOX6FCBaWmpqp69erasmWLBgwYoAoVKmjEiBGSpK+++krdu3fX6NGj9eGHHyo3N1dLliyxnx8fH6/t27dr/vz5ql69uj799FN16dJFW7ZsUb169SRJZ8+e1Ztvvqn58+frzJkzeuCBB9S9e3cFBARoyZIl2rdvnx588EG1b99ePXv2LFG/r732mj766CO5ubnp0Ucf1fDhwzVv3jwNHz5cO3bs0OnTp5WSkiJJCgwMLOnHAwAAAABXzI1lxJwqUQKdnZ2tDz74QHPnztXf/vY3SdKcOXN08803F9k+MzNTISEhiomJkYeHh2rWrKnWrVs7tGnfvr1GjRolSapfv75Wr16tadOmXTaBHjNmjP3PYWFhGj58uObPn29PoCdNmqR//OMfmjBhgr1ds2bN7PGkpKQoMzNT1atXlyQNHz5cS5cuVUpKiiZPnixJOn/+vGbMmKE6depIkh566CF99NFHysrKkp+fnxo3bqw77rhD3333nXr27FmifmfOnGnvNz4+Xi+++KIkyc/PT97e3rLZbAoJCSn+wwAAAAAAXFclSqD37t2r3NxctWnTxr4vMDBQDRo0KLL9ww8/rOTkZNWuXVtdunTR3Xffra5du+qmm/43bNu2bR3Oadu2rdNVvBcsWKA333xTe/fuVXZ2tvLy8uTv728/npGRoQEDBhR57pYtW5Sfn6/69es77LfZbKpcubL9ax8fH3uSK0nBwcEKCwuTn5+fw76jR49eVb/VqlWz92GWzWaTzWZz2Jd/PlfuHp4l6gcAAAAAUDLX9D3QNWrU0M6dO/XNN99oxYoVGjRokKZMmaKVK1fKw8OjxP2tWbNGvXv31oQJE9S5c2dVrFhR8+fPd3gO29vb+7LnZ2dny93dXRs2bJC7u7vDsYuT4z/HZrFYitxXUFBw1f0ahuHski+RlJTkUF2XpAZdB6jhfU+UqB8AAAAA+DMWEXOuRAl0nTp15OHhobVr16pmzZqSpBMnTmjXrl2Kiooq8hxvb2917dpVXbt21dNPP62GDRtqy5YtatGihSTpxx9/dGj/448/qlGjRkX29cMPP6hWrVoaPXq0fd/Bgwcd2oSHhystLU1xcXGXnN+8eXPl5+fr6NGj6tixo/kLL0Zp9evp6emwMFlREhMTlZCQ4LCv97ytVzwmAAAAAMCcEiXQfn5+6tevn5577jlVrlxZVatW1ejRo+XmVvRi3qmpqcrPz1ebNm3k4+OjuXPnytvbW7Vq1bK3Wb16tV599VV169ZNK1as0CeffKKvvvqqyP7q1aunzMxMzZ8/X61atdJXX32lTz/91KHNuHHj9Le//U116tTRP/7xD+Xl5WnJkiX21bt79+6t2NhYvf7662revLmOHTumtLQ0hYeH65577inJ7bArrX7DwsK0bNky7dy5U5UrV1bFihUvqVpbrVZZrVaHfUzfBgAAAFAaLCwi5lSJX2M1ZcoUdezYUV27dlVMTIw6dOigli1bFtk2ICBAs2bNUvv27RUeHq5vvvlGX3zxhcNzwc8++6x++uknNW/eXC+99JKmTp2qzp07F9nffffdp2HDhik+Pl4RERH64Ycf9MILLzi0iY6O1ieffKLPP/9cERERuvPOO7Vu3Tr78ZSUFMXGxurZZ59VgwYN1K1bN61fv95eUb9SpdHvgAED1KBBA0VGRqpKlSpavXr1VcUEAAAAACg9FqOkD+GWorCwMA0dOlRDhw51VQh/Cd3e/8nVIZQ7a37c7+oQyp3Tf5x2dQjlzk0e13SZDBQh9h+ti2+EUjX7xemuDqHc+fHzJFeHUO7c1vctV4dQ7vw37XlXh3DFlmwr2SLHpenuW6u6bGyzSlyBBgAAAACgPCKBBgAAAADABJfOzztw4IArhwcAAAAAXMSNRcScogINAAAAAIAJrBADAAAAAJAkWShAO0UFGgAAAAAAE0igAQAAAAAwgSncAAAAAABJTOEuDhVoAAAAAABMoAINAAAAAJAkWXiNlVNUoAEAAAAAMIEKNAAAAABAkuRGAdopKtAAAAAAgDJn+vTpCgsLk5eXl9q0aaN169aZOm/+/PmyWCzq1q1bicckgQYAAAAAlCkLFixQQkKCxo0bp40bN6pZs2bq3Lmzjh496vS8AwcOaPjw4erYseMVjUsCDQAAAACQVLiImKv+K4mpU6dqwIABiouLU+PGjTVz5kz5+Pho9uzZlz0nPz9fvXv31oQJE1S7du0ruj8k0AAAAAAAl7PZbDp9+rTDZrPZLmmXm5urDRs2KCYmxr7Pzc1NMTExWrNmzWX7f/HFF1W1alX169fvimMkgQYAAAAASJIsFtdtSUlJqlixosOWlJR0SYzHjx9Xfn6+goODHfYHBwfryJEjRV7XqlWr9MEHH2jWrFlXdX9YhRsAAAAA4HKJiYlKSEhw2Ge1Wq+63zNnzuixxx7TrFmzFBQUdFV9kUADAAAAAFzOarWaSpiDgoLk7u6urKwsh/1ZWVkKCQm5pP3evXt14MABde3a1b6voKBAknTTTTdp586dqlOnjqkYmcINAAAAAJBUNhYR8/T0VMuWLZWWlmbfV1BQoLS0NLVt2/aS9g0bNtSWLVuUkZFh3+677z7dcccdysjIUI0aNUyPTQUaAAAAAFCmJCQkqE+fPoqMjFTr1q2VnJysnJwcxcXFSZJiY2MVGhqqpKQkeXl5qUmTJg7nBwQESNIl+4tDAg0AAAAAkCS5lextUi7Ts2dPHTt2TGPHjtWRI0cUERGhpUuX2hcWy8zMlJtb6U+4JoEGAAAAAJQ58fHxio+PL/JYenq603NTU1OvaEyegQYAAAAAwAQq0AAAAAAASSrRYl7lERVoAAAAAABMoAINAAAAAJAkWShAO0UFGgAAAAAAE6hAAwAAAAAkiSegi0EFGgAAAAAAE0igAQAAAAAwgSncAAAAAABJkhuriDlFBRoAAAAAABMshmEYrg4CV+dcnqsjKH+GLd7u6hDKnQGRN7s6hHLn1Lnzrg6h3Kno5eHqEModdzcqLdfbbfclujqEcifj61ddHUK50yDEx9UhXLEf95x02di31Q1w2dhmUYEGAAAAAMAEEmgAAAAAAExgETEAAAAAQCGebHGKCjQAAAAAACZQgQYAAAAASJIslKCdogINAAAAAIAJVKABAAAAAJIkCwVop6hAAwAAAABgAgk0AAAAAAAmMIUbAAAAACCJt1gVhwo0AAAAAAAmUIEGAAAAABSiBO0UFWgAAAAAAEwggQYAAAAAwASmcAMAAAAAJEkW5nA7RQUaAAAAAAATqEADAAAAACRJFgrQTlGBBgAAAADABCrQAAAAAABJvMWqOFSgAQAAAAAwgQQaAAAAAAATmMINAAAAACjEHG6nqEADAAAAAGACFWgAAAAAgCTJQgnaKSrQAAAAAACYQAINAAAAAIAJTOEGAAAAAEiSLMzgdooKNAAAAAAAJlCBBgAAAABI4i1WxaECDQAAAACACVSgAQAAAACFKEE79ZepQEdHR2vo0KGm26empiogIOCaxQMAAAAA+Gv5yyTQAAAAAABcS0zhvoGdP39eHh4erg4DAAAAQDlhYQ63U9e8Ah0dHa3Bgwdr6NChqlSpkoKDgzVr1izl5OQoLi5OFSpUUN26dfX111/bz1m5cqVat24tq9WqatWqadSoUcrLy7Mfz8nJUWxsrPz8/FStWjW9/vrrl4xrs9k0fPhwhYaGytfXV23atFF6enqJ4z9w4IDc3Nz0008/OexPTk5WrVq1VFBQIEnaunWr/v73v8vPz0/BwcF67LHHdPz4cXv7pUuXqkOHDgoICFDlypV17733au/evQ7jWCwWLViwQFFRUfLy8tK8efNKHC8AAAAA4Nq4LlO458yZo6CgIK1bt06DBw/WwIED9fDDD6tdu3bauHGj7rrrLj322GM6e/asfv31V919991q1aqVNm/erBkzZuiDDz7QSy+9ZO/vueee08qVK7V48WItX75c6enp2rhxo8OY8fHxWrNmjebPn6+ff/5ZDz/8sLp06aLdu3eXKPawsDDFxMQoJSXFYX9KSor69u0rNzc3nTx5UnfeeaeaN2+un376SUuXLlVWVpZ69Ohhb5+Tk6OEhAT99NNPSktLk5ubm7p3725PwC8YNWqUnnnmGe3YsUOdO3cuUawAAAAAcDUsFtdtZYHFMAzjWg4QHR2t/Px8ff/995Kk/Px8VaxYUQ888IA+/PBDSdKRI0dUrVo1rVmzRl988YUWLlyoHTt2yPL/7+I777yjkSNH6tSpUzp79qwqV66suXPn6uGHH5Yk/fHHH7r55pv1xBNPKDk5WZmZmapdu7YyMzNVvXp1eywxMTFq3bq1Jk+erNTUVA0dOlQnT54s9hr++c9/6qmnntLhw4dltVq1ceNGRUZGat++fQoLC9NLL72k77//XsuWLbOfc+jQIdWoUUM7d+5U/fr1L+nz+PHjqlKlirZs2aImTZrowIEDuuWWW5ScnKxnnnmmRPf4XF7xbVC6hi3e7uoQyp0BkTe7OoRy59S5864Oodyp6MVjO9ebu1sZ+T+2v5Db7kt0dQjlTsbXr7o6hHKnQYiPq0O4YlsOZbts7KY3+7lsbLOuSwU6PDzc/md3d3dVrlxZTZs2te8LDg6WJB09elQ7duxQ27Zt7cmzJLVv317Z2dk6dOiQ9u7dq9zcXLVp08Z+PDAwUA0aNLB/vWXLFuXn56t+/fry8/OzbytXrnSYNm1Wt27d5O7urk8//VRS4Qred9xxh8LCwiRJmzdv1nfffecwVsOGDSXJPt7u3bvVq1cv1a5dW/7+/vZzMzMzHcaKjIx0GovNZtPp06cdNpvNVuJrAgAAAACUzHVZROzPC2FZLBaHfReS5T9PZ75S2dnZcnd314YNG+Tu7u5wzM+v5P+q4enpqdjYWKWkpOiBBx7Qxx9/rDfeeMNhvK5du+qVV1655Nxq1apJkrp27apatWpp1qxZql69ugoKCtSkSRPl5uY6tPf19XUaS1JSkiZMmOCwb/QL4zRm7PgSXxcAAAAAXIx5Oc7dcKtwN2rUSAsXLpRhGPbEevXq1apQoYJuvvlmBQYGysPDQ2vXrlXNmjUlSSdOnNCuXbsUFRUlSWrevLny8/N19OhRdezYsVTi6t+/v5o0aaJ33nlHeXl5euCBB+zHWrRooYULFyosLEw33XTpLf3999+1c+dOzZo1yx7PqlWrriiOxMREJSQkOOwz3K1X1BcAAAAAwLwb7j3QgwYN0n/+8x8NHjxYv/zyixYvXqxx48YpISFBbm5u8vPzU79+/fTcc8/p22+/1datW+2LeV1Qv3599e7dW7GxsVq0aJH279+vdevWKSkpSV999dUVxdWoUSPddtttGjlypHr16iVvb2/7saefflp//PGHevXqpfXr12vv3r1atmyZ4uLilJ+fr0qVKqly5cp67733tGfPHn377beXJMFmWa1W+fv7O2xWKwk0AAAAgFJgceFWBtxwCXRoaKiWLFmidevWqVmzZnrqqafUr18/jRkzxt5mypQp6tixo7p27aqYmBh16NBBLVu2dOgnJSVFsbGxevbZZ9WgQQN169ZN69evt1etr0S/fv2Um5urxx9/3GF/9erVtXr1auXn5+uuu+5S06ZNNXToUAUEBMjNzU1ubm6aP3++NmzYoCZNmmjYsGGaMmXKFccBAAAAALj+rvkq3H8lEydO1CeffKKff/7Z1aE4YBXu649VuK8/VuG+/liF+/pjFe7rj1W4rz9W4b7+WIX7+ivLq3Bv+zXHZWPfGup8PagbwQ1Xgb4RZWdna+vWrXr77bc1ePBgV4cDAAAAAHCBG24RMVe49dZbdfDgwSKPvfvuu1qxYoX+7//+T926dbtk+jYAAAAAoHwggZa0ZMkSnT9f9FTF4OBg9e7dW6mpqdc3KAAAAAC4ziw82eIUCbSkWrVquToEAAAAAMANjgQaAAAAACCpzLxNymVYRAwAAAAAABNIoAEAAAAAMIEp3AAAAACAQszhdooKNAAAAAAAJpBAAwAAAAAkSRYX/ldS06dPV1hYmLy8vNSmTRutW7fusm0XLVqkyMhIBQQEyNfXVxEREfroo49KPCYJNAAAAACgTFmwYIESEhI0btw4bdy4Uc2aNVPnzp119OjRItsHBgZq9OjRWrNmjX7++WfFxcUpLi5Oy5YtK9G4JNAAAAAAAEmSxeK6rSSmTp2qAQMGKC4uTo0bN9bMmTPl4+Oj2bNnF9k+Ojpa3bt3V6NGjVSnTh0988wzCg8P16pVq0o0Lgk0AAAAAMDlbDabTp8+7bDZbLZL2uXm5mrDhg2KiYmx73Nzc1NMTIzWrFlT7DiGYSgtLU07d+7U7bffXqIYSaABAAAAAC6XlJSkihUrOmxJSUmXtDt+/Ljy8/MVHBzssD84OFhHjhy5bP+nTp2Sn5+fPD09dc899+itt95Sp06dShQjr7ECAAAAAEhy7VusEhMTlZCQ4LDParWWWv8VKlRQRkaGsrOzlZaWpoSEBNWuXVvR0dGm+yCBBgAAAAC4nNVqNZUwBwUFyd3dXVlZWQ77s7KyFBISctnz3NzcVLduXUlSRESEduzYoaSkpBIl0EzhBgAAAAAUsrhwM8nT01MtW7ZUWlqafV9BQYHS0tLUtm1b0/0UFBQU+Yy1M1SgAQAAAABlSkJCgvr06aPIyEi1bt1aycnJysnJUVxcnCQpNjZWoaGh9meok5KSFBkZqTp16shms2nJkiX66KOPNGPGjBKNSwINAAAAAChTevbsqWPHjmns2LE6cuSIIiIitHTpUvvCYpmZmXJz+9+E65ycHA0aNEiHDh2St7e3GjZsqLlz56pnz54lGtdiGIZRqleC6+5cnqsjKH+GLd7u6hDKnQGRN7s6hHLn1Lnzrg6h3Kno5eHqEModdzdXLpdTPt12X6KrQyh3Mr5+1dUhlDsNQnxcHcIV2531X5eNXS/Y22Vjm8Uz0AAAAAAAmMAUbgAAAACAJMnCxBynqEADAAAAAGACCTQAAAAAACYwhRsAAAAAIKlEr2Mul6hAAwAAAABgAhVoAAAAAEAhStBOUYEGAAAAAMAEKtAAAAAAAEmShRK0U1SgAQAAAAAwgQQaAAAAAAATmMINAAAAAJAkWZjB7RQVaAAAAAAATLAYhmG4OghcnYELt7s6hHLnn4s3uzqEcifXluvqEIBrbmhcO1eHUO68NuUTV4dQ7mTMG+rqEMqdiL+PcHUI5c5/N73t6hCu2IHj51w2dliQl8vGNosKNAAAAAAAJpBAAwAAAABgAouIAQAAAAAKsYiYU1SgAQAAAAAwgQo0AAAAAECSZKEE7RQVaAAAAAAATKACDQAAAACQJFkoQDtFBRoAAAAAABNIoAEAAAAAMIEp3AAAAAAASbzFqjhUoAEAAAAAMIEKNAAAAABAEouIFYcKNAAAAAAAJpBAAwAAAABgAlO4AQAAAAD/H3O4naECDQAAAACACVSgAQAAAACSWESsOFSgAQAAAAAwgQo0AAAAAEAST0AXhwo0AAAAAAAmkEADAAAAAGACU7gBAAAAAJJYRKw4VKABAAAAADCBCjQAAAAAQJJkYRkxp6hAAwAAAABgAgk0AAAAAAAmMIUbAAAAAFCIGdxOUYEGAAAAAMAEKtAAAAAAAEkUoItDBRoAAAAAABOoQAMAAAAAJEkWStBOUYG+AmFhYUpOTjbd/sCBA7JYLMrIyLhmMQEAAAAAri0S6Cuwfv16PfHEE6XaZ2pqqgICAkq1TwAAAABA6WEK9xWoUqWKq0MAAAAAgFJnYRkxp8pFBfrLL79UQECA8vPzJUkZGRmyWCwaNWqUvU3//v316KOPSpJWrVqljh07ytvbWzVq1NCQIUOUk5Njb/vnKdy//PKLOnToIC8vLzVu3FjffPONLBaLPvvsM4c49u3bpzvuuEM+Pj5q1qyZ1qxZI0lKT09XXFycTp06JYvFIovFovHjx1+bmwEAAAAAuCLlIoHu2LGjzpw5o02bNkmSVq5cqaCgIKWnp9vbrFy5UtHR0dq7d6+6dOmiBx98UD///LMWLFigVatWKT4+vsi+8/Pz1a1bN/n4+Gjt2rV67733NHr06CLbjh49WsOHD1dGRobq16+vXr16KS8vT+3atVNycrL8/f11+PBhHT58WMOHDy/1+wAAAAAATllcuJUB5SKBrlixoiIiIuwJc3p6uoYNG6ZNmzYpOztbv/76q/bs2aOoqCglJSWpd+/eGjp0qOrVq6d27drpzTff1Icffqhz585d0veKFSu0d+9effjhh2rWrJk6dOigSZMmFRnH8OHDdc8996h+/fqaMGGCDh48qD179sjT01MVK1aUxWJRSEiIQkJC5Ofndy1vCQAAAACghMpFAi1JUVFRSk9Pl2EY+v777/XAAw+oUaNGWrVqlVauXKnq1aurXr162rx5s1JTU+Xn52ffOnfurIKCAu3fv/+Sfnfu3KkaNWooJCTEvq9169ZFxhAeHm7/c7Vq1SRJR48eLdF12Gw2nT592mHLP59boj4AAAAAACVXbhLo6OhorVq1Sps3b5aHh4caNmyo6Ohopaena+XKlYqKipIkZWdn68knn1RGRoZ927x5s3bv3q06depcVQweHh72P1v+/wvWCgoKStRHUlKSKlas6LBtXDTrquICAAAAAIkZ3MUpN6twX3gOetq0afZkOTo6Wi+//LJOnDihZ599VpLUokULbd++XXXr1jXVb4MGDfSf//xHWVlZCg4OllT4mquS8vT0tC9y5kxiYqISEhIc9g1fsq/E4wEAAAAASqbcVKArVaqk8PBwzZs3T9HR0ZKk22+/XRs3btSuXbvsSfXIkSP1ww8/KD4+XhkZGdq9e7cWL1582UXEOnXqpDp16qhPnz76+eeftXr1ao0ZM0bS/6rMZoSFhSk7O1tpaWk6fvy4zp49W2Q7q9Uqf39/h83dw7MEdwIAAAAAimaxuG4rC8pNAi0VPgedn59vT6ADAwPVuHFjhYSEqEGDBpIKn1NeuXKldu3apY4dO6p58+YaO3asqlevXmSf7u7u+uyzz5Sdna1WrVqpf//+9lW4vby8TMfWrl07PfXUU+rZs6eqVKmiV1999eouFgAAAABQqiyGYRiuDuKvZvXq1erQoYP27Nlz1c9NmzFw4fZrPgYc/XPxZleHUO7k2lgsD399Q+PauTqEcue1KZ+4OoRyJ2PeUFeHUO5E/H2Eq0Mod/676W1Xh3DF/sgp/rHSayXQ191lY5tVbp6BvpY+/fRT+fn5qV69etqzZ4+eeeYZtW/f/rokzwAAAACA64MEuhScOXNGI0eOVGZmpoKCghQTE6PXX3/d1WEBAAAAAEoRCXQpiI2NVWxsrKvDAAAAAICrUlYW83KVcrWIGAAAAAAAV4oEGgAAAAAAE0igAQAAAAAwgQQaAAAAAFDmTJ8+XWFhYfLy8lKbNm20bt26y7adNWuWOnbsqEqVKqlSpUqKiYlx2v5ySKABAAAAAJIKFxFz1VYSCxYsUEJCgsaNG6eNGzeqWbNm6ty5s44ePVpk+/T0dPXq1Uvfffed1qxZoxo1auiuu+7Sr7/+WqJxSaABAAAAAGXK1KlTNWDAAMXFxalx48aaOXOmfHx8NHv27CLbz5s3T4MGDVJERIQaNmyo999/XwUFBUpLSyvRuLzGCgAAAAAgSbLIde+xstlsstlsDvusVqusVqvDvtzcXG3YsEGJiYn2fW5uboqJidGaNWtMjXX27FmdP39egYGBJYqRCjQAAAAAwOWSkpJUsWJFhy0pKemSdsePH1d+fr6Cg4Md9gcHB+vIkSOmxho5cqSqV6+umJiYEsVIBRoAAAAAIKnkzyKXpsTERCUkJDjs+3P1uTS8/PLLmj9/vtLT0+Xl5VWic0mgAQAAAAAuV9R07aIEBQXJ3d1dWVlZDvuzsrIUEhLi9NzXXntNL7/8sr755huFh4eXOEamcAMAAAAAygxPT0+1bNnSYQGwCwuCtW3b9rLnvfrqq5o4caKWLl2qyMjIKxqbCjQAAAAAQJJcuIRYySQkJKhPnz6KjIxU69atlZycrJycHMXFxUmSYmNjFRoaan+G+pVXXtHYsWP18ccfKywszP6stJ+fn/z8/EyPSwINAAAAAChTevbsqWPHjmns2LE6cuSIIiIitHTpUvvCYpmZmXJz+9+E6xkzZig3N1cPPfSQQz/jxo3T+PHjTY9LAg0AAAAAKFRWStCS4uPjFR8fX+Sx9PR0h68PHDhQKmPyDDQAAAAAACaQQAMAAAAAYAJTuAEAAAAAkiRLWZrD7QJUoAEAAAAAMIEKNAAAAABAkmShAO0UFWgAAAAAAEwggQYAAAAAwASmcAMAAAAAJJWp10C7BBVoAAAAAABMoAINAAAAAChECdopKtAAAAAAAJhABRoAAAAAIEmyUIJ2igo0AAAAAAAmkEADAAAAAGACU7gBAAAAAJIkCzO4naICDQAAAACACRbDMAxXB4HyyWazKSkpSYmJibJara4Op1zgnl9/3PPrj3t+/XHPrz/u+fXHPb/+uOe4EZFAw2VOnz6tihUr6tSpU/L393d1OOUC9/z6455ff9zz6497fv1xz68/7vn1xz3HjYgp3AAAAAAAmEACDQAAAACACSTQAAAAAACYQAINl7FarRo3bhyLQlxH3PPrj3t+/XHPrz/u+fXHPb/+uOfXH/ccNyIWEQMAAAAAwAQq0AAAAAAAmEACDQAAAACACSTQAAAAAACYQAKN62b8+PGKiIgo0TnR0dEaOnToNYkHKImwsDAlJyfbv7ZYLPrss8+uqs/U1FQFBARcVR+uws9m+eHq79MDBw7IYrEoIyPjuo998ff5n38HXK3S+B2CK1fS32Gu/jkob0r68+bK3xMof25ydQAoP4YPH67BgweX6JxFixbJw8PjGkUEXLnDhw+rUqVKrg4D+Evp27evTp486ZBY1qhRQ4cPH1ZQUJDrApO0fv16+fr6ujSGsqqozxVw5lr8vKWmpmro0KE6efJkqfaL8ocEGtecYRjKz8+Xn5+f/Pz8SnRuYGDgNYoKuDohISGuDkGSdP78+b/EPzLl5ubK09PT1WFcF+XpWi+4mu9Td3f3G+LnrUqVKq4OAXDqr/L3gcTPG25sTOHGFbHZbBoyZIiqVq0qLy8vdejQQevXr5ckpaeny2Kx6Ouvv1bLli1ltVq1atWqS6Zw5+XlaciQIQoICFDlypU1cuRI9enTR926dbO3+fMUq7CwME2ePFmPP/64KlSooJo1a+q99967TlftOtHR0RoyZIhGjBihwMBAhYSEaPz48fbjU6dOVdOmTeXr66saNWpo0KBBys7Oth+/MPXsyy+/VIMGDeTj46OHHnpIZ8+e1Zw5cxQWFqZKlSppyJAhys/Pt59ns9k0fPhwhYaGytfXV23atFF6evp1vPLSVVBQoFdffVV169aV1WpVzZo1NWnSJN15552Kj493aHvs2DF5enoqLS2tyL4unn55YerYokWLdMcdd8jHx0fNmjXTmjVrHM5JTU1VzZo15ePjo+7du+v333+/pN/FixerRYsW8vLyUu3atTVhwgTl5eU5jDtjxgzdd9998vX11aRJk3TixAn17t1bVapUkbe3t+rVq6eUlJSrvFvFKygouOz3ZGZmpu6//375+fnJ399fPXr0UFZWlv34hd8H77//vm655RZ5eXlJkv71r3+padOm8vb2VuXKlRUTE6OcnBz7ee+//74aNWokLy8vNWzYUO+884792IXPYf78+WrXrp28vLzUpEkTrVy50iHulStXqnXr1rJarapWrZpGjRplv8dffvmlAgIC7D8HGRkZslgsGjVqlP38/v3769FHH7V/vWrVKnXs2FHe3t6qUaOGhgwZ4hBzWFiYJk6cqNjYWPn7++uJJ54o8b1eunSpOnToYP99ee+992rv3r3244cOHVKvXr0UGBgoX19fRUZGau3atfbjX3zxhVq1aiUvLy8FBQWpe/fu9mNX8nN+Jd+n+fn56tevn2655RZ5e3urQYMGeuONN+znjB8/XnPmzNHixYtlsVhksViUnp5e5NRMZ5+hVPzvzKLk5OQoNjZWfn5+qlatml5//XWH4xdPKTUMQ+PHj1fNmjVltVpVvXp1DRkyxKHtxIkT1atXL/n6+io0NFTTp093Ov7IkSNVv359+fj4qHbt2nrhhRd0/vx5hzZX8zleq78HLvS7bNkyNWrUSH5+furSpYsOHz4s6fKf6+VER0dr8ODBGjp0qCpVqqTg4GDNmjVLOTk5iouLU4UKFVS3bl19/fXX9nOK+34o7rM1c51mHThwQG5ubvrpp58c9icnJ6tWrVoqKCiQJG3dulV///vf5efnp+DgYD322GM6fvy4vX1xP/MXfi4WLFigqKgoeXl5ad68eSWOt7SU9Henmd+bF0/h/uWXX9ShQwd5eXmpcePG+uabb4p8DGLfvn1F/j2cnp6uuLg4nTp1yv59WNzvBOCyDOAKDBkyxKhevbqxZMkSY9u2bUafPn2MSpUqGb///rvx3XffGZKM8PBwY/ny5caePXuM33//3Rg3bpzRrFkzex8vvfSSERgYaCxatMjYsWOH8dRTTxn+/v7G/fffb28TFRVlPPPMM/ava9WqZQQGBhrTp083du/ebSQlJRlubm7GL7/8cv0u3gWioqIMf39/Y/z48cauXbuMOXPmGBaLxVi+fLlhGIYxbdo049tvvzX2799vpKWlGQ0aNDAGDhxoPz8lJcXw8PAwOnXqZGzcuNFYuXKlUblyZeOuu+4yevToYWzbts344osvDE9PT2P+/Pn28/r372+0a9fO+Pe//23s2bPHmDJlimG1Wo1du3Zd93tQGkaMGGFUqlTJSE1NNfbs2WN8//33xqxZs4x58+YZlSpVMs6dO2dvO3XqVCMsLMwoKCgwDKPwe2/atGn245KMTz/91DAMw9i/f78hyWjYsKHx5ZdfGjt37jQeeugho1atWsb58+cNwzCMH3/80XBzczNeeeUVY+fOncYbb7xhBAQEGBUrVrT3+e9//9vw9/c3UlNTjb179xrLly83wsLCjPHjxzuMW7VqVWP27NnG3r17jYMHDxpPP/20ERERYaxfv97Yv3+/sWLFCuPzzz+/djfScP49mZ+fb0RERBgdOnQwfvrpJ+PHH380WrZsaURFRdnPHzdunOHr62t06dLF2Lhxo7F582bjt99+M2666SZj6tSpxv79+42ff/7ZmD59unHmzBnDMAxj7ty5RrVq1YyFCxca+/btMxYuXGgEBgYaqampDp/DzTffbPzrX/8ytm/fbvTv39+oUKGCcfz4ccMwDOPQoUOGj4+PMWjQIGPHjh3Gp59+agQFBRnjxo0zDMMwTp48abi5uRnr1683DMMwkpOTjaCgIKNNmzb22OvWrWvMmjXLMAzD2LNnj+Hr62tMmzbN2LVrl7F69WqjefPmRt++fe3ta9WqZfj7+xuvvfaasWfPHmPPnj0lvt//+te/jIULFxq7d+82Nm3aZHTt2tVo2rSpkZ+fb5w5c8aoXbu20bFjR+P77783du/ebSxYsMD44YcfDMMwjC+//NJwd3c3xo4da2zfvt3IyMgwJk+ebO+7uJ/zlJSUUvk+zc3NNcaOHWusX7/e2LdvnzF37lzDx8fHWLBggWEYhnHmzBmjR48eRpcuXYzDhw8bhw8fNmw2m/1z3bRpk6nP0DCK/51ZlIEDBxo1a9Y0vvnmG+Pnn3827r33XqNChQr2v4Mu/h3wySefGP7+/saSJUuMgwcPGmvXrjXee+89h8+8QoUKRlJSkrFz507jzTffNNzd3R3Gv/h3iGEYxsSJE43Vq1cb+/fvNz7//HMjODjYeOWVV+zHS+NzvBZ/D1zoNyYmxli/fr2xYcMGo1GjRsYjjzzi9HO9nKioKKNChQrGxIkTjV27dhkTJ0403N3djb///e/Ge++9Z+zatcsYOHCgUblyZSMnJ8fU90Nxn63Z67z458CZTp06GYMGDXLYFx4ebowdO9YwDMM4ceKEUaVKFSMxMdHYsWOHsXHjRqNTp07GHXfcYW/v7GfeMP73+y4sLMz+O/G3334zFd+1UJLfnWZ/b174ecvLyzMaNGhgdOrUycjIyDC+//57o3Xr1iX6e9hmsxnJycmGv7+//fvwwt8tQEmRQKPEsrOzDQ8PD2PevHn2fbm5uUb16tWNV1991Z5Af/bZZw7n/TmBDg4ONqZMmWL/Oi8vz6hZs2axCfSjjz5q/7qgoMCoWrWqMWPGjNK7wBtQVFSU0aFDB4d9rVq1MkaOHFlk+08++cSoXLmy/euUlBRDksP/uD/55JOGj4+Pw18gnTt3Np588knDMAzj4MGDhru7u/Hrr7869P23v/3NSExMvOprut5Onz5tWK1We+Jzsf/+979GpUqV7P8jbxiF/7NzcUJgJoF+//337ce3bdtmSDJ27Ph/7d19TBRHHwfwL5wQUVBBKYhSUAQ8y7uoIPKiUKmmNARjCSVALVBf0PqCSloRQ7UFRbRVaKqoEK2KWqVYaxXQSuUQQaiKeoK8Y2J8Qdpw0QjCPH8Y9mE5OPaOQ2z9ff7idudmd+dtd/ZmBiljjLGgoCA2f/583nEDAwN5D2Te3t68B2LGGDt06BAbO3Ys77irVq3ihfHz82OLFi3qIwXUS1GZzMnJYSKRiDU0NHD7OtOjuLiYMfaqPdDS0mKPHj3iwpSWljIArK6ursdjWlhYsCNHjvC2bd68mbm6ujLG/p8PiYmJ3P62tjY2fvx4riPy1VdfMWtra+7FCGOMpaamMl1dXe7B1MnJiWub/P392TfffMO0tbVZS0sLu3//PgPAPVSHh4ezzz//nHdOly9fZpqamuz58+eMsVdlx9/fX2F6Kuvx48cMACsvL2d79uxhenp6rKmpqcewrq6uLDg4uMd9Qup5946DquW0J1FRUWzBggXc57CwMN49gDEm14EWkofKtpktLS1MW1ubHT9+nNvW1NTEdHR0euxAJycnMysrK9ba2tpjfGZmZuyDDz7gbQsMDGTz5s3jPnfvQHeXlJTEpk6dyn1WRz4OxH2gp3hTU1OZkZER97mnfO1N97x7+fIlGz58OAsJCeG2PXjwgAFgV65c6bM8CMlbVeqBIseOHeO9lC0tLWUaGhqstraWMfaq3Zo7dy7vO42NjQwAq6io6DHOrnWesf/Xi++++07QOb0OQttOoe1mZ337/fff2ZAhQ9iDBw+48Lm5uUrfh5XJQ0IUoSHcRGnV1dVoa2uDm5sbt01LSwvTp0+HVCrltjk7O/caxz///IOHDx9i+vTp3DaRSISpU6f2eXw7Ozvubw0NDRgbG+PRo0fKXsa/TtfrBoCxY8dy152Xlwdvb2+MGzcOenp6CAkJQVNTE549e8aFHzZsGCwsLLjPRkZGMDc3581LNzIy4uIsLy9He3s7rKysuPnrurq6yM/P5w0j+7eQSqV48eIFvL295fYNHToUISEhOHDgAACgrKwMt27dwqeffqrUMbrm0dixYwGAS0+pVIoZM2bwwru6uvI+37hxA19//TUvvSMjI/HgwQNeXnavW0uXLkVmZiYcHBywfv16FBYWKnXequqtTEqlUpiamsLU1JTbN2XKFIwaNYrXRpiZmfHmudnb28Pb2xu2trZYuHAh0tLS0NzcDODVEMzq6mqEh4fz0mfLli1y5bFrug4ZMgTOzs7ccaVSKVxdXaGhocGFcXNzg0wmw/379wEAnp6euHTpEhhjuHz5MgICAiAWi1FQUID8/HyYmJjA0tISwKs8y8jI4J2Tr68vOjo6UFtbyx1DUXsoxL179xAUFISJEydixIgRMDc3B/BqqPz169fh6OjY65oR169f77HcA6rVc1XLKQCkpqZi6tSpMDQ0hK6uLvbu3YuGhgal0kJIHgKK28zuqqur0drayqujBgYGsLa27jH8woUL8fz5c0ycOBGRkZHIysriDRkG5Ou3q6srr/x3d+zYMbi5ucHY2Bi6urqIjY3lpY068nGg7gPd41WU1kJ0zTuRSITRo0fD1taWd44AuPZGUXkQkrfqvt/5+/tDJBIhKysLwKth7rNnz+bq7Y0bN/DHH3/wjjV58mQA4I6nqM531d+2RZ2Etp1C281OFRUVMDU15a2F0PX5sStF92FC1IUWESMDZqBWK+2+QIaGhgY3p+i/rLfrrqurw4cffoilS5fim2++gYGBAQoKChAeHo7W1lYMGzas1+8rSkuZTAaRSITS0lKIRCJeOGUXg3sT6OjoKNwfEREBBwcH3L9/H+np6ZgzZw7MzMyUOkbX9Ox8mFOmbMpkMsTHxyMgIEBuX+ccYUC+bs2bNw/19fU4e/YscnNz4e3tjaioKGzfvl2p81dWf+ti9+sQiUTIzc1FYWEhcnJysHv3bmzYsAFXr17lynFaWprci4ju5bO/vLy8cODAAdy4cQNaWlqYPHkyvLy8cOnSJTQ3N8PT05MLK5PJsHjxYt78107vvvsu93d/20M/Pz+YmZkhLS0NJiYm6OjogI2NDVpbW/ss24r2q1LPVS2nmZmZWLt2LZKTk+Hq6go9PT0kJSXx5mqr00DeK0xNTVFRUYG8vDzk5uZi2bJlSEpKQn5+vkqLOF25cgXBwcGIj4+Hr68vRo4ciczMTN5cXXXk40DdB3qKgzGm6JIV6us8VWlfFVH3/U5bWxuhoaFIT09HQEAAjhw5wpvvL5PJ4Ofnh61bt8p9t7PTp6jOd/UmrQwvtO0U2m6qYiDLCSGdqANNlGZhYQFtbW1IJBKug9HW1oaSkhLB/1Nx5MiRMDIyQklJCTw8PAAA7e3tKCsrU/p/Rb/tSktL0dHRgeTkZGhqvhpUcvz48X7H6+joiPb2djx69Aju7u79jm+wWVpaQkdHBxcuXEBERITcfltbWzg7OyMtLQ1HjhxBSkqKWo8vFovlOgpFRUW8z05OTqioqMCkSZOUjt/Q0BBhYWEICwuDu7s71q1bN+Ad6N6IxWI0NjaisbGR+xX6zp07+PvvvzFlyhSF39XQ0ICbmxvc3NwQFxcHMzMzZGVlYc2aNTAxMUFNTQ2Cg4MVxlFUVMS1Ky9fvkRpaSm3SJxYLMbJkyfBGOMeriQSCfT09DB+/HgAgLu7O1paWrBz507ugc/LywuJiYlobm5GdHQ0dywnJyfcuXNHpTwTqqmpCRUVFUhLS+PqYkFBAbffzs4O+/btw9OnT3v8FdrOzg4XLlzAokWL5PapUs9VLacSiQQzZ87EsmXLuG3df93T1tbmLWDVEyF5qCwLCwtoaWnh6tWr3AN8c3MzKisreS9MutLR0YGfnx/8/PwQFRWFyZMno7y8HE5OTgDk63dRURHEYnGPcRUWFsLMzAwbNmzgttXX1/PCqDsfhVBXvELyVVV9lQcDA4M+83Yg0i8iIgI2Njb44Ycf8PLlS94LJycnJ5w8eRLm5uYYMkT+UbyvOv+mEtp2KttuWltbo7GxEQ8fPuRGH3QuXKuMgSyH5O1CQ7iJ0oYPH46lS5di3bp1OHfuHO7cuYPIyEg8e/YM4eHhguNZsWIFEhISkJ2djYqKCqxcuRLNzc28YVikb5MmTUJbWxt2796NmpoaHDp0CD/++GO/47WyskJwcDBCQ0Nx6tQp1NbWori4GAkJCfjtt9/UcOav19ChQxETE4P169fj4MGDqK6uRlFREfbv38+FiYiIQGJiIhhjvNVt1eGLL77AuXPnsH37dty7dw8pKSk4d+4cL0xcXBwOHjyI+Ph43L59G1KpFJmZmYiNjVUYd1xcHLKzs1FVVYXbt2/jzJkzvT6ovw4+Pj6wtbVFcHAwysrKUFxcjNDQUHh6eiocbnj16lV8++23uHbtGhoaGnDq1Ck8fvyYu5b4+HgkJCRg165dqKysRHl5OdLT07Fjxw5ePKmpqcjKysLdu3cRFRWF5uZmfPbZZwCAZcuWobGxEStWrMDdu3eRnZ2NTZs2Yc2aNdwLKH19fdjZ2eHw4cPw8vICAHh4eKCsrEyuQxUTE4PCwkIsX74c169fx71795CdnS23qnt/6OvrY/To0di7dy+qqqpw8eJFrFmzhtsfFBQEY2Nj+Pv7QyKRoKamBidPnuRWn920aROOHj2KTZs2QSqVory8nPvlS5V6rmo5tbS0xLVr13D+/HlUVlZi48aNcg/B5ubmuHnzJioqKvDkyRO5VagBYXmoLF1dXYSHh2PdunW4ePEiN4Wjt/gyMjKwf/9+3Lp1CzU1Nfjpp5+go6PDG7UikUiwbds2VFZWIjU1FSdOnMDKlSt7TZuGhgZkZmaiuroau3bt4ob/dlJ3PgqhrniF5Kuq+ioPQvJ2INJPLBbDxcUFMTExCAoK4o0giIqKwtOnTxEUFISSkhJUV1fj/PnzWLRoEdrb2/us828qoW2nsu3m+++/DwsLC4SFheHmzZuQSCRce6PMM6O5uTlkMhkuXLiAJ0+e8KacEKIM6kATlSQmJmLBggUICQmBk5MTqqqqcP78eejr6wuOo/OmEhoaCldXV24OTNchgKRv9vb22LFjB7Zu3QobGxscPnwYCQkJaok7PT0doaGhiI6OhrW1Nfz9/VFSUtLvIVaDZePGjYiOjkZcXBzEYjECAwN5c6OCgoIwZMgQBAUFqb0curi4IC0tDd9//z3s7e2Rk5Mj1+Hw9fXFmTNnkJOTg2nTpsHFxQU7d+7scyi5trY2vvzyS9jZ2cHDwwMikQiZmZlqPX9laGhoIDs7G/r6+vDw8ICPjw8mTpyIY8eOKfzeiBEj8Oeff2L+/PmwsrJCbGwskpOTMW/ePACvXnDs27cP6enpsLW1haenJzIyMjBhwgRePImJiUhMTIS9vT0KCgpw+vRpjBkzBgAwbtw4nD17FsXFxbC3t8eSJUsQHh4ulxeenp5ob2/nHgINDAwwZcoUGBsb8+ZO2tnZIT8/H5WVlXB3d4ejoyPi4uJgYmLS32TkaGpqIjMzE6WlpbCxscHq1auRlJTE7dfW1kZOTg7eeecdzJ8/H7a2tkhMTOSGonp5eeHEiRM4ffo0HBwcMGfOHBQXF3PfV7aeq1pOFy9ejICAAAQGBmLGjBloamri/RoNAJGRkbC2toazszMMDQ0hkUjk4hGah8pKSkqCu7s7/Pz84OPjg1mzZvW6LseoUaOQlpYGNzc32NnZIS8vD7/++itGjx7NhYmOjsa1a9fg6OiILVu2YMeOHfD19e0xvo8++girV6/G8uXL4eDggMLCQmzcuJEXRt35KJQ64hWSr6oSUh6E5O1ApF/nVKrOF3idTExMIJFI0N7ejrlz58LW1harVq3CqFGjoKmp2Wedf5MJaTuVbTdFIhF++eUXyGQyTJs2DREREdxoDWXu1TNnzsSSJUsQGBgIQ0NDbNu2rX8XS95aGqw/k1QIUaOOjg6IxWJ8/PHH2Lx582CfDnkL1dXVwcLCAiUlJdwwTPLvUVdXhwkTJuCvv/6iqSBkUJmbm2PVqlWCpzWR/6bNmzfjxIkTuHnz5mCfyn+ORCLBrFmzUFVVxVvAjpDXgeZAk0FTX1+PnJwceHp64sWLF0hJSUFtbS0++eSTwT418pZpa2tDU1MTYmNj4eLiQp1nQgghKpPJZKirq0NKSgq2bNky2Kfzn5CVlQVdXV1YWlqiqqoKK1euhJubG3WeyaCgDjQZNJqamsjIyMDatWvBGIONjQ3y8vIGde4meTtJJBLMnj0bVlZW+Pnnnwf7dAghhLzB3nvvPblF3jrt2bMHubm5OHr0KPz9/eWGbxPVtLS0ICYmBg0NDRgzZgx8fHx4q9QT8jrREG5CCCGEEEIEqq+v73UhNCMjI+jp6b3mMyKEvE7UgSaEEEIIIYQQQgSgVbgJIYQQQgghhBABqANNCCGEEEIIIYQIQB1oQgghhBBCCCFEAOpAE0IIIYQQQgghAlAHmhBCCCGEEEIIEYA60IQQQgghhBBCiADUgSaEEEIIIYQQQgSgDjQhhBBCCCGEECLA/wCSECrL8dKxWAAAAABJRU5ErkJggg==", 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" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "# plot correlation matrix\n", - "plot_correlation_matrix(df_corr)" + "fig, ax = plot_correlation_matrix(df_corr)\n", + "fig" ] }, { @@ -1401,7 +1375,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1417,7 +1391,7 @@ " 'acceleration_enc']" ] }, - "execution_count": 30, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1443,22 +1417,15 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "083107d2da854d5cb5e28549ff1629a7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sequentially adding best predictor...: 0%| | 0/8 [00:00\n", " \n", " 4\n", - " [horsepower_enc, origin_enc, weight_enc, model...\n", + " [horsepower_enc, weight_enc, model_year_enc, o...\n", " cylinders_enc\n", " 2.857995\n", " 2.713305\n", @@ -1545,7 +1512,7 @@ "1 [weight_enc, model_year_enc] model_year_enc \n", "2 [weight_enc, model_year_enc, horsepower_enc] horsepower_enc \n", "3 [horsepower_enc, weight_enc, model_year_enc, o... origin_enc \n", - "4 [horsepower_enc, origin_enc, weight_enc, model... cylinders_enc \n", + "4 [horsepower_enc, weight_enc, model_year_enc, o... cylinders_enc \n", "\n", " train_performance selection_performance validation_performance \\\n", "0 4.225088 4.006856 4.348181 \n", @@ -1562,7 +1529,7 @@ "4 regression " ] }, - "execution_count": 31, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1593,39 +1560,42 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, + "execution_count": 33, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "# plot performance curves\n", - "plot_performance_curves(performances)" + "fig, ax = plot_performance_curves(performances)\n", + "fig" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
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" ] }, + "execution_count": 34, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1633,7 +1603,8 @@ "performances_ = (forward_selection\n", " .compute_model_performances(basetable, target_column_name=target_col, \n", " metric=metrics.r2_score))\n", - "plot_performance_curves(performances_, metric_name=\"R\\N{SUPERSCRIPT TWO} coefficient\")" + "fig, ax = plot_performance_curves(performances_, metric_name=\"R\\N{SUPERSCRIPT TWO} coefficient\")\n", + "fig\n" ] }, { @@ -1645,7 +1616,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1654,7 +1625,7 @@ "['horsepower_enc', 'weight_enc', 'model_year_enc', 'origin_enc']" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1669,19 +1640,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'horsepower_enc': 0.23995291830303586,\n", - " 'weight_enc': 0.6043307579612885,\n", + "{'horsepower_enc': 0.2399529183030346,\n", + " 'weight_enc': 0.604330757961289,\n", " 'model_year_enc': 0.5934134477782862,\n", - " 'origin_enc': 0.1525062273428473}" + " 'origin_enc': 0.15250622734284738}" ] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1692,24 +1663,26 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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3t2X9/lvY72TukT5fv95zApDmzZunUaNGi1XLHJ988skStZ9jeb8/AVZWggoAmI8tttgi7dq1y8iRI/PYY4/lN7/5TRo1apSqqqo8+eSTSb4aZr755pvXOG7GjBnlR2s2bNgwRxxxRHbbbbdssskmNT4gzf3IxoWNtvj60x2WxqWXXlr+kLj77rvn4IMPTmVlZdZee+2sttpq5Q933//+9/P+++8vtJ4kC5z2UVtzpiJ873vfK8/zX5Usr+u6pJbFe25uy/r9VxfmDj3+8pe/lNcdWZRFBUcAzJ+gAgAWoEePHrnyyiszZcqUPP3009l7773z5JNPpqqqqrz/61566aXyWgS//e1v57uwYZLFHm1RW1OnTs2jjz6a5KtpKldfffUC2y7u6IdPPvkkm2666QL3zz0dY+4FCRelRYsWmThxYmbOnFle12FVsqhpLHP/q/7c13Xu6Q6ffPJJWrduvVh9LMnvZmktj/ff0lpzzTXL/cyYMWOJRlXMfY2bNWu2Sr4/AVYki2kCwAIccMAB5X9dfuihh2r8t2HDhtl///3nOWbuJw0sbEHCuee8L0+jR48urwew7777LrDdqFGjygHMorzxxhsL3T/ntX3rW99aovU1ttxyy/LxM2bMWOzjVhaLek/Mfd2//e1vz/f7119/faHnGDp0aJIl/9183eKO/lge77+lNWehzZkzZy7xIpdbbLFF+ftXXnllWZYFwHwIKgBgAVq2bJkddtghSfLPf/4zI0eOzIsvvpjkqyeDzG+thlmzZpW/nz59+nzPW11dnfvuu285VDyvuZ/ssKB6kuSee+5Z7HM++OCDCxye/+GHH+aFF15Ikmy33XZLNI1g1113TZJ8/vnny/2xo0X02GOPLXBNg6qqqvLIhM0337zG4z7nvs4PPPDAAs8/YcKE8qM/l/R383VzL7a5sFBpebz/llb37t3LAcutt966RMdutdVWadWqVZKkT58+i1xHA4DaEVQAwELMmd4xc+bMnHnmmeUPXvOb9pHUfPpDv3795tvmd7/73WIvLFhbG220UfnDWb9+/eYbMDz99NPlp0ksjuHDh+emm26aZ/usWbPy61//uvwv6IcffvgS1XrQQQeVpy1cccUVefnllxfafvDgwRk0aNAS9VFkH330US6//PL57rv88svLUz++fl3XW2+98non//znP+f7vpsxY0Z+9atflX83P/7xj2tVa4sWLcqP2J3z2M75WR7vv6W16aabZo899kiSPPXUU/N9D89RVVVVYypKvXr1csIJJyT5an2Zs88+e6EBzdSpU3PHHXcso8oBVj3WqACAhdhjjz3StGnTTJs2rfwYyObNm5f/9f/rdt5556y99tr55JNP8oc//CHjxo3LHnvskTXXXDNjxoxJnz598uKLL2bbbbddIUPI11xzzXTv3j3PPvtsnn/++Rx77LE5/PDDs/766+eTTz7JE088kX79+mXDDTfMlClTFuvJGx06dMjVV1+dESNG5Ac/+EHWXnvtvPfee7nlllvKUwt22WWX7LLLLktUa6NGjfKHP/whvXr1SlVVVY466qjsu+++2X333bPBBhukuro6H330UYYNG5Ynn3wyI0eOzG9+85tst912S3VtiqZDhw65++67M27cuBx22GFp3bp13n///dx9993lUSpbbrllDjvssHmO/dWvfpWXXnopkydPzq9+9asMGTIk++67b9ZYY4288847ufnmmzN8+PAkX01J6t69e61qbdCgQTp27JhXXnklDzzwQLbccstsscUWadDgq79aNm/ePC1atFgu77/a+O1vf5vXXnstEydOzFVXXZXnn38+Bx10UDbbbLNUVFRk/PjxGThwYAYMGJBrr70222+/ffnYww8/PP/+97/z5JNP5rHHHsubb76Z//qv/0qnTp3SrFmzTJ06Ne+8804GDRqUp59+Oo0aNcoRRxyxXF8PwMpKUAEAC9G4cePstddeNaYi7L333gtciK9Jkya54oorcvLJJ+fLL7/Mvffem3vvvbdGm+222y4XXHDBfNe4WB4uvPDC9OzZszz0f87w/znWX3/9XH/99Tn++OMX63wXX3xxzj///Pz973/P3//+93n2b7vttgtdNHFhttlmm9x+++05/fTT8/777+fhhx/Oww8/vMD2q6+++lL1U0RnnHFGbrnlljz//PN5/vnn59m/2Wab5S9/+Us5DJhbq1at0rt375xwwgmZOHFi7rvvvvlOL9pzzz1zxRVXLJN6TzjhhJx44on57LPPctZZZ9XYd8opp+TUU09Nsuzff7Wxzjrr5K677srPfvazjBw5Mi+99FJeeumlxTq2oqIi11xzTS699NLcc889GTNmTK666qoFtl/UY3wBWDBBBQAswkEHHVQjqFjQtI85vvvd7+aBBx7IjTfemJdeeimTJk1Ks2bNsvnmm+eAAw7IIYcckgkTJiznqv9/rVu3Tt++ffPXv/41//jHPzJhwoSsttpqadOmTXbfffcceeSRS/QEiDXWWCP33HNPbr311gwYMCBjxoxJqVRK27Zt06NHjxx++OG1Wv9gm222yRNPPJG+ffvmmWeeyZtvvplJkyalXr16WWuttdK2bdt069Yte+65ZzbbbLOl7qdoGjZsmBtvvDH33ntvHnzwwbzzzjuZOXNmNtxww+y777455phj0rhx4wUev+WWW+axxx7LnXfemaeeeirvvvtupk+fnjXXXDPbbLNNDjrooAWOBFoa3//+99O7d+/cdttteeONNzJp0qTy1JK5Lev3X21tuOGG6d+/fx566KE89thjGTZsWD777LPUr18/rVq1yjbbbJM999wzXbt2nefYhg0b5sILL8zhhx+e++67LwMHDsz777+fqqqqNGnSJBtssEG22mqrfO9731viEUUA/P8qSkV8WDUAwCpg4MCBOfLII5Mkt912W42pBgCwqrKYJgAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAheGpHwAAAEBhGFGxiiqVSpk6dWrkVAAAABSJoGIVNW3atHTp0iXTpk2r61IAAACgTFABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAwDdUdXWprktY5hrUdQHUrfuem5gpX06q6zIAAABYQi1bNMrhu65X12Usc4KKVdzHk2fko2krXwIHAADAN5OpHwAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQcUKtOuuu6Z3796L3X7cuHGprKzM8OHDl19RAAAAUCCCihXo/vvvz3/9138t03P27ds3Xbt2XabnBAAAgLrSoK4LWJWstdZadV0CAAAAFJoRFQvxzDPPpGvXrpk9e3aSZPjw4amsrMzVV19dbnP++efnF7/4RZJk8ODB6dmzZzp16pTu3bvnkksuSVVVVbnt16d+jBo1Kocffng6duyYfffdN//+979TWVmZp556qkYdY8eOTa9evbL11lvnwAMPzKuvvpokGThwYM4777x8/vnnqaysTGVlZa677rrldTkAAABguRNULETXrl0zbdq0vPnmm0mSQYMGZc0118ygQYPKbV5++eVsv/32GTNmTI477rjsueeeeeihh3LNNddkyJAhufjii+d77tmzZ+fkk0/Ot771rdx333256KKLcs0118y37TXXXJOf/OQn6d+/fzbZZJOcddZZmTVrVjp37pxf/epXWX311fPCCy/khRdeyLHHHjvfc8yYMSNTp06t8QUAAABFI6hYiGbNmmWLLbYoBxODBg3K0UcfnTfffDPTpk3Lhx9+mPfeey/dunXLDTfckAMOOCBHH310Ntlkk2y77bY5//zz079//3z55ZfznPtf//pXxo4dmyuuuCLt27dP165dc8YZZ8y3jmOPPTbf//73s+mmm+a0007L+PHj895776VRo0Zp1qxZKioqsu6662bddddN06ZN53uOG264IV26dCl/de/efdldKAAAAFhGrFGxCN26dcugQYNy7LHHZvDgwTnzzDPz6KOPZsiQIZk8eXJatmyZTTbZJCNGjMhbb72Vhx9+uHxsqVRKdXV1xo0bl7Zt29Y477vvvptWrVpl3XXXLW/r1KnTfGuorKwsfz+n/aeffjrPORfmhBNOyDHHHFP+eerUqcIKAAAACkdQsQjbbbddHnjggYwYMSINGzZM27Zts91222XQoEGZMmVKtttuuyRJVVVVDjvssPTq1Wuec7Ru3bpWNTRs2LD8fUVFRZKkurp6ic7RqFGjNGrUqFZ1AAAAwPImqFiEOetU9O7dO926dUuSbL/99rnxxhszefLk8poQW265Zd5+++1svPHGi3XeTTfdNB988EE+/vjjrLPOOkmSN954Y4nra9iwYXmxTwAAAPims0bFIjRv3jyVlZV5+OGHy6MnunbtmjfffDOjR48uhxfHHXdcXn311Vx00UUZPnx4Ro8enaeeeioXXXTRfM+70047ZcMNN8w555yTESNGZMiQIfnDH/6wxPW1adMmVVVVefHFF/Ppp59m+vTpS/1aAQAAoK4JKhZDt27dMnv27HJQ0aJFi7Rt2zbrrrtuNttssyRJ+/btc/vtt2f06NHp2bNnDjrooFx77bVp2bLlfM9Zv379XH/99amqqsohhxySX//61znxxBOTJKutttpi17btttvmsMMOy+mnn54ddtghN910Uy1fLQAAANSdilKpVKrrIvjKkCFD0rNnzzz55JPZaKONlmtfU6dOTZcuXfLT3z6Yj6Y1XPQBAAAAFEqbtRvl5z/csK7LWOasUVGHnnzyyTRp0iQbb7xxxowZk0svvTTbbrvtcg8pAAAAoKgEFXVo2rRpufrqqzNhwoSsueaa2XHHHXPOOefUdVkAAABQZwQVdahHjx7p0aNHXZcBAAAAhWExTQAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYTSo6wKoW+s0b5RGjRvWdRkAAAAsoZYtGtV1CcuFoGIVd2j3lll99dXrugwAAACWQnV1KfXqVdR1GcuUqR8AAADwDbWyhRSJoAIAAAAoEEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAMAyUl1dqusSvvEa1HUB1K37npuYKV9OqusyAAAAvvFatmiUw3ddr67L+MYTVKziPp48Ix9Nk/gBAABQDKZ+AAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAKGVT06tUrl156aV2XAQAAAKxghQwqAAAAgFXTKhFUzJgxo65LWGFWpdcKAADAyqewQUWpVMqVV16Z7bbbLjvttFOuu+668r4JEybkpJNOSufOnbPtttvm5z//eT7++OPy/uuuuy4/+MEPct9992XXXXdNp06dkiSPPfZYDjjggHTq1Cnbb799jj766FRVVZWPu++++7LPPvukY8eO2XvvvXPnnXeW940bNy6VlZV55JFHcthhh6Vjx47Zf//9M2jQoBp1Dxo0KIccckg6dOiQnXfeOVdffXVmzZqVJHnmmWfStWvXzJ49O0kyfPjwVFZW5uqrry4ff/755+cXv/hF+efBgwenZ8+e6dSpU7p3755LLrmkRs277rprrr/++px99tnZdtttc8EFF9TqugMAAEBdKmxQ0a9fvzRp0iR9+vTJL3/5y1x//fX517/+lerq6vzsZz/L5MmTc/vtt+eWW27J2LFjc8YZZ9Q4fsyYMXn88cfzpz/9Kf3798/EiRNz1lln5eCDD86AAQNy2223ZY899kipVEqSPPTQQ/njH/+YM844IwMGDMiZZ56Za6+9Nv369atx3iuvvDLHHHNM+vfvn2222SYnnnhiJk2alCT58MMPc/zxx6djx4558MEHc+GFF+b+++/Pn//85yRJ165dM23atLz55ptJvgo11lxzzRphx8svv5ztt9++/BqOO+647LnnnnnooYdyzTXXZMiQIbn44otr1HTzzTenffv26d+/f372s5/N93rOmDEjU6dOrfEFAAAARdOgrgtYkMrKypxyyilJkk022SR33HFHXnzxxSTJyJEj849//COtW7dO8lV4sN9++2Xo0KHl0RMzZ87MlVdembXWWitJMmzYsMyaNSt77LFH2rRpU+5jjuuuuy7nnntu9txzzyTJhhtumLfffjv33ntvDjrooHK7H//4x9lrr72SJBdeeGGef/753H///TnuuONy1113pVWrVrngggtSUVGRtm3b5sMPP8zVV1+dk08+Oc2aNcsWW2yRQYMGpWPHjhk0aFCOPvro/OlPf8q0adMyderUvPfee+nWrVuS5IYbbsgBBxyQo48+unwdzj///PTq1SsXXnhhVltttSTJd77znRx77LELvZ433HBD/vSnPy3lbwMAAABWjEIHFXNbd91188knn2TUqFFp1apVOaRIks033zxrrLFG3nnnnXJQsf7665dDiiRp3759dthhhxxwwAHZeeeds/POO2evvfZK8+bNU1VVlTFjxuT888/Pb37zm/Ixs2bNSrNmzWrU0blz5/L3DRo0SIcOHfLOO+8kSUaNGpXOnTunoqKi3KZLly6pqqrKBx98kPXXXz/dunXLoEGDcuyxx2bw4ME588wz8+ijj2bIkCGZPHlyWrZsmU022SRJMmLEiLz11lt5+OGHy+crlUqprq7OuHHj0rZt2yRJhw4dFnk9TzjhhBxzzDHln6dOnZru3bsv8jgAAABYkQobVDRoULO0ioqK8jSNxfGtb32rxs/169fPLbfckldeeSX/+te/cvvtt+eaa65Jnz59ym0vvvjibL311jWOq1dv2c6O2W677fLAAw9kxIgRadiwYdq2bZvtttsugwYNypQpU7LddtuV21ZVVeWwww5Lr1695jnP3EHN11/r/DRq1CiNGjVaNi8CAAAAlpPCrlGxIG3bts0HH3yQ999/v7zt7bffzpQpU8ojDBakoqIiXbp0yWmnnZb+/funYcOGeeqpp7LOOuukZcuWGTt2bDbeeOMaXxtuuGGNc7z22mvl72fNmpVhw4Zls802K9f26quv1ghUhgwZkqZNm6ZVq1ZJ/v91Knr37l2e4rH99ttn0KBBGThwYI2gYsstt8zbb789T00bb7yx0AEAAICV0jcuqNhxxx3Trl27/OIXv8iwYcMydOjQnH322dluu+3SsWPHBR73+uuv5y9/+UveeOONTJgwIU888UQ+/fTTcshw2mmn5cYbb8xtt92Wd999N2+99VYeeOCB3HLLLTXOc9ddd+XJJ5/MqFGjctFFF2Xy5Mk5+OCDkyQ9e/bMBx98kIsvvjijRo3KU089leuuuy7HHHNMeWRG8+bNU1lZmYcffrgcSnTt2jVvvvlmRo8eXQ4vkuS4447Lq6++mosuuijDhw/P6NGj89RTT+Wiiy5aptcUAAAAiqKwUz8WpKKiIv/7v/+biy++OEcccUQqKiry3e9+t8baEvOz+uqr5+WXX86tt96aqVOnZv3118+5555bXqfh0EMPTePGjfO3v/0tV155ZZo0aZJ27drlqKOOqnGes846KzfeeGOGDx+ejTfeOH/+85/La2Gst956ufHGG3PllVemT58+adGiRQ455JCcdNJJNc7RrVu3DB8+vBxUtGjRIm3bts0nn3xSDk6Sr9bVuP322/OHP/whPXv2TPLVIp/77rtv7S4iAAAAFFRFaUkWfliFjRs3Lrvttlv69++fLbbYoq7LqbWpU6emS5cu+elvH8xH0xrWdTkAAADfeG3WbpSf/3DDRTdkob5xUz8AAACAlZegAgAAACiMb9waFXVlgw02yFtvvVXXZQAAAMBKzYgKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACiMWgUVI0aMyMiRI5dVLQAAAMAqrlZBRY8ePXLJJZcsq1oAAACAVVytgormzZtn3XXXXVa1AAAAAKu4WgUV22yzjakfAAAAwDJTq6Di5JNPzrvvvpubb755WdUDAAAArMIa1Obgd955JwceeGCuuuqqPPTQQ+nevXvWX3/9rLbaavNt36NHj9p0BwAAAKzkahVUnHvuuamoqEipVMqIESMyYsSIVFRUzNOuVCqloqJCUAEAAAAsVK2CipNPPnm+wQQAAADA0qhVUHHqqacuqzoAAAAAareYJgAAAMCyVKsRFXP78MMPM2TIkEycODFJ0rJly3Tp0iXrrbfesuoCAAAAWMnVOqj49NNP89///d956qmnUl1dXWNfRUVF9txzz1xwwQVZa621atsVAAAAsJKrVVDx+eef58c//nHefffdNG7cODvttFPatGmTioqKjB8/Pi+88EIee+yxvPXWW+nTp0+aNWu2rOoGAAAAVkK1CipuvPHGvPvuu9l7773nO2ri008/zcUXX5xHH300f/3rX3PmmWfWqlgAAABg5VarxTSffPLJtG7dOlddddV8p3astdZaufLKK9O6des8/vjjtekKAAAAWAXUKqiYMGFCtt122zRs2HCBbRo2bJhtt90277//fm26AgAAAFYBtQoqGjdunEmTJi2y3aRJk9K4cePadAUAAACsAmoVVGy11VYZNGhQ3njjjQW2+b//+78MGjQoHTp0qE1XAAAAwCqgVkHF0UcfnVmzZuXoo4/OH/7wh4waNSpffPFFvvjii4waNSrXXnttjjnmmMyePTtHHXXUsqoZAAAAWEnV6qkf3bt3zxlnnJE//vGPueGGG3LDDTfM06aioiKnn356unfvXpuuAAAAgFVArYKKJDnhhBOy44475o477siQIUMyceLEJEnLli3TtWvX9OzZM506dap1oQAAAMDKr9ZBRZJ07NgxV1xxxbI4FQAAALAKq9UaFf37988rr7yyyHavvfZa+vfvX5uuAAAAgFVArYKKc889N/fdd98i291///0577zzatMVAAAAsAqoVVCxuKqrq1NRUbEiugIAAAC+wVZIUDF27NisvvrqK6IrAAAA4BtsiRfT/NOf/lTj5xEjRsyzbY7Zs2fn3XffzeDBg7PjjjsuXYUAAADAKmOpgoqKioqUSqVUVFRk+PDhGT58+EKPWXvttXPmmWcudZEsP+s0b5RGjRvWdRkAAADfeC1bNKrrElYKSxxUXHbZZUmSUqmUX/3qV+nSpUsOOeSQ+bZt2LBhWrZsmW222SaNGvmFFdGh3VualgMAALCMVFeXUq+eNRprY4mDioMOOqj8fb9+/fK9732vxjYAAABYVQkpam+Jg4q53X777cuqDgAAAIDaPfXjvffey2233ZaRI0cusM3IkSNz2223ZezYsbXpCgAAAFgF1CqouPXWW3PFFVcsdI2Dpk2b5vLLL89tt91Wm64AAACAVUCtgooXX3wx7du3z/rrr7/ANm3atEn79u3z73//uzZdAQAAAKuAWgUVH3zwQTbccMNFtttoo43ywQcf1KYrAAAAYBVQq6CiXr16mTFjxiLbzZgxI9XV1bXpCgAAAFgF1Cqo2GSTTTJkyJBMnz59gW2mT5+eIUOGZOONN65NVwAAAMAqoFZBxV577ZXJkyfn17/+daqqqubZP3369Pz617/OlClTstdee9WmKwAAAGAVUFEqlUpLe/D06dNz6KGHZtSoUVl77bWz3377ZaONNkqSjBkzJo888kg++eSTbLrpprn//vvTpEmTZVY4tTN16tR06dIlQ4YMWehTWwAAAGBFqlVQkSQfffRRfvnLX+all1766oQVFUmSOafdfvvtc+WVV2a99darZaksS4IKAAAAiqhBbU+w7rrrpnfv3hk6dGhefPHFvP/++0mS1q1bZ4cddkinTp1qXSQAAACwaqh1UDFHp06dhBIAAABArdRqMU0AAACAZWmJRlS8/PLLSb4aPbHaaquVf15c3bp1W6L2AAAAwKpliYKKXr16paKiIgMGDMimm25a/nlxDR8+fIkLBAAAAFYdSxRU9OjRIxUVFWnWrFmNnwEAAACWhVo/npRvJo8nBQAAoIgspgkAAAAUhqACAAAAKIwlWqPiT3/601J3VFFRkZNPPnmpjwcAAABWfku0RkX79u1TUVGRrx8y94Kac/Z9fVtFRYWnfhSINSoAAAAooiUaUXHZZZfNs+3VV19Nnz590qpVq+y1115p06ZNkmTChAl54oknMmHChPzoRz9K586dl03FAAAAwEqrVk/9GDp0aI444ogcffTROe2009KgQc3cY/bs2bn22mtz880354477sjWW29d64JZNoyoAAAAoIhqtZjmH//4x2y00UY588wz5wkpkqR+/fo544wzsvHGG+faa6+tTVcAAADAKqBWQcXQoUNTWVm5yHaVlZUZOnRobboCAAAAVgG1Cipmz56dcePGLbLduHHjMnv27Np0BQAAAKwCahVUdOrUKUOHDk3//v0X2KZ///55/fXX06lTp9p0BQAAAKwCluipH1936qmnZvDgwTnvvPPSt2/f7Lvvvll//fWTfPXUj0cffTSDBg1KgwYNcuqppy6TggEAAICVV62e+pEkzzzzTH71q19l0qRJqaioqLGvVCqlRYsWufTSS7PbbrvVqlCWLU/9AAAAoIhqNaIiSXbZZZc89dRTefzxxzN48OBMnDgxSbLuuuuma9eu2XvvvdO0adNaFwoAAFBdXUq9ehWLbgh8Y9V6RAXfTHNGVJz7+0cz5cuGdV0OAAAsUssWjXL4ruvVdRnAclbrERV8s308eUY+miarAgAAoBhq9dSPOV544YWcfPLJ+e53v5sOHTrkvPPOK+97/vnnc9lll+XDDz9cFl0BAAAAK7Faj6i45JJLcuedd6ZUKqVJkyaZNWtWjf3rrrtubr311rRu3TpHH310bbsDAAAAVmK1GlHRv3//3HHHHdlqq63Sr1+/vPLKK/O0ad++fVq3bp2nn366Nl0BAAAAq4Bajai4++67s8Yaa+TGG2/MWmuttcB2lZWVGTlyZG26AgAAAFYBtRpRMXLkyHTu3HmhIUWSrL766vn4449r0xUAAACwCqj1YpoVFYt+hvHEiRPTuHHj2nYFAAAArORqFVRssskmGTZsWGbOnLnANlOnTs2IESOy+eab16YrAAAAYBVQq6Bi7733zkcffZTf/e53C2zz+9//Pp9//nn222+/2nQFAAAArAJqtZjmUUcdlUceeSS33nprXn311ey2225JkrFjx6Z379558sknM2TIkGy55ZY59NBDl0nBAAAAwMqrVkFF48aN07t375x77rn55z//maFDhyZJBg8enMGDBydJdtppp1x11VVp1KhR7asFAAAAVmq1CiqSZK211sqNN96YESNG5IUXXsj48eNTXV2dVq1aZaeddkqnTp2WRZ0AAADAKqBWQcUpp5ySddddN7/97W/Tvn37tG/fflnVBQAAAKyCarWY5nPPPZfPPvtsGZUCAAAArOpqFVRssMEGmT59+rKqBQAAAFjF1Sqo2G+//TJo0KB89NFHy6oeAAAAYBVWq6DihBNOSNeuXXPEEUfkySefzMyZM5dVXQAAAMAqqFaLae69994plUp5//33c9ppp6WioiJrrbVWVltttXnaVlRU5KmnnqpNdwAAAMBKrlZBxfjx42v8XCqV8vHHH9eqIAAAAGDVVaugYsSIEcuqDgAAAIDarVEBAAAAsCwt1YiK5557Lk899VTef//9NGrUKJWVlfnhD3+YDTfccFnXBwAAAKxCljioOOusszJgwIAkX61JkSTPPPNMbr755vz+97/PbrvttmwrBAAAAFYZSxRU3HfffXnkkUfSoEGDHHjggdlyyy0zbdq0PPPMM3nttddyzjnn5JlnnkmzZs2WV70AAADASmyJgor+/funXr16+etf/5oddtihvP2EE07Ieeedl/79++eJJ57IwQcfvMwLBQAAAFZ+S7SY5siRI7P11lvXCCnmOOGEE1IqlTJy5MhlVhwAAACwalmioGLq1KnZaKON5rtvzvapU6fWvioAAABglbREQUWpVEq9evM/ZM726urq2lcFAAAArJKWKKgAAAAAWJ4qSnOeMboY2rdvn4qKiqXrqKIib7755lIdy7I3derUdOnSJT/97YP5aFrDui4HAAAWqc3ajfLzH25Y12UAy9kSPfUj+Wr6x9JY2uMAAACAVccSBRUjRoxYXnUAAAAAWKMCAAAAKA5BBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApjlQ4qevXqlUsvvXSx2/ft2zddu3ZdjhUBAADAqm2VDioAAACAYhFUrGRmzpxZ1yUAAADAUitkUNGrV69cfPHFufTSS9OtW7fsuOOO6dOnT6qqqnLeeeelc+fO2WOPPfLcc8+Vjxk0aFAOOeSQdOjQITvvvHOuvvrqzJo1q7y/qqoqZ599djp37pydd945N9988zz9zpgxI1dccUW++93vZptttsmhhx6agQMHLnH948aNS/v27fPGG2/U2N67d+/ssssuqa6uTpKMHDkyP/3pT9O5c+fsuOOO+eUvf5lPP/203P6f//xnDj/88HTt2jXbb799TjjhhIwZM6ZGP5WVlRkwYECOOOKIdOzYMQ8//PAS1wsAAABFUcigIkn69euXNddcM/fdd1+OOOKIXHjhhfn5z3+ezp07p1+/ftlpp51y9tlnZ/r06fnwww9z/PHHp2PHjnnwwQdz4YUX5v7778+f//zn8vmuvPLKvPzyy/nf//3f/O1vf8ugQYMybNiwGn1edNFFefXVV3PNNdfkoYceyt57752f/vSnGT169BLVvsEGG2THHXdM3759a2zv27dvDjrooNSrVy9TpkzJUUcdlS233DL3339/brrppnzyySc5/fTTy+2nT5+eY445Jg888EB69+6dioqKnHzyyeWgY46rr746Rx55ZAYMGJCdd955vjXNmDEjU6dOrfEFAAAARVPYoKJ9+/b52c9+lk022SQnnHBCVltttay55pr50Y9+lE022SQnn3xyPvvss7z11lu566670qpVq1xwwQVp27Ztdt9995x66qm5+eabU11dnWnTpuX+++/P2WefnR122CGVlZW5/PLLM3v27HJ/EyZMSN++ffPHP/4xXbt2zUYbbZSf/OQn6dKlyzyBw+I45JBD8sgjj2TGjBlJkmHDhmXkyJH54Q9/mCS54447suWWW+bMM89M27Zts+WWW+Z//ud/MnDgwLz77rtJkr322it77rlnNt5442yxxRb5n//5n4wcOTJvv/12jb6OOuqo7Lnnntlwww3TsmXL+dZzww03pEuXLuWv7t27L/FrAgAAgOWtQV0XsCCVlZXl7+vXr58WLVqkXbt25W3rrLNOkuSTTz7JqFGj0rlz51RUVJT3d+nSJVVVVfnggw8yZcqUzJw5M1tvvXV5f4sWLbLpppuWfx45cmRmz56dvffeu0YdM2bMSIsWLZa4/t133z0XXXRRnnzyyey3337p169ftt9++2ywwQZJkhEjRmTgwIHp3LnzPMeOGTMmm266aUaPHp1rr702r7/+eiZNmpRSqZQkef/992tciw4dOiyynhNOOCHHHHNM+eepU6cKKwAAACicwgYVDRrULK2ioqLGtjmhxJwP77VVVVWV+vXr54EHHkj9+vVr7GvSpMkSn69Ro0bp0aNH+vbtmz322CMPP/xwzj///Br97bLLLvnFL34xz7HrrrtukuTEE09MmzZtcskll6Rly5aprq7O/vvvP8+CmYtTX6NGjdKoUaMlfh0AAACwIhU2qFgSbdu2zeOPP55SqVQOMIYMGZKmTZumVatWad68eRo2bJjXX38966+/fpJk8uTJGT16dLp165Yk2WKLLTJ79ux8+umn6dq16zKp69BDD83++++fu+66K7Nnz86ee+5Z3rfVVlvl8ccfT5s2beYJZZJk0qRJeffdd3PJJZeU6xk8ePAyqQsAAACKqrBrVCyJnj175oMPPsjFF1+cUaNG5amnnsp1112XY445JvXq1UvTpk1z8MEH56qrrsqLL76YkSNH5txzz60xVWTTTTfNAQcckLPPPjtPPPFExo4dm6FDh+aGG27Is88+u1R1tW3bNltvvXWuvvrq7LfffmncuHGNmidPnpwzzzwzQ4cOzZgxY/L888/nvPPOy+zZs9O8efO0aNEi9957b9577728+OKLufzyy2t7qQAAAKDQVooRFeutt15uvPHGXHnllenTp09atGiRQw45JCeddFK5zdlnn52qqqqcdNJJadq0aY455ph5nnxx2WWX5c9//nMuv/zyTJw4MS1atMg222yT73//+0td2yGHHJJXX301Bx988Dw133333bn66qvzk5/8JDNmzMj666+f7373u6lXr14qKipyzTXX5JJLLsn++++fTTfdNL/+9a/Tq1evpa4FAAAAiq6itKwWeWC+rr/++jz22GN5+OGH67qUGqZOnZouXbrkp799MB9Na1jX5QAAwCK1WbtRfv7DDeu6DGA5WymmfhTRtGnTMnLkyNx5551GQQAAAMBiWimmftSF/fbbLxMmTJjvvv/+7//Ov//97/z973/P7rvvPs+0DwAAAGD+BBVL6cYbb8ysWbPmu2/ttdfOgQceaPFLAAAAWEKCiqXUpk2bui4BAAAAVjrWqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGIIKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKo0FdF0DdWqd5ozRq3LCuywAAgEVq2aJRXZcArACCilXcod1bZvXVV6/rMgAAYLFUV5dSr15FXZcBLEemfgAAAN8YQgpY+QkqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAACsAqqrS3VdAsBiaVDXBVC37ntuYqZ8OamuywAAYDlq2aJRDt91vbouA2CxCCpWcR9PnpGPpknXAQAAKAZTPwAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYgooV7LrrrssPfvCDJTqmV69eufTSS5dTRQAAAFAcDeq6gFXNsccemyOOOGKJjrnuuuvSoIFfFQAAACs/n35XkFKplNmzZ6dp06Zp2rTpEh3bokWL5VMUAAAAFIypH7UwY8aMXHLJJdlhhx3SsWPHHH744Rk6dGiSZODAgamsrMxzzz2XH/7wh+nYsWOGDBkyz9SPWbNm5ZJLLknXrl2z/fbb56qrrso555yTn/3sZ+U2X5/6seuuu+Yvf/lLzjvvvHTu3Dnf//73c++99664Fw4AAADLiaCiFq688so8/vjjufzyy9OvX79svPHG+elPf5rPPvus3OZ3v/tdzjrrrAwYMCCVlZXznOOvf/1rHn744Vx22WW56667MnXq1Dz11FOL7PuWW25Jhw4d0r9///Ts2TMXXnhh3nnnnQW2nzFjRqZOnVrjCwAAAIpGULGUqqqqcs899+Tss89O9+7ds/nmm+fiiy/Oaqutlvvvv7/c7rTTTstOO+2UjTbaaL5TOO64444cf/zx2WOPPdK2bdtccMEFWWONNRbZ//e+9738+Mc/zsYbb5zjjjsua665ZgYOHLjA9jfccEO6dOlS/urevftSvW4AAABYngQVS2nMmDGZOXNmtt122/K2hg0bplOnThk1alR5W8eOHRd4js8//zwff/xxOnXqVN5Wv379bLXVVovsf+7RGRUVFVlnnXXyySefLLD9CSeckCFDhpS/nnvuuUX2AQAAACuaxTSXs29961vL5bxffwpIRUVFSqXSAts3atQojRo1Wi61AAAAwLJiRMVS2mijjdKwYcO88sor5W0zZ87MG2+8kc0333yxztGsWbOss846eeONN8rbZs+enTfffHOZ1wsAAADfBEZULKUmTZrk8MMPz5VXXpnmzZtn/fXXz0033ZQvvvgihxxySEaMGLFY5zniiCNyww03ZKONNspmm22WO+64I5MnT05FRcVyfgUAAABQPIKKWvjFL36RUqmUs88+O9OmTUuHDh1y0003pXnz5ot9juOOOy4ff/xxzjnnnNSvXz8/+tGPsvPOO6d+/frLsXIAAAAoporSwhY2YIWrrq7OPvvsk3322Senn376cutn6tSp6dKlS3762wfz0bSGy60fAADqXpu1G+XnP9ywrssAWCxGVNSx8ePH51//+le6deuWGTNm5M4778z48eNzwAEH1HVpAAAAsMIJKupYvXr10rdv31xxxRUplUpp165dbrnllrRt27auSwMAAIAVTlBRx1q3bp177rmnrssAAACAQvB4UgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYTSo6wKoW+s0b5RGjRvWdRkAACxHLVs0qusSABaboGIVd2j3lll99dXrugwAAJaz6upS6tWrqOsyABbJ1A8AAFgFCCmAbwpBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhSGoAAAAAApDUAEAAAAUhqACAAAAKAxBBQAAAFAYggoAAACgMAQVAAAAQGEIKgAAAIDCEFQAAAAAhdGgrgugbpRKpSTJ1KlT67gSAAAAViVNmzZNRUXFAvcLKlZRn332WZKke/fudVsIAAAAq5QhQ4Zk9dVXX+B+QcUqqnnz5kmSZ599Ns2aNavjaqAYpk6dmu7du+e5555b6P84YVXj3oD5c2/AvNwXLI6mTZsudL+gYhVVr95Xy5M0a9bM/0Dga1ZffXX3BcyHewPmz70B83JfUBsW0wQAAAAKQ1ABAAAAFIagYhXVqFGjnHLKKWnUqFFdlwKF4b6A+XNvwPy5N2Be7guWhYrSnOdUAgAAANQxIyoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagYiV25513Ztddd03Hjh1z6KGHZujQoQtt/+ijj2bvvfdOx44dc8ABB+S5555bQZXCirMk90WfPn3Ss2fPdOvWLd26dcvRRx+9yPsIvqmW9M+MOR555JFUVlbmZz/72XKuEFa8Jb0vpkyZkv/+7//OzjvvnA4dOmSvvfby9ylWSkt6b/Tu3Tt77bVXOnXqlO7du+d//ud/8uWXX66gavkmElSspAYMGJDLLrssJ598cvr165f27dvnJz/5ST755JP5tn/llVdy1lln5ZBDDkn//v2z22675eSTT87IkSNXcOWw/CzpfTFw4MDst99+ue2223LPPfekdevWOfbYY/Phhx+u4Mph+VrSe2OOcePG5YorrkjXrl1XUKWw4izpfTFjxowcc8wxGT9+fP74xz/msccey8UXX5z11ltvBVcOy9eS3hsPP/xwfve73+WUU07JgAEDcumll2bAgAH5/e9/v4Ir55vE40lXUoceemg6duyYCy64IElSXV2d7t27p1evXjn++OPnaX/66adn+vTpueGGG8rbfvSjH6V9+/a56KKLVljdsDwt6X3xdbNnz063bt1ywQUXpEePHsu5WlhxlubemD17dn784x/n4IMPzpAhQzJlypT87//+74osG5arJb0v7r777vztb3/Lo48+moYNG67ocmGFWdJ746KLLsqoUaNy6623lrddfvnlef3113P33XevsLr5ZjGiYiU0Y8aMDBs2LDvuuGN5W7169bLjjjvm1Vdfne8xr732WnbYYYca23beeee89tpry7NUWGGW5r74uunTp2fWrFlp3rz58ioTVrilvTeuv/76rL322jn00ENXRJmwQi3NffH0009nm222yUUXXZQdd9wx+++/f/7yl79k9uzZK6psWO6W5t7o3Llzhg0bVp4eMnbs2Dz33HPp3r37CqmZb6YGdV0Ay96kSZMye/bsrL322jW2r7322nnnnXfme8zHH3+cddZZZ572H3/88XKrE1akpbkvvu7qq69Oy5Yta/zhDN90S3NvDB48OPfff3/69++/AiqEFW9p7ouxY8fmpZdeygEHHJAbb7wxY8aMyX//939n1qxZOeWUU1ZE2bDcLc29ccABB2TSpEnp2bNnSqVSZs2alcMOOywnnnjiiiiZbygjKgAWw4033pgBAwbkT3/6U1ZbbbW6LgfqzNSpU3P22Wfn4osvzlprrVXX5UBhlEqlrL322rn44ovToUOH7LvvvjnxxBNzzz331HVpUKcGDhyYG264Ib/97W/Tt2/f/OlPf8pzzz2X66+/vq5Lo8CMqFgJrbnmmqlfv/48C9p88skn84yamGOdddaZZ/TEwtrDN83S3Bdz/O1vf8uNN96YW265Je3bt1+eZcIKt6T3xtixYzN+/PicdNJJ5W3V1dVJki233DKPPfZYNtpoo+VbNCxnS/NnxrrrrpsGDRqkfv365W2bbbZZPvroo8yYMSONGjVarjXDirA098Yf//jHHHjggeWpgpWVlamqqsoFF1yQk046KfXq+bdz5uVdsRJq1KhRttpqq7z44ovlbdXV1XnxxRfTuXPn+R6zzTbb5KWXXqqx7d///ne22Wab5VkqrDBLc18kyV//+tf87//+b2666aZ07NhxRZQKK9SS3hubbbZZHn744fTv37/8teuuu2b77bdP//7906pVqxVZPiwXS/NnxrbbbpsxY8aUg7skGT16dNZdd10hBSuNpbk3vvjii3nCiDmBnuc6sCBGVKykjjnmmJxzzjnp0KFDOnXqlFtvvTXTp0/PD3/4wyTJ2WefnfXWWy9nnXVWkuTII49Mr169cvPNN6d79+4ZMGBA/u///s8TP1ipLOl9ceONN+baa6/N7373u7Rp0yYfffRRkqRJkyZp2rRpnb0OWNaW5N5YbbXV0q5duxrHr7HGGkkyz3b4JlvSPzMOP/zw3HHHHbn00ktzxBFH5L333ssNN9yQXr161eXLgGVuSe+NXXbZJbfccku23HLLdOrUKWPGjMkf//jH7LLLLjVGIMHcBBUrqX333Teffvpprr322nz00UfZYostctNNN5WHZL3//vs1ks1tt902V199df7whz/k97//fTbZZJNcf/31/tLJSmVJ74t77rknM2fOzGmnnVbjPKecckpOPfXUFVo7LE9Lem/AqmBJ74vWrVvnb3/7Wy677LIceOCBWW+99XLkkUfmuOOOq6uXAMvFkt4bJ510UioqKvKHP/whH374YdZaa63ssssuOeOMM+rqJfANUFEy3gYAAAAoCP88AgAAABSGoAIAAAAoDEEFAAAAUBiCCgAAAKAwBBUAAABAYQgqAAAAgMIQVAAAAACFIagAAAAACkNQAQAsM5WVlamsrKzrMgCAbzBBBQDAUho4cGAqKytz7rnn1nUpALDSEFQAAAAAhSGoAAAAAAqjolQqleq6CABg5TBnfYq33nqrvG3cuHHZbbfdst122+WGG27IH//4xzz22GOZNGlS2rZtm1NPPTW77rprkuTRRx/NzTffnP/85z9p0qRJ9t133/ziF79I48aNa/Sz6667Zvz48RkxYkRuu+223HvvvRk7dmxatGiRvfbaK6eddlrWWGONeeqbPn16br755jz66KMZM2ZMGjZsmPbt26dnz57Zb7/95mk/dz933HFH7rvvvrz33nvZZJNNssUWW6Rfv37zvQ6nnHJKTj311CTJs88+m8cffzyvvfZaPvzww1RXV2ejjTbKvvvum2OPPTaNGjWqcWzfvn1z3nnn5ZRTTsnBBx+c3/3ud/nXv/6VqqqqbL755jnllFPK1+vrRo0alb/97W956aWXMnHixDRr1iwbb7xx9thjjxx11FFp0KBBue2sWbPSp0+fPPjgg/nPf/6TWbNmZdNNN81BBx2UI444okZbAFiRBBUAwDKzsKCic+fOqa6uzrhx49K1a9dMmjQpgwcPTkVFRW666aaMHDkyV111Vbp165bVV189L7/8cj777LPsv//++d3vflejnzkBwo9//OP06dMn2223XdZYY428/PLL+fjjj1NZWZm77rorq6++evmYqVOn5sgjj8ywYcOy1lprpVu3bpk+fXpeeumlzJgxI7169cqvf/3r+fbzX//1X+nbt2+6deuWFi1aZObMmenevXsee+yxvPDCC9loo43SpUuX8nG77757dt999yTJTjvtlC+++CLf/va306pVq3z++ed54403Mnny5HznO9/JzTffnPr165ePnRNUHHTQQfnnP/+Zpk2bpkOHDnn//ffz6quvpl69evnrX/+anXfeuUatjz76aM4+++zMmDEjbdu2TWVlZT7//PO8/fbbef/99/Pyyy+Xw5svvvgixx9/fAYOHJgWLVpkq622SqNGjTJ06NB88skn2XXXXXP99denXj2DbwGoAyUAgGWkXbt2pXbt2tXYNnbs2PL2I488sjRt2rTyvgceeKDUrl270h577FHq1q1baejQoeV9H3zwQWmHHXYotWvXrjRmzJga59xll11K7dq1K2277balN954o7x96tSppSOPPLLUrl270iWXXFLjmIsuuqjUrl27Uq9evUqff/55efvbb79d7ufpp5+ebz/bb799aeTIkfO83pdeeqnUrl270jnnnLPAa/Lkk0+Wpk+fXmPb559/XjrhhBNK7dq1K/Xr16/GvjnXpF27dqXLL7+8NHv27PK+W265pdSuXbtSz549axzz7rvvljp27FjacsstSw899FCNfdXV1aXnn3++9OWXX5a3XXjhhaV27dqVTj/99NKUKVNq1HXccceV2rVrV7rrrrsW+JoAYHkSkwMAK0S9evVy4YUXpkmTJuVtPXr0yJprrpn33nsvPXv2TMeOHcv71ltvvRxwwAFJkpdffnm+5zziiCPSoUOH8s9NmzbNb37zm1RUVOT+++/Pl19+mSSpqqrK/fffn3r16uW3v/1tjZEWbdu2zUknnZQkue222+bbz3HHHZdvf/vbS/W6d99993mmrqy++uo577zzkiT/+Mc/5nvcBhtskDPOOKPGqIYjjjgizZs3z+uvv54ZM2aUt/fu3TtffvllDjnkkPI1m6OioiI777xzeYrJJ598kvvuuy+tW7fOZZddlmbNmtWo69JLL03Dhg1z9913L9XrBYDaMvkQAFgh2rRpk0033bTGtnr16mX99dfPpEmT5pnKkCQbbrhhkuSjjz6a7zn33XffebZtvvnmad++fYYPH54333wznTt3zrBhw/LFF1+kQ4cOadu27TzH/OAHP8gll1ySV155JdXV1fNMeVjQmhCLa/To0XnuuecyZsyYVFVVpVQqpfT/Zt+OHj16vsdst91286xf0aBBg2ywwQYZNmxYPvvss7Rs2TJJ8uKLLyZJDjvssEXWMnDgwMycOTPf/e535wlQkmTdddfNJptskpEjR+aLL76YbxsAWJ4EFQDACrHeeuvNd3vTpk0XuH/O6Iu5Rw/MrU2bNgvcPnz48EycODFJyv9dUPs11lgjzZo1y+eff57JkydnzTXXrLF//fXXn+9xi1IqlXLFFVekd+/e5WDi66ZNmzbf7a1atZrv9jnXa+5r8v777yf5/4OdhRk/fnySpE+fPunTp89C206ePFlQAcAKJ6gAAFaIRS3MWFFRsYIqWfL+V1tttaU654ABA3LLLbekdevWOe+887LNNttkrbXWSsOGDTNjxowaU12+bnktZDknMNliiy3Svn37hbZt2LDhcqkBABZGUAEAfGONHz++/KSRuU2YMCFJylMj5vx3zvav+/zzzzNlypQ0btw4zZs3X2b1Pfnkk0mSCy+8MN///vdr7Bs7duwy66d169YZPXp0xo4dmy222GKhbeeMXOnSpUt+85vfLLMaAGBZsZgmAPCN9eijj86zbdSoURk+fHiaNGlS/tC+1VZbpXHjxhk2bNh814R46KGHkiTbbrvtEo1kmDPiYNasWfPdP2XKlCTzn8Yxv9qX1g477JAkuffeexfZ9jvf+U7q16+fZ555JjNnzlxmNQDAsiKoAAC+se644468+eab5Z+nT5+eSy65JKVSKQcffHB5fYUmTZrk4IMPTnV1dS666KJUVVWVj3n33Xfz5z//OUnSq1evJep/zkiNd999d777N9lkkyRfBQhzr1ExePDg/O1vf1uivhbmqKOOymqrrZb77rsvAwYMqLGvVCrlX//6V3lNi/XWWy8HH3xwxo8fn7POOisff/zxPOd777338vjjjy+z+gBgSZj6AQB8Yx144IH50Y9+lO233z7NmjXL4MGD89FHH+Xb3/52fv7zn9doe+aZZ+a1117Lv/71r+y+++7p1q1bpk+fnpdeeilffvllevXqtcRP99hggw1SWVmZ//u//8shhxySb3/726lXr1523XXX7LbbbunVq1f69euXu+66K4MGDUplZWU+/PDDDBkyJMccc0xuvvnmZXIdNt1001x22WU555xzcsYZZ+T6669PZWVlPv/88/znP//J+++/n5dffrn8FJHzzz8/48ePz+OPP57nn38+7du3z/rrr5+qqqqMGjUq7733Xnbbbbfstddey6Q+AFgSggoA4Bvr17/+dTbYYIPcd999GTduXJo3b54f//jH+fnPf55mzZrVaLv66qvnjjvuyM0335xHH300Tz/9dBo2bJgOHTqkZ8+e2X///Zeqhuuuuy5XXnllBg8enGHDhqW6ujqtWrXKbrvtlk033TT3339/rrrqqgwdOjRPP/10Nt1001x00UX50Y9+tMyCiiTZb7/90rZt2/ztb3/LwIED88QTT2SNNdbIxhtvnKOOOqr8BJUkady4cf7617/m4YcfTr9+/TJixIi88cYbWXPNNdOmTZsceOCB2W+//ZZZbQCwJCpKC3pWFgBAQe26664ZP3583nrrrbouBQBYxqxRAQAAABSGoAIAAAAoDEEFAAAAUBjWqAAAAAAKw4gKAAAAoDAEFQAAAEBhCCoAAACAwhBUAAAAAIUhqAAAAAAKQ1ABAAAAFIagAgAAACgMQQUAAABQGP8fuaCEERqr2hwAAAAASUVORK5CYII=", "text/plain": [ - "
" + "
" ] }, + "execution_count": 37, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "variable_importance = model.compute_variable_importance(\n", " basetable[basetable[\"split\"]==\"selection\"])\n", - "plot_variable_importance(variable_importance)" + "fig, ax = plot_variable_importance(variable_importance)\n", + "fig" ] }, { @@ -1728,7 +1701,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1739,22 +1712,21 @@ " 'weight_enc',\n", " 'model_year_enc',\n", " 'origin_enc'],\n", - " '_eval_metrics_by_split': {'selection': 2.7377702963941557,\n", + " '_eval_metrics_by_split': {'selection': 2.7377702963941553,\n", " 'train': 2.859102895087039,\n", - " 'validation': 2.9373087153532134},\n", + " 'validation': 2.9373087153532125},\n", " 'params': {'copy_X': True,\n", " 'fit_intercept': True,\n", " 'n_jobs': None,\n", - " 'normalize': 'deprecated',\n", " 'positive': False},\n", - " 'coef_': [0.23995291830303586,\n", - " 0.6043307579612885,\n", + " 'coef_': [0.2399529183030346,\n", + " 0.604330757961289,\n", " 0.5934134477782862,\n", - " 0.1525062273428473],\n", - " 'intercept_': -13.893878727739835}" + " 0.15250622734284738],\n", + " 'intercept_': -13.893878727739814}" ] }, - "execution_count": 37, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1766,7 +1738,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1806,7 +1778,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1817,7 +1789,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1827,7 +1799,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1840,7 +1812,7 @@ "dtype: float64" ] }, - "execution_count": 41, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1851,38 +1823,40 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, + "execution_count": 43, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_predictions()" + "fig, ax = evaluator.plot_predictions()\n", + "fig" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "quantiles [-2.128045234184984, -1.8339146358159146, -1.6...\n", - "residuals [-1.8528672099028296, -1.830647894988804, -1.7...\n", + "residuals [-1.852867209902829, -1.8306478949888036, -1.7...\n", "dtype: object" ] }, - "execution_count": 43, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1893,22 +1867,24 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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5YUMm89dmEBli5rmbwwnyN138JPEq/dhTDGrUqKHeaRERESmyLJvBTxszAEhOc5Ce5fByReIJBWoRERGRMmLD7myybM7XcRFmokIV1XyB7pKIiIhIGbFyW5brddcmAfmm5ZWySYFaREREpAw4ftrO9sM5AJhM0KVxgJcrEk8pUIuIiIiUASu35/ZON69pJSJEMc1X6E6VE5988gkZGRkl/j4TJ07kp59+KvIxIiIiksthGKzanu3a7tZUvdO+RIHay3Jyci647alZs2aVSqAWERGR4rf9UA5JKc4ZPUICTLSsY/VyRVIYmoe6mMybN4+PPvoIk8lE48aNef3115k4cSKXX345/fv3B6BNmzZs3LiRNWvWMHXqVCpVqsTevXt5/vnn3bb/97//MXnyZNauXUt2dja33HILN910E2vWrGHGjBlERkayY8cOmjVrxuTJk/nss884duwYI0eOJCIigs8++8yttt69e3PNNdfw22+/YbFYeOGFF3jzzTfZv38/d955JzfffDOGYfDaa6+xbNkyTCYTo0ePZsCAARiGwQsvvMCKFSuoWrUqVmvuN/iWLVuYNGkS6enpREZG8sorrxATE1Oqf+8iIiLlwfL43OEenRr5Y7XoYURfUu4C9cI/Mvh2XYZrypniEGCF6zoEcVXroPPu37lzJ++++y5ffPEFUVFRnDp16qLX3Lp1K9999x01a9ZkzZo1bttffvklYWFhzJkzh+zsbG666SbXst9bt27lhx9+ICYmhptvvpkNGzZw22238cknn/Dpp58SFRV13verWrUq8+fP5+WXX2bixIl88cUXZGdnc+2113LzzTezcOFCtm3bxvz580lOTmbo0KG0b9+eP/74wxXyT5w4wTXXXMMNN9yAzWbjxRdf5J133iEqKor//e9/TJkyxbVkuYiIiHgmPcvBxj0a7uHLymGgzizWMA2QZXNet6BAvXr1avr37+8KsxERERe9ZosWLahZs+Z5t1esWMH27dtZsGABACkpKezfvx+r1UrLli2Ji4sDoEmTJhw6dIj27dtf9P2uvPJKABo1akR6ejqhoaEA+Pv7c+bMGTZs2MA111yDxWKhSpUqdOjQgc2bN7Nu3TpXe2xsLJ07dwZg79697Nixg1GjRgHgcDiIjo6+aB0iIiLibt2ubGx25+uaVSzUqlLu4lm5V+7u2FWtA0ukh/qq1oGFPs9iseBwOMdDORwObLbcooKDg92OzbttGAZPPfUUPXr0cDtmzZo1+Pv7u13fbrd7VMu5oRpms9ntGmaz+ZLGbRuGQcOGDfnyyy8Lfa6IiIjkWpFn7uluTdQ77YvKYaAueGhGSencuTP3338/t99+O5GRkZw6dYqIiAiqV6/OX3/9xYABA1iyZIlboL6Q7t2788UXX9C5c2esVit79+4lNjb2gueEhISQlpZW4JCPi2nfvj1ffvkl119/PadPn2b9+vU8+uij2O12V3tSUhJr1qzh2muvpW7dupw8eZKNGzfSpk0bbDYb+/bto2HDhpf0/iIiIhXRkZN29h51do5ZzNCxof9FzpCyqNwFam9o2LAh9957LyNGjMBsNnPZZZcxadIkbrzxRu677z6uu+46evToka9XuiDDhg3j0KFDDBkyBMMwiIyM5J133rngOTfeeCP//Oc/iYmJyfdQoif69u3Lxo0bGTRoECaTiUceeYTo6Gj69u3L6tWrGTBgANWqVaN169aAc6jItGnTePHFF0lJScFutzNy5EgFahERkULI2zvdqo6VsCBNwOaLTIZhGN4uojA2bNhAu3btvF2GXKL4+HiaNm3q7TLkEun++S7dO9+m++e7LnTv7A6Dx2ad4nS6M4qNHRBKyzrqoS5LPM2d+jFIRERExAu2HLC5wnR4sIlmtTT3tK9SoBYRERHxgpV5hnt0bhyAxay5p32VArWIiIhIKUvJcPDnvtzJCjS7h29ToBYREREpZWt2ZGN3zqxLvVgLVSMt3i1IikSBWkRERKQUGYbhPve0Vkb0eQrUIiIiIqXowAk7CUnOuaf9/aBDAwVqX6dALSIiIlKK8vZOt63nT5C/Hkb0dQrUIiIiIqXEZjdYuyPbtd1VDyOWCwrUIiIiIqXkz7020rKcc09XDjPTuLoWrS4PFKhFRERESkne4R5dG/tjNmm4R3mgQC0iIiJSCpJTHfx1MHfu6S4a7lFuKFCLiIiIlILVO7IwnKM9aFzdj+hKmnu6vFCgFhERESlh+eaeVu90uaJALSIiIlLCdifmcPSUc2nEQKtzujwpPxSoRURERErYym25U+V1aBhAgFUPI5YnCtQiIiIiJSjLZrB2V97hHuqdLm8UqEVERERK0Ibd2WSdndwjLsJMvVjNPV3eKFCLiIiIlKCVeeeebhKASXNPlzsK1CIiIiIl5FSGhe2HcwAwmaBLY83uUR4pUIuIiIiUkK2Jga7XzWtaiQhR9CqPdFdFRERESoDDMNiaGOTa7tZUvdPllQK1iIiISAnYfiiHM5nO1RBDAky0rGP1ckVSUhSoRURERErAivjchxE7NfLHatHDiOWVArWIiIhIMUvPcvD7ntzFXLTUePmmQC0iIiJSzNbvysZmd76uUdlCrWjNPV2eKVCLiIiIFLMVeeae7q6HEcs9BWoRERGRYnTkpJ09R53d02aTQceGWmq8vFOgFhERESlGeXun61fJIixIcau80x0WERERKSZ2h8HqHbmBullchherkdKiQC0iIiJSTLYcsHE63QAgPNhEnajsi5wh5YECtYiIiEgxWZlnuEfnxgGYlbQqBN1mERERkWKQkuHgz30217bmnq44ytSkiFlZWdxyyy1kZ2djt9vp168f48aN83ZZIiIiIhe1Zkc2dofzdb1YC1UjLZxK9G5NUjrKVKD29/fn008/JSQkBJvNxvDhw+nZsyetW7f2dmkiIiIiF5R3dg/1TlcsZWrIh8lkIiQkBICcnBxycnIwmbTuvYiIiJRtB47nkJDknHva3w/aN9Dc0xVJmeqhBrDb7QwZMoQDBw4wfPhwWrVqle+Y+Ph4L1QmxSEzM1P3z4fp/vku3TvfpvtX9i3ZEQYEA1C/cgb79xwFdO8qijIXqC0WC/Pnz+fMmTOMGTOGHTt20KhRI7djmjZt6qXqpKji4+N1/3yY7p/v0r3zbbp/ZZvNbvDeylOAc7q8qzvF0LRGdUD3ztdt2LDBo+PK1JCPvCpVqkSnTp1YtmyZt0sRERERKdCfe22kZTnDdOUwM42rl7n+SilhZSpQnzx5kjNnzgDOX5GsXLmSevXqebkqERERkYLlfRixa2N/zHr+q8IpUz9CHTt2jIkTJ2K32zEMg/79+3PFFVd4uywRERGR80pOdfDXwdy5p7todo8KqUwF6iZNmjBv3jxvlyEiIiLikdU7sjCcoz1oXN2P6EoW7xYkXlGmhnyIiIiI+ArDMDT3tAAK1CIiIiKXZHdiDkdPOZdGDLRC23qae7qiUqAWERERuQQrt2W7XndoEECAVQ8jVlQK1CIiIiKFlGUzWLcrz+weTdQ7XZEpUIuIiIgU0u97ssk8O7lHXISZ+nFlap4HKWUK1CIiIiKF5Db3dJMATJp7ukJToBYREREphONn7Gw/lAOAyQRdGmt2j4pOgVpERESkEFbm6Z1uXtNKRIjiVEWnrwARERERDzkMg1Xbc2f36NZUvdOiQC0iIiLise2HckhKcc49HRJgomUdq5crkrJAgVpERETEQyvic4d7dGrkj9WihxFFgVpERETEI+lZDn7fk2e4h5Yal7MUqEVEREQ8sH5XNja783WNyhZqRWvuaXFSoBYRERHxQN65p9U7LXkpUIuIiIhcxJGTdvYcdXZPW8zO8dMi5yhQi4iIiFzEiu25vdOt6lgJC1KEklz6ahARERG5ALvDYPV2DfeQgilQi4iIiFzAXwdsnE43AAgPNtGsluaeFncK1CIiIiIXkPdhxM6NA7CYNfe0uFOgFhERESlASoaDP/fZXNsa7iHno0AtIiIiUoA1O7KxO1cap16shaqRFu8WJGWSArWIiIhIATT3tHhCgVpERETkPA4czyEhyTn3tL8ftG+guafl/BSoRURERM4jb+90m7r+BAcoNsn56StDRERE5G9sdoM1O7Jd292aariHFEyBWkRERORvNu2zkZblnHu6cpiZxtX9vFyRlGUK1CIiIiJ/syI+d7hH18b+mE2ae1oKpkAtIiIiksepNAdbDubOPd1Fs3vIRShQi4iIiOSxansWhnO0B42r+xFdSXNPy4UpUIuIiIicZRiG5p6WQlOgFhERETlr55Ecjp5yLo0YaIW29TT3tFycHlkVERERAbYcyOaDn9Nc2x0aBBBg1cOIcnEK1CIiIlKhGYbBj79nMm9NBmeHTmO1QJ9WgV6tS3yHArWIiIhUWJnZBjOXpPL7ntxZPSJDzIzuH0q1KD2MKJ5RoBYREZEK6egpO2//mMqRZLurrVE1P+65KpRKwXrMTDynQC0iIiIVzp/7svloURoZ2Yar7cqWAQztEoyfReOmpXAUqEVERKTCcBgGP6zP5Nt1Ga42qwVuuzyEzo01RZ5cGgVqERERqRDSsxx8vDiNP/fljpeuHOYcL107WpFILp2+ekRERKTcO3LSzjs/pZB4do5pgKY1/LirbyhhQRovLUWjQC0iIiLl2u97svl4cSpZuR3TXNU6kCGdg7CYNV5aik6BWkRERMolh8Pg23UZ/LAh09Xm7wcjrwihY0ONl5bio0AtIiIi5U5apoMPF6Wx5UBut3R0JTP39Q+lRhXFHyle+ooSERGRcuVQUg5v/5jK8TO546Wb1bRyV98QQgI1XlqKnwK1iIiIlBvrd2XzyZJUsnJy265uG8jgjkGYNV5aSogCtYiIiPg8h8Ng7poMFmzMHS8d4AejrgylXX1/L1YmFYECtYiIiPi01EwHHyxMZWtCbrd0TLiZ+64OpXqUoo6UPH2ViYiIiM86cCKHd35MJSkld7x0i9pW/tknhOAAjZeW0qFALSIiIj7HYRj89lcWX69MJzvPeOlr2wcysEMQZpPGS0vpUaAWERERn3L8jJ1Pl6ax/VBukg60wp19QmldV+OlpfQpUIuIiIhPcBgGv27JYs6qdLdZPKpGWhjdP5SqkRbvFScVmgK1iIiIlHnHTjt7pXcczk3SJhP0b+0c4mH10xAP8R4FahERESmzHIbBkk1ZfLPGfax0tSgLt18RQt1YRRnxPn0VioiISJl09JSdT5amsetIbpI2m6B/20CubR+E1aJeaSkbFKhFRESkTHE4DBZvzuKb1enY7Lnt1aMsjOodQu2YchhfbGmACazB3q5ELkE5/IoUERERX5WYbOeTJWnsPprbK20xO5cPv6ZdEH7lrVfaMGDXN7B0PFw2Arq/5O2K5BIoUIuIiIjXORwGP/+Zyby1GeTk6ZWuUdnCqCtDqFWlHEaW5J2wZCzsW+DcXvc6XHYbRDX2bl1SaOXwq1NERER8yZGTdmYuTWXv0dwkbTHDNe2CuLptYPnrlbZlwNpXYN2rYM/ObQ+IgDP7Fah9kAK1iIiIeIXDYbDgj0y+XefeK10r2sKoK0KoUR57pXd/D0vHwem9eRpN0Ope53CPwEivlSaXrhx+pYqIiIgvmL8ug/9tyHRtW8wwsH0Q/dqUw17p0/tg6QOw+1v39riO0OcdiG3nlbKkeHgUqHNycnA4HPj75y7nuXz5cnbt2kWHDh1o1qxZsRRz5MgRHn30UZKSkjCZTNx4442MHDmyWK4tIiIiZcufe22u17WjnTN4VK9cDvv6EtfBl70gJyO3LTASekyCFv8Ek9l7tUmx8Oir9sEHHyQ0NJRXXnkFgFmzZvHyyy/j7++Pw+Fg+vTpXHHFFUUuxmKxMHHiRJo1a0Zqaio33HAD3bp1o0GDBkW+toiIiJQdOXaDxFO54zwmXBdGcEA5DZYxbSCyERz/07nd/E5nmA6u4t26pNh49JX7xx9/0KtXL9f2Rx99xKhRo9i0aRNDhw7l//7v/4qlmJiYGFdvd2hoKPXq1ePo0aPFcm0REREpOxJP2bE7nK8rh5nLV5g2DPdtsx/0eRdi2sLNq6DfhwrT5YxHPdSnTp2iShXnjd++fTvHjh3j5ptvBqB///589913xV5YQkIC8fHxtGrVKt+++Pj4Yn8/KR2ZmZm6fz5M98936d75tvJ4/+ITA4FwACIC0omPP+LdgoqDw0bUvlmEnFjNwQ7vgcmc595FQLvP4LQJTpeveykeBuoqVapw6NAh2rdvz7Jly6hWrRq1atUCICsrC7O5eH+qTEtLY9y4cTzxxBOEhobm29+0adNifT8pPfHx8bp/Pkz3z3fp3vm28nj//jqVDjgfSGxSO4KmTat5t6CiOvgLLB4DSVsBaGpfAy3uKJf3riLZsGGDR8d5FKj79+/P5MmT2bZtG3PnzuXWW2917du6dSu1a9e+tCrPw2azMW7cOAYOHMhVV11VbNcVERGRsuNQUu746Rq+/CBi6hH49WHY9h/39vjPoPko79Qkpc6jr+CHHnqIkJAQtmzZws0338w999zj2vfXX38xYMCAYinGMAyefPJJ6tWrx6hR+iIUEREprxKScpcWr1HZ4sVKLpEjB/54G1Y8A9lnctutodD1OWgzFkzlbOo/KZBHgdrPz4/777//vPtmzJhRbMVs2LCB+fPn06hRIwYNGgTAhAkT3B6IFBEREd+WkuHgVJrzwT2rBWLCfeyBxEMrYPF9cHyTe3vjf0CvNyCsunfqEq8pU79jad++Pdu3b/d2GSIiIlKCDp3MHe5RLcqC2ewjPbmGAT/fDZs/dG+PbAxXzoDafbxTl3hdgYG6c+fOmArxq4pVq1YVS0EiIiJSviWcyDt+2oeGe5hM4BeUu+0XBJ2fhnYTwC/Ae3WJ1xUYqG+55ZZCBWoRERERT7iPny5Tvyy/uG4vwPavoFpXuGIKVCq+iRnEdxX4VTx27NjSrENEREQqiIQ8M3xUL6s91BlJsOo56PQEhMTltgeEw21/Qkis92qTMsfHfiwUERERX+ZwGBw+WYaHfBgO2DITfnsMMpMg8yQM+Nz9GIVp+RuPA/XGjRuZPXs2+/btIysrK9/+2bNnF2thIiIiUv4cO+3AdjZPhwebCAsqQzN8HPsDFt0HR/I8Fxb/b2j/CMTkX7lZ5ByPvopXrFjBrbfeSmJiIhs2bCAqKorg4GC2bdvGqVOnaNiwYUnXKSIiIuVAQllc0CXzFCwZB5+3cw/TlWrDoHkQ3dJblYmP8ChQT5s2jdtuu433338fgAceeIBZs2axYMEC/Pz86NSpU4kWKSIiIuVDmVrQxTBg62cwswlsnO4c7gFgtjrHTt++FRoM0gItclEeBepdu3bRs2dPzGYzJpOJjIwMAKpXr87YsWN59913S7RIERERKR/ce6i9GKhP/AVfXQ4/3gbpR3Pba/eFkVug+0tgDfZaeeJbPArUAQEBOBwOTCYT0dHRHDhwwLUvNDSUo0ePXuBsEREREacyE6iTd0LCb7nbodXh2q/ghgUQ1ch7dYlP8mjwUpMmTdi7dy/dunWjS5cuvPfee8TGxmK1Wpk6dSqNGukLT0RERC4sI9sgKcU5rMJihrhILwbqBoOg7gDYvxDajocuz4B/mPfqEZ/mUaAeOXIkCQkJAEyYMIF7772XO++8E4C4uDhmzJhRchWKiIhIuXAoz/jpuAgLfpZSGpt8crtz+rtqXXLbTCa48m2wpUGVZqVTh5RbHgXqXr16uV7HxsYyd+5c9u/fT2ZmJvXq1cPf37/EChQREZHyodSHe9jSYPVLsH4yhNV0jo225lk6PLxOydcgFcIlzVdjMpmoU6dOMZciIiIi5dmhvIG6SgkGasOAXfNh6QOQcva5r9N7YN2r0PXZkntfqbA8CtSvvfbaRY959NFHi1yMiIiIlF+l0kN9ajcsGQt7f3Rvr9oFGgwumfeUCs+jQP3TTz/laztz5gypqamEhYVRqVIlBWoREREpkGEYf5uDupgXdbFlOHug104Ce54VnYOqQM/XoNlIMJWhVRmlXPHoq3nJkiXnbf/zzz95+umnee6554q1KBERESlfklIcZNqcr0MDTYQHF+MDiXt+cK50eHpPnkYTtLoHur0EQVHF914i51GkH9VatWrFnXfeyQsvvFBc9YiIiEg5lHe4R/XKFkzFtfpgRhJ8f5N7mI5tD7esgT7vKkxLqSjy7z4iIiLYu3dvcdQiIiIi5VSJjZ8Oqpz7oGFgJPT5Pxi+GuI6FN97iFyER0M+zi01npfNZmP37t1MmzaNBg0aFHthIiIiUn64B+oijJ8+tRsi6ru3tRkHWaecfwZHX/q1RS6RR1/Rbdq0Oe+vZgzDIDY2lrfffrvYCxMREZHyI++iLtWjLqGHOiUBfpkAu76BERuhSvPcfRYrdNPwU/EejwL1yy+/nC9QBwQEEBsbS8uWLbFarSVSnIiIiPi+LJvB0dPOJcdNQLXCBGq7DX6fCquedS7UArB4DNz4i3O1Q5EywKNAPWTIkJKuQ0RERMqpI8l2DMP5OibCTIDVwyB88FdneE76y709rBbkZIA1uHgLFblExTwJpIiIiIi7Qj+QmJYIvz4C8Z+7t1duBle+DTV7FXOFIkVTYKBu0qRJoaa0iY+PL5aCREREpHzxeEEXRw788Q6seBqyz+S2W0Ogy7PQ9gHneGmRMqbAr+qnnnrKFahtNhszZ84kODiYK6+8ksqVK3PixAkWL15MRkYGo0aNKrWCRURExLd43EO98C746xP3tkY3wuVvQFiNkilOpBgUGKhvvfVW1+tXXnmFVq1aMXXqVLde64cffpgHHniAhISEkq1SREREfJJhGBz626IuBWo9Bv76FDAgshH0ngF1+pZ8kSJF5NHCLvPmzWPYsGH5hoCYTCaGDRvGd999VyLFiYiIiG87nW6Qmul8IjHQCpXDzkYPh935kVdce2j3IHR/CW7bpDAtPsOjQO1wONi9e/d59+3atQuHw1GsRYmIiEj5kHf8dPXKfphNJkhcD190gc0f5D/h8jeg0xPgF1CKVYoUjUezfAwcOJApU6Zgt9vp3bs3lStXJikpicWLFzNt2jSGDh1a0nWKiIiID8o73KNGeA4sGg1/vgcYcGoXNLxBqxuKz/MoUE+cOBE/Pz+mTZvG5MmTXe3+/v784x//4JFHHimxAkVERMR3uT2QuP1ZyPi/3J22dDi8EhoMKv3CRIqRR4Ha39+fJ554gvvuu48dO3Zw4sQJqlSpQqNGjYiIiCjhEkVERMRXJRxNBfwBqJG1JndH3auh93SIqO+dwkSKUaEWdomIiKBjx44lVYuIiIiUF1mnyVn+LEdOPeZcbxyo5oh3rnJ4xVRnr7SWDpdyosBA/euvv9KuXTtCQ0P59ddfL3qhXr20apGIiIgARzfA3GtIzIjCHvg0AJWNAwR3vB86P+lcqEWkHCkwUN9zzz189dVXtGzZknvuuQeTyYRhGOc91mQyaaVEERERcYpsDGY/EszNXE01qsdCj5e9WJRIySkwUC9evJjo6GjXaxERERGP+IfC5VNIWLIfzvbF1aga7t2aREpQgYG6evXq530tIiIiAoBhwI7ZcGg59J7qvq/RUA5tPwUJzkR9wRUSRXycRw8l7t69m5SUFFq3bg1AZmYm77zzDrt27aJLly6MGDGiJGsUERGRsubkDlhyP+z/2bld7xqoc1XufpOJhOTczRqVCzUPgohP8WilxGeffZalS5e6tl977TVmzZpFVlYWkydP5sMPPyyxAkVERKQMsaXD8qdgVovcMA2w+kW3w1IyHJxKc/ZOWy0QE+5R5BDxSR59de/cudPVO22z2Zg/fz5PPPEEH330EQ8++CBz5swpyRpFRETE2wwDds2HTy6DNS+BPdvZbjJDm7Ew+Fu3ww+dzF3QpVqUBYtZU+RJ+eXR718yMjIIDQ0F4M8//yQjI4O+ffsC0KxZMw4fPlxyFYqIiIh3ndoDS8fBnh/c26t2hivfgdg2+U5JOJFnhUSNn5ZyzqMe6ho1avDHH38A8PPPP9O0aVMiIyMBSE5OJiRE80mKiIiUO4YDVj0PnzZzD9OBleGqD+HmFecN0wAJSTmu1xo/LeWdR1/ht99+O8899xw//fQT8fHxvPxy7jySa9eupXHjxiVWoIiIiHiJyQzH/oCczHMN0PJu6P4SBFW+4KkJSbk91JrhQ8o7jwL1sGHDqFOnDps3b+bhhx+mS5curn3h4eGMHDmyxAoUERERL7riLdj3E1S+zDm8o2rHi57icBgcSdaQD6k4PP4dTIcOHejQoUO+9rFjxxZrQSIiIuIF9mz4811o8U/3pcEr1YKbVkB0SzB7FoyPnXGQfXbER3iwibAgzfAh5ZvHX+FJSUm8/vrrjBw5kn79+rFz504APv30UzZu3FhiBYqIiEgJO7AEZrWCpePzTX8HOMdJeximAQ4l5e2d1vhpKf88CtSbNm2ib9++LFy4kOrVq3PgwAGys53T5Rw/fpyZM2eWaJEiIiJSAlIOwfc3w9dXwsltzrb1bzgXbSkC9wcSNdxDyj+PAvXLL79M586dWbBgAc8//zyGYbj2tWzZkk2bNpVYgSIiIlLM7DZY/ybMbALb/5vb7h8GvV6HiHpFunxCksZPS8Xi0e9htm7dyjvvvIPZbHYL0wAREREkJSWVSHEiIiJSzBKWweL74MQW9/Ymw6HXZAitWvS3UKCWCsajQB0WFsbJkyfPu+/gwYNUqVKlWIsSERGRYpZ2FH57FLbOcm+PagpXvg21riiWt8nINjhxxgGAxQxxkQrUUv55NOSjd+/eTJ8+nYMHD7raTCYTJ0+e5OOPP3atmigiIiJl1M457mHaGgI9X4Pb/ii2MA1wKM/46bgIC34WLTku5Z9Hgfrhhx8mNDSUAQMGcMsttwDwr3/9i6uvvpqAgADGjRtXokWKiIhIEbW8B2LOrmrYaCjcHg8dHgGLf7G+jYZ7SEXk0ZCP8PBwvvzyS+bPn8/q1asJDg4mPDycYcOGMXjwYPz9i/ebUURERIog/QRknYLIBrltZgv0fR8yT0Kdq0rsrQ9phUSpgC4aqLOyshg9ejT33HMPw4YNY9iwYaVRl4iIiBSW4YDNH8KyxyGyIdy80rl8+Dlx7Uu8BPVQS0V00SEfAQEBbN68GYfDURr1iIiIyKU4ugH+0wV+vsfZC31kDWz+uFRLMAzjb3NQa1EXqRg8fihx0aJFJV2LiIiIFFZmMiwaA593gMS1ue3hdaFSzVItJSnFQabN+TokwEREiB5IlIrBox8du3fvzmuvvcbx48fp2bMnVapUwWRy/ybp1atXiRQoIiIi52EYzlk7fn0EMo7ntlv8ocNj0PFxsAaVakl/H+7x96wgUl55FKgfeeQRABYuXMjChQvz7TeZTMTHxxdvZSIiInJ+xzfB4jFwaLl7e53+0Hu6+8OIpUjjp6Wi8ihQL168uKTrEBEREU+kHYV/dwR7Vm5bWE244i1ocD14sVc4wW2GD42florDo6/26tWrl3QdLo8//ji//PILlStX5vvvvy+19xUREfEJIbHQ6l74fSqY/aDdQ9DlaedCLV52yO2BRPVQS8Xh0UOJpWnIkCF8+OGH3i5DRESkbMhOzd/W9TlodCPctgl6TioTYTo7x+DoaeeMYCagWpQCtVQcZS5Qd+jQgfDwcG+XISIi4l3ZqfDbY/BBHfwyj7vvCwiHgV9C5abeqe08jpy0YxjO1zERZgKseiBRKg6fHOCkByB9V2Zmpu6fD9P98126dz7EMAhL/JnY+ElYMxMBqPzXJOIDo71c2IVtORIIODvEKlnTiY8/4t2Cygh971UMPhmomzYtOz+RS+HEx8fr/vkw3T/fpXvnI5J3wuL7Yb/7jFqB2Udp2qBOqU+DVxibktIA54OSl9WNpGnTat4tqIzQ955v27Bhg0fH+WSgFhERKVds6bD2FVj3Gtizc9uDoqHX6+w3daBpGQvT2TkGh0/aOXjCzqGkHNbvzq1bDyRKRVNgoJ43b16hLjR48OAiliIiIlIB7f4OloyDM/ty20xmaDUaur0IgRHgxSEDhmGQnGaQcCKHhCQ7CUl2Dp7I4ehph2vM9N9VV6CWCqbAQD1x4kS37XOrHRl5vnvyroBUXIF6woQJrF27luTkZHr27MnYsWMZNmxYsVxbRESkTFk0Bv58x72taie48h2Ibeudms46lJTDj79nsuWAjbSsApLzeXRu5E90JQVqqVgKDNS///676/WePXsYP348Q4cOpW/fvlSuXJmkpCQWLlzInDlzeOutt4qtoDfffLPYriUiIlKm1emXG6gDK0OPSdDiDmcPtZfsP57DD+sz2LjXdsHjTDhn86hR2UKNyn7UrGKhRmULlcMUpqXiKTBQBwcHu16/+uqrDB8+nDvuuMPVFhERwejRowkICGDSpEl8/vnnJVupiIhIeVN/INQbCCFx0OMVCKrstVJ2J+bww4YMNu/PH6SD/E1Ur2yhZmULNao4A3T1KIumxhM5y6OHEjdt2sTdd9993n0NGzZk6tSpxVqUiIhIuXLmIPzyIDS7Hepfm9tuMsGguc4VD71kx2Eb36/PID4hJ9++1nWtDGgbRJ0Yi9swTxFx59F3cFxcHHPnzqVHjx759s2ePZu4uLhiL0xERMTn2bNhwxRY9TzkpMOx36HWle7T33khTBuGQXyCs0d6x2H3IG0C2tb359p2gdSoosnARDzh0XfKhAkTmDBhAtdeey29e/cmKiqKkydPsmTJEvbs2cOUKVNKuk4RERHfcmApLB4DJ/PM0HF6L+z7ERoOKfa3y84x2HUkh/gEG0dP2bHZnW22HMP1OidPW9bfOqRNJujU0J8BbYOoqmXDRQrFo0Ddr18/vvrqK95//32+//57Tpw4QZUqVWjRogWTJk2iefPmJV2niIiIb0g9DL8+DNu+cG+v0sI5e0eN7sXyNg6Hwf7jduITbMQn2NiVmEOOvfDXsZidM3MMaBdETLiCtMil8Ph3Oc2aNdNYaRERkYI4cmDjdFj5L8hOyW33D4Ouz0GbsUUe3mGzG6zens2WA9lsO5RDeiGms/s7fz/o0jiA/m0CqaJp7kSKpFDf2adPn2bnzp0cOXKEnj17Eh4eTlZWFlarFbPZe1P8iIiIeNWJLfDDcDix2b29yc3QazKEFn0Z7i0HsvliWTrHTjsKPCYuwkzTmlbqx/kRZDVh9TPh7wdWS/7XAX5gNutBQ5Hi4FGgttvtvPHGG/znP/8hMzMTk8nE7NmzCQ8PZ+zYsTRv3pxx48aVdK0iIiJlU0Ckc3z0OVFN4Mq3oVbvIl/6+Bk78zeHs/tEar594cEmmtawuj4iQ9W5JeINHgXqN998k6+//pqnn36aTp060adPH9e+K6+8kv/+978K1CIiUnGFVXcO61jxNHR5Bto9CBb/Il0yO8fgp98z+HFjJjn2QFd7kL+J/m0CaV3Xn6qRZk1nJ1IGeBSo58+fz0MPPcQNN9yA3e7+xEOtWrU4ePBgiRQnIiJS5hxZC4lroc397u1txkKjYVCpZpEubxgGf+y18eWKdJJS3Id3dGviz5DOwVQKVk+0SFniUaA+c+YMtWrVOu++7OzsfCFbRESk3MlIgmWPw+YPnUuD1+gF0S1y91usRQ7TSSl2Pv81nS0H3FcrjA2zMapvZerHaV5okbLIo+/Mhg0bsnjxYrp27Zpv37Jly2jWrFmxFyYiIlImGA7Y/DEsmwiZSWfb7PDrQzB0YbG8hcMw+GVLFnNXpbvNDx0SYGJI5yAqm/ZSPy62WN5LRIqfR4F69OjRjBs3jszMTPr374/JZCI+Pp6ff/6Z//73v7z77rslXaeIiEjpO7oRFt8HR1a7t9e7Fq4onqlkE5PtfLo0jV2JuUnaBPRsFsDgTkGEBpqJjy/4fBHxPo8CdZ8+fZg8eTKTJ09mzpw5ADz11FPExsby2muvnXdJchEREZ+Vecr5gOGf7zh7qM+pVBuumAYNrivyW+TYDX7+M5Nv12W4LchSNdLCyCtCNLxDxId4/N06YMAABgwYwN69e0lOTiY8PJx69erp6WIRESk/DAO2fga/PQLpx3LbLf7Q4VHo+DhYgy/58g7DIC3T4EiynS+Xp3PgRG6Stpjh6raBDGgXhNWi/1tFfIlHgXrdunXExcVRs2ZN6tatS926dV37UlNTiY+Pp0OHDiVWpIiISOkw4I+33cN07aug93SIauT5VQyD9buy+WOfjZQMB2fSDVIyHKRmGjjOs7hh7Whnr3TNKuqVFvFFHn3njhgxgsDAQJ577jkGDRrktm/37t3cdtttxGuAl4iI+DqTGfq8A593cK5ueMVb0PAGKORvY79dl8H36zMvepzVAoM6BtGnVSAWrVoo4rM8/lG4V69eTJw4kc2bN/P4449jsVhKsi4REZGSZRiw5weoezWY8/yfFtsOrpsLtfuAf2ihL7t0S+YFw3RwgImwIBM1K/sxqFMQcRH6/1TE13kcqO+8804GDx7Mo48+Snx8PNOmTaNy5colWZuIiEjJSNoGS8bAgSXOJcJb3+e+v+HgS7rsul1ZfPFbumv7spp+XNUqiLBgE2GBZsKCTPhpfLRIuVOopZauuOIKvvrqK5KTkxk8eDAbN24sqbpERESKny3NuTjLrJbOMA2w/En3MdOXKD7BxkeL0jg3RLpurIX7+ofRrJaVWlX8iAw1K0yLlFOFXru0bt26fP3117Rq1YrbbruNr7/+uiTqEhERKT6GATu/gZmXwdpJ4Di7EqHJAs1uB0tgkS6//3gOb/+Ygv3sDHtxEWbGXRNGgFUBWqQiuKTHiUNCQpgxYwZvv/02M2bMKO6aREREik/yLlg6Dvb+6N5erStc+Q7EtCrS5Y+dtjP1+xSyzmb0yBAz4weGERpY6D4rEfFRHgXqxYsXEx0dna99zJgxdOrUiYMHDxZ7YSIiIkViy3D2Rq97FexZue1B0dDzNWh2m3NWjyI4lJTDjB9TSclwDvQIDjDxwMBQKofpQUORisSjQF29evUC97Vv35727dsXW0EiIiLFYsObsPr5PA0maDUaur8IgZGXfNljp+2s25nNul3ZHDqZuzCLvx+MHRBK9SjNJS1S0RT4Xf/aa69x2223ERcXx2uvvXbBi5hMJh555JFiL05EROSStX0A/vw/SE2AuA7O4R1xF+4AOpliZ89ROznnVl8xcD1keCrNwYbd2ew/bs93ntkE91wVSoOq1mL+JETEFxQYqH/66Seuu+464uLi+Omnny54EQVqERHxqpwssKVCUJ7pXP1DnVPipSdCi3+ed3iHwzDYd8zOn/uy2bTPRkJS/rB8IVYLtKxjpU/LQIVpkQqswEC9ZMmS874WEREpU/YthCX3Q5WWcN1s930Nrst3uGEY7Dmaw7KtWWzab3ONf/aUxQzNa1np0MCfVnX8CfTXTB4iFZ0GeomIiG86cxB+eRB2znFuJ++EfQugTr/zHm7LMVi7K5ulmzPPO2wDnGG5UTU/woJye7PPxWU/CzSsZqVNXSvBAZrBQ0RyFRio582bV6gLDR48uIiliIiIeMCeDb9PhVXPORdqOce/EmQk5Tv8ZKqDXzZnsiw+i9TM/L3RYUEmWtS20qq2P5fVtKrHWUQKrcBAPXHiRLdtk8n5D4xhGPnaQIFaRERKwcFfYNF9cDLevf2yEdDzdQiJdWvesDubjxenkp3jfrjVAh0b+tPjsgDqxvphNilEi8ilKzBQ//77767Xe/bsYfz48QwdOpS+fftSuXJlkpKSWLhwIXPmzOGtt94qjVpFRKSiSj0Cvz4M2/7j3l65GfR5B2r0dGt2GAbfrcvg+/WZ7oeHmbm8eQDdmwZo4RURKTYFBurg4GDX61dffZXhw4dzxx13uNoiIiIYPXo0AQEBTJo0ic8//7xkKxURkYopJQE+aQbZZ3LbrKHQ9TloMxYs7rNrZNoMPl6Uysa9NldbdCUzw7oG06qOFbNZvdEiUrw8+vF806ZNNGzY8Lz7GjZsyObNm4u1KBEREZewGlC7T+5243/AqG3QfkK+MH38jJ1Jc864hemmNfx4cmgl2tTzV5gWkRLh0SwfcXFxzJ07lx49euTbN3v2bOLi4oq9MBERqaAMR/45oy+fAqf3OZcMr33leU87cCKHKd+muD142KdlAEO7BmNRkBaREuRRoJ4wYQITJkzg2muvpXfv3kRFRXHy5EmWLFnCnj17mDJlSknXKSIi5Z3DDpveh03vwc0rwBqSu69SLbh1PVzg4cH//JbuCtN+Zri1VwjdmgaUdNUiIp4F6n79+vH111/z3nvv8f3333PixAmqVKlCixYtmDRpEs2bNy/pOkVEpDxLXOecvePoeuf2qheg5yT3Yy4Qpo+ctLM70TmVh8UMDw0K08qFIlJqLhqos7Oz+emnn2jZsiVTp04tjZpERKSiyDgJy59w9kyTZ47o3d9Ct+fB4u/RZZZvy3K9blXHqjAtIqXqog8l+vv789RTT3Hs2LHSqEdERCoCwwGbP4aZjZ1DPM6FaUsAdHkWRvzucZjOsRus2p4bqLs10TAPESldHg35aNSoEfv27aNjx44lXY+IiJR3RzfC4jFwZJV7e90B0HsaRNQv1OW2HLCRkuEM5BEhJprVUu+0iJQujwL1448/zuOPP050dDQ9evTAz8+j00RERNwtfwrWvuLsoT6nUm24YirUv+6C46QLvGR8bu90l8YBmtFDREqdR8l4zJgxZGZmct9992EymahUqZLbsuMAq1atKuBsERGRs0Kq5oZpsxU6PAKdngRr8IXPK8CpNAeb9+fOOd1ds3qIiBd4FKhvueWWfAFaRESk0FrdC1s+gsDKcOUMiGpcpMut2p6F4+zw60bV/IgJtxRDkSIiheNRoB47dmxJ1yEiIuVJdgqsfA6aDofYtrntZgsMXQSBkZc0vCMvwzBYsU0PI4qI92kwtIiIFB/DgO1fwa8TIPUwHF4ON690X/kwKKpY3mp3Yg5HTzmHjwRaoV19z2YFEREpbh4H6o0bNzJ79mz27dtHVlZWvv2zZ88u1sJERMTHJG2DJWPhwKLctiNrYNe30HBwsb9d3ocROzQMIMCqoYki4h0XnYcaYMWKFdx6660kJiayYcMGoqKiCA4OZtu2bZw6dYqGDRuWdJ0iIlJW2dJg2eMwq6V7mA6OhQGfQ4NBxf6WmdkG63dlu7b1MKKIeJNHgXratGncdtttvP/++wA88MADzJo1iwULFuDn50enTp1KtEgRESmDDAN2fgMzL4O1k8BxdrYNkxnajIM7tkPTW4o8Vvp81u/OJsu50jhVIy3UjdHDiCLiPR4N+di1axfjx4/HbDZjMpnIyMgAoHr16owdO5Zp06YxePDgkqxTRETKktN7nYuz7P3Rvb1qF+jzDsS0LtTlDMPgxBkHe47lkHTGgWE41040DOe+bDskpzpITnVwMtXBqbTceay7N/XXTFQi4lUeBeqAgAAcDgcmk4no6GgOHDhA+/btAQgNDeXo0aMlWqSIiJQx2Smwb2HudlAV6PEqNL/d/QHEs9IyHew5mkN2jnOp8BwH2O0Gp9Ic7D1mZ9+xHFIzjUKXYTFD50Ya7iEi3uVRoG7SpAl79+6lW7dudOnShffee4/Y2FisVitTp06lUaNGJV2niIh4m2HkDt+IbgltxsLvU6HVPdDtpQJn70jPcvDC12dISnGcd/+lCgsyMbB9EJWCPRq9KCJSYjwK1CNHjiQhIQGACRMmcO+993LnnXcCEBcXx4wZM0quQhER8a4z++H4Jqh3rXt71+ecY6Tj2l/w9LmrMzwK08EBJurG+FE9yoKfBTDBuVXE/cwmIkLMRIaaiQp1/qlZPUSkrPAoUPfq1cv1OjY2lrlz57J//34yMzOpV68e/v6a+1NEpNzJyYINb8DqF8HsB6O2QWi13P0BlS4apncn5vDbX7nT2zWvZSXI34SfBfwsJgKtJmpFW6gb40dMuFljoUXEJ13Swi4mk4k6deoUcykiIlJm7F8Ei++H5O25bb88BNd+4fElcuwGn/+axrmR0S1qWxk7IFShWUTKnQIDdWGHcdx///1FLkZERLws5RD8MgF2fOXeHt3KOWa6EBZvyiQhyQ6Avx8M7xGsMC0i5VKBgfrzzz93287KynJNlxccHEx6ejoAQUFBBAYGKlCLiPgyuw02ToOVz4ItNbfdvxJ0ewFa3+cc9uGhpBQ7367LcG0P7BBElUqaK1pEyqcC/3VcvXq16/XGjRt5+OGHGT9+PH379iUwMJDMzEwWLlzI1KlTmTx5cqkUKyIiJeDgr845pZP+cm9veiv0fA1CqxbqcoZh8MWydLLPLrxSPcpCn5aBxVSsiEjZ41F3w4svvsi9997LwIEDXW2BgYFcd911ZGRk8Pzzz/PNN9+UWJEiIlJC7DZYMMq5UMs5lS+DK9+Bmr0KPu8CNu618ec+m2v71l7B+Fk01ENEyi+PJu/cuXMnMTEx590XGxvL7t27i7UoEREpJRYrXDHV+doaAj1fhxF/XHKY3rw/m0+WpLm2e14WQIOq1mIoVESk7PIoUNepU4eZM2eSnZ3t1p6VlcXMmTOpW7duiRQnIiLFLGlr/rb6A51DO0Ztgw4PO0N2IRmGwaI/M5n+v1Qysp3zelQKMjGkc1BRKxYRKfM8GvLx9NNPc/fdd9OzZ0+6detGVFQUJ0+eZMWKFWRmZvLBBx8UW0G//fYbL730Eg6Hg2HDhnH33XcX27VFRCoqS9ZJWHAnbPkYBs2HBte5H9DhkUu+do7d4D/L0lm2NXe+6ahQM2MHhBISqFUMRaT88yhQd+jQgQULFvDJJ5+wefNmtm7dSpUqVRgyZAgjR44kNja2WIqx2+08//zzzJw5k9jYWIYOHUrv3r1p0KBBsVxfRKTCcdhh84fU/+1RsJ1xti0dB7X7gDW4yJc/fsbOp0vS2H44x9VWL9bCfVeHEa4lwUWkgvB4DqSYmBgeffTRkqyFTZs2Ubt2bWrWrAnANddcw+LFixWoRUQuReJ6WHwfJK7DbcK66NZgS7vkQJ1jN9i038Zvf2Wx9aDNtXALQKeG/oy8IgSrnx5CFJGK45JWSiwpR48eJS4uzrUdGxvLpk2b8h0XHx9fmmVJMcrMzNT982G6f77BbDtNzPapRBz4ElOeuJsdXJOjlz1Bakwv2H8COOF2XlaOibRsMxnZZjJszo+sHBM5DhN2B+Q4TNjsJnafCCAtO/+c0t3qptCxejq7dpb0Z1jx6HvPd+neVQweBWqbzcasWbP4+eefSUxMJCsrK98xq1atKvbiCtK0adNSey8pXvHx8bp/Pkz3r4wzHPDXp7D8UcjIE5YtARyveyfRAyZT05r/IcHjZ+zMXpnOxj3uvc2eMAHNalm5qnUgTWtEFal8KZi+93yX7p1v27Bhg0fHeRSoX3nlFb788ksuv/xyOnXqhNVaMlMgxcbGkpiY6No+evRosY3PFhEp91a9AKuedW+rezVcMY0TiTai/xams2wGP/6ewYI/MsmxF+6twoNNdGsaQI+mAVoBUUQqPI8C9U8//cRDDz3EHXfcUaLFtGjRgn379nHw4EFiY2P54YcfeOONN0r0PUVEyo2Wd8OGNyA7BcJqOeeXbjAITCZIdP7KOSPbIOmMnX3H7Xy7NoPkNIfbJaIrmQkLMhEaaCY0yERwgAl/iwmrnwmrBfwsJqpUMtOsplWLtYiInOVRoDYMg8aNG5d0Lfj5+fHMM8/wz3/+E7vdzg033EDDhg1L/H1FRHyOYYDDBhb/3LbQqtD9FUhNgM5PgTWEIyft/PJXJlv2RpG6Mpn0rPMP6qgdbeHmHiHUjytTj9aIiPgEj/7lvPHGG/n+++/p1q1bSddDr1696NXr0lboEhGpEJK2wuIxztk6rpjivq/NGOwOgz/32Vi6+QzbDp2bzs4K5xkhHRZkYkjnYLo28cdsUo+ziMil8ChQV65cme+++44RI0bQrVs3wsLC3PabTCaGDx9eIgWKiMhZ2amw6nn4fQo4ciBhGTQfRUpocxKS7Bw8kcPBE3a2H8rJN5TjHD8LVAkzExVmpn6sH31aBRIcoPmiRUSKwqNA/fLLLwNw+PBh1q1bl2+/ArWISAkyDNgxG2PpgySnGRww9+GAX0sOmFuxf34Up7JPFXiqyQSt61ipE3aMbm3rEhZkUk+0iEgx8yhQb9u2raTrEBERnIum7DySw6Z92exOzCE9I4vMtDNk2TuSxR8YQX/rTc4+/3XCgkz0aBpAz2YBVA6zEB+foJULRURKiJ4+ERHxkiybQXKag+RUB8fP2Nl60MZfB2xk2vIe5QdEOSd8LoDVAtUrW6hZ2Y8aVSzUqGyhbqwfVs3CISJSKgoVqBMTE9m7dy/Z2fm7RPQgoYjIxR04kcPslensP24vcMaNCwnyh5pV/KgVbaF2FT9qRfsRG2HGYlZ4FhHxFo8CdWpqKuPHj2fFihWAcxo9cI6dPkfLaoqIFMxhGPz8RybfrMnAfv7nBV0qh5lplTWPFimfUdlIICCmIYGXv0hAtVYKziIiZZBHgfrNN9/kyJEj/Pvf/2b48OHMmDGD8PBwvv32W1avXq3FV0RELiA51cHMJanEJ+S4tfuZISLUTGSImYgQM7WiLbSs7U/VSDOmY61g7mPQ/WVoPgpMGv8sIlJWeRSof/31V8aPH0+rVq0AiImJoWXLlnTo0IFJkybx0UcfMXXq1BItVETEV2TnGCSnOjiZ6uBIsnNFwrQ8wztqR1sYdWUI1SItmPb9BJs/gj5fgjnPEt6xbeCu/eAX6IXPQERECsOjQJ2UlETVqlWxWCwEBQVx+vRp175evXoxduzYEitQRMQX7D2aw08bM9hxOIfUzPOPjTYBV7cNZGCHIPzSDsK342HXN86df74Lbe53P0FhWkTEJ3gUqOPi4khOTgagTp06/PLLL/To0QOAP//8k4CAgJKrUESkDNudaOP79ZlsOWC74HFRoWbuuDKExnEGrJ8Eq1+AnIzcA9a/Aa3uBbMmXxIR8TUe/cvdrVs3Vq5cSd++fRk5ciQTJ07kr7/+wmq1sn79ekaNGlXSdYqIlCl7j+bwzZr0fOOiAcwmiAgxExVqJjLUTPXKFi5vFkDI0aXw6RhI3u5+QrPboeerCtMiIj7Ko3+9H374YTIynD0pgwcPJiQkhJ9++omsrCyefvppbrrpphItUkSkLDl4IofX5p0hx57bZgLaN/Cnf9tAakRZMOedjSPlECx6CLZ/6X6h6JbQ+22o0b1U6hYRkZLhUaAOCgoiKCjItd23b1/69u1bYkWJiJRVDsPgs1/TXGHabIKODf0Z0C6IqpGW/Cf8Ph2WPwG21Nw2/zDo+rxzzLR6pUVEfJ5H8zA1bdqUTZs2nXffli1baNq0abEWJSJSVi3bmsXeo8407WeGJ4dV4s4+oecP0wCph9zDdJPhMGobtBuvMC0iUk549K/5uYVczicnJweLpYD/SEREypEz6Q7mrs59kLB/20BqVbnIP6NdnoZt/wFrKFz5NtS6ooSrFBGR0lbg/wSHDx/m0KFDru2tW7eSlZXldkxWVhbffPMNNWrUKLkKRUTKiK9XpruWC4+uZObqtrlD4XDYYdN7UO9aqFQrt90aAkN/hvC6YPEv5YpFRKQ0FBio586dy4wZMzCZTJhMJp599tnzHhcYGMiLL75YUvWJiJQJ8Qk2Vu/Idm0P7xmMv9/ZBw8Pr4bF98GxjXBgMVw3x/3kqMalWKmIiJS2AgP18OHD6devH4ZhcN111zF58mQaN3b/T8FqtVKtWjX8/dXrIiLll81u8O/f0lzbHRr407yWP6SfgOWPw+YPcw/eORf2L4LafbxQqYiIeEOBgToqKoqoqCgAFi9eTHR0tIKziFRICzZmcvSUA4AgfxM3dg2ETR/AsomQeTL3QL9A6PQkVNc0eCIiFYlHDyVWr17d9TojI4PZs2ezZ88eqlSpwuDBg932i4j4uiybwY7DNrYm2Ig/mMOhk7kTTg9uepyI+f0hca37SfWvgyumQnid0i1WRES8rsBAPWnSJJYuXcqCBQtcbampqQwdOpT9+/dTqVIlUlNTmTlzJl9//TV169YtlYJFRIrD8TN2flifwZkMgxy7QY7dObTDlgNHT9nJceQ/p3bAIS5f3QbIs6JLpTrQezrUv7a0ShcRkTKmwHmo16xZw8CBA93aPv74Y/bt28cLL7zAmjVrWLZsGdWrV+edd94p8UJFRIqLw2Hwzo+prNiWzeb9NuITcth5JId9x+wcOpk/TFvM0CL6FPed6o/5XJi2+EPnp+H2rQrTIiIVXIE91IcOHaJ58+ZubQsXLqRBgwYMHToUcI6zHjVqFNOnTy/ZKkVEitGy+CwSkuwXPKZalIXLavhxWU0rjapZCbBGwXddYcdsqNPf2Ssd2aCUKhYRkbKswECdk5NDQECAa/vUqVPs3r2bW265xe24GjVqcOLEiZKrUESkGKVlOpi3JndxliuaB9Cqjj9+FvCzmLBaINwvjfDsPRDbxv3ky6dAk5uhwfVgMpVy5SIiUlYVGKjr1KnDmjVr6NKlCwC//PILAN27uz+9npSURHh4eMlVKCJSjL5fn0FqpnNxlsphZoZ2zTOftGHAti/g14fAZHEuEe4fmntyWA3nh4iISB4FBupbb72Vp59+mtTUVCpXrsxnn31GjRo16Natm9txK1asoGHDhiVeqIhIUR05aWfpltwVX4flDdNJW2Hx/XBwae4Jq56HXq+VcpUiIuJrCgzUQ4YM4fjx4/z73/8mJSWFyy67jGeeeQar1eo65uTJkyxevJgxY8aUSrEiIpfKMAz+uyIN+9kHDhtV86NtPStkp8LqF2DDm+DIyT0hpCrEtfdOsSIi4lMuOA/1Pffcwz333FPg/qioKFasWFHsRYmIFLdN+21sPegMzCYT3NQtCNPOubB0PKQm5B5oskCbsdD1OQio5J1iRUTEp3i0sIuIiC+z2Q2+WpHu2u5ZP5Oav94M+xe6H1i9O1z5NkS3LOUKRUTElylQi0i5lprpYNGfmRw77RzrEewPg3ZdCRnbcg8KioZer8Nlt2n2DhERKTQFahEpN9KzHCzbmsWhk3aOnrJz9JSDtCzD7ZiBHYIJM8bC4jFgMkPLe6H7SxAY4Z2iRUTE5ylQi0i5YBgG7y9M46+DtgKPqRpp5vLmAWC6B45thFajIbZtKVYpIiLlkQK1iJQLa3ZknzdM+xsZxESYqR4TxrXtg/CzmAALXPVB6RcpIiLlkgK1iPi8lAwHX+Z56LBj1SS6n3ia2DPLiOAIZjpAn1XOIR4iIiLFTIFaRHze1yvTXasfRlmSGLGnDYGk5R7gsEH6cQiJ9VKFIiJSnilQi4hPi0+wsWp7tmt7ePr9uWE6IBy6vQSt7gWzxUsViohIeadALSI+KzvH4PNFJ4AAANrlzKOV4+zc0s1GQs/XIDjGewWKiEiFoEAtIj7rh28XcyzdOUtHkHGam2xPQJUWzsVZavTwcnUiIlJRKFCLiE9KSMphwdE2ru2hxiQiLn8MWt8PFqsXKxMRkYpGgVpEfIdhgMmEw2Ew65c07IZzVcMGAbvofuO/IKyalwsUEZGKSHNIiUjZl34Mfrodfn+LTJvBh4vS2HvUDoDFDLdd3w6zwrSIiHiJeqhFpOxy2GHTe7D8Scg6xRFrK97dNoIjp3P7Aq5uG0jVKM3gISIi3qNALSJl05E1sOg+OPY7ABvMA5lpmUFWnjDd87IArm0f5K0KRUREAAVqESlrMpJg2eOw+UPAIAc/5vo9w8/WMa5DrBa4tVcIXZsEeK9OERGRsxSoRaRsMByw+WNYNhEykwA4RRzvBXzMLnMn12HRlcyM7h9KzSr650tERMoG/Y8kIt535iB8fyMcWe1q2mq+nA+DZpLiqORqa1XHyh1XhhAcoOepRUSk7FCgFhHvC6oC6UcBcGDm+5AX+d5xN4bDOS2eyQSDOwbRv20gZpPJm5WKiIjko0AtIt5nDYIrpnHmu3v4MOp74lNru3aFB5v4Z99QmlTXYi0iIlI2KVCLSOk6vhm2fwndXnB2PQMOh8HOwH58EP4np1Nzh3M0ru7HXX1DCQ/WEA8RESm7FKhFpFidSnOwcU82aVkGthyDbLuBLQeys7OxHf2LrOQEMuhCxp4EMggjI9sgI9s4e7YzOJuAa9oHMrB9EGazhniIiEjZpkAtIsXm993ZfLI0LU9A/rvLwHKZ82UqgCPfEaGBJv7ZJ5RmtTTEQ0REfIMCtYgUWY7dYM6qdBZtyrrkawT5m2hS3Y+be4QQGaohHiIi4jsUqEWkSJJS7Ly/MJU9R+2utsqh0CloFdYjv+JvpGE1MrGSiTUgkIBmNxNUvydBAWaC/U0EB5gItJo0tENERHyWArWIXLLN+7P5aFEaaVm5QzxaVTnBqOQhhBz/K/dAkwXajIWuz0FApfNcSURExHcpUItIodkdBvPXZvDj75muNrMJhnQO4qpDz2E6mCdMV+sGV74NMa28UKmIiEjJU6AWEY9l2Ews3ZzJb1uzSEjKHeIREWLinqtCaVDVCg0nw97vwRIAPV+DZreBSWOiRUSk/FKgFpELyrEbbNpvY9X2LDbti8ZhpLvtv6w6/POqcMKCzobm0KowaB7EtIbAyFKvV0REpLQpUItIPoZhsO+YnVXbs1i7MzvPGOncBwf9sHGN7XUGhOVgDnrL/QK1rii1WkVERLytzATqH3/8kRkzZrB7926+/vprWrRo4e2SRCqcQ0k5rN2Vzbqd2Rw/k3+OaIB6IYl0OTOV9tlfE0oy/GGG5qM0RlpERCqsMhOoGzVqxPTp0/nXv/7l7VJEKpTEU3bW78pm3a5sDp+0n/eYqFAznWMP0W7PGGqd+NV9Z7NREFq9FCoVEREpm8pMoK5fv763SxApVxzG2SW/c4yzH3le2yDhbG/0gePnD9GBVmhb35+uNc/QMP5BzFu+cj8gujX0eQeqdSn5T0ZERKQMKzOBujDi4+O9XYJcoszMTN2/IrLZITXLQmqWOffP7HPbZlKyLGTYzNgdhV8oxc9sUL9KFo1iMqkbmUrMgVlE//AOZnuG6xi7XxjHG40judY/4LQfnNb99AX63vNtun++S/euYijVQH377bdz4sSJfO3jx4+nT58+Hl+nadOmxVmWlKL4+Hjdv0KyOww277fx219Z7Dma47aISnHwM0Pz2lY6NPCnZR1/Aq1ng3j8F7DtDbdjT1W/joiB7xMXEktcsVYhJU3fe75N98936d75tg0bNnh0XKkG6k8++aQ0307Ep51MdbA8PotlWzM5lXZpIdpqAX8/k/PDeva1xfk6JMBMi9pWWte1Ehxwnnmim/wDNk6DI6uhcjPo8w5HUqKJCIkt4mcmIiJSvvjkkA+R8sphGGw9aOPXv7L4c58N4zw52mKG8GAzkSFmIkJNRISce332zxAzlYLN+PuB2eThsA9HDqQdhbA8DxeazHDlO3BwCbQZBxYr6NeWIiIi+ZSZQP3zzz/zwgsvcPLkSe655x6aNm3KRx995O2yRErFmfSzvdHxWZw4z3R1YUEmujcNoGuTAGLCzZ4HZU8cWgmL7wNMcOs6MOf5ZyG2jfNDREREClRmAnXfvn3p27evt8sQKTWZNoNdR2ysiM9m495s7OeZ9rlxdT96NQugTV1//CzFGKIB0o/Db4/BXzNz2/78P2hzf/G+j4iISDlXZgK1SHmWYzc4fNLO3mM57D2aw75jdg4n2887pCMkwETXJgH0vCyAuEhL8RfjsMPmD2D5E5CZnNvuFwTG+RdzERERkYIpUIsUM8MwOH7Gwd5jOew7msPeY3YOHM/Bdv7pnl0axDl7o9vV98fqV8y90eckroNF98HR9X978+vhiregUq2SeV8REZFyTIFapBikZzlYujmLXYnOHmhPprYzmaB6lIXG1fzoflkANSqX4LdjRhIsfxI2vQ/kqS2iPvSeDnWvLrn3FhERKecUqEWKwee/prNuV/YFj6kcZqZOjB91YyzUjfWjdrQfAdYS6onOy5YBs1pC6uHcNksAdHwcOj4GfoElX4OIiEg5pkAtUkQpGQ5+3+MepoMDTNSN8aNurOVsiPajUvB55nouDdYguOw2WDvJuV3vGrhiGkTU8049IiIi5YwCtUgRrduVO0NHrWgLd/cNJSbcjKk4p7YrDIcdzH97mLHzU3B4JbSbAPWvc443ERERkWLhpS4zkfJj9fYs1+vuTQOIjbB4J0wbBmz9HD5uBGf2u++zhsA/foUGgxSmRUREipkCtUgRJCbb2XvMOX2HxQwdGvh7p5ATf8FXV8CPI+D0Hlj6oHfqEBERqYA05EOkCFbvyO2dblHbSmhgKf+Mmp0CK5+DjVOdy4efk7gW0o9BcEzp1iMiIlIBKVCLXCKHYbB6R+7DiF0aBZTemxsG7PgafpkAqYdy281+0HY8dHkG/MNKrx4REZEKTIFa5BLtOpJDUorzacTgABMt6lhL541PboclY2H/z+7tNXrCle9AlWalU4eIiIgACtQilyxv73T7+v5YLaXwsN/Gt+GXB8Fhy20LjoVek6HpLXrgUERExAsUqEUugS3HYH2ehVy6NC6lhxEjG+WGaZMZWt8PXZ+DwIjSeX8RERHJR4Fa5BJs2m8jI9u5hHd0JTP140rpW6lOX2g0DFISoM87ENO6dN5XRERECqRALXIJVuWZe7pTI//in3falgHrXoUqLaDRDe77+n3knFfapFkvRUREygIFapFCSslwsOVA7hjmzsU9u8ee/zkfOjy9B0KrQZ2r3Gfs0OwdIiIiZYq6uEQKaX2epcbrxVqIjbBc+ARPndkP8wbDN9c4wzRA6mHY9EHxXF9ERERKhHqoRQppVZ7FXDo3Lobe6Zws2PAGrH4RcjJy2wMjofvL0OKuor+HiIiIlBgFapFCSDxlZ+/RYlxqfP8iWDwGkne4tze/A3pMguDool1fRERESpwCtUghrCmupcbTjsKScbDjK/f26FbOxVmqdy1ClSIiIlKaFKhFPGT8banxIj2MaDLDgTwrHfpXgm4vQOv7nMuHi4iIiM/QQ4kiHtqVmMOJM7lLjbcsylLjwdHO8dEATW+FO7ZD23EK0yIiIj5I/3uLeGj19ktcajwtEfYtgGYj3dtb3AUxbaBqp2KsUkREREqbArWIB2w5But35xnu4clS444c+ONdWPEUZKdA5csgrkPufrNFYVpERKQc0JAPEQ9s2m8jPcu51HiVSmYaXGyp8cOr4PMOsHQcZJ8BDFh0HxiOki9WRERESpV6qEU8kHep8c4XWmo8/QQsewy2fOzeHtkIur+k5cJFRETKIQVqkYvwaKlxw+Fc0XD545CZnNvuFwSdn4J2D4FfMS9RLiIiImWCArXIRVx0qfHE9bD4Pkhc595efxBc8RaE1ymNMkVERMRLFKhFLuKiS40ve8w9TIfXhd7Tod41pVCdiIiIeJsGdIpcgEdLjV8xDUwWsARA52dg5F8K0yIiIhWIeqhFLiDfUuOpW8HaGCx5FnWp0gyu+gCq94DIBl6oUkRERLxJPdQiBci31HjWv2FWK/h9av6Dm49SmBYREamgFKhFCuC21Dinabn7AedsHquehZQE7xYnIiIiZYYCtUgBVv951PW6fc43WDnbW121EzhsBZwlIiIiFY0CtcjfZadiW/q4+1Lj9q8gtBpc818Yusg5k4eIiIgIeihRJJdhwM45sPRBNqW3IT0gAoAqjv00aN0Nuj0L/mFeLVFERETKHgVqkXO2zoKfbgdgtf8rrubOzSIxXfGGl4oSERGRsk5DPkTOaXQjhNcjlUg2W/q4mju3qenFokRERKSsUw+1VEyGATkZYA3ObbMGwZUzWLfhOPZjzgVc6p5vqXERERGRPNRDLRXPqT0wbyB8N8wZrPOqezWrTYNcm10anWepcREREZE81EMtFUdOJqx7Dda+4nwNsGs+NBzsOuToKTt78iw13v58S42LiIiI5KEeaqkY9v4InzaHlf/KDdOY4NhGt8NW51lqvHktK2FB+hYRERGRC1MPtZRvZw7A0vGw6xv39pi20OddqNrR1WQYBmvyLDXepbGGe4iIiMjFKVBL+WTPhvVvwuoXICc9tz0gArq/DC3vBrP7w4a7E3M4fnap8SB/Ey1rW0uxYBEREfFVCtRS/mSnwr87wsl49/Zmt0PPVyE45rynrdqe2zvdvoE/Vj9TCRYpIiIi5YUCtZQ//qEQ2y43UEe3hN5vQ43uBZ5isxvuS4030sOIIiIi4hkFaimfer0OB3+B9g9Bm/vBfP4vdVuOQXKagz/32UjPck6hVznMTIOq+tYQERERzyg1iG9LWAarnoeBX0NgRG57SBxZI3dxKtOPk4cdJKdmkZzm4FSqg5OpDpLTHCSnOkjNNPJdsktjf8wmDfcQERERzyhQi88xDIOs08c49evrJO9ZR7KpGie/XURyzNWuoJyc6iAtK39YvhizCTprMRcREREpBAVqKTGGYWCzQ5bNcH0cPm2FBBtZNoNMm0H22T+zbGePyzHyHE/ucWfbz51jYAWegHPZ9wRwIusC1Zyf2QQRIWYiQ8xEhprp1MhfS42LiIhIoShQS6Fk2gxWxGdx9JQ9T9DlbCj+20dO/pW9IQp+TyliFZ4Nx7CY3cNyZKj766hQM5WCTJjNGt4hIiIil06BWgrl27UZ/Pxn5sUPLGFWI4Nw00kiIysRWaWye1gOMRMVZiYsyKSx0CIiIlLiFKilUKyFHA3hZ4FAqwl/PxMBVhNGTibhlYIItDq3A/xMBFhxvs7z4TwHAg4vJvD3l/HPOkKgkUYAafj7ObB0mgjtHwa/wJL5REVEREQ8pEAthXJt+yBqVvHjdLojNxTnDcR+7m2Wvw2niI8/TNOmTT1/w5REyFyeu13/OrjiLQivWzyfkIiIiEgRKVBLoVj9TLRvUIqLnjQbCZs+gLQj0Hs61L+29N5bRERExAMK1FI2GAZsnQWRjaFa59x2kxmu/RKCqoA1yHv1iYiIiBRAgVq87/gmWDwGDi13LhN+6wb3lQ0r1fRebSIiIiIXYfZ2AVKBZZ2BpQ/CZ22dYRqc4Xrzh96tS0RERKQQ1EMtpc8wYNsX8OtDkJaY2272g3YPwWUjvFebiIiISCGVmUD96quvsnTpUqxWK7Vq1eKVV16hUqVK3i5Lipl/yi74egwcXOq+o+YVcOXbULkQM4CIiIiIlAFlZshHt27d+P777/nuu++oU6cO7733nrdLkuKUnQq/PUa95UPcw3RIVbjmCxi2WGFaREREfFKZCdTdu3fHz8/ZYd66dWsSExMvcob4lNTDsGEKJiPHuW2yQLsHYdQ2aHITaEVDERER8VFlZshHXnPmzOHqq68ucH98fHwpViPFJbruKKrsfp/0yLYkNnuGrEqNYM8h4JC3SxMPZWZm6vvPR+ne+TbdP9+le1cxlGqgvv322zlx4kS+9vHjx9OnTx8A3n33XSwWC9ddd12B1ynUSntS+mzpkLgOavZyb28whUO/NaR674eopx5pnxQfH6/vPx+le+fbdP98l+6db9uwYYNHx5VqoP7kk08uuH/u3Ln88ssvfPLJJ5gUuHzT7u9gyThIPwq3b4XwOrn7rMGcqXYN1XVvRUREpBwpM2Oof/vtNz788EPeffddgoK0Ip7POb0XvrkO5l0HZ/ZBTgYsfcDbVYmIiIiUuDIzhvqFF14gOzubUaNGAdCqVSuef/55L1clF5WTCeteh7UvO1+fExgF9a51zjmtHmkREREpx8pMoP7555+9XYIU1r4FsPh+OLXLvb3FXdDjFQiq7J26REREREpRmQnU4kPOHIRfHoSdc9zbY9pAn3ehaifv1CUiIiLiBQrUUjiGAd9eD0fzPPUaEA7dXoJW94LZ4r3aRERERLygzDyUKD7CZIIek3K3m42EO3ZAmzEK0yIiIlIhqYdaCq92H+j0BNTpDzV6eLsaEREREa9SoJZL0/0lb1cgIiIiUiZoyIeIiIiISBEoUIuIiIiIFIECtYiIiIhIEShQi4iIiIgUgQK1iIiIiEgRKFCLiIiIiBSBArWIiIiISBEoUIuIiIiIFIECtYiIiIhIEShQi4iIiIgUgQK1iIiIiEgRKFCLiIiIiBSBArWIiIiISBEoUIuIiIiIFIECtYiIiIhIEShQi4iIiIgUgQK1iIiIiEgRmAzDMLxdRGFs2LDB2yWIiIiISAXRrl27ix7jc4FaRERERKQs0ZAPEREREZEiUKAWERERESkCBWoRERERkSLwyUD91ltvMXDgQAYNGsQdd9zB0aNHvV2SFMKrr75K//79GThwIGPGjOHMmTPeLkk89OOPP3LNNdfQpEkTNm/e7O1yxEO//fYb/fr1o2/fvrz//vveLkcK4fHHH6dLly5ce+213i5FCunIkSOMGDGCAQMGcM011/Dpp596uyQphKysLIYOHcp1113HNddcw7Rp0y54vE8+lJiamkpoaCgAs2bNYteuXTz//PNerko8tXz5cjp37oyfnx+vv/46AI888oiXqxJP7N69G5PJxL/+9S8effRRWrRo4e2S5CLsdjv9+vVj5syZxMbGMnToUN58800aNGjg7dLEA+vWrSM4OJjHHnuM77//3tvlSCEcO3aM48eP06xZM1JTU7nhhht4++239b3nIwzDID09nZCQEGw2G8OHD+fJJ5+kdevW5z3eJ3uoz4VpgIyMDEwmkxerkcLq3r07fn5+ALRu3ZrExEQvVySeql+/PvXq1fN2GVIImzZtonbt2tSsWRN/f3+uueYaFi9e7O2yxEMdOnQgPDzc22XIJYiJiaFZs2aAM7fUq1dPv1H3ISaTiZCQEABycnLIycm5YN70K63CituUKVOYN28eYWFhzJo1y9vlyCWaM2cOV199tbfLECm3jh49SlxcnGs7NjaWTZs2ebEikYonISGB+Ph4WrVq5e1SpBDsdjtDhgzhwIEDDB8+/IL3r8wG6ttvv50TJ07kax8/fjx9+vThwQcf5MEHH+S9997j888/Z9y4cV6oUgpysfsH8O6772KxWLjuuutKuzy5AE/unYiIeCYtLY1x48bxxBNPuP2GXco+i8XC/PnzOXPmDGPGjGHHjh00atTovMeW2UD9ySefeHTcwIEDufvuuxWoy5iL3b+5c+fyyy+/8Mknn2jIThnj6fee+IbY2Fi3YVVHjx4lNjbWixWJVBw2m41x48YxcOBArrrqKm+XI5eoUqVKdOrUiWXLlhUYqH1yDPW+fftcrxcvXqwxnT7mt99+48MPP+Tdd98lKCjI2+WIlGstWrRg3759HDx4kOzsbH744Qd69+7t7bJEyj3DMHjyySepV68eo0aN8nY5UkgnT550zUKWmZnJypUrL5g3fXKWj7Fjx7J3715MJhPVq1fnueeeU4+LD+nbty/Z2dlEREQA0KpVK83S4iN+/vlnXnjhBU6ePEmlSpVo2rQpH330kbfLkov49ddfefnll7Hb7dxwww2MHj3a2yWJhyZMmMDatWtJTk6mcuXKjB07lmHDhnm7LPHA+vXrueWWW2jUqBFms7P/csKECfTq1cvLlYkntm3bxsSJE7Hb7RiGQf/+/bn//vsLPN4nA7WIiIiISFnhk0M+RERERETKCgVqEREREZEiUKAWERERESkCBWoRERERkSJQoBYRERERKQIFahHxGY0bN77ox5o1a5g7dy6NGzcmLS3N2yVfVFJSEtOnTychIcGtfc2aNTRu3JgdO3YU6/tNnz6dTp06Fes1S8vy5cvPu/DQxIkTGTJkiGvbl+6/iJQPZXalRBGRv/vyyy9drzMzMxk5ciSjR4/m8ssvd7U3aNCAQ4cOeaG6S5OUlMSMGTPo2LEjNWrUcLU3a9aML7/8klq1anmxurJlxYoVLFiwgNtvv92t/b777iMzM9M7RYmIoEAtIj6kdevWrtfneh9r1arl1l5WZGZmEhgYeMnnh4aGlsnPqyzSDx0i4m0a8iEi5VZCQgKjRo2idevW9O/fn4ULF+Y7ZtGiRQwZMoQWLVrQrVs3XnvtNWw2m9sxq1atYtiwYbRo0YKuXbvy7LPPug0nODc8Y9myZdx77720adPGtfrn4cOHefDBB+nYsSOtWrXizjvvZM+ePa76Bg4cCMBtt93mGraS95p5h3zY7Xbee+89+vXrR/PmzenZsycTJ0507f/ll18YNWoUXbp0oW3bttx4440sX778kv7uFixYQL9+/WjZsiW33HILmzdvpnHjxsydO9d1TOPGjfn888/dzvv7kJJjx47x+OOPc+WVV9KyZUv69evHlClTyM7Odh2TkJBA48aN+d///sczzzxDu3bt6NmzJ9OmTcPhcLiu+/HHH3Po0CHX39O5z/3vQz7OJysri9dee41evXrRvHlzrrvuOn799Ve3YxYvXsyQIUNo3bo1HTp0YNiwYaxdu/aS/v5EpGJRD7WIlFsPP/wwN954I3feeSeff/45EyZMYNGiRcTFxQHwv//9j4ceeoh//OMfTJgwgQMHDvDmm29iGAaPPfYYADt37uSuu+6ia9euTJ8+nSNHjvDGG29w8ODBfMuuP/nkkwwZMoSRI0cSEBDAqVOnGD58OBERETz77LMEBQXx/vvvM2rUKBYsWEBMTAyTJ0/m4Ycf5plnnqFZs2YX/HyeeeYZ5s+fz5133knHjh05ffo0CxYscO1PSEjgiiuu4I477sBsNvPbb79x11138fnnn9OuXTuP/97++usvHnzwQfr06cMTTzzBzp07GT9+vMfn55WcnExERASPP/44lSpVYt++fUyfPp3k5GTXDx3nTJ48mauuuopp06axatUq3n77bRo0aMCAAQMYNmwY+/btY82aNcyYMQOAqKgoj+sYN24cmzZtYuzYsdSqVYsff/yR0aNHM2fOHJo2bcqBAwd44IEHGDFiBI888gjZ2dls2bKF06dPX9LnLSIViwK1iJRbI0eOZOjQoYBzTHK3bt1YunQpN998M4Zh8PrrrzN48GCeffZZ1zn+/v48//zz3H333URGRvLOO+9QrVo13n33XSwWCwDh4eE8+OCDbNy4kTZt2rjO7d+/v1vwfOutt8jIyGDevHlEREQA0LZtW3r37s2cOXO45ZZbXD3SDRo0uOAQj927dzN79myefPJJbrvtNlf7gAEDXK9vvfVW12uHw0GnTp3YtWsXs2fPLlSgfv/996lTpw5Tp07FZDLRq1cvbDYbb731lsfXOKdx48auH07A+fkHBQXxxBNP8NRTT+Hv7+/a1759e1evc7du3Vi2bBk///wzAwYMIC4ujpiYGPz9/Qs9FGbVqlX88ssvfPbZZ3Ts2BGA7t27s2/fPt59912mTZvG1q1bCQkJcau1V69ehf58RaRi0pAPESm3unfv7nodGRlJVFQUiYmJAOzdu5fDhw/Tv39/cnJyXB+dO3cmKyuLnTt3ArBp0yb69OnjCtMA/fr1w8/Pjw0bNri9X96HI8EZ5Lp27UpoaKjr+iEhITRr1owtW7YU6nNZs2YNwAWHNiQmJvLYY4/Ro0cPLrvsMpo1a8by5cvZt29fod5r8+bN9O7dG5PJ5Gq76qqrCnWNcwzD4JNPPmHAgAG0bNmSZs2a8fDDD5Odnc2RI0fcju3WrZvbdoMGDVz3qyhWrlxJdHQ0bdu2dbvXXbp0cd2HRo0akZKSwmOPPcby5ctJT08v8vuKSMWhHmoRKbfCwsLctv39/V1jd5OTkwG4++67z3vuubB3/PhxqlSp4rbPYrEQERGRbzhA5cqV3baTk5P5448/+N///pfv+l26dCnEZwKnTp0iODiY0NDQ8+53OByMHj2atLQ0xo0bR+3atQkKCmLatGkkJSUV6r2OHz+e73MpzPCKvD799FNee+017rrrLjp06EClSpXYvHkzzz//PFlZWW7HVqpUyW3barXmO+ZSJCcnc/z48fMOqTn3g1K9evV45513eP/997n77rvx8/Ojb9++PPnkk5f8uYtIxaFALSIV0rkhGC+88AJNmzbNt//cFHbR0dH5AqndbufUqVOEh4e7teft0QXn0JDevXtz33335bt+SEhIoetNT08nNTX1vKF6//79bN26lQ8++ICePXu62i9lOrnzfc4nT57Md5y/v3++Bzj//kPGTz/9RL9+/XjwwQddbbt37y50TUURHh5ObGwsb7/99gWPu/zyy7n88stJSUnhl19+4eWXX+aFF15gypQppVSpiPgqBWoRqZDq1q1LbGwshw4d4sYbbyzwuFatWrFo0SImTJjg6s1cuHAhOTk5Fx2X3KVLF3788UcaNmxY4BR6VqsV4KI9sZ07dwZg3rx5bmOlzzl3ft4xyYcOHWLjxo00atTogtf+u+bNm7NkyRIeeugh1w8J55shJS4uzi0cOxwOVq9e7XZMZmamW00A3333XaHqOedSe6y7dOnCzJkzCQ4Opn79+hc9PiwsjIEDB7Ju3To2btx4KaWKSAWjQC0iFZLZbGbixIk8+uijpKam0rNnT6xWKwcPHmTRokVMmzaNoKAgRo8ezfXXX8+YMWO4+eabSUxMZPLkyXTv3t3tgcTzuf322/n2228ZOXIkt956K7GxsZw4cYJ169bRrl07rr32WqpVq0ZgYCDz5s0jLCwMPz8/WrRoke9a9erV4x//+AeTJk0iKSmJDh06cObMGRYsWMCUKVOoV68ecXFxvPrqqzzwwAOkpaUxbdo0YmJiCv13c9ddd3HjjTfywAMPMHToUHbu3Mns2bPzHdenTx/+85//0LRpU2rWrMns2bNJTU11O6Zr16589tlntGzZklq1avHdd9+xf//+Qtd07u/gxIkTzJ07l4YNGxIZGem2GE5BunXrRvfu3bnjjju46667aNCgAampqWzbto2srCweeugh/vvf//LHH3/Qo0cPYmJi2LdvHz/99BODBg26pFpFpGJRoBaRCmvAgAGEhITw3nvvMWfOHMxmMzVr1uTyyy939Rw3bNiQDz74gDfffJP777+f0NBQrrnmGh555JGLXj8qKoovv/ySt956i1deeYUzZ84QExND27ZtXbN7BAQE8MILL/D2228zYsQIbDYb27dvP+/1/vWvf1GtWjW+/vprPvjgA6KiolwP8vn7+zN9+nSef/55xo0bR1xcHPfeey9r164t9PLlLVq04M033+TNN99kzJgxNG/enClTpjBs2DC34+6//35OnjzJ1KlTsVqt3HLLLTRo0IB///vfrmPGjBlDcnIyU6dOBaBv37489dRT3HvvvYWqCeDqq69mzZo1vP7665w8eZLrr7+eSZMmXfQ8k8nEjBkz+L//+z8+/fRTjhw5Qnh4OE2aNGHEiBGAczaSJUuW8Morr3D69Gmio6MZNmwYDzzwQKHrFJGKx2QYhuHtIkREpGxLS0ujbdu2vPLKKxddREVEpKLRtHkiIiIiIkWgQC0iIiIiUgQa8iEiIiIiUgTqoRYRERERKQIFahERERGRIlCgFhEREREpAgVqEREREZEiUKAWERERESmC/wcLnWv2SO1UEwAAAABJRU5ErkJggg==\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, + "execution_count": 45, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_qq()" + "fig, ax = evaluator.plot_qq()\n", + "fig" ] } ], @@ -1928,7 +1904,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/tutorials/tutorial_Cobra_logistic_regression.ipynb b/tutorials/tutorial_Cobra_logistic_regression.ipynb index 79bcdf6..3e4207c 100644 --- a/tutorials/tutorial_Cobra_logistic_regression.ipynb +++ b/tutorials/tutorial_Cobra_logistic_regression.ipynb @@ -14,7 +14,7 @@ "outputs": [], "source": [ "import sys\n", - "sys.path.insert(0, \"C:/Users/samuel.borms/Desktop/code/cobra\")\n", + "sys.path.insert(0, \"..\")\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -121,7 +121,21 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " Hi, welcome to Cobra!\n", + " You can find some tutorials that explain the functioning of cobra on the PythonPredictions GitHub:\n", + " https://github.com/PythonPredictions/cobra/tree/master/tutorials\n", + " \n", + "/home/patrick/miniconda3/envs/cobra_dev/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "from cobra import __version__\n", "\n", @@ -376,7 +390,16 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_5024/2956934023.py:1: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n", + " df.loc[:, df.dtypes==\"category\"] = (df.select_dtypes([\"category\"]).apply(lambda x: x.astype(\"object\")))\n" + ] + } + ], "source": [ "df.loc[:, df.dtypes==\"category\"] = (df.select_dtypes([\"category\"]).apply(lambda x: x.astype(\"object\")))" ] @@ -590,7 +613,7 @@ { "data": { "text/plain": [ - "['age', 'fare']" + "['fare', 'age']" ] }, "execution_count": 17, @@ -650,6 +673,11 @@ "Split data into train-selection-validation sets." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "code", "execution_count": 20, @@ -676,60 +704,27 @@ "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "07f939a4565f4b639981a407ce99ffd2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Computing discretization bins...: 0%| | 0/2 [00:00alone\n", " id\n", " split\n", - " age_bin\n", " fare_bin\n", + " age_bin\n", " sex_processed\n", " embarked_processed\n", " class_processed\n", @@ -834,8 +812,8 @@ " sibsp_enc\n", " parch_enc\n", " alone_enc\n", - " age_enc\n", " fare_enc\n", + " age_enc\n", " \n", " \n", " \n", @@ -855,8 +833,8 @@ " False\n", " 1\n", " train\n", - " 19.0 - 22.0\n", " 7.2 - 7.9\n", + " 19.0 - 22.0\n", " male\n", " Other\n", " Other\n", @@ -875,8 +853,8 @@ " 0.540323\n", " 0.354369\n", " 0.516746\n", - " 0.270833\n", " 0.232143\n", + " 0.270833\n", " \n", " \n", " 1\n", @@ -894,8 +872,8 @@ " False\n", " 2\n", " train\n", - " 35.0 - 42.0\n", " 39.6 - 78.1\n", + " 35.0 - 42.0\n", " female\n", " Other\n", " First\n", @@ -914,8 +892,8 @@ " 0.540323\n", " 0.354369\n", " 0.516746\n", - " 0.357143\n", " 0.566038\n", + " 0.357143\n", " \n", " \n", " 2\n", @@ -933,8 +911,8 @@ " True\n", " 3\n", " selection\n", - " 24.0 - 28.0\n", " 7.9 - 8.1\n", + " 24.0 - 28.0\n", " female\n", " Other\n", " Other\n", @@ -953,8 +931,8 @@ " 0.350543\n", " 0.354369\n", " 0.311927\n", - " 0.320000\n", " 0.222222\n", + " 0.320000\n", " \n", " \n", " 3\n", @@ -972,8 +950,8 @@ " False\n", " 4\n", " train\n", - " 31.0 - 35.0\n", " 39.6 - 78.1\n", + " 31.0 - 35.0\n", " female\n", " Other\n", " First\n", @@ -992,8 +970,8 @@ " 0.540323\n", " 0.354369\n", " 0.516746\n", - " 0.536585\n", " 0.566038\n", + " 0.536585\n", " \n", " \n", " 4\n", @@ -1011,8 +989,8 @@ " True\n", " 5\n", " train\n", - " 31.0 - 35.0\n", " 7.9 - 8.1\n", + " 31.0 - 35.0\n", " male\n", " Other\n", " Other\n", @@ -1031,8 +1009,8 @@ " 0.350543\n", " 0.354369\n", " 0.311927\n", - " 0.536585\n", " 0.222222\n", + " 0.536585\n", " \n", " \n", "\n", @@ -1046,12 +1024,12 @@ "3 1 1 female 35.0 1 0 53.1000 S First C \n", "4 0 3 male 35.0 0 0 8.0500 S Third NaN \n", "\n", - " embark_town alone id split age_bin fare_bin sex_processed \\\n", - "0 Southampton False 1 train 19.0 - 22.0 7.2 - 7.9 male \n", - "1 Cherbourg False 2 train 35.0 - 42.0 39.6 - 78.1 female \n", - "2 Southampton True 3 selection 24.0 - 28.0 7.9 - 8.1 female \n", - "3 Southampton False 4 train 31.0 - 35.0 39.6 - 78.1 female \n", - "4 Southampton True 5 train 31.0 - 35.0 7.9 - 8.1 male \n", + " embark_town alone id split fare_bin age_bin sex_processed \\\n", + "0 Southampton False 1 train 7.2 - 7.9 19.0 - 22.0 male \n", + "1 Cherbourg False 2 train 39.6 - 78.1 35.0 - 42.0 female \n", + "2 Southampton True 3 selection 7.9 - 8.1 24.0 - 28.0 female \n", + "3 Southampton False 4 train 39.6 - 78.1 31.0 - 35.0 female \n", + "4 Southampton True 5 train 7.9 - 8.1 31.0 - 35.0 male \n", "\n", " embarked_processed class_processed deck_processed embark_town_processed \\\n", "0 Other Other Missing Other \n", @@ -1074,12 +1052,12 @@ "3 0.772973 0.389513 0.629630 0.647887 0.389513 0.629630 \n", "4 0.190883 0.389513 0.311721 0.300971 0.389513 0.311721 \n", "\n", - " sibsp_enc parch_enc alone_enc age_enc fare_enc \n", - "0 0.540323 0.354369 0.516746 0.270833 0.232143 \n", - "1 0.540323 0.354369 0.516746 0.357143 0.566038 \n", - "2 0.350543 0.354369 0.311927 0.320000 0.222222 \n", - "3 0.540323 0.354369 0.516746 0.536585 0.566038 \n", - "4 0.350543 0.354369 0.311927 0.536585 0.222222 " + " sibsp_enc parch_enc alone_enc fare_enc age_enc \n", + "0 0.540323 0.354369 0.516746 0.232143 0.270833 \n", + "1 0.540323 0.354369 0.516746 0.566038 0.357143 \n", + "2 0.350543 0.354369 0.311927 0.222222 0.320000 \n", + "3 0.540323 0.354369 0.516746 0.566038 0.536585 \n", + "4 0.350543 0.354369 0.311927 0.222222 0.536585 " ] }, "execution_count": 22, @@ -1174,8 +1152,8 @@ "alone True\n", "id 62\n", "split train\n", - "age_bin 35.0 - 42.0\n", "fare_bin 78.1 - 512.3\n", + "age_bin 35.0 - 42.0\n", "sex_processed female\n", "embarked_processed Missing\n", "class_processed First\n", @@ -1194,8 +1172,8 @@ "sibsp_enc 0.350543\n", "parch_enc 0.354369\n", "alone_enc 0.311927\n", - "age_enc 0.357143\n", "fare_enc 0.740741\n", + "age_enc 0.357143\n", "Name: 61, dtype: object" ] }, @@ -1381,7 +1359,7 @@ " 0.293103\n", " \n", " \n", - " 0\n", + " 11\n", " alone\n", " False\n", " 0.389925\n", @@ -1389,7 +1367,7 @@ " 0.516746\n", " \n", " \n", - " 1\n", + " 12\n", " alone\n", " True\n", " 0.610075\n", @@ -1397,7 +1375,7 @@ " 0.311927\n", " \n", " \n", - " 0\n", + " 13\n", " class\n", " First\n", " 0.251866\n", @@ -1405,7 +1383,7 @@ " 0.629630\n", " \n", " \n", - " 1\n", + " 14\n", " class\n", " Other\n", " 0.748134\n", @@ -1413,7 +1391,7 @@ " 0.311721\n", " \n", " \n", - " 0\n", + " 15\n", " deck\n", " B\n", " 0.055970\n", @@ -1421,7 +1399,7 @@ " 0.766667\n", " \n", " \n", - " 1\n", + " 16\n", " deck\n", " D\n", " 0.042910\n", @@ -1429,7 +1407,7 @@ " 0.739130\n", " \n", " \n", - " 2\n", + " 17\n", " deck\n", " Missing\n", " 0.768657\n", @@ -1437,7 +1415,7 @@ " 0.300971\n", " \n", " \n", - " 3\n", + " 18\n", " deck\n", " Other\n", " 0.132463\n", @@ -1445,7 +1423,7 @@ " 0.647887\n", " \n", " \n", - " 0\n", + " 19\n", " embark_town\n", " Missing\n", " 0.003731\n", @@ -1453,7 +1431,7 @@ " 1.000000\n", " \n", " \n", - " 1\n", + " 20\n", " embark_town\n", " Other\n", " 0.996269\n", @@ -1461,7 +1439,7 @@ " 0.389513\n", " \n", " \n", - " 0\n", + " 21\n", " embarked\n", " Missing\n", " 0.003731\n", @@ -1469,7 +1447,7 @@ " 1.000000\n", " \n", " \n", - " 1\n", + " 22\n", " embarked\n", " Other\n", " 0.996269\n", @@ -1477,7 +1455,7 @@ " 0.389513\n", " \n", " \n", - " 0\n", + " 23\n", " fare\n", " 0.0 - 7.2\n", " 0.050373\n", @@ -1485,7 +1463,7 @@ " 0.074074\n", " \n", " \n", - " 1\n", + " 24\n", " fare\n", " 7.2 - 7.9\n", " 0.208955\n", @@ -1493,7 +1471,7 @@ " 0.232143\n", " \n", " \n", - " 2\n", + " 25\n", " fare\n", " 7.9 - 8.1\n", " 0.067164\n", @@ -1501,7 +1479,7 @@ " 0.222222\n", " \n", " \n", - " 3\n", + " 26\n", " fare\n", " 8.1 - 10.5\n", " 0.083955\n", @@ -1509,7 +1487,7 @@ " 0.244444\n", " \n", " \n", - " 4\n", + " 27\n", " fare\n", " 10.5 - 14.5\n", " 0.100746\n", @@ -1517,7 +1495,7 @@ " 0.444444\n", " \n", " \n", - " 5\n", + " 28\n", " fare\n", " 14.5 - 21.1\n", " 0.091418\n", @@ -1525,7 +1503,7 @@ " 0.408163\n", " \n", " \n", - " 6\n", + " 29\n", " fare\n", " 21.1 - 27.4\n", " 0.097015\n", @@ -1533,7 +1511,7 @@ " 0.519231\n", " \n", " \n", - " 7\n", + " 30\n", " fare\n", " 27.4 - 39.6\n", " 0.100746\n", @@ -1541,7 +1519,7 @@ " 0.407407\n", " \n", " \n", - " 8\n", + " 31\n", " fare\n", " 39.6 - 78.1\n", " 0.098881\n", @@ -1549,7 +1527,7 @@ " 0.566038\n", " \n", " \n", - " 9\n", + " 32\n", " fare\n", " 78.1 - 512.3\n", " 0.100746\n", @@ -1557,7 +1535,7 @@ " 0.740741\n", " \n", " \n", - " 0\n", + " 33\n", " parch\n", " 0\n", " 0.768657\n", @@ -1565,7 +1543,7 @@ " 0.354369\n", " \n", " \n", - " 1\n", + " 34\n", " parch\n", " 1\n", " 0.121269\n", @@ -1573,7 +1551,7 @@ " 0.553846\n", " \n", " \n", - " 2\n", + " 35\n", " parch\n", " 2\n", " 0.091418\n", @@ -1581,7 +1559,7 @@ " 0.510204\n", " \n", " \n", - " 3\n", + " 36\n", " parch\n", " 3\n", " 0.007463\n", @@ -1589,7 +1567,7 @@ " 0.500000\n", " \n", " \n", - " 4\n", + " 37\n", " parch\n", " 4\n", " 0.005597\n", @@ -1597,7 +1575,7 @@ " 0.000000\n", " \n", " \n", - " 5\n", + " 38\n", " parch\n", " 5\n", " 0.005597\n", @@ -1605,7 +1583,7 @@ " 0.333333\n", " \n", " \n", - " 0\n", + " 39\n", " pclass\n", " 1\n", " 0.251866\n", @@ -1613,7 +1591,7 @@ " 0.629630\n", " \n", " \n", - " 1\n", + " 40\n", " pclass\n", " Other\n", " 0.748134\n", @@ -1621,7 +1599,7 @@ " 0.311721\n", " \n", " \n", - " 0\n", + " 41\n", " sex\n", " female\n", " 0.345149\n", @@ -1629,7 +1607,7 @@ " 0.772973\n", " \n", " \n", - " 1\n", + " 42\n", " sex\n", " male\n", " 0.654851\n", @@ -1637,7 +1615,7 @@ " 0.190883\n", " \n", " \n", - " 0\n", + " 43\n", " sibsp\n", " 0\n", " 0.686567\n", @@ -1645,7 +1623,7 @@ " 0.350543\n", " \n", " \n", - " 1\n", + " 44\n", " sibsp\n", " 1\n", " 0.231343\n", @@ -1653,7 +1631,7 @@ " 0.540323\n", " \n", " \n", - " 2\n", + " 45\n", " sibsp\n", " 2\n", " 0.031716\n", @@ -1661,7 +1639,7 @@ " 0.529412\n", " \n", " \n", - " 3\n", + " 46\n", " sibsp\n", " 3\n", " 0.020522\n", @@ -1669,7 +1647,7 @@ " 0.181818\n", " \n", " \n", - " 4\n", + " 47\n", " sibsp\n", " 4\n", " 0.020522\n", @@ -1677,7 +1655,7 @@ " 0.272727\n", " \n", " \n", - " 5\n", + " 48\n", " sibsp\n", " 5\n", " 0.005597\n", @@ -1685,7 +1663,7 @@ " 0.000000\n", " \n", " \n", - " 6\n", + " 49\n", " sibsp\n", " 8\n", " 0.003731\n", @@ -1709,45 +1687,45 @@ "8 age 42.0 - 51.0 0.072761 0.391791 0.410256\n", "9 age 51.0 - 80.0 0.074627 0.391791 0.400000\n", "10 age Missing 0.216418 0.391791 0.293103\n", - "0 alone False 0.389925 0.391791 0.516746\n", - "1 alone True 0.610075 0.391791 0.311927\n", - "0 class First 0.251866 0.391791 0.629630\n", - "1 class Other 0.748134 0.391791 0.311721\n", - "0 deck B 0.055970 0.391791 0.766667\n", - "1 deck D 0.042910 0.391791 0.739130\n", - "2 deck Missing 0.768657 0.391791 0.300971\n", - "3 deck Other 0.132463 0.391791 0.647887\n", - "0 embark_town Missing 0.003731 0.391791 1.000000\n", - "1 embark_town Other 0.996269 0.391791 0.389513\n", - "0 embarked Missing 0.003731 0.391791 1.000000\n", - "1 embarked Other 0.996269 0.391791 0.389513\n", - "0 fare 0.0 - 7.2 0.050373 0.391791 0.074074\n", - "1 fare 7.2 - 7.9 0.208955 0.391791 0.232143\n", - "2 fare 7.9 - 8.1 0.067164 0.391791 0.222222\n", - "3 fare 8.1 - 10.5 0.083955 0.391791 0.244444\n", - "4 fare 10.5 - 14.5 0.100746 0.391791 0.444444\n", - "5 fare 14.5 - 21.1 0.091418 0.391791 0.408163\n", - "6 fare 21.1 - 27.4 0.097015 0.391791 0.519231\n", - "7 fare 27.4 - 39.6 0.100746 0.391791 0.407407\n", - "8 fare 39.6 - 78.1 0.098881 0.391791 0.566038\n", - "9 fare 78.1 - 512.3 0.100746 0.391791 0.740741\n", - "0 parch 0 0.768657 0.391791 0.354369\n", - "1 parch 1 0.121269 0.391791 0.553846\n", - "2 parch 2 0.091418 0.391791 0.510204\n", - "3 parch 3 0.007463 0.391791 0.500000\n", - "4 parch 4 0.005597 0.391791 0.000000\n", - "5 parch 5 0.005597 0.391791 0.333333\n", - "0 pclass 1 0.251866 0.391791 0.629630\n", - "1 pclass Other 0.748134 0.391791 0.311721\n", - "0 sex female 0.345149 0.391791 0.772973\n", - "1 sex male 0.654851 0.391791 0.190883\n", - "0 sibsp 0 0.686567 0.391791 0.350543\n", - "1 sibsp 1 0.231343 0.391791 0.540323\n", - "2 sibsp 2 0.031716 0.391791 0.529412\n", - "3 sibsp 3 0.020522 0.391791 0.181818\n", - "4 sibsp 4 0.020522 0.391791 0.272727\n", - "5 sibsp 5 0.005597 0.391791 0.000000\n", - "6 sibsp 8 0.003731 0.391791 0.000000" + "11 alone False 0.389925 0.391791 0.516746\n", + "12 alone True 0.610075 0.391791 0.311927\n", + "13 class First 0.251866 0.391791 0.629630\n", + "14 class Other 0.748134 0.391791 0.311721\n", + "15 deck B 0.055970 0.391791 0.766667\n", + "16 deck D 0.042910 0.391791 0.739130\n", + "17 deck Missing 0.768657 0.391791 0.300971\n", + "18 deck Other 0.132463 0.391791 0.647887\n", + "19 embark_town Missing 0.003731 0.391791 1.000000\n", + "20 embark_town Other 0.996269 0.391791 0.389513\n", + "21 embarked Missing 0.003731 0.391791 1.000000\n", + "22 embarked Other 0.996269 0.391791 0.389513\n", + "23 fare 0.0 - 7.2 0.050373 0.391791 0.074074\n", + "24 fare 7.2 - 7.9 0.208955 0.391791 0.232143\n", + "25 fare 7.9 - 8.1 0.067164 0.391791 0.222222\n", + "26 fare 8.1 - 10.5 0.083955 0.391791 0.244444\n", + "27 fare 10.5 - 14.5 0.100746 0.391791 0.444444\n", + "28 fare 14.5 - 21.1 0.091418 0.391791 0.408163\n", + "29 fare 21.1 - 27.4 0.097015 0.391791 0.519231\n", + "30 fare 27.4 - 39.6 0.100746 0.391791 0.407407\n", + "31 fare 39.6 - 78.1 0.098881 0.391791 0.566038\n", + "32 fare 78.1 - 512.3 0.100746 0.391791 0.740741\n", + "33 parch 0 0.768657 0.391791 0.354369\n", + "34 parch 1 0.121269 0.391791 0.553846\n", + "35 parch 2 0.091418 0.391791 0.510204\n", + "36 parch 3 0.007463 0.391791 0.500000\n", + "37 parch 4 0.005597 0.391791 0.000000\n", + "38 parch 5 0.005597 0.391791 0.333333\n", + "39 pclass 1 0.251866 0.391791 0.629630\n", + "40 pclass Other 0.748134 0.391791 0.311721\n", + "41 sex female 0.345149 0.391791 0.772973\n", + "42 sex male 0.654851 0.391791 0.190883\n", + "43 sibsp 0 0.686567 0.391791 0.350543\n", + "44 sibsp 1 0.231343 0.391791 0.540323\n", + "45 sibsp 2 0.031716 0.391791 0.529412\n", + "46 sibsp 3 0.020522 0.391791 0.181818\n", + "47 sibsp 4 0.020522 0.391791 0.272727\n", + "48 sibsp 5 0.005597 0.391791 0.000000\n", + "49 sibsp 8 0.003731 0.391791 0.000000" ] }, "execution_count": 28, @@ -1779,20 +1757,30 @@ "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/patrick/github_projects/work/cobra/tutorials/../cobra/evaluation/pigs_tables.py:155: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " df_plot['label'].cat.reorder_categories(column_order,\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, + "execution_count": 29, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "col_order = list(basetable[\"age_bin\"].unique().sort_values())\n", - "plot_incidence(pig_tables, variable=\"age\", model_type=model_type, column_order=col_order)" + "fig, ax = plot_incidence(pig_tables, variable=\"age\", model_type=model_type, column_order=col_order)\n", + "fig" ] }, { @@ -1883,13 +1871,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, + "execution_count": 32, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1902,7 +1891,8 @@ " preselect_auc_threshold=0.53, # if auc_selection <= 0.53 exclude predictor\n", " preselect_overtrain_threshold=0.05) # if (auc_train - auc_selection) >= 0.05 --> overfitting!\n", "\n", - "plot_univariate_predictor_quality(df_auc)" + "fig, ax = plot_univariate_predictor_quality(df_auc)\n", + "fig" ] }, { @@ -1919,22 +1909,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "df_corr = (univariate_selection\n", " .compute_correlations(basetable[basetable[\"split\"]==\"train\"],\n", " preprocessed_predictors))\n", - "plot_correlation_matrix(df_corr)" + "fig, ax = plot_correlation_matrix(df_corr)\n", + "fig" ] }, { @@ -1995,18 +1985,18 @@ }, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "800c9244e7a0466c9a9e7dbf068a2720", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sequentially adding best predictor...: 0%| | 0/9 [00:00\n", " \n", " 3\n", - " [sex_enc, age_enc, fare_enc, class_enc]\n", + " [age_enc, fare_enc, sex_enc, class_enc]\n", " class_enc\n", " 0.846151\n", " 0.837500\n", @@ -2076,7 +2066,7 @@ " \n", " \n", " 4\n", - " [sex_enc, age_enc, class_enc, fare_enc, sibsp_...\n", + " [age_enc, class_enc, fare_enc, sex_enc, sibsp_...\n", " sibsp_enc\n", " 0.852089\n", " 0.844360\n", @@ -2094,7 +2084,7 @@ " \n", " \n", " 6\n", - " [class_enc, sibsp_enc, sex_enc, deck_enc, age_...\n", + " [class_enc, sibsp_enc, sex_enc, age_enc, fare_...\n", " pclass_enc\n", " 0.854462\n", " 0.844655\n", @@ -2103,7 +2093,7 @@ " \n", " \n", " 7\n", - " [pclass_enc, class_enc, sibsp_enc, sex_enc, de...\n", + " [pclass_enc, class_enc, sibsp_enc, sex_enc, ag...\n", " parch_enc\n", " 0.856193\n", " 0.843981\n", @@ -2119,11 +2109,11 @@ "0 [sex_enc] sex_enc \n", "1 [sex_enc, fare_enc] fare_enc \n", "2 [sex_enc, fare_enc, age_enc] age_enc \n", - "3 [sex_enc, age_enc, fare_enc, class_enc] class_enc \n", - "4 [sex_enc, age_enc, class_enc, fare_enc, sibsp_... sibsp_enc \n", + "3 [age_enc, fare_enc, sex_enc, class_enc] class_enc \n", + "4 [age_enc, class_enc, fare_enc, sex_enc, sibsp_... sibsp_enc \n", "5 [class_enc, sibsp_enc, sex_enc, age_enc, fare_... deck_enc \n", - "6 [class_enc, sibsp_enc, sex_enc, deck_enc, age_... pclass_enc \n", - "7 [pclass_enc, class_enc, sibsp_enc, sex_enc, de... parch_enc \n", + "6 [class_enc, sibsp_enc, sex_enc, age_enc, fare_... pclass_enc \n", + "7 [pclass_enc, class_enc, sibsp_enc, sex_enc, ag... parch_enc \n", "\n", " train_performance selection_performance validation_performance \\\n", "0 0.776059 0.744192 0.768315 \n", @@ -2182,18 +2172,20 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, + "execution_count": 36, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "# plot performance curves\n", - "plot_performance_curves(performances)" + "fig, ax = plot_performance_curves(performances)\n", + "fig" ] }, { @@ -2203,13 +2195,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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fP27yuR35nd+S9p6/ADZL5KmnnoJarYZAIMD999+PadOmoX///lAoFMjOzsaff/6JkydP6p+jOz99+eWXOH78OPr164f169db1fbmPvvsM31w7+fnh6eeegpDhw6FTCbDiRMn8Ouvv6K+vh7PPPMMdu7caXQuN/TVV18hOTkZ06dPx8KFCzFgwABUVFRgy5YtOHXqFG7fvo2PPvoIX3zxRbvaTEi3YQghHeLChQtMaGgoExoaynz99dcmt1GpVMzSpUv12+3Zs0e/7uWXX2ZCQ0OZKVOmMPn5+Safn5aWxsTGxjKhoaHMF198YbR+xYoV+n1PnDiRuXPnjtk267ZfsWJFi9v8+9//1u/zP//5j9F6rVbLvPLKK/ptfv31V6Nt3njjDf362NhY5ubNmy2+nuG2Y8aMYW7fvm20zebNm/XbjB07lpk5cyZTWVlptN3HH3+s3y4tLc1ofWVlJVNbW9tiWxQKBfP444/rj4tarTba5uuvv9a/RmRkJHPhwgWjbaqrq5nx48czoaGhzPz5802+1qJFi5jQ0FAmPDycOXDgQIttqqqqYmQyGWfZF198wYSGhjIjR45krl+/bvJ5hYWFzIQJE5jQ0FDm5ZdfbnH/5jz//PP63/V///tfi9s1NDQwNTU1nGW64zplyhSzr7Fr1y79axQUFBitnzJlin79vHnzzB4/3d907ty5LW6TlZWl39+6des465RKpf71nnzySUYqlZrcx7Zt2/T7OHv2LGfd8uXLmdDQUObBBx9kVCpVi+2orq5ucZ05BQUF+tfetWuXyW2USiUzceJE/efvxo0bRtsYvj9iYmJMfp50rxMaGsqsWrWKUSgUJl9PrVYzcXFxTGhoKPPpp59y1ikUCmbYsGFMaGgo88wzzzChoaHMc889Z7SP++67jwkNDWVeeuklk7+zUqk0+doMwzDFxcXMPffcw4SGhjKvvvqqyW2sOVcuXrxY//lOSkoyWl9SUsJMmjRJv7/W3uPmWHJO1r3fIiMjmdOnT5vcpqamhpk7dy4TGhrKPPzww0brO+Lc19pn1drfi2G451NTLH0PVlZWMiNGjGBCQ0OZt956q8XPnu7cGR4ezmRnZ5ttW3NyuZyJjIxkQkNDmX//+99mtzX1+e6I73xz59WOOH/J5XL9uSMmJsbk95tOUVGRVe1rztx7JD09nQkPDzd73j99+rR+mwceeMBoveE1WmhoKPPtt98abaPVapknnniCCQ0NZYYOHWryPEhIb0BF9gjpAlKpFElJSXj88ceRkpICgB1TOWfOHABsz+cff/wBAHjnnXfg7+9vcj9Dhw7V96y1ls77yiuvmB2DagmlUomdO3cCYHs3m4/nBQAej4f33ntPn5rfPH2uub/85S9m76wbamn8/JIlSyASiQAAVVVVePvtt02OuzMct3vp0iWj9R4eHnBxcWnx9YVCoX489p07d0ympRtasWKFybR0Nzc3LF68GACbwdG8t/bs2bNIS0sDwI5DnDt3bouv4e7uzhmP2djYqP+bv/TSS4iKijL5vIEDB+Kvf/0rAODw4cNWD93IycnRZw9Mnz4dTz31VIvbOjk5dchY/9a8++67Zo/f/PnzAQC3bt0ySoHV0fWc8ng8zJs3j7Pu4MGDuHPnDkQiET755BM4Ojqa3MfSpUv1Y7Cbfy4rKioAAHFxcWZTgDtzvOfRo0f1WRfPPfecUW85wL4/dO91mUxm9vzC5/PxwQcfQCgUmlwvEAj0Y3F1U/jpXL16FQqFAs7OznjssccAsJ9N3RAJAKisrER2djYANt2/OT8/P7NF6HRZHQBw4sQJMAzT4raA+XPltWvXkJqaCgB46KGHTLbHx8fHZPp1Z2AYBj/88AMA9lzRPDtCx9XVFa+99hoA4MqVK/p6IDodfe7raq29B7du3Yr6+nr4+Pjgvffea/Gzt3r1avj4+ECr1eL333+3qg01NTX6GSxGjhxpdtvmn+/O+M5vriPOX3v37tWfO9asWWN22FX//v2tap81tm7dqj9HfPDBBybfu5MmTdJnmly7dg3Xrl1rcX+RkZEms7p4PJ7+vKRWq5GcnNwBrSek61GAT0gn+O9//4uwsDD9Iy4uTl9ABmBTZ7/55hv9xcnp06eh0Wjg6OjY4gWbju4Cs6yszGSRPoBN57zvvvva/Xukpqairq4OALBo0aIWU+8lEon+9bKysvQXBKaYGuNsCo/Ha/F3cHBwwKBBgwCwF7L33HOPye38/f31Ywp1QwzMUSqVKCoqQlZWln4cq2Fw0FKQqKMLKE2JjIwEwF6gNx9jr0u1BYBVq1a12k5DFy9e1N8wmDVrltltde8dlUqlv6FgqdOnT+v/FroLoO7Uv3//Vi+q58yZo693oAvkm9ONYR4+fLjRsAVdsa5Ro0a1WLhJR9cW3Q08Hd3Qk5MnT+qLEXa1hIQEAOxn6oEHHmhxu9mzZ+tTgHXPMWX48OGtpl/r3mu6cfg6unPgiBEjMHz4cDg4OOjH4TffBoBFdRwaGhpQUFCAW7du6T+3umCmoaHB6PNmqLVzpeHfQXeTzpQZM2aYDZg7SlZWFvLz8wFY/nkHjN+XzbX33NfVWnsP6j679957b4s3AQC2Jo6uJom1wZy7u7v+RtPvv/9ushZISzr6O9+Ujjh/6dLuxWIxli5davFrdzTd53DIkCGIiYlpcTvDNpo7h82fP7/FooK672rAsusGQnoiGoNPSBfy8/PDrFmz8OSTT3LGx+p6iGQyGYYOHWrx/ioqKkz2PAUGBup7uNvj1q1b+v+b+1LVrd+6dav+ec3HYwLsRUJLPRXNubu7m+3V1F1MBwQEmK3+6+LigsbGRk6QYUgqleqr3mdlZRkVPjTUWmFA3Vh0Uwx7tJu35caNGwCAAQMGWD02XvfeAaCvOm4Jw8KFltC10d7evtX3QlcwV+1dx8fHB2PGjEFCQgIOHjyIV199lfNeuXr1qj5YMnVzRve3PXv2rEWvB9ztsddZuHAhLl68iNu3b2PmzJmYMWMGJkyYgJEjR8LX19eifbaX7nPs5+dn9kJfKBQiIiICSUlJnFohzVnyt9AF5s3H4euC99GjR0MoFCImJgaJiYmccfi6bTw8PBASEmJy/3fu3MFPP/2EkydP4s6dO2bbUl1d3eJ5p7Vzpe7vYG9vbzbzyN7eHhEREUb1BTqa4ef9oYcesvh5pj7vHXnu62rm3oMajUZ/Q2Lbtm3Ytm2bRfts/tltjVAoxJw5c/D777/j8OHDmDlzJmbPno0xY8YgLi7O7A2fjv7ON/ca7Tl/6TI3IiMjW8wA6GxKpVKfgdLabBURERGwt7eHSqUyew4z911teN3R0nUDIT0dBfiEdIJly5bp0+p4PB5EIhHc3d1bLJBTWVnZpteRyWQml3dUT1Jtba3+/631AHh5eZl8Xlvb1drFhK5n1tLtDFOAdQoLC7Fq1SqzPXyGFAqF2fXm2mJYOb/5hbTu4rktFXvb+t6Ry+VWba9ro6urq9kesa5i6Xtp/vz5SEhIQHFxMS5evMipyK7r1be3t8fs2bONntuWHvfmf9cHHngABQUF+PHHH1FfX4/du3fr02ADAgIwbdo0PPLIIxbf+GoLXfVsw5uKLdG9B1v6DAOW/e0jIyMhFov1w5MmTZoEpVKp7yHUHYfRo0cjMTERSUlJ+swQXQV9U+nwANv7+dJLL7V4/mvO3Hu9td9F97dzc3NrMYNJx/Ac2Fk66vPe0ee+rmbuuNXW1lrVm65j7TkRAP7xj3+grq5Of6Np/fr1WL9+Pfh8PoYOHYr77rsPDz30kNF3f0d/55vSEeev9nw3dRTDc1Fr5zB7e3u4ubmhvLzc7DnM3LSDht/Vpq4bCOkNKMAnpBN4enoiNDTU4u11AZ+7uzs2btxo8fNaSlFs7UK0LVqbI9cSndGu9nj99ddRWFgIHo+HxYsXY+7cufoqy/b29uDxeNBqtfqexdbG8nYHw5sFe/bssXiqp67qPe4slr6XZs2ahffff18/baIusNRoNPoxsBMnToS7u7vRc3V/20mTJunHM7fFmjVrsHTpUuzfvx8JCQm4evUqZDIZ8vPz8fPPP2Pz5s14++23OTUjOkNHfIYBy/72dnZ2GD58OM6ePavvkb9+/TrkcjmcnZ31vZa646Ebh19TU6OvSt58ejyADVpeffVVyGQyiMViPPnkk5g4cSICAgIgkUj0N58SEhL0NwzMfW572jmpNYYBx7p16yzO+GkeGPX2c5+542Z4TnzwwQdNTgdoirm6Di2RSCRYt24drl27hj/++AOJiYlIT0+HRqNBamoqUlNT8dNPP+Gbb75BXFycURs76jvflI46f/UkHXUOI8TWUYBPSA+gSwlrbGxEcHBwj7noNEwrr6ysNDsPr2FqX1cUWGuv7Oxs/ZRqzzzzDNasWWNyu+ZzB3cGXXBpbdq84XMBNsuiswJ33evU1tZCqVRa3YuvuzBrrUfEmh4qS0gkEtx77704fPgwDh8+jHfeeQf29vZISEjQv2dbqgvh5uaGsrIyqFQqq27YmTJw4EA8++yzePbZZ6FSqXD9+nX88ccf2LZtGxQKBd5//33ExMRYla5rKd35xZIUZN17sCM+w6NHj9YXkGxsbOSMv9ed42JjYyESifTj8PPz8/XBpKkA//Dhw/q6IN988w3Gjx9v8rXN9d5ZQ/d3qKmpgUajMXtutjbFuy0M04ednZ3b9L7sjnOfpZ9/a4t/mmL43mUYpt2fXUtER0fr08cbGhqQlJSEPXv24MiRI6isrMTq1atx7Ngxfc9xV3znd8T5y93dHSUlJW36buoohseztc+YWq3Wv297w3UIIZ2FiuwR0gPoLuqVSiVnjGV3GzJkiP7/V69eNbutYcVaw+f1VLpeQgD62QxM6YrjoTv+RUVFrY4nbs6wIvqVK1c6tF2GdIWHVCpVqwW7TNEVO9QFZy3Jzc21et+t0QXwNTU1+PPPPwHcTc93cnLC1KlTTT5Pd1xSU1OhVCo7rD329vYYPnw43n77bXz++ecA2EDk8OHDHfYahnSfx8LCQrNpuyqVSj/mtiOCIl2ArhuHr0u9NwzcdePwASAxMVG/jbu7u8nziO5z6+bm1mJwD3Tc51b3d1CpVGYLzanV6i4pRNcRn/eOOvdZ05tq6ee/ebX/thAKhfr3TmeeE1sikUgwdepUrF27FitXrgTA3jjT3VQBuuY7vyPOX4b7aMvN147ocRcKhQgMDAQAs5XxAbZWjG5mg664sUNIT0UBPiE9wJQpU/RfhBs2bOjm1twVFRWlH+u4d+/eFntfGhoa9OnOISEhJgvs9TSGaZzmLlx+++23Tm+LYYD5yy+/WPXc8ePH68f+b9y4sdNSaSdPntyu96gutbSxsRE5OTkmt1EqlThy5EjbG9mCSZMm6Xtz9u/fD4VCgaNHjwJgq5+3NB5Td1x0Y+c7w7hx4/T/76xCZrrXYBgGu3btanG7w4cP62dkMGxXW0VFRUEsFgMAzp8/r69S3rxnXleQLykpSV+kbtSoUSaDA93YaoVC0eL5SCaTWT3lWUsMbyLs2bOnxe2OHj3aYVkD5kRGRuqzdLZv396msfEdde4zLE7YWgCp+/zn5uaioaHB5DZVVVU4f/682f1YSvfZzcnJwZkzZzpkn23R0ue7K77zO+L8pduHTCazuFihIV2mV3tvkOr+jrdu3TIb5Oum9TV8DiF9EQX4hPQAgwcP1hf5OnjwIH7++Wez2xcUFODAgQOd3i6hUKifViszMxPffvut0TYMw+Bf//qX/uLlkUce6fR2dQTdNHtAy/MLb9myBcePH+/0towfP17fQ75582b91G2mVFdXcwohubi46P/mycnJ+H//7/+ZTYOtqKjAjh07rG5jUFAQZsyYAQA4duwYfvzxxxa3lUqlRsGOYVDX0vv73//+N0pLS61uW2uEQqF+SrGTJ09i//79+urI5qY2XLRokX5u548//ljfu9ySS5cuGc373tr0WWfPntX/35rxtdaYPn26/qbbunXrOFPS6RQXF+Pjjz8GwBaLNDclnKXs7e3144537twJqVTKGX+voyumd+HCBX3F/5YK7Ol68mQymf6moiGNRoP/+7//MztVpzWio6P1n83ffvsNly5dMtqmrKwMn3zySYe8Xmv4fD6eeeYZAOz3wOuvv242eGpoaMDmzZs5yzrq3GdYeK216cR0n3+VSmXUHt3y//u//2tToTtTHn30Uf3NpbfeeoszI4wpp06dsjoDo6CgwOjz3ty5c+f0/zf8fHfFd35HnL8WLFgAHx8fAMCXX35p9vctKSkxWqZ7j1RWVrZ4Y8cSy5Yt0xe/e+edd0zu6+zZs/oA33DIBCF9EY3BJ6SHeO+995CamoqCggL8+9//xvHjx3H//fdjyJAhEAqFqKmpQXp6Os6cOYMLFy5gxowZmDdvXqe36/nnn8fRo0dRUFCAtWvXIjMzE4sXL4a3tzcKCwuxefNm/Zd+XFycVVM3daehQ4ciNDQUmZmZ2LZtG+rq6nD//ffD29sbJSUl2LdvHw4fPozhw4d3SZrnp59+igceeABSqRQvv/wy4uPjMWfOHPj7+0Or1eL27ds4d+4cDh8+jP3793MuFl966SVcvHgRV69excaNG5GUlISlS5ciPDwcYrEYtbW1yMrKwvnz5/Hnn38iNDQUDz74oNVtfPfdd5GSkoKysjJ8+umnOHPmDBYtWoTBgweDx+Phzp07SExMxKFDh/D1119z5jAfOnQo4uLikJycjO3bt0OlUmHhwoVwdnbG7du3sW3bNly4cEG/TUebP38+tm/fDrlcrg9kvby8zPbyCIVCfPnll1i5ciWkUilWrVqFOXPmYPr06fDz84NWq0V5eTnS0tJw9OhRZGZm4p133uHczHj99dfxySefYMaMGYiLi0NAQABEIhEqKipw/vx5/dSSYrHY7M2G9hAKhfjXv/6FZ599Fg0NDVi2bBmefPJJjBs3DgKBAMnJyfjf//6nr+z9+uuvtzprhqVGjRqFc+fO6TMDDMff68TGxkIoFHKmpDI1/h4A7rvvPnzxxRdQKpV46623cPPmTUyYMAESiQRZWVnYtGkT0tLSOvRz++6772L58uVQqVR44okn8Nhjj2HSpEkQCoW4du0a1q1bh5qaGoSHh3dJmv6yZctw/vx5HD16FPHx8bhx4wYeeughREdHw9nZGQ0NDcjJyUFSUhJOnDgBoVCIFStW6J/fUee+iIgIiEQiKBQKfPXVV7Czs8OAAQP0gZiPj48+O2by5MkYOHAg7ty5g6+++grV1dWYMWMGRCKR/rjduHEDsbGxbRoC1JyXlxc+/vhjvPjiiygvL8eSJUuwaNEiTJo0Cb6+vlCr1SgpKcG1a9dw+PBhFBQUYN26dWanQmyuqKgIjz76KEJCQjB9+nQMGzZMfyOtpKQEhw4d0t+EioiIMJpetLO/8zvi/CUSifDJJ5/gySefhEwmw+OPP44FCxZg+vTp8PX1hVKpRE5ODk6fPo0TJ04YDTcYPnw4ALb2wrvvvouVK1dy6sYY3mwyJywsDI8//jjWr1+P9PR0LFq0CE899RQiIiIgk8lw8uRJbNq0CRqNBvb29vjnP/9p8d+JEFtEAT4hPYSbmxu2bt2Kv/3tb7h06RIuXrxo9o67bkxjZ5NIJPjll1/w1FNPIScnR1+srLnhw4fju+++6zEFAlvD4/HwySefYNWqVaitrcUff/xh1CMYGhqKr776Cvfcc0+ntyc4OBibNm3CCy+8gOLiYhw5csTidHWhUIiffvoJb731Fo4cOYL09HSzFzgSiaRNbfTy8sKWLVvw17/+FZmZmbhw4QIuXLhg8fM//PBDrFy5EpWVldizZ49RyvMTTzyBIUOGdEqAP2rUKPTv3x/FxcX6ccBz5sxp9f0aGxuLTZs24W9/+xuKi4uxf/9+/fh9U0z9bSsqKrB161Z9MN+cs7MzvvjiC31vW2e499578dFHH+Ef//gHGhsb8fXXX+Prr7/mbCMQCPDSSy/pp/jsCM0DdVOBu0gkQmxsrP5GoZubW4vzdvv6+uK9997D//3f/0GhUOCHH37ADz/8wNlmzpw5WLp0qb6KfnvFxMTg448/xptvvgmFQoHvv/8e33//vX69nZ0d3n33XVy5cqVLAnwej4f//Oc/+PDDD/Hbb78hPz8fn376aYvbN79Z01HnPolEgpUrV+LHH39EWloannjiCc76jRs36m/yCYVCfPLJJ3jqqacglUrxyy+/cIYjCQQC/P3vf0dtbW2HBPgAMHPmTHz77bd46623UFNTg99++63FYQd8Pr/N87xnZWVx6ho0N3jwYKxdu9ZoyElXfOd3xPlr7NixWLduHV555RXU1tZypvpszdixY/U3bQ4cOGCUhWAqm6glutkztmzZgvz8fLzzzjtG2zg7O+PLL7/k1KogpC+iAJ+QHsTb2xu//vorTp06hQMHDiAlJQUVFRVQq9VwdnbGoEGDEBcXh6lTp7aYwtoZ/Pz88Pvvv2PHjh2Ij49HZmYmGhsb4erqioiICMyfPx/z58/nzB/bG0RERGDv3r34/vvvcebMGZSVlcHJyQkBAQG477778Mgjj3DGmXa2qKgoxMfHY8eOHTh27Bhu3bqF2tpaCIVC+Pn5IS4uDvfdd5/JVG6JRIK1a9fi0qVL2Lt3Ly5duoSysjIoFApIJBL4+/sjOjoakydPxsSJE9vcRn9/f+zduxf79u1DfHw80tLSUFNTA4FAAF9fX8TGxmLmzJkYOXKk0XODg4OxZ88efPfdd/jzzz9RVlYGZ2dnREZGYuXKlZg8eXKnjXXn8XiYO3cuZ2iBpT3msbGxOHLkCHbv3o2TJ0/ixo0bqK6uBp/Ph4eHB4KDgzFq1CjMnDkTgwcP5jz3wIEDOHXqFC5fvoyCggJUVFSgvr4eTk5OGDx4MCZOnIhly5Z1yRzqixYtwqhRo7BhwwacO3cOxcXF0Gq16NevH8aOHYsVK1a0GFi31bBhw+Do6Kgf691Sz/zo0aP1Af7IkSPNFudasmQJgoKCsH79ely5cgX19fVwc3NDeHg4Fi9ejDlz5ujH8neUefPmITw8HP/73/+QkJCA6upqeHh4YPjw4Xj88ccRExPTpQXd7O3t8d5772HZsmXYsWMHEhMTUVxcDKlUCrFYDD8/P0RGRmLSpEmYMmWK0fM76tz36quvIjAwEHv37kVWVhbq6+s5Y/wNjRw5Ert27cK6dev0f0M3NzcMHz4cjz32GIYPH461a9e2+29jaOrUqTh+/Di2b9+O06dPIysrC7W1tRAIBPDy8sKQIUMwduxYzJo1y+obbCNHjsSmTZtw9uxZpKSkoKSkBBUVFVAqlXB1dUV4eDhmzJiBxYsXtzjrSFd857fn/KVzzz334NixY9i6dStOnjyJ3Nxc1NfXw9HREYMGDcLIkSNNZhfw+XysX78eP/74I06ePIn8/HzIZLI21Yrh8/l49913MXfuXPz222+4fPkyKioqIBQK4e/vj8mTJ2PVqlUdln1ESG/GY3ra5KaEEEIIIYQQQgixWu/qbiOEEEIIIYQQQohJFOATQgghhBBCCCE2gAJ8QgghhBBCCCHEBlCATwghhBBCCCGE2AAK8AkhhBBCCCGEEBtAAT4hhBBCCCGEEGIDKMAnhBBCCCGEEEJsAAX4hBBCCCGEEEKIDaAAnxBCCCGEEEIIsQEU4BNCCCGEEEIIITaAAnxCCCGEEEIIIcQGUIBPCCGEEEIIIYTYAArwCSGEEEIIIYQQG0ABPiGEEEIIIYQQYgMowCeEEEIIIYQQQmwABfiEEEIIIYQQQogNoACfEEIIIYQQQgixARTgE0IIIYQQQgghNoACfEIIIYQQQgghxAZQgE8IIYQQQgghhNgACvAJIYQQQgghhBAbQAE+IYQQQgghhBBiAyjAJ4QQQgghhBBCbAAF+IQQQgghhBBCiA2gAJ8QQgghhBBCCLEBFOATQgghhBBCCCE2gAJ8QgghhBBCCCHEBlCATwghhBBCCCGE2AAK8AkhhBBCCCGEEBtAAT4hhBBCCCGEEGIDKMAnhBBCCCGEEEJsAAX4hBBCCCGEEEKIDaAAnxBCCCGEEEIIsQEU4LdRWFiY/pGcnNzidocOHdJvN3Xq1C5sYcvWrl2LsLAw7N69u7ubgqeeegphYWGIi4uDTCbr7uYQQgghhBBCSK9FAX4H2L9/f4vr9u3b16GvtXv3boSFhWHt2rUdut/uUFFRgXPnzgEApFIpjh071s0tIoQQQgghhJDeiwL8dhAIBAgNDcWhQ4egVquN1ldXV+Ps2bOIjIzshta17JFHHsGhQ4cwY8aMbm3HgQMHoNFo4O3tDQD4/fffu7U9hBBCCCGEENKbUYDfTvPnz9cH8s0dOnQIKpUKCxYs6IaWtczDwwPBwcFwdnbu1nboshvef/99iMVinD9/HuXl5d3aJkIIIYQQQgjprSjAb6f58+eDx+OZTMXfv38/xGIxpk2bZnYf2dnZePPNNzF58mRERUVh/PjxWLNmDW7dusXZbuXKlXjrrbcAAP/97385dQB04+kTExMRFhaGN998E+Xl5Xj77bcxadIkDB06FL/88gsA82PwVSoVtm7dimXLlmHkyJGIjo7GjBkz8NZbbyE1NbUtf6IWf+e0tDT069cPU6ZMwcyZM6HRaHDw4MEWn2Nt27Kzs/H3v/8dU6dORVRUFMaNG4eHH34Y69ev52RcTJ06FWFhYSZf0/DvaejNN99EWFgYEhMTcebMGaxcuRIjR45EWFgY6urqAACXLl3CP//5T8yfPx+jRo1CdHQ0Zs+ejc8++0y/TUt/m9baPW/ePISFhSEnJ8fkPoqLixEREYGpU6eCYZgWX4sQQgghhBBiOyjAb6f+/ftj1KhROHHiBBobG/XLCwoKkJycjBkzZsDBwaHF5x87dgwLFy7Enj174O7ujqlTp8LPzw9//PEHHnzwQVy8eFG/7T333IPhw4cDAMLDw7Fo0SL9IyAggLPfqqoqPPDAAzh9+jRiY2MxadIkODo6mv1dpFIpHn/8cbz33ntIT09HTEwMpk2bBnd3d+zfv98ohV4X5LalHoBuX/PmzQOfz9dnObRUs8Datv3xxx9YuHAhdu3aBQcHB8yYMQORkZEoKSnBJ598AqlUanWbTTlw4ACeeuopyGQyTJo0CcOGDQOPxwMAfPLJJ9i5cyccHBwwbtw4jBs3Dg0NDfjhhx+wfPlyzvvF2nY/9NBDAIAdO3aYbNeuXbug1Wrx4IMP6ttDCCGEEEIIsW123d0AW7BgwQIkJSXh6NGjWLhwIYC7gaq59PzCwkK89tprsLOzw/fff4/x48fr1/3555/461//itdeew1HjhyBUCjE008/DS8vL1y5cgXTp0/H6tWrW9z36dOnMWPGDHz++ecQiUQW/R4ffvghLl68iFGjRuHrr7+Gh4eHfl1FRQXu3Llj0X5awzCMvjCh7u8zbtw4eHt7Iy0tDVlZWQgJCWlz2/Ly8vDGG29Aq9Xis88+w/z58zmvfe7cObM3Xayxfft2/Oc//8GcOXOM1j3//PMYPnw4ZyiEUqnEBx98gG3btuHnn3/GCy+80KZ2L1y4EJ9//jn27t2LNWvWQCgU6rfVarXYtWsXBAIBFi9e3CG/JyGEEEIIIaTnox78DjBr1iwIhUJONf39+/fD29sb48aNa/F5GzZsgFQqxSuvvMIJ7gFg0qRJePjhh1FcXIzTp09b3SahUIh33nnH4uC+tLQUe/bsgVAoxMcff8wJoAHAy8sLMTExnGXe3t4ICgqCu7u7VW1LSkpCUVERhgwZgoiICAAAn8/HvHnzABgX27O2bb/88gsUCgUeeOABTpAMADweDxMnTuQExO1x7733mgzuAWDy5MlGdQ6EQiH+/ve/w87ODidOnOCss6bdzs7OmDNnDqqqqnD8+HHOtmfPnkVRUREmT54MHx+f9v6KhBBCCCGEkF6CAvwO4OLignvvvRcJCQkoLy/HtWvXkJubi7lz50IgELT4PN0UcS1Vsx85ciQA4Nq1a1a3KTIy0qrgLikpCRqNBvfccw8GDhxo0XNeeeUVxMfHY8WKFVa1raXshvvvvx8Ae3PEcNy4tW1LSEgAADz88MNWtastpk6danZ9aWkptm7dig8//BBvvfUW3nzzTbz33nuwt7dHXl4eZ1tr263brnmavu5nXRo/IYQQQgghpG+gFP0OsmDBAhw5cgQHDx5EYWGhfpk5urTySZMmmd2uurra6vb079/fqu2Li4sBwGgsf0dTKBQ4fPgweDyeUS91REQEhgwZglu3biEpKQljxoxpU9t02/v7+3dgy00z93f++eef8fnnn0OlUlm0L2vbHR0djcjISJw/fx4FBQXw9/dHRUUFTp48CV9fX9xzzz0W7YcQQgghhBBiGyjA7yCTJ0+Gi4sLfv/9d5SVlSE4OBiRkZFmn6PVagEAixYtMrtd89R4S1iamt/Vjh8/jvr6etjb2+Pll182Wq+7mfH777/rA/zupDtGLWnp75ySkoJ///vfcHZ2xr/+9S+MHj0a3t7e+hT7iRMndsiUgA8//DDeeecd7Ny5E2vWrMGePXugUqmwZMkSs9kjhBBCCCGEENtDAX4HEQqFmD17NrZv3w6AndKuNb6+vsjPz8cbb7xh9Tj2jqbric7Pz+/U19Gl56tUKly5cqXF7Q4fPox3330XIpHI6rb1798feXl5KCgo0I/xN8fe3h4A0NjYCCcnJ866kpISi16zuaNHjwIA1qxZY3QDRy6Xo6Kiot3tBthZCD7++GPs3r0bq1evxs6dO8Hn8/HAAw+0qd2EEEIIIYSQ3ovG4Heg+++/H25ubnB3dzdKPzdFV1jv2LFjFr+GLhg1nMe9I4wePRoCgQBnz57Vp4p3tKqqKpw9exb29vZISkpCRkaGycfo0aPR0NCgLx5nbdt0hQ23bdtmUbu8vb0BwGhMPHC3ToK1dPPcm6qDEB8fb3JuemvbDQBisRgLFixAWVkZPv30U+Tl5WHixIkYMGBAm9pNCCGEEEII6b0owO9AI0eORGJiIi5cuGBRMbgnnngCDg4O+Pjjj3HkyBGj9UqlEvHx8Zxe5H79+gEAcnNzO67hYAPR+++/HwqFAm+88YbRuP/KykpcvXqVs+zzzz/H7NmzsXnzZote49ChQ1CpVJg4cSJcXV1b3E5XTV/X229t21atWgWRSIQdO3bg0KFDnG11080plUr9slGjRgEAvv/+e2g0Gv3yAwcO4ODBgxb9bs0FBgYCAHbu3MkZg5+VlYXPPvvM5HOsbbeOrtjeL7/8AgBYunRpm9pMCCGEEEII6d0oRb8bDRo0CJ9//jleffVVrF69GoMGDcLgwYMhFotRWlqKGzduQCqVYu/evfD19QUAxMbGwtPTE4cPH8bKlSvh5+cHPp+PJUuWYPjw4e1qz9tvv43c3FwkJiZi6tSpGDlyJCQSCYqKipCWloZly5Zx6gGUl5cjNzfX4iKAuunvdAF8S2bNmoV//etfOHPmDKqqquDh4WFV24KCgvDRRx/hjTfewJo1a/DNN98gLCwM9fX1uHXrFoqLi3Hx4kX9ePhHHnkEv/32Gw4fPow5c+YgLCwMt2/fxq1bt/Doo4/qA2drLF68GD///DNOnjyJ2bNnY9iwYaitrcXFixcxbdo0XL9+XV9kUcfaduuEhYUhLi4OycnJ8Pb2xpQpU6xuLyGEEEIIIaT3ox78bjZ9+nTs27cPy5cvB4/Hw/nz53Hq1ClUVlZiypQp+PLLLxEcHKzfXiQS4fvvv8eECRNw8+ZN7NmzBzt37jSZXm4tiUSCjRs34u2330ZISAguXbqEEydOoKqqCvPnz8fChQvbvO/c3Fxcu3YNjo6OrU4t5+bmhgkTJkCtVut70K1t29y5c7Fz504sWLAA9fX1OHLkCNLS0tC/f3+8+eabEIvF+m29vLywefNmTJkyBeXl5Thz5gycnZ3x008/tdrWlri7u2Pnzp2YN28eVCoVTpw4gdLSUrz44ov44osvWnyeNe02NHbsWADsjQU7O7pvRwghhBBCSF/EY0wNBiaE9BoMw+C+++5DXl4ejh492iXTAxJCCCGEEEJ6HurBJ6SXi4+PR25uLiZPnkzBPSGEEEIIIX0Y5fIS0ku9/fbbqK+vx8mTJyEQCLB69erubhIhhBBCCCGkG1GKPiG9VFhYGOzs7DBo0CC8+OKLmD17dnc3iRBCCCGEENKNemyA/+uvv2L9+vUoLy9HeHg43nnnHURHR7e4/S+//IKtW7eiuLgY7u7umDVrFl555RWIRKI275MQQgghhBBCCOkteuQY/EOHDuGjjz7C888/jz179iA8PBxPPvkkKisrTW6/f/9+fP7553jhhRdw6NAhfPjhhzh06BCnWrm1+ySEEEIIIYQQQnqTHtmD/+CDD2LYsGH4xz/+AQDQarWYPHkyVq5ciaefftpo+3/+85/Izs7Ghg0b9Mv+/e9/4+rVq9i6dWub9mmKVquFWq0Gn88Hj8dr769JCCGEEEIIIYSYxTAMtFot7OzswOeb76PvcUX2lEol0tLS8Mwzz+iX8fl8jB8/HsnJySafExcXh3379uHatWuIjo5GQUEBTp8+jfvvv7/N+zRFrVbj+vXrbfzNCCGEEEIIIYSQthk2bBiEQqHZbXpcgF9dXQ2NRgNPT0/Ock9PT+Tk5Jh8zvz581FdXY3ly5eDYRio1Wo8/PDDePbZZ9u8T1N0d0uGDh0KgUBgza/VpTQaDW7cuNHj20najo6x7aNjbPvoGNs2Or62j46x7aNjbPt6yzHWtbO13nugBwb4bZGYmIjvv/8e7777LqKjo5Gfn48PP/wQ33zzDZ5//vkOex1dWr5QKOzxbwCg57eTtB0dY9tHx9j20TG2bXR8bR8dY9tHx9j29ZZjrGunJcPEe1yA7+7uDoFAYFT8rrKyEl5eXiaf89VXX2HBggV48MEHAbDTh0mlUvzjH//Ac88916Z9EkIIIYQQQgghvUmPq6IvFAoRGRmJhIQE/TKtVouEhATExcWZfI5cLjdKV9DdgWEYpk37JIQQQgghhBBCepMe14MPAI8//jjeeOMNREVFITo6Ghs2bIBMJsPixYsBAK+//jp8fHzwyiuvAACmTJmCn3/+GUOHDtWn6H/11VeYMmWKPtBvbZ+EEEIIIYQQQkhv1iMD/Dlz5qCqqgpff/01ysvLERERgR9//FGfTl9cXMzpsX/uuefA4/Hw5ZdforS0FB4eHpgyZQrWrFlj8T4JIYQQQgghhJDerEcG+ACwYsUKrFixwuS6TZs2cX62s7PDCy+8gBdeeKHN+ySEEEIIIYQQQnqzHjcGnxBCCCGEEEIIIdajAJ8QQgghhBBCCLEBFOATQgghhBBCCCE2gAJ8QgghhBBCCCHEBlCATwghhBBCCCGE2AAK8AkhhBBCCCGEEBtAAT4hhBBCCCGEEGIDKMAnhBBCCCGEEEJsAAX4hBBCCCGEWINhAFkFhIoiQFbB/kxsCx1j22ejx9iuuxtACCGEEEJIr6CoAdI3ANfXQlCXjWEAkALAJRgYthoIXwWI3LqzhaS96BjbPhs/xtSDTwghhBBCSGvyDwMb/IBza4C6HO66uhx2+QY/djvSO9Extn194BhTgE8IIYQQQog5+YeBg3MBtQwA0/Qw1LRMLWO368XBQZ9Fx9j29ZFjTAE+IYQQQgghLVHUAPFLmsbnalvZWMtuF7+EfR7pHegY274+dIwpwCeEEEIIIaQl6RsAtRStBwU6Wnb7jI2d2SrSkegY274+dIypyB4hvQzDMKiQq1Ck0MJPrkI/MR88Hq+7m0UIIYTYHoYBrq9tyxOBc68AyZ8B9B3dszEMIC2Gcbp2q0+kY9xbtPkYA7j2NVt4rxcdYwrwCeklahQqbMgsxdq0QmTXydmFqRcQ7OKA1ZF+WBXqAzeRffc2khBCCLEl8kqgLrttz2XUQGNBx7aH9Cx0jG0cw37+FVWAg2d3N8ZilKJPSC9wuKAKfr8mYE1CFnJ0wX2TnDo51iRkwe/XBBwuqOqmFhJCCCE2SNXQ3S0ghHQ3ZX13t8AqFOAT0sMdLqjC3PhrkKm15up9QqbWYm78NQryCSGEkI5Qnw8kf9zdrSCEdDehc3e3wCqUok9ID1ajUGHJ0VQwjEX1PsFngCVHU1H4yDhK1yeEEELaouIakPIZkLUV0KrbtAstADj6gj/lx141drdPYhhoT/4FkJVY1fNJx7gXYRjg1FOAtATWjcPnAS6DAZFHZ7WsU1CAT0gPtiGzFNKmnntLaAFI1VpsvFWKF6P8OrNphBBCiO1gGKDoFJD8CZAf3wE75OGk77MYM3BWB+yLdLZEn6cxJe9fsDb4OzPgOUwOnNtZzSIdKe4N4Nwa658X/WKvu4FDAT4hPRTDMFibVmj98wB8mHwbkW5i9HcSwddRCHeRHVXaJ4QQQprTqoHsXUDKp0D55RY304V9lnyTasCDDCIsyR+B2p/PdkgzSedyZUahECI4QgGBBUG+7hg/mD8cQXsuQWxnBwc7PhwEJh5Nyx0N/m/tejsej67j2it8FZD4Nhi1DDwLpspjwAfPzhEIe7QLGtexKMAnpIeqVKjuVsu3UplMhemHrul/FvJ58BUL4esoRH+xEL5iIfqL2eCf/T/7r4+jECIBleYghBBi41RSMOk/QZv8OQQNeS1uJoUI63lzcIkXivXaT8EDYzYA1IAHBjws5v8TtTxJJzScdIZangRL+O/joPYtaACLj3E5I0F5eecXYuTzwN4AaPUmgcDsNq3tw9R6kYAPvi3cXBC54dKIXxCb+BB44FlwjIGUERswUuTWZU3sKBTgE9JDNag0HbYvpZZBfoMC+Q2KVrf1ENm1fjOAsgIIIYT0AjUKFfLq5citlyOvXo7y6iIMu/MLZtduhTtTC0ELzyuHK9byF+Fb3kJU8lwBACXwwC7tuxCD/S7lGwQI2qa+fRlEWMz/J47yR3Xq70U63hH+aMzFRz3yGGsZoFGtRaNaC7R+KdfhhHyeZTcJBHw42gmMbjxw1xvfmDB3o6GjshdqFCrce7Uf7uF/hB0WHOMH+P/E2aveKIxS9bq6VhTgE9JDSexbuuzoXFUKNaoUatyolprdzjArwDDw7y8WscubllFWACGEkM7SoFJzAvjm/9Yo2SJ5g5k7eFm7A//HxOsv7E3JxgB8xl+KDbxZkPEcOOuO8EfDj7cDjzKH8aJ2N0JQpF+Xg/74mr8YG3izUEc9970WHWPTlFoGSq0GdR3Y+WQpPg9W3yTg3GRo2iahtBaNai3irTjGvF5a14oCfEJ6KE+RPYJdHJBTJ7eq5AsA2PN5cLLjo0bZeSdia7IC3EV2+hsAJm8GNGULUFYAIYQQQzK1Brcb5MitkyPP8N+mAL5CrjL7/BFMBl7T/oYHmD8hMDPu9iLC8An/Yezm3QMtr+Ub7LU8CdbylmAtbzE8UAdnyFAPR1TBhVOIiwcgQCLCqXmx9L3WwzEMg3sPpCC/QQEG1h1jb0d7fDAyEAoNA7lGq3/I1FrOz/JmPxutb9pGpml9bHhfo2XYAtJSdcf9bSw9xgDwdWohVkcO7FWfYwrwCemheDweVkf6YU1ClnXPA/DZ2GC8GOUHuVqDUpkKJTIliqUKlEiVKJEqUSxVNi1jfy6RKaHSWnsbwXLVCjWqLcgKsOfzOEMDjIYJGNwkoKwAQgjp/RQaLfIbTPe+59XLUSJTWr9ThsEs5iJeZ37DVCbZ7KYHeWPwOf9h5EhGI8hFjEedHRDk7IBAg3935pTjlQvZ3JvtPB6q4IoquLa475ej/RHo4mh9+0mXWzPM3/h6y4Jj/HbcIDwVMbDD2sEwDFRaxuxNgLs3CTRm11u2D+66zrwW7JFaOcYMgOw6OaoUang69J40fQrwCenBVoX64O2LOZCptRbU+wT4ABzt+Hh0iA8AwMFOgEHOAgxydjD7PIZhUKVQ64N9/c0Ag5sAupsC1Yq2zQlsCZWWQUGjAgWNlmUFmL0Z0HQjwKMXZgUwDIMKuQpFCi385Cr0E/N73e9ACCEAoNZqUdCg4Pa+63vhZShqVFqdpdYSO0aNh5kTeE27DdHIaXE7Dc8OOT6LUB3xEoYOHI7DEhHs+S3fNH48zBfvXMpt83cx6fnae73VUXg8HoQCHoQCPlyEHbpri2i0DBRa8zcBTN9I0LTrRoNum556e6FeRQE+IaSDuInssWtGFObGX2t1alY+2Kyi3TOjrC4GwuPx4OlgD08He0TCyey2Co1WH/yzgb/xzQDdOmUXZAXcrLEsK8BwaIDhzAG6mwE+jvZwsOueugc6NQoVNmSWYm1a4d0ZFFIvINjFAasj/bAq1KfXFXohhNg2jZZBkVTRwjh4GQobFdB08lW7hJHiFbt4PKfaDh9tacsb2kuAoc9AEP0Shjj7W7x/w+9iPgOzAWB7votJ96FjzBLweRDzBRB3w/WQYfaCxTcKLLzRUKdU42RxbZvb5mzfu0Lm3tVaQvqgWf4e+NfIIPz9Yq7J9bp+XUc7PnbPjMJMP49ObY9IwMcgZweLsgKqFepmWQAKgxsDd28EVPWwrACTNwMc794Q6IysgMMFVVhyNNXkGLOcOjnWJGTh7Ys52DUjCrP8O/cYE0KIDsMwKJEpWwzg8xsUXZLW6+VgfzdtXuKAIBcHhNnVIKboZ3hk/QiewszFu9gXiP4bEPkM0MYpr2b5e+Dg7GjOedrwt+7q72LS8egYdy9O9kIH75thGAzZlmh1XSsegMEuDvAQ9a6QuXe1lpA+Kq9e3uK6wS4OeDHKD6tCfeEq7DkfaR6PBw8He3g42GOoe+tZAaWGgX+zoQLFPTgrgDNMoNnNAF9HoUVZAYcLqjA3/hoYxnSihm6ZTK3F3PhrODg7moJ8Qnqw3jTMRtdWU8F7Xr0ctxsUkHdB4S83oZ3R2Hfd/wdJHOBs+P1WnQ6kfARkbAK0Zsbou4UDca8BoY8AAlG72zjL3wOFj4zDxlul+DrVINMKPfe7mFiHjrFtamtdKwB4Mcqvx56/W8JjGKanDnfocTQaDVJSUhAbGwuBoHtTec3pLe0kllFrtei/OYFTKfjtWH+MUVdhTMwweItFve7E01aGWQHNA//m2QGdmRVgDTehnck6Abr/i+34mHHoGuRWjvsrfGSczaUG9jV0rrY9JofZAN06zIZhGNQo1S0G8Hn1cnZu7U4msRdwet8N/w10drDs71J8Dkj5FMj93fx2/ScCsa8BgfMAXucUZGUYBuVSBRKvXu9z38V9BR1j21KjUMHv1wSr6yz0lOsta64Z6PYTIT3c6eJao2mAHh3ig/qcGng62PepL5u2ZgW0djOgM7MCapRq1ChbzwqwlBbsdDG9cV5WQmxZdw6zqW8pgG8qaNcVc1c7CvicXnfuv45tH9rEaIG8/UDyJ0DJeTMb8oCg+9nAvv/4Nv8eltLVrhkg4ve57+K+go6xbelLdRYowCekh9uRU8b5Oc5TgmAXR6R0T3N6DZGAjwCJAwIkrdcKqFGqmw0NMLgxILs7vWBlD8kKYAB8eOU2Rns7I8LdiVIFCelmnT3MplHVNBe8id733Hp5l2QsCfk8DGo2Bp791xGBEgf0c+zgAEgtBzI3AymfATUZLW8nEAFhjwIxrwDuYR33+oQQm9NX6izQVSEhPZhaq8Xu3ArOsgcHe3dTa2wTj8eDu8ge7iLLsgLKTA4PMJ5eUNHJZaPL5CqM+52d33mAWIhwNzEi3MTsv+5OiHATo79YSD0OhHSyGoUKS46mgmmlRwhg1/MZYMnRVE7ap1ytQX6DwiiAz61np5Mrk6nM77gDCHhAgMR073ugswP6i4Xgd8X5RF4NpK0Drn8NSEta3k7kBkT+FYhezRbRI4QQC/SFOgu9t+WE9AF/FteivFl6PgX43Uck4MNf4gB/C7MCTGYEGNwMuNOoQI2y/amzRVIliqRKnCiq4Sx3sRcgXB/0ixHh5oRwNzGCXRxgZ2bOZ0KI5TZklkJqxfzNWgCNai2mH7wKkYCPvHo5iqRmCsV1ED4P8HMScSrRGwbwA52E3XteqM8Hrn0J3PgBUDW0vJ3EH4h5GYh4EhA6d1nzCCG2w01kjxej/LA6cqBN1lmgAJ+QHmxHTjnn51hPCUJcxdBoOn88JWk7w6yACDNZARVyJbw3mhtT2j51Kg2SyuuRVF7PWW7P5yHExRERTYE/2/vvhDA3R0h62VyvhHQnhmGwNq2wTc+9XGEmiG2jAWKhyd73IGcH+DmJIBT0wBt7FdfYNPysrYDWzFADz2h2fH3IQ4Cg942JJYT0PLZaZ4Gu5AjpoTRaBrvzuAE+9d7bFk+RPYJdHKyelxVgg3S1lrH6eQCg0jK4WSNlC//lcdf5O4kMgv67wX+Hj6/t6xgGkFVAqCgCZH6AUz+2og/pkbQMg2Kp0ih9PrNGyknv7Gz9HO3Zce8mAvgAiciiaTl7BIYBik6xhfPy481vO3AqEPc64D+TPiOEEGIBCvAJ6aH+LKkxGndJAb5taeu8rDwAn40NxjMRA5BVK8PNmkakNwXs6U0PU5W8LVHQqEBBowJHCqs5y91Fds2CfvbfIGdHCPh00W0xRQ2QvgG4vhaCumwMA4AUAC7BwLDVQPgqdmwx6VIMw6BMpmqqOn+3+nxeU2G72/XyTp1tQ8dDZGcyeA9smgveyb6XBPAt0aqBnN1sYF9+ueXteHwg+EG2x77fiK5rHyGkT2EYBtIGOaR1Skgb5JC4iG2iM4MCfEJ6qObp+TGeThjiKu6m1pDOsirUB29fzLF6XtZHh/hAJOAj0sMJkR7cYQBahkFBg6Ip6OcG/20t1lWtUCOhtA4JpXWc5SIBD6GuzXv8xQhzE8Oxt/QmdpX8w0D8EkBtYsrEuhzg3Bog8W1g9i4gYFbXt8+GMQyDKoWaW7zO4N+8ejlkms6fC765D0cGIcrDST+9nEsvLupklkoKpP8MXP2Cfa+3xM6RHVsfvQZwHdx17SOE9ClyqRIp57ORdCId1eXscKkTW7Lg7i3B6KnhiB0fDAexsJtb2XY2+k1CSO+m0TLYndssPT+oXze1hnSmzpiXlc9jp7Ma5OxgNBVXpVyl7+XXB//VUuTWWz9MAAAUGgbXqxpxvaqRs5wHYJCzAzvO36DQX7ibGF4OvfdLs83yDwMH57KpyeYmUlPL2O3mHqQg30q1SrVx73vTv3n1ctR3wVzwluKBrdb8VlyATfQWtUhWDlz/Bkj9LyCvbHk7By82gyXqr4CjV9e1jxDS52SlFmH7utNQKdR358VrUl3RgMPbLuHE3hQsfXYyQqIGdE8j24kCfEJ6oLMltSil9Pw+oyvnZfV0sMcEX1dM8HXlLJepNbhVK9P39N+sbsTNGikyaqVtmvKPAfQ9o38UVHHWeTnYG6X6R7iLESBx6JppuLqaoobtuWcYWDSRGsNnt19VSOn6BhpUas7c783/rVF2/lzwIgGPM/d7kLMDblQ3YuOtUqtvkL0Y5We7wX1tNttbn/4ze9OqJS6DgdhXgbBVgD1lqBFCOldWahG2rD0Bhmk6Yzc/cTf9rFKqsWXtCSxfPbVXBvkU4BPSA+3IKeP8HO3hhFA3uvixZd09L6ujnQDRnhJEe0o4yzVaBrcb5JzAX5fyX6VoW0BVIVfhTEktzpTUctsg4CPMRI9/qKsYop5Y/dtS6Rua0vKtmEhNLQUyNgLRL3Zmy3oUmVqD2yZ633VBfIW88+eCt+fzECARGY1/1/3r42g8F3yNQoWdueVtGmZjc8ouAcmfAjk7AcbMX8N7JFs4b/BigE9DeQghnU8uVWL7utNscN/a1zEDMGCwfd1pvPzJkl6Xrk8BPiE9jEbLYFduBWcZ9d73DT1xXlYBn4fBLo4Y7OKIuQGe+uUMw6C8Kd3/ZvXdlP+bNVLkNyja9FoyjRYplQ1IqeROH8bnAYOdHY16/CPcxGaHKvQIskog5VNYHtwbuPY1m7ZsI728So0W+Q2me9/z6uUokXXNXPD+Ti0H8APEIquLRnbGMJtehWGAgsNs4bw7J81vG3AfG9gPmGwz72tCSO+Qcj6bTcu3FAOoFGpcTcjGmGkRndewTkABPiE9zLnSWqML3QcH0/j7vqQ3zMvK4/HQz1GIfo5CTOrvxlnXqNIgo1ZqFPxn1sqgakMlci0DZNXJkFUnw4F87jheH0d7RLg5cYL+cDcx/Jy68KaIRgXU5wI1GUB1Ovuv7iErb/35JjFAXTZQmgj4jOkVwZBaq0Vho6LFAP5Oo6JNdR6swQMw0ElkMngPcnbAQCcR7Pkdnw3SlcNsegyNCsj6je2xr7re8nZ8O2DIcjYV33NY17WPEEKaMAyDpBPp1j+RByQeT8foqeE98lqsJRTgE9LDNK+eP8zDCWGUnk96ESd7AYZ7OWO4lzNnuVqrRW693CDob+r1r5airo0F0EplKpTKanCquIazXGIvQJirIyLcnPSp/hFuYgS7OELY1nR/WQU3eNcF9HXZ7PRfnWH3OLYAme949tF/ApvebOfQOa9nhkbLoEiqaGEMvAyFjQq0oVyD1XwdhS0G8P4Sh24bztHdw2y6jLIeuPEDcO1LoKGg5e3sJcDQZ4DolwBn/y5rHiGEAGxQX11ej9z0UmRdv6Ovlm/dToDq8gbIGpUQS0Qd38hO0su/ZQixLVqGwa7m1fMpPZ/YCDs+H0NcxRjiKsYCg+UMw6BEptT3+N80qPJ/p7FtadsNKg0uVzTgcgX3C92Ox0OwiwMi3J04Kf/hbmJ2ijKNkp3Gq3lPfE2G+SrgnUleAeTtYx8AwBcC3iPYYN93POA7ARC3P8tHdxxaCuDzGxRtysCwlpeD/d3AXeKAIJe7/w6SOPTo6Rd74jCbDtNYzA4bSfsOUNa2vJ3Ylw3qI5+lIpGEkC5VW9mI3PQS5GWUIDe9BHXVJqalbQOlXEUBPiGkbc6V1KJY2jw9nwJ8Ytt4PB76i0XoLxZhygB3zrp6pVrf26/v9a9uRFadrE29xWqGQUaNFFU1RahAAcqZApQx+ShFASJ5hRikLYIAPWc6NZO0SqA0gX3ouIawgb4u6HePAHjcnmyGYVAhV3Hmfs+t1xW0k+F2gwLyLpgL3k1oZ7L3PdCZDeCde3sPN3rHMBuLVacDKZ8BGZvY915L3MKBuNeA0EcAQe+5ECaE9F71NVLkZZQiN6MEeeklbeult4DQoXfVTOn936KE2JDm6flR7k4Id3PqptYQ0v2chXYY1c8Fo/q5cJYrNVpk18kMgn4p0pvG/Tc0pfsLGSVCcAdhTAHCUMD+yxQgHPlwh4mLgPZ2Tjt4Ae7hgFsY93H7IHD+VetfQOgCKOss27Y2i31kbAAAKO3dUCgZjjRRDM7xonBMFYL0BqBR3fkBvMReYLL3PVDCBvE2U1zO1hWfYwtE5v5ufrv+E4HY14DAeUY3lQghpCNJ6+XIyyxle+nTS1BRYuF3ZFvxAHcvCRydqIo+IaQNKD2fEMsJBXxEuDshwk2MRbJSoDoPqEkHU50OeWU6mOoMOEhvg2/RxGWWU8IOWRiIDJ4/bvECUOsUDMY1FBLvSAzyGoAIdzHCXMVwsjdIIxf7QJ34DngaGQQWBPka8MAIHGG3Io9NhS45xwZbJefBVF4Dz4J9CFU1GFx9AoNxAvMBqCBAMobgHC9K/yjheba6H1McBXwEttADH+TsCA+RXe/use7LGC2Qt5+tiF9y3syGPCDofjaw7z++y5pHCOlb5FIlbusC+oxSlBZWW70PJxcHBIX7QqtlcOPSbeuezABjpvWuAnsABfiE9BjnS2tRROn5hJimlgO1t5oK22UANQZj5A16uXkAHDvg5Urgjgz4I4PnjwxeADLgj3ReAPLgCw3PIHiXNT1KagHcHZccIBHpx/cPkjjgBP997NG8AQ1gNsjXgAcGPCzk/xOTM+pRKlMjrz4GefVhyJUvh0pQi7HMDUxgUjEBqRjL3IAE8hb3p2MPDUYjHaOZdKxhdgIActAf53hROM+LxDleFNIQCC1PACGfh0Emx8A7IlDigH6OvTzlnBhTy4HMzWwqfk1Gy9vxhUD4KiDmFcA9rOvaRwjpE5RyFW7fKkNeRgny0ktRnF/FzltvBUeJCIGhPggM90VQuC+8fF3A4/Eglypx6/odqJRqixLqeDzATmiHmHHBbfxtug8F+IT0EM3T8yPdxYhwp/R80ocwDCAtNl3gri4P7c+hb4YvBNyGQOMahkrHwcgTDMJ17UAkKPrjSr0d0mukkLVxTHp+gwL5DQoc1vc2jMRc/kfYpX0XYijYlzf4fbRNE6nJIMJi/j9xlBmBg4k5xjvmOeEobxSOYhQAQMBoMAw5bMDf9AhAmUVtHIxiDGaKsZI5CgBQ27lA3W8MhAMngt9/AuATyVZCJ7ZLXg2krQOufw1IS1reTuQGRP4ViF7NFtEjhJAOoFKqUZBdjrz0EuRmlKIorwJaKwvsiBztMSjUB0HhvggM84HPQHfw+MY3oR3EQix9djK2rD0BBoz5SwoeAB4PDz03GQ7i3pWeD1CAT0iPoGUY7Mxpnp7f/qrYhPRIKqlBb7xhMJ8JqOo7/vXE/e+OhzccI+88COALIADQr+kxGsCTTU/TMgzyG+T66v53p/aTokKusroZR/ij4cfbgUeZw3hRuxshKNKvy0F/fM1fjA28WajjWR5Ua3gCpGAIUnhD8A0WAQACUIZ59hmYKriBEeprCJBngG9B4UA7dR3sio4CRWzAD54A8Iphi/fpCvhJ/Kz7pUnPVJ/PTnN34wdAZaYolcQfiFkDRPwFEDq3vB0hhFhAo9agMKeCLYyXXoLCnHJorKwNYy+yQ0BIP31A3z/AA3wLp0cNiRqA5aunYvu601Ap1GwgbxjoN/1sL7TDQ89NRnDkAKva1lNQgE9ID5BQWmdxej7DMJA2yCGtU0LaIIfERUzpsqTnYRigodD0vPEN+R3/egIHwC2UW9zOPZxdJnRp/fkm8Hk8BDo7ItDZEbP9uePVK+RKo8A/vUaKvHq52U6BWp4Ea3lLsJa3GB6ogzNkqIcjquDC5gNaaICYOxe8bvx7oLMD/J1EEBpe7KgagNJEdkx18Tm2+r4lxfsYDVB+hX1cX8suk/gbVOufAHgOA/h0KdFrVFxj0/CztgJadcvbeUaz4+tDHgIEVBSRENI2Wo0WRbcr9WPoC7LKoFJaN1ONwI6PgJB+CAxj0+4HBnpC0I7pUkOiBuDlT5bgakI2Eo+ncyrvu3tJMGZaOGLGBffKnnsd+lYmpAfYkcNNqY1wE2Nos/R8uVSJlPPZSDpx92R0YksW3L0lGD01HLHje/fJiPRSqka2570mvWlsvEFvvLqx41/PaaBxT7xbGOAc0KUVvL0chJjoK8REXzfOcqlag0yDKf0ul9fjYEGV8Q54PFTBFVVwNfs68/w9EOnhpA/eg5wdECARwcGaixt7CeA3jX0AgFYDVKXdLd5Xeh6oy7VsXw0FQNZv7EO3b58xd3v5fce2+YYK6SQMAxSdYgvn5ceb33bgVCDudcB/plU3nAghBAAYLYOSwmp9lfvbt8qgtDLjjS/gwS/IG4HhbNq932Bv2Nm3PaA3xUEsxJhpERg9NRwNdTKkXLmK2OExkLg42kSnGQX4hHQzLcNgZyvV87NSi7jpRAaqKxpweNslnNibgqXPTkZIVO9MJyIGGAaQVUCoKAJkfoBTv+692Ga0bGCnD+DT7xa7ayzs+NezE3N74/XBfGiPHxMuthMg1ssZsV5sOnOFXAnvjeaqkZv3y5QIeHb0/Lt8AeAVzT6inmOXNRbd7eEvOQdUJJvv4dVRNQCFx9kHwN5k8RgG+I6/28vvPIiCxe6gVQM5u9nAvvxyy9vx+EDwg2yPfb8RXdc+QkivxzAMyotqm3ro2V56ebOM1NbweDwMCPRAYBhbFM8/xBvCLppOlcfjQSwRQewihFgisongHqAAn5Bud6G0DncaW07Pz0otYguC6KqINs//bfpZpVRjy9oTWL56KgX5vZWiBkjfAFxfC0FdNoYBQAoAl2Bg2Gq2erXIrfNeX1nfLJ2+6d/aTEAt6/jXkwQ0BfCG88aHA5KBNjOftqfIHsEuDsipM5+63xwPwGAXB3iIuuhr2mkAEPwA+wDYOgllF7m9/Iqa1vfDaIHKq+wj7bu7+9b38I8HvGIp7bszqaRA+s/A1S+AOhOFGnXsHIGIJ4HoNYDr4K5rHyGk12IYBlWl9cjNYHvo8zJK0Vjf+kwuHDzA18+drXIf5ouAIf0oA7WDUYBPSDdrXj0/3E2MyKb0fLlUie3rTrPBfWvRAQMwYLB93Wm8/MkSOln2NvmHgfglgFpqvK4uBzi3Bkh8G5i9CwiY1fbX0WrYMfBGBe4y2F7cjmbnZBDAh98N6F2HAPa2P0sEj8fD6kg/rEnIsvq5L0b5dV9vgr0YGDiZfQBs4F6dfjfgLzkH1Fr4OzUWAdk72AfAZmj0G323h993XOfeuOorZBXA9f8Cqf8F5JUtb+fgBQx7AYh6HnD06rr2EUJ6pZqKBn1An5teivoaE9cprfDu76qftm5QqA/EElEntJToUIBPSDdqKT1fd1Gfcj6bTcu3FAOoFGpcTcjGmGkRHdlU0pnyDwMH57Kp+Sbv5DQtU8vY7eYebD3IV9QaF7eryWCr12sUHfwL8Ng0bH1KvUEw7zSgz6dnrwr1wdsXcyBTa2FJrWA+AEc7Ph4d4tPZTbMcjw94DGUfQ59il0lL2bR+XWp/+SVAa8FYS7WUHRNedEq3c3a/htX6XQb3+feNxWqz2d769J/NZ9q4DAZiXwHCHmNv4BBCiAl11VLkZZToC+PVVJiZaaMFHv2c9QF9YJgPJC6OndBS0hIK8AnpRolldShs5AZbuvR8hmGQdCLd+p3ygMTj6Rg9NdxmxhLZNEUN23PPMECr4Z8WYPjs9qsKAXtnoD7P9Lzx5ua0bit7Z+Pidm5hgNsQNt2XmOQmsseuGVGYG38NfMb8UeaDjWt3z4yCWxeNQWwzsQ8weBH7AAC1nA3ydT38JefN9yTrMWzRv6o04Mb/2EWOPtxx/N7DAQFlJXGUXQKSPwVydrIZFi3xHskWzhu8mK2/QAghBhrrZOy0dRmlyEsvQWWpBbOsNOPq4cQG8+G+CArzgYuH7Wfo9WQU4BPSjZqn54e5OiKqKT1f1qDgTN1hMQaoLm+ArFFJKVC9QfqGprR8S0doa9nq9FvCAUU1oLWumE2reHzAOdB0pXqxL/WqttEsfw8cnB2NJUdTIW2a87f51LsA23O/e2YUZvp5dHkb283OAeg/kX0A7E2rmkxuWn9NhmX7kpUCuXvYB8BOg9hvlEHQPx5w8DS/D1vEMEDBYbZw3p2T5rcNuI8N7AdMps8tIURP1qjA7cxSfQ992Z0aq/chcXVEUNO0dUHhvnDzklCnUg9CAT4h3UTLMNiZ0zw9v5/+BKm0JjXfBKVcRQF+T8cwd+cXt5astH2vLXJr1gsf3jQ2PgQQ0PumM8zy90DhI+Ow8VYpvk4tRHbd3cJEg10c8GKUH1aF+sJVaCNfzTwe+55yDwMinmCXySqA0oS7AX/ZRcuGjGjkQPEZ9pHctMwt3GAc/3h2lgVbvcDUqNipCZM/Baqut7wd3w4YshyIfRXwHNZ17SOE9FgKuQr5t8r0U9cVF1RZ3qfQRCwRITDMVz91naePCwX0PZiNXEUQ0vskldWhoIX0fAAQtrN6trCjp9YiHUNe2VSdPp2diqwuu/NeiycAXIK4xe10Ab1jN0+910e5iezxYpQfVkcORLlUgcSr1zEmZhi8xbYzPY9Zjl5A4Hz2AbDBfXkyt5dfVmbZvmrS2cfN9ezPDl7N0vpHsFkFvZmyHrjxA3DtS3aqypbYS4ChzwDRLwHO/l3WPEJIz6NSqJGfXYa89FLkZZTgTl4lGK11Eb3I0R6BYT76qev6DXADj98HvqNsBAX4hHST5un5oa6OGGYwZslRIoK7twTVFQ1W32kViuyg1VpSzot0Co2KDdybF7irybBwTLKVRB7Gxe3cwgDXYBq33EPxeDx4OthjgIgPTwf7vhHcmyIQAb5j2UfsK2xWS112U7B/ng34q9Is25e8Asjbxz4AgC9kg3zDXn5xv877XTqStAS49jWQ+i2grG15O7EvG9RHPkszERDSR6lVGhTmVOgL4xXmVECrse4aUCiyQ8CQfvqUe19/d/D5tjFdbV9EAT4h3YBppXo+wAYAo6eG4/C2S1bvX6lQ49t392PWgyMQPW5w3w0eOhPDsAFF8wJ31enstHaMpvPbMOcg4DOaproitoPHY4eJuIYA4avYZfLqZmn9SearxetolezzShMAfMYucw25W6nfdwJbZ4LXgy5iq9OBlM+BjI3m62u4hQGxrwFhK2hIDSF9jEatRdHtSnbauowSFGSVQ62y7prDzl4A/xBvBIWxhfEGDPKEwK4HnQtJu1CAT0g3uFhej/yG5un5xj1LseODcXTHZWitTK0C2CJ9e38+j2uJuZi3YgzcvZ3b3N4+TaNgp6EyNW+8orqbGsVjp7wadB+l2RPb5+AODJrDPgA2Q6YipalSf1Nqv7TYsn3VZrGPjA3szyJ3tmffdzwb8Pcb1TFTyDEMIKuAUFEEyPwAp1aGxBSfA1I+BXJ/N79f3wls4bzAeT3rxgQhpNNotVqUFFTrx9Dn3yqzuk4TX8CH32CvpmnrfOE32At29jSrhq2iAJ+QbtA8PX+IqyOiTUwpkn2juE3BvaGcG8X47r39uPf+WIydFg6+gC4KjTAMW7SuOsO4N74+1/wUVG3Bt2d7Et3C2DG2d45bv4/oFym4J32TwB7wGcU+Yv7Gfn7rb3PH8Vdeh0VjmxTVwO2D7ANgi9R5Db9bqd93AuDU3/K2KWrYmTGur4WgLhvDACAFgEswMGw1m5WgS6VntEDefrYifsl5MzvlAUH3sz32/cdb3hZCSK/EaBmUFdU0Vbkvwe3MMsil1s2Yw+PzMDDQU18YLyC4H+zbWduJ9B50pAnpYgzDYEcOt4jUg0HeRmn0tVWNOLDpQus75AFgAHuRHRY8OhY3rxTgxuXbnE1USg2O7riM1KRcLHh0HHwDeuEUXB1BLWd772rSjYN5c+Nc28rRh1vYTjf1nHMgG0gAbECwwa8p5diSGwl8ds75sEc7vr2E9EY8HuASyD5CH2GXKWqB0sS7vfwlF9jpJVujVbNDAMqSgKv/YZe5BDWN4W9K7Xcfano++fzDQPySpmkvm6nLAc6tARLfBmZsZW8opnxmftpAvpC9IRDzCnseIYTYJIZhUFla19RDzxbGkzbL8mwVD+jv76EfQx8Q4g2RI9Xg6asowCeki10qr8dto/R8b87PWq0We386Z3THdtiYIBTmlKO6vEG/zN1LgjHTwhEzLhgOYiGiRgchI6UAB39NQn0N90Kz+HYV/vfhIYyfORST50fD3lam4zLEMGy6bk3G3Wr1uiC+Lg9WVyxsDV8IuA25O9WcYbV6S4peidyA2buAg3MBhg/zQT6fDWZm76aCWoSYI3IFAmayD4AN3CuvcYv3matKb6gul31kbmZ/FroAPuPujuP3GQMUn236DDMwfY5pWqaWAn8saKXtbkDkX4Ho1WwRPUKITWEYBjUVDfqU+9yMUjTUWlBXpJl+A90QGMZOWzco1AeOTlSPg7Bs8OqekJ6teXp+iIsjYjwlnGUJR24iL4M7z3nUqEAsenICAKChToaUK1cROzwGEhdHo97/sFh/BIb54NjuZFw6ncm53mS0DM7Fp+HG5XzMXzkGQRFWpJ/2JGoZUJNpkE5v0Buvqu/41xP3N+iFNwjmnQeZ7s2zRsAsYO7BZr1/hkFC0/G1c2SDe13QQgixDN8O8B7OPqJXs8vqCwx6+M+z4/otGY6jrAMKDrMPdudN/959LsMAMo0ESo0DhAI5HAUNTSNqzNxglPgDMWuAiL8AQqqZ0tMxDANpgxzSOiWkDXJIXMRU0NbGdOQxrqtqRG5Gqb4wXm2lBRlFzXj6uLA99GE+CAzzgZOLY5vaQmwfBfiEdCGGYbCjler5RbcrcWJvCmcbVw8nzF0xRr+dWCKC2EUIsaTlubNFjkLMfWQMho0Jwv6NF1BRzE1Bry6vx8YvjiF2QjBmPjiiZ975ZRig8Y7pAnf1+ejw3niBA+AWyk2p1wX0QpeOfa3mAmYBqwrZ6tnXvmanCtNxGcyOuQ9bxfZMEkLaz9kfcH4YGPIw+7OqgU3r143jL0mw8Gbh3cBerhYjpWoikspnoFrpo1/uLizFaO+jiPU4Cwe7Zin8HsPYwnkhD7H1BUiPJpcqkXI+G0kn0vXZdCe2ZMHdW4LRU8MRO57NpiO9V0cc44Y6GfIySvW99FVl1nc8uHk66VPuA8N84eLeAQVASZ/AYximg6+QbZdGo0FKSgpiY2MhEPTcypO9pZ190aXyOozac4Wz7MriEYjzYntrlAoV/vfBIVSW1N3dgAc89upMDAq9e7Fo7TFWqzQ4+0cqzhxKNTk3qpOzA+5bNgpDRw7qnh4IVWOz3nhdMJ9p2bhZazkN5I6J1/3fOaBnVKZmGGik5bhxNRFDY8ZAIPamgno2iM7VPZxWA1SlcYv31ee1uHlW3TBsz10NlVZ34W94LmHPu/Z8JZYGrUWIy3VAoMvImUWf714iK7UI29edhkqh1te/0TOoh7P02ckIiRrQTa0k7dHWYyxtUOB25t2AvrzY+ro+zm6ObDAf7ougMF+4eUlafxJpt97yXWxNO6kHn5Au1Dw9P9jFAbEG6flHtl/mBvcAJt4XxQnu28LOXoB7F8QgcuQg7Nt4AYXZ3HY01sux839nEJqYiznLR8PVREX/dmO0QEOhcU98TYblY2GtYSc27o13D2eX2ffwL00eD3DwhFI0AHDwpIt/QroDXwB4RbOPqOfYZY1FbDq/LuAvvwIwGmTVDcOW7JfBgAduYK/fGQBApRViS/bLWB78BRvk+4yiz3cvkZVahC1rT0DfL9a8e6zpZ5VSjS1rT2D56qkU5PcyVh3jr09g8rxhkMtVyEsvQUlhtdVJhWJnkX4e+qAwX3j4ONMwD9IhKMAnpIuw1fObp+f305/M05PzcfnPW5z1AwI9ce/8mA5rg/cANzzx+ixcOp2JY7uToZSrOOszrxYiL70E05YMx6jJoeDx2/BFo6w36I03qFZfm9lUKb6DSfzZ8fDNq9VL/HpGbzwhxHY4DQCCH2AfAFB1E/LNI7E9d7WZ4N4QHwy02J67Gi9H/g0Oynr2Jh7p0eRSJbavO80Gfq0FcQzAgMH2dafx8idLKF2/l2jLMT61/5pVr+EgFiIw1Kcp7d4H3gPcKKAnnYICfEK6yJWKBuTWyznLdNXz62uk2LeROyWevcgOi/8yEQK7ZheMDAPIKiBUFAEyP8Cpn1U9QDw+D6OmhCEsxg8HtyQh82ohZ71SocYfW5JwPTEX81eORb+BbsY70WqAhnzj4nY16WwPV0ezc2oWwDcF9K5DAPtOyDYghBBLOHojpWpiU1q+pTcU+VBpRfgt5yX47i8A7MpbfwrpViX5VWzKtqUYQKVQ47dvTvbdaWl7GauPsQWEDvYYNKSffhy9j58b+HzqeCCdjwJ8QrrIjpwyzs+DnR0Q5ykBo2Ww9+fzkDWbOu++h0fB08egsJuiBkjfAFxfC0FdNoYBQAoAl2Bg2Gp2vmQrpk5z8XDCw8/fixuX8/HH1iQ01nFvPhRml+P7fx3APZM8MDGmEnYNBtXqa28BGnkLe24rHluRnlOpvimYdxpAaayEkG4nlypRU9mAmooGVFc0oLq8HinFS6Gf6cJiPNxujMDtU3md0ErSU9zOLMPtzLLWNyQ2wU4oQEBIP/3UdQMGeYIvoICedD0K8AnpAqbT89nq+QnHbiDnRjFnXcTwAMROCL67IP9wsynUDNTlAOfWAIlvs/OpB8yyuF08Hg+Rw/0weKAcR3dfRXIK9yaDVsPg9MlKpCXcwXz/7QiQ3GphT1awdzZd4M5tCDsNHCGEdBOVQo2aqkZ9AF9j8KiuaIBcqjTxLErBJqQvGz9rKEKj/TAwyAt29j23SBvpOyjAJ6QLJFc2IMcoPb8fSgqqcHx3Mme5s5sY8x8de3dcVv5h4OBcNjXf5MCwpmVqGbvd3IOmg3x5tXFxu5oMoOYWHLVKLOABw0IicKDgcVQpfDlPrZAPxM+33sFIr+OYPmAbRIJWeu95fMA50ESBuzBA7Eu98YSQbqFRa1Bb1Yiaisa7AbxBj3zzTCZCCGnNqHvDqOI96VEowCekCzTvvQ9ydsAwFwf8uPYkNGqDaet4wKInxt+dk15Rw/bcMwwM51o2TQswfCB+MTBlPTt/vGHFelnraYJBzjfxbPjbOF2yEOdL54AB9070pYppyKiNw1z/DQhzTQaErs164ZseriGAnUPrfxhCCOlAWq0W9dUyNnivNOiBr2QD+PpqGXrS7MDDxgRRj18Pp1ZpcD0xt83Pp2Pc87X3GAsd7DuwNYS0HwX4hHQyNj2fG1w/EOSNY7uSjeZJHT9zKIIi+t9dkL6hKS3f0gtSLbv90WVtbq89X4XpA3Ygyi0R+/KfRLEsiLO+XuWB33LWYGisD+57YCIkbuI2vxYhhFiDYRg01sk56fPV+kC+EbVVjdBqWrsZ2n7Obo5w85LAzdMJt64XtZC6bwYPcPeSYNGTE6iKdg/HMAwKc8pRXdFg3TRodIx7jfYeY0cnGqZDehYK8AnpZCmVDchulvY5WaXFxZMZnGW+AR6Ycn/s3QUMA1xf2wUtbCJy50w35+sWhr84hyHxigYn912HSqnhbH4jpRQ5mfsx44HhiJsYQhcwhJB2YxgGcqmSG8Dre+EbUVPZAHWzc1FnEDuL4OYpgbuXpCmQZ/9195LA1dOJ0yN74dhNHN52yboXYIAx08LpvNkL8Hg8jJ4aTsfYhtExJraGAnxCOlnz9PxwkR1u7knhLLMTCrD4LxO5aXzySqAuu2Mbw7cDXAazgXzzavUOXkZj4/kAxs0CwocH4uDmRGQ3KwYolyqxf+MFXE/MxbyVY7lV/wkhxASlXMUZ/343mGcDeIVM1eltEDnas8F7U+DOPpz0y6xJuY0dH4wTe1OgUqot6v3j8QA7oR1ixgW3vjHpEegY2z46xsSWUIBPSCcyqp7PMHggrxqNzQruzXpwJLz7u3KfrGpo34t7jQC8YpoC+KaA3mUwILB+rJi7tzMe+ds0XLuQi8PbLxlN6ZeXUYrv3tuPyfOjMX5mJAR2NC0MIX2VWqXhFK6rqWjkpNM3P390BjuhAO6c4L2pN97TCW5ekrt1TjqAg1iIpc9Oxpa1J8CAMR8c8ADweHjouclwEFNab29Bx9j20TEmtoQCfEI60dXKBmTVyfQ/jyprgF1hDWeb0Bg/jJg8xPjJ9u2syLrgMODg2b59GODxeIgZNxghUQNweNslo4I0GrUWJ/akIO3ibcx/dCwGBnl12GsTQnoOjVqLumqDqeQqGznp9A21stZ30k58AV8frOvGwrsbBPJiZ4cuTZsNiRqA5aunYvu601Ap1GwAYBggNP1sL7TDQ89NRnDkgC5rG+kYdIxtHx1jYisowCekExn23nvLVJhVyC2q5+TigAWrxpm+EHXwBFyC2Xnura364jIYEHm0rdGtcHJ2wOK/TET02CAc2JyI2spGzvrSwmqs/ygeY6aFY8rCGAhFVF2WkOYYhoG0QQ5pnRLSBjkkLuIeM46T0TKor5U1G/9+N4Cvq5aC0XZuJXoejwcXd/HdnneD3nd3Lwkkbo7g83tWplBI1AC8/MkSXE3IRuLxdFSX383CcveSYMy0cMSMC6Yev16MjrHto2NMbAEF+IR0EoZhsCOXDfAFWgZLsith1+yieOHj4+Hk3MJ0cjweMGw1cG6N9S8e/WKnzzUfEjUQf31vPk78noKk4xmcqacYhsGFYzeRnpyPuSvGIiSK7nITArB1K1LOZyPpxN0LxxNbsuDuLcHoqeGIHd/5F44Mw0BaL0dN5d254KsrGlCr+7eqkTt9ZyeRuLKV6N0Ne+KbAngXd6deOdTHQSzEmGkRGD01HA11MqRcuYrY4TGQuDj2mBs4pH3oGNs+Osakt6MAn5BOcq2qEbeaUlWnFdbAt1nhqDHTwhESNdD8TsJXAYlvA2oZAEsuuPmAnSMQ9mjbGm0loYM9Zj80CsNGB2HfhgSU3anhrK+pbMSvXx1H9NggzFo6EuKWbmYQ0gdkpRZxUz8NVFc04PC2SzixNwVLn53c7ptipirR11beTalXKdTt2r8lHCWipnHwTs3GwbOV6O2FtnsJwuPxIJaIIHYRQiwRUVBgg+gY2z46xqS3st1vV0K62Y6cMgBAcK0c40u5BfP6DXTD9CXDW9+JyA2YvQs4OMeCLH0+22s/ezf7vC40MMgLT//fXJw/nIbTB64Z9f5du5CLrNQizHpoJIaNCaIvSdLnZKUWscWbdJkuzT/PTT+rlGpsWXsCy1dPNRvkKxUqfdV5o6nkKhqsn5e9DYQOTZXovZw408jpgnmRFZXoCSGEENIxKMAnpBPoqueLVRoszK3krBPY8bHkqWZT4pkTMAsIXgpk/dbCBk3Bsp0jG9wHzGx7w9tBYMfHPXOHYeiIQdi/6QJuZ5Zy1ksbFNiz/hyuXcjFvBVj4ObVziKChPQScqkS29edZoP71m7UMQADBtu/O43HXpsJWaPCeCq5igajmTg6g529gFvIzos7L7yjk5Bu1hFCCCE9DAX4hHSC1OpGZNZI8XBeNZxV3N7sGQ+MQL+B7pbvjNECpQktr3cZzI65D1sFiFxb3q6LePq6YNUrM3DlbBaO7rxsNKd1dloRvn13H6YsjMWYaeE9rlAWIR0t5Xy2dSnxDNuT/8OHhzqvUQD4Ah5cPe6m0BtOK+fuJYGTS9dWoieEEEJI+1GAT0gn2JFTjhHljQiv4U4XFRI1AKOnhlm3s+KzQP1tziLN3CO4cUeOoTFjIBB7d3pBPWvx+DyMmDQEodED8cfWi7h5JZ+zXqXU4Mj2y0hNysP8R8fC179zKv4T0t0YhkHSifTueXEe4OIu1o97dzPofXf3ksDZvedVoieEEEJI+1CAT0gHYxgG8dcLMbughrNc7CzC/Y+Nt75HLGMT92f3ocDAKVBWXGWn0uthwb0hZzcxlj43GenJ+Ti0JQn1zW54FOVV4ocPD2H8zEhMmjfMpotukb5J1qDgTLPU0ZxcHIwCeN24eFcPJwjsLBwKRAghhBCb0KOvpn/99VesX78e5eXlCA8PxzvvvIPo6GiT265cuRJJSUlGyydPnoz//e9/AIA333wTe/bs4ayfOHEi1q9f3/GNJ33W9fJ6xKXcgX2zKfHuXzUeEldH63amlgPZO7jLwlb26KDelPC4AASG+eLY7mRcPp3JWafVMDj7RypuXL6N+Y+ORWCYbze1kpCOVVFSiwtHb7ZrH0IHe3j2czY9Dt7DCfaiHv01TgghhJAu1mOvDA4dOoSPPvoI77//PmJiYrBhwwY8+eSTiI+Ph6enp9H2a9euhUp1d6xvTU0N7r//fsyePZuz3T333IOPPvpI/7NQ2LnzDZO+Z/eOyxgg5Y47H3lvKEJj/KzfWd5+QFlrsIAHDHmkfQ3sJg5iIeatGINhowNxYNMFVJTUcdZXldVjw2dHEXdPCGYsGQ5HJ1E3tZSQtlPIVbhx6TaSz2WhIKu83ft76aNFEEvos0AIIYQQy/TYAP/nn3/G0qVLsWTJEgDA+++/j1OnTmHXrl14+umnjbZ3c3Pj/Hzw4EE4ODgYBfhCoRDe3t6d1m7St+WmlwAphZxlGldHzHxgRNt2mLmZ+/PAewFnf0Cjadv+eoBBoT545h/zcOZQKs7+kQqthluEMPlMFjKvFmLO8tGIGB5ARb5Ij8cwDAqyy5F8Ngtpl253zBzzPMDdi61UTwghhBBiqR4Z4CuVSqSlpeGZZ57RL+Pz+Rg/fjySk5Mt2seuXbswd+5ciMVizvKkpCSMGzcOLi4uGDt2LP72t7/B3d2KiuYAND08uNK1r6e309bIGhXY/sMZGIajGh4wdtlI8O141h8PWQX4+Yc4+9OGPAJGo+n1x5jHBybNi0J4nB8Obk7EnWZTCTbWybFj3Z8IjfHD7IdHwsVd3MKebFdvP8Z9QX2tDNcv5CLlfDaqSus7ducMMGpKGLRabevbkh6JPsO2j46x7aNjbPt6yzG2pn09MsCvrq6GRqMxSsX39PRETk5Oq8+/du0aMjMz8eGHH3KW33PPPZgxYwb8/PxQUFCAL774Ak899RS2bdsGgcDyQkTXr1+3eNvu1FvaaQsYhsGVo4WQ13Hnpr4Q4Ib5TAVSUipbeGbLvEu2I0B7tydQyxPhakMItCkp+mW2cIxjZ/SD2w17pCeWQdNsSsHMq4XIuVGE8LH9MGioe5/szbeFY2xLtBoGpfn1KEivQXl+A5hW5rUXOgrQP9gFBTdroNW0srEBgR0PPKcGpBh83knvRJ9h20fH2PbRMbZ9tnSMe2SA3147d+5EaGioUUG+uXPn6v8fFhaGsLAwTJ8+Xd+rb6lhw4ZZdUOgq2k0Gly/fr3Ht9OWXD2fg+IcbjGtHBcRIu4NxfC4kDbtk7/nr9wFg+9H9MiJAGzvGMcNB2rnNOKPrReRdb2Is06t0iL1TAlqijSYt2I0vPq7dlMru5atHePerryoFlfPZ+NaYi6k9Qqz2/L4PIREDUDs+MEIGTYQAgEf2WlF+O2b02AYBjAX5/MAHo+HpX+9F8FD+3fsL0G6FH2GbR8dY9tHx9j29ZZjrGunJXpkgO/u7g6BQIDKSm6vZ2VlJby8vMw+VyqV4uDBg3jxxRdbfR1/f3+4u7vj9u3bVgX4AoGgR78BdHpLO3u7qrI6HN52ibNMKuBjT5AH/gjxbdsxqMkEyrizQvDDHgWa7cuWjrGHtwuWr56KtEu3Eb/1IhrrudkQhdnl+OHDP3DPnGGYeF9kn5n+y5aOcW8jlyqRdikPyWezcSe3otXtPX1cEDcxBNFjg+Dsxh1WEhrtj+Wrp2L7utPsGH0euIF+08/2Qjs89NxkBEcO6NDfhXQf+gzbPjrGto+Ose2zpWPcIwN8oVCIyMhIJCQkYPr06QAArVaLhIQErFixwuxz4+PjoVQqsWDBglZfp6SkBDU1NVR0j7SZRq3F7h/PQdmsqNa+IHe4uIsxzselbTtuXlzP0Rvwn9nGVvYePB4PUaMCETy0P47suIyUc9mc9Rq1Fqf2XUXapTzMf3Qc/IPps0s6FsMwuJ1ZhpRzWUi7fBtqpfkxb/YiO0SOHIS4iSHwD/Y2O4wkJGoAXv5kCa4mZCPxeDqqyxv069y9JBgzLRwx44LhIKbCeoQQQghpmx4Z4APA448/jjfeeANRUVGIjo7Ghg0bIJPJsHjxYgDA66+/Dh8fH7zyyiuc5+3cuRPTp083KpzX2NiI//73v5g1axa8vLxQUFCATz/9FIMGDcI999zTZb8XsS1/Hrxm1LN32csJ6e5ivBjkDX5bxowzjHGAH7IMENi3o6W9i6OTCPc/Nh7DRgfhwOYLnEAIYNOlf/o4HqPuDcO0RbEQOVJARNqnrqoRKQk5SDmXjery1gvmBYT0Q+zEYESOGAShg+WfTQexEGOmRWD01HA01MmQcuUqYofHQOLi2CdrTBBCCCGkY/XYAH/OnDmoqqrC119/jfLyckRERODHH3/Up+gXFxeDz+dznpOTk4PLly/jp59+MtqfQCBAZmYm9u7di/r6evTr1w8TJkzASy+9BKGQggNivduZpThzMJWzrFJkh8MBbgCABwe3sXe55DxQl8tdFraybfvq5QYP7Y/n3p2PU/uvIeHoDTBag5xmBrh4MgMZKQWY+8gYhMb4dV9DSa+kVmmQea0QyWezkJ1WzI6PN0Pi6oiYcYMROyEYXr7tqwXB4/EgloggdhFCLBFRcE8IIYSQDtFjA3wAWLFiRYsp+Zs2bTJaNnjwYGRkZJjc3sHBAevXr+/Q9pG+Sy5VYs/6c5yAQMMDdg32gFLAxwCxEON92hgAZDR7b7uFA94j2tHa3s1eZIcZDwxH1KhB2LfxAkryqzjr66ql2Prfk4gcOQizl42CxMWxm1pKeovSwmokn83CtcRcyBrMF8zjC3gIjfZD3IQQhEQNAF/AN7s9IYQQQkh36tEBPiE91aFfE1Fb1chZdnKAK4okIgDAkram52sUQPZ27rKwlQD17qH/IE889ff7cOHYTZzcd9VobHTapdvIvlGMmUtHIHZ8MPWIEg65VInriblIPpeF4ttVrW7v3d8VsRNDEDM2CE5004gQQgghvQQF+IRY6dqFHFxPyuMsy3MW4Vx/Z/3PbU7PzzsIKKq5y4Ysb9u+bBBfwMf4WZGIGB6AA5suIOdmCWe9XKrEvl8ScP1CLuatHAOPfm0sckhsAqNlkJtRgpSzWbiZXAC1ynzBPKGDPaJGByJuQjAGBnnRTSJCCCGE9DoU4BNiheryehzawp2+DkI77A7yANMUDPg6tiM9P7NZev6ASYBLYNv2ZcPcvZ2xYs10XE3IwZHtlyBrVHLW56aX4Lv3DuDeBTEYNyOC0qr7mJrKBqScy0bK+WzUVja2uv2gUB/ETQzB0OEBsBfR1yIhhBBCei+6kiHEQlqNFnt+OgeFTMVZfiGiH+qEd+fNXBLkBQG/DT1/8krg9kHustC+WVzPEjweD7HjgzEkagDit11CarOsCrVKg2O7riA1KRfzV43DgEGe3dNQ0iXUKg3Sk/ORfC4bOTeLuXPMm+DsJkbseLZgHmV6EEIIIcRWUIBPiIXO/JGKgqxyzrLAEYPwHl/LWfbg4H5te4Gs7YDW4OaBQAQEP9C2ffUhTi6OWPLUPYgeOxgHNl9AXZWUs76koBo/fvgHxs6IwJQFMdRDa2OKb1ci+Vw2rifmQi5Vmt2WL+AjPNYfcRODMXhof6OZWAghhBBCeju60iXEAoXZ5Ti9/xpnmbu3BPmxA4BrhfplPo72mNjW6bMyN3N/DlwAiNzatq8+aMiwgfjr+wtwYm8Kkk6kc3pwGYZBwpEbuHklH/NWjkHw0AHd11DSbtIGBa4n5iLlXBZKCqpb3b7fQDfETQxB9JggiJ0duqCFhBBCCCHdgwJ8QlqhkKuwe/1ZzhzsPD4Pi56ciHnJeZxtlwR5ty09vzYbKDnPXRZG6fnWEjnY476HR2HYqEDs33QBZXdqOOtrKhqw+T/HETNuMGYuHQlx06wHpOfTarXIuVGClHNZSE8pgEatNbu9yNEew8YEIW5iCPoHeFDBPEIIIYT0CRTgE9KK+K0XUV3ewFk2eV40ZJ5OuNZsqrw2V89v3nvv4An4z27bvgj8gr3x9P/Nwbn4NPx58LpRMHg1IQe3Uu9g9kOjEDU6kIK/Hqy6vB7J57Jx9Xw26qqlrW4fFOGLuAkhCI/zh72QvuIIIYQQ0rfQ1Q8hZqRdzEPK+WzOMv9gb9wzJwofXS3gLPdxtMc9vm7WvwjDABnNqueHPAwI7K3fF9ET2AkwaV40ho4YhP2bLiD/VhlnvbRegd0/nsW1CzmYu2IM3Dwl3dRS0pxKocbN5Hwkn81CXkZpq9u7ejghdkIwYscHw82LjiMhhBBC+i4K8AlpQW1VIw5sTuQsEzrYY9GTE8AX8LEzl1twb3Fb0/NLLwB13JsIlJ7fcbz6u+KxV2fi8plbOLbritEsCFmpRfj23f2YujAWo6eGUeG1bsIwDIryKpF8NgupF/OMjlNzAjs+IuICEDcxBEHhvuC15bNHCCGEEGJjKMAnxAStVos9688ZVeWe+8houHs7I6tWipRKbtp+m9Pzm/feuw4B+o1u276ISTw+DyMnhyIsxg+HtiQhPZmbfaFSqHF42yV2Sr1Hx8HHz72bWtr3NNbLce1CDlLOZRvVTDClf4AHYieGYNjoQDg6UQ0FQgghhBBDFOATYsL5wzdwO5ObGhw1OhDDxgQBAHbkcHvv+znaY1Jb0vM1SiBrG3dZ2EqAxoR3Cmc3MR766724eSUfh7YkoaFWxll/J7cS//vgICbMisSkedGwsxd0U0ttm1ajRVZaEVLOZSPjagG0GvOT1js6CTFs7GDEjQ+Gb4BHF7WSEEIIIaT3oQCfkGaK8ipx8vcUzjJXDyfMfWSMvhhb8wB/cWAb0/Pz/wAUVdxloSus3w+xSsTwAASF++Loriu48uctzjqthsGZQ6m4cTkf8x8di0GhPt3USttTWVqH5HNZuHo+x+jmihEeEDx0AOImBCMs1p9uthBCCCGEWIACfEIMKBUq7PrhDKdHkcfjYdGTE+AgFgIAsutkSO6s9Pz+EwGXoLbti1jFQSzE/JVjET0mCPs3XkBlaR1nfWVpHX759AiGTxqCGUuG648/sY5SrsKNy/lIPpdlVOjQFDcvCeImBCNmfDBcPZy6oIWEEEIIIbaDAnxCDBzedglVZfWcZRPvi+T04u7I4QYp3g72mNTf1foXk1cDefu5y0KpuF5XGxTqg2ffnYc/D17HufhUo3TxK3/eQubVQsxZPhoRwwO6qZW9C8MwKMypQPLZLKRdzINSoTa7vZ29AENHBCB2QggCQ32oYB4hhBBCSBtRgE9Ik5tX8nHlTBZn2cAgT0yeH8NZZpSeH+QFu7ZUXs/eAWgNivjxhUDwg9bvh7Sbnb0AUxfGInLkIOzfmIA7uZWc9Q21Mmz/7jTC4/wxZ/loOLuJu6mlPVtDrQxXL+Qg5WwWKkrqWt1+YJAnYieEIGpUIGVIEEIIIYR0AArwCQFQXyPF/o0JnGX2Ijss/stECOzuBu85dTJcqWient+vbS+a2Sw9P3Ae4EDV27uTj587nnhzNi6ezMDxPSlQNet5Tk8uQG56CaYvGY4R9wyhnmYAGrUWt1LvIOVsFjKv3wGjNV8wTywRIXrsYMRNDEa/gfR+J4QQQgjpSBTgkz6P0TLY+9M5yBq5U+Ldt2wUPPq5cJY17733crDH5Lak59flAsVnucsoPb9H4PP5GDMtAmGx/ji4ORFZqUWc9QqZCgc3J+J6Yi7mPzoWXr5tOP42oLy4FinnsnA1IQeNdXKz2/J4PIREDUDcxBCERg+EwI4K5hFCCCGEdAYK8Emfd+HYTeTcLOEsGzoiALHjg422bT7+fnFgG9PzMzdzfxZ5AIPmWL8f0mncPCVY/uJUpCblIf63i5A2KDjr82+VYd37BzBp7jBMmB3ZJ4JWhUyJtEu3kXwuG4XZ5a1u79HPGbETghE7PpiGNRBCCCGEdAEK8EmfVpJfheN7kjnLnN3EmLdyrH5KPJ2cOhkuG6Xnt6F6PsMYB/ghDwECGoPc0/B4PAwbE4Tgof1xZMdlXE3I4azXqLU4+ftVpF26jfkrx8IvuI2zKfRgDMMg/1YZks9m4cbl21ApNWa3txcKEDkyELETghEwpJ/R54gQQgghhHQeCvBJn6VSqLHrx7PQqLV3F/KARU9OgKOTyGj7nSbS8+8d4Gb9C5ddBGoyucvCKD2/JxM7O2DhExMwbGwQDmxKRE2zGz1ld2qw/uN4jJ4ajqkLYyFysO+mlnacumopriZkI+VcttHMEqb4B3sjdkIwIkcF2sTvTwghhBDSG1GAT/qso7uuoKK4lrNs/MxIBIX7mtx+Ry43wF/U5vT8ZsX1XIIBn7HW74d0ueChA/Dce/Nwat81XDh6EwxjUFCOAZKOpyM9OR9zHxmD0Gi/7mtoG2nUGmRcLUTKuWxkpRZxfz8TnFwcEDNuMGInhMC7LbUoCCGEEEJIh6IAn/RJmVcLcfFkBmdZ/wAPTF0YY3L73DoZLpVzezHblJ6vUQG3fuMuC10BUBpzryEU2WPmgyMQNToQ+zckoKSgmrO+rkqKrWtPImp0IGY/NBJOLo7d1FLLld2pRvLZbFy7kGNUa6A5Hp+H0OiBiJsQgpCogZxZJgghhBBCSPeiAJ/0OQ11Mvy+4TxnmZ1Q0DQlnulCaTub9d57iuwwpS3p+QXxgLyCuyxshfX7Id1uwCBP/OXvc3Dh2E2c2ncVahV3bHpqUh6y04owc+lIxIwb3OPGosulSqQm5SH5XBaK8ipb3d7L1wWxE0MQM3YwJK49/6YFIYQQQkhfRAE+6VMYhsHvP5+HtJ7bSzlr6Uh4mUkxbj493qIg77al52c0S8/3GQe4hli/H9IjCOz4mDA7EhHD/XFgUyJy07mzMcgalfj95/O4fiEH81aOhbu3cze1lMVoGeRlliLlXBZuXM43uinRnFBkh8jRgYibEAK/wV497iYFIYQQQgjhogCf9CkXT2YYzWseFuOHEZOGtPicvHoZLnZEer6iBsjbx11GxfVsgkc/F6x8eTpSzmfjyPbLkEuVnPU5N0vw7Xv7MWVBDMZOjwBf0LVp7bWVjUhpKpjXvECgKQFD+iFuQgiGjgyAUEQF8wghhBBCegsK8EmfUXanBkd2XOYsk7g6Yv6qcWZ7JptXz/doa3p+9i5AY5A5wLcHQpZavx/SI/F4PMRNCMGQYQMR/9tFpF28zVmvVmpwdOcVpCblYf6qcegf4NGp7VGrNMhIKUDy2Sxk3ywGzNfLg8TVEbHj2TnrPX1dOrVthBBCCCGkc1CAT/oEtUqDXT+c4U6JB+D+x8bDydnB7HObp+cvDPSCfUdUzx80F3DwtH4/pEeTuDjigacnYdiYAhz6NQl11VLO+uL8Kvzw4SGMmzEU986Phr3I+DTMMAykDXJI65SQNsghcRFbnB5fkl+F5HNZuJ6YC1mj0uy2fAEfYTF+iJsYguCh/bs8s4AQQgghhHQsCvBJn3Bs9xWU3anhLBszPRwhUQPMPu92vRxJHZGeX38bKDrNXRZK6fm2LCzGH4GhPji+JwUXT2VwetAZLYPzh9Nw88ptzFs5FoMj+gNgC9+lnM9G0ol0VJezqfQntmTB3VuC0VPDETs+GA5iodFryRoVuJ6Uh+SzWSjJr2q1bd4DXBE3MQTRYwe3eoOLEEIIIYT0HhTgE5uXlVqExGPpnGU+fu6Yvnh4q89tXj3fXWSHaQPdrW9E5q/cn0VuQOBc6/dDehWRoxBzlo/GsDFB2L8hAeXFtZz11eUN2PTFMcSOD8aQYQOx95fzUCnUQLPO+uqKBhzedgkn9qZg6bOTERI1AIyWQU56MVLOZuNmcr5RdopxW+wRNToIcROCMSDQkwrmEUIIIYTYIArwiU1rrJfj91+aTYlnz06JZ2dveko8Qztyyjg/LxzUhvR8hjGunh+8FBCIrNsP6bX8g73xzD/m4uwfaThz6LpRMJ5yPhsp57PvLmg+Xr7pZ5VSjS1fn0DkqEAUZJWhtqqx1dcODPNB3MQQRMQFmBwOQAghhBBCbAdd7RGbxTAM9m9IQEOtjLN8xgPD0W+gW6vPz2+QI7GsA9Lzyy8DNdwMAqqe3/cI7ASYPD8aQ0cOwv6NCSjIKm/9Sc0xAAMGqUm5ZjdzcRcjdgJbMK+7p+YjhBBCCCFdhwJ8YrMu/3kLGVcLOcuGDBuIUVPCLHr+rmbF9dyEbUzPb9577xIE+E6wfj/EJnj3d8Xjr83CpT8zcWxXMpRyVYfsV2DHR3isP+ImhiAowhf8thSCJIQQQgghvRoF+MQmVRTX4vD2S5xlYmcRFjxmfko8QztyjavnC62tMq5RAVlbuctCVwA0/rlP4/F5GHVvGEKHDcQ3/9gHlVLT5n35+LkjbmIIho0JglhCwz4IIYQQQvoyCvCJzdGoNdj141momwVN9z82HhIXR4v2UdAgR0JpHWdZm9LzC48Csmap2FQ9nzSxF9q1K7h/9JUZCAr37cAWEUIIIYSQ3oxyOInNObH3qtFUYaOmhCE02s/ifezKNU7Pn94R6fk+YwC3Idbvh9gkpULdrue7e0k6qCWEEEIIIcQWUIBPbEruzWKcP5LGWebV3xUzHmh9SjxDO5qNv78/0NP69HxlHZC7l7ssdIV1+yA2TdjOqvZCB/sOagkhhBBCCLEFFOATmyFrVGDPT+c5U4wJ7PhY8peJsBdaHkgVNshx3ig9v5/1DcreBWjkd3/m2wEhD1u/H2KzHCUiuHtLjOa9bxUPcPeWwNFJ2CntIoQQQv4/e/cdHkW59nH8t+kJCSUhCYTeEnoTFRBEEREpiiCIEpqI/Xhsx66viIrtHAXsgkoVKaIiCIKIR5Ai0nsJPUBCQgjpye68f+SwMEmAzWZDNsv3c11el/PsMzP35klC7p177gFQPpHgwyMYhqH5U1brTEqGafymO9qoWu3QYh1r7v6Tpu1Kft662Zny/N0FyvNr3yoFVi3+ceCxLBaLrunauPBz7y/FkK69qbHDDSMBAABwZSDBh0fY+Oc+7Vh/yDRWv0k1te/WpNjHmh2XYNq+vY4T3fPPHJaOLjeP0VwPRWjdsYF8/X0cvopvsUi+/j5q1aFB6QYGAACAcocEH+VeckKqfv7mL9NYYAU/9b33Olm8ineF82h6tla6onv+nhkyXZb1qyTV7VP848DjBQT5aeCDXfKvxl/q29UiyWLRXQ91UUAQ5fkAAAAwI8FHuWbNs2nuFyuUW6AbeZ+hHRRSOajYxyvYPb+ir7durlm8En8ZRuHy/AYDJJ+AYseDK0PD5lG65x9dz/WKKJjo/2/b189Hgx/rqgbNoi5rfAAAACgfStbCGShjv8/fpPgDSaaxtp0bqknb2k4dr3D3/KryL255/smNUrK5k79iKM/HxTVsHqUn3+mvTav2ac2vO3UqMc3+WpWqwbr2psZq1aEBV+4BAABwQST4KLcO7j6hP37eahoLi6yoW+5q59Tx4tOztfL4adOYU+X5Ba/eB9eWqndyKiZcWQKC/HTtTU10TdfGSkvN1Mb1m9S6bSsFVwykoR4AAAAuiRJ9lEtZGTmaN2ml6TZ3L2+L+t3XSX7+zj0bfO7+RFMz84q+3upe3PJ8W560e4Z5LDpWsvCjBsdZLBYFBfsrqKKfgoL9Se4BAADgELIOlDuGYWjBtDU6nZxuGr/x9taKqhvm9HELluffVseJ8vwjS6XME+YxyvMBAAAAXAYk+Ch3tqzZr61/HTCN1Y2JVMdbmjp9zGMZ2VrhivL8XQXK88PbSVUaOx0XAAAAADiKBB/lyqnEM1owfa1pLCAo/5F4Xl7OfzvPjTOX54f4eqt7zSrFO0jOGWn/PPMYV+8BAAAAXCYk+Cg3bFab5k1aqZysXNN47yHtVSm0QomOPXt/wfL8MAX4eBfvIHHzpLzMc9sWb6nhoBLFBQAAAACOIsFHufHHwq06vM+ciLfu2EDN2tUp0XGPZWTrj2MFy/Mjin+ggt3za/eQgpw4DgAAAAA4gQQf5cLhfYn6/afNprEq4cHqcffVJT72d/tPFirPv6W45flpR6Ujv5rHoinPBwAAAHD5kODD7WVn5ui7iStk2M6l4RYvi/qN7CT/AOceiXe+2XEJpu0+zpTn75kh0zP7fEOkereVODYAAAAAcBQJPtzez9/8pZSTaaaxLn1aqmYDJ7rcF3A8I1v/LVSe74Lu+Q3ulHwCSxAZAAAAABQPCT7c2ta/DmjTqjjTWK2G4ep8a3OXHL9geX6wr7duqRlavIOc3CQlbzGP0T0fAAAAwGVGgg+3dTopXQumrTGN+Qf6qt/ITvLyds237uw4c9O+3rXDFFjc8vzd08zbwbWkqC4ljAwAAAAAiocEH27JZrNp3pcrlJWRYxrvec81qlw12CXnOJGRo/8eTzGNFbs832b93/3352k0WLLwowUAAADg8iILgVtauWibDu42N79rcU1dtWxf32XnmHcgUef17VMFHy/dWquY5flHl0np8eYxyvMBAAAAlAESfLido/tPavmPm0xjlcIqqOfga116HpeU5xdsrhfeVgptWsLIAAAAAKD4SPDhVnKycvXdxBWyWc97JJ7FojvuvU4BQX4uO09CZo6WH0sxjQ2oH1G8g+SmS3HfmceiY0sWGAAAAAA4iQQfbmXRrHVKTjhjGuvUs7nqREe69Dzz9p80lecH+Xjp1trFLM+PmyflpZ/btnhJje52TYAAAAAAUEwk+HAbO9Yf0oY/9prGatSrqi69W7r8XLP3m+/v7107TEHF7p5foDy/VncpqFoJIwMAAAAA55Dgwy2knsrQ/CmrTGN+/j7qd18nefu49ts0MTNHv8WnmMaK3T0//Zh0ZKl5LJrmegAAAADKDgk+ypxhM/T9VyuVmW5+JN6td1+j0IgQl59v3oHC5fk9a4cV7yB7vpEM27lt32CpXl+XxAcAAAAAziDBR5lbtXSH9u84bhprelUdteroukfina9g9/xerijPr99f8g0qYWQAAAAA4DwSfJSp44eS9et3G0xjFasEqfeQa2WxWFx+vpNZOfot/pRprNjl+UlbpZMbzWMxlOcDAAAAKFsk+Cgzudl5mjtxhWzW80rdLVLfe69TYAX/UjnnvP0ndd4T+BTo7aWetYpZnl/w6n2FKCnqhhLHBgAAAAAlQYKPMvPLnL918thp09h1tzRTvcal14m+qPL8Cr7FKM+3WaXd081jjQZLXsUs8QcAAAAAFyPBR5nYvemI1i3fbRqrXjtUN97eqtTOeTIrR8tKWp4fv1xKP2oeozwfAAAAgBsgwcdll3Y6Uz9M/tM05uPnrX6jOsm7uM3uiuH7A4XL83sVt3v+7mnm7bBWUliLkgcHAAAAACVEgo/LyrAZ+uHrP5VxJts03uOudqparVKpnrtgeX7P2qHFK8/PzZD2zTGPcfUeAAAAgJsgwcdltfa3ndq7Nd40FtO6ptp2blSq503KytWvRwuW50cU7yAHfpBy085tW7ykRve4IDoAAAAAKDkSfFw2J46c0pI5601jwZUCddvQDqXySLzzFSzPD/D2Uq/aocU7yK4C3fNrdpMqVC95cAAAAADgAiT4uCzycq36buIKWfNspvG+IzoqKCSg1M8/Oy7BtN2zVqiCfX0cP0DGCenwL+ax6FgXRAYAAAAArkGCj8ti6dz1SjiaYhpr362JGjSLKvVzJ2fl6tcC5y529/w930iG9dy2T5BU/46SBwcAAAAALkKCj1K3d+tRrfl1p2kssmYV3dSvzWU5//cHTirPOFefH+Dtpd51its9v0B5fv1+km+wC6IDAAAAANcgwUepSj+Tpe+/KvBIPF9v9buvk3yK08G+BGbvN3fPv7W45fnJ26VEc+8ARdM9HwAAAIB7IcFHqTEMQz9OXqX01CzT+M0DrlJEjcqXJYbkrFwtPVKwe34xy/N3TzNvB1WXat5UwsgAAAAAwLVI8FFq/v59j3ZvOmIaa9Sihq6+IfqyxfDDQXN5vr+3Rb1rF6M837BJu6ebxxrdI3ldnuoDAAAAAHAUCT5KReKx01o8e51prEJIgG4bXvqPxDvf7DhzeX6PmqEK8StGeX78f6W0Q+axGMrzAQAAALgfEny4XF6uVd998Yfycqym8dtHdFRwxcDLFsep7FwtPVqwPD+ieAfZVaC5XmhzKaxlCSMDAAAAANcjwYfL/fbDRh0/bE6sr74xRo1a1Liscfx4MEm5NnN5fp/idM/Py5Ti5pjHYoZIl7ECAQAAAAAcRYIPl4rbcUx/Lt5uGguvXkk339n2sscyOy7BtH1LzVBVLE55/v4fpZzU8wYs+fffAwAAAIAbIsGHy2SkZev7L82PxPP28VK/UZ3kW5zE2gVSsnP1i6u759fsKgXXLGFkAAAAAFA6SPDhEoZh6Kepq3UmJcM0flO/NqpWK/Syx1OwPN/Py6I+dao6foDMROnwIvNYNM31AAAAALgvEny4xIYVe7VjvbnbfP2m1dX+piZlEk/B7vm31AxVpeJUEeyZKdnyzm37BEr1+7koOgAAAABwPRJ8lFjS8VQtmvmXaSww2F99R3SUxevyN6Q7nZOnX44km8aKX55foHt+vTskv5ASRgYAAAAApYcEHyVizbPpu4krlFvgkXi3DW2vkMpBZRLTjwdOKqdAef5tdYtRnn9ql5Rg/sBC0bEuig4AAAAASgcJPkpk+fxNij+YZBpre30jNW5Tu4wiKlye37245fkFr94HRkq1bnZBZAAAAABQekjw4bSDu09oxc9bTWNhkRV1y8Cryiii/PL8xSUpzzdshbvnN7pb8rq8TwEAAAAAgOIiwYdTsjJy9N2kFdK5Snh5eec/Es/P37fM4pp/0Fye7+tl0W11whw/wLGV0pmD5rEYuucDAAAAcH8k+Cg2wzD007TVSk02PxKva9/WiipOMl0KCpfnV1Hl4nzgULA8v0pTqWobF0QGAAAAAKWLBB/Ftnn1fm37y3yVu25MpDp2b1pGEeVLLbI8P8LxA+RlSXtnmcdihkiWy/8kAAAAAAAoLrdO8KdPn66uXbuqRYsWGjBggDZv3nzBuUOGDFFMTEyh/+6//377HMMwNG7cOHXq1EktW7bU8OHDdeDAgcvwTjzHqcQzWjhjrWksIMhPfe+9rkweiXe++QeTlG01l+ffXpyKgoM/STmnzWONBrsoOgAAAAAoXW6b4C9cuFBjx47VI488onnz5qlx48YaOXKkkpKSipw/YcIErVixwv7fTz/9JG9vb/Xo0cM+54svvtDUqVP16quvatasWQoMDNTIkSOVnZ19ud5WuWaz2vTdpJXKyco1jfce0l6VQiuUUVTnzI5LMG3fXKOY5fm7CpTnR90ghdQqeWAAAAAAcBm4bWvwr776SgMHDlT//v0lSaNHj9by5cs1d+5c01X5sypXrmzaXrBggQICAuwJvmEYmjJlih566CF169ZNkvTOO++oY8eOWrp0qXr16uVwbFar9dKTytDZ+Fwd539/2qIj+8z3uLfqWF+N29Qs869Jak6eFhUoz+9ft6rjcWWelNehhTq/BsHWaLAMN13r0lpjuA/W2POxxp6N9fV8rLHnY409X3lZ4+LE55YJfk5OjrZt26YHHnjAPubl5aWOHTtqw4YNDh1j7ty56tWrl4KCgiRJR44cUWJiojp27GifExISolatWmnDhg3FSvC3bNni8Nyy5Mo4k49n6M8FB0xjQRV9Vb2xrzZu3Oiy8zhrUXKuqTzfxyLVS43Xxo3HHNo//Pgs1bbl2bdtFn9tSmskmxu8t4spL9+LcB5r7PlYY8/G+no+1tjzscaez5PW2C0T/FOnTslqtSoszHz/dFhYmOLi4i65/+bNm7V792698cYb9rHExET7MQoe8+TJk8WKr0WLFvL29i7WPpeT1WrVli1bXBZndmauvpiz0PRIPIuXRXc9dKNq1Kta4uO7wpil2yVl2be71aii69s1d3h/r3mPmAfq366W7Tq5KDrXc/Uaw/2wxp6PNfZsrK/nY409H2vs+crLGp+N0xFumeCX1Jw5cxQdHa2WLVuWyvG9vb3d+hvgLFfFufjb1Uo5mW4au6FPS9VuGFniY7vCmSLK8wc2iHD8vafskRLWmIa8YoZKV9Aaw32xxp6PNfZsrK/nY409H2vs+Txpjd2yyV6VKlXk7e1dqKFeUlKSqla9+BXjjIwMLViwQHfeeadpPDw83H6M4h7zSrZlzX5tXm2umqjdMEKdejp+dby0/XQoqUB5vkW31ynGmu6eZt4ODJdqdXdRdAAAAABweZQowT916pQmT56sp556SiNHjtQXX3xhf23Pnj369ddflZmZWezj+vn5qVmzZlq1apV9zGazadWqVWrTps1F9120aJFycnJ02223mcZr1qyp8PBw0zHT0tK0adOmSx7zSpWSlKYF081Xtv0DfXXHyOvk5eU+nw3NjjM3/utWs4pCAxzsnm8YhRP8hndL3sXovg8AAAAAbsDpEv2ff/5ZL730kjIyMmQYhiwWiyIiIuyvnzhxQo8++qjeeust3X777cU+/ogRI/Tss8+qefPmatmypSZPnqzMzEz169dPkvTMM88oMjJSTz31lGm/OXPmqFu3bqpSpYpp3GKxaOjQofrkk09Up04d1axZU+PGjVNERIS9qz7OsdlsmjdppbIzzY/E6zX4WlWuGlxGURWWlpunnw+by/MH1At3/ADH/5RSC/R1iI51QWQAAAAAcHk5leBv2LBBTz/9tIKDg/Xss8/qqquu0oABA0xzOnTooJCQEC1ZssSpBL9nz55KTk7W+PHjlZiYqCZNmmjixIn2cvpjx44VuoocFxenv//+W19++WWRxxw1apQyMzP1yiuvKDU1VVdddZUmTpwof3//Ysfn6Vb+vE2H9pifK9/i2npqcW29MoqoaD8dTFKW1Wbf9rFY1LduMcrzd001b1eOkSLauSg6AAAAALh8nErwP/vsM1ksFn355Zdq1qxZkXO8vb3VtGlT7dmzx+ngYmNjFRtb9NXUqVOnFhqrX7++du3adcHjWSwW/fOf/9Q///lPp2O6Ehzdf1LL528yjVUKq6Ce91xTRhFdWMHy/JtqVHa8PN+aLe2bZR6LHiJZLC6KDgAAAAAuH6dupN6wYYPatGlzweT+rKpVqyohIeGic+BecrJy9d3EFbKd17TOYrGo38hOCgjyK8PICkvLzdPCAuX5d9YvRnn+wYVS9inzWPRgF0QGAAAAAJefUwl+ZmZmoXvci5KamurM4VGGFn27TskJZ0xjnXs1V+1GERfYo+wsPJRsKs/3tqhk5flR10sV67omOAAAAAC4zJxK8CMjI7V3796LzjEMQ3v27FHNmjWdCgyX3/a/D2rDCvO61qxfVV16tyyjiC6uYHl+16gqqhrgYJVBVrJ08CfzWPQQF0UGAAAAAJefUwl+586dtX//fi1YsOCCc2bPnq1jx47phhtucDY2XEapyemaP2W1aczP30d3jOwkL2/3eSTeWem5Vi04lGQaG1Cc8vy9syTbeU8I8PaXGtzpougAAAAA4PJzqsne/fffr59++knPPvustm/frptvvllSfun+9u3btWTJEk2cOFGhoaEaPny4K+NFKTBshr7/6k9lZeSYxm+95xqFRoSUUVQXt/BwkjILlOffUa8Y5fm7C5Tn171N8q/smuAAAAAAoAw4leBXq1ZNn332mf7xj39o0qRJ+vLLL2WxWLR48WItXrxYhmEoLCxMH3/8scLCwlwdM1xs1ZLt2r/zuGmsWbs6atWhfhlFdGkFy/NvLE55/ul90vE/zWPRRT+tAQAAAADKC6cSfElq06aNFi1apDlz5ujPP//U0aNHZbPZVK1aNXXs2FGDBg1SSIh7Xv3FOccOJevXeRtNYxWrBKlX7LWyuOnj4jLySliev3uaeTsgTKrdwwWRAQAAAEDZcTrBl6Tg4GANHz6cMvxyKjc7T9998Yds55W6yyLdMfI6BVbwL7vALmHhoSRl5BUoz3e0e75hFE7wGw6SvN3rEYAAAAAAUFzu1z0Nl80vc/7WyePmRxle16OZ6sZUK6OIHFOwPP+GqMoKD3QwQT+xRjpd4AkQMXTPBwAAAFD+OZXgr1q1So8++qjWrVt3wTl//fWXHn30Uf31119OB4fSs2vjYa1bvts0Vr1OqG68rVUZReSYjDyrfipYnl8vwvEDFGyuV6mRFHGNCyIDAAAAgLLlVIL/7bffauXKlWrcuPEF5zRp0kQrV67UzJkznQ4OpeNMSoZ+nLzKNObr561+93WSt493GUXlmJ8PJZvK872K0z3fmiPtKfD9GDNEctNeAwAAAABQHE4l+Js3b1bTpk0VHBx8wTnBwcFq2rSpNm3a5HRwcD3DZuiHr/5URlq2afyWu65W1WqVyigqx82OSzBt31C9siIcLc8/9LOUnWweazTYRZEBAAAAQNlyKsE/efKkqlW79H3a1apVU2Ji4iXn4fJZs2yn9m0/Zhpr3LqW2nZuWEYROS6zqPL84nTP31WgPL/adVIl930UIAAAAAAUh1MJfmBgoJKSki45Lzk5Wf7+7tuN/Upz4sgpLZ273jQWXClQfYa2d9tH4p3v58PJSi9Qnt+vnoMJftYp6cB88xjN9QAAAAB4EKcS/KZNm2r9+vWKj4+/4Jz4+HitW7dOMTExTgcH18nNydN3E1fIel6CLEl97+2ooJCAMoqqeAp2z+9SnPL8uDmSLefctpef1GCgC6MDAAAAgLLlVILfv39/5eTk6IEHHtCWLVsKvb5lyxY9+OCDysvLU//+/UscJEpu6XcblHA0xTTW/uYmatA0qmwCKqbMPKvmHzxpGitReX7d3lJAFRdEBgAAAADuwceZnXr37q0lS5Zo8eLFGjhwoBo3bqxatWpJkg4fPqydO3fKMAzdfPPN6tu3ryvjhRP2bDmqtb/uNI1F1qyim+5oU0YRFd+iosrz6zqY4KcekI79YR6LpjwfAAAAgGdxKsGXpPfff1+ffvqpvv76a+3YsUM7duywv1axYkUNGzZMDz74oEuChOMMw1BGWpYyUnOUkZYliyz64es/TXN8fL3Vf1Qn+fi69yPxzlewPP/6apUVGeRgef7uaeZt/1CpTk8XRQYAAAAA7sHpBN/Ly0sPP/ywRo0apa1bt+rYsfzO7NWrV1ezZs3k5+dg8gWXyMrI0cY/92ntsp06lZgmSVo2Y698/byVm2M1ze0+4CqFR1Uugyidk5ln1Xxnu+cbhrS7QHl+w7skb74/AQAAAHgWpxP8s3x9fdWmTRu1aVN+yr09zd6t8Zr16e/Kzc6TCjTDL5jcN2pRQ+1uiL6M0ZXc4iPJSss99z4skvrVq+rYzgl/SSm7zWPRsa4LDgAAAADcRIkTfJStvVvjNWPCMhmGkT9gXHx+y/b1ysUj8c5XqDy/eiVVC3Lw8YsFr95XbCBV6+CiyAAAAADAfTid4Ofk5Oinn37SX3/9pcTEROXk5BQ5z2KxaPLkyU4HiAvLysjRrE9/z0/uL5HYn/XjlNVq2LyGAhy9f72MZeVZNf9gwfL8CMd2tuZKe2aax6JjpXL2AQcAAAAAOMKpBP/EiRMaNmyYDh48eO7K8QWUt6vF5cnGP/fll+UXQ252njat2qdrb2pSSlG51uIjp3SmQHl+f0fL8w8vlrLMj9ZTDOX5AAAAADyTUwn+O++8owMHDqhNmzYaMWKE6tatqwoVKrg6NlyEYRhau2znpScWZJHW/LpT13RtXC4+fJkdl2Da7lyc8vxdBcrzIztIlRq6KDIAAAAAcC9OJfgrVqxQVFSUvv76a/n7O5hswaUy07Lt3fKLxZBOJaYpMz1HQcHuvXbZVpt+LFieX8/B7vnZp6UDP5jHYoa4KDIAAAAAcD9ezuyUk5Ojli1bktyXoZxiluYX2j8r10WRlJ5fjiQXKs/v52iCv2+OZM0+t+3lKzUc6NoAAQAAAMCNOJXgR0dH69SpU66OBcXg51+yByD4Bfi6KJLSU7B7/nXVKimqgpPd8+v0lALCXBQZAAAAALgfpxL8UaNGad26ddq8ebOr44GDAoP9VSU8uNBz7y/JIlUJD1ZgBffuop9ttemHA+YGeQPqO3j1/sxBKf5381g05fkAAAAAPJtTl4GbNm2q4cOHa9iwYRoxYoQ6duyoatWqycur6M8LoqKiShQkCrNYLLqma2Mt/nZd8XY0pGtvcv8Ge0uOJCv1vPJ8ServaHn+7hnmbf/KUt3ergkMAAAAANyUUwl+165dZbFYZBiGPvnkE33yyScXnGuxWLR9+3anA8SFte7YQMu+36jcnDzp4k8rlJT/+HcfPx+16tCg9IMroULl+ZEVVcOR8nzDKFye32Cg5E2/CAAAAACezakE/+qrr3Z1HHBCQJCfBj7YRTMmLJMh4+JJvkWSxaK7HuqigKByUJ5/sGB5foRjOyeul07tMI/RPR8AAADAFcCpBH/q1KmXnoTLomHzKN3zj66a9envys3Oy0/kz0/0/7ft6+ejux7qogbN3P92iaVHT+l0TsHy/KqO7Vzw6n3FelK161wUGQAAAAC4r5K1YodbaNg8Sk++01+bVu3Tml936lRimv21KlWDde1NjdWqQwO3v3J/1uy4BNN2x8iKqhkccOkdbXnSnm/MY9Gx+fcmAAAAAICHI8H3EAFBfrr2pia6pmtjpaVmauP6TWrdtpWCKwa6fUO98+VYbfrhQJJpzOHu+Yd/kTLNHw4oOtZFkQEAAACAeytRgp+Zmak1a9bowIEDSk9Pl2EUvgncYrHokUceKclpUAwWi0VBwf4KquinoGD/cpXcS/nl+Sk5eaaxOx3tnr+rQHl+xDVS5WgXRQYAAAAA7s3pBP+7777T2LFjlZZ2rhzcMAxTQnl2mwQfjirYPb+Do+X5OanS/u/NYzTXAwAAAHAFcSrB//PPP/Xiiy8qJCREDzzwgNasWaONGzfqtdde06FDh7RkyRIdPHhQsbGxatasmatjhofKsdr0/YEC3fMdvXof951kzTq37eUjNRzkwugAAAAAwL15ObPTl19+KYvFoilTpujxxx9X3bp1JUkDBw7U008/rQULFmjYsGGaO3cuCT4c9mtR5fmO3n9fsDy/9q1SoIOd9wEAAADAAziV4G/ZskWtWrVS48aNi3zdx8dHzz77rEJDQzVhwoQSBYgrR8Hy/PYRFVXLkfL8tCPS0d/MY9GU5wMAAAC4sjiV4GdkZCgq6tzz1H19fSXJdD++l5eXWrVqpXXr1pUwRFwJcm02fX+wQHm+o1fvd0+XdF6DR7+KUt0+rgsOAAAAAMoBpxL88PBwpaSk2LcjIiIkSQcOHDDNO336tLKysgRcyq9HT+lUthPl+YYh7S5Qnt9ggOTjwJV/AAAAAPAgTiX49erV08GDB+3bbdq0kWEYmjhxov1ReevXr9fq1atVr14910QKj1awPP/aiBDVdqQ8/+RGKXmbeYzyfAAAAABXIKcS/BtuuEFHjhzR5s2bJUkdOnRQTEyMFi9erM6dO6tfv34aOnSobDabhg0b5tKA4XlybUV0z68f4djOu6eZt4NrS1GdXRQZAAAAAJQfTiX4ffv21RdffKGwsLD8g3h56fPPP1fHjh2VnJys7du3KzAwUI8//rhuv/12lwYMz7PsaIqSC5bnO/J4PFuetGeGeSw6VrI49W0NAAAAAOWajzM7hYSEqHNn81XSyMhITZo0SZmZmTpz5ozCwsLk7e3tkiDh2WbHJZi2rwkPUZ0QB8rzj/wqZRw3j8VQng8AAADgyuRUgn8xgYGBCgwMdPVh4aFybTbNK1Se72D3/F0FmuuFt5OqFP3oRgAAAADwdNQyo0z9Fl9Eeb4jCX5umrR/nnmMq/cAAAAArmBOX8FPTk7WjBkztHbtWiUmJionJ6fIeRaLRUuXLnU6QHi2gt3zrw4PUd0QBypA9n0n5WWc27Z4Sw0HuTg6AAAAACg/nErwd+3apWHDhun06dP2x+IBxZVns2nefnOC73B5/u4C5fm1bpGCHOy8DwAAAAAeyKkE/4033lBKSopuv/123XvvvapVq5aCgoJcHRs83PL4FCU50z0/PT6/wd75KM8HAAAAcIVzKsHfvHmzYmJi9Pbbb7s6HlxBCpbntwsPUb2KDpTn754h6bzKEd8QqR6PYwQAAABwZXOqyV5QUJAaNmzo6lhwBcmz2fRdge75Dl29lwqX5ze4U/LhyQ0AAAAArmxOJfjt27fXzp07XR0LriC/Hzutk1m5pjGH7r8/uVlK2mweozwfAAAAAJxL8B9//HElJyfr/fffl9VqdXVMuALMjkswbbetGqz6DpXnF7h6X6GmFNXFhZEBAAAAQPnk1D34tWvX1syZM/Xwww/r559/1jXXXKPIyEhZLJZCcy0Wix555JESBwrPkWez6bv95vJ8h67e26zSnhnmsejBksWpz6kAAAAAwKM4leDn5ubq008/VVxcnAzD0KFDhy44lwQfBf332GklFirPd+ARd0eX5XfQPx/l+QAAAAAgyckE/4MPPtC8efNUtWpV9e7dm8fkoVgKds9vExasBg6V508zb1dtI4U2c2FkAAAAAFB+OZXgz58/X6Ghofrhhx8UFhbm6pjgwaw2Q98dMCf4DpXn56ZL++aax7h6DwAAAAB2Tt28nJqaqnbt2pHco9j+ezxFCZlOdM/f/72Ul35u2+IlNbrbtcEBAAAAQDnmVILfsGFDpaenX3oiUEDB8vzWYcFqWMmB2zt2FeieX6u7FFTNhZEBAAAAQPnmVIJ/7733as2aNdq+fbur44EHs9oMfbffifL89GPSkSXmsWjK8wEAAADgfE7dg9+6dWsNHjxYQ4YM0fDhw9WxY0dFRkbKy6vozwuioqJKFCQ8wx/HU3TCmfL8Pd9Ihu3ctm+wVK+va4MDAAAAgHLOqQS/a9euslgsMgxDH3/8sT7++OMLzrVYLFzph6TC5fmtwiqokSPl+bsLlOfX7yf58tQGAAAAADifUwn+1Vdf7eo44OGsNkNzC5bn14u49I5JW6WTG81jlOcDAAAAQCFOJfhTp0699CTgPCuOn3auPH/3NPN2hSipxo0ujAwAAAAAPINTTfYeffRRvfbaa66OBR5sdlyCabtlaAVFV75Emb1hk3ZPN481Gix5ebs4OgAAAAAo/5xK8H///XedOnXK1bHAQ+WX5580jTl09f7ocin9iHkshvJ8AAAAACiKUwl+zZo1lZmZ6epY4KFWnjit45k5prEB9R24/75gc72wVlJYCxdGBgAAAACew6kEv1evXlq7dq0SExMvPRlXvILd81uEVlDMpcrzczOkfXPMY1y9BwAAAIALcirBf+CBB9SuXTvFxsZqyZIlys3NvfROuCLZjCK65ztSnn/gByk37dy2xUtqdLeLowMAAAAAz+FUF/0ePXrIMAwdO3ZMjz32mCwWi0JDQ+Xv719orsVi0dKlS0scKMqnlcdP61hGwfJ8BxL8XQW659e4Kb+DPgAAAACgSE4l+EePHjVtG4ahkydPXmA2rmQFy/ObV6mgxpUrXHynjBPS4cXmMcrzAQAAAOCinErwd+7c6eo44IGcLs/fM1MyrOe2fYKk+ne4ODoAAAAA8CxO3YMPOGLViVTFO1OeX7B7fv1+km+wCyMDAAAAAM9Dgo9SMzsuwbTdrEqQmlS5RHl+8g4p8W/zWDTl+QAAAABwKU6V6J+1c+dOzZgxQ+vWrdOJEyckSZGRkWrXrp3uueceNW7c2CVBovyxGYbmFCrPj7j0jgWv3gdVk2re5MLIAAAAAMAzOZ3gT548We+++66sVqsMw7CPx8XFKS4uTt99953+9a9/adiwYS4JFOXL6hOpOppezPJ8wybtnm4ea3SP5OXt4ugAAAAAwPM4leCvXLlSY8eOVWBgoIYMGaLbb79dNWrUkMVi0ZEjR/TDDz9o5syZeuuttxQdHa0OHTq4Om64uYLd85tUDlLTS5Xnx/8hpR0yj9E9HwAAAAAc4lSC/9VXX8nHx0eTJk1S27ZtTa81btxYjRs3Vvfu3RUbG6svv/ySBP8KU3R5vhPN9UKbS2GtXBgZAAAAAHgup5rsbdmyRVdffXWh5P58bdq00TXXXKPNmzc7HRzKpzUJqTqSnm0au2SCn5cp7ZttHosZIlksLo4OAAAAADyTUwl+ZmamQkNDLzkvNDRUmZmZzpwC5VjB8vzGlYPU7FLl+QfmSzmp5w1Y8u+/BwAAAAA4xKkEv3r16tqwYYPy8vIuOCcvL08bNmxQ9erVnQ4O5Y/NMDQnrnB5vuVSV+J3FSjPr9lVCq7p4ugAAAAAwHM5leB37dpV8fHxeuGFF5Samlro9bS0NL388ss6duyYbrqJR5xdSdYmpOpwccvzMxOlw4vMY9E01wMAAACA4nCqyd4DDzygJUuWaP78+fr111/VuXNn1ahRQ5IUHx+vP/74Q2lpaapVq5YeeOABlwYM91awPD+mUqCaX6o8f89MyXZeNYhPoFS/XylEBwAAAACey6kEv3Llypo+fbr+7//+T8uXL9eiRYsKzbnhhhs0evRoVapUqcRBonwwiuyeH3Hp8vzd08zb9fpKfiGuDQ4AAAAAPJxTCb4kRUZG6tNPP9Xhw4f1999/KyEhQZIUERGhq666SrVq1XJZkCgf1iae0aG0Ypbnn9olJaw1j1GeDwAAAADF5lCCP3ToUHXu3FmjRo2SJP3111+qWrWq6tWrp1q1apHMQ5I0Oy7BtB1dKVAtQi9Rnl/w6n1gpFTrZhdHBgAAAACez6Eme2vXrlVcXJx9e8iQIfriiy9KLSiUP4Yz3fMNW+EEv9HdkpfThSUAAAAAcMVyKMH39fUt9Dx7wzBKJSCUT38lntHBQuX5ERff6dhK6cwB81gM5fkAAAAA4AyHLpXWqVNHq1at0tq1a1WzZv6zyTMyMhQfH+/QSaKiopyPEOVCwe75jSoFquUly/OnmrerNJWqtnFxZAAAAABwZXAowR84cKDefPNNDRs2zD72yy+/6JdffrnkvhaLRdu3b3c+Qrg9wzAK3X8/oN4lyvPzsqS9s8xj0bHSpTruAwAAAACK5HCTvWrVqunXX3/V8ePHtWbNGoWFhalevXqlHR/KgXVFludfonv+wQVSzmnzWPRgF0cGAAAAAFcOh7uZde/eXd27d5ckNW7cWJ07d9bYsWNLLbDp06dr0qRJSkxMVOPGjfXyyy+rZcuWF5yfmpqq999/X0uWLFFKSopq1KihF154QV26dJEkTZgwQR9++KFpn3r16mnRokWl9h6uFAXL8xtWDFSrsOCL71SwPD/qBimktmsDAwAAAIAriFPtyh999FE1adLE1bHYLVy4UGPHjtXo0aPVqlUrTZ48WSNHjtSiRYsUFhZWaH5OTo5GjBihsLAwjRs3TpGRkYqPj1fFihVN8xo1aqSvvvrKvu3t7V1q7+FKYRiGZu8vZvf8rCTp4ELzGM31AAAAAKBEnErwJ0+erOjoaN10002ujkeS9NVXX2ngwIHq37+/JGn06NFavny55s6dq/vvv7/Q/Llz5+r06dOaOXOmfH19JcneDPB83t7eCg+/ROm4A6xWa4mPUZrOxnc54lyXeEYHzmSZxvrVCbvouS27v5GXLde+bXgHyFb3DsnNv67u5HKuMcoGa+z5WGPPxvp6PtbY87HGnq+8rHFx4nMqwbdarapWrZozu15STk6Otm3bpgceeMA+5uXlpY4dO2rDhg1F7rNs2TK1bt1ar732mn799VeFhoaqd+/eGjVqlOkq/cGDB9WpUyf5+/urdevWeuqpp5zq8L9ly5biv7EycDni/OSI+d77mv4W6fAebTxy4Sv4Mds+1/kF/Kcqddb+7XGlFKFnKy/fi3Aea+z5WGPPxvp6PtbY87HGns+T1tipBL9Ro0ZKSEi49EQnnDp1SlartVApflhYmOLiik4CDx8+rNWrV6tPnz76/PPPdejQIY0ePVp5eXl69NFHJUktW7bU2LFjVa9ePSUmJuqjjz7S4MGDNX/+fAUHX+J+8QJatGjh1uX9VqtVW7ZsKfU4DcPQH7vXmcbuiamhNm0u0nzx9B55rzH/AFW65lG1rtO6FCL0XJdrjVF2WGPPxxp7NtbX87HGno819nzlZY3PxukIpxL82NhYPfvss1q3bp3atWvnzCFcyjAMhYWFacyYMfL29lbz5s114sQJTZo0yZ7gn222J+U3CWzVqpVuvPFG/fzzzxowYECxzuft7e3W3wBnlXac60+eUVyB8vy7GkZe/Jx7vzFvB4bLu86tUjn4erqj8vK9COexxp6PNfZsrK/nY409H2vs+TxpjZ1K8K+66irdeeeduu+++3TnnXeqa9euql69uvz9/YucX5wy+CpVqsjb21tJSUmm8aSkJFWtWrXIfcLDw+Xj42NalPr16ysxMVE5OTny8/MrtE/FihVVt25dHTp0yOHYYFawe379kAC1uVj3fMOQdk8zjzUcJHn7lkJ0AAAAAHBlcSrB79q1qywWiwzD0PTp0zV9+vQLzrVYLNq+fbvDx/bz81OzZs20atUqdevWTZJks9m0atUqxcbGFrlP27Zt9dNPP8lms8nLy0uSdODAAYWHhxeZ3EtSenq6Dh8+7JKme1ciwzA0O858m8Ylu+cfXyWlFrjNIpru+QAAAADgCk4l+FdffbWr4zAZMWKEnn32WTVv3lwtW7bU5MmTlZmZqX79+kmSnnnmGUVGRuqpp56SJN19992aNm2a3njjDcXGxurgwYP67LPPNGTIueTx7bff1o033qioqCglJCRowoQJ8vLyUu/evUv1vXiqjUlp2pdqLs8fUD/i4jvtnmrerhwjRZT9LR4AAAAA4AmcSvCnTp166Ukl0LNnTyUnJ2v8+PFKTExUkyZNNHHiRHuJ/rFjx+xX6iWpevXqmjRpksaOHavbbrtNkZGRGjp0qEaNGmWfc/z4cT355JNKSUlRaGiorrrqKs2aNUuhoaGl+l48VcHy/HohAWpb9SLl+dZsae+35rHoIdLFrvgDAAAAABzmVIJ/OcTGxl6wJL+oDxjatGmjWbNmXfB477//vstiu9Lll+ebE/w7612iPP/gQin7lHksenApRAcAAAAAVyaXJPgHDhzQqVOnVLlyZdWrd5FHpMEjbEpK097UTNPYgPqX6GWwq8CHMlHXSxXrujYwAAAAALiCeV16StFycnL0n//8R9dee61uvfVW3XPPPfr888/tr//www+64447tGPHDpcECvdR8Op93ZAAtQsPufAOWcnSwZ/MY9FFV2cAAAAAAJzjVIKflZWlIUOG6IsvvpCvr6+6dOkiwzBMc9q3b6+dO3fq559/dkmgcA+GYWj2/mKW5++bLdlyz217+0sNBpRShAAAAABwZXIqwZ84caI2bdqk/v3769dff9Wnn35aaE5kZKQaNmyoP//8s8RBwn1sTk7XntMlLM+v20fyr+zawAAAAADgCudUgr9w4UJFRUXp1Vdflb+//wXn1atXT8ePH3c6OLif2XEJpu06wf66+mLl+afjpOMrzWPRQ4qeCwAAAABwmlMJ/pEjR9S8eXP5+Fy8R5+vr69Onz7tVGBwP0V2z69/ifL83dPM2wFhUu0epRAdAAAAAFzZnErwAwICHErcjxw5okqVKjlzCrihLcnp2l2oPD/iwjsYhrS7QHl+w0GSt18pRAcAAAAAVzanEvzGjRtr69atSk5OvuCcw4cPa/v27WrevLnTwcG9FLx6XzvYX9dcrDz/xBrp9F7zWAzl+QAAAABQGpxK8AcOHKj09HQ9+eSTRSb5qampeuGFF5SXl6e77rqrxEGi7OWX55vvv79k9/yCV+8rNZIirimF6AAAAAAAF7+J/gJ69+6t3377TQsWLFC3bt3Upk0bSdL69ev10EMP6a+//lJaWpr69u2rG2+80aUBo2xsPZWuXcXpnm/NkfZ+ax6LjpUu9oEAAAAAAMBpTiX4kvTee++pSZMmmjRpklauzO+SfvDgQR08eFAhISF64okndP/997ssUJStguX5tSr469qIihfe4dAiKSvJPBYdWwqRAQAAAACkEiT4FotF9913n0aMGKFt27bp6NGjMgxDkZGRatGihfz8aKTmKZzrnl+gPL/adVKl+qUQHQAAAABAKkGCf5a3t7datmypli1buiIeuKFtp9K1MyXDNHbR8vzsFOnAfPMYzfUAAAAAoFSVOMHPycnRjh07lJCQ34AtIiJCTZo04Qq+Byl49b7mpcrz982WrNnntr38pAYDSyk6AAAAAIBUggQ/PT1d48eP15w5c5SRYb66GxQUpP79++uxxx5TcHBwiYNE2SpUnl8vXF4XK8/fVaA8v25vKaBKKUQGAAAAADjLqQT/zJkzGjJkiHbt2iVJaty4sWrUqCFJio+P144dOzR16lStXr1a06dPV0jIRZ6VDre2LTldO4pTnp96QDr2h3ksmvJ8AAAAAChtTiX448aN086dO9W+fXu9/PLLatCggen1ffv26fXXX9fq1as1btw4vfTSSy4JFpffnP3mq/c1KvipfeRFyvN3Tzdv+1eR6txaCpEBAAAAAM7n5cxOv/zyi6pWrapPPvmkUHIvSQ0aNNAnn3yisLAw/fLLLyUOEmVndlyCafui5fmGUbh7fsO7JG//UooOAAAAAHCWUwl+SkqKrrnmGgUGBl5wTkBAgK6++mqdPn3a6eBQtnacSte2UwXL8yMuvEPCOilll3mM8nwAAAAAuCycSvBr1arlUOJ+5swZ1axZ05lTwA0UbK5Xo4KfOly0PL/A1fuKDaRqHUohMgAAAABAQU4l+AMHDtTatWu1Y8eOC87ZsWOHVq9erQEDBjgdHMpWwQS//8XK86250t6Z5rHoWOli3fYBAAAAAC7jVJO9YcOG6dChQxo6dKhiY2PVs2dPRUVFScrvov/zzz9r2rRpGjRokIYPH+7KeHGZ7ExJ19ZT6aaxi3bPP7xYyjR/IKCY2FKIDAAAAABQFKcS/CZNmkiSDMPQp59+qk8//bTQHMMwNH36dE2fbu6qbrFYtH37dmdOi8uo4NX7qCA/dYysdOEddhUoz4/sIFVqWAqRAQAAAACK4lSCX716dVfHATdTrPL87NPSgR/NY1y9BwAAAIDLyqkEf9myZa6OA25kV0qGtiQXozw/bq5kzTq37eWb/3g8AAAAAMBl41STPXi22XEJpu1qgcUsz6/TUwoIK4XIAAAAAAAXQoKPQgqX51eVt9cFyvPPHJLil5vHooeUTmAAAAAAgAsiwYfJ7pQMbS5Unh9xkR3MTRTlX1mq29v1gQEAAAAALooEHyYFr95HBvqqU7ULlOcbhrS7QHl+g4GSt38pRQcAAAAAuBASfJjM3m++/75/vfALl+cnrpdO7TCPxVCeDwAAAABlgQQfdntOZ2hTUjG65++eZt4OqStV6+j6wAAAAAAAl0SCD7uiyvM7V6tc9GRbnrTnG/NYdKxk4VsKAAAAAMoC2RjsCib4/S5Wnn94iZR5wjxGeT4AAAAAlBkSfEiS9p7O0MakNNPYxcvzCzTXi7hGqhxdCpEBAAAAABzh48ik559/3ukTWCwWvfnmm07vj8uj4NX7iEBfXX+h8vycM9L+781jXL0HAAAAgDLlUII/b948p09Agl8+FCrPr3uR8vy4uVJe5rltLx+p4aBSjA4AAAAAcCkOJfhTpkwp7ThQhvalZmpDccrzdxUoz699qxRYtRQiAwAAAAA4yqEE/5prrintOFCGZsclmLbDA3x1ffVKRU9OOyId/c08Fh1bSpEBAAAAABxFkz0U0T2/qny8LvCtsWeGJOPctl9FqW6f0gsOAAAAAOAQh67gX0heXp6WL1+uLVu26NSpU2rZsqXuvPNOSdKJEyd06tQpNWzYUD4+JToNSlFcaqbWnyxYnh9R9GTDKFye32CA5BNYStEBAAAAABzldOa9bt06PfPMMzp27JgMw5DFYlFubq49wd+4caMef/xxjRs3Tt27d3dZwHCtOQWu3lcN8FWXC5XnJ22Skreax6Lpng8AAAAA7sCpEv29e/dq1KhRSkhIUGxsrD744AMZhmGac+ONNyogIECLFy92SaAoHbP3F+yef5Hy/IJX74NrS1GdSykyAAAAAEBxOHUF/+OPP1Z2drY+//xzderUqcg5fn5+atasmXbs2FGiAFF69qdmal3iGdPYBbvn2/L+d//9eaJjJQttHAAAAADAHTiVna1Zs0YtW7a8YHJ/VmRkpBISEi46B2Vnzv7C5fk3RFUuevKRX6WM4+YxuucDAAAAgNtwKsFPTU1VtWrVLjkvIyNDeXl5zpwCl0HB7vl3XKw8f/c083b4VVJok1KKDAAAAABQXE4l+GFhYTp06NAl58XFxTn0QQAuvwNnMvWXo+X5uWlS3HfmMZrrAQAAAIBbcSrBb9++vXbs2KHVq1dfcM6SJUt08OBBXXfddU4Hh9JTsHt+mL+PbrxQeX7cPCkv49y2xVtqdHfpBQcAAAAAKDanEvxRo0bJ19dXjzzyiGbMmKHExHPJ4unTpzVnzhy9+OKLCgwM1PDhw10VK1yoUHl+vXDHu+fXukUKiiilyAAAAAAAznAqwW/QoIH+85//yGazacyYMbr++utlsVj0/fffq3379nr55ZeVk5Oj9957T7Vq1XJ1zCihg2eytNbR8vz0eOnor+axGMrzAQAAAMDdOPWYPEnq1q2bfvrpJ3399df6888/dfToUdlsNlWrVk0dO3bUvffeq9q1a7syVrhIwe75oRcrz989QzJs57Z9Q6R6t5decAAAAAAApzid4EtSjRo19OKLL7oqFlwms+PMjy7sW7eqfC/YPb9AeX6DOyWfwFKKDAAAAADgLKdK9FF+HUrL0poEB8vzT26Wkjabx6JjSykyAAAAAEBJkOBfYQp2z6/i76ObalQpevLuaebtCjWlGjeUTmAAAAAAgBJxqES/SZMmTp/AYrFo+/btTu8P1yrYPb9vnQuU59us0p7p5rHowZKFz4QAAAAAwB05lOBXr169yPH4+Hj7/1esWFGSlJqaah+LiooqSWxwscNpWVqdkGoau2B5/tHf8jvon4/u+QAAAADgthxK8JctW2bazs3N1WOPPaa8vDw9/PDD6t27t4KDgyVJaWlpWrBggT7++GPFxMRowoQJro8aTilYnl/Z72Ll+QWa61VtI4U2K6XIAAAAAAAl5VS99aeffqrVq1dr+vTpGjRokD25l6Tg4GDdddddmjZtmlatWqWPPvrIZcGiZGYXeDxe37pV5eddxLdAbrq0b655jKv3AAAAAODWnErwf/zxR1177bWqVavWBefUqlVL7du31/z5850ODq5zOC1Lq044WJ6//3spL/3ctsVLanR36QUHAAAAACgxpxL8EydOyM/P75Lz/Pz8lJCQcMl5KH1z9xcuz+/maPf8mjdLQdVKKTIAAAAAgCs4leCHh4drzZo1poZ6BZ0+fVpr1qxR1apVnQ4OrlOwe/7tdcOKLs/POC4d/sU8Rnk+AAAAALg9pxL83r176/Tp0xoxYoT++uuvQq+vW7dOI0eOVGpqqvr06VPiIFEyR9Ky9Geh8vyIoifv+UYybOe2fSpI9fqWXnAAAAAAAJdwqIt+QQ8//LDWrVunv//+W0OHDlVYWJj9kXjx8fFKSkqSYRhq27atHn74YZcGjOKbu/+kabuSn7duvlB5/q4C3fMb9Jd8K5RSZAAAAAAAV3Eqwff399fXX3+tr776St98842OHTumkyfPJZHVq1fX3XffrREjRsjX19dlwcI5s+PMfRBur3OB7vnJ26STG8xj0ZTnAwAAAEB54FSCL0m+vr66//77df/99+vYsWP2Znrh4eH2q/koe0fTs7XS0e75Ba/eV4iSatxYSpEBAAAAAFzJ6QT/fNWrV1f16tVdcSi42HcFuudX9PXWzTVDC080bNLu6eaxRoMlL+9SjA4AAAAA4ColTvBPnDihv//+234FPyIiQldddZUiIyNLHBxKrnD3/KryL6o8P/53Kf2IeSw6thQjAwAAAAC4ktMJfnJyskaPHq2lS5fKZrOZXrNYLOrevbteeeUVhYYWcbUYl8WxjBytOH7aNOZweX5YS6lqy1KKDAAAAADgak4l+GfOnNHgwYO1f/9+BQQE6LrrrlONGjVksVh09OhRrVixQosWLdKuXbs0a9YshYSEuDpuOOC7AydlnLdd0ddb3Ysqz8/NkPbNMY/RXA8AAAAAyhWnEvzPP/9c+/fvV48ePYq8Sp+cnKwxY8bo559/1hdffKEnn3zSJcGieOYUuP/+tjoXKM8/8KOUe+bctsVLir6nlKMDAAAAALhSEdnepS1ZskTVq1fXu+++W2QJfmhoqN555x1Vr15dixcvLnGQKL6TuTatOO5k9/waN+V30AcAAAAAlBtOJfjx8fFq27btRZ9x7+vrq7Zt2+rYsWNOB4fiMwxDJ7NyNS8x11SeH+Lrre41qxTeIeOEdLjAhzAxlOcDAAAAQHnjVIl+QECATp06dcl5p06dUkBAgDOnQDGlZOdq8u4TmrDtiPalZhV6vUfNKgrwKeKRd3tmSob13LZPkFT/jlKMFAAAAABQGpy6gt+sWTOtXbtWW7ZsueCcrVu3au3atWrevLnTwcExiw8nq+b0VXpi1V7FFZHcS9L8Q8lafDi58Au7p5m36/eTfINLIUoAAAAAQGlyKsEfPny48vLyNHz4cH3wwQfat2+fsrKylJWVpX379mn8+PEaMWKErFarhg0b5uqYcZ7Fh5PVa9FmZebZZEimsvzz5Vht6rVosznJP7VTSlxnnhgdW1qhAgAAAABKkVMl+l26dNETTzyhcePG6bPPPtNnn31WaI7FYtHjjz+uLl26lDhIFC0lO1f9l2yVYUi2S8y1SfIypP5LturI4A6q7O9buLleUDWp5k2lFS4AAAAAoBQ5leBL0gMPPKCOHTtq2rRp+vvvv5WQkCBJioiIULt27XTPPfeoZcuWLgsUhU3efUIZ/7ty7wibpIw8m6bsOaHHmkUVLs9vdI/k5fS3BAAAAACgDJUom2vRooXefvttV8WCYjAMQxO2HXFq3/Fbj+gfVfbKknbI/ALd8wEAAACg3HLqHnyUvaTsXO1LzXL46v1ZhqR9qVnK3jHF/EJocymslavCAwAAAABcZiT45VRarvXSky4gwMiW3/655sGYIZLFUsKoAAAAAABlxaES/Ztucr7xmsVi0dKlS53eH0UL9i3imfYO6m2skldu6nkjlvz77wEAAAAA5ZZDCf7Ro0dlsVhkGMUtCM9P8OF6Yf6+alAxQHHFLNO3SHrQ+1dz2/0aN0rBNV0cIQAAAADgcipWk71mzZrptttu00033aSAgIDSigkOsFgs+kezmnpi1d5i7VfVSNEN1tXmQZrrAQAAAEC559A9+P/5z390ww03aNeuXXrrrbd0++2369///rf27NmjsLAwVa1a9aL/oXQMi45UkI+Xw40UvCQNsSyXt5F3btAnUKrfvzTCAwAAAABcRg5dwe/Zs6d69uyplJQULViwQPPnz9e8efP0/fffKzw8XL169dJtt92mJk2alHa8OE9lf1/Nvbm5ei3aLC/DXHVfkJfye+i9UuEPKeW8F+r1lfxCSjVOAAAAAEDpK1YX/cqVK2vw4MGaOXOmlixZokcffVQVKlTQV199pX79+ql37976/PPPdezYsdKKFwXcUitUC3q0VKCPlyzKv8f+fGfHAn28tLxzoCqlrDdPiKY8HwAAAAA8gdOPyatVq5YeeeQR/fzzz5o1a5ZiY2OVkpKi999/X3feeacrY8Ql3FIrVEcGd9AHHRuqfkVzb4T6FQP0QceGOhrbUZ1O/2TeMTBSqnXzZYwUAAAAAFBaitVk70Jq1KihWrVqKSIiQidPnpTNdrFicZSGyv6+eqx5Tf2jWQ0lZmRrzaYturZVC4UH+ec/ycAwpN3TzDs1ulvycsm3AAAAAACgjDmd3WVmZuqXX37R/PnztXr1almtVoWEhGjgwIG67bbbXBkjisFisSgswFdR/l4KC/A995jC4yulMwfMk6NjL3t8AAAAAIDSUawE32az6Y8//tCPP/6oZcuWKSsrS76+vuratatuu+02XX/99fLz8yutWFESu6aat6s0kcLblk0sAAAAAACXcyjB37Rpk+bPn6+FCxcqOTlZFotF7dq102233aYePXooJIQu7G4tL0vaN8s8Fj0kv60+AAAAAMAjOJTg33XXXbJYLIqOjta9996rPn36KDIysrRjg6scXCBlp5jHogeXSSgAAAAAgNJRrBL9ffv26YMPPtAHH3xQrJNs3bq1WPMlafr06Zo0aZISExPVuHFjvfzyy2rZsuUF56empur999/XkiVLlJKSoho1auiFF15Qly5dnD6mx9hdoDw/6gYppHaZhAIAAAAAKB0OPybPMAzl5eU59V9xLVy4UGPHjtUjjzyiefPmqXHjxho5cqSSkpKKnJ+Tk6MRI0bo6NGjGjdunBYtWqQxY8aYqgyKe0yPkZUkHVxoHosZUjaxAAAAAABKjUNX8Hfu3FnacZh89dVXGjhwoPr37y9JGj16tJYvX665c+fq/vvvLzR/7ty5On36tGbOnClfX19JUs2aNUt0TI+xd5Zkyz237R0g1e9fdvEAAAAAAEqF2z0EPScnR9u2bdMDDzxgH/Py8lLHjh21YcOGIvdZtmyZWrdurddee02//vqrQkND1bt3b40aNUre3t5OHfNirFZr8d/YZXQ2PqvVKq9dU3R+Kz1bnT4yfIIlN38PuLjz1xieiTX2fKyxZ2N9PR9r7PlYY89XXta4OPG5XYJ/6tQpWa1WhYWFmcbDwsIUFxdX5D6HDx/W6tWr1adPH33++ec6dOiQRo8erby8PD366KNOHfNitmzZUux9ysLuvxaq+YnVprE4n446vXFj2QQElysv34twHmvs+Vhjz8b6ej7W2POxxp7Pk9bY7RJ8ZxiGobCwMI0ZM0be3t5q3ry5Tpw4oUmTJunRRx91+flatGghb29vlx/XVaxWq7Zs2aImXn+bxo2AcNW7/kHJ27eMIoOrnF1jd/9ehPNYY8/HGns21tfzscaejzX2fOVljc/G6Qi3S/CrVKkib2/vQs3vkpKSVLVq1SL3CQ8Pl4+Pj2lR6tevr8TEROXk5Dh1zIvx9vZ2628ASZJhyGvfN6YhS6NB8vYLKKOAUBrKxfciSoQ19nyssWdjfT0fa+z5WGPP50lr7HAX/cvFz89PzZo106pVq+xjNptNq1atUps2bYrcp23btjp06JBsNpt97MCBAwoPD5efn59Txyy3DEPKPKnKyctkSd1nfi2a7vkAAAAA4KncLsGXpBEjRmjWrFmaN2+e9u3bp1dffVWZmZnq16+fJOmZZ57Rv//9b/v8u+++WykpKXrjjTe0f/9+LV++XJ999pkGDx7s8DHLvewUadM4aXojeU+ppgZ7nzW/XrGhFNGuTEIDAAAAAJQ+tyvRl6SePXsqOTlZ48ePV2Jiopo0aaKJEyfay+mPHTsmL69zn01Ur15dkyZN0tixY3XbbbcpMjJSQ4cO1ahRoxw+Zrl2aLG0qL+Ul3HhOWmHpMO/SLVvuXxxAQAAAAAuG7dM8CUpNjZWsbGxRb42derUQmNt2rTRrFmznD5muXVosbSgV35pvowLz7Pl5s/rtYAkHwAAAAA8kFuW6MNB2Sn5V+4NQ5LtEpON/HmL+ufvBwAAAADwKCT45dnOyf8ry79Ucn+WLX/+rimlGRUAAAAAoAyQ4JdXhiFtmeDcvpvH/++qPwAAAADAU5Dgl1dZSVLqPl30vvsiGfn7ZSeXRlQAAAAAgDJCgl9e5aaVbP+cM66JAwAAAADgFkjwyyvf4JLt7xfimjgAAAAAAG6BBL+8CgiTKjaQZCnmjpb8/fxDSyMqAAAAAEAZIcEvrywWqcU/nNu35WP5+wMAAAAAPAYJfnnWeJjkEyTHl9Erf37M0NKMCgAAAABQBkjwyzP/ylKPuf+7Gn+ppfTKn9fju/z9AAAAAAAehQS/vKt9i9RrgeQTqPz78QuW3v9vzCdQ6rVQqt398scIAAAAACh1JPieoPYt0rAjUqcPpIr1za9VrJ8/PuwoyT0AAAAAeDCfsg4ALuJfOb95Xot/yJqRqO2b1qhpq2vlHRROQz0AAAAAuAJwBd/TWCxSQJhy/KPyH6VHcg8AAAAAVwQSfAAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD0CCDwAAAACAByDBBwAAAADAA5DgAwAAAADgAUjwAQAAAADwACT4AAAAAAB4ABJ8AAAAAAA8AAk+AAAAAAAegAQfAAAAAAAPQIIPAAAAAIAHIMEHAAAAAMADkOADAAAAAOABSPABAAAAAPAAJPgAAAAAAHgAEnwAAAAAADwACT4AAAAAAB6ABB8AAAAAAA9Agg8AAAAAgAcgwQcAAAAAwAOQ4AMAAAAA4AFI8AEAAAAA8AAk+AAAAAAAeAASfAAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD0CCDwAAAACAByDBBwAAAADAA5DgAwAAAADgAUjwAQAAAADwACT4AAAAAAB4ABJ8AAAAAAA8AAk+AAAAAAAegAQfAAAAAAAPQIIPAAAAAIAHIMEHAAAAAMADkOADAAAAAOABSPABAAAAAPAAJPgAAAAAAHgAEnwAAAAAADwACT4AAAAAAB6ABB8AAAAAAA9Agg8AAAAAgAcgwQcAAAAAwAOQ4AMAAAAA4AFI8AEAAAAA8AAk+AAAAAAAeAASfAAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD0CCDwAAAACAByDBBwAAAADAA5DgAwAAAADgAUjwAQAAAADwACT4AAAAAAB4ABJ8AAAAAAA8AAk+AAAAAAAegAQfAAAAAAAPQIIPAAAAAIAHIMEHAAAAAMADkOADAAAAAOABSPABAAAAAPAAJPgAAAAAAHgAEnwAAAAAADwACT4AAAAAAB6ABB8AAAAAAA9Agg8AAAAAgAcgwQcAAAAAwAOQ4AMAAAAA4AFI8AEAAAAA8AAk+AAAAAAAeAASfAAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD0CCDwAAAACAByDBBwAAAADAA5DgAwAAAADgAdw6wZ8+fbq6du2qFi1aaMCAAdq8efMF53733XeKiYkx/deiRQvTnOeee67QnJEjR5b22wAAAAAAoNT5lHUAF7Jw4UKNHTtWo0ePVqtWrTR58mSNHDlSixYtUlhYWJH7BAcHa9GiRfZti8VSaE7nzp01duxY+7afn5/rgwcAAAAA4DJz2wT/q6++0sCBA9W/f39J0ujRo7V8+XLNnTtX999/f5H7WCwWhYeHX/S4fn5+l5xzKVartUT7l7az8bl7nHAea+z5WGPPxxp7NtbX87HGno819nzlZY2LE59bJvg5OTnatm2bHnjgAfuYl5eXOnbsqA0bNlxwv4yMDN14442y2Wxq2rSpnnzySTVq1Mg0Z+3aterQoYMqVqyo9u3b6/HHH1eVKlWKFd+WLVuK94bKSHmJE85jjT0fa+z5WGPPxvp6PtbY87HGns+T1tgtE/xTp07JarUWKsUPCwtTXFxckfvUq1dPb775pmJiYnTmzBl9+eWXGjRokBYsWKBq1apJyi/Pv/nmm1WzZk0dPnxY//nPfzRq1Ch9++238vb2dji+Fi1aFGv+5Wa1WrVlyxa3jxPOY409H2vs+Vhjz8b6ej7W2POxxp6vvKzx2Tgd4ZYJvjPatGmjNm3amLZ79uypmTNn6vHHH5ck9erVy/762SZ73bp1s1/Vd5S3t7dbfwOcVV7ihPNYY8/HGns+1tizsb6ejzX2fKyx5/OkNXbLLvpVqlSRt7e3kpKSTONJSUmqWrWqQ8fw9fVVkyZNdOjQoQvOqVWrlqpUqaKDBw+WKF4AAAAAAMqaWyb4fn5+atasmVatWmUfs9lsWrVqlekq/cVYrVbt3r37og31jh8/rpSUlBI33QMAAAAAoKy5bYn+iBEj9Oyzz6p58+Zq2bKlJk+erMzMTPXr10+S9MwzzygyMlJPPfWUJOnDDz9U69atVadOHaWmpmrSpEmKj4/XgAEDJEnp6en68MMPdcstt6hq1ao6fPiw3n33XdWpU0edO3cus/cJAAAAAIAruG2C37NnTyUnJ2v8+PFKTExUkyZNNHHiRHuJ/rFjx+Tlda4AITU1VS+//LISExNVqVIlNWvWTDNnzlTDhg0l5d9XsXv3bn3//fc6c+aMIiIidN111+mf//yn/Pz8yuQ9AgAAAADgKm6b4EtSbGysYmNji3xt6tSppu0XXnhBL7zwwgWPFRAQoEmTJrk0PgAAAAAA3IVb3oMPAAAAAACKhwQfAAAAAAAPQIIPAAAAAIAHIMEHAAAAAMADkOADAAAAAOABSPABAAAAAPAAJPgAAAAAAHgAEnwAAAAAADwACT4AAAAAAB6ABB8AAAAAAA9Agg8AAAAAgAcgwQcAAAAAwAOQ4AMAAAAA4AFI8AEAAAAA8AAk+AAAAAAAeAASfAAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD0CCDwAAAACAByDBBwAAAADAA/iUdQAAAAAAgOKxWq3Kzc0t6zDKNavVKknKysqSt7d3mcXh6+vrsvOT4AMAAABAOWEYho4fP66UlJSyDqXcMwxDPj4+OnjwoCwWS5nGUrlyZVWrVq3EcZDgAwAAAEA5cTa5j4iIUFBQUJknpuWZYRjKzMxUYGBgmX0dDcNQRkaGEhISJEnVq1cv0fFI8AEAAACgHLBarfbkPiwsrKzDKfcMw5DNZlNAQECZflASGBgoSUpISFBERESJyvVpsgcAAAAA5cDZe+6DgoLKOBK42tk1LWlfBa7gAwAAAEA54oqrzYZhKCk7V2m5VgX7eivM35dy/zLkqq89CT4AAAAAXCFSsnM1efcJTdh2RPtSs+zjDSoG6B/NampYdKQq+/uWYYQoCUr0AQAAAOAKsPhwsmpOX6UnVu1V3HnJvSTFpWbpiVV7VXP6Ki0+nFxGEaKkSPABAAAAwMMtPpysXos2KzPPJkOSUeD1s2OZeTb1WrTZrZP8rl276uuvvy7rMNwSCT4AAAAAeLCU7Fz1X7JVhiHZLjHXJskwpP5Ltiolu2QN3843ZMgQvfHGGy451pw5c3TXXXe55FiehnvwAQAAAKAcs9oMJV8kGf98R7wy/nfl3hE2SRl5Nn28LV6jmhT9XPZQf195e7muKZ9hGLJarfLxuXSKGhoa6rLzehoSfAAAAAAop2bHJejRlXuUkOm6q+1Sfrn+i+v268V1+4t8PSLQVx9e10gD6kdc8ljPPfec1q5dq7Vr12rKlCmSpLFjx+r555/X559/rnHjxmn37t2aNGmSqlevrrFjx2rTpk3KzMxU/fr19dRTT6ljx47243Xt2lVDhw7V8OHDJUkxMTF6/fXXtXz5cq1YsUKRkZF69tlnddNNN5X461DeUKIPAAAAAOXUqP/ucnly74iEzFyN+u8uh+a++OKLatOmjQYOHKgVK1ZoxYoVql49vzLg3//+t5566iktXLhQMTExysjIUJcuXfT1119r3rx56ty5sx588EHFx8df9Bwffvihbr31Vv3444+6/vrr9fTTTyslJaWkb7PcIcEHAAAAAJSakJAQ+fr6KiAgQOHh4QoPD5eXV34q+thjj+m6665T7dq1VblyZTVu3FiDBg1SdHS06tatq8cff1y1a9fWsmXLLnqOO+64Q71791adOnX05JNPKiMjQ5s3b74cb8+tUKIPAAAAAOXUF9fHlEqJ/qWcLdEvqRYtWpi209PT9eGHH2r58uVKTEyU1WpVVlbWJa/gx8TE2P8/KChIwcHBSk523ycBlBYSfAAAAAAopwbUj1C/uuEXbLJnGIau/X69DqZlO9xkT5IskuoE+2tN37ayWAo303NVk73AwEDT9ttvv60///xTzz77rGrXrq2AgAA99thjys29+AcYvr6+5vgtFtlsl3pmgOchwQcAAACAcszby6LwQL8Lvv54i1p6YtXeYh/3iZa1FBHkX5LQ7Hx9fR1KuDds2KA77rhDN998s6T8K/pHjx51SQxXAu7BBwAAAAAPNiw6UkE+Xg4nf16Sgny8NLRRpMtiqFGjhjZt2qQjR44oOTn5gsl+nTp1tGTJEu3YsUM7d+7UU089dUVeiXcWCT4AAAAAeLDK/r6ae3NzWSyXTgC9JFks0nfdm6uyv+8lZjvu3nvvlbe3t3r16qUOHTro2LFjRc577rnnVLFiRQ0aNEgPPvigOnfurGbNmrksDk9HiT4AAAAAeLhbaoVqQY+W6r9kqzLy8q+In39P/tm76QN9vPRd9+bqXjPUpeevV6+evv32W9NYv379Cs2rWbOmpkyZYhobPHiwabtgR/1duwo/rm/dunXOhlqukeADAAAAwBXgllqhOjK4g6bsOaHxW49oX2qW/bX6FQP0WPOaGhZdTZX8SBPLK1YOAAAAAK4Qlf199VjzmvpHsxpKzs7Tmdw8hfj6KNTfp8hu+ShfSPABAAAA4ApjsVgUFuCrsADX3WePskeTPQAAAAAAPAAJPgAAAAAAHoAEHwAAAAAAD8A9+AAAAABwpTEMKStJyk2TfIOlgDCJJnvlHgk+AAAAAFwpslOknZOlLROk1H3nxis2kFr8Q2o8TPKvXFbRoYQo0QcAAACAK8GhxdLkmtLKJ6TUOPNrqXH545Nr5s9DuUSCDwAAAACe7tBiaUEvKS9TkvG//873v7G8zPx5bpLkHzlyRDExMdqxY0epnue5557Tww8/XKrnuBxI8AEAAADAk2WnSIv65993L9slJtvy5y3qn7+fh7nQBwYvvvii3nrrrTKKynW4Bx8AAAAAyjObVcpOvvDr2z6X8jJU+Kr9BQ+YP3/rx1LTUUVP8Q+VvLyLG6nbCgkJKesQXIIEHwAAAADKq72zpT8elTITXHxgQ1rzYv5/RQmMkDp/KDUc4NDRFi1apI8++kgHDx5UYGCgmjRpoo8//lhBQUGaPXu2vvzySx05ckQ1atTQkCFDNHjw4Asea/fu3XrnnXf0999/KzAwUNddd52ef/55hYaGSpJsNpsmTZqkWbNm6dixY6pataruuusuPfTQQ7rpppskSX379pUkXXXVVZo+fbqee+45paam6uOPP5Yk5eTk6J133tGCBQuUlpam5s2b6/nnn1fLli0lSWvWrNHQoUP19ddf691339W+ffvUpEkTvfnmm6pfv75DX5PSQIk+AAAAAJRXy0eVQnLvgMyE/HM7ICEhQU899ZT69++vhQsXasqUKbr55ptlGIZ+/PFHjRs3Tk888YQWLlyoJ598UuPHj9e8efOKPFZqaqqGDRumpk2bas6cOZo4caKSkpL0+OOP2+f8+9//1hdffKGHH35YCxcu1HvvvaeqVatKkmbPni1J+vrrr/XHH3/ovffeK/I877zzjhYvXqy33npL8+bNU506dXTfffcpJSXFNO/999/Xc889p7lz58rb21svvPCCQ1+T0sIVfAAAAABAqUlMTFReXp5uvvlm1ahRQ5IUExMjSZowYYKee+45de/eXZJUq1Yt7d27V99++63uuOOOQseaNm2amjZtqieffNI+9uabb6pLly7av3+/wsPDNWXKFL3yyiv2/WvXrq127dpJkv0qf+XKlRUeHq6MjIxC58jIyNDMmTM1duxYdenSRZI0ZswYrVy5UnPmzNF9991nn/vEE0/ommuukSTdf//9uv/++5WdnS1/f/+SfdGcRIIPAAAAAOXVDV+UUon+JZwt0XdA48aN1aFDB/Xp00edOnVSp06ddMstt8jX11eHDh3Siy++qJdfftk+Py8v74L3xO/cuVNr1qxRmzZtCr126NAhnTlzRjk5OWrfvr1z7+t/x8nNzVXbtm3tY76+vmrZsqX27dtnmnv2gwpJCg8PlyQlJSUpKirK6fOXBAk+AAAAAJRXDQdI9ftduMmeYUhzr5XOHJTjTfYkySKF1JH6r5EslsIvF6PJnre3t7766iutX79eK1eu1NSpU/X+++/r008/lZR/dbxVq1amfby8ir6bPCMjQzfeeKOefvrpQq+Fh4fr8OHDDsXkKj4+51Jqy/++TjbbpZ5UUHpI8AEAAACgPPPylgLDL/x6y8ellU8U/7itnpCCIpwO63wWi0VXXXWVrrrqKj3yyCO68cYbtX79ekVEROjw4cO67bbbHDpOs2bNtHjxYtWoUcOUXJ9Vt25dBQQEaPXq1apVq1ah1319fSVJVqv1gueoXbu2fH19tX79evstBbm5udqyZYuGDRvmUJxlhQQfAAAAADxZ42H53fDzMiU5cnXZS/IJlGKGuuT0mzZt0qpVq3TdddcpLCxMmzZtUnJysurXr6/HHntMr7/+ukJCQtS5c2fl5ORo69atSk1N1YgRIwod65577tGsWbP05JNP6r777lPlypV18OBBLVy4UK+//rr8/f01atQovfvuu/L19VXbtm2VnJysPXv2aMCAAQoLC1NAQID++OMPRUZGymq1KigoyHSOoKAg3X333XrnnXdUqVIlRUVFaeLEicrKytKdd97pkq9JaSHBBwAAAABP5l9Z6jFXWtBLMrx08STfK78kv8d3+fu5QHBwsP766y9NnjxZaWlpioqK0nPPPWdvYBcQEKBJkybpnXfeUVBQkKKjoy94pTwyMlLffPON3nvvPY0cOVI5OTmKiopS586d7WX9Dz/8sLy9vTV+/HglJCQoPDxcgwYNkpRfUv/SSy/po48+0vjx49WmTRtNnz690HmefvppGYahZ555Runp6WrevLkmTpyoSpUqueRrUloshmEU50aMK5rVatXGjRvVunVreXs7dr9JWSgvccJ5rLHnY409H2vs2Vhfz8caez53XOOsrCzt379f9erVU0BAQPEPcGixtKi/lHe2c/z5qeD/7rP3CcpP7mt3L2m4bs8wDGVkZCgoKMh+/3xZudjaFud7sejOBQAAAAAAz1L7FmnYEanTB1LF+ubXKtbPHx929IpI7j0VJfoAAAAAcKXwryy1fExq8Y/8zvs5ZyS/kPyu+GV8FRslR4IPAAAAAFcai0UKCMv/Dx6DEn0AAAAAADwACT4AAAAAAB6ABB8AAAAAAA/APfgAAAAAcIUxDEOZadnKyc6Tn7+PAoP9y/xRcSg5EnwAAAAAuEJkZeRo45/7tHbZTp1KTLOPVwkP1jVdG6t1xwYKCPIrwwhREpToAwAAAMAVYO/WeP3nmbla/O06nTqZZnrt1Mk0Lf52nf7zzFzt3RpfRhFeWNeuXfX111/bt2NiYrR06dILzj9y5IhiYmK0Y8eOEp3XVce5XEjwAQAAAMDD7d0arxkTlik3Jy9/wCgw4X/buTl5mjFhmVsm+edbsWKFrr/+epce87nnntPDDz9sGqtevbpWrFihRo0aufRcpYUEHwAAAAA8WFZGjmZ9+rsMwyic2Bdk5N+fP+vT35WVkXNZ4nNGeHi4/PxK/1YCb29vhYeHy8enfNzdToIPAAAAAOWYzWZT+pmsC/639rddys3Ou3Ryf5Yh5Wbn6a/fdl3wmDabzeH4vv32W3Xq1KnQPg899JCef/55HTp0SA899JA6duyoNm3aqH///vrzzz8vesyCJfqbN29W37591aJFC/Xr169QSb3VatULL7ygrl27qmXLlrrllls0ZcoU++sTJkzQvHnz9OuvvyomJkYxMTFas2ZNkSX6a9eu1Z133qnmzZurU6dOeu+995SXl2d/fciQIXr99df1zjvv6JprrtF1112nCRMmOPz1Kony8TEEAAAAAKCQbesO6ucZa5V+Jsvlx172/UYt+35jka9VCAnQrfdco2bt6lzyOD169NCYMWO0Zs0adejQQZKUkpKiP/74Q1988YUyMjLUpUsXPfHEE/Lz89P333+vBx98UIsWLVJUVNQlj5+enq4HHnhAHTt21LvvvqsjR47ojTfeMM2x2WyqVq2axo0bp8qVK2vDhg165ZVXVLFiRfXt21f33nuv9u3bp7S0NI0dO1aSVKlSJSUkJJiOc+LECd1///2644479Pbbb2v//v166aWX5O/vr3/84x/2efPmzdOIESM0a9Ysbdy4Uc8995zatm2r66677pLvpyRI8AEAAACgnJo/ZZWyM3Mv+3nTz2Rp/pRVDiX4lSpV0vXXX6/58+fbE/zFixerSpUquvbaa+Xl5aXGjRvb5z/++ONaunSpli1bptjY2Ese/6effpLNZtObb74pf39/NWrUSMePH9err75qn+Pr66vHHnvMvl2rVi1t2LBBS5YsUd++fVWhQgUFBAQoJydH4eHhFzzXjBkzVK1aNb3yyiuyWCxq0KCBTpw4offee0+PPPKIvLzyi+RjYmL06KOPSpLq1q2radOmadWqVST4AAAAAIDyrU+fPnr55Zf16quvys/PT/Pnz1evXr3k5eWl9PR0ffjhh1q+fLkSExNltVqVlZWl+HjHGv3t27dPMTEx8vf3t4+1adOm0Lzp06dr7ty5io+PV3Z2tnJzcxUdHV2s97Fv3z61adNGFovFPnbVVVcpIyNDx48ft1ccxMTEmPYLDw9XUlJSsc7lDO7BBwAAAIByqs/QDqoQEnDZz1shJEB9hnZweH7Xrl1lGIaWL1+uY8eOad26derTp48k6e2339aSJUv05JNPavr06fr+++8VHR2t3FzXVSYsWLBAb7/9tvr3768vv/xS33//ve644w6XnuN8BZvyWSyW/CaHpYwr+AAAAABQTjVrV0dN2tZSZnrRHe8Nw9CkN39WSlJ6sY9dOayCRr5wq+lq9VmBFfzs5eiO8Pf3V/fu3TV//nwdPHhQ9erVU7NmzSRJGzZs0B133KGbb75ZUv499UePHnX42A0aNNAPP/yg7Oxs+1X8jRs3muasX79ebdq00eDBg+1jhw8fNs3x9fW9ZPPABg0aaPHixTIMw/51+fvvv1WhQgVVq1bN4ZhLC1fwAQAAAKAc8/LyUoWQgCL/C64YqGu7NXHquO1vbqLgioFFHrc4yf1Zffr00fLlyzV37lz71XtJqlOnjpYsWaIdO3Zo586deuqpp4rVpb93796yWCx66aWXtHfvXv3+++/68ssvTXPq1KmjrVu36o8//tD+/fv1wQcfaMuWLaY5NWrU0K5duxQXF6fk5OQir+7fc889On78uMaMGaN9+/Zp6dKlmjBhgkaMGOHU18TVyj4CAAAAAECpad2xgXz9faTCF+KLZLFIvv4+atWhgUvjaN++vSpVqqT9+/ebEvznnntOFStW1KBBg/Tggw+qc+fO9qv7jqhQoYI+/fRT7d69W3379tX777+vp59+2jRn0KBB6t69u5544gkNHDhQKSkpuvvuu01zBg4cqHr16ql///7q0KGD1q9fX+hckZGR+vzzz7V582bdfvvtevXVV3XnnXfqoYceKuZXo3RYjMtxI4CHsFqt2rhxo1q3bi1vb++yDueCykuccB5r7PlYY8/HGns21tfzscaezx3XOCsrS/v371e9evUUEFC8++73bo3XjAnL8u8Dv1gGaMm/X3zwY13VoNmlH1FXnhmGoYyMDAUFBRV5G8LldLG1Lc73IlfwAQAAAMDDNWwepXv+0VW+fv9rw1Ywn/3ftq+fzxWR3HsqmuwBAAAAwBWgYfMoPflOf21atU9rft2pU4lp9teqVA3WtTc1VqsODRQQ5FeGUaIkSPABAAAA4AoREOSna29qomu6NlZmeo5ysnLlF+CrwAp+ZV6mjpIjwQcAAACAK4zFYlFQsL+Cgv3LOhS4EPfgAwAAAEA5Qp90z+OqNSXBBwAAAIBywNfXV5KUkZFRxpHA1c6u6dk1dhYl+gAAAABQDnh7e6ty5cpKSEiQJLd4vFt5ZhiGsrOz5eXlVWZfx7OP6ktISFDlypVL/EhGEnwAAAAAKCeqVasmSfYkH84zDEO5ubny9fUt8w9KKleubF/bkiDBBwAAAIBywmKxqHr16oqIiFBubm5Zh1OuWa1W7dy5Uw0bNizxlfOS8PX1ddn5SfABAAAAoJzx9vYu06TUE1itVklSQECAx3wtabIHAAAAAIAHcOsEf/r06eratatatGihAQMGaPPmzRec+9133ykmJsb0X4sWLUxzDMPQuHHj1KlTJ7Vs2VLDhw/XgQMHSvldAAAAAABQ+tw2wV+4cKHGjh2rRx55RPPmzVPjxo01cuRIJSUlXXCf4OBgrVixwv7fb7/9Znr9iy++0NSpU/Xqq69q1qxZCgwM1MiRI5WdnV3abwcAAAAAgFLltvfgf/XVVxo4cKD69+8vSRo9erSWL1+uuXPn6v777y9yH4vFovDw8CJfMwxDU6ZM0UMPPaRu3bpJkt555x117NhRS5cuVa9evS4Zk2EYkqScnBy3vkfj7L0k7h4nnMcaez7W2POxxp6N9fV8rLHnY409X3lZ47Nxns1HL8YtE/ycnBxt27ZNDzzwgH3My8tLHTt21IYNGy64X0ZGhm688UbZbDY1bdpUTz75pBo1aiRJOnLkiBITE9WxY0f7/JCQELVq1UobNmxwKMG32WySpO3btzv71i6r8hInnMcaez7W2POxxp6N9fV8rLHnY409X3lZ47P56MW4ZYJ/6tQpWa1WhYWFmcbDwsIUFxdX5D716tXTm2++qZiYGJ05c0ZffvmlBg0apAULFqhatWpKTEy0H6PgMU+ePOlQXD4+PmrRooW8vLzK/DmJAAAAAADPZxiGbDabfHwunb67ZYLvjDZt2qhNmzam7Z49e2rmzJl6/PHHXXIOLy8v+fn5ueRYAAAAAAC4kls22atSpYq8vb0LNdRLSkpS1apVHTqGr6+vmjRpokOHDkmS/d78khwTAAAAAAB35ZYJvp+fn5o1a6ZVq1bZx2w2m1atWmW6Sn8xVqtVu3fvtif2NWvWVHh4uOmYaWlp2rRpk8PHBAAAAADAXbltif6IESP07LPPqnnz5mrZsqUmT56szMxM9evXT5L0zDPPKDIyUk899ZQk6cMPP1Tr1q1Vp04dpaamatKkSYqPj9eAAQMk5XfYHzp0qD755BPVqVNHNWvW1Lhx4xQREWHvqg8AAAAAQHnltgl+z549lZycrPHjxysxMVFNmjTRxIkT7eX0x44dk5fXuQKE1NRUvfzyy0pMTFSlSpXUrFkzzZw5Uw0bNrTPGTVqlDIzM/XKK68oNTVVV111lSZOnCh/f//L/v4AAAAAAHAli+HIw/QAAAAAAIBbc8t78AEAAAAAQPGQ4AMAAAAA4AFI8AEAAAAA8AAk+AAAAAAAeAASfAAAAAAAPAAJPuBGeKgFUP7ZbLayDgGlqODvaX5vex6r1VrWIQCA00jwy5msrCytX79eOTk5ZR0KXMxqtcpisUiSzpw5U8bRoLSdTQpIDjxLXl6evLzy/2nds2eP0tLSyjgiuNL5v6f37dun3Nxc+zY8Q15enry9vSVJv/zyi7Kzs8s4IpQGPsTxXIZh2D9oz8vLuyL/ziLBL0d27typ22+/XfPmzdPmzZvLOhy4kNVqtf9BMWnSJE2YMEFbt24t46hQWt566y2NGzdOkkgOPIjNZpOPj48k6bHHHtPrr7+uzZs384Gsh7DZbPbf0++++67+9a9/ae7cuWUcFVzJMAz5+PgoOTlZ/fr102effaY1a9ZckQmCJzv/Q5zNmzcrMzOzjCOCqxiGIYvFIi8vL23cuFFvvfWWNm/efMV9oEOCX05s3LhRw4YNU9euXfWPf/xDrVu3LuuQ4EJn/6F5/PHH9fXXX6tZs2YKDg4u46jgaunp6erXr582bNigKlWqKCkpqaxDggt5eXkpPT1dgwYN0smTJ/Xkk0+qWbNm8vPzK+vQ4AJnKzOefvppLViwQM8++6w6duxYxlHBlSwWi06cOKHY2FjVr19fn332mdq1a8cHsR7k/A9iH3zwQY0ZM0YbN25Ubm5uGUcGVzj7szpnzhyNGDFCUv7f2Gf/zr5S+JR1AHDM0qVLdc011+jZZ5+1j9lsNvsfHCi/zn7aOHPmTO3fv18zZsxQrVq1yjosuJjNZtP777+vihUr6uOPP1ZQUFBZh4RS8Ndffyk9PV2fffaZoqKiyjocuNjWrVsVFxen8ePHq2XLlvbxs7/HUf7t3btXwcHBevrpp1W1alVJrK8n8fLy0pkzZ3TfffcpKChIY8aMUfXq1eXr61vWocFFtmzZok8++URjxoxR7969yzqcMkF26OasVqsMw9CuXbtUsWJFSefu2T2b3GdlZZVZfCi5s3807NmzR+Hh4apevbr9NZo5eY6cnBytX79eHTt2VFBQkL1cjDX1DGfXccOGDZKkqKioQmt7pZUIeqIjR47o0KFD9sTvrPOTP36my4+i1mr79u06cuSIqlWrJin/w9mz68vtNp5h69atys7O1muvvabGjRurUqVKZR0SXOjIkSPy9/dXhw4d7P/uXmnNb0nw3Zy3t7csFotCQkK0c+dOSfl/SJz9RyklJUWLFi3S6dOnyzJMFEPBXzJnf/kcP35cQUFB8vHxUV5enqT8tbZardq8eTNXEMq5vLw8+fr62hs2eXt729f09OnTOnXqlCSSg/Li7M/oWWd/NuvUqaMTJ07o8OHD9p9fKT8xWLt2reLj4y97rCi+i30YExISopSUFPvPqs1mk2EYWrp0qU6cOMHv6XIiLy+vyLWqW7euKlasqN9//11S/sUUq9WqzMxM/fDDD0pMTLzcocLF/v77b6WmptqrJc//d9dqtV5xyWB5VtTfTCdOnFBycrLCwsLk7e0tq9Vqvyh69OhRpaSkXOYoLz8SfDd0+PBhffjhh5o7d649qR8xYoTi4uL073//W9K5PyaXLFmiH374wZ4cwL2d/0tm7969OnXqlP2KQK9evfTLL79o9erV9vvDJCk+Pl4//PCDdu3aVSYxw3nHjh2z/0NSoUIFhYWFaeXKldq3b5+kcz/Ha9eu1TvvvKOcnBySg3Lg/Hs4f/jhB82bN0/JycmSpGbNmql+/foaP3680tPT7ff97d+/Xx9++KEOHjxYZnHDMec301u8eLGWLVtmr8y45ZZbJEmffPKJ/d9dLy8vpaWlac6cOVq6dGnZBI1iOdtMLy0tTW+//bY++OAD/fbbb5Kkli1bKjAwUPPnz9fGjRsl5X8gu3XrVn322Wc0OS5HCn4Qe1aTJk2Ul5env//+W9K5C2c5OTlauXKlTp48eTnDhBPOJvYWi0UpKSmmD97atWunChUq6MMPP5R0rs9Venq6vvvuO+3du/fyB3yZWQwuF7mV9evXa/jw4WrRooX27Nmj5s2ba9iwYerSpYu++eYbjR49Wr1791a1atWUlZWlWbNm6Y033lCfPn3KOnRcwvlX4P/1r39p/fr1MgxDPXv2VGxsrCIiIvSvf/1Ly5Yt00cfXmRjcAAAPLhJREFUfaTw8HB5eXnp2WefVaVKlfTJJ5/QrKucyMnJ0f33369jx47Jz89PgwcP1qBBg3T06FH1799fHTt21IABAxQTE6Ndu3bp5Zdf1g033KCXXnqprEPHJZz9Oc7MzNTgwYOVkpKitLQ0hYeH64knnlC3bt00e/ZsffvttwoICFCfPn2UmZmpiRMnqnPnzho7dmxZvwVcxPlPNHnkkUe0fv16BQYGSpLuu+8+3XPPPdq8ebOGDh2qzp07q3nz5qpVq5Y+/vhjVapUSV999RW/p93Y+f8OHz16VLGxsapSpYr8/f21YcMGvfzyyxo8eLDWrVunN998U1arVfXr11dISIh++OEHPfjgg3rooYfK+F3AEef3qZoxY4YsFos6duyoOnXqaM+ePXr55ZfVoEEDjRo1SnXr1pUk7d69W88884wef/xx3XDDDWUXPC7q/J/j77//Xl988YVyc3N14403KjY2VpGRkfr3v/+tv/76S3369NGQIUN06tQpffnll/rpp580ceJExcTElPG7KF0k+G5k27ZtWr58uSpUqKDhw4fr77//1vTp0xUfH6+XX35ZzZo10++//65vvvlGGRkZqlChgh566CFTox+4p7P/0NhsNs2dO1czZ87UCy+8oGXLlmnjxo2qVq2a3nzzTdlsNo0ePVq///67vL29FRgYqCZNmmj8+PGSaPRTHthsNj399NPKyclRz549tX79ek2bNk1jxozRgAEDtG7dOr333nvav3+/QkNDdfr0afXr109PP/20JNa4PEhLS9N3332nnTt36plnnpFhGHr22WeVmpqqxx57TB07dtSqVav05Zdf6tixY6pQoYK6deumUaNGSaJBqrvLycnRkSNH9N5772nMmDFKSEjQ0qVL9dFHH+mzzz5Tly5dtG7dOs2YMUObNm1SZGSkGjVqpNGjR0syf0gA97Rv3z7t379ff//9t5599lnl5ORo2rRp+ve//6333ntPt956q7Zt26b169dr+fLlioiIULdu3XTTTTdJ4mfY3Z39dzQtLU2DBw/WmTNn5OXlpaSkJL399tvq3r27fvzxR82YMUM5OTm6+eabZbVaNW3aNN1yyy32n2W4n/N/9lasWKHRo0fr7rvvlmEY+uqrr9ShQwc98cQTCggI0OTJkzV16lRVqFBBISEhys7O1ueff64GDRqU8bsofST4bmLp0qUaN26ccnNz9e6776pFixaSpDVr1mjSpEmyWq167bXXVKNGDWVlZSkgIEC5ubny9fXlH5pyIikpSR999JFOnDih/v37q2vXrpKkb7/9VnPmzFGrVq3sV3A3bNggm80mm82mq6++WlJ+qdn5pftwP+vWrdOPP/4of39/3XvvvapevboMw9CECRP0+eefa+LEiWrfvr2SkpJ09OhRpaamqlKlSvafdxID92YYhg4cOKB//vOf8vX11aBBgzRgwABJUmJioh5//HFVqFBBjz76qP2D1+zsbGVlZdmbOLHG7i0tLU333nuvkpKS1L17d/uTa5KTk/X+++/rxx9/1Pfff6969eopPT1dhmEoKyvL3nSP39Pu78SJE+rSpYsCAwP1yCOP6L777rO/9sorr2jRokX6/PPP7Y8jPtuP4WzfFEl8CFsOpKSk6LffftPff/+t5557ToGBgXrxxRe1evVqvfHGG7ruuuu0evVqLVy4UJs2bVJYWJi6du2q2NhYSXyI4+6++eYb7d+/X1FRURo+fLgk6b///a/eeustdezYUQ8//LBCQ0MVFxen3bt3y2Kx6MYbb5Sfn98V8e8w37luol69eoqOjtaJEyd0/Phx+/i1116rfv36KS8vT++88449uZckX19fGYbBL6ByYtu2bdqwYYPWrFmjKlWq2MfvuOMOdevWTevXr9dnn30mSWrTpo2uuuoqe3JvtVr5o7EcOHnypGbNmqVFixbJ399fUv4fgg8++KBuvfVWPf300zp8+LDCwsLUsmVLderUyZ7cn3/fL9zH+c2WLBaL6tWrp0aNGmnbtm1KSEiwvxYeHq4XX3xRCQkJ+uabb7Rt2zZJkr+/vz25NwyDNXYzRV3j6N69uzIyMuz37xqGodDQUD344INq166dRo0apdzcXFWoUEHBwcH25P783gxwHwUbpkVGRuq9995TTk6O0tLSJJ37PnjttdfUokULvfDCC9qzZ48k8zO0LRYLyb2bMwxD8fHxuu666/TFF1+ocePGCg4Olre3t9566y3Vrl1b7733nrZu3ar27dvrtdde06xZs/TRRx+R3JcTp0+f1kcffaQpU6YoIyPDPn799dcrNjZWf/zxh2bPnq3k5GTVr19fPXr00C233HLFJPcSCX6ZyszMlNVqVU5Ojv0+oLZt22r69OnasWOHfV6PHj3UrVs37d69W3/99ZfpGPxD456K6sB8/fXXa+TIkQoLCzP9UvLz89OAAQPUvn17ffPNN1q8eHGhfa+EX0aeoGvXrnrllVeUmJiotWvXSsr/Y8PPz08vvvii6tSpo3vuucf0D9JZ/DHhfvLy8uzrkpOTY2+I+e6776p9+/b673//a/qd3LRpUz366KNaunSpNm3aVOh4/L52L1ar1b4mNptNeXl5Cg4OVv/+/dW3b1998803Wrt2rb0BV40aNfTMM88oPT1d//rXvwodj59h93O2sa3VatWxY8eUlpam3Nxc9e7dW/fdd5++/PJLrV692vR0ogkTJigxMVErVqwo4+jhqIIfxEZFRWnUqFGKi4tTamqq6YO8Tz75RNnZ2froo4/sjaz9/f3tvTa4cOZeivoQtlKlSpo4caJq1Kih7du3m5rX3nPPPerRo4dmzZqlBQsWFNr/Svl7mhL9MrJ69WqNHz9e3t7eyszM1HPPPad27dpp5cqV+vzzz1WlShW9+OKLCg8Pl5T/rPvDhw+rUaNGZRw5LuX8TwdnzZolm80mq9WqwYMHS5K+/vprLVy4UNddd53++c9/2vfbu3evlixZoiFDhig4OLhMYkfxGIahH374Qenp6WrdurXq1q2rChUqaPTo0Zo3b56+/fZbxcTE2O8HjIuLs/dfgHs7ewUnJydHr776qhITE+Xn56ebbrpJ/fr104kTJ3TvvfeqYcOGeuihh9S4cWP7vqtWrVKHDh3KMHpcyvlX6N566y0lJiYqPj5eo0aN0tVXXy2bzabXXntNa9eu1bfffquoqChJ+T/zO3fuVO3atVWhQoWyfAu4hPN/7z7//PP2iox27drpmWeekbe3t5544gmtW7dOX3/9tRo0aGDfJzU1VRUrVizjdwBHnH9bzJkzZ+Tv729vdPnYY49p/fr1+vDDD+23XEj5f2/17t1bL7zwgoYOHVoWYcMB5/+e3rhxow4cOKCgoCC1bt1aERERWrRokd544w3ddddduueeexQaGmrf97nnntOAAQN01VVXlVX4ZYoEvwwsXLhQL774okaOHKlrr71Ws2bN0m+//ab3339fnTt31uzZszVv3jw1bdpUzzzzTKGOvDThcn82m03Dhg1TYmKi6tWrp23btql+/fp6/vnnVa9ePb3//vv6+++/dccdd+juu+8ucn8+QXZv8fHxGj58uMLDw5WamqrKlSurSpUq9tLPf/3rX9q5c6d++OEHVaxYsdDPLT/H7i8+Pl6xsbGKjo5W586dlZmZqffee09vvvmm+vXrp40bN+qJJ57QTTfdpGHDhtmfqXzWlVIKWF7l5ubq3nvv1alTpzR8+HDt2LFDK1euVKdOnfTiiy9q165dGjt2rNLS0jRr1qxCa8n99u5v27Ztuvfee9WzZ08NHjxYW7Zs0UsvvaS7775bL730kjIzMzVixAhJ+Vfuz15UOYufYfd29m+ltLQ0vfTSS0pKSlJQUJBatWqlhx9+WJJ0++23y9fXV++8847q169v/7d39+7dio6OLuN3AEd8/PHHmjFjhmrWrCnDMHT06FFNnjxZDRo00BdffKEZM2Zo1KhR6tu3r4KCgiTxNxYZRBlYtGiRRo0apUcffVStWrXS8ePH1bBhQ/vV+QEDBqhLly767bffNG/evEL7X8nfsO7OMAwZhqHXX39dVqtVP/74oz755BONGjVKq1ev1vHjx+Xn56fhw4crJiZGs2fP1sKFCwsdh+TevaWmpurFF1/U1VdfrenTp2v+/Pny8/PT+vXrFRcXp+DgYL3wwguqUqWKvXKj4M8tP8fu7+eff1bLli316aefavDgwUpPT5e/v7/CwsIkSa1bt9YTTzyh2bNn66efflJubq5pfxID9/bjjz8qJydHc+fO1Z133qlWrVrp8OHDiomJkcViUePGjfXYY4/p1KlTGjlyZKH9Se7d38qVK9W1a1f93//9nxo2bKglS5aoTp06uu222yRJgYGBGjdunLZu3apx48ZdseW85ZWXl5cOHz6sXr16KS8vT4MHD1aXLl00fvx4e0+jadOm6ejRoxo/frxOnDhh/7f37N/cRd1SCfexYMECffvtt3rvvfc0c+ZMjRkzRidPntT8+fMlSaNGjdINN9ygadOmafHixfbbNa70v7HIIi4jm82m5ORk7dy5U3369NGhQ4fUtWtXhYaGauLEiapWrZoOHDggSRo8eLAeeeQR3XXXXWUbNIrlbAOeI0eOaPjw4fLz89Pbb7+tCRMm6K233lKXLl1ktVoVGRmpQYMGqXr16qaGeygfMjIydPz4cT3wwAOSpKeeekr79u3TuHHj1LhxY+Xm5qpWrVp65ZVXlJeXp0OHDpVxxCguwzD03//+1/5H4AMPPKD58+dr6tSp6tKli5KSkiRJt912m5544gl169ZNvr6+ZRkyiikhIUGNGzeWv7+/Xn/9db3xxht69913NWDAAOXk5OjEiRNq27atnn/+eftVXpQvR44cUVRUlJKTk9WnTx+lpKToq6++UsuWLXXw4EHt3LlTkZGR+v777/X0009f8UlBefTrr7/q6quv1ocffqgePXooLi5OlSpVsl+dDwkJ0aRJk7Ro0SJNnjzZfqvG2bXmQxz3tn37dvXo0UPt27fXqlWrNHz4cA0YMMBeoSFJ//d//6fg4GAlJCRwgex/+Pj5MvLy8lJoaKhq1aqlV199VZs3b9agQYP02GOPydfXVydOnNCECRM0ePBgtW3bVv369ZNEiVh5dPz4caWlpen//u//9N///lcff/yx2rVrp6ysLH3zzTfq1q2bmjVrprfeekshISFlHS6K6WxJvs1m08CBA2UYhqZOnapatWopOTlZixYt0o033qjWrVvrhx9+KHSbDdyfxWLRNddco6NHj6pPnz6qWLGipkyZoqioKOXm5mrKlCmKiIjQ4MGD7Y/o4daa8iUjI0NxcXF66qmntHnzZn322Wdq3bq1bDabfvzxR+Xl5WnQoEHq1q0biV855efnp7/++ktz5szR1VdfrTFjxigwMFDZ2dlavHixAgICVL9+fTVs2FASt12UR+vXr1fNmjUlSffee6/i4+M1efJkNW7c2P6kk6ZNm+rjjz9W7dq1Wd9yJjs7W97e3vr+++/12muv6YEHHrBfXJk/f75CQkJ0ww03aOrUqfanF4Er+JeVYRiy2Wy64YYbtHv3bt1444166qmn7Fd9fv75Z+3evbvQLx+S+/LjbKlX9+7dNWbMGK1Zs0bz589Xu3btJOUn/osXL9aWLVskieS+nIqOjtbJkyfVo0cP1alTR1999ZX9/ut169bp999/V2pqqqT8PzBpdVI+RURE6LffflNwcLA+/vhje6O1LVu26I8//rA/svQskvvy4ezP4z333KP4+Hj9+eefWrhwob0J14kTJzR37lydPHlSNpuN5L4cOrvGQ4cO1bZt21StWjWNHj3a3in9119/1axZsxQREWH6AJbkr/yJjo5WSkqKevbsKavVqqlTp/5/e/cZFtWZP3z8S1ERRqoKCFaMgL0k6hqxJ7ESYi8BKREsgIKiosaGwRZiQSlqoohoEBZj3OBaoyZEI8YYLETBBjYsIMiADDDneeEzZ8ESTf4bGdz78yZm5py5zrlu7vK7qzyTbvfu3SQnJ1NeXk6fPn1o3ry5mJJfzdja2nLkyBFCQkIIDQ2Vg/vHjx9z4sQJ0tLSKCkpkWOpp4/F/F8lSrLXSDN9u0+fPpw/f56TJ0+yZs0a6tWrx/nz59m7dy/r16+nbdu2Vf2owl+k6Yx59913OXXqFOXl5RQVFaFSqbhz5w6BgYE4OjoycODAKn5S4a/SzKgJDQ1l4sSJNGzYkNLSUgoKCjh58iSLFi1izJgx2Nvby/eIAKF60WzOM2LECH799VfOnj1LVFQUnTp14ubNm4SHhzN69GiGDRtW1Y8q/AWa/GhhYYGnpyefffYZkZGRtGjRAn19fUJDQ2nVqhW+vr5V/KTCX6Wjo0N5eTmNGjVi4cKFzJw5kwULFmBubo4kSXz99dfMnz+f/v37V/WjCv9HLVu2JDo6mjZt2rBq1Sp5J/VffvmFb7/9Fk9Pz0oDZWLQrHpxdnbmwIED1KtXj7p16wJw7949Vq5cyW+//UZkZGSlkXvR0f6E2EW/ily5coWjR4+ybds2bGxsMDIyYvbs2TRu3Ph/fufHN0VycjLx8fGcPn2aJk2aoFQqcXJyYtGiRYCYzlvdlZWVsWvXLpYsWYKFhQX16tUjKysLb29veb2uyMvVl6YjR6VSERUVxdGjRykuLsbY2Jjhw4czfPhwQOTj6k6pVLJ//36io6NRq9WYmprStWtXAgMDAbFETlv92XTZt28fx44d48aNG1haWjJy5Eh5Zp0op6u/1atXs2PHDpydnbGzs6OgoIDIyEg8PT3x8/Or6scT/iJN/ZqWlsayZcu4efMmderUQV9fH0mS+Oqrr7CwsBB5+DlEgP83KCkpeeV1IEqlUj7SQdPjLBoT2u1lBUnF71UqFceOHcPIyIgaNWrIDQqRzm+O33//naysLCRJonHjxvJ56CLw004V897L0qjitSqVCpVKRXl5OSYmJq90v/D6acrfP9vgy83NpWbNmiiVSiwtLQFRTmuriml76dIlmjdv/kr5UNPcLS8vR19fX15+IQKD6qtiGbxhwwZSU1O5desW9evXZ9iwYQwePPiZ64TqRZPf79y5w5UrV7h9+za1a9eWZ8KKcvr5RID/X6RSqQgMDGTQoEEMGDDgle75M41Noer8NwsQkc7Vy58NFDRFqmg0ap+KG2jFxcVha2vLO++8I3eyvioxWqCdnu6Qqbi2+mXl7tPfizTWLidOnMDCwoK33npLTqslS5bImxO/ioppKtJXu/2ZNlfFa8vKyigpKQHAyMgIEG0ubaM5TvrpNPkr6SSC+xcTa/D/CzQVhY6ODqmpqXz00UevdJ/4w6weKqbTN998w927d7GwsKBVq1Y4ODi8tFCq2JAQFY32i4uLQ09Pj5o1azJ06NCXNgI1aVqxHBC0jyRJcnA/YcIErl69iq+vLyUlJS8N8J/OtyKNtY8kSXI5vW7dOi5dukT9+vXp1KkTAwYMqJRHn3dvRaJu1i6///47c+fOpUePHkyePJl69eoBkJeXR/fu3YGXB+xPp6nIw9qrYkdsdHQ0TZo0oXfv3i88jaZiuurr68v3av4mRJur6qlUKi5cuED79u3ldtK5c+e4fv06CoWCnj17vlI6VayLK5b5wrPEX/1/gaaiqFGjBtbW1vIOjn+0k2NZWZn8h7llyxZKSkpEIaSlNOk0efJkwsPDOXv2LMnJyfj5+XHq1KkXppsm/XV0dMjJyQHE5h/arKCggA8//JB//vOfHDx4kDVr1jBlyhRu3LjxwnvKy8vlNFUqla/rUYW/QEdHB5VKxcSJE1EqlSQkJDBkyBDMzMwqXfd0uV0xjVNSUsjMzHxtzyy8mvLycrkenjdvHvHx8VhaWpKens5nn33GqlWrgOcHdZpp2rq6upw+fRqVSiUajVrGwcGBsWPHcvbsWeLj4+Wy9s6dO1hZWQF/HLA/3d66fPny3//Qwl+mWT7h5uZGUlIS+fn5PH78+KX3PV12i04c7REdHc3o0aM5f/48AAkJCYwZM4aoqCgmTpxISEgIRUVFf/gbmrpYkiQKCwtF+r6EiDb+j3bs2MEnn3xCUlISZ8+eRV9fn6tXrwL/Ceae12DU19cnNzcXZ2dnjh07Rmlp6Wt/duHVbdiwgfv377N9+3bCw8Pp27cv2dnZXLhw4bnXVwwKEhIS8PDwEIGBFlOpVMybNw9ra2uSkpLYtGkTgwYN4siRI+Tl5T33noqNxvnz5xMUFCTysZZ5emS2sLCQR48e4e3tjZmZGRkZGRw5coRly5aRnJwMVO6EezqN586dK47g0UJ6enoUFhaya9cuCgoK2LJlC3PnziUqKoopU6awceNGdu/eDVT+m6hYTsfFxTF27FiOHDlSFa8gvEBZWRkAXl5edOrUiSNHjrB7927y8/O5fft2pWnYGhWPQdO0twA++eQTNm3a9MzxloJ2UalUTJ48GUmS+Oabbxg5ciTGxsaVrnnerBtNXj58+DCXLl16bc8rvNykSZPo0aMHQUFBXL16lSNHjhAeHk5MTAxRUVHEx8cTGRn53I4czRHjenp6ZGVlMX78eFJTU6vgLaoXMUX//6C0tJSioiIMDQ35+uuvuXr1Kvr6+hw5cgQLCwu6deuGtbW1XOiUlpZSo0YN9PT0SEtLY/LkyXTt2pXFixf/6TWgwt+n4hpqpVKJkZER6enpODk5YWlpyaZNm4iIiGD+/PmMHTtWvkfTm1hxetmKFStISEhg0aJFNG/evGpeSHgplUrF7du3Wbx4MQDBwcH88MMPrF+/njZt2sjTwjT/rdhonDJlChkZGYSGhsrnsApVr+KU3Lt371K/fn1KS0u5dOkSJ06cYP/+/dy/f5+HDx9SUlLCTz/9hEqlwsXFRb5fk8ZeXl7cvn2biIgIWrRoUVWvJFSgKXPVajWSJBESEkJKSgoWFhY0a9YMgDp16jBkyBCuXbvGpk2bcHJyko/QqlhOL168mL1797Ju3Tr69etXZe8kVFYxDwJMnz6d4OBgDhw4wOPHjzE2NkapVHLlyhWMjY0xMTGhRo0aPH78GCMjIzkoyMnJwdPTk/r16/PNN9/IR20J2uHpJVD5+fnk5eXh5+dH7dq1OXv2LNnZ2Xz//ff07NkTJycneaNTqJyXg4ODOXz4MNu3b3/t7yE8n2Z53PLlyxk9ejT+/v5YWVnRoUMHTExM6NmzJ0uXLiUoKAgbGxtGjBjxzN5kOjo6pKSkEBgYSL9+/XBycqrit9J+IsD/C9RqNWVlZdSsWRMvLy/5s7S0NJYuXcqDBw+IiIggIiICIyMj7OzsWLhwoVwg7dmzhwULFjB+/HimTp1ala8iPKVioL57925OnjzJlClTqFOnDtbW1ixatIh9+/axatUqevbsSXl5OXv27EGhUNCvX79KDZLJkydz6dIlNm3aRLt27arytYSXMDAwoLi4mKtXr7J27VqysrL46quvaNGiBQ8fPmTz5s1MmDABhUIhB465ubl4enpSu3Zttm7dKk8VFapexeB+7dq1nDx5kpkzZ9K2bVsWLlxIQkICJSUluLq60qpVK6ysrBg+fLg8A6NiYODl5YWFhQVbt24VgYGWqJi+RUVFKBQKvL29uXv3LmfPnuX48eN069YNAIVCQbt27di/fz9FRUWYm5s/03lz8+ZNvvrqKxwdHavsnYTKKqbx6tWrad26Nf369SMoKIi5c+cSHx/P9evXWbFiBffv38fIyIiaNWuiUqnw8fFh1KhR6OrqcurUKfz8/OjduzcLFix45ROOhNejYjpnZ2fTsGFDTE1NuXr1Krt27WL37t3k5uZSXFyMWq0mIiKC8vJyPvzwQ3lkV19fn7KyMjw9PcnPzyc2NhY7O7sqfjMB/hOgl5WVYWZmRkREBBMmTODatWvyTBtJkhgyZIicny0tLendu3eljp9t27YRFhaGv7+/fAyx8BKS8KdkZGRIU6dOldzd3aUlS5ZIBw8erPR9cHCwFBgYKD169Eg6f/68FBYWJsXHx8vfR0dHS61atZJ27dr1mp9c+DMyMjKk3r17S0lJSZIkSVJYWJhkb28vDRgwQLp48aJ8XXZ2tuTj4yPt3LlTKisrkyRJkh48eCANGjRIGjt2rHT79u0qeX7h5RYsWCD961//ksrLy6WSkhJp7ty5UseOHaVRo0ZJpaWl8nVpaWnS8OHDpR9//FH+7JdffpF69uwpTZ8+XVIqlVXx+MIr8PPzk/r27Svt3r1bysrKkj9/+PBhpeuysrKkwYMHS3v37pU/O336tNS5c2cpODhYevz48Wt7ZuGPacpZSXpSn06dOlW6f/++JElP8uVHH30kzZgxo1I5/dNPP0n9+vWTrl27Jn927949qUePHpKHh4d079691/cCwit7+PChNGTIEGnYsGHS9u3bpUePHkmSJEnnz5+XRo0aJfn5+UmpqalSTk6OlJmZKZ08eVJKSEiQ709MTJTs7e2l6OjoqnoF4Q9UzMsrVqyQnJ2dpZ9//lmSJEn67bffJE9PT+mTTz6RDh06JGVnZ0uSJEmDBw+WYmJiJEmSpPLyckmSnpTf77//vvTJJ59Iubm5r/kthOdRq9Xyv8+dOyeFh4dLmZmZkiRJ0o8//ii1atVKioyMfOa+SZMmSZ07d66UjgsXLpS6du0qHThw4O9/8DeIGMH/E1JSUvD19cXFxYWOHTty7do1/Pz82LZtGx07dgTAysqKzMxMFAoFLVu2pGXLlvL9ubm5qFQqYmJi6NSpU1W9hvASixYtQk9Pj/fff18+ESEwMJBff/1V3uzl1q1bFBQUMGfOHMzMzHB2dkZPTw+lUsmyZcto0aIFS5YsEUsvtFBxcTEXL17k5MmTHDt2jEaNGtGmTRvee+890tLSsLGxIS8vD319fS5dusTMmTN57733ePfdd4En+djf3x9nZ2dmzpxZxW8jvMiePXu4cuUKsbGxWFtbA0+mchYXF8vrdn/++WcePHhASEgIffr0oX///vL9R44cwdvbW56lJWiHipueZmRk4OHhwcOHD7GwsKBjx464ubnx5ZdfsmjRIkaPHo2hoSErVqzA3t6ehg0byr/z66+/0qdPH2bPni1GdbVQSUkJs2fPxtramvDwcPT09NDT00OSJFq2bImXlxeRkZHs27eP8ePHY2dnh52dHe+88478G1ZWVqxYsQJnZ+cqfBPhRTR52cfHh2vXrhEUFISlpSUAbdu2Ze3atXJZDcj7GGlmUunq6nL8+HGmTp3KwIEDmTt3rlgmpyU0M2GTkpJYvHgxo0aNIicnh2bNmvHuu+8yZ84clixZQqNGjeTz7AEiIiJIT0+XN79dtWoVqampYobVX6AjSU/tVCE8V3FxMfPmzcPOzo7JkycD4Obmxv3791m7dq28vjo2Npb4+Hh27dpVqaCR/v/Ub806fEF7zZ8/n507d9K/f39WrVolF1T37t1jwoQJFBYWUl5ejoGBAY6OjnzxxRfAf9L4ypUr8hpQQbtcvnwZDw8POnXqRGFhIRcuXEChULB582YaNGhAXFwc3333HWlpaTg4OJCTk8OIESPw9/cH/jOd8MaNG9ja2lbx2wh/JDw8nB9++IGdO3eSkpLC6dOnSU5OxtjYmAEDBjBu3Di++OILjh49ysiRI3F3dwf+s1eKONJSe0VFRbF//36ioqKoX7/+M9/HxsbyxRdfYGJiQufOnbG1tZXzsCZdRV2s3e7du4e7uzszZsyQp+tq9lzQBIZxcXFs2rSJ4cOHM3HiRPlzqcI+OoJ2+/e//82GDRuIjIzE0tISSZIoLS2loKAAMzMz9PT0OH78ODdu3ODzzz9n4MCBLFiwQL5/y5YtSJIkpm1roRMnThAcHMy0adP48MMPn/l+6dKl8qbG7dq1e+6R0tevX8fY2PiZ026ElxMj+K9IkiTS09MZOXIkubm5uLq6Ym5uzpYtW6hfvz7Z2dlYW1vz+PFjmjVr9kzFUvEoPUE7SC84N3fevHkUFhZy8uRJLl++TPPmzZEkiXr16hEXF8fly5cpLCzE0NCQ9u3bA5V3cBXBvXZSqVQsX76c9u3bs2rVKoqLi7l58yZ+fn7MmjWLjRs3Mm7cOJydnUlJScHU1BQjIyPatGkDVF4rKIJ77fGiM8t79OjB+vXr+eijj8jPz6dLly6MGzeOtLQ0vv32W4YPH86UKVMYOXIkTZs2BZ40KjRltAjutVdGRgYODg7Ur1+f1NRU0tPTSU5OxtzcnMDAQFxdXblx4wYXLlygXbt2jBs3DnhSBmjO0hZ1sfZ4XmdaeXk5OTk58r4YmrOz9fT0KCgowMjIiHHjxlFUVMSgQYPEGffVVFZWFvn5+VhaWnLw4EHOnDnDvn37KC8vx83NDWdnZ9LT09mzZw8BAQGMHj0a+M/GepqOWaHqadJE07a+dOkSFhYWlWbGVayvg4ODuXr1Ku7u7hw4cKDSHjea8qBx48av9yXeIGIE/w+UlpayZMkSevXqRefOnfHz86Njx458/fXXODk5MX/+fGrXrk1ubi4xMTH06tULR0dHcQRLNVCxQZGRkSGPCmhmYhQUFDBu3DjMzMxYt24dxsbGL+wQECN92k+SJAoKChg9ejQff/yx3OAHOH/+PK6urnz44YfMmjXrufn3RWkvVK2KjYWjR4+Sl5dHkyZNaNy4MWZmZvz888+cP3+ebt26YWFhQb169Th69Cjr1q0jOjpa3lEdRBproxeNsm/ZsoU1a9bQsWNH7t69S6NGjXB0dGTXrl04Ojqybt06lEolwcHBPHz4EFdXV957770qeAPhZSrugF5UVIQkSRgZGZGfn4+Pjw8tWrRg0qRJWFtby/k9ISGB0tJS+RQbEPWwtntRR2xWVhZDhw7F1NSU8vJyevbsydtvv82vv/7K999/T2JiIoaGhuTl5clLrURaa6/c3FwiIiLw8vJi69atnDt3jq1btz5Tt2o2VCwsLGTHjh1MmDChip74zSVG8F8gKysLT09PGjRoQIcOHTAyMqJly5asW7eOcePG8emnn8rXHjx4kGPHjtGzZ085OHhRYSZUnV9++YXU1FQ8PT3lUZwNGzYQFxeHoaEhd+7cYfr06bi4uGBsbMzatWsZPXo0y5YtY9GiRS8c8REVjfbT0dHBxMQEc3NzUlNT5QBfkiQcHBzo3LkzO3bsoFGjRnh4eDzTgBCBn/apOFU3ICCA3377jVq1amFoaMhbb73FvHnz6NKlC126dJGvv3HjBqtXr8bR0bHSMUsg0lhbXL16ldu3b9OtWze5zE1OTiY3N5fmzZvj4ODA+PHjqVWrFmlpaXh7e9OgQQMaNmyIQqHg+PHj8j4Ls2bNYvbs2WzevBk7Ozsxu0qLaM6t19fXR6lUEhgYiEql4vr16/j4+DBo0CBGjx5NREQEZmZmjB8/HoVCwZkzZ4iMjGTo0KGVfk/Uw9qrYnt479695Ofn07hxYxwcHGjUqBE7d+7kp59+wsnJSZ6ObWVlxdmzZyktLcXAwEAO7iVJEmmtpUpKSpg0aRKmpqZYW1vj6OjIli1bOH/+PK1bt5avKyoqIjExkb59+9K2bVs5uBcdN/9dIsB/jtzcXKZNm8Y//vEPQkJC5IpoxowZXLp0iZMnTxIXF4eVlRVnzpwhJiaGzz77TN5oDxDBvZZJTU1l/PjxTJgwQQ7uV65cybfffstnn31G165diY2N5fPPP0dfXx9nZ2eaNm3KqlWr8Pb2xszMjKCgoCp+C+HPKC0tZfXq1ajVagwMDPD19WXQoEEkJiayY8cOxowZI0/5bNCgAS4uLixfvpwuXbrQsmVLMaKrhS5fviwff6RZRx0cHMzNmzfZsmULjRo1IiwsjG3btqGjo8PSpUsBOHfuHLt37+bIkSO0atWK0NBQQIzaaxO1Wk1RURGffvopNWvWxMTEhFatWhEYGEhKSgpmZmaUlZVhYmLCxo0bGTNmDGPGjJHvv3PnDklJSfTu3ZvatWujVquxsbHB39+frKwsEdxrid9//x0HBwe5IX/79m3c3Nyws7PD19eXM2fOEB4eTkZGBvPmzZPPP4+JiaFNmzZcuHABNzc3fH19q/hNhFchSZLcHp4yZQoXLlygfv365OXl8c477+Dl5UWzZs3k/FlSUsK1a9dYuHAhbdu2fWaPDVFea6fDhw+Tnp5OmzZt5Lw5ZMgQkpOTmTp1KhEREVhZWVGrVi3Cw8M5evToM+vyRXD/3yUC/Oe4e/cuRUVF+Pn5AU82ijh//jy//fYbAwcO5F//+heJiYnAk/OzN2/eLO+KLxqM2uno0aN06dKFgIAAVCoV6enplJaWEhoaipOTE6mpqWzduhVra2uWLl2Kubk5vXr1olu3bnLHjlB9ZGdn4+npSd26dWnSpAkpKSncuHGDoUOH0rZtW7Zv345araZbt26cPXuWlJQUwsPDycrKIjY2ltDQUJGPtcy3337LzJkz+frrr+W9Lx48eEBxcTHz58+nUaNGJCQksG3bNrp3784vv/zC2rVr8ff3x9rampo1azJhwgRGjhwJiFlW2kZznr2Pjw/r169n+/btdOjQgUePHpGYmIiFhQVnz55l9erVuLq68t133wHI597v2LGD9u3bExAQAPwnEHjnnXcq7awuVA1JkggJCSEjI4OgoCDatm0LwP79+2nUqBFRUVHAk7q6tLSUHj16AODn58fIkSP5/vvvMTAwwM/Pj86dOwNixE9bnTlzhvbt28vtYZVKxaxZs3j48CE7duzAysqKzz//nJ07d1JaWsrs2bMxNzcnPT2dXbt2ceDAAbp06SI6YqsJtVrNhQsXWLduHW+99RaBgYHAkzI4NDSUqVOnMmHCBGrVqoWFhQW3bt1i06ZNotP1byYC/OewtbUlJyeH5cuXk5eXh66uLiUlJejp6bFhwwYWL16Mvb09JSUlKBQKDAwM5IpGFELaRVMxNG/enO3bt5OUlERYWBiDBg2iW7duvPvuuxw9epR58+YxatQofH19cXV1JTIyEmNjYzp37iw2calm7t69y5w5c+jatSshISEAhISEEBcXh4mJCR988AEWFhYsXboUS0tL8vLymDNnDi1atEBXVxdTU1ORj7XQ4MGDSU5OZvbs2WzcuJGGDRtiZWXFtGnTsLOzIy4ujo0bNxIWFkaPHj3w8PAgLi4Oc3NzPv74Y6ZOnSrP3hHBvXYJDQ2ldu3aBAQE4OTkxL1794iPjycrKwsbGxv5eLsuXbowf/58/Pz8WLp0KcHBweTm5nL16lU8PDxwc3MDRPpqIx0dHZycnDh37hw7d+5EoVDQrFkzbt++Lc9+9PDw4NatW2zevJmWLVuSm5tLXl4ednZ28uZqGmKqtnY6ePAgvr6+bNiwgR49eiBJEoWFhdSpU4fx48djZWVFTEwM27dvp3v37pw7d46NGzcSFBREvXr1qFu3LgEBAfLRhiIva5+n00RXV5exY8eiVCrZvn07165do2XLlqjVaszNzYmNjeXAgQPk5OSgp6eHi4sLtWvXFmn7NxMB/nMoFAqioqLYsGEDtra2DBkyBEdHRxQKBT179uT+/fu8/fbb1KlTBxC9yNpME6j179+fpKQk5s2bx+DBg5kzZw5lZWXo6uqSlJTEgAEDmDRpklwgpaamsmLFCrZu3YpCoQBEOlcXxcXFdO/eXR6p9ff35+LFi3z66acsWbIECwsLfHx8GD58OAUFBSgUCmxsbLh06ZLcmBS0i6YhsHLlStzc3Jg1axYRERGYmpry1ltv8fjxYw4fPoy7uzt9+vQBnpyBnZeXx6FDh3BxcZHPU644ZVTQDm+99RYDBgyQ/3/o0KHcu3ePjRs3yruoazg4ONC3b1+uX7+OWq2ma9eudOjQAWNjY0AEBNqqrKyM3r178/DhQ+Lj40lMTGTatGkoFAr27NnDwYMHMTY2JiYmBisrK0pLS9m1axeGhoY0bNhQ7pzTEJ2w2qlr166MGjWKGTNmEB8fT9OmTTEzM2PChAk0bNiQuLg4YmJiWLVqFT179sTd3Z09e/ZgZGSEr68vXl5ecv6tuM+KoB005atKpeLevXvo6+tjaWmJubk57u7uXLx4kYCAAL755htq164tb5T69Canopz++4lo5QW6dOlCZGQkixcv5p133kGhULBv3z5q165NgwYNKl0rgj7tl5mZSWZmJo0bNyYrK4vi4mL09fW5ffs2Z8+epUmTJnJhY25uzj//+U+WLl0qB/cg0rm6aNy4Mf3798fMzIyQkBByc3OJiopi3LhxODk5sWnTJrZt24aFhQX29vaoVCoSExNxdXWlU6dODB8+vKpfQaigrKxMzpv3799nzZo1ZGdns2zZMlQqFfBkv4Vbt25x9+5dAG7dukVxcTG+vr5ER0ejUCjkgEAEBtpDs7/NiBEjUCgUJCcnExcXB4CPjw/Dhg0jNzdX/gyepJ+BgQEPHz5EkiRq1aolB/ei80Y7lZeXy8dnmZubU7t2bfbv3098fDwffvghxsbGPHz4UA7u4cm+GUlJSajV6meCe0F7KRQK/Pz8aNOmDd7e3iiVSnR0dLC1taW8vJzDhw8zatQoevbsCYClpSVmZmZcu3aNwsLCZ0aGBe2hKV8zMjL4+OOP8fb2Zvz48YSHhwNP0nLevHno6OgwZcoU4MlxpM87rE2U038/MYL/B2rWrIkkSRw7dozTp08TExPDzJkz5bVjQvXh4OBAbGwseXl5LF26lBkzZrB+/Xqsra2xt7cnMjKSW7ducfLkSR4/fiwflyZG7aunxo0bU1xcTHp6OgMHDqRp06aUlpbKI74XL16UG40PHjzg1KlT+Pv7Vzo+T6h6arUafX19VCoVkydPxsDAAC8vL8LCwvD09KRhw4ZMmTKFGjVq0KtXL/bv309mZiYXLlygS5cu8vm7Ih9rp4rpUlhYyJ49e3jw4AE2Njb06tULPz8/bt++za5du1Cr1QwaNIj8/HwOHz5Mhw4dnumsEZ032klPT49bt24xcuRIOnbsiLm5OTdv3mTz5s3o6ekxduxYFi5cyMyZM2nevDm6urqsX78eNzc3USZXExVHZOvWrcvChQvx8fFh8uTJxMTEoKOjQ0FBAYWFheTm5gKQk5ODUqnE39+fXr16vfCkIkE76OjocPz4caZNm8bQoUP54IMPuHPnDtOmTaNOnTq4u7vTrFkzQkND8fX1JSgoiJUrV4pyuYroSM/rWhFkubm57Ny5kx9++IGpU6fKm7uITT+qJ5VKxb///W/Wr19P9+7d5eMO/f39UalUmJiYsHz5ckCkcXV37949BgwYgI+PDyNGjODMmTNERUURHR39zBFp+fn5z3wmaId79+7h5uaGjY0NM2fOpF69epiZmZGQkMD8+fNZunQpLi4uZGdn8+OPP5KWloa9vb28d4YI7rWTJiAoLS0lJCSEjz76iFq1ahEREUFxcTHTpk2jTZs28o7aJ0+exMHBgXr16lGrVi3Wrl1b1a8gvAJNE3P+/PncunWLL7/8EoDHjx8zZcoU1Go1Y8eOxczMjDVr1lBSUoKpqSmDBw+W12GLPKzdNHm5uLiYhIQE2rdvT9u2bTlz5gwTJ07kvffeIyQkBEmSCA0N5aeffqJOnTpkZ2fTtWtXwsLCAJHO2i43N5e1a9diaWnJpEmTAPD19eXEiRMUFRURGhqKi4sLkiSxe/duwsPDSUxMFPsaVRER4L+CgoIC9PT0MDIyQq1Wo6OjI/5Yq7HCwkKSkpL48ssv8fDwwN3dHbVajUqlwsDAAHgyLVhfX0xwqe62bNnCsmXLaN68OdevX2fmzJm4uroCYg2YttN0sMXGxnLo0CEiIiIwNDSs9N3KlSvZvn07Gzdu5O233670HYg01nbXr1/Hy8sLa2trhg0bhouLC4cPHyYmJgYzMzNmzZqFtbU1v/32G7Nnz6Zp06Z4e3vLpyiIcrr6CAgIQE9Pj88//1zOl5cvX8bLy4smTZqwcOFCmjRpAoBSqZT3zBBBX/WQmZmJp6cnrVu35qOPPqJ3797o6upy6NAhAgIC8Pf3x9vbm7y8PA4fPkxmZiZNmjRh1KhRgEhnbfR0+SpJEnv37qVt27YYGRkxadIkatSoQVhYGOvWrePQoUOsWbOGt99+m/LycsrLy8XymiokasZXUHF9nyiAqj+FQsGAAQPIzc1lzZo12Nra0q9fPzm410wLFqo/d3d37OzsePToEY0bN6ZVq1aAWKtbHWiC9IyMDCRJkvNnxQB++vTpPHjwAHd3d/bu3Svvtq65TqSx9srNzSUgIIBu3bqxePFieaS3T58+FBYWkpCQQGRkJHPnzqVdu3b4+PhgaWkpB/einK5e9PT0uH//PvAkb6vVauzs7Bg4cCA7d+5kxYoVzJo1i8aNG8vBPYh12NVBdnY206ZNY+DAgQQEBFCjRg053Xr37s2MGTNYvnw5TZs25b333mPYsGGV7hcdsdpHU76Wlpby3XffYWRkhKOjIwMHDgRg/fr11KpVi7CwMOrWrYuVlRUPHjxgwoQJHDhwgLp166Knpyc6bqqQqB3/BDFq/+aoV68eQ4YMobCwEGtr60rficLozeLk5CT/W8zAqX4kSUKlUqGjoyM3BCVJoqioiB9++IHp06ejr68vL7EQm+lVD3fv3qWoqAhfX18ATpw4wblz5zhz5gzOzs60b9+eM2fOEBYWxpw5c3Bxcal0vyinq5eJEyfi4uLCV199haenp/y5Wq2mY8eOtGrVisaNG1fhEwp/1c2bN1GpVIwdO5ZatWoB/xmR19fXZ/To0dy4cQM/Pz+Sk5OfOf9cBPfaR1dXV943w8TEhDt37tCgQQM++OADfH19OX36NLa2ttStWxd4Uk8vX74cHR0d+TPN7whVQwT4wv8sOzs7Zs+eLe/uKwKCN5+obKofV1dXhg4dyubNm+XAQEdHh99//52EhAQaNmzIkiVLADHNszqxtbUlJyeH5cuXk5eXh66uLiqVCj09PcLCwliwYAF5eXkUFBRQUlJCzZo1RRldjTVv3pzg4GBCQkJQKpXY29tTXl7OoUOHWLFiBR06dADE3jfa7nnLYq5cuUJZWZl8AkLF2a65ubmYmpri7++PgYEB9evXf+3PLPx5OTk5xMbG8sEHHxAUFMT169dJSUnh888/x97enn79+rFixQratm3L1atXSUpKYuPGjbRr1w4QdbE2EGvwBUEQBK0WGxvLZ599hoeHBw0aNJCDwNGjRxMUFFTVjyf8RT///DMbNmzAxsaGIUOG4OjoiEKhoEePHixfvpwOHTrISzOEN8POnTvZvn07+fn5lJaW8sknn4gNMasJTfpopm0rFApat25NaWkpH3zwAcuWLcPZ2VnupJEkiZ07d9KwYUO6desm/46Ykq/dTp8+zbp163jw4AEzZsyQZ0EqlUq+/PJLtm3bxoYNG0hMTCQtLQ1JkliwYIG8D46gHcQIviAIgqDVXF1dUSgU7Nq1i8OHD2NqasqMGTMYM2YMIEb9qqsuXbrQoUOHShsx7du3D0NDQwwNDSvtiyICvzfDyJEj6du3LyUlJajVamxtbQGxx1F18Lxp21ZWVrz//vtMnTqVBQsWYGNjQ8eOHQH47rvviIyMZNGiRZV+RwT32q1169ao1WouXbpEXl6e/LmRkRGDBg3i4MGD3LlzhyVLlnD37l2MjY3FsdJaSIzgC4IgCNWCUqmU1+Sbm5sDIvh7E0iSxLFjxzh9+jQxMTHMnDmTsWPHVvVjCX+Tih1ymiao6KDTfjk5OWzZsgWVSlVp2vbq1avx8PAA4Msvv8TBwQEzMzNOnTrFnDlzGDFiRBU/ufBnFRQU4O7uTv369Zk2bRoODg7Akzp4yJAh+Pj4yCcggKiHtZEYwRcEQRCqBUNDw2cCAdGoqP7y8vJIT0/n1KlTbNiwgc6dOwNiZsabqmKaivStHp6etm1gYIC9vT02NjYUFxcTExNDYmIirVu3JjMzk7KyMgIDA3F0dAREXq5ujI2NWblyJdOnTyc6OprAwEBMTU05fvw4SqVSnnmjIeph7SNG8AVBEARBqFIFBQXo6elhZGQkTrsQBC2jUqnw9vbm559/Zvny5Tg7O8vfXb58mWnTpjFlyhT69+9f6T4xslu9/fjjj8yYMQOATp06kZWVxbBhw+R9MwTtJXKdIAiCIAhVytjYGCMjI3kttgjuBUF71KxZk7Vr1+Lo6EhycjK///67/J2VlRVKpZKCgoJn7hPBffXWvXt3AgICMDExwcHBgcjISNzd3VGr1ajV6qp+POEPiJwnCIIgCIJWEIG9IGgnzbTtO3fuEB0dTXZ2No8ePSIlJQWlUomNjU1VP6LwNxg5ciTdu3fn1KlTXLx4EXjScSM6b7SbmKIvCIIgCIIgCMJLiWnb/3tKS0uZPn06+fn5TJw4kX/84x9V/UjCS4juF0EQBEEQBEEQXkpM2/7fU6NGDUJCQlCr1ZiZmVX14wivQIzgC4IgCIIgCILwSiRJYsmSJWRmZuLm5kbfvn2r+pGE16C0tJQaNWpU9WMIr0CM4AuCIAiCIAiC8Ep0dHSYPXs2JiYmbN26lePHj1f1IwmvgQjuqw8R4AuCIAiCIAiC8MrEtG1B0F5iir4gCIIgCIIgCH+amLYtCNpHBPiCIAiCIAiCIAiC8AYQU/QFQRAEQRAEQRAE4Q0gAnxBEARBEARBEARBeAOIAF8QBEEQBEEQBEEQ3gAiwBcEQRAEQRAEQRCEN4AI8AVBEARBEARBEAThDSACfEEQBEEQBEEQBEF4A4gAXxAEQRAEQRAEQRDeAP8P2S77EWdBvrwAAAAASUVORK5CYII=", "text/plain": [ - "
" + "
" ] }, + "execution_count": 37, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -2217,7 +2210,8 @@ "performances_ = (forward_selection\n", " .compute_model_performances(basetable, target_column_name=target_col, \n", " metric=metrics.accuracy_score))\n", - "plot_performance_curves(performances_, metric_name=\"Accuracy\")" + "fig, ax = plot_performance_curves(performances_, metric_name=\"Accuracy\")\n", + "fig" ] }, { @@ -2235,7 +2229,7 @@ { "data": { "text/plain": [ - "['sex_enc', 'age_enc', 'class_enc', 'fare_enc', 'sibsp_enc']" + "['age_enc', 'class_enc', 'fare_enc', 'sex_enc', 'sibsp_enc']" ] }, "execution_count": 38, @@ -2259,11 +2253,11 @@ { "data": { "text/plain": [ - "{'sex_enc': 4.4803259699084785,\n", - " 'age_enc': 3.6439760175385074,\n", - " 'class_enc': 4.016803499515996,\n", - " 'fare_enc': 0.7172923586394532,\n", - " 'sibsp_enc': 2.5251121628934774}" + "{'age_enc': 3.643976017538863,\n", + " 'class_enc': 4.016803499516246,\n", + " 'fare_enc': 0.717292358639624,\n", + " 'sex_enc': 4.48032596990871,\n", + " 'sibsp_enc': 2.52511216289368}" ] }, "execution_count": 39, @@ -2282,20 +2276,22 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, + "execution_count": 40, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "variable_importance = model.compute_variable_importance(\n", " basetable[basetable[\"split\"]==\"selection\"]\n", ")\n", - "plot_variable_importance(variable_importance)" + "fig, ax = plot_variable_importance(variable_importance)\n", + "fig" ] }, { @@ -2321,7 +2317,7 @@ "data": { "text/plain": [ "{'meta': 'logistic-regression',\n", - " 'predictors': ['sex_enc', 'age_enc', 'class_enc', 'fare_enc', 'sibsp_enc'],\n", + " 'predictors': ['age_enc', 'class_enc', 'fare_enc', 'sex_enc', 'sibsp_enc'],\n", " '_eval_metrics_by_split': {'selection': 0.8443602693602693,\n", " 'train': 0.8520888109845166,\n", " 'validation': 0.8277080062794349},\n", @@ -2341,12 +2337,12 @@ " 'verbose': 0,\n", " 'warm_start': False},\n", " 'classes_': [0, 1],\n", - " 'coef_': [[4.4803259699084785,\n", - " 3.6439760175385074,\n", - " 4.016803499515996,\n", - " 0.7172923586394532,\n", - " 2.5251121628934774]],\n", - " 'intercept_': [-6.594091554184244],\n", + " 'coef_': [[3.643976017538863,\n", + " 4.016803499516246,\n", + " 0.717292358639624,\n", + " 4.48032596990871,\n", + " 2.52511216289368]],\n", + " 'intercept_': [-6.594091554183739],\n", " 'n_iter_': [5]}" ] }, @@ -2434,7 +2430,7 @@ { "data": { "text/plain": [ - "0.3876484310265555" + "0.38764843102679586" ] }, "execution_count": 45, @@ -2482,19 +2478,19 @@ "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_confusion_matrix()" + "fig, ax = evaluator.plot_confusion_matrix()\n", + "fig" ] }, { @@ -2504,17 +2500,19 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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OOeUUzjvvvByfe/fdd9O+fXtGjx7NwoULycjIoG7duvTs2ZMrrrjioFXtC1qvXr3429/+ln3pe5cuXfJUtpOTk/nrX//KxRdfzH/+8x+++OIL1q5dy+7duylXrhwNGjSgdevWnH766XTr1q3Q8kuSSo5AuDBWgJEkSZIkSQXGBeskSZIkSUpwlndJkiRJkhKc5V2SJEmSpASXkOX9yy+/5Oqrr+bUU0+lefPmfPjhh4d9zhdffMH5559PmzZt6NmzJ2+//XYMkkqSJEmSVPgSsrzv3r2b5s2bc8899+Rp/5UrV3LVVVfRqVMn3nvvPS699FLuvvtuPv3000JOKkmSJElS4UvIW8V17dqVrl275nn/0aNH06BBA+644w4Ajj32WL766itefvllTjvttMKKKUmSJElSTCRkec+vuXPncvLJJx+07dRTT+XBBx/M82uEQiEyMjIIBoNHdJ9bSZIkSZLyIhwOEwqFKFWqFMHgoS+MLxblfePGjdSoUeOgbTVq1GDnzp3s2bOHMmXKHPY1MjIymD9/fmFFlCRJkiQpR23btiUlJeWQ+xSL8l4Q9v2Uo1WrViQlJcU5zaFlZmby3XffFYmsKpk8RpXoPEaV6DxGleg8RgWwdG0GT0zcnf04ANSvFttl1apn/EC/zddSK31xxGx7Uj229ZtGvbrVY5opP/b9WTrcWXcoJuW9Ro0abNy48aBtGzdupEKFCnk66w5kXyqfkpKS8N+AMjMzgaKRVSWTx6gSnceoEp3HqBKdx6gAkpIDpGfuL53lSwe468KqsQvw3UiYfBVkpEaMwk3782Ot62nboFZCH6P7/izl5aPbCbnafH61b9+ezz///KBtM2bMoH379vEJJEmSJEkqXKXKRRb3UmWh5/OEeo8mM7lifHIVkoQs77t27WLhwoUsXLgQgFWrVrFw4ULWrFkDwKOPPsptt92Wvf+AAQNYuXIlw4YNY+nSpYwaNYoJEyZw2WWXxSO+JEmSJKmwNesP7a7a/7hGWxg0G9r9DorhIuQJedn8t99+y5AhQ7IfDx06FIDzzz+fv//972zYsIG1a9dmzxs2bMhzzz3H0KFDefXVV6lTpw7333+/t4mTJEmSpOLsjMdg9XRo0BW6PgLJZeOdqNAkZHnv1KkTixdHLjiwz9///vccn/Puu+8WYipJkiRJUszt2QplquQ8Sy4Hl3wOKRVimSguEvKyeUmSJEmSWDoW/tUUFo3OfZ8SUNzB8i5JkiRJSjQZe2Hq/8G750LqxqxV5bctj3equLK8S5IkSZISx+bF8HpnmDN8/7a07TDuYshMj1+uOEvIz7xLkiRJkkqYcBgWvAxTroeM3ZHz8vUgcw8kJcc8WiKwvEuSJEmS4mvvNvjwGlj0RuSsVBk44/Gs28IVw1vA5ZXlXZIkSdJBZi7eyzcr0sjIzHkeDofZtq0WM9btIlCCy1RJt3NPuGBeaO0XWZfE5/SZ9uqtoO+/oUabgnmvIszyLkmSJCnbV0vT+NeUXXnYszxszSj0PCrGwiH48mH47G4I5XAstbsq6z7uyeViny0BWd4lSZIkZVu0uuQuCKYjUyYlH1dh7FoH4wfDTx9GzkpXgbNegGa/LrBsxYHlXZIkSVK2zFC8E6ioOrl5St52/OkjGPsbSN0QOavXBfqMgkpHF2y4YsDyLkmSJClXx9YuRbtjDl7dOxwOsWbNWurVq0sg4N2nBQ2qJ9H26DyuAp9SEfZu/cXGAHS+G07+CwStqTnxd0WSJElSro6plUTv48setC0zM5O5gW20b9+IpKSkOCVTkVXnBDhtKEy7JetxhXrQexQ0PCOusRKd5V2SJEmSFFvH3wQ/fgjBZOj1LyhXI96JEp7lXZIkSZJU8NJ2QqmyEMzh6oxAEPr9F0qVK9H3bs8PP6AiSZIkSSpY67+CkR3giwdy3ye5vMU9HyzvkiRJkqSCEQ7B7Efh9ZNh6xKYeS+smh7vVMWC5V2SJEmSdOR2rYe3+2QtRBdKz9oWDsH4SyB1c3yzFQN+5l2SJEmSdGRWTIYJg2H3+shZhfqQsRuoFvNYxYnlXZIkSZIUncx0+Oxu+HJYDsMAdLoTTv4rJOXxHvDKleVdkiRJkpR/W5fBuIth3azIWfm6cM5IOPrM2OcqpizvkiRJUpxlZIYJxzvE/4RCiZJECW3hG/DhVZC2I3LWqDec/TKUqxnzWMWZ5V2SJEmKk007Mnl20k5W/JwZ7yhS3qTthKk3wIKXI2fBZDh9GHT8P28BVwgs75IkSVIchEJhi7uKlk3fwXvnw5bvI2dVm0Kf0VC7Y+xzlRCWd0mSJCkOPvp2b5Eo7tUqendp/U9KZUjdGLm99WXQ/QlIqRDzSCWJfxIlSZKkGNu0I5N3Pt8d7xiH1ahWEl1alI53DCWKivWh14j9j1MqQu9RcPYIi3sMeOZdkiRJiqFwOMzrn+xmb8bB2689uwL1qyfFJ1QOkpMCVK3guT79QpN+0OEGWPs59HkDqhwb70QlhuVdkiRJiqGvlqYz78f0g7ad1qo0HRqnxCmR9AuZ6RBKg+TyOc9PfzhrQbokj9lY8kdpkiRJUozs2hPijU93HbStUtkA/TuXjVMi6Re2rYB/d4XJV0E4l9sGliptcY8Dy7skSZIUI29/nsr21IML0YDTylG+jP8sVwJY/B8Y2R7WzoSFo+C7kfFOpAP4XUKSJEmKge/XpPPJd3sP2tb26GROONYzmIqz9F3wwe9g7EWwd9v+7VOuhc053BZOceFn3iVJkqRClp4ZZuTHB18uX7oUDDy9HIFAIE6pJGDDPBj7G9i8KHJWvg5kJP5dEUoKy7skSZJUyCZ8vYd1W0MHbTuvUzmqV0yc1eVVwoTDMPdpmHYzZO6NnLccCGc+DaUrxT6bcmR5lyRJkgrR2s2ZTPgq9aBtR9dMontb75+uOEndBJOuhKXvRc6Sy0OPZ6DV4Njn0iFZ3iVJkqRCEgqHeXXaLjIOOOkeDMCQbuUJBr1cXnGwchqMHwg7V0fOanWEvqOhatPY59JhWd4lSZKkQjL9u70sWZtx0Lae7ctwVA3/Ga4YC2XAzPvgi/shHIqcH/9HOPXBrNvAKSH5XUOSpAKUkRnmh7UZbNuVwz+MpDwKhUL8uLE8e79PIxj05kBFVSgM/5158OXyNSsFOfcE7+muGNu1DsZcCKunR87K1oSzX4bGvWMeS/ljeZckqYCEw2GenriT+T+mxzuKioVasDT18LupSBnUtTylk71cXjGWUhFSN0ZuP6oHnPMqVKgb+0zKN3+UK0lSAdm4I2Rxl5Srzs1SaNUwOd4xVBIll4c+oyHpf5fEB0vBaX+HX0+yuBchlndJkgrI7r3heEeQlKAqlAlwUZdy8Y6hkqzWcdD1EajcCAZMh5Nuh4B1sCjxsnlJkgrRUTW8h7PyL0yY1N2plC1XlgBeYl3UVasY5FcnlqViWYuSClk4DGk7cr83e/vroPVlkFIhprFUMCzvkiQVklJB+PNFleMdQ0VQZmYmc+cupX379iQl+QMgSXmQuhkm/w52roHffAJJOXxEIxCwuBdh/vhPkiRJkoqyVdNhZHv44W1Y+znM/Gu8E6kQWN4lSZIkqSgKZcLMv8GbXWHHyv3bvxgKP02NXy4VCi+blyRJkqSiZscqGD8IVk2LnJWpBplpsc+kQmV5lyRJkqSiZMl7MOkK2LM5ctbwDDjnNahYP+axVLgs75IkSZJUFGTsgWm3wtwnI2eBJDjlXjjpDgi60GVxZHmXJEmSpES3aSGMGwAb5kXOKh4Ffd6A+qfEPpdixvIuSZIkSYkqHIb5L8FHN0JGauS8aX846wUoUzX22RRTlndJkiRJSkTpu2Hi5fD9m5GzUmWh2z+h7W+z7t+uYs/yLkmSJEmJqFQZ2LslcnuNNtD331C9VewzKW4s75KkArN6UwZT5+9l2+5QvKMcUjgcZtu2WsxYt4tAAZ6t2L03XGCvJUkSgSCc8yq8ehzs/jlr23HXQtdHILlsfLMp5izvkqQCkZ4R5pH3drBzT1EpsOVha0a8Q0iSdGjl68DZr8D4gXDWi9D0/HgnUpxY3iVJBWLVpswiVNxjo0yKn0GUJOXR3u1QulLOs0Znw2+X5z5XiRCMdwBJUvGQGbK4/1Ln5inxjiBJSnQZe+GjP8Cr7WDP1tz3s7iXeJ55lyQVilJJcO4Jifl5vHA4xJo1a6lXry6BQOH8HLtetSTaHZNcKK8tSSomNn+fde/2n+dkPZ78O+j7pqvHK0eWd0lSoUhOCtD7+MQs75mZmcwNbKN9+0YkJSXFO44kqaQJh2HBKzD1ekjftX/79/+F+S9Cu9/FL5sSluVdkiRJkmJl73b48BpY9HrkLKl07POoyLC8S5IkSVIsrJ0F4y6GbcsiZ9VaZt27vWbb2OdSkWB5lyRJkqTCFA7Bl4/AZ3+CUA63KW33ezjjcUguF/tsKjIs75IkSZJUWHatgwmXwo8fRM5KV4aeL0DzC2OfS0WO5V2SJEmSCsOKSTBhCOz+OXJW7xTo8zpUOjr2uVQkWd4lSZIkqSCFw/DJ7TD74RyGAej8Jzj5Hghax5R3Hi2SJEmSVJACgYNvAbdPhXpwzmtwVLfYZ1KRF4x3AEmSJEkqdro+AjUOWDm+cV8Y/I3FXVHzzLskFXPhcJiMUOG/TyzeQ5KkIiO5LPQdDW90gVP+Bh2uzzojL0XJ8i5JxdjsJWmMnr6LbbvD8Y4iSVLxlLYDUirmPKveCn73I5SuFNtMKpa8bF6SiqnMUJhXP7a4S5JUKMIhmP0YvNAIti7NfT+LuwqI5V2SiqkdqWFS0+JX3KtX9K8YSVIxtftneKcvTLsZ9myCsQMgMy3eqVTM+S8rSVKBK5MM/U8uG+8YkiQVvB8/hFePg+UT9m9bPxum3x2/TCoR/My7JJUgd19YibIphb9YTrUKQUoluSiPJKkYyUyHz/4MXw4DfnllWwCSkrPu7+6idCoklndJKkFqVgpSrrQXXUmSlC/blsO4i2HtF5Gz8nXgnJFwdI/Y51KJYnmXJEmSpNwsGg2Tr4K07ZGzRr3h7JehXM2Yx1LJY3mXJEmSpF9K3wVTboAFIyJnwWQ4/SHo+H8Q8Io2xYblXZIkSZIO9PPcrBXktyyOnFVpAn1HQ+3jYx5LJZvlXZIkSZL2mfsMfPyHnG/91vpS6P4EpFSMeSzJ8i5JkiRJ+4TSIot7cgXo+Sy0HBifTBLe512SJEmS9utwIzTus/9x7RNg8ByLu+LO8i5JkiRJ+wQC0GsEVKgPJ9wCF38GVZvEO5XkZfOSJEmSSqC0Hbl/dr1cTbhsAZSuHNtM0iFY3iUpAW3ekcnSdRlkhqJ/jV17wwUXSJKk4mTxf+DDq6Hf29Cwa877WNyVYCzvkpRglqxN57H3d5CeGe8kkiQVM+m74aM/wPwXsh6PHwhDvoGy1eMaS8oLP/MuSQlm+sK9hVbcA4FA4bywJEmJbsM8eO2E/cUdYOdqmHQlhL1aTYnPM++SlGAK63L3ulWDlE2xvEuSSphwGOY+DdNuhsy9kfPk8lm3hitVOvbZpHywvEtSgqtcLkDlckd2oVTNykmcd1LZAkokSVIRkbop68z60vciZ8nl4cynoNWQrBXmpQRneZekBHdGmzL0PcHiLUlSvqz6BMYNhJ2rIme1OkCf0VCtWexzSVGyvEuSJEkqPkIZ8Pn98Pl9EM7hti3H3wSnDvUyeRU5lndJkiRJxcP2n2D8IFj9aeSsbA04+xVo3Dv2uaQCYHmXJEmSVPQtHQsTh8CeLZGzo7rDOSOhQr3Y55IKiOVdkiRJUtEXCEQW90ASdLkfTrwVgknxySUVEO/zLkmSJKnoa9wHOv5h/+NKx8CA6dDpDou7igXPvEuSJEkqHk77O6yaBlWaQs/noEyVeCeSCozlXZIkSVLRkbYz6x7tOd2bvVRpuOgjSKnkvdtV7HjZvCRJkqSiYfVn8HJr+HZE7vuUrmxxV7FkeZckSZKU2EKZMPM++PfpsOMnmHoDbFoU71RSTFneJUmSJCWuHavhvz1gxl8gHMralrEbxg2AjD3xzSbFkJ95lyRJkpSYlrwPky6HPZsjZ2WqQtoOKFUm9rmkOLC8S5IkSUosGXtg2q0w98nIWSAJTvkrnHSnt4BTiWJ5lyRJkpQ4Ni3MuiR+w7zIWcWjoM/rUL9L7HNJcWZ5lyRJkhR/4TB8+y+YemPWZ9p/qWl/OOuFrMvlpRLI8i5JkiQpvvZug8lXweJ/R85KlYFu/4S2v/MWcCrRLO+SJEmS4mf9V/D+r2H7ishZjTbQZzTUaB3zWFKisbxLkiRJip+k0rB7XeT2466Fro9ActnYZ5ISkPd5lyRJkhQ/NdpA18f2Py5TFfq9DT2esrhLB/DMuyRJkqT4Ou5q+HEypG6E3q9BpaPinUhKOJZ3SZIkSYUvYy8EgpCUHDkLBOCcV6BUWQhaUaSceNm8JEmSpMK1+Xt442T47M+575NS0eIuHYJ/OiRJkiQVjnAYvnsVplwH6bvg5zlw1JlwTM94J5OKHM+8S5IkSSp4e7fD+EEw8bKs4r7PxCGw++e4xZKKKs+8S5IkSSpY676EsQNg27LIWemqsGcLlKsV+1xSEWZ5lyRJklQwwiGY/ShMvwtCGZHzdr+HMx6H5HKxzyYVcZZ3SZIkSUdu1zqYcCn8+EHkrHRl6PkCNL8w9rmkYsLyLkmSJOnIrJgEE3L5LHu9U6DP61Dp6NjnkooRy7skSZKk6GSmwfS/wOxHchgGoPOf4OR7vAWcVAASdrX5UaNG0b17d9q2bcuFF17IvHnzDrn/yy+/TK9evWjXrh1du3blwQcfZO/evTFKK0mSJJUsKalrCL55es7FvUI9uHAKdLnP4i4VkIQs7+PHj2fo0KFcd911vPPOO7Ro0YIrr7ySTZs25bj/mDFjePTRR7n++usZP348DzzwAOPHj+exxx6LcXJJkiSpZAgllYEdKyMHjc+Fwd/AUd1iH0oqxhKyvI8YMYKLLrqI/v3706RJE+69917KlCnDW2+9leP+c+bMoWPHjpx77rk0aNCAU089lb59+x72bL0kSZKk6GSkVCPU6+X9G5JSoNtwOO89KFcjbrmk4irhrmFJS0tjwYIFXHXVVdnbgsEgp5xyCnPmzMnxOR06dOD9999n3rx5tGvXjpUrVzJt2jR+9atf5fv9MzMzo84eK/syFoWsKpk8Ro9MOBz+xeOQv5cFzGNUic5jVIku+xht0J3ACbcSWPo+oXNGQa32EArFN5xE0fk+mp98CVfet2zZQmZmJtWrVz9oe/Xq1Vm2bFmOzzn33HPZsmULl1xyCeFwmIyMDAYMGMDVV1+d7/efP39+VLnjoShlVcnkMRqdbdtqAeWzH69du465c7fGLU9x5jGqROcxqoQQDhEIpRFOKhMxmj9/PpTrT7BNP0JrgDVzYx5POpTi9H004cp7NL744guee+457rnnHtq1a8dPP/3EAw88wFNPPcV1112Xr9dq27YtSUlJhZS0YGRmZjJ//vwikVUlk8fokZm5fhdsych+XLduHdq3PyZ+gYohj1ElOo9RJYzdPxP84ApIKkOo738gEAA8RpX4isoxui9nXiRcea9atSpJSUkRi9Nt2rSJGjVy/uzMP//5T/r168eFF14IQPPmzdm9ezd/+ctfuOaaawgG8/7R/qSkpIT+n3ugopRVJZPHaHQC//uH0f7HQX8fC4nHqBKdx6ji6scPYcJg2LUOgKRvX4D21xy0i8eoEl1xOkYTbsG6lJQUWrduzcyZM7O3hUIhZs6cSYcOHXJ8zp49eyIK+r7/Qb/87KgkSZKkQ8hMh0/vhP+elV3cAfj4JthQfC5BloqahDvzDnD55Zdz++2306ZNG9q1a8crr7xCamoqF1xwAQC33XYbtWvX5uabbwagW7dujBgxglatWmVfNv/Pf/6Tbt26FZufskiSJEmFbttyGHcxrP0iclamKuzdGvNIkrIkZHnv3bs3mzdvZvjw4WzYsIGWLVvy4osvZl82v3bt2oPOtF9zzTUEAgH+8Y9/sH79eqpVq0a3bt246aab4vVLkCRJkoqWRaNh8lWQtj1y1ugcOPtlKFcr5rEkZUnI8g4waNAgBg0alONs5MiRBz0uVaoU119/Pddff30sokmSJEnFR/oumHojfPuvyFkwGU5/CDr+HwQS7hO3UomSsOVdkiRJUiH7eS6MHQBbFkfOqjSBvqOh9vExjyUpkuVdkiRJKmnCYZjzBHxyK2SmRc5bDYEzn4SUirHPJilHlndJkiSpJNmzNesWcMvGRs6SK0CPZ6BVzh9flRQ/lndJkiSpJClVBnasjNxe+wTo8wZUbRL7TJIOy1UnJEmSpJKkVBnoMxpKldu/7YRb4OLPLO5SArO8S5IkSSVN9RbQ/YmsW7/1nwhdH4aklHinknQIXjYvSZIkFVfpuyC5fM6zNpdD0/OhTNXYZpIUFc+8S5IkScVN+m6YfBWMPg0y9ua8TyBgcZeKEMu7JEmSVJxsmA+vnQDznoef58Cnd8Q7kaQCYHmXJEmSioNwGOY+DaNOhM0L92//+h+wbFzcYkkqGH7mXZIkSSrqUjfDB1fCkncjZ8nlIW1HzCNJKliWd0mSJKkoW/UJjBsIO1dFzmp1yLp3e7Xmsc8lqUBZ3iVJkqSiKJQBn98Pn98H4VDkvOMf4LS/Q6nSMY8mqeBZ3iVJkqSiZvtKGD8QVn8aOStbA85+GRr3iXksSYXH8i6pSPpuZTozFu1lT3o43lEK3PL1GfGOIElKZD+8k/X59j1bImdHdYdzRkKFerHPJalQWd4lFTmrN2cwfNwOMnO4QlCSpGIrMx0++j/45pnIWSAJutwHJ94GwaTYZ5NU6CzvkoqcH9ZklKjiXiY5EO8IkqREECwFO9dEbq90TNaidPU6xzySpNjxPu+SipySVNzLlQ5w3DHJ8Y4hSUoEgQD0egkq1N+/rdlFMHiOxV0qATzzLqnIq1kpyKkti99KuqWTA7Q7Jpmalbz8UZL0P2WrQ+9R8O65cMbj0OaKrFIvqdizvEsq8qpXDNL7+LLxjiFJUsFJ3w3J5XKeNewKv/sRylSNbSZJceVl85IkSVKiCGXCzPtgRAvYvSH3/SzuUoljeZckSZISwY7V8N8eMOMvsGMlTLocwsXvlqiSomN5lyRJkuJtyfvwajtY+fH+bcvGwdf/jFciSQnGz7xLkiRJ8ZKxB6bdCnOfjJwFgllzScLyLkmSJMXHpkUwbgBs+CZyVvEo6PM61O8S+1ySEpLlXZIkSYqlcBi+/RdMvREydkfOm/aHs15wUTpJB7G8S5IkSbGydxtMvgoW/ztyVqoMnPEPaPd7790uKYLlXZIkSYqFNZ/DuIth+4rIWY020Gc01Ggd81iSigbLuyRJklTYZg2D6XdBODNydtw10PVRSC4b+1ySigzLuyRJklTYUjdGFvfSVaDXS9D0grhEklS0eJ93SZIkqbCdej/UOXH/4/qnwpBvLO6S8szyLkmSJBW2pBTo80bW2faT74GLPoJKR8U7laQixMvmJUmSpIKSvhuSy+U8q3IsXLkUylaLbSZJxYJn3iVJkqQjFQ7DglfghWNg03e572dxlxQly7skSZJ0JPZuh/GDYOJlkLoBxg6A9NR4p5JUzFjeJUmSpGitnQUjO8Ci1/dv2zgfpt0Sv0ySiiU/8y5JkiTlVzgEXz4Cn/0JQhk5zDOy9gl4rkxSwbC8S5IkSfmxax1MuBR+/CByVroy9HwBml8Y+1ySijXLuyRJkpRXKybBhCGw++fIWb1ToM/rUOno2OeSVOxZ3iVJkqTDyUyD6X+C2Y/kMAxA5z9l3b896D+vJRUOv7tIkiRJh7JlCYy7GNbPjpxVqAfnvAZHdYt9LkkliuVdkiRJys2i0fDB7yB9Z+SscV/oNQLK1Yh9LkkljuVdkiRJyk3ajsjinpQCpz8MHW6AQCA+uSSVOJZ3STETDodZ8XMm67dmHtHrrPg5h1vySJJUGNr+Fn6cDN//J+tx1ebQdzTUah/XWJJKHsu7pJh5d1Yq47/aE+8YkiTlXSAAPZ+HdbPgqDOh+3BILh/vVJJKIMu7pJgIh8N8NH9voby2VyxKko5Y+m5ILpfzrEwVGPQ1lK0W00iSdKBgvANIKhnCQGpauFBeu3Ftfw4pSToCP34ILzWB5RNz38fiLinO/BevpLipWzVIclL0p82DQWhWN5k+J5QtwFSSpBIjMx1m/AVmPQSEYeKlMOQbKF8n3skkKYLlXVLcXHN2RepWTYp3DElSSbRteda929d+sX/b7p9hwhDoPxECXqAqKbFY3iVJklSyLBoNk6+CtO2Rs2ApSN8FKRVjn0uSDsHyLkmSpJIhfRdMuQEWjIicBZPhtL/D8X/wrLukhGR5lyRJUvH381wYOwC2LI6cVWmSde/22sfHPJYk5ZXlXZIkScVXOAxznoBPboXMtMh5qyFw5pNeJi8p4VneJUmSVDzt3giTLodlYyNnyRWgxzPQalDsc0lSFCzvkiRJKn5WfZK1mvzONZGz2sdDn9FQtUnsc0lSlCzvkiRJKn5CGbBzbeT2E26BUx+ApJTYZ5KkI+BSmpIkSSp+juoOne7c/7hcLbhgAnR92OIuqUjyzLskSZKKp5P/Cj99BCkV4JxXoXydeCeSpKhZ3qUiaP6PaXz+fRp708PxjpKjcDjMtm21mLFuF4FA4H/b4hxKklQ8padCqTLwv79vDpKUDOePhTJVvHe7pCLP8i4VMT9uyOCJ8TuLQBkuD1sz4h1CklScbZgPY38D7a+FDtfnvE/ZarHNJEmFxB9BSkXM4tXpRaC4503p5BzOkkiSdDjhMMx9GkadCJsXwrRb4Odv4p1KkgqV5V0qYjJD8U5QMJrXL0W1Cn4LkiTlU+pmeL8/TLkOMvdmbcvcC+MGQPqu+GaTpELkZfNSEVenSpCTm5eOd4yDhMMh1qxZS716dQnk8BnDahWCdGjsSr+SpHxa9QmMGwg7V0XOkspkFfvk8rHPJUkxYHmXirialZPofXzZeMc4SGZmJnMD22jfvhFJSUnxjiNJKupCGfD5/fD5fRDO4RK0jv8Hpz0EpRLrh9mSVJAs75IkSUpc21fC+IGw+tPIWdka0GsEHNs39rkkKcYs75IkSUpMP7wLH1wBe7ZEzhp2g96vQYV6MY8lSfFgeZckSVJiSU/NWkH+m6cjZ4Ek6PI3OPF2CPrRLEklh+VdkiRJiWPzYhhzIWycHzmrdDT0eQPqnRz7XJIUZ5Z3SZIkJZAAbFsWubnZRdDzOShTJeaJJCkReJNlSZIkJY5qzeDMp/Y/LlUWer4AfUdb3CWVaJ55lyRJUmJpNQR+nJx16Xyf0VC9ZbwTSVLcWd4lSZIUe6FMCGdCUkrkLBCAHs9CsBSUKhP7bJKUgLxsXpIkSbG1YzX8t2fWivK5SalgcZekA3jmXZIkSbGzdCxMvAz2bIKVH8FRPaBJv3inkqSE55l3SZIkFb6MPTD1/+Ddc7OK+z6TLs86Ey9JOiTPvEuSJKlwbV4MYwfAhrmRs+TysHs9VKwf81iSVJRY3iVJklQ4wmFY8DJMuR4ydkfOm16QdRu4stViHk2SihrLuyRJkgre3m0w+WpYPDpyVqoMnPEPaPf7rJXlJUmHZXmXJElSwVr7BYy7GLYtj5xVbw19R0ONNrHPJUlFmOVdkiRJBSMcglnDYMafIZQROT/uauj6KCSXi302SSriLO+SJEk6crt/hnED4acPI2elq8BZL0Kz/jGPJUnFheVdkiRJRy5QCrYsjtxe/1ToPQoqHRX7TJJUjHifd0mSJB25stWySnrgf/+8DASh81/goo8s7pJUACzvkiRJKhgNToOT74EK9eHCqdDlXgh6oackFQS/m0qSJCl/MvZk3e4tJ53+BO2v997tklTAPPMuSZKkvEnbAeMHw3vnZ60sn5NgksVdkgqB5V2SJEmHt242jOwAC1+DFRPhq8fjnUiSShTLuyRJknIXDsHsR+GNU2Dr0v3bP70zq9BLkmLCz7xLkiQpZ7vWw8RLYcWkyFlyOdi9PvaZJKmEOqLyvmTJEt58803mzZvHli1bOPPMM7ntttsA+Prrr/n222/p168fVapUKYiskiRJipUVH8CEITkX9Lqdoc8bUPmYmMeSpJIq6vI+YsQIHn30UTIyMgAIBAJs2bLloH2GDh1KSkoKAwYMOLKUkiRJio3MNPjsz/DlsByGAeh0J5z8V0hKjnUySSrRovrM+8cff8xDDz1EnTp1ePLJJ5kxYwbhcPigfTp27Ei1atWYMmVKgQSVJElSIdu6FEafmnNxL18XLvwQTn3A4i5JcRDVmfcRI0ZQtmxZRowYQcOGDXPdr0WLFixfvjzqcJIkSYqRha/Dh1dn3Q7ulxr3gV4joFzN2OeSJAFRnnlfsGAB7du3P2RxB6hatSobN26MKpgkSZJiIH03TLwMxg+MLO5JKdDtH3DeGIu7JMVZVGfe09PTKV++/GH327x5M0lJSdG8hSRJkmIhmAybF0Vur9oM+oyG2h1in0mSFCGqM+8NGjRg0aIcvskfIC0tjcWLF3PMMcdE8xaSJEmKhaTkrJXjUyrt39b6chj0lcVdkhJIVOW9e/furF69mhEjRuS6z4svvsjmzZs566yzog4nSZKkGKjcCHo+BykVoffrcPa/IKVCvFNJkg4Q1WXzv/3tbxkzZgzDhg3jm2++oWfPngBs2rSJyZMnM3nyZMaMGUODBg0YOHBggQaWJElSlDL2QKkyOc9aDICjzvSz7ZKUoKIq75UrV2bEiBHceOONTJw4kUmTJgHw6aef8umnnxIOh2nSpAlPPfUUFSr4U1tJkqS4ykyHGffAsrFwyeeQXC7n/SzukpSwoirvAI0aNeK9995j6tSpfPbZZ6xevZpQKESdOnU45ZRT6NWrl4vVSZIkxdu25TDuElj7edbjj2/KukReklSkRF3eAYLBID169KBHjx4FlUeSJEkFZdG/YfLvIW37/m3znoejekDzC+OXS5KUb1EtWHfnnXfy3//+97D7vf3229x5553RvIUkSZKilb4LJv0Wxg04uLhD1q3hUjfEJ5ckKWpRnXl/5513APj1r399yP2+/vpr3n33XYYOHRrN20glTigc5sNv9vDD2gzC4Zz3Wb81M7ahJElFy8/fZJX2nO7dXqVJ1m3h6pwQ+1ySpCNyRJfNH056erqfe5fyYeLXe3jni9R4x5AkFUXhMMx5Ej65BTLTIuctB0GPp7NuBydJKnIKrbyHw2G+++47qlatWlhvIRU7i1an5/s5ZZIDhZBEklSkpG6CSVfA0vcjZ8kVskp7q8GxzyVJKjB5Lu9Dhgw56PGnn34asW2fzMxMfvrpJzZu3MivfvWrI0solSCZofztHwA6NUsplCySpCJi5ccwfhDsXB05q3181mXyVZvGOpUkqYDlubzPmjUr++tAIMDGjRvZuHFj7i9cqhRnnHEGt91225EllEqw445JpnHtnP+YJgWhef1kjqlVqJ9+kSQlqnAIZvwVPr8fyGGhlOP/CKcNhSR/yCtJxUGe/9U/ZcoUIOty+B49etCrV69ci3lycjJVq1YlOTm5YFJKJVTro5Lp1qZMvGNIkhJSALYuIaK4l60J57wCjc6JSypJUuHIc3mvX79+9tfXX389LVu2PGibJEmSYigQgB7PwNrPYdvyrG1H9YDeI6F8nfhmkyQVuKiut73++usLOockSZLyq3TlrM+0v9kNTv4rnHgLBILxTiVJKgQF8mHZ7du3s2vXLsK53Ji6Xr16BfE2kiRJJVPGXihVOudZ3U7wuxVQrlZMI0mSYivq8r5hwwb+8Y9/MHXqVLZu3ZrrfoFAgO+++y7at5EkSSq5wmGY+wzMGgqXfA4VcjkhYnGXpGIvquuqfv75Z/r3789bb71FSkoK1apVIxwOc9xxx1G9evXsM/Dt27fn+OOPjyrYqFGj6N69O23btuXCCy9k3rx5h9x/+/bt3HvvvZx66qm0adOGXr16MW3atKjeW5IkKd6S0rcRHHshTLkWdqyECYMhlBnvWJKkOImqvD/zzDP8/PPP3HjjjUybNo3TTz+dQCDA6NGjmT59OiNHjqRx48YEAgFefPHFfL/++PHjGTp0KNdddx3vvPMOLVq04Morr2TTpk057p+Wlsbll1/O6tWr+ec//8nEiRO57777qF27djS/PEmSpPha/SmtZl9CYOm7+7f9NBW+HBa3SJKk+IqqvH/66ac0aNCAa6+9Nsf5iSeeyL/+9S8WLlzI008/ne/XHzFiBBdddBH9+/enSZMm3HvvvZQpU4a33norx/3feusttm3bxlNPPcXxxx9PgwYNOOmkk2jRokW+31uSJCluQpkw416C/z2TlL3rI+epOZ/IkCQVf1F95n39+vWcccYZ2Y+DwayfAaSlpZGSkgJA7dq16dSpExMmTOCmm27K82unpaWxYMECrrrqqoNe/5RTTmHOnDk5Pmfq1Km0b9+ev/3tb0yZMoVq1arRt29ffve735GUlJSvX1tmZuJfjrYvY1HIqvz55aKPoVCoSP5/9hhVovMYVULasZLgxCEEVn9K4BejcNkahHq+CI37gsetEoDfR5Xoisoxmp98UZX3ChUqHPS4UqVKQFapb9iwYfb2lJQU1q/P4afGh7BlyxYyMzOpXr36QdurV6/OsmXLcnzOypUr+fzzzzn33HN5/vnn+emnn7j33nvJyMjI923t5s+fn6/946koZVXe7NxZByib/XjVqlXMTd8Rv0BHyGNUic5jVImi8oaPOWbx3whkbI+Yba9yAita3kf69powd27sw0mH4PdRJbridIxGVd7r1q3LmjVrsh83bdoUgGnTpjFo0CAAUlNT+frrr6lZs2YBxDy0cDhM9erVue+++0hKSqJNmzasX7+el156Kd/lvW3btvk+Wx9rmZmZzJ8/v0hkVf5M+Wkn7Nj/07cGDRrQvnUutwZKYB6jSnQeo0oYGakEPrmN4IJnIkZhksjsfA/lT7qd1kGPUyUWv48q0RWVY3RfzryIqrx37tyZV199lc2bN1OtWjW6d+9O2bJlGTZsGOvWraN27dq8//77bNq0iYsvvjhfr121alWSkpIiFqfbtGkTNWrUyPE5NWvWpFSpUgf9T2ncuDEbNmw46FL+vEhKSkro/7kHKkpZlTeBwMEXSgaDwSL9/9hjVInOY1Rxtek7GDsANkb+oy1c8WgWN7mHpp2HeIwqofl9VImuOB2jUS1Y169fP8466yyWLFkCQJUqVfjb3/5GOBzmxRdf5MEHH2T+/Pk0adIkX593h6xL7Vu3bs3MmTOzt4VCIWbOnEmHDh1yfE7Hjh356aefCIVC2dtWrFhBzZo181XcJUmSYmL+S/DaCTkWd5pdSGjgV+yq3C72uSRJCSuqM+8tWrTgscceO2hb37596dixI9OmTWP79u0cc8wxdO/eneTk5Hy//uWXX87tt99OmzZtaNeuHa+88gqpqalccMEFANx2223Url2bm2++GYCLL76Y1157jQceeIBBgwbx448/8txzzzF48OBofnmSJEmFa/tPkJF68LZSZaHbcGh7JRxwQkKSJIiyvC9atIhgMEizZs0O2l6vXr18Xyafk969e7N582aGDx/Ohg0baNmyJS+++GL2ZfNr167NXuEesj6D/9JLLzF06FD69etH7dq1GTJkCL/73e+OOIskSVKBO/nPsHIqrJ6e9bhmO+gzGqq3jG8uSVLCiqq8n3feeZx44omMHDmyoPNkGzRoUPbid7+U0/t26NCBN998s9DySJIkFZhgKeg9Cka2hxaXQNdHoFSZeKeSJCWwqMp75cqVqVWrVkFnkSRJKl4y9kKpXO4aUukouHwRlPPfVJKkw4tqwbr27dvz/fffF3QWSZKk4mPpWHipMaz/Ovd9LO6SpDyKqrxfd911LF++nH/9618FnUeSJKloy9gDU/8P3j0Xdq6BcQMgbWe8U0mSirioLptftmwZ/fr14+GHH+b999+na9eu1KtXj9Klc74s7LzzzjuSjJIkSUXDpkUw7mLYMHf/ti0/wNQb4OwRcYslSSr6oirvd9xxB4FAgHA4zKJFi1i0aBGBQCBiv3A4TCAQsLxLkqTiLRyGb0dklfSM3ZHztO2QmQZJKbHPJkkqFqIq79ddd12OZV2SJKnE2bsNJl8Ni0dHzkqVgTP+Ae1+D/7bSZJ0BKIq7zfccENB55AkSSp61n6RdZn8tuWRs+qtoe9oqNEm9rkkScVOVOVdkiSpRAuHYNYwmPFnCGVEzo+7Gro+BsllY59NklQsWd4lSZLyY+damDAEfvowcla6Cpz1IjTrH/NYkqTizfIuSZKUVysmwfjBkLohclb/VOg9CiodFftckqRiz/IuSZKUV6kbI4t7IAid7oaT/wxB/2klSSocwXgHkCRJKjJaDoTWl+5/XKE+XDgVutxrcZckFSr/lpEkScqP7k/CmhlQrRX0egnKVo93IklSCWB5lyRJ+qWMvVCqdM6zlAowYDqUrem92yVJMeNl85IkSQdaNxteaQM/vJP7PuVqWdwlSTF1RGfelyxZwptvvsm8efPYsmULZ555JrfddhsAX3/9Nd9++y39+vWjSpUqBZFVkiSp8IRD8NXj8OmdEEqHD66E2se7erwkKSFEXd5HjBjBo48+SkZGBgCBQIAtW7YctM/QoUNJSUlhwIABR5ZSkiSpMO1aDxMvzboV3D57tsD4QXDRVBejkyTFXVSXzX/88cc89NBD1KlThyeffJIZM2YQDocP2qdjx45Uq1aNKVOmFEhQSZKkQrHiA3j1uIOL+z6hdNizNeaRJEn6pah+jDxixAjKli3LiBEjaNiwYa77tWjRguXLl0cdTpIkqdBkpsH0u2H2wzkMA9DpTjj5r5CUHOtkkiRFiKq8L1iwgPbt2x+yuANUrVqVr776KqpgkiRJhWbrUhh3Maz7MnJWvi70fg2O6h77XJIk5SKq8p6enk758uUPu9/mzZtJSkqK5i0kSZIKx8LX4cOrIW1H5KxxH+g1AsrVjH0uSZIOIary3qBBAxYtWnTIfdLS0li8eDHHHHNMNG8hSZJUsNJ2wtTrYcErkbOkFDh9GHS40VvASZISUlQL1nXv3p3Vq1czYsSIXPd58cUX2bx5M2eddVbU4SRJkgrEz3PhteNzLu5Vm8HFn0PH/7O4S5ISVlRn3n/7298yZswYhg0bxjfffEPPnj0B2LRpE5MnT2by5MmMGTOGBg0aMHDgwAINLBVV23eHmDAnlQ3bQrnus3pTZgwTSVIJkpGa9Tn3X2p9OXQfDikVYp9JkqR8iKq8V65cmREjRnDjjTcyceJEJk3KurXKp59+yqeffko4HKZJkyY89dRTVKjgX4YSwDMTd7JkXUa8Y0hSyVTvZOjyN5j+p6zHKRWhx3PQ8uL45pIkKY+iKu8AjRo14r333mPq1Kl89tlnrF69mlAoRJ06dTjllFPo1auXi9VJ/5OeEY6quJdJ9vJNSSowJ94OP34I6bugzxtQpXG8E0mSlGdRl3eAYDBIjx496NGjR0HlkYqlUDj/z6lUNkCrht5bWJLyJTMdgkkQyGFZn2ASnPvfrLPu3rtdklTERFXeP/roI04//XTPrEtHoFf7MpQrnfOZ9bKlAxx3TAqVy0W1pqQklUzblsO4S6DJeXDS7TnvU7ZaTCNJklRQoirv11xzDdWqVePss8+mb9++dOzYsaBzScVet7alqV7RH4BJUoFY/CZ88DtI2w7rZ0PDM6Bup3inkiSpwER1Wq9nz57s3LmT119/nYEDB9KjRw/++c9/snRpDqu4SpIkFZb0XVmlfexvsoo7QCgDxl0Me7fFN5skSQUoqjPvTzzxBDt37mTChAmMGTOG2bNn88wzz/Dss8/SqlUrzj33XPr06UPNmjULOq8kSVKWn7+BcQNg86LIWSAJdq2D0pVjn0uSpEIQ9YJ1FSpU4MILL+TCCy9k/fr1jB07ljFjxrBgwQIWLFjAww8/TKdOnejXrx/nnXdeAUaWJEklWjgMc5+CabdA5t7IectB0OPprIXpJEkqJo5otfl9ateuzZVXXsmVV17J0qVLef/99xk3bhwzZszg888/t7xLkqSCkboJJl0BS9+PnCVXyCrtrQbHPpckSYWsQMr7gerVq0eTJk1o1KgRq1atIhyO4h5ZkiRJv7TyYxg/CHaujpzVPj7r3u1Vm8Y6lSRJMVEg5T0zM5NPP/2UMWPGMHXqVPbs2UM4HKZevXqce+65BfEWkiSppAplwMy/wef3AzmcFDj+ZjjtQUhKiXk0SZJi5YjK+1dffcWYMWOYNGkSW7duJRwOU7lyZfr160e/fv04/vjjCyqnJEkqibavzFo5fs1nkbOyNeGcV6DRObHPJUlSjEVV3h999FHGjRvH2rVrCYfDlC5dml69etGvXz9OP/10SpUq8KvxJUlSiRSCTd9Gbj6qB/QeCeXrxD6SJElxEFXLfuGFFwgGg3Tu3Jl+/frRs2dPKlSoUNDZpCIlFAqTmcsSDxm5DSRJh1bpaDjrRRhzYdbjYCno8gCceAsEgvHNJklSDEVV3u+44w569+5NrVq1CjqPVOSEw2Hem5XKlHl72JMe7zSSVAw1+zW0+z38ODlrUbq6neKdSJKkmIuqvF922WUFHEMqulZuymTcV3viHUOSirZwGELpuS86d8bjWfPSlWObS5KkBOH1ZtIRWr81M9/PKZUEFcv6x0+SAEjdDGN+DR9ek/s+yeUs7pKkEi1PZ96HDBlCIBDgoYceok6dOgwZMiTPbxAIBHjllVeiDigVN0lB6N+5HCmlAvGOIknxt+pTGD8QdqzMenx0T2gxIL6ZJElKQHkq77NmzSIQCJCampr9OK8CAQuKSpaalYL84dyKuc4rlwtSOtk/F5JKuFAmfPEAzLwXwqH92ydflfWZ9sqN4pdNkqQElKfyPmXKFABq16590GNJkUolBahVOSneMSQpce1YlXW2fdUnkbNgMmz/yfIuSdIv5Km8169f/5CPJUmS8mTJezDpCtizOXLWsBv0fg0q1It9LkmSElxUK2a9++67fP3114fdb+7cubz77rvRvIUkSSpO0lNhyvXw3nmRxT2QBKc+AL+ebHGXJCkXUZX3O+64g//85z+H3e+///0vd955ZzRvIUmSiotN38HrnWDuU5GzSkfDbz6BTndB0I8cSZKUm6ju855XoVDIBeskSSqpwmGY/yJ89H+QkRo5b3Yh9HweylSJeTRJkoqaQi3vK1eupEKFCoX5FpIkKRHt3QYf/A6+z+FKvVJlodtwaHsl+EN+SZLyJM/l/cknnzzo8aJFiyK27ZOZmcny5cuZPXs2p5xyypEllCRJRU8gCD/Pidxesx30GQ3VW8Y+kyRJRVi+ynsgECAcDhMIBFi4cCELFy485HOqV6/OH//4xyMOKUmSipiUitDnDXjjFAilZ21rfx10fQRKlYlvNkmSiqA8l/ehQ4cCEA6Hueuuuzj++OP59a9/neO+ycnJ1KpVi/bt25OSklIwSSVJUtFS5wQ4bSh88SD0+hc0+VW8E0mSVGTlubyff/752V+/8847nH766QdtkyRJJVRmGiTl8sP642+ClgOhfJ3YZpIkqZiJasG6kSNHFnQOSZJU1GTsgU9uh43z4Ncf5nyrt0DQ4i5JUgGI6j7vkiSphNu8GF4/GeYMh5UfZ10aL0mSCk2ezrwPGTKEQCDAQw89RJ06dRgyZEie3yAQCPDKK69EHVCSJCWQcBgWvAxTroeM3fu3z/wrNOwGDU6NVzJJkoq1PJX3WbNmEQgESE1NzX6cVwHv3ypJUvGwdxtMvhoWj46cJaXAjh8By7skSYUhT+V9ypQpANSuXfugx5IkqYRY+wWMuxi2LY+cVW8Fff8NNdrEPpckSSVEnsp7/fr1D/lYkiQVU+EQfPkwfHY3hDIi5+2ugjMeg+Rysc8mSVIJEtVq85IkqQTYuRYmDIGfPoycla4CZ70IzfrHPJYkSSVRVOV948aNLF++nEaNGlGjRo3s7T/99BOPP/44P/zwA3Xr1uW6666jffv2BZVVkiTFyvIJMOFSSN0QOavXBfqMgkpHxz6XJEklVFTl/fnnn2fkyJGMHz8+u7zv3LmTSy65hE2bNhEOh1myZAlffvkl7777Lsccc0xBZpYkSYUlMx0+vQO+eiyHYQA63w0n/wWCXrwnSVIsRXWf91mzZtGkSRMaNWqUve3tt99m48aN9OnTh4kTJ3LHHXewZ88e/vWvfxVYWEmSVMgCQVj/VeT2CvXgoqnQ5W8Wd0mS4iCq8r5+/XoaNGhw0LZp06ZRqlQp7rrrLo455hguu+wyWrRowZdfflkgQSVJUgwEk6D3a1Cm2v5tjc+Fwd9AwzPiFkuSpJIuqvK+a9cuypYtm/04MzOTOXPm0Lp1a6pV2/+XfePGjVm3bt2Rp5QkSbFTsQH0GgFJpaHbcDjvPShX4/DPkyRJhSaq695q1arFsmXLsh9/9dVX7N69m5NOOumg/TIyMkhJSTmyhJIkqXBkpkFSLn9PN+kHv12Wdbm8JEmKu6jOvLdv357Fixfz8ssvs3jxYv7xj38QCATo1q3bQfstW7aMWrVqFUhQSZJUQMIh+PIReLU9pO3IfT+LuyRJCSOqM+9XXXUVkydP5qGHHgIgHA7TqVMnOnbsmL3PqlWrWLJkCb/+9a8LJqkkSTpyu9bDxEthxaSsxx9eC71HxjeTJEk6rKjKe9OmTXn99dd59dVX2bJlC61bt+bKK688aJ/p06fTokULevToUSBBJUnSEVrxAUwYArvX79+28DU45ixoNTh+uSRJ0mFFfa+X1q1bZ595z8mAAQMYMGBAtC8vSZIKSmYafPZn+HJYDsMAbP8x5pEkSVL+eKNWSZKKs61LYdwlsG5W5Kx8XThnJBx9ZuxzSZKkfDmi8r5x40beeustZs+ezfr1WZfg1a5dmxNPPJELLriAGjW8rYwkSXGz8HX48OqcF6Vr1BvOfhnK1Yx5LEmSlH9Rl/dJkyZx1113sXv3bsLhcPb277//nunTp/P888/zwAMP0KtXrwIJKkmS8ihtJ0y9ARa8HDkLJsPpw6Dj/0EgEPNokiQpOlGV9/nz53PzzTcTCoXo2bMn/fr1o0GDBgCsXr2a9957jw8//JCbb76ZevXq0bZt2wINLUmScrF+DowbAFu+j5xVbQp9RkPtjpEzSZKU0KIq788//zyZmZkMHz6cnj17HjRr0aIFZ555JpMnT+aGG27ghRdeYPjw4QUSVpIk5SIchjnD4ZPbshao+6XWl0L3JyGlQuyzSZKkIxZVef/qq6/o0KFDRHE/UM+ePenYsSOzZ8+OOpwkScqjQAA2zIss7ikVoccz0HJgfHJJkqQCEYzmSTt27KBu3bqH3a9u3brs2JHDIjmSJKngdR8OVZvvf1z7BBg8x+IuSVIxEFV5r1mzJgsXLjzsfosWLaJmTVexlSQpJpLLQ9/RUKoMnHArXPwZVDk23qkkSVIBiKq8n3rqqSxfvpzHHnuMzMzMiHk4HObxxx9n2bJlnHrqqUccUpIkHSAzPfdZrfZwxRLoOgySUmIWSZIkFa6oPvN+7bXX8sEHH/DCCy8wduxYzjnnHOrXrw/AmjVrmDhxIqtXr6ZKlSpce+21BRpYkqQSbfF/4JNb4TfToNLROe9TsX5sM0mSpEIXVXmvU6cOr7zyCrfccgs//PADL730EoH/3St23z3fmzVrxiOPPEKdOnUKLq0kSSVV+i746A8w/8Wsx+MuySrwwaj+KpckSUVM1H/jN2/enDFjxvDFF18we/Zsfv75ZwBq1arFCSecQKdOnQospCRJJdqGeTD2N7B50f5ta2bAzHuhy33xyyVJkmLmiH9c36lTJ4u6JEmFIRyGuU/DtJshc2/kfPtPWfv87+o3SZJUfBXYtXbbtm0DoFKlStmX0EuSpCilboJJV8LS9yJnyeWz7t3eanDsc0mSpLg4ovI+ZcoURo0axZw5c9izZw8AZcqUoUOHDlxyySX06NGjQEJKklSirJwG4wfCztWRs1ods24HV7Vp7HNJkqS4iaq8h8Nh7rrrLt59993sBeoqVaoEwPbt25kxYwYzZ87kV7/6FUOHDvVMvCRJeRHKgJn3wRf3QzgUOT/+j3Dqg1CqdOyzSZKkuIqqvL/yyiu888471KpVi2uvvZa+fftSoUIFAHbu3Mm4ceN46qmneO+992jRogWXXXZZQWaWJKn42f5T1gryaz6LnJWtCWe/DI17xzyWJElKDMFonvTmm29StmxZRo0axYABA7KLO0CFChX4zW9+w6hRoyhTpgxvvvlmgYWVJKlY+uEdePW4nIv7UT1gyDcWd0mSSrioyvuqVavo3LkzDRs2zHWfhg0b0rlzZ1atWhV1OEmSSoQt38PerQdvC5aC0/4Ov54EFerGJZYkSUocUZX3atWqkZycfNj9kpOTqVq1ajRvIUlSyXHirVln2Pep3AgGTIeTbodAVH9VS5KkYiaqfxH06NGDL774Ivv2cDnZunUrn3/+uSvOS5J0OIEgnPNq1mfbmw+AwXOgbqd4p5IkSQkkqvL+hz/8gQYNGnDppZcyc+bMiPnnn3/OFVdcQcOGDbnpppuOOKQkScVCZnruswp1s0p7n9ehdOXYZZIkSUVCVKvNX3vttSQnJ7NgwQKuuOIKKleuTL169QBYu3YtW7duBeC4447j2muvPei5gUCAV1555chSS5JU1KyaDhMvhd6vQb2Tc96nYv3YZpIkSUVGVOV91qxZ2V+Hw2G2bt2aXdgPNHfu3Iht3vNdklSihDLhiwdg5r1Z924fdzEMngtlqsQ7mSRJKkKiKu9Tpkwp6BySJBU/O1bB+EGwatr+bdt/hMm/h77/Bn+gLUmS8iiq8l6/vpf1SZJ0SEveg0lXwJ7NkbPUDZCxG5LLxz6XJEkqkqIq71JJsnVXiCVrM8jIDOc4X7Y+I8aJJCW0jD0w7VaY+2TkLJAEp9wLJ90BwaTYZ5MkSUWW5V06hJ82ZvDwO9vZc4gFoiUp26aFMG4AbJgXOat0NPR+HeqfEvtckiSpyLO8S4cwc9HefBf3oB9hlUqecBjmvwQf3QgZqZHzZr+Gni+4SJ0kSYqa5V06hF17c75U/lAa1/GPlVSi7NkKk6+C79+MnJUqC93+CW1/6+J0kiTpiNgypHyoWDZA1fLBHGeBABxTqxS/PrlcjFNJips1n2ddJr/9x8hZjbbQdzRUbxX7XJIkqdixvEv5cErz0vz6FMu5pP/ZtTbn4n7ctdD1EUguG/tMkiSpWMr5FKIkSTq8pufDcdfsf1ymKvR7B3o8ZXGXJEkFqkDOvK9YsYItW7ZQpUoVGjVqVBAvKUlS0dD1UVj9KZSpBue8BpUaxjuRJEkqhqI+856WlsZjjz1Gp06dOOecc7jkkkt4/vnns+fvvfce559/PgsXLiyQoJIkxU0oI/dZclno/wFcONXiLkmSCk1U5X3Pnj0MHjyYF154geTkZLp27Uo4fPCq3J07d2bRokVMmDChQIJKkhQXm7+HUSfBwlG571OhLgSTYpdJkiSVOFGV9xdffJFvvvmG/v37M2XKFJ599tmIfWrXrk2TJk2YMWPGEYeUJCnmwmH49mV4rSP8PAcmXw1bl8Y7lSRJKqGiKu/jx4+nXr16/PWvf6V06dK57teoUSPWrVsXdThJkuJi73YYPxAmXQ7pu7K2pe+EsQMgMy2+2SRJUokUVXlftWoVbdq0oVSpQ693l5yczLZt26IKJklSXKydBSM7wKI3ImcZu2HX+thnkiRJJV5Uq82XKVMmT6V81apVVK5cOZq3kCQptsIh+PIR+OxPOS9Q1+4qOOMxSC4X+2ySJKnEi6q8t2jRgm+//ZbNmzdTrVq1HPdZuXIl3333HV26dDmigJIkFbpd62DCEPhxcuSsdBU46wVo9uuYx5IkSdonqvJ+0UUXccstt/DHP/6Rxx57LKLAb9++nbvuuouMjAx+85vfFEhQKT/Wbs7kw3l72LY7dESv89OGzAJKJClhLZ8IEy+F3T9Hzup1gT6joNLRsc8lSZJ0gKjKe9++ffnoo48YN24cPXr0oEOHDgB8/fXXXHPNNXz55Zfs3LmT8847j27dukUdbtSoUbz00kts2LCBFi1a8Oc//5l27dod9nnjxo3jj3/8I2eeeSZPP/101O+voikjM8wj721ne2r48DtLKrECoXQCn9wKXz+e0xQ63w0n/wWCUf1VKUmSVKCiWrAO4JFHHuGWW26hdOnSfPbZZwD8+OOPfPTRRwQCAW666SaGDh0adbDx48czdOhQrrvuOt555x1atGjBlVdeyaZNmw75vFWrVvHQQw9xwgknRP3eKtrWbMkstOJeOjlQKK8rKca2LqH511cQzKm4V6gHF02FLn+zuEuSpIQR9b9KAoEAv/3tb7n88stZsGABq1evJhwOU7t2bdq2bUtKSsoRBRsxYgQXXXQR/fv3B+Dee+/l448/5q233uL3v/99js/JzMzklltu4YYbbuCrr75i+/btR5RBRVNmIV3pXroUdGycXDgvLim20nZQdteSyO2Nz4Ve/4JyNWKfSZIk6RCO+JRCUlIS7dq1y9Pl7HmVlpbGggULuOqqq7K3BYNBTjnlFObMmZPr85566imqV6/OhRdeyFdffRXVe2cWVvMrQPsyFoWs8RAKHfz7EgxCvxNKH9FrJpcK0KZhKWpXCfj7ngceo0p0mdXbsb7xDTRc+hgA4aQUwqcNI3zcdRAIFN5PAaU88vuoEp3HqBJdUTlG85MvIa8H3LJlC5mZmVSvXv2g7dWrV2fZsmU5Pmf27Nn897//5d133z2i954/f/4RPT+WilLWWPp5ZwpQP/txkBB1AouO7EUzYe0KWHtkr1LieIwqoTW4mIpbZlF6zyqWt3qQVJrBN9/EO5V0EL+PKtF5jCrRFadjNKryfuedd+Z530AgwIMPPhjN2+TZzp07ue2227jvvvtyvXVdXrVt25akpKQCSlY4MjMzmT9/fpHIGg8rfs6ABbuyHweCQdq3bx+/QCWQx6gSRjgE4TAEDz4O9x2j5fr/h6SUcjRPLh+ngFLO/D6qROcxqkRXVI7RfTnzIqry/s477xx2n0AgQDgcjqq8V61alaSkpIjF6TZt2kSNGpGfQ1y5ciWrV6/mmmuuyd4WCmXdIqxVq1ZMnDiRo446Kk/vnZSUlND/cw9UlLLGUjB48GJ1AfD3KU48RhVXu3+GCZdCnZOgy7057pJUvqbHqBKa30eV6DxGleiK0zEaVXl/9dVXc9weCoVYt24d06dPZ/z48Vx22WVR3SouJSWF1q1bM3PmTHr06JH92jNnzmTQoEER+zdu3JgxY8YctO0f//gHu3bt4k9/+hN16tTJdwZJUhH244cwYTDsWgc/fgBHdYeGXeOdSpIkKWpRlfeTTjrpkPPzzjuPM844gzvuuIPu3btHFezyyy/n9ttvp02bNrRr145XXnmF1NRULrjgAgBuu+02ateuzc0330zp0qVp1qzZQc+vVKkSQMR2SVIxlpkOn/0ZvhwG/O8qnHAIxg+EId9A2eqHfLokSVKiKrQF6/r27cuLL77IE088keuZ+kPp3bs3mzdvZvjw4WzYsIGWLVvy4osvZl82v3btWoLBqG9TL0kqbrYug3EXw7pZkbNwJmxfYXmXJElFVqGuNn/00Ufz6aefRv38QYMG5XiZPMDIkSMP+dy///3vUb+vJKmIWfgGfHgVpO2InDXqDWe/DOVqxjyWJElSQSm08h4KhVi8eLFnxyVJhSdtJ0y9ERaMiJwFk+H0YdDxRgj4d5EkSSraCry8p6amsmLFCp577jl+/PFHzjjjjIJ+C0mS4Oe5MHYAbFkcOavaFPqMhtodYx5LkiSpMERV3lu2bHnYfcLhMNWqVeO2226L5i0kScpZOAxznoBPboXMtMh560uh+5OQUiH22SRJkgpJVOW9bt26uc6Sk5OpVasWJ554IgMHDqR6dRcHkiQVkN0bYdLlsGxs5CylIvR4BloOjH0uSZKkQhZVeZ86dWpB55Ak6fBCabD288jttU+AvqOhyrGxzyRJkhQDUa3gM2XKFKZNm1bQWSRJOrQK9bJWjj/QCbfCxZ9Z3CVJUrEWVXm//vrrD3urNkmSCkXjPtDxD1CuFvSfBF2HQVJKvFNJkiQVqqgum69WrRqVK1cu6CySJO0XyoBgLn9NnfZ3OOkOKF87tpkkSZLiJKoz7yeddBLz5s0jHA4XdB5JUkmXvgs++B2MH5y1snxOSpW2uEuSpBIlqvL+f//3f2zZsoUHH3yQvXv3FnQmSVJJtWEevHYCzH8RFo+GBS/HO5EkSVJCiOqy+bFjx9K1a1dee+01xo8fz8knn0y9evVISYn8zGEgEOC666474qCSpGIsHIa5T8O0myHzgB8KT7ke6p4M1VvEL5skSVICyFN5P/PMMzn77LO59dZbAXjyyScJBAKEw2E2bdrE2LE53G/3fyzvkqRDSt0Ek66Epe9FzgIB2PK95V2SJJV4eSrvq1evZvPmzdmPhw4dWmiBJEklyMppMH4Q7FwVOavVAfqMhmrNYp9LkiQpwUR12fz5559f0DkkSSVJKANm3gdf3A/hUOT8+Jvg1KFZC9NJkiQpuvIuSVLUtv8E4wfC6umRs7I14eyXoXHvmMeSJElKZJZ3SVLs/PA2fPBb2LMlcnbUmXDOSKhQN/a5JEmSElyey/uiRYt48skno3qT66+/PqrnSZKKifRUmPZH+ObZyFkgCbrcDyfdBoGo7mAqSZJU7OWrvC9atChfLx4OhwkEApb3ArQjNcTiVen8sLE8e79PIxj0H7q/tGF7Dp+flRRnYVj1aeTmSsdAnzegXueYJ5IkSSpK8lzejzrqKDp27FiYWXQYG7ZnMvSt7exIDQO1YGlqvCNJUt4kl4O+o2HUiZCxJ2tb899Az+egdOX4ZpMkSSoC8lzeO3bs6C3i4mz2krT/FXflRyDeASRlqdEGuj4G026B7k9Am8uz7uMuSZKkw3LBuiJk916LezQa1/Ewl2IqlAHBXP7cHXc1NO4DlY6KbSZJkqQizlZThJUrHaBGRT/zfij1qiXR/+Ry8Y4hlQyhTPjiAVjxAVz0ESQlR+4TCFjcJUmSomB5L8LaHlWK3/asGO8YkgQ7VsH4QbBqWtbjGX+B0/yolSRJUkHxtK0k6cgseQ9ePW5/cQeY9RD8+GH8MkmSJBUzeTrznt9bxEmSSoCMPTDtVpj7ZOQsEITNi+DoHrHPJUmSVAx52bwkKf82LYSxv4GN8yNnlY6G3q9D/VNin0uSJKmYsrxLkvIuHIb5L8FHN0JGauS82a+h5wtQpkrMo0mSJBVnlndJUt7s2QqTr4Lv34yclSoL3f4JbX/rvdslSZIKgeVdknR4a2bCuIth+4+RsxptoO+/oXqr2OeSJEkqISzvkqTchUMw6+/w2V8gnBk5P+5a6PoIJJeNfTZJkqQSxPIuSTq0VZ9EFvcyVeGsf0HT8+ISSZIkqaTxPu+SpNwFgnD2K1Cu9v5t9U+Dwd9Y3CVJkmLI8i5JOrTyteGckRAsBSf/FS6aCpUaxjuVJElSieJl85KkLKGMrIKek2N6wpVLsu7hLkmSpJjzzLsklXThMHz7MrzSDlI3576fxV2SJCluLO+SVJLt3Q7jB8Kky2HzQpj8u6wyL0mSpIRieZekkmrtLBjZARa9sX/bD2/DvOfil0mSJEk58jPvklTShEPw5SPw2Z+yPuf+S5sXxT6TJEmSDsnyLkklya51MGEI/Dg5cla6Cpz1AjT7dcxjSZIk6dAs75JUUiyfmFXcUzdEzup1gT6jXJROkiQpQVneJam4y0yDT++Crx7NYRiAznfDyX/J/TZxkiRJijv/pSZJxdmWH2DcxbD+q8hZhXrQexQ0PCPmsSRJkpQ/lndJKq6+ew0+vAbSd0bOGp8Lvf4F5WrEPpckSZLyzfIuScXVulmRxT0pBU5/BDpcD4FAfHJJkiQp37zPuyQVV6cPg5rH7X9crQVcMgs63mBxlyRJKmIs75JUXJUqA31GQ6ly0OZKGDQbah13+OdJkiQp4XjZvCQVdaFMCCblPKveAi5bAJWPiWkkSZIkFSzPvEtSUbZiMoxoAZu/z30fi7skSVKRZ3mXpKIoMx0+uR3eOgu2LoFxAyBjb7xTSZIkqZBY3iWpqNm6DEafCl8O27/t5zkw/c74ZZIkSVKh8jPvklSULHwDPrwK0nZEzjYvhlAGBP3WLkmSVNz4LzxJKgrSdsLUG2HBiMhZMDnrtnAdb4SAF1RJkiQVR5Z3SUp06+fAuIthy+LIWdWmWbeDq90x9rkkSZIUM5Z3SUpU4TDMGQ6f3AaZaZHz1pdC9ycgpWLss0mSJCmmLO+SlIh2b4BJl8OycZGz5ArQ81loOTD2uSRJkhQXlndJSjQ/fQTjB8KutZGz2idAnzegapPY55IkSVLcWN4lKdFsWpBzcT/hVjj1fkhKiX0mSZIkxZXLEktSoml/HTQ+d//jcrWg/0ToOsziLkmSVEJZ3iUp0QQC0OtfUKEeHN0ThnwDx/SKdypJkiTFkZfNS1K8hDIhmJTzrFwNuHgGVGzovdslSZLkmXdJiosN8+DV4+CnqbnvU+loi7skSZIAy7skxVY4DHOeglEnZS1MN34Q7N4Y71SSJElKcJZ3SYqV1E3w3vkw9XrI3Ju1bdfarPu5h8PxzSZJkqSE5mfeJSkWVn0C4wbCzlWRs52rYc9mKFs99rkkSZJUJHjmXZIKUygDZvwV3uyWc3Hv+Ae4eKbFXZIkSYfkmXdJKizbV8L4gbD608hZ2Rpw9svQuE/MY0mSJKnosbxLUmH44R344ErYsyVydlR3OGdk1n3cJUmSpDywvEtSQUpPhWk3wzfPRM4CSdDlPjjxttzv7y5JkiTlwPIuSQVl4wIYNwA2fhs5q3QM9HkD6nWOeSxJkiQVfZZ3SSooO1bmXNybXQQ9n4MyVWIeSZIkScWDq81LUkFpdDYcf/P+x6XKwVkvQt/RFndJkiQdEc+8S1JBOu1BWPUxhNKhz2io3jLeiSRJklQMWN4lKb9CmRAIQiAQOUtKgfPehzLVoFSZ2GeTJElSseRl85KUHztWw397wPwXc9+nQj2LuyRJkgqUZ94lKa+WjoGJl8OeTbD2C6jfBaq3incqSZIklQCeeZekw8nYA1NvhHf7ZRV3gIxUGDsg677ukiRJUiHzzLskHcqmRVn3bt/wTeRs7zbY8RNUax77XJIkSSpRLO+SlJNwGL79V9YZ94zdkfOm/eGsF6BM1dhnkyRJUoljeZekX9q7DSZfBYv/HTkrVQbO+Ae0+33Oq81LkiRJhcDyLkkHWvM5jLsYtq+InNVok3Xv9hqtYx5LkiRJJZvlXZIAwiGYNQw+uxvCmZHz466Bro9CctnYZ5MkSVKJZ3mXpJ1rYcJg+GlK5Kx0Fej1EjS9IOaxJEmSpH0s75K0dwusmRG5vf6p0HsUVDoq9pkkSZKkA3ifd0mq3gq6/WP/40AQTr4HLvrI4i5JkqSE4Jl3SQJo+zv4cXLWgnW9X4OGXeOdSJIkScpmeZdUcoTDWQvTBZMiZ4EA9Hwha7G6stVjn02SJEk6BC+bl1Qy7N0O4wfBp3fmvk+ZKhZ3SZIkJSTPvEsq/tZ9CWMHwLZlWY+PPhOO6RXfTJIkSVI+eOZdUvEVDsGXD8Mbp+wv7gAThsCudfHLJUmSJOWTZ94lFU+71sGES+HHDyJnmXth8yIoXyf2uSRJkqQoWN4lFT8rJmWdXd/9c+Ss7snQ53WofEzMY0mSJEnRsrxLKj4y02D6n2D2IzkMA9Dprqz7tyclxzyaJEmSdCQs75KKhy1LYNzFsH525Kx83ax7tx/VPfa5JEmSpAJgeZdU9C0cBZOvhvSdkbPGfaHXCChXI/a5JEmSpAJieZdUdKXthCnXwXevRs6SUuD0h6HDDRAIxD6bJEmSVIAs75KKroxU+HFy5PaqzaDPaKjdIfaZJEmSpELgfd4lFV3lamZ9lp0Dzqy3uQIGfWVxlyRJUrFieZdUtB3VHTrdCSkVoffr0OslSKkQ71SSJElSgfKyeUlFQzgEgVx+3njyX6Hd76HS0TGNJEmSJMWKZ94lJbbMdPj0Tnj/1xAO57xPUrLFXZIkScWaZ94lJa5ty7Pu3b72i6zHc5+GDtfFN5MkSZIUB555l5SYFo2GV9vvL+4A026GDfPiFkmSJEmKF8u7pMSSvgsmXpF1xj1t+8GzcAg2fBOfXJIkSVIcedm8pMTx81wYOwC2LI6cVWkCfUdD7eNjHkuSJEmKN8u7pPgLh2HOE/DJrZCZFjlvNQTOfDLrdnCSJElSCWR5lxRfuzfCpMth2djIWXIF6PEMtBoU+1ySJElSArG8S4qfnz6CCYNg55rIWe0ToM8bULVJ7HNJkiRJCcbyLin2Qhkw8174/AEgh3u3n3ALnPoAJKXEPJokSZKUiCzvkmIvlAnLxhFR3MvVgrNfgUZnxyWWJEmSlKi8VZyk2CtVGvqMhuTy+7cd3ROGfGNxlyRJknJgeZcUH9WawZlPQbAUnD4M+k+E8nXinUqSJElKSF42L6lwhUMQyOXnhK2GQL0uLkonSZIkHYZn3iUVjnCYwDfPwBtdIGNPzvsEAhZ3SZIkKQ8SuryPGjWK7t2707ZtWy688ELmzZuX675vvvkml1xyCSeeeCInnngil1122SH3l1SI9mym8YJbCX50A6z9HD65Pd6JJEmSpCItYcv7+PHjGTp0KNdddx3vvPMOLVq04Morr2TTpk057v/FF1/Qp08fXn31VUaPHk3dunW54oorWL9+fYyTSyXcqk8IvtaRqhs/3r9tznBYOiZukSRJkqSiLmHL+4gRI7jooovo378/TZo04d5776VMmTK89dZbOe7/6KOPMnDgQFq2bMmxxx7L/fffTygUYubMmTFOLpVQoQyY8Vd4sxuBnasi5+u/inkkSZIkqbhIyAXr0tLSWLBgAVdddVX2tmAwyCmnnMKcOXPy9BqpqalkZGRQuXLlfL13ZmZmvvaPpXA4HPE4kfOqBNmxkuDEwQRWT48YhcvWIHTWS9CoD3i8KkHs+97p91AlKo9RJTqPUSW6onKM5idfQpb3LVu2kJmZSfXq1Q/aXr16dZYtW5an13jkkUeoVasWp5xySr7ee/78+fnaP5bWr68KVMl+vHXrFubO/SFueSSAKhs+4ujF9xHI2B4x217lRFa0/Bvp22rC3LmxDycdRiJ/z5fAY1SJz2NUia44HaMJWd6P1PPPP8/48eN59dVXKV26dL6e27ZtW5KSkgop2ZFZvncPrN2b/bhKlaq0b98gjolUomWkEvjkVoILno0YhQNJrD7mGmr1Hkbr5JQ4hJMOLTMzk/nz5yf093yVbB6jSnQeo0p0ReUY3ZczLxKyvFetWpWkpKSIxek2bdpEjRo1Dvncl156ieeff54RI0bQokWLfL93UlJSwv7PDQQCEY8TNauKuY0LYNwA2Pht5KzSMYTOeY3168tQNznFY1QJLZG/50vgMarE5zGqRFecjtGEXLAuJSWF1q1bH7TY3L7F5zp06JDr81544QWefvppXnzxRdq2bRuLqFLJEg7DvOdh1Ik5F/dmF8HgOVC3c+yzSZIkScVYQp55B7j88su5/fbbadOmDe3ateOVV14hNTWVCy64AIDbbruN2rVrc/PNNwNZl8oPHz6cRx99lPr167NhwwYAypUrR/ny5eP265CKneUTISP14G2lykH34dDmCggEXJhOkiRJKmAJW9579+7N5s2bGT58OBs2bKBly5a8+OKL2ZfNr127lmBw/4UDo0ePJj09nRtvvPGg17n++uu54YYbYppdKrYCATjrRVg/G3aszNpWsx30GQ3VW8Y3myRJklSMJWx5Bxg0aBCDBg3KcTZy5MiDHk+dOjUWkSSVrQa9R8Gb3aD9tXD6MChVJt6pJEmSpGItocu7pDgKhyCQy7IYDU6DyxdC1aaxzSRJkiSVUAm5YJ2kOFvyPrzSDnb/nPs+FndJkiQpZizvkvbL2ANTb4T3fgWbFsCES7POwEuSJEmKK8u7pCybFsHrnWHOE/u3rZgIX/0jbpEkSZIkZfEz71JJFw7Dt//KOuOesTtyvn521j6BQOyzSZIkSQIs71LJtncbTL4KFv87claqDJzxD2j3e4u7JEmSFGeWd6mkWvM5jLsYtq+InNVok3Xv9hqtYx5LkiRJUiTLu1TShEMwaxh8djeEMyPnx10DXR+F5LKxzyZJkiQpR5Z3qSTZuRYmDIafpkTOylSFs16CpufHPpckSZKkQ7K8SyXFsvEw8VJI3Rg5q38q9B4FlY6KfS5JkiRJh2V5l0qKVZ9EFvdAEDr/GTrfDUG/HUiSJEmJyvu8SyVFl/ugzkn7H1doABdOhVP+anGXJEmSEpzlXSopkpKhzxuQUhGO/RUMmQsNu8Y7lSRJkqQ88HSbVNyEQ1mXw+ekSmMY9BVUaeK92yVJkqQixDPvUnGy7kt49TjYMD/3fao2tbhLkiRJRYzlXSoOwiH48mF44xTY+C2MGwDpu+OdSpIkSVIBsbxLRd2u9fB2b/jkNghlZG3b9B18/Mf45pIkSZJUYPzMu1SUrZgEE4bA7p8jZxvmQXoqJJeNfS5JkiRJBcoz71JRlJkG026Ft87OobgHoNOfYMAnFndJkiSpmPDMu1TUbFkC4y6G9bMjZ+XrQu/X4Kjusc8lSZIkqdBY3qWiZOEomHw1pO+MnDXuC71GQLkasc8lSZIkqVBZ3qWiIG0nTLkOvns1cpaUAqc/DB1u8BZwkiRJUjFleZcS3fqvs279tuWHyFnV5tB3NNRqH/NYkiRJkmLH8i4lup/n5lzc21wB3YdDcvmYR5IkSZIUW642LyW6NpdD8wH7H6dUhN6vQ6+XLO6SJElSCeGZdynRBQLQ81lY9wWUrQl93oAqjeOdSpIkSVIMWd6lRBEOQSCXi2FKV4YLp0CFBpCUHNtckiRJkuLOy+alRLBtObzRBZaNy32fyo0s7pIkSVIJZXmX4m3Rv+HV9rD2c5h4GexcE+9EkiRJkhKM5V2Kl/RdMOnKrNvApW3P2pa6ESYMhlBmfLNJkiRJSih+5l2Kh5/nwtgBsGVx5Gz7T7BrHVSsH/NYkiRJkhKT5V2KpXAY5jwJn9wCmWmR81ZD4Mwns24HJ0mSJEn/Y3mXYmX3Rph0BSwbEzlLrgA9noFWg2KfS5IkSVLCs7xLsfDTRzBhUM6L0dU+HvqMhqpNYp9LkiRJUpFgeZcKUygDZt4Lnz8AhCPnJ9wCpz4ASSkxjyZJkiSp6LC8S4Vl+48w7hJYMyNyVq4WnP0KNDo79rkkSZIkFTmWd6mwbFuRde/2Xzq6J5zzKpSvE/NIkiRJkoom7/MuFZaGXaHT3fsfB0vB6cOg/0SLuyRJkqR88cy7VJhO/jOsnJq1UF2fN6DuSfFOJEmSJKkIsrxLRyr8v4XoAoHIWbAU9H0TkstD6UqxzSVJkiSp2PCyeelIpG6G9y+AOcNz36dCXYu7JEmSpCPimXcpWqs+gXEDYecqWD4e6p8OtTvEO5UkSZKkYsgz71J+hTJgxl/hzW5ZxR0gMw3G/QbSdsY1miRJkqTiyTPvUn5sXwnjB8LqTyNne7bAlsVQ+/jY55IkSZJUrFnepbz64R344Mqskv5LR3WHc0ZChXqxzyVJkiSp2LO8S4eTngrTboZvnomcBZKgy31w4m0QTIp9NkmSJEklguVdOpRN38HYAbBxfuSs0tFZ926vd3Lsc0mSJEkqUSzvUk7CYZj/Anz0B8hIjZw3uwh6PgdlqsQ6mSRJkqQSyPIu/dKeLTD59/D9fyNnpcpC9yegzRUQCMQ+myRJkqQSyfIu/dKezbBiUuT2mu2gz2io3jL2mSRJkiSVaN7nXfqlKsdCj18sTtf+erjkC4u7JEmSpLjwzLuUk5YD4cfJsHQM9BoBTfrFO5EkSZKkEszyrpItHM79s+vdn4Qu90PFBrHNJEmSJEm/YHlXyZSxBz65DcIhOPPJnPdJqZD1nyRJkiTFmeVdJc+mRTBuAGz4JuvxUT2g6XlxjSRJkiRJh+KCdSo5wmGY/xK8dvz+4g7wwRWwfWX8ckmSJEnSYXjmXSXD3m0w+SpY/O/IWUYq/DwHKjWMfS5JkiRJygPLu4q/NZ/DuIth+4rIWfXW0PffUKN1zGNJkiRJUl5Z3lV8hUMwaxh8djeEMyPnx10DXR+F5LKxzyZJkiRJ+WB5V/G0cy1MGAw/TYmcla4CvV6CphfEPJYkSZIkRcPyruJn+QSYcCmkboic1T8Veo+CSkfFPpckSZIkRcnyruIjYy9MvxO+ejxyFghCp7vh5D9D0MNekiRJUtFii1HxkZEKP7wdub1C/ayz7Q27xj6TJElSnGRmZpKenl5orw2wZ88ekpKSCuU9pCORSMdoSkoKweCR36Xd8q7io0wV6P06/Pv0/QvUHdsPev0LylaPazRJkqRYCYfDrFu3jq1btxbqe5QqVYoff/yRQCBQaO8jRSuRjtFgMEijRo1ISUk5otexvKt4qX8KnHIvfH4fdH0E2l8H/oUiSZJKkH3FvVatWpQrV65Qiks4HCY1NZWyZcvGvRhJOUmUYzQUCrFmzRrWrl3LUUcddURZLO8qmsLh3Ev5SXdAs19DteaxzSRJkhRnmZmZ2cW9evXCu/IwHA4TCoUoU6aM5V0JKZGO0Zo1a7JmzRoyMjJITk6O+nWO/MJ7KZbCIfjyYXinb9bXOQkmWdwlSVKJtO8z7uXKlYtzEkn77Ltcft/n8KPlmXcVHbvWw8RLYcWkrMezH4UTb41vJkmSpAQU7zONkvYrqD+PnnlX0bDiA3i13f7iDjD9Llg7K36ZJEmSJClGLO9KbJlpMO02eKsX7P754FkoE9bOjE8uSZIkKUEsW7aMLl26sHPnznhHKXE2b97MySefzLp16wr9vSzvSlxbl8LoU2H2w5Gz8nXhwg+h4//FPpckSZIK3B133EHz5s1p3rw5rVu3pnv37gwbNoy9e/dG7PvRRx8xaNAgOnTowHHHHUf//v15++23c3zdSZMmMXjwYI4//ng6dOjAueeey5NPPlmot9KLtccee4xBgwZRoUKFeEcpNKNGjaJ79+60bduWCy+8kHnz5uXpOWeffTbt2rWja9euPPjggwcdT8899xz9+/enQ4cOnHzyyVx77bUsW7bsoNfYsGEDt956K126dKF9+/acf/75TJq0/2rgatWqcd555zF8+PCC+8XmwvKuxLRwFIzsAOu+jJw17gNDvoGjusc+lyRJUhEUCoXZkRoq0P927jn0a4ZC4XznPO2005g+fToffvghd911F//+978jStHIkSO59tpr6dixI//5z394//336dOnD/fccw8PPfTQQfs+/vjj3HTTTbRp04YXXniBMWPGcMcdd7B48WLee++9I/o9zY+0tLRCe+01a9bw8ccfc8EFFxzR6xRmxiM1fvx4hg4dynXXXcc777xDixYtuPLKK9m0aVOuzxkzZgxPPPEE1113HePHj+eBBx5g/PjxPPbYY9n7zJo1i4EDB/Lmm28yYsQIMjIyuPLKK9m9e3f2PrfffjvLly/nmWeeYcyYMfTs2ZM//OEPfPfdd9n7XHDBBYwZM6bQfyDkgnVKLGk7Yer1sOCVyFlSCpw+DDrc6L3bJUmS8mj2kjRe/3QXO1LzX6YPL/fCV7FsgEtOK88JTVLy/GopKSnUrFkTgLp163LKKacwY8aM7PnatWt56KGHuPTSS/njH/+Yvf2KK64gOTmZ+++/n7PPPpvjjjuOefPm8eyzz3LXXXdx6aWXZu/boEEDunTpwvbt23PNsW7dOoYNG8b06dNJS0ujcePG3HPPPRx33HHccccdbN++naeffjp7/wceeIBFixYxcuRIAAYPHvz/7d13XFfl///xB1MhzQHiIHAlIIqCOXLnKP2oVM5cmCvT7OMPzUzrowmmkmmuNAeKuTMVy13uhRsXaSYOcGSIAxUUhPfvD768690bVFRG8rzfbtzifZ3rOud1HS7I1znXuQ4VKlTAysqKn376CTc3N5ycnEhOTmbSpEnGdklJSdSrV49hw4bx9ttvk5KSwuzZs/n++++5du0aZcqU4YMPPqB58+YZxrp+/Xrc3d0pXry4sezGjRuMGjWKAwcOEBcXh6urK++//z6tWrUy1kkvxgULFnD69GnGjRvHoUOHsLOzo27dugwbNoyiRYsCsGPHDr799lt+//13rKys8Pb25rPPPsPV1TXDGJ9WSEgIHTp0oG3btgAEBASwbds2VqxYQZ8+fdJtEx4eTtWqVfH19cXCwoKXXnqJVq1acfToUWOdOXPmmLQJCgqidu3aREREUKNGDeN+Pv/8c6pUqQLABx98wHfffUdERASenp4AVKhQAScnJ3755Rfat2//zPufRnfeJfe4ehgWVks/cS/iBp32pk6TV+IuIiIi8tjmb8uqxP3hbicYmL/t7hO3P336NOHh4Sbvxd64cSNJSUn07NnTrP4777yDvb09a9asAeCnn37C3t6ezp07p7v/F198Md3yu3fv0rVrV65evcr06dP58ccf6d27NykpGbymOAOhoaHY2NiwZMkSAgIC8PX1ZevWrdy9+9c52bVrF/fu3aNp06ZA6jTuVatWERAQwNq1a+nevTsff/wx+/dnvEjzwYMHqVy5sklZYmIilSpVYtasWaxZs4YOHTowZMgQs6nm/4wxLi6Od999F09PT5YvX05wcDCxsbH4+/sb2yQkJNCjRw9WrFjBvHnzsLCwoH///g89PzNmzMDHx+ehX5cvX063bWJiIhEREdSpU8dYZmlpSZ06dQgPD8/wmD4+Ppw8edLY5+joaLZv307Dhg0zbHP79m0AChUqZLKf9evXc/PmTVJSUli7di3379+nZs2aJm2rVKnCoUOHMtz3s6A775LzDAY4PBl2DIGUJPPtlXpA4ylg+/w+wyMiIiIisG3bNnx8fHjw4AGJiYlYWloyfPhw4/Zz585RsGBBnJyczNra2tri4uLC+fPnAbhw4QIuLi4myf/jWLNmDdevX2f58uUULlwYgNKlS2e6L2XKlGHIkCHGz66urtjZ2fHLL7/w9ttvG4/VuHFjChQoQGJiIjNnziQkJAQfHx8AXFxcOHToEN9//71Zspjm8uXLZsl78eLF6dWrl/Gzn58fu3btYv369cY7yOnFOH36dDw9PU1mNYwZM4aGDRty7tw5ypYtS7NmzUyONWbMGGrXrs2ZM2dwc3NLN8aOHTvyn//852GnK92fKaTOIkhOTsbBwcGk3MHBwez59L/z9fXlzz//pEuXLhgMBh48eEDHjh3p27dvuvVTUlIYM2YM1apVM+nHpEmTGDhwILVq1cLa2pr8+fPzzTffmI0JJycnk6n0WUHJu+Q8QzL8tsw8cbctCE1nQsVOOROXiIiIyHOg22svZOG0+YylTZvPjFq1ajFy5EgSEhKYN28eVlZWZsni4zIYnqy/J0+exNPT05i4P6lKlSqZfLa2tuY///kPq1ev5u233yY+Pp7Nmzcbn8G+cOECCQkJZrMKkpKSqFixYobHuXfvHvny5TMpS05OZsaMGWzYsIGrV6+SlJREYmIi+fPnf2iMp06dYt++fcaLB38XFRVF2bJlOX/+PFOmTOHo0aPcuHHDeJ6vXLmSYfJeuHDhpz6fmbVv3z7mzp3LiBEjqFq1KlFRUYwePZpp06bRv39/s/oBAQH8/vvvLF682KR88uTJxMXFMW/ePIoUKcKmTZvw9/dn0aJFuLu7G+vlz5+fe/fuZWmflLxLzrO0hpaLYX5VSPy/Z49K1ICWS6Bw+ZyNTURERORfrvrLtlQrZ8Pd+88ueTcYDCQkJGBnZ4dFBo80vpDPAkvLzD3uaGdnZ7yjOWbMGN566y1++OEH43PEZcuW5fbt21y9etXkGW9InV4dHR1NrVq1gNS7yocOHSIpKSlTd9//meD+k4WFhdmFgQcPHqTbl3/y9fXFz8+P2NhYdu/eTb58+ahfvz6AcZG0mTNnmvXN1jbjdQOKFCli9vz+nDlzmD9/Pp9++inu7u7Y2dkxZswYkpJMb5b9M8b4+HgaNWrE4MGDzY6TthZB3759cXZ25osvvsDJyYmUlBRatWpltu+/mzFjBjNnzsxwO8DatWspVapUuv2zsrIyW5wuNjYWR0fHDPc3ZcoUWrRoQfv27bGwsMDd3Z34+HhGjBhBv379sLT86wnywMBAtm3bxsKFCylRooSxPCoqioULF7JmzRoqVKgAgIeHBwcPHmTRokUEBgYa6968edO4LkBWUfIuuUOhMvDGbFjTEWoMgbqBqQvUiYiIiMhTs7S0oKDds1s3yGAwYGWwwN7OMsPk/WlZWlry/vvvExQUhK+vL/nz5+eNN95g/PjxhISEMHToUJP6S5cuJT4+3rgom6+vLwsWLGDx4sUmC9aliYuLS/e5d3d3d3744Qdu3ryZ7t3iokWL8vvvv5uUnTx58rEuEFSrVo0SJUqwbt06duzYQfPmzY3typcvj62tLZcvX85winx6PD09OXPmjEnZ4cOHadKkCW+99RaQOiX8/PnzlC//8BtjlSpVYuPGjTg7O2NtbZ4q3rhxg3PnzvHFF19QvXp1IPWZ+0d5mmnztra2VKpUibCwMOPaACkpKYSFhdG1a9cM95eQkGCSoANYWVkBf83KMBgMjBo1il9++YUFCxbg4uJitg8g3f388wLO77//nqmf25PQgnWSvR42fcm9A3Q/AQ2ClLiLiIiICM2bN8fS0pJFixYBUKpUKQYPHsx3333HxIkTiYyMJCoqipCQEL766it69uxJ1apVAahatSq9e/fmyy+/ZNy4cYSHh3Pp0iXCwsIYMGAAoaGh6R6zZcuWODo60r9/fw4dOkR0dDQbN240Lo726quvcuLECVatWmWcQv7PZP5hWrVqxdKlS9mzZw++vr7G8gIFCtCzZ0/Gjh1LaGgoUVFRREREsGDBggxjBahXrx5HjhwhOTnZWFa6dGn27NnD4cOHiYyMZMSIEVy7du2RsXXu3Jlbt24xaNAgjh07RlRUFDt37mTYsGEkJydTqFAhChcuzPfff8+FCxcICwsjKCjokfstXLgwpUuXfuhXehcL0vTo0YNly5YRGhpKZGSk8dGKv78eb8iQIUyYMMH4uVGjRixfvpy1a9cSHR3N7t27mTx5Mo0aNTIm8QEBAfz0009MmDCBF154gZiYGGJiYozT38uVK0fp0qUZMWKE8XzMnTuX3bt3Gy8kQGqSHxERQb169R55Lp6G7rxL9vltGRyaCO03gU0Gzz85eGZvTCIiIiKSa1lbW9O1a1eCg4Pp1KkT9vb2dO/eHRcXF+bOncv8+fNJTk7m5ZdfZuTIkcZXiaX5+OOPqVSpEosXL2bp0qUYDAZcXFxo1qwZrVu3TveYtra2zJ07ly+//JI+ffqQnJxM+fLl+fzzz4HUd9F/8MEHfPXVV9y/f5+2bdvy9ttvc/r06cfq05tvvsmMGTNwdnbmlVdeMdnm7+9P0aJFmTlzJhcvXqRgwYJ4enpmuMgaQIMGDbCysmLPnj3GKfj9+vUjOjqaXr16YWdnR4cOHWjatKlxNfWMFC9enCVLljB+/Hh69epFYmIipUqVon79+lhaps6ymDhxIl988QWtWrWibNmy/O9//8PPz++x+v6kWrRowfXr15kyZQoxMTFUrFiR4OBgk2nzV65cMblD3q9fPx48eMDkyZO5evUqRYsWpVGjRgwcONBYZ8mSJQBm8Y8dO5Y2bdpgY2PDrFmzmDBhAn379iU+Ph5XV1eCgoJMVq3fvHkzJUuWNM5GyCoWhiddyeE5k5yczJEjR/D29jZeicltVoTFsyH8r0UQalWwoffrBXMwoseUdBe2+sPx4NTPXr1Tp8jLc+vf8PskeZvGqOR2GqPypO7du2dcFfxRz24/DYPBQHx8PPb29lk2bV4e36JFi9iyZYvZe8vzsuwcox06dMDPz89kJsXfPez3MjN/73XnXbLWn0dhbUe4fuqvsuPB4NoUPN7JubhERERERJ4T77zzDnFxcdy5c4cCBfR65ex0/fp1Xn/9deNaC1lJz7xL1jAYIPwbWFzLNHFPc3FH9sckIiIiIvIcsra2pl+/fkrcc0DRokV57733smUGiu68y7OXEAsbe0LkT+bbbApA0+ngmbXPxYiIiIiIiDxPlLzLsxW9DdZ1hTuXzLcVfyX13e1FKmR3VCIiIiIiIv9qSt7l2Uh5AGGBsPcLIJ01EF/5COqP0SvgREREREREnoCSd3l6cRdgbRe4vNt8m10x+M93UPY/2R+XiIiIiIjIc0LJuzyd0yvg595w/6b5Ntem0GIBvFAi28MSERERERF5nih5l6dzJtQ8cbe0hrqjocZgsNALDURERERERJ6WMit5Ok2mQ+Hyf30uVBY67oKaQ5S4i4iIiIiIPCPKruTp5HsxdQV5S2vw6AR+4VCyVk5HJSIiIiLyUEOHDuWDDz7I6TAyzc/Pj9GjR2fpMfbt24e7uztxcXFZehzJHE2bl8djMICFRfrbStQAvyPg4JlxHRERERERyXX8/Pzw8PDgs88+M5b5+Piwa9cuChYsmIORyT8peZdHu7gTtv4/eHs1FHROv45jpeyNSUREREQyJz7mydvaFAAbuwz2e410XxVsX+zJjwckJiZia6vXDOcEW1tbihV7up+fPHtK3iVjKcmwbzSEBYAhBdZ1gfabwdIqpyMTERERkcz61unJ2zb+Bnz6p79tXkVIuGZe/lE6Cf1D+Pn5UaFCBaysrPjpp59wc3NjwYIFhISEsHLlSqKjoylUqBCNGjXi448/5oUXXgBg5cqVjBkzhokTJzJmzBj++OMPqlWrxtixY3FySu1zcnIy48aNY8WKFVhZWdG2bVsMBtP4EhMTGTduHGvXruXOnTtUrlyZYcOGUaVKFSB1Knm3bt0IDg5mwoQJnD17Fm9vbyZOnMiJEycICgri6tWrNGrUiC+++AI7u/Qvdly6dIlRo0Zx6NAhkpKScHZ2ZsiQITRs2BCA06dPM27cOA4dOoSdnR1169Zl2LBhFC1aNN39JSYmMnHiRNasWcPt27epUKECgwcPplatvx5lPXToEJMmTeLYsWPY2tpSpUoVvv76a8aOHcv+/fvZv38/8+fPB2Dz5s1cunSJbt26ceDAAV588UUANm7cyJQpU7hw4QJOTk507dqVnj17Go/RuHFjOnTowIULF9iwYQOFChWiX79+vPPOO5kaB5IxPfMu6bt9EX5oDHs+T03cAS5uh/1jczYuEREREXluhYaGYmNjw5IlSwgICADAwsKCzz77jDVr1hAUFMTevXv56quvTNrdu3ePuXPnMm7cOBYuXMiVK1f48ssvjdvnzp1LaGgoY8aMYfHixdy6dYtffvnFZB/jxo1j48aNBAUFERoaSunSpenduzc3b940qffNN98wfPhwli5dyh9//IG/vz/z589nwoQJzJo1i127drFgwYIM+xgYGEhiYiILFy5k9erVDB48GHt7ewDi4uJ499138fT0ZPny5QQHBxMbG4u/v/9D9xceHs7EiRP56aefaN68Ob179+b8+fMAnDx5ku7du1O+fHm+//57Fi9eTKNGjUhOTuazzz7Dx8eHDh06sGvXLnbt2kXJkiXNjnHixAn8/f1p0aIFq1ev5sMPP2Ty5MmsXLnSpF5ISAiVK1dm1apVdO7cmZEjR3L27NkMY5fM0Z13MXfmR9jYE+5dN992cUdqMq+V5EVERETkGStTpgxDhgwxKevevbvx+5deegl/f38+//xzRo4caSxPSkoiICAAV1dXALp06cL06dON27/77jv69OnDG2+8AUBAQAC7du0ybo+Pj2fp0qWMHTvWeAd81KhR7N69m+XLl9O7d29jXX9/f1555RUA2rVrx4QJE9i0aRMuLi4ANGvWjH379tGnT590+3j58mWaNWuGu7s7gLEdwMKFC/H09GTQoEHGsjFjxtCwYUPOnTtH2bJlzfa1cuVKtm7dSvHixQHo1asXO3fuZOXKlQwaNIjg4GAqV65scr4qVKhg/N7Gxob8+fM/dJp8SEgItWvXpn//1NkXZcuW5cyZM8yZM4c2bdoY6zVo0IAuXboA8N577zFv3jz27dtHuXLlMty3PD4l7/KXpATY8TEcmWa+zcIK6gZCjU+UuIuIiIhIlqhUyXwdpT179jBz5kzOnj3LnTt3SE5O5v79+yQkJBinptvZ2RkTdwAnJydiY2MBuH37NjExMVStWtW43dramsqVKxunzkdFRZGUlES1atWMdWxsbKhSpQqRkZEm8aQl3QAODg7Y2dmZJOCOjo4cP348wz5269aNkSNHsmvXLurUqcMbb7yBh4cHAKdOnWLfvn34+PiYtYuKijJL3k+fPk1ycjLNmzc3KU9MTKRw4cJA6p33f27PrLNnz9KkSROTsmrVqjF//nySk5Oxskp9rPbv58bCwgJHR0fjz0GenpJ3SRX7K6zpCNfS+UPzYmlosRic62R/XCIiIiLybPT788nb2hTIeFv3k6S7YN0T+Odz4hcvXuT999+nU6dODBw4kEKFCnHo0CE+++wzkpKSjPWtrU3TGgsLC7Nn2p+Vvx/LwsIi3WOnpKRk2L59+/bUq1ePbdu2sXv3bmbNmsUnn3yCn58f8fHxNGrUiMGDB5u1S+/OeHx8PFZWVsZn+f8ubSp+/vz5M9W/p5GdP4e8SMl7XmcwwPHg1NXkHySYb3drD6/PgvyFsz00EREREXmGnnL194z365g1+wUiIiIwGAwMHToUS8vU2Z/r16/P1D4KFixIsWLFOHr0KDVq1ADgwYMHRERE4OnpCYCrqys2NjYcPnwYZ+fUtyslJSVx/Phx3n333WfYo1QlS5akU6dOdOrUiQkTJrBs2TL8/PyoVKkSGzduxNnZ2SwRTk/FihVJTk7m+vXrVK9ePd067u7uhIWFMWDAgHS329jYPPRiA0C5cuU4fPiwSdnhw4cpU6aM2UUDyTqa/5yX3bsJa96BX/qYJ+7WdvD6bGj1vRJ3EREREckRpUuXJikpiQULFhAdHc2qVatYunRppvfTrVs3Zs+ezaZNm4iMjCQgIIC4uDjjdnt7ezp16sS4cePYsWMHZ86cYfjw4dy7d4927do9yy4xevRodu7cSXR0NBEREezbt4/y5csD0LlzZ27dusWgQYM4duwYUVFR7Ny5k2HDhpGcnGy2r7Jly+Lr68uQIUP4+eefiY6O5tixY8ycOZNt27YB0KdPH44fP87IkSM5deoUkZGRLF68mOvXU9e3cnZ25ujRo1y8eJHr16+nm8j37NmTsLAwpk2bxrlz5wgNDWXRokUmq81L1tOd97zq0h5Y1xniLphvK1YFWi4Fh4rZH5eIiIiIyP/x8PBg2LBhzJ49m6+//prq1aszaNAgPvnkk0ztp2fPnsTExPDJJ59gaWlJ27Ztef3117l9+7axzuDBgzEYDAwZMoS7d+9SuXJlgoODKVSo0DPtU0pKCoGBgfzxxx8UKFCA+vXrM2zYMACKFy/OkiVLGD9+PL169SIxMZFSpUpRv35948yDfxo7dizffvstQUFB/PnnnxQuXBhvb29ee+01IDXBnzt3Ll9//TXt27cnf/78VKlShVatWhnPzdChQ2nZsiX37t1j8+bNZseoVKkSkyZNYsqUKXz77bcUK1aMAQMGmCxWJ1nPwqCHEIDUdz8eOXIEb2/vXDv1Y0VYPBvC7xk/16pgQ+/XCz7ZzsICU18D90/e/aHheLDOvmdj5Pnzb/h9krxNY1RyO41ReVL37t0zrkqelc86GwwG4uPjsbe3x8LCIsuOI/KkctMYfdjvZWb+3mvafF5V6zN4qcFfn/MXhbdWQZNvlLiLiIiIiIjkMkre8ypLK2ixKDVpf6kBdDsKL7+V01GJiIiIiIhIOvTM+/POYICMpokUfAk67oIibqnJvIiIiIiIiORKuvP+PLv+Gyx+Ff44mHEdh4pK3EVERERERHI5Je/PI4MBToTAgmrwx35Y2wkSbz+6nYiIiIg8F7QmtUju8ax+H5W8P2/u34J1XWBjT3gQn1p28wxs7p+zcYmIiIhIlrOxsQEgPj4+hyMRkTSJiYkAT/32ED3z/jy5si/1Lvutc+bbrh6Gezchf+HsjkpEREREsomVlRWFCxfmzz//BMiy12QZDAbu37+PpaVljr+GSyQ9uWWMpqSkEBMTg729PdbWT5d+K3l/HhhS4MBXsPt/kPLAfHuV9+G1r8HGPvtjExEREZFsVaJECQBjAp8VDAYDSUlJ2NjYKHmXXCk3jVFLS0tcXV2fOg4l7/92d67A+m4Qtcl8W77C8EYwuLXN9rBEREREJGdYWFhQsmRJnJycSEpKypJjJCcnc+rUKV5++eWnngoskhVy0xi1tbXF0vLpn1hX8v4v9lLczzC/HyTEmG8sVRdaLoIXS2d/YCIiIiKS46ysrLIsaUlOTgYgf/78OZ4YiaTneRyjuXrBukWLFtG4cWO8vLxo3749x44de2j99evX07x5c7y8vPD19WX79u3ZFGn2sjIk0j5pOM3Pt0sncbeAV4fDO9uUuIuIiIiIiDwncm3yvm7dOsaOHUv//v0JDQ3Fw8ODXr16ERsbm279w4cP89FHH9GuXTtWrVpFkyZN6N+/P6dPn87myLOWU0okQ+83540H0803FnCGDlugbiBYalKFiIiIiIjI8yLXJu8hISF06NCBtm3b8vLLLxMQEED+/PlZsWJFuvXnz59P/fr16d27N+XLl8ff3x9PT08WLlyYzZFnLdeUY5QxHDXfUP5N6HYUXF7L9phEREREREQka+XK27OJiYlERETw/vvvG8ssLS2pU6cO4eHh6bY5cuQI3bt3NymrV68emzals5BbOgwGg/HYufWZCAsecDTfW+yy2E3t5GUAGKxsMdQZhaFyb7CwgP97h6BITkp7xig3/z5J3qYxKrmdxqjkdhqjktv9W8ZoWpxp+ejD5Mrk/caNGyQnJ+Pg4GBS7uDgwNmzZ9Ntc+3aNRwdHc3qX7t27bGOmZKSAsCvv/76BBFnj9K20Ks6QH+O0N9044kTORGSyEPl5t8nEdAYldxPY1RyO41Rye3+LWM0LR99mFyZvOcEa2trvLy8sLS0zPH3AIqIiIiIiMjzz2AwkJKSgrX1o1PzXJm8FylSBCsrK7PF6WJjY83urqdxdHQ0u8v+sPr/ZGlpia2t7ZMFLCIiIiIiIpKFcuWCdba2tlSqVImwsDBjWUpKCmFhYfj4+KTbxtvbm71795qU7dmzB29v76wMVURERERERCTL5crkHaBHjx4sW7aM0NBQIiMjGTlyJAkJCbRp0waAIUOGMGHCBGP9bt26sXPnTubOnUtkZCRTp07lxIkTdO3aNae6ICIiIiIiIvJM5Mpp8wAtWrTg+vXrTJkyhZiYGCpWrEhwcLBxGvyVK1ewtPzr2kO1atUYP348kyZN4uuvv6ZMmTJMmzYNNze3nOqCiIiIiIiIyDNhYXicNelFREREREREJMfk2mnzIiIiIiIiIpJKybuIiIiIiIhILqfkXURERERERCSXU/IuIiIiIiIiksspec+FFi1aROPGjfHy8qJ9+/YcO3bsofXXr19P8+bN8fLywtfXl+3bt2dTpJKXZWacLlu2jM6dO1OjRg1q1KhB9+7dHzmuRZ5WZv+Wplm7di3u7u588MEHWRyh5HWZHaNxcXEEBARQr149KleuTLNmzfT/fMlSmR2j8+bNo1mzZlSpUoWGDRsyZswY7t+/n03RSl5z4MAB+vbtS7169XB3d2fTpk2PbLNv3z5at25N5cqVef3111m5cmU2RPrsKHnPZdatW8fYsWPp378/oaGheHh40KtXL2JjY9Otf/jwYT766CPatWvHqlWraNKkCf379+f06dPZHLnkJZkdp/v27aNly5bMnz+fpUuXUrJkSXr27MnVq1ezOXLJKzI7RtNcvHiRL7/8kurVq2dTpJJXZXaMJiYm0qNHDy5dusTkyZPZsGEDo0aNonjx4tkcueQVmR2jq1evZsKECXz44YesW7eO0aNHs27dOr7++utsjlzyivj4eNzd3fn8888fq350dDTvv/8+tWrV4scff+Tdd9/lf//7Hzt37sziSJ8dvSoul2nfvj1eXl6MGDECgJSUFBo2bIifnx99+vQxq+/v709CQgIzZ840lnXo0AEPDw8CAwOzLW7JWzI7Tv8pOTmZGjVqMGLECN5+++0sjlbyoicZo8nJyXTp0oW2bdty6NAh4uLimD59enaGLXlIZsfokiVLmDNnDuvXr8fGxia7w5U8KLNjNDAwkMjISL777jtjWVBQEEePHmXJkiXZFrfkTe7u7kybNo2mTZtmWOerr75i+/btrFmzxlg2cOBA4uLimDNnTnaE+dR05z0XSUxMJCIigjp16hjLLC0tqVOnDuHh4em2OXLkCLVr1zYpq1evHkeOHMnKUCUPe5Jx+k8JCQk8ePCAQoUKZVWYkoc96RidNm0aDg4OtG/fPjvClDzsScboli1b8Pb2JjAwkDp16tCqVStmzJhBcnJydoUteciTjFEfHx8iIiKMU+ujo6PZvn07DRs2zJaYRR7lecibrHM6APnLjRs3SE5OxsHBwaTcwcGBs2fPptvm2rVrODo6mtW/du1alsUpeduTjNN/Gj9+PE5OTib/KBB5Vp5kjB48eJDly5ezatWqbIhQ8ronGaPR0dHs3bsXX19fZs2aRVRUFAEBATx48IAPP/wwO8KWPORJxqivry83btygc+fOGAwGHjx4QMeOHenbt292hCzySOnlTY6Ojty5c4d79+6RP3/+HIrs8enOu4hkq1mzZrFu3Tq++eYb8uXLl9PhiHDnzh2GDBnCqFGjKFq0aE6HI5Iug8GAg4MDo0aNonLlyrRo0YK+ffuydOnSnA5NBEhd32bmzJl8/vnnrFy5km+++Ybt27czbdq0nA5N5LmhO++5SJEiRbCysjJbCCQ2NtbsKlEaR0dHs7vsD6sv8rSeZJymmTNnDrNmzSIkJAQPD4+sDFPysMyO0ejoaC5dukS/fv2MZSkpKQB4enqyYcMGXF1dszZoyVOe5O9osWLFsLa2xsrKylhWrlw5YmJiSExMxNbWNktjlrzlScbo5MmTefPNN42PHrm7uxMfH8+IESPo168flpa6Zyg5K7286dq1axQoUOBfcdcddOc9V7G1taVSpUqEhYUZy1JSUggLC8PHxyfdNt7e3uzdu9ekbM+ePXh7e2dlqJKHPck4BZg9ezbTp08nODgYLy+v7AhV8qjMjtFy5cqxevVqVq1aZfxq3LgxtWrVYtWqVZQoUSI7w5c84En+jlarVo2oqCjjhSWA8+fPU6xYMSXu8sw9yRi9d++eWYKedrFJ62NLbvA85E1K3nOZHj16sGzZMkJDQ4mMjGTkyJEkJCTQpk0bAIYMGcKECROM9bt168bOnTuZO3cukZGRTJ06lRMnTtC1a9ec6oLkAZkdp7NmzWLy5MmMGTMGZ2dnYmJiiImJ4e7duznVBXnOZWaM5suXDzc3N5OvF198kRdeeAE3NzclRpIlMvt3tFOnTty8eZPRo0dz7tw5tm3bxsyZM+nSpUtOdUGec5kdo40aNWLJkiWsXbuW6Ohodu/ezeTJk2nUqJHJjBGRZ+Xu3bucPHmSkydPAqmvez158iSXL18GYMKECQwZMsRYv2PHjkRHRzNu3DgiIyNZtGgR69evp3v37jkR/hPRtPlcpkWLFly/fp0pU6YQExNDxYoVCQ4ONk5RunLlislVzWrVqjF+/HgmTZrE119/TZkyZZg2bRpubm451QXJAzI7TpcuXUpSUhIDBgww2c+HH37If//732yNXfKGzI5RkeyW2TFasmRJ5syZw9ixY3nzzTcpXrw43bp147333supLshzLrNjtF+/flhYWDBp0iSuXr1K0aJFadSoEQMHDsypLshz7sSJE3Tr1s34eezYsQC0bt2aoKAgYmJiuHLlinG7i4sLM2fOZOzYscyfP58SJUrwxRdfUL9+/WyP/UnpPe8iIiIiIiIiuZxuO4iIiIiIiIjkckreRURERERERHI5Je8iIiIiIiIiuZySdxEREREREZFcTsm7iIiIiIiISC6n5F1EREREREQkl1PyLiIiIiIiIpLLKXkXERERERERyeWsczoAERGRZ83d3f2h22vWrMmCBQsyvd+LFy/SpEmTJ26fV7i7u+Ps7MyWLVuypZ2IiEheoORdRESeW61bt063vFy5ctkciezbt49u3brRunVrgoKCcjqcHKcLFSIikllK3kVE5LmlJDFnrFu3Dhsbm2xrJyIikhcoeRcREZFnqnz58tnaTkREJC/QgnUiIpJnHTx4kMDAQHx9falRowZVqlShefPmjB8/nri4uEzta/v27fTo0YP69etTuXJl6tWrR6dOnfjmm2/Srb9jxw769OnDq6++SuXKlWnSpAljx47lxo0bmTquu7s7jRs3JjExkSlTptC0aVO8vLxo0qQJkydP5v79++m2u3HjBl9++SVvvPEGXl5e1KxZk169erFr165061+6dInPP/+cZs2aUbVqVWrWrEnLli0ZMWIEZ8+eTTemNEOHDqVbt24AhIaG4u7ubvyaOnVqhu1+/vln3N3d8ff3z7D/QUFBuLu7M3/+fJPyhIQEZs6cydtvv42Pjw8+Pj506NCB0NDQDPeVnpUrVxrjPHfuHAMHDqROnTp4eHiwadMmAC5cuMDUqVN55513qFu3LpUrV6ZBgwYMGTKEc+fOpbs/SD2nfz8Xfn5+WdIHERF5PujOu4iI5Fnjxo3j1KlTuLu7U7t2be7fv09ERASzZ89m27ZtfP/997zwwguP3M+iRYsIDAzEysqKatWqUbNmTW7cuEFkZCRTp07lww8/NKk/fvx4Zs+ejY2NDV5eXhQrVozffvuNefPmsWXLFpYsWYKjo+Nj98NgMDBgwADCwsKoXbs2FStWJCwsjOnTpxMeHs6cOXOwsrIy1r969SpdunQhOjqaUqVK0bRpU65fv05YWBi7du1i2LBhdO/e3Vj/ypUrtGnThps3b1KmTBkaNmxIcnIyly9fZtmyZXh7ez90HYFXXnmFmJgYdu3ahaurK6+88opxW8WKFTNs99prr1GwYEG2bt3K3bt3zX4WKSkprF27FisrK1q2bGksj42NpUePHvz2228UK1aMGjVqYDAYCA8PZ+jQoZw4cYLhw4c/9vkFOHfuHO3ataNw4cLUqlWLuLg4rK1T/xn1ww8/EBwcTIUKFfDy8sLW1pYzZ87w448/snnzZhYtWoSHhwcArq6utG7dmtDQUOzt7WnWrJnxGH8/h1nRBxER+ZcziIiIPGfc3NwMbm5uj6y3bds2Q1xcnEnZ/fv3DcOHDze4ubkZpk6darItOjra4ObmZujatatJ+WuvvWZwd3c3HDt2zKQ8JSXFsHfvXpOydevWGdzc3AytWrUynD9/3qTu5MmTDW5ubgZ/f//H6qfB8FdfGzRoYIiKijKWx8bGGlq1amVwc3MzhISEmLR5//33DW5uboZBgwYZ7t+/byw/cOCAoWrVqoaKFSsafv31V2N5WlyBgYFmx7906ZLhwoULZjE1atTIpGzv3r0GNzc3wyeffPLQvvyz3aeffmpwc3MzhIaGmtXfs2ePwc3NzdCrVy+T8vfee8/g5uZm+OKLL0z6FxMTY2jTpo3Bzc3NsH379gzj+LsVK1YYz3FgYKDhwYMHZnXCw8NNzn2a5cuXG9zc3Ax+fn6P1des6oOIiDwfNG1eRESeW3+fkvz3r4sXLwLQsGFDChYsaNLG1taWTz/9FGtr68deCfz69eu8+OKLeHl5mZRbWFhQq1Ytk7IZM2YAMGHCBEqXLm1S97///S8VK1Zk48aNXL9+PVN97d+/Py4uLsbPRYsW5eOPPwZSZwakiY6OZuvWrdjb2zN8+HBsbW2N26pXr07Hjh1JTk42aZMWS+3atc2OW6pUKVxdXTMVa2a8+eabAKxevdps208//QSAr6+vsezkyZNs374dLy8vhg0bZtI/R0dHRo0aBcCSJUsyFUfRokUZPHiwyQyGNN7e3ibnPk3btm2pVq0a+/fv5/bt2499rKzqg4iI/Ltp2ryIiDy3MnpVnL29vfH7q1evsmXLFs6ePcudO3cwGAwA2NjYcP78+cc6TqVKlTh06BCffvopPXr0oEKFCunWi42N5dSpU5QpUwY3Nzez7RYWFlSrVo2TJ08SERFB/fr1H+v4AC1atDAra9CgAYUKFSIqKoo///wTJycnDh06BED9+vUpXLiwWZu33nqLkJAQDh48aNI/gIkTJ2JlZUWdOnXIly/fY8f2NGrUqEGJEiXYu3cvsbGxODg4AHD//n1+/vln7O3tef311431057Zb9q0KZaW5vcoPD09sbe35/jx45mKo06dOtjZ2WW4/e7du2zdupWTJ09y69YtHjx4AEBMTAwGg4GoqCjjeXyUrOqDiIj8uyl5FxGR59ajXhUXEhLChAkTSEpKeqrjjBgxgv79+7NixQpWrFiBo6MjNWrU4I033qBZs2bGu7WXLl0C4Pz588ZFyzKSmYXrChUqRIECBdLdVqpUKW7dumVM3v/8808AnJ2d062fVn716lVjWZs2bdi9ezfr16+nb9++5MuXDy8vL+rXr0/btm0pVqzYY8eaWZaWlrRs2ZI5c+awbt0646JuW7du5c6dO7Rq1crkYkzaOZ44cSITJ07McL+JiYmZiqNkyZIZbgsLC2PQoEEPnS1x9+7dxz5WVvVBRET+3ZS8i4hInnTkyBGCgoIoWLAgo0aNombNmhQrVsw4RblevXrExMQ81r48PDxYt24dO3fuZPv27ezfv5/169ezfv16fHx8mD9/Pra2tqSkpABQrFgx6tWr99B9lipV6uk6+IQsLCzMyqysrJg0aRJ9+vRh8+bN7N27l6NHj3Lw4EFmzZpFcHAw1apVy7KY3nzzTebMmcOaNWuMyXvaNPq0afVp0s7xK6+88kyn82c00+Du3bv4+/tz69Yt+vfvT8uWLSlVqhT58+fHwsKCjz76iDVr1hhndDyOrOqDiIj8uyl5FxGRPOmXX34BYODAgWbT6+/du8e1a9cytb98+fLRtGlTmjZtCsDvv//ORx99RHh4OD/88ANdunShRIkSABQpUuSRswIy49atW9y5cyfdu+9XrlwBwMnJyeS/ly9fTndfaXd9ixcvbrbN09MTT09P/vvf/3Lnzh2mTp3KvHnzGDNmDMuXL38mfUmPh4cHbm5uHDlyhOjoaF588UW2b99O0aJFqVu3rkndtHPctGlTevbsmWUxpTl48CA3b96kWbNmDBgwwGx7dHR0pveZ3X0QEZF/By1YJyIieVLae9zTS1I3bNiQqTul6alQoQJdunQBUhN5SE3KypUrx5kzZ8ze//201q9fb1a2a9cubt68iYuLizFpT3tN286dO9N9l/2PP/4IpC5e9zAFChTgo48+wsLCwti/h7GxsQEwPgueWWmL0q1evZqNGzeSlJREixYtjK9rS5OWzKddnMlqaecwLeH+uwsXLvDrr7+m287GxibDc5HdfRARkX8HJe8iIpInlSlTBoDly5ebPPN+5swZxo8f/9j7SUhIYP78+WaJcEpKCjt37gRMn5f+4IMPSElJYcCAAZw8edJsfzdu3GDZsmWZ6QoA06ZNM66iD6krxI8bNw7AeBEBwMXFhddee427d+8yevRok76Hh4ezdOlSrKysTNqsWrWK06dPmx1zx44dGAyGdBPXf0q7ePCkFy1atWqFhYUFa9asMU6Z//sq82mqVq1K3bp1OXz4MAEBAdy5c8eszqlTp9ixY8cTxfFPaePol19+MXnmPS4ujs8++yzD9RScnJyIjY1N9wJKdvdBRET+HTRtXkRE8qQ2bdoQEhLC1q1bad68OV5eXty6dYsDBw7QpEkTjh8/bpxC/jBJSUmMHj2acePGUalSJZydnUlKSuL48eNcuXIFZ2dnOnToYKzv6+vLmTNnmDFjBm3atKFixYq4uLhgMBiIjo7mt99+w97e3qTNo5QqVQp3d3datWrFq6++io2NDXv37iUuLo5atWoZnxNPExgYSOfOnVm1ahUHDhzA29ub69evs3//fpKTkxk6dCgVK1Y01v/555/55JNPcHV1xc3Njfz583Px4kWOHj2KpaUl/v7+j4zxpZdewt3dnRMnTtCuXTsqVKiApaUljRs3pkmTJo/Vx+rVq3PgwAEiIyNxdXXF29s73bpfffUVvXv3ZvHixaxZswYPDw+cnJy4c+cOv/32G1euXKFbt240aNDgkcd9FC8vL+rWrcvu3btp1qwZNWvWBGD//v0UKVKEJk2asHnzZrN2jRs3ZsGCBbRu3RofHx/y5ctH2bJl6d27d7b3QURE/h2UvIuISJ5UpEgRli9fzldffcWBAwfYsmULL730EgMGDKBXr14mrx97GHt7e0aMGMHevXs5deoUv/32GzY2NpQsWZJ27drRtWtXs1eyDRw4kHr16rFw4UIOHz7M6dOneeGFFyhevDidOnWiefPmmeqLhYUFU6ZMYdq0aaxevdq4snznzp3p16+f2dTy4sWLs3z5cmbNmsWmTZv4+eefsbOzo3bt2vTo0cNsMb0ePXpQokQJDh8+zMGDB0lISMDJyYkWLVrQo0cPs/fbZ2Tq1KmMGzeOgwcPEhERQUpKCiVKlHis5B1SL3wcOHDA+H1GHBwcWLp0KcuWLWPt2rWcPHmS8PBwHB0dcXFxwc/Pj5YtWz7WMR/H9OnT+fbbb9mwYQM7duzAwcGBFi1a4O/vz5dffplum0GDBmEwGNi8eTPr16/nwYMH1KxZ05i8Z3cfREQk97MwPO1DfSIiIpJj3N3dcXZ2ZsuWLTkdioiIiGQhPfMuIiIiIiIiksspeRcRERERERHJ5ZS8i4iIiIiIiORyeuZdREREREREJJfTnXcRERERERGRXE7Ju4iIiIiIiEgup+RdREREREREJJdT8i4iIiIiIiKSyyl5FxEREREREcnllLyLiIiIiIiI5HJK3kVERERERERyOSXvIiIiIiIiIrnc/wdpYRgK6yZKyQAAAABJRU5ErkJggg==", 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" + "
" ] }, + "execution_count": 48, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_roc_curve()" + "fig, ax = evaluator.plot_roc_curve()\n", + "fig" ] }, { @@ -2524,17 +2522,19 @@ "outputs": [ { "data": { - "image/png": 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vvonFYrkgnJ9fWvONN95wTFMC+5SlYcOGMWnSpOs6Z0FECg5NaxGRfPXss89y4sQJfvzxR1q0aMEdd9xBdHQ0R44cYfny5Zw8eZLY2FhHkAX7ChotW7Zk7ty5dOvWjaZNm7J//34WLVpEXFyc40TL3FKjRg1q1qzJunXr6NWrFzfffDN//vknK1eupG7dumzYsOGSjy1fvjx16tRhzZo19OrVi9jYWE6dOsWCBQvIzMwkODiYU6dOOfY/P6d79uzZhISE0Llz50uerAn2cDd9+nR27tzJU089dcH9jz76KMuWLWP69OkkJibSoEEDzp49y5w5c0hLS+Pdd9+9qnnWTz75JIGBgbz33nt06tSJ2NhYatSoQWBgIH/99RfLly8nPT2d4sWL8+qrrzqCcKdOnVi/fj09e/akXbt2+Pv7s2rVKrZs2UKRIkU4ceLEFT/gXI2AgACeeeYZRo4cSceOHWnVqhVBQUGsWbOGTZs2cddddzk+ZF1MVFQUQ4YM4aWXXqJz5860aNGC0NBQ5syZ45izf/6DVteuXfn000/p1q0bbdq04eTJk8yZM4c6depccxf7jjvuICIigm3bttGgQQNKlizpcv+tt95K7969mT59Oh06dKBp06YEBASwYMECDh06RI8ePRyr/oiIZ1I4F5F85evry6hRo+jQoQNff/0127ZtY8mSJfj5+RETE8N//vMfunXrdsFqF2+88QbFihVjzpw5TJ8+nSpVqvDBBx+wb9++XA/nABMmTGD06NH89ttv/Pnnn9SqVYvPPvuM2bNnXzac+/j48PHHHzNmzBiWL1/Oli1bKFGiBE2aNKF///6MHj2aBQsWsG/fPqKjoyldujQDBgzgs88+44svvqBSpUqXDed16tShfPny/PXXXxd0XcF+MuLnn3/O5MmTmTVrFl9++SXh4eHExsby2GOP0aBBg6t6/xaLhX79+tG6dWt++OEHli5dyowZM0hNTaVIkSI0btyYli1b0r59e5eTN3v16oVhGHz11Vd89913hIeHU6FCBcaMGUNgYCBPPvkkS5Ysuew5B1erd+/eFClShM8//5xZs2aRlpZG+fLleemll65qrnznzp0pXrw4EyZMYO7cuWRnZ1OjRg1ef/11l6UQn3vuOYKDg/n555+ZPn065cuXZ/DgwURFRV1zOA8ICKBt27Z8++23F/3+Abz66qvUrl2br776iv/973/4+vpSoUIFnn76aUdnXUQ8l8XIjcl/IiIiIiJywzTnXERERETETSici4iIiIi4iXwN5xs2bKB3794A7N27l549e9KrVy+GDh3qWFXgww8/5J577qFHjx6OJa5+//137rnnHp555hnHfsOHD7/icmAiIiIiIgVJvoXzSZMm8eqrr5KRkQHAqFGjGDBgAF9++SWGYbBw4ULH5Z2/++47xowZw2uvvQbYly/79NNPKVasGNu2bWPbtm2EhYVRpkyZ/CpfRERERCTP5dtqLdHR0YwbN44XX3wRgC1btjhWDWjSpAnLly+nQoUKNGrUCIvFQqlSpRxr5YaGhpKenk5GRgbBwcF8+OGHDBs27LKvlxerN4iIiIiIXExcXFyuPE++hfM2bdq4TEMxDMNxZbzQ0FDOnTtHcnKyy8Uxzo8/8cQTjBo1ipiYGPbt20dsbCwzZswgKSmJzp07X3JJrtz6IonnSEpKonr16maXIW5Gx4VcjI4LuRgdFwXX93+kMned/erJfr4Q5H/1V2g+L9A4R8e04TTKmOIYO2spzo6mM3OtTtPWOT9/NTmAlJQUIiIiCAsLIyUlxWU8PDycwoULM3bsWKxWKwMGDGDkyJG8/PLLvP/++/Tv359JkyaZ8RZEREREpABITrexeHO6Y7tfyzBiKwVc5hEXsWc2zH8MMvY7xwLCiWjyGtz4hY8dTFutpUaNGqxatQqwn/AZHx9PbGwsy5Ytw2azcfDgQWw2G4ULF3Y85ptvvnFcgMFms2GxWFwu5S0iIiIi8m8LN6aTkWW/XaqwL/Uq+l/9g9NOwOwH4Mf2cC5HMK/YAR7aCnUfy9VaTeucDxw4kMGDBzNmzBgqVqxImzZt8PX1JT4+nu7du2Oz2RgyZIhj/+TkZFavXs17770HQNGiRR2rvYiIiIiIXExqho2FGzMc2+3jgvCxXMWUFsOA7d/Doqcg9ahzPPgmaPYBVOsBV/M818hjrxCamJioOedyAc0VlIvRcSEXo+NCLkbHRcEzMyGNn1fbZ1oUi/RhRM9IfHyuIlQnjIYlz7uOVesJzd6HkKIuw7mZO3URIhERERHxSOlZBgs2Oueat48LvrpgDlD9PgiMst8OKw13/w86fHlBMM9tpk1rERERERHJS0s2p5Ocbp8kUiTch1uqXMNJoKEloNl7cHAFNHkbAiPzpsh/UTgXEREREY+TmW0wb72za94uNgg/34t0zW1WWP8hpB6DRiNd76v5oP1fPlI4FxERESkAbDaD/61JY8+RXFy3z4OlZBicTbN3zaNCLTSsFnjhTie2wtw+cGglYIGKHaHUrflb6L8onIuIiIgUAL9tzmBmYvqVd5QLtK0fjH/Orrk1E1a/BatG2m8DYEDiGCj1rSk1nqdwLiIiIuLmsqwGc9bp2i7Xo0SUD41r5OiaH06AeX3g2EbnmI8/3PoqNBiU/wX+i8K5iIiIiJtbsS2D0yn2KRoRwRYebhGKhdxfY9vT+PpC+WJ+BPhZICsNVgyFxNFg2Jw7lWgAbabATbXMKzQHhXMRERERN5ZtNZi91jmdpU39IGpFX+Ol573d/iUwry+c3ukc8wuGRq9D/WfAx9e82v5F4VxERETEja3akcmJc/ZOb1iQhSY1g0yuqIAxDFj2smswj24OrSZCVCXz6roEXYRIRERExE3ZbAazEp1zzVvWDSLIX9NZronFAq0ngW8ABERAq0lwzwK3DOagzrmIiIiI21qzK5OjZ+xd85BAC81qXWQ5QHGVdsJ+Zc+cU1WK1IB2/4VSDSG8tGmlXQ11zkVERETckM0wmJVj6cTmtQMJCVR0uyTDgG1fw9RqsO6DC++P6eb2wRwUzkVERETc0vo9WRw8aQUg0B9a1tFc80s69zf8cjfM7Alpx2HZK3B6t9lVXRdNaxERERG5BoZh8OfBbE6es1155xuQ89LzzWoFERqknuoFDAM2TYYlz0PmWed4UBFIOQxRFc2r7TopnIuIiIhcg8WbM/hyaWq+vV6AH7Sqq675BU7vgnn9YP9vruN1+0PjNyEwwpy6bpDCuYiIiMhVyrLCrwn5e6XOpjWDiAhR19zBZoW178PyVyE7x/eiUBVoPRnKNDGvtlygcC4iIiJylTYdDOFcmv1KneHBFmpF++fp690U7kO72OA8fY0C5ex++PUeOLzaOWbxgfjn4bZh4F/wv1YK5yIiIiJXISvbYM2+EMf2nTcH06yWppvkq+DC9hM+zytaB1pPgRLx5tWUy/Q3EhEREZGrsHxbBimZ9rWzI0MsNKqmNcfznX/oPxcUCoTbR8J9CR4VzEGdcxEREZEryrYazF7rXD2lTf1g/P10pc48lZUKf34LtR5yHY9uDv3+gtASZlSV5xTORURERK5g5fZMTibbl04MC7LQpIa65nlq328wry+c2Q0BYVD1Htf7PTSYg6a1iIiIiFyW1WYwe61zVZDW9YII9FfXPE9knIF5j8J3ze3BHGDhk5B+2tSy8pM65yIiIiKXsWZnJkfP2LvmgX427tBJoHlj16+w4HFIPugcC4z6Z83ySNPKym8K5yIi4lUMw8BmXHk/m83eMRXvZhgwK9HZNY8tk0pwwE0mVuSBUo/Bomfgz69dxyt3hhYfQVhJc+oyicK5iIh4jb+OZvPhrHOcSb2a0F0clpzK85qk4Ajyh/pl8u/KoB7PMGDbl7DoP5B+wjkeUsweyqt0BYv3TR9SOBcREa9gGAZfLk25ymAucqFmtYMI8tfxk2vWvANLB7qO1XgA7hgDwUXMqckNKJyLiIhXSDqQzZ4jVse2zxUacgYGFryvaycXV7mkH23rB7F3t9mVeJCaD8KaNyH9FIRHQ6sJUKGt2VWZTuFcRES8wswc84bvqBnIfU1DL7t/UlIS1atXz+uyRLxXaHFo9j4cWgWNR0FAuNkVuQWFcxER8XjbD2ax/WA2AL4+0DZWq22I5BtbNiSOhbQT0ORN1/tq9Lb/EweFcxER8XgzE5xd89tiAikS7mtiNSJe5NhGmNsHjiQAFqh8F5S6zeyq3JouQiQiIh5t95Fsth6wd80tFminrrlI3svOgOVD4L9x/wRzAAPWfmBqWQWBOuciIuLRcnbNb6kSQLFIdc1F8tTBlTCvD5zY6hzzDYTbhkL88+bVVUAonIuIiMfadyybjXuzALAA7WODzS1IxJNlpcCyV2Ht+0COJSdL3Q6tJ0ORaqaVVpAonIuIiMfKuUJLbKUAShZW11wkT+xdAPMfhTN7nGP+odD4Taj3BFg0k/pqKZyLiEiu+ftkNvPXp5OeZXYl9osOrd3tLKRDnOaai+QJw4AVw1yDefk29nXLI8qZVlZBpXAuIiK5Ittq8NGsZI6dtZldygXqlven7E36lSeSJywWaD0Jptezd8vvGGu/0qdFF/G6HvpJJSIiuWL1jky3DOZ+vtCpgeaai+Sa1KMQVAR8ckwTK1IdOnxtXyYxtIR5tXkAhXMREblhNpvBrLXO+d2NawRSvYx7/IopV9RPK7SI5AbDgK3TYfEAuOUViP8/1/urdDalLE/jHj85RUSkQEvYlcmR0/aueUighXtuCyYkUCeAiXiMs/tg/mPw1xz79vLBUOkuKFTZ3Lo8kH5yiojIDbEZBjMT0x3bzWsHKpiLeArDBus+gmk1ncEcIKQ4pB03ry4Pps65iIjckPV7sjh40gpAoD+0rKNVUUQ8wsk/YV5f+HtZjkEL1H8aGr0OAWGmlebJFM5FROS6GYbhspZ4s1pBhAapay5SoNmyYc278McwsGY4xwtXg9ZToHRD00rzBgrnIiJy3Tbvy2LfMXvXPMAPWtVV11ykQDu7F37pAkfXOsd8/ODmgXDrq+Cn/+N5TeFcRESui2EYzEhwds2b1AgkIkRdc5ECLbgoZJ51bheLhTZToFg900ryNgrnIiJeLCPLYMehLLKt1/7Y42dt7D5if6CfD7Sup7XERQo8/xBoPRl+bAe3DbUvl+ijuJif9NUWEfFSNpvB6F/OsufodSTzf2lUPZBCYeqaixQomcmw7Suo3df1ap5lm0K/vRBS1LzavJjCuYiIl0rclZkrwdzXB9rU1zxUkQLlr3kw/1H7HPPASIi51/V+BXPTKJyLiHihf69NHl3Ul0Kh19759vOF22ICuSlCV+AUKRDSTsKS/4Mt05xjC5+Ccq0hKMqsqiQHhXMRES+0YU8Wf59fm9wPBnQMJzxY01JEPNr2H2Dhk5B6xDkWVASajbV3z8UtKJyLiHiZf69N3rRWkIK5iCdLOWzvju/4wXU8pjs0/wBCiplTl1yUwrmIiJfZvC+Lvf+sTe7vC63rab64iEcyDNjyGSx5DtJPOcdDS0LL8VD5LvNqk0tSOBcR8SKGYTAzwTnXvHGNQCK1NrmIZ1rzNiwd5DpWuy80eUfzy92YfiKLiHiRbX9ns+tINnB+lRWtTS7isWo9bJ9TDhBZAe5ZAK0nKZi7OXXORUS8SM655rdXC6Sw1iYX8Vwhxexzyo8kwO0jwD/U7IrkKiici4h4iZ2Hsvjzb3vX3McCbWM111zEI1izIOEd+7zypu+43le9l/2fFBgK5yIiBZhhGHyzPJU//szEajUuu2+2zXn7lqoBFNXa5CIF35G1MPcROLYBsEDlu6H07WZXJTdA4VxEpABLOpDNwo0Z1/QYC9A+TnPNRQq0rDT44zVIeBeM81f6NWDDeIXzAk7hXESkAMs5h/xq+PpA+9ggSkSpay5SYB1YCvP6wqntzjG/YPu88tgBppUluUPhXESkgNp+MIvtB50rrwzrHknUFU7w9PUBf19LfpQnIrkt8xz8Pgg2fOw6XvYOaDUJClU2pSzJXQrnIiIF1MwEZ9f8tphAShRSN1zEY+2ZDfMfg3P7nWMBEfYTQGv3BYtWXvIUCuciIgXQ7iPZbD1g75pbLNBOK6+IeC7DgFVvuAbzih3tV/kML2NeXZIn9DFLRKQAytk1v6VKAMUi1TUX8VgWC7SeDL6BEHwTtP8S7v6fgrmHUudcRKSA2Xcsm417s4B/Vl6J1corIh4l+RCEFAWfHDGtcAzc+R2UvNV+n3gsdc5FRAqYnCu0xFYKoGRhdc1FPIJhwKYpMK06JI698P5KdyqYewGFcxGRAuTvk9ms3Z3l2O4Yp7nmIh7h9G74vqV9icSMM7BiCJzcfuXHicfRtBYRkQJkVmK643bd8v6UuUk/xkUKNJsV1o2DZa9AdqpzPKw0ZJ4xry4xjX6qi4gUEEdOW1mzM9Ox3UFX+RQp2I5vgXl94NAq55jFB+Keg4avgX+IebWJaRTORUQKiNlr0zAM++2aZf2pUFw/wkUKJGsmrH4LVo4Am3OaGjfVhjZToMTN5tUmptNPdhGRAuD4WSsrt+fomsdrrrlIgXRmD/x8Fxzf5Bzz8YdbX4UGg8A3wLzaxC0onIuIFABz1qVjtdlvx5Tyo0pJf3MLEpHrE1ICrM5zRyh5C7SeAjfVNK8mcStarUVExM2dSraxPCnDsd0hXnPNRQos/2D7BYX8Q+GOMdBjuYK5uFDnXETEzc1dn0b2P13zSsX9qFZaP7pFCoSMs5D0X6jb336Vz/PKNIF++yC4sHm1idvST3gRETd2NtXG71tyds2DsOT8JS8i7mn3TJj/GCT/DUGFoVoP1/sVzOUSNK1FRMSNzduQTpbVfju6qC+1ojXXXMStpR6DmffBTx3twRxg0dP2CwuJXAV1zkVE3FRyuo3Fm5wnjnWIC1bXXMRdGQb8+Y09iKcdd44HF4UWH0JAhHm1SYGicC4i4qYWbkwnI9t+u3RhX+pVUNdcxC2d+xsW9Ifdv7qO1+gNd4yF4CLm1CUFksK5iIgbSs2wsXCjc655+7ggfNQ1F3EvhgGbJsOS5yHzrHM8vCy0mgAV2plXmxRYCuciIm7ot00ZpGXaLwdaPMqH+Eq6MImI21k9Cpa94jpW9wloPAoCNY1Fro9OCBURcTPpWQYLNjrnmrePDcbHR11zEbdTux8E32S/XagKdF8CLT9SMJcbYmrn/ODBg7z44osYhkFkZCSjR48mODiYRYsW8dFHH+Hn50fXrl259957OXz4MAMGDMDHx4exY8dSvHhxfvnlF/z8/OjQoYOZb0NEJFct2ZxOcrq9a35ThA8NqqhrLuKWQopC8w/h6Dq4baj9AkMiN8jUzvm0adNo164dX3zxBVWqVOH7778nKyuLUaNG8emnnzJ9+nS++eYbjh8/zuzZs+nbty8PP/wws2fPJj09nUWLFtG+fXsz34KISK7KzDaYt97ZNW9XPwg/X3XNRUyVnQErhsFvz154X7Xu0ORNBXPJNaZ2zqtXr87hw4cBSE5OpkSJEuzatYvo6GgiIyMBiIuLY82aNYSEhJCeno5hGAQHBzNt2jQeeOCByy4rlpSUlC/vQwqO9PR0HRdyAXc6LtYdCOZsmv1P4mGBVgqxBzcpzeu403Eh5gk6vYGSGwcTlLwTAN/YWuiokLxkajgvUaIEo0ePZsaMGWRmZvLUU0+xa9cuwsPDHfuEhoaSnJxMx44dGTVqFD4+PvTr14+PP/6Y+Ph4hgwZQu3atenWrdsFz1+9evX8fDtSACQlJem4kAu4y3GRZTX4dPVpwD6lpePN4dSuWdTUmryZuxwXYpKsFFg+GBLf4/z/SYBiR/5HVLM+ppUl7ikxMTHXnsvUcP72228zatQoGjduzOLFixk4cCDPPfccKSkpjn1SUlIIDw8nNDSUkSNHAjBixAj69+/P8OHDmTBhAs888wwdOnQgJCTErLciInLD/tiWwekUewiICLbQuEagyRWJeKl9i2BePziz2znmHwqNRnEoqBlRphUm3sDUOecRERGOLnmxYsU4e/YslSpVYu/evZw+fZrMzEwSEhKoX7++4zHbt28nMDCQ6OhoMjIysFgsWK1WMjMzzXobIiI3LNtqMGutc65563pBBPhprrlIvko/bQ/l37VwDeblWsGDmyH2abD4mlaeeAdTO+eDBw9m+PDh2Gw2DMNgyJAh+Pv7M2jQIPr06YNhGHTt2pXixYs7HjNhwgSGDBkCwN1330337t2pVasWUVFRJr0LEZEbt3pHJifO2QAIC7LQtFaQyRWJeJmd/4OF/SH5oHMsMMp+hc+aD4IuAib5xNRwXrlyZT7//PMLxps3b07z5s0v+pjRo0c7bnft2pWuXbvmWX0iIvnBZjOYtTbNsd2yThBB/goCIvnGMCBxtGswr9IFWnwEoSXMq0u8ki5CJCJisoRdmRw5be+aBwdYaFZbc81F8pXFAq0mgV8QhBSHO7+HTj8omIspTO2ci4h4O5thMDPROde8RZ1AQgLVNxHJU+f+htDi4JMjBhWuCnf+ACVvheDC5tUmXk+/AURETLR+TxYHT1oBCPSHFnU011wkzxg2WD8eplWHhNEX3l+xvYK5mE7hXETEJIZhMDPBOdf8jlpBhAXpx7JInji5Hb5tBgufgMxzsGIonPzT7KpELqBpLSIiJtm8L4t9x+1d8wA/aF1XXXORXGfLhoQx8MdQyHZOISOivP1CQyJuRuFcRMQEhmEwI0fXvHGNQCJC1DUXyVVHN8DcR+DoWueYxRdufhFuG2I/AVTEzSici4iYYNvf2ew+Yu+a+/lAm3rBJlck4kGyM2DVSFj9pr1zfl7RetDmUyhe/5IPFTGbwrmIiAlyds1vrx5IoTB1zUVyxend8FNHOJnkHPMNhNuGQvzz4OtvXm0iV0HhXEQkn20/mMX2g/Zunq8PtK2vP62L5JqwUvZVWc4rdTu0ngxFqplXk8g1UDgXEa9kGAYrt2fy9wkrJ06EseVUar699pb9WY7bt1YN4KYI33x7bRGP5xcEbabAj+2h0RtQrz9Y9JcpKTgUzkXEKy1NymD64vOBPBT2p192/7xgsUC7WM01F7lu6adg6+dQ/xn7f6jzSt8Oj+6DwEjzahO5TgrnIuJ1sq0GMxPyP4z/W8OYAIpHqWsucl12/GRfszzlMAQXheq9XO9XMJcCSuFcRLzOH39mcjLZPic1PNhCvZJnKVa8WL7WEB7kw81VAvL1NUU8QsoRWPQ0bP/OObboGajYQYFcPILCuYh4FavNYPZa50opreoGUT74MNWra3qJiFszDNg6HRYPsE9nOS+0BLT4WMFcPIbCuYh4lTU7Mjl21t41Dwm00KxWEHt2mVyUiFze2b0w/zH4a67reK1HoOm7EFTInLpE8oDCuYh4DZthMDPR2TVvWSeIoADLZR4hIqYybLB+PCwdBFnJzvGI8tB6EpRraVppInlF4VxEvMbaXVkcPm3vmgf5Q/PagSZXJCKXteoNWD44x4AFYp+B20dCQJhpZYnkJS38KSJewfhX17x57SBCg/QjUMSt1XncvhILQOHq0HM5NHtPwVw8mjrnIuIVNvyVxYETVgAC/KBlXV2VU8TtGIbreuUhN0GLj+D4RrjlVfDTX7vE8ymci4jH+3fXvGnNIMKD1TUXcRvZ6fDHcPu88uYfuN4X083+T8RLKJyLiMfbsj+Lv47au+Z+vtC6nrrmIm7j7+Uwtw+c+tO+XaULlL3D1JJEzKTWkYh4NMNwvRpo4+qBRIXqR5+I6TLPwcKn4evGzmAOsGWaaSWJuAN1zkXEo20/mM3Ow9kA+PpAm/rqmouY7q+5MO9ROLfPORYQDk3ehjqPmleXiBtQOBcRj5ZzrnnDmECKhPuaWI2Il0s7CUuegy2fuY5XaA8tP4GIsubUJeJGFM5FxGPtOpxF0gF719zHAu1i1TUXMc3272Hhk5B61DkWVASavw/Vermu0iLixRTORcRj5Zxr3qBKAEUj1TUXMYVhwPqPXIN5TA97MA8pZl5dIm5IZ0WJiEfaezSbTfuyALAA7eOCzS1IxJtZLNBqEvgFQVgpuOsX6PiVgrnIRahzLiIeKedc87hKAZQspK65SL45uxdCS4Gvv3OsUGV7KC/RAIKiTCtNxN2pcy4iHufAiWzW7clybHeI01xzkXxhs8LaD2BaTUh458L7y7dWMBe5AoVzEfE4sxKdc83rVfCnzE36I6FInjuRZF+z/Lf/QFYK/PEanNhmdlUiBY5+Y4lIgXDynJXpS1I5mWy74r6HTlodtztorrlI3rJmwZq3YeVwsGY6x6OqgDXDvLpECiiFcxEpEL5cmsrmfVlX3jGHWtH+lC+mH3MieeZIIsx9BI5tdI75+MMtL9v/+QaYV5tIAaXfWiLi9vYfz2bDX9cWzAP9ocut6pqL5ImsNPu0lYR3wXD+pYoSN0PrKVC0tnm1iRRwCuci4vZm5phDXre8P51vuXLoLhLhS5C/LmoikutO7YSf2sOpHc4xv2C4fQTEDgAfrYwkciMUzkXErR06aWXtLuc81k4NgildRD+6REwTXgYsOQJ42Tvsa5gXqmxaSSKeRKu1iIhbm7U2DeOf23XK+ROtlVdEzOUXZJ+6EhgFrSZAt4UK5iK5SOFcRNzW0TNWVu1wds07xGsOuUi+Sj0OCaPBMFzHSzeER/dBnUfBoighkpvUghIRtzV7bbojE9Qo40fF4vqRJZIvDAO2fwcLn4K0YxBSDGr0dt0nINyc2kQ8nD7uiohbOnHOyh9/OtdIVtdcJJ8kH4RfOsOM7vZgDvDbAMg4a2pZIt5CbSgRcUtz1qVj/ed6Q1VL+VG1lL+5BYl4OsOAzZ/Ckv+DjDPO8bAy0OoTCIwwrzYRL6JwLiLXJDXDxuodmaRmGFfe+ToZBixLytE111U+RfLW6d0wvx/sW+Q6XvdxaPyWgrlIPlI4F5FrMmVBChv3XtsFgW5EheK+VC+jH1UiecJmhXXjYNkrkJ3qHI+qDK0nQ9mm5tUm4qX0G09ErtruI9n5GswBOt0cjMWiiwmJ5IlVb8CKIc5tiw/E/R80HAb+IaaVJeLNFM5F5KrNTEhz3K5Uwo+qJfP2R0ilkn7Uig7I09cQ8Wr1noT1H0LqUbipNrT5FErEm12ViFdTOBeRq7LvmLNrbgEevCOUkoV1mW6RAsUwIOdfooILQ8vxcHwLNBgIvvowLGI2hXMRuSozE51d89hKAQrmIgVJViosH2KfV97yY9f7qnSx/xMRt6BwLiJX9PfJbNbuds417xAXZGI1InJN9i+GeX3h9C77dtVuEN3MzIpE5DJ0ESIRuaJZiemO23XL+1P2Jn2uF3F7GWdg/mPwbTNnMAdI+sK8mkTkivQbVkQu68hpK2t2Zjq2tea4SAGwawYseByS/3aOBUZC0zFQ62Hz6hKRK1I4F5HLmr02DeOf6w3VLOtPheL6sSHitlKPwW//gW1fuY5Xuss+1zyslDl1ichV029ZEbmk42etrNyeo2ser7nmIm7JMGDb1/DbM5B23DkeUgyafwhV73FdpUVE3JbCuYhc0px16Vht9tsxpfyoUtLf3IJE5NI2T3YN5jUegDvGQHAR82oSkWumE0JF5KJOJdtYnpTh2O4Qr7nmIm7LYoFWE8EvGMLLQpdZ0O4zBXORAkidcxG5qLnr08j+p2tesbgv1Urrx4WI2zi9G8LLuF40KKoS3P0rlGwAAeHm1SYiN0SdcxG5wNlUG0u3OrvmHeODsWi+qoj5bNmw5l34rCasefvC+8u1UDAXKeAUzkXkAvM2pJOZbb8dXdSXWtGaay5iumOb4KuG8PsLkJ0OK0fAia1mVyUiuUx/pxYRF8npNhZvdl50qEOcuuYipsrOgFVvwOo37J3z8wpXA5vVvLpEJE8onIuIi4Ub08nIst8uXdiXehXUNRcxzaFVMLcPnNjiHPMNgFuHwM0vgq/+f4p4GoVzEXFIzbCxcKNzrnn7uCB81DUXyX9ZKbB8MCS+BxjO8ZK3QZspUKS6WZWJSB5TOBcRh982ZZCWaQ8CxaN8iK8UcIVHiEiuO7UDfmgLZ3Y7x/xDodEoqPcE+PiaV5uI5DmFcxEBID3LYMFG51zz9rHB+Pioay6S78KjwS/H1XjLtbKvYR5Z3rSSRCT/aLUWEQFgyeZ0ktPtXfMi4T40qKKuuYgp/AKhzacQVATaTIWucxXMRbyIwrmIkJltMG99zq55EH6+6pqL5LnUo7DqTTAM1/GSt8Cje6HWQ/arf4qI19C0FhFh6dYMzqbZw0GhUB9uqxZockUiHs4wIOkL+O0/kH4SwkpBzQdc9/EPNac2ETGVOuciXi7LajB3nbNr3qZ+EP7qmovknbP74KcOMLu3PZgDLH4WMs6aW5eIuAV1zkW83B/bMjiVYgMgPNhC4xrqmovkCcMGGybA7y9CVrJzPDwaWk+EwAjzahMRt6FwLuLFsq0Gs9bm6JrXCyLAT11zkVx3cjvM6wt/L80xaIH6T0Gj1yEg3LTSRMS9KJyLeLHVOzI5cc7eNQ8NtNC0VtAVHiEi18SWDQlj4I+hkO38IEyhGPvFhErfbl5tIuKWFM5FvJTNZjBrbZpju2XdIIL81TUXyVUrX4c/hjm3Lb7QYCDcOth1LXMRkX/ohFARL5WwK5Mjp+1d8+AAC81ra665SK6LfQZCS9hvF6sP9yfYp7EomIvIJahzLuKFbIbBrETnn9ib1w4kJFCf1UVumGG4rkseVAhajIeT2+Dm58FHv3ZF5PL0U0LEw6Wk29jwVxaZ2c6LnBw/a+Pvk1YAAv3sU1pE5AZkJsOyl8GaAa0muN5X5W5TShKRgknhXMSD2QyDsb+eY+8x6yX3uaNWEGFB6pqLXLe/5sH8R+HsXvt21XuhXAtzaxKRAku/kUU82PrdWZcN5oH+0LqeuuYi1yX9FMx5GH5o4wzmANu/Na8mESnw1DkX8VCGYTAz0bkaS9VSfpQs5OvY9vOBm6sEEhGiz+gi12zHj7DwSUg57BwLKgR3vAc1eptWlogUfArnIh5q094s9h23d80D/OCx1mEK4iI3KuUwLHwKdvzgOl61GzQfB6HFzalLRDyGwrmIBzIMgxk5uuZNaqhDLnJDDAO2fg6Ln7VPZzkvtAS0+BiqdDavNhHxKArnIh4o6UA2e47Yu+Z+PtCmfrDJFYl4gK3/dQ3mtR6Bpu/ap7OIiOQStdJEPFDOueaNqgcSFar/6iI3xGKB1hPBLwQiysM986HNFAVzEcl1pv7GTk1N5cUXX6RXr15069aNjRs3ArBo0SK6du1K9+7d+fZb+1nvhw8fpkePHvTq1YsjR44A8MsvvzBz5kzT6hdxR9sPZrH9YDYAvj7QNlarsYhcs1M7wJbpOhZZAbrMgoc2Q7mW5tQlIh7P1HA+ZcoUqlSpwpdffsmIESPYvXs3WVlZjBo1ik8//ZTp06fzzTffcPz4cWbPnk3fvn15+OGHmT17Nunp6SxatIj27dub+RZE3M7MBGfX/NaqARQJ973M3iLiwpoFq96Ez2pz067JF95ftin4h+Z/XSLiNUydc75s2TLatWtHnz59CA0NZejQoezatYvo6GgiIyMBiIuLY82aNYSEhJCeno5hGAQHBzNt2jQeeOABLDkvk/wvSUlJ+fVWpIBIT0/36OPi0Bk/th4oAoAFg6qRB0lKuvQ652Ln6ceFXJ3AM1sptWkwQWftx0KRnZ+wa3UrMsOrmFyZuBP9vJC8Zmo4P3XqFGfPnmXKlCn8/PPPvPXWW9x7772Eh4c79gkNDSU5OZmOHTsyatQofHx86NevHx9//DHx8fEMGTKE2rVr061btwuev3r16vn5dqQASEpK8ujjYsHMc0AWAA2qBNIwrqq5BRUQnn5cyBVkp8Mfw2HN22A4P8xmhMdQqVJlKKJjQ5z080IuJjExMdeey9RpLVFRUTRv3hyAZs2asXnzZsLCwkhJSXHsk5KSQnh4OKGhoYwcOZLhw4czbdo0+vfvzyeffMLQoUNZvHgxqampZr0NEbew71g2G/fag7kFaB+nFVpErujv5fB5PVg9yhnM/YKgydv81fArKFLD1PJExPuYGs7j4uJYsmQJAGvWrKFy5cpUqlSJvXv3cvr0aTIzM0lISKB+/fqOx2zfvp3AwECio6PJyMjAYrFgtVrJzMy81MuIeIWcK7TEVvKnVGHNNRe5pMxzsPBp+LoxnPrTOV6mCTywEW5+AXy02rCI5D9Tf/I89thjvPrqq3Tv3h0/Pz/eeust/P39GTRoEH369MEwDLp27Urx4s4rrk2YMIEhQ4YAcPfdd9O9e3dq1apFVFSUSe9CxHx/n8xm7e4sx7a65iKXcXI7fN8Kzu1zjgWEQ5O3oc6jYNHSoyJiHlPDeVRUFB9++OEF482bN3dMd/m30aNHO2537dqVrl275ll9IgXF7MR0x+265f2JvkkdP5FLiiwPgRFw7p/tCu2h5ScQUdbMqkREAF2ESKTAO3LayuqdzmldHdQ1F7k83wBoPQVCikH7L6DzDAVzEXEbCuciBdzstWkYhv12jbJ+VCiurrmIQ/IhWDkSx3+S80o2gL5/QfVe9qt/ioi4Cf0WFynAjp+1snK7uuYiFzAM2DINFj8HGachrAzUesh1H3/9fxER96POuUgBNnddOlab/XbVUn5ULeVvbkEi7uDMHvihDcx9xB7MAZY8Z1+hRUTEzalzLlJAnUq2sSwpw7Gtrrl4PZsV1n8ES1+C7BzXvoisCK0n2VdkERFxcwrnIgXUvPVpZP/TNa9Y3JfqZfTfWbzYiSSY2wcO/eEcs/hA7AC4fQT4h5hWmojItdBvc5EC6Gyqjd+3unbNLTqpTbyRNQvWvAUrR4A1x8XoitSENlOg5C3m1SYich0UzkUKoPkb0snMtt+OvsmX2uU011y81KrX4Y/XnNs+/nDLK3DLS/YlE0VEChidECpSwCSn2/hts/OiQ+qai1eLHQChJe23SzSA3muh4VAFcxEpsNQ5FylgFm5MJyPLfrtUYV/qVVTXXLyIYbPPJT8vKMp+dc/TOyH2P+Dja1ppIiK5QeFcpABJzbCxaJNzrnn7uCB81DUXb5BxFpYOss8rbzPZ9b7KncypSUQkDyicixQgv23OIDXDfqXDYpE+3FxJf7oXL7B7Fix4HM7tt2/HdIfyrcytSUQkj2jOuUgBkZFlsGCDc655+7hgfHzUNRcPlnocZvWGnzo4gznAzp/Mq0lEJI+pcy5SQCzZkk5yur1rXiTch1uqqGsuHsow4M9vYdHTkHbMOR58EzQfZ++ci4h4KIVzkQIgM9tg3npn17xdbBB+vuqaiwdKPggL+sOu/7mOV+sFzd6HkJvMqUtEJJ8onIu4mXNpNrYfzCbbZjjG9hzO5kyqfTsq1ELDaoFmlSeSNwwDNk2B35+HjDPO8bDS9tVYKnU0rzYRkXykcC7iRjKzDUb9cJZjZ22X3Kdt/WD81TUXT7T9O9dgXvdxaPwWBEaYV5OISD7TCaEibmTp1ozLBvPIEAuNa6hrLh7IYoFWE8A/FKIqw72LoeV4BXMR8TrqnIu4iSyrwZx1aY7tmFJ+RIQ4Pz8H+ltoViuQAD91zcUDnEiCyIrgl+PDZmR56DoXitUH/xDTShMRMZPCuYibWLEtg9Mp9nnlkSEWnukYriAunseaCavfhJUj4ZaXoeEw1/tL325KWSIi7kLTWkTcQLbVYPZa52osresFKZiL5zm8Bv4bDyuGgi0LVr0BxzaZXZWIiFtR51zEDazakcmJc/a55mFBFprWDDK5IpFclJVqD+SJY8DIcU5F8Tjw1Xr9IiI5KZyLmMxmM5iV6Jxr3rJuEIH+6pqLh9i/GOb1hdO7nGN+IdD4Daj3FPj4mlWZiIhbUjgXMdmaXZkcPWPvJoYE2k/6FCnwMs7A7y/Cxomu49EtoNVEiKpoTl0iIm5O4VzERDbDYFaic65589qBhATqVBAp4E7+Cd+1gOS/nWOBkdB0DNR62L5sooiIXNRVh3ObzcbMmTNZv349WVlZGIbhcv+IESNyvTgRT7d+dxYHT1oBCPSHlnU011w8QGQFCC7iDOeV74YWH0FYKVPLEhEpCK46nL/++ut89dVXxMTEEBYW5nKfRV0QkcuyGQZTF6awZmcm1ktcY6hZrSBCg9Q1Fw/gGwCtp8DPnaDZ+1D1HnXLRUSu0lWH8xkzZvDmm2/SqVOnvKxHxCOt253Fyu2Zl7w/wA9a1VXXXAqgcwdg4yT7euU5A3iJeOi7x/UiQyIickVXHc6zs7OpX79+XtYi4pEMw2BmjtVY/i3QH+65LcTlaqAibs+w2UP57y9A5jmIiIbafVz3UTAXEblmVx3OW7RowaxZs3jsscfysh4Rj7Nxbxb7j9vnlQf4waj7owgPdv0Tv6aGSYFyaifM72dfJvG831+AmHshINysqkREPMJVh/MSJUrw0UcfsWjRIsqXL09AgOuFI3RCqMiFDMNgZoKza960ZpA65FJw2bIh8T1YMRiynasMUagqtJ6sYC4ikguuOpyvW7eOunXrAnDw4ME8K0jEkyQdyGbPUXvX3M8XWtfTvHIpoI5thLl94EiCc8ziCze/ALcNBT8d2yIiueGqw/n06dPzsg4RjzQjR9e8UfVAokLVNZcCJjsDVr0Bq9+wd87PK1oP2kyB4rGmlSYi4okuG87Xrl1L3bp18fX1Ze3atZfcz2Kx6GRRkX/ZfjCLHYfsYcbXB9rWV2dRCqBVb8DK4c5t30B7pzz+efD1N68uEREPddlw3qtXL5YvX06RIkXo1asXFovlgosPgT2cJyUl5VmRIgVRzq75bTGBFAn3NbEakesU9yxsngzJB6FUQ/v65UWqmV2ViIjHumw4X7hwIYULF3bcFpGrs+twNkkH7F1ziwXaxaprLgWEzQo+OT5IBkVBq4lwZg/UewIsmpolIpKXLhvOS5cufdHb/3b48OHcq0jEA+Rc1/yWKgEUi1TXXNxc+mn7coi2bGg71fW+ih1MKUlExBtd9Qmh+/fv56233mL79u1YrfbVJwzDIDMzk5MnT7J169Y8K1KkINl3LJtNe7MAsADtY4PNLUjkSnb+Agv6Q8oh+3a1HlC+jbk1iYh4qav+++SwYcPYuXMnd955J0eOHKFTp07Uq1ePEydO8Nprr+VljSIFSs6ueWylAEoWVtdc3FTqUZjRA3652xnMAXbPNK0kERFvd03rnE+cOJH4+Hh+++03mjZtSr169ahYsSILFy6kW7dueVmnSIHw98ls1u7Ocmx3jNNcc3FDhgFJX8Bv/4H0k87xkOLQ4iOo2tW82kREvNxVd86zs7Md884rVKjAtm3bALjzzjvZtGlT3lQnUsDMSnReNbFueX/K3HTVn39F8sfZffBTB5jd2zWY13wIHtqqYC4iYrKrTg7lypVjw4YNlCxZkgoVKrB582YA0tLSSE1NzbMCRQqKw6etrNmZ6djuEKe55uJGDAM2jIffB0JWsnM8opx9NZbyrc2rTUREHK46nPfq1YtBgwZhs9lo06YNnTt3Jjg4mMTEROrWrZuXNYoUCLPXpnH+MgA1y/pTobi65uJmdv2aI5hboP7T0Oh1CAgztSwREXG66vTQs2dPChcuTJEiRahSpQqvv/46kydPplSpUrz66qt5WaOI2zt+1srKP51d847xmmsubsZigVYTYFpNCC8DrSdD6dvNrkpERP7lqsL5kiVLaNq0KW3atGHYsGH88MMPANSqVYu4uDjKli2bp0WKuLvZa9Ox/dM1jynlR+WSuqy5mOz4ZoiqAn6BzrGIaLhnPhSrB376ACki4o4ue0JoZmYmDz/8ME8++ST79+8H4JdffuGvv/7i8OHDbN26lddee419+/blS7Ei7uhkso0V2zIc2x3iNddcTJSdAcsHw/T6sOr1C+8vdauCuYiIG7tsOJ86dSr79+9n9uzZLt3xt99+m6lTp/Ldd99RoUIFpk+fnueFirireevTyLbZb1cq7ke10pprLib5ewVMrwcrR9qv9Ll6FBzdYHZVIiJyDS4bzmfMmMGzzz57yWkrAQEB9OvXj6VLl+ZJcSLu7myqjd+35OyaB2GxWEysSLxSZjIs+g983QhObnOOl7wV/EPMq0tERK7ZZVt8+/bto379+i5j0dHR+Ps759PWq1ePQ4cO/fuhIl5h3oZ0sqz22+WK+lIrWnPNJZ/9NQ/mPwpn9zrH/MOgyVtQ93GwXPXlLERExA1cNpwHBgaSkZHhMvbLL7+4bGdkZBASos6MeJ/kdBuLNzkvOtQhLlhdc8k/6adg8XOwZZrrePm20OoT+/rlIiJS4Fw2nFesWJE//viDChUqXHKfZcuWERMTk+uFibi7hRvTyci23y5d2Je6FdQ1l3xyIgm+aw4ph51jQYWh2XtQ/X77sokiIlIgXfbvnXfddRcfffQRu3btuuj9u3btYvz48XTp0iVPihNxV6kZNhZuzDHXPC4IHwUiyS9RlSGkuHO76r3w0Fao0VvBXESkgLts57xHjx4sWLCAzp07c/fdd3PrrbdSqFAhTp8+TWJiIj/88AMNGzakU6dO+VWviFv4bVMGaZn2hc1LRPkQVynA5IrEq/j6Q5tP4Ze7odkHUOVusysSEZFcctlwbrFYmDhxIlOmTOHLL7/k22+/ddx300038eijj/Loo4/meZEi7iQ9y2DBRudc83axwfj4qFspeeTsXtg4EW4f6doVLx4LfXaCrz4Yioh4kisuyOzr6+sI4fv37+fEiRNERUURHR2Nj49WARDvs2RzOsnp9q75TRE+NKiicCR5wLDB+o9h6SDISrGf4FnnX80QBXMREY9zTVdLKVu27CXXPBfxBpnZBvPW5+yaB+Hnq6655LIT22BeXzi43Dn2+0Co1hMCws2rS0RE8pwuZShyDZZuzeBsmr1rXijUh9tiAk2uSDyKNQsS3oE/XgNrpnO8cHVoM0XBXETECyici1ylLKvBnHVpju22sUH4q2suueXIWpjbB46td475+EGDl+CWV8BPHwRFRLyBwrnIVfpjWwanU+xd84hgC42qKyxJLshKg5XDYc07YFid48Xj7CuyFK1jXm0iIpLvFM5FrkK21WDWWudc8zb1gwjwU9dccsHqUbD6Tee2XxA0HA5xz9o75yIi4lW03IrIVVi9I5MT52wAhAVZaFIzyOSKxGPE/x+ElbbfLtMEHtgIN7+gYC4i4qX001/kCmw2g1lrnXPNW9YNIshfXXO5TrZs1+AdGAmtJ9nXM6/zKFjUMxER8WYK5yJXkLArkyOn7V3zkEALzWpprrlch7STsPhZwIB2n7veV6GdKSWJiIj7UTgXuQybYTAz0TnXvHntQEIC1dmUa2AYsOMHWPgkpB61j1XrqUAuIiIXpZQhchnr92Rx8KR9BY1Af2hZR3PN5RokH4L/dYVfuzmDOcDe+ebVJCIibk2dc5FLMAyDmQnOuebNagURGqTPs3IVDAO2TIPFz0HGaed4WCloMR4qdzKrMhERcXMK5yKXsHlfFvuO27vmAX7Qqq665nIVzuyBeY/CvgWu47X7QdN37CeAioiIXILCuQiQsDOT7YeywHCObT2Q5bjdpEYgESHqmstlGDZYNw6WvgzZqc7xyIr21Viim5tXm4iIFBgK5+L1Nu3NZMK85Eve7+cDresF52NFUjBZ7HPJzwdziw/EDoDbR4B/iKmViYhIwaFwLl7NMAx+zTGv/GLuqB1IoTB1zeUKLBb7fPIDNSE8GtpMgZK3mF2ViIgUMArn4tWSDmSz54h9XrmfL3S9NQSfHDk8ItiHehX8TapO3NqRdVCkOvjlOBchoix0WwhF64JvgHm1iYhIgaVwLl5tZqKza96oeiAtddKnXElWGvwxDBLehQaDoNHrrveXuNmUskRExDPob/XitbYfzGL7wWwAfH2gbX0Fc7mCA7/D9Lqw5m37CaCr34Kj682uSkREPIg65+K1cq5hfltMIEXCfU2sRtxaxllYOgg2jHcdL9MEAiLMqUlERDySwrl4pd1Hstl6wN41t1igXay65nIJu2fBgsfh3H7nWEAENB0NtfvYDyAREZFconAuXiln1/yWKgEUi1TXXP4l9TgsfhaS/us6XvFOaDkewkubU5eIiHg0hXPxOvuOZbNxr/0CQxagfazWMJd/ObEVvrkD0o45x4KLQvNxEHOvuuUiIpJnFM7FY5xLs3H0jPWy+xw848+W3c6ueWylAEoWVtdc/iWqCoSXcYbz6vfBHe9ByE2mliUiIp5P4Vw8wr5j2bz101kys6+0Z2Egy7HVIU5zzeUifP2h9RT4Xxdo8SFU7GB2RSIi4iXcYinF1atX07RpU8f2okWL6Nq1K927d+fbb78F4PDhw/To0YNevXpx5MgRAH755RdmzpxpSs3iXn5alXYVwdxV3fL+lL1Jn0+93uldFNv2rn1pxJyK14c+OxTMRUQkX5meTA4dOsTUqVPJzrYnq6ysLEaNGsX3339PcHAwPXv2pHnz5syePZu+fftiGAazZ8+mR48eLFq0iPfee8/cNyCm23Mkm837nHPIyxf35VIzgtPS0ggODqZQmA89GoXmW43ihmxWWPs+LH+VItlpsPFmqPu46z4+pv+IFBERL2Pqb56MjAyGDh3KiBEj6NKlCwC7du0iOjqayMhIAOLi4lizZg0hISGkp6djGAbBwcFMmzaNBx54AMtlTsxKSkrKl/ch5vplUyRgn55StVg6HWqcueS+6enpBAXZ9z20Dw7lR4HidgLP7aDkxlcJPrPJMWZdPJCdPvHY/PShTezS09P1e0QuoONC8pqp4Xz48OE88sgjFC9e3DGWnJxMeHi4Yzs0NJTk5GQ6duzIqFGj8PHxoV+/fnz88cfEx8czZMgQateuTbdu3S54/urVq+fL+xDzHDieza7jZx3bPZsVo3SRUpfcPykpSceFN7NmwqpRsOp1sDnPPUgPr0pQpy+IKRFvYnHibvTzQi5Gx4VcTGJiYq49l2lzzo8cOUJCQgIfffQRvXv35syZMzz77LOEhYWRkpLi2C8lJYXw8HBCQ0MZOXIkw4cPZ9q0afTv359PPvmEoUOHsnjxYlJTU816K2KimYnpjtv1K/hTuoimIcglHF4D/42DP4Y5g7lvANw+gj23fwsK5iIi4gZMSzLFixdn7ty5ju3bb7+dsWPHkpWVxd69ezl9+jQhISEkJCTQp08fx37bt28nMDCQ6OhoMjIysFgsWK1WMjMzCQkJMeOtiEkOnbKSuCvTsd0hXuuVy0VkpcLyIbB2rOtJnyVvhTZToEgN0J+oRUTETbhdm9Hf359BgwbRp08fDMOga9euLtNeJkyYwJAhQwC4++676d69O7Vq1SIqKsqkisUssxLTMP65XTvan3JF3e5wFnewehQkjnZu+4VA4zeg3lPgozXuRUTEvbhNmlm+fLnjdvPmzWnevPlF9xs92vlLtmvXrnTt2jXPaxP3c/SMldU7cnbNtV65XEL8C7DlMzi3H6JbQKuJEFXR7KpEREQuym3Cuci1mLM2Hds/bfPqZfyoVMLf3ILEfViz7BcROi8wAlpPtofzWo/AZVZ4EhERMZvCuRQ4J85ZWfFnhmO7Q5zmmguQegx++w9YfKD9f13vK9/anJpERESukcK5FDhz16Vj/ee8vsol/ahaSoexVzMM2PYVLHoG0k/Yx6r11JU9RUSkQDJtKUWR63E6xcbSJGfXvGNc8GUvRCUe7twB+LkTzLrPGcwB9i8xryYREZEboJajFCjz1qeTbbXfLl/MlxpldQh7JcMGGyfB7y9A5jnneHg0tJoAFdqaV5uIiMgNULKRAuNcmo0lW5wXHeoYr665Vzq1E+b3g/2LXcfrPQmNR0FA+MUeJSIiUiAonEuBsWBDOpnZ9ttlivhSp5xWaPEqhg0SxsCKwZDt/JBGoar21VjKNDavNhERkVyicC4FQkq6jUWb1DX3bhY4sMQZzC2+cPMLcNtQ8NM69yIi4hl0QqgUCIs2ZZCeZb9dspAP9Suqa+51LBZoOR4CIqBoPbhvtX0ai4K5iIh4EHXOxe2lZRos2OjsmrePC8ZHXXPPd3gNFKkF/jnWsQ8vA/cuhptquV5oSERExEOocy5ub/HmdFIz7JcDLRrhw82VA0yuSPJUVgr89ix8cQusHH7h/cXrK5iLiIjHUufcy6Vm2Fi+LZPkdJvZpVzS71uc65q3jwvG10ddc4+1d6F9JZYze+zba96Bqt2geKy5dYmIiOQThXMv9+nCFDb8lWV2GVelcJgPt1ZV19wjpZ+GJc/D5imu4+VaQnARU0oSERExg8K5F9tzJLvABHOwr9Di56uuucfZ+Qss6A8ph5xjQYXgjrFQ4wH7iaAiIiJeQuHci81am+a4XaWkHzXKuu883pKFfInVCi2eJeUILHoGtn/rOl71Hmg+DkJLmFOXiIiIiRTOvdSB49ms3+Psmt/XNITShXU4SD45vgW+aQLpJ51jIcWh5cdQpYt5dYmIiJhMacxLzUx0Lk0YW9FfwVzyV+EYiCjvDOc1H4Y7Rtuns4iIiHgxLaXohQ6dtJK4K9Ox3SEu+DJ7i+QBHz9o8ylEVYauc6HtpwrmIiIiKJx7pVlr0zD+uV27nD/RRdU1lzx08k/7uuXGv5brLFYXHt4G5VubU5eIiIgbUirzMkfPWFm9Q11zyQe2bFjzLvwxDKwZUKgK1HvCdR8fX1NKExERcVfqnHuZOWvTsf3TNq9exo9KJfT5TPLA0fX2K3wue8kezAGWvwqZyaaWJSIi4u6UzLzIiXNWVvzpvNqmuuaS67LTYeUIWP0WGFbneLFYaDMFAsLMq01ERKQAUDj3InPXpWP9Z9pvlZJ+xJTWuuGSi/5eAfP6wMltzjHfQGj4GsT/n/0kUBEREbks/bb0EqdTbCxNUtdc8kBmMix7GdZ9CI5TjYHSjaH1ZChc1bTSREREChqFcy8xb3062f/MMqhQzJcaZfWtl1yy5i1YN8657R8GTd6Cuo+DRae1iIiIXAv95vQC59JsLNnivOhQh/hgLBaLiRWJR7n5RQiPtt8u3xYe2mJflUXBXERE5JqpfeoF5m9IJzPbfrtMEV/qlNNcc7kB1kzwDXBuB4TbT/ZMOQTV7wd98BMREbluCuceLiXdxm+bnF3zjuqay/VKOQwLnwIff+j4let95VqaU5OIiIiHUTj3cAs3ZZCeZb9dspAP9Suqay7XyDBgy2ew5DlIP2Ufq9YTKncyty4REREPpEmhHiwt02DhRmfXvH1cMD7qmsu1OPMX/NAW5j7sDOYAh1aaVpKIiIgnU+fcgy3enE5qhn1pu2KRPtxcOeAKjxD5h2GDdR/Zr/CZleIcj6wArSZBuRbm1SYiIuLBFM49VEaWwbz1zq55u9hgfH3UNZercGIbzOsLB5fnGLRA3AC4fQT4h5pVmYiIiMdTOPdQv2/NIDnd3jUvHObDrVXVNZcrMGyw+i344zWwOi9YRZEa0HoKlLrVvNpERES8hMK5B8rKNpi7Ls2x3S42CD9fdc3lSixwaJUzmPv4QYOX4ZaXwS/Q3NJERES8hMK5B1q2LYMzqfaueVSohdurKVjJVbBYoOXHcGAxRFWxr11etI7ZVYmIiHgVhXMPk201mLPWOde8Tb1g/P3UNZeLOPgHFK0H/sHOsbBS0P13+1QWH/14EBERyW9aStHD/PFnJieTbQCEB1toXENdc/mXzHP2iwl91RD+GHbh/UXrKJiLiIiYROHcg1htBrPXOueat6obRKC/uuaSw57ZMK0mrP/Ivp3wLhxOMLcmERERcVB7zIOs2ZHJsbP2rnlIoIVmtYJMrkjcRtoJWPwsbJ3uOl6hHYSWMKcmERERuYDCuYewGQYzE51d85Z1gggKUNfc6xkGbP8eFj0FqUed48E3QbMPoFoP+4mgIiIi4hYUzj3Eut1ZHD5t75oH+UPz2ppr7vWSD8HCJ2Dnz67j1XpCs/chpKgpZYmIiMilKZx7AMMwmJHg7Jo3rx1EaJBOJ/BqxzbBN40h44xzLKw0tBwPle40ry4RERG5LCU4D7BxbxYHTlgBCPCDlnU119zrFaluX6v8vDqPwUNbFMxFRETcnMJ5AffvrvkdNYMID9a31ev5+NkvIlS4OnRbBK0+gcBIs6sSERGRK1CKK+C27s/mr6P2rrmfL7Sqp6651zmx1b5uuWFzHS9aBx7aDNHNzKlLRERErpnmnBdghmEwI8cKLY1rBBIVqs9bXsOaCWvehpUj7LcLxUDs0677WHQ8iIiIFCT6zV2AbT+Yzc5D2QD4+kBbdc29x+EE+OJmWD7YHswB/hgKmcnm1iUiIiI3RJ3zAiznuuYNqwVSONzXxGokX2SlwYqhkDjadRpLiQb2OeYBYebVJiIiIjdM4byA2nU4i6QD9q65jwXa1VfX3OPtXwLz+sLpnc4xv2Bo9DrUfwZ89OFMRESkoFM4L6BmJqQ7bt9SNYCikQpmHivjLCwdCBs+cR0v2wxaT4KoSubUJSIiIrlO4bwA2nssm037sgCwAO1ig80tSPLWmrddg3lABDQdDbX7gMViXl0iIiKS63RCaAE0M8e65vGVAyhZSF1zj9ZgEESUt9+u1Ake2gp1+iqYi4iIeCB1zguYv09ks25PlmO7fZzmmnsUwwBrBvjl+L4GhNlP9kw9BjH3KpSLiIh4MIXzAmZmonOueb0K/pQpom+hxzj3Nyx8AnyD4M5vXO+Lbm5OTSIiIpKvlOwKkMOnrCTszHRsd4jTXHOPYBiwaTIseR4yz9rHdvSEKnebWpaIiIjkP805L0BmrU3D+Od2rWh/yhfTZ6sC7/Qu+K4FzH/UGcwBjq41ryYRERExjdJdAXHsrJVV23N2zTXXvECzWWHt+7D8Vch2nuBLoSrQejKUaWJebSIiImIahfMCYs7adGz/tM1jSvtRuaS/uQXJ9Tu+Geb2gcOrnWMWH4h/Hm4bBv6ariQiIuKtFM4LgJPJNpZvy3Bsd4xXeCuQDBv8MQJWvQ4254o7FK0DradAiXjzahMRERG3oHBeAMxdl4bVZr9dqYQfMaX0bSuYLHBsgzOY+wbArYPh5oHgq7+EiIiIiMK52zuTamPp1pxd8yAsWue6YLJYoMVHsH8RFK5uX7u8SA2zqxIRERE3onDu5uavTyfLar9drqgvNcuqw1pgHPgdiseDf4hzLKwk9FgOhauBj67sKiIiIq60lKIbO5dmY/Fm50WHOsYHq2teEGScgXmPwjdNYfmQC++/qaaCuYiIiFyUwrkbW7gxnYxs++3ShX2pU15dc7e361eYVgM2TbJvrx0Lh1Zf/jEiIiIi/9C0FjeVmmFj0SbnXPMO8UH4qGvuvlKPwaJn4M+vXccrdYLwsubUJCIiIgWOwrmbWrQpg7RM+8LmJaJ8iKsYYHJFclGGAdu+sgfz9BPO8ZBi9pM/q3S1nwgqIiIichUUzt1QeqbBgg3Ouebt44Lx8VHAcztn98PC/rB7put4zQeh6WgILmJOXSIiIlJgKZy7oSVb0knJsHfNi0b40KCKuuZu59hG+LoRZJ5zjoVHQ+uJUL6NeXWJiIhIgaYTQt1MRpbB3PXOrnm72CB81TV3P0Vq2tcqP6/eU/DQZgVzERERuSEK525mWVIG59LsXfNCoT7cFhNockVyUT6+9osI3VQbui+FFuMgINzsqkRERKSAUzh3I1lWgznr0hzbbWOD8PNV19x0xzbC/MfAZnUdv6kWPLAByjQypy4RERHxOJpz7kZWbMvgdIq9ax4ZYqFRdXXNTZWdAateh9WjwJYNRWpA7H9c99FKLCIiIpKL1Dl3E9lWg9lrnXPNW9cLIsBPwc80B/+A6fVh5Qh7MAf4YzhkpZhbl4iIiHg0dc7dxKodmZw4ZwMgLMhC05pBJlfkpbJSYNkrsPYDwHCOl7odWk8G/1DTShMRERHPp3DuBmw2g1mJzrnmLesGEeivrnm+27sA5vWDs385x/xDofGbUO8JsOgPTSIiIpK3FM7dwJpdmRw9Y++ahwRaaF5bXfN8lX4alvwfbP7Udbx8G2g1ASLKmVKWiIiIeB+Fc5PZDINZic655s1rBxIcoK55vkp41zWYBxWCO8ZCjQd0wqeIiIjkK/2d3mTrd2dx8KR9ib5Af2hZR13zfHfLSxBZwX676j3w0Fao+aCCuYiIiOQ7dc5NZBgGM3PMNW9WK4jQIH1eylOGAVmp4B/iHPMPhTZTIf0EVOliXm0iIiLi9UxNggcPHuShhx6id+/e3H///ezevRuARYsW0bVrV7p37863334LwOHDh+nRowe9evXiyJEjAPzyyy/MnDnTtPpv1Ka9Wew7bu+aB/hBq7rqmueps/som/AYzHnwwvvKNlUwFxEREdOZGs7ff/997r//fqZPn85jjz3GmDFjyMrKYtSoUXz66adMnz6db775huPHjzN79mz69u3Lww8/zOzZs0lPT2fRokW0b9/ezLdw3QzDYEaOrnmTGoFEhKhrnicMG6z7CKbVJOzYMtj+Pez40eyqRERERC5g6rSWgQMHEh4eDoDVaiUwMJBdu3YRHR1NZGQkAHFxcaxZs4aQkBDS09MxDIPg4GCmTZvGAw88gOUy84KTkpLy5X1cj70nA9hzpBAAvhaDimEHSEqymVyV5wlI3kPJTYMJObXWMWZg4XjSYo5nVzexMnEn6enpbv3zQsyh40IuRseF5DVTw3nhwoUB2L17N2+99RYfffQRJ0+edAR2gNDQUJKTk+nYsSOjRo3Cx8eHfv368fHHHxMfH8+QIUOoXbs23bp1u+D5q1d33/A14+ezgP3Kk41rBHFzvRhzC/I0tmxY8y78MQysGY7hjLCKBN75X4qWuo2i5lUnbiYpKcmtf16IOXRcyMXouJCLSUxMzLXnMv2E0JUrV/Laa6/x9ttvU7FiRTIzM0lJcV4iPSUlhfDwcEJDQxk5ciQAI0aMoH///gwfPpwJEybwzDPP0KFDB0JCQi71Mm5l+8Esth+0B3NfH2gbq7nmueroepjbB446u+X4+EGDQeyJvIdqpeqaVpqIiIjI5Zg6yXnlypW8/vrrTJ48mdq1awNQqVIl9u7dy+nTp8nMzCQhIYH69es7HrN9+3YCAwOJjo4mIyMDi8WC1WolMzPTrLdxzXKu0HJr1QCKhPuaWI0HMWyw7BX4b7xrMC8eB/clwO0jMHwDzKtPRERE5ApM7Zy/8cYbZGVlMWjQIAAqVKjA8OHDGTRoEH369MEwDLp27Urx4sUdj5kwYQJDhgwB4O6776Z79+7UqlWLqKgoM97CNdtzJJut++1dc4sF2scFm1yRB7H4wMk/wbCvgINfENz2GsQ/Z++ci4iIiLg5UxPL//73v4uON2/enObNm1/0vtGjRztud+3ala5du+ZJbXklZ9e8QeUAikWqa56rWnwI+xdBkVrQejIUrmp2RSIiIiJXTe3EfLTveDYb/soCwIK65jds70Iodav9IkLnhZaAnn9AoSr2TrqIiIhIAaL0ko9m5eiax1byp1Rhdc2vS9pJmPMQfN8Slg++8P7CMQrmIiIiUiApweSTgyetrN2V5dhW1/w6bf8BptWALZ/ZtxPfg4MrTS1JREREJLdoWks+mZWYhvHP7brl/Ym+SV/6a5J8CBY9deGVPWPuhaiK5tQkIiIiksuUEPPBkdNWVu90LvXYQV3zq2cY9i754mch47RzPLQktBwPle8yrTQRERGR3KZwng9mr03D+KdtXqOsHxWK68t+Vc78BfMfhb3zXcdr94Um70BQlBlViYiIiOQZpcQ8dvyslZXb1TW/Zkc3wNe3Q5bzarFEVoBWk6BcC/PqEhEREclDOiE0j81dl47VZr9dtZQfVUv5m1tQQXFTLbip9j8bFoh7Fh7cpGAuIiIiHk3hPA+dSraxLCnDsa2u+TXw8YU2U6BYfei5Au4Y47qeuYiIiIgHUjjPQ/PWp5H9T9e8YnFfqpfRLKKLOrIW5vYBm9V1vEgNuD/RfqEhERERES+gtJhHzqba+H2ra9fcYrGYWJEbykqDP16DhHfBsNqnssQ967qPvmYiIiLiRdQ5zyPzN6STmW2/HX2TL7XLaa65iwNLYXo9WPOWPZgDrHzd9QRQERERES+jznkeSE638dvmdMe2uuY5ZJ6D3wfBho9dx8veYV+JRfPKRURExIspnOeBhRvTyciy3y5V2Jd6FdU1B2DPbJj/GJzb7xwLiICm79jXLrfoDzkiIiLi3RTOc1lqho2FG51zzdvHBeHj7V3ztBP2K3xune46XrGj/Sqf4WXMqUtERETEzSic57LfNmeQlmm/HGixSB9urhRgckVuYO17rsE8+CZo9gFU66ETPkVERERy0DyCXJSRZbBgg3Ouefu4YHx8FD5p8BJEVrTfrtYLHtoK1XsqmIuIiIj8izrnuWjJlnSS0+1d8yLhPtxSxQu75oYB2amuJ3b6h0DbaZBxGirdaVZlIiIiIm5P4TyXZGYbzFvv7Jq3iw3Cz9fLOsOnd8P8fhAYBZ1+cL2vTGNTShIREREpSBTOc8mypAzOpNq75lGhFhpWCzS5onxks8K6cbDsFXvXHGD791D1HnPrEhERESlgFM5zQbbVYM5aZ9e8bf1g/L2la358C8zrA4dWOccsPnBqu3k1iYiIiBRQCue5YMWfGZxKsQEQHmyhUXUv6JpbM2H1W7ByBNiynOM31YY2U6DEzebVJiIiIlJAKZzfIKvNYHaOrnmbekEE+nt41/zwGpjbB45vco75+MOtg6HBQPD1whNhRURERHKBwvkNWrU9k+Nn7V3z0EALTWsGmVxRHrJZYelLkDgaDJtzvOQt0HoK3FTTvNpEREREPIDC+Q2w2Qxmr01zbLesG0RQgAd3zX184exfzmDuFwKNXof6T9vvExEREZEbonB+AxJ3ZXL4tD2oBgdYaF7bC+aaNx8H+xZCsfrQaiJEVTS7IhERERGPoXB+nWyGwcxE51zz5rUDCQn0sAuu7pkDpRtBQJhzLLQ49FoFUZV0hU8RERGRXOZhaTL/bNiTxd8nrQAE+kGLOh401zz1GMy8D35sB8tfvfD+QpUVzEVERETygML5dTAMg5mJzrnmd9QKIjzYA76UhgFJX8G0GrDtS/vY2g/g7xXm1iUiIiLiJTSt5Tps3pfF3mP2rrm/L7Sq5wFd83MHYEF/2D3Ddbz6fVA4xpyaRERERLyMwvk1MgyDmQnOueZNagQSGVKAu+aGDTZNhiUvQOZZ53hYGWg1ASq2N682ERERES+jcH6Ntv2dza4j2QD4+kDr+sEmV3QDTu2E+f1g/2LX8bpPQONREBhhRlUiIiIiXkvh/BrlnGt+e7VACocV0K75kXXw9e2Q7Xw/FKoCrSdDmSbm1SUiIiLixQposjTHzkNZ/Pm3vWvuY4G2sQV4rnmxuva1ygEsvnDzQOi9QcFcRERExETqnF+DnOua31I1gKIRBfiqmBYfaD0F5jwILT+G4nFmVyQiIiLi9dQ5v0p/Hc1m874sACxA+7gCNNf80GqY/QDYsl3Hi1SDXisVzEVERETchDrnVynnXPP4ygGUiCoAXfOsVFg+GNa+Z1+VpWhdiP8/1310MSERERERt6HO+VU4cDyb9XuyHNsd4grAXPN9i+Cz2pA4xh7MAVa/aQ/sIiIiIuKW1Dm/Cjnnmtev4E/pIm78ZUs/Db+/YF+7PKdyraDVRPAPMaUsEREREbkyN06Z7uHQKSuJuzId2x3i3Xiu+c7/wcL+kHzQORYYBXeMhZoPagqLiIiIiJtTOL+CWYlpGP/crh3tT7mibvglSz0Ki56BP79xHa/cGVp8BGElzalLRERERK6JGyZN93H0jJXVO3J2zd10rvm6ca7BPKS4PZRX7WpeTSIiIiJyzXRC6GXMWZuO7Z+2efUyflQq4W9uQZfS4CWIqmy/XfNBeGirgrmIiIhIAaTO+SWcOGdlxZ8Zju0O7rKuuWGDrBQICHeO+YdA22mQlQzl25hWmoiIiIjcGIXzS5i7Lh3rPysQVi7pR9VSbvClOrUD5vWFwEJw10+uJ3iWvt28ukREREQkV7hB4nQ/p1NsLE1yds07xgVjMXOlE1s2JIyBP4ZC9j/LOm7/DmLuNa8mEREREcl1CucXMW99OtlW++3yxXypUdbEL9PRDTCvDxxJdI5ZfOHsXvNqEhEREZE8oXD+L+fSbCzZ4rzoUMd4k7rm2RmwaqT9qp62bOd4sfrQ5lMoVi//axIRERGRPKVw/i/zN6ST+U8WLlPElzrlTFih5eAfMLcPnExyjvkGwm3DIP7/wNdNV40RERERkRuicJ5DSrqN3zY5u+Yd8nuuuc0KS/4P1n4AjksfAaUbQevJUDgm/2oRERERkXyndc5zWLgpg/Qs++2ShXyIrZTPHWofX0g5giOY+4dB8w+h+xIFcxERESkQevfuza5duy55/5o1a9i2bRsATz31VL7UlJSUxIcffpgvr3WjFM7/kZZpsHCjs2vePjYYHzPmmjd/H4KKQPm28NBmqP8kWPRtEhEREc/www8/cPToUYB8C8zVq1fPtw8CN0rTWv6xeHM6qRn2jnXRCB9urhKQ9y+661coe4frBYVCisH9CRBRznUdcxEREfEo89an8b81aWRk5d5zBvpDp5uDaV3v4hdPTE9P56WXXuLgwYNkZWUxePBg9uzZw+7du3n++efJyMigXbt2LFq0iN69exMTE8OOHTsICQkhPj6eZcuWcfbsWT799FMWLlx40cedd/jwYYYNG0ZGRgbHjh1jwIABlChRgqVLl7JlyxYqV65Mt27d+PXXX7nvvvuYNWsWFouF4cOHc9tttxEdHc3IkSMBiIqK4o033iA83JmZTp48yfPPP09mZiYVKlRg5cqVzJ8/nzlz5vDFF1+QnZ2NxWLhww8/ZMeOHXz99deMHTuW1q1bExsby549eyhSpAjjxo1j3759vPTSS/j5+WGz2Rg9ejQlS5bMvW/MNVBLFsjIMpi33tk1bxcbjK9PHgbjlMPwazf4uRMsffnC+yPLK5iLiIh4uHnr03M1mANkZOGSaf7t66+/pnTp0nzzzTeMGTOGDRs2XPb56tSpw2effUZmZiZBQUFMnTqVypUrs2bNmivWsnv3bh5++GGmTp3K8OHD+eKLL6hVqxaNGzfmhRdeoFSpUgAULlyYmJgYEhISyMzMZNWqVTRr1ozBgwczdOhQpk+fTpMmTZg8ebLL83/yySe0aNGC//73v7Rt2xar1b4O9l9//cXEiRP56quvqFy5MsuWLXN53P79+/nPf/7DN998w8mTJ9m0aRMrVqygTp06TJ06laeffppz585d8f3lFXXOgd+3ZpCcbu+aFw7z4baYPOqaGwZsnQ6LB0D6KfvY+g8hpjuUaZQ3rykiIiJuqXW9oDzpnLeuF3TJ+3fv3k2TJk0AKF++PA899BA//vij437DMFz2r1mzJgARERFUrlzZcTsjI8Nlv38/DqBo0aKMHz+e77//HovFQnZ29gX7nHfvvffy008/cezYMZo3b46fnx+7du3itddeAyArK4vy5cu7PGbXrl107twZgPj4eMd4kSJFGDhwIKGhoezevZt69eq5PK5QoUKOrnjJkiXJyMjgnnvuYdKkSfTt25fw8HCeffbZS9aa17w+nGdlG8xdl+bYbhsbhJ9vHnStz+6F+Y/BX3Ndx2s9AjfVzP3XExEREbfWut6lp5/klUqVKrFp0yZatmzJ/v37ee+992jevDnHjh0DYMuWLVf9XIGBgZd93Pvvv0+3bt1o2rQpP/zwAz/99BMAFovlgjB/22238c4773DkyBGGDh0KQIUKFXjrrbcoVaoUiYmJjtc6r2rVqqxbt47q1auzfv16AM6dO8cHH3zA4sWLAXj44YcveK2LrcS3cOFC4uLieOqpp5gxYwaTJ09m1KhRV/21yE1eH86Xb8vgTKr9mxYZYqFRtcDcfQHDBuvHw9JBkJXsHI8oD60nQbmWuft6IiIiIpfQo0cPXn75Ze6//36sVisvv/wy5cqV46uvvqJnz57UrFmT0NDQq3quxo0bX/Zxbdu25e2332bixImUKFGCU6fsswbq1q3Lu+++S5kyZRz7WiwW2rRpw4oVK4iOjgZg2LBhDBw40DF3/PXXX3d5/n79+vHiiy8ye/ZsihUrhp+fH2FhYcTGxtK9e3f8/PyIiIjg6NGjLq91MbVq1WLgwIGMHz8em83GSy+9dFVfg7xgMS72dwgPkJiYSFxc3GX3ybYavPLFGU4m2wC49/YQWtW99J+CrtnJP+0XEzq4PMegBWKfgdtHQkBY7r2WXJWkpCSqV69udhniZnRcyMXouJCL0XHhPpYsWUKhQoWoU6cOK1as4JNPPuHzzz83pZaryZ1Xy6s75yu3ZzqCeXiwhSY1crFrfmQtfNUQrDnmZBWuDm2mQKnbcu91RERERLxQmTJlePnll/H19cVms/HKK6+YXVKu8NpwbrUZzEp0zjVvVTeIQP9cnGterB6UuBn+XgY+ftBgENzyKvjl8rQZERERES9UqVIlvvnmG7PLyHVeG87X7Mzk2Fl71zwk0MIdtXJxOgvYLxzUerJ9WkuLj6BY3dx9fhERERHxOF65zrnNcO2at6gTRHDADXTN/14OM3uB7V9LBBWOgZ7LFMxFRERE5Kp4Zed83e4sDp2yd82D/KFF7eucapJ5zn4RofUfAQYUrQcNXsy1OkVERETEu3hd59wwDGYkOLvmzWoHERp0HV+Gv+bCtFr2iwjxz4I3iaMhKzV3ChURERERr+N14Xzj3iwOnLBf3jXAj2tfOjHtJMx5CH5oC+f2OccrtIf7EsA/JPeKFREREXFDX331FePGjcv31+3duze7du26psfMnz+fI0eOcOzYMYYNG5Y3heUirwrn/+6aN60ZRHjwNXwJtv8A02rAls+cY0FFoP1/ofMMiCibi9WKiIiIyI36/PPPSU5OpmjRogUinHvVnPOt+7P566i9a+7nC63rXWXXPPkQLHoKdvzoOh7TA5q/DyHFcrlSERER8QorhsEfr13dvrX7QeuJrmPzHoVNk5zbtw2FhsMu+RQ//vgjP/zwAzabjWeeeYZdu3Yxb9480tLSKFSoEB9++CEzZsxgyZIlpKens2/fPvr160eXLl1ISEjgjTfeICIiAl9fX+rVqwfAp59+ysyZM/Hz8yM+Pp4XXniBcePGsXfvXk6dOsXp06e57777mDdvHnv27OGtt95yPBZgz549vPTSS/j5+WGz2Rg9ejQlS5Zk9OjRJCQkYLPZeOihh2jXrp3jMefOneOVV15xXHX01VdfJSYmhu+++46vvvoKm81G8+bNqVOnDklJSQwcOJB33nmHgQMH8u2337J8+XLee+89AgMDiYqK4o033iApKYlJkybh7+/PgQMHaN++Pf3797+6700u8ppwbhgGM3Ks0NK4eiBRoVfZNd8w3jWYh5WCFuOhcqdcrlJEREQkb0VERDguU5+YmMi0adPw8fGhT58+bNq0CYDk5GSmTJnCX3/9xeOPP06XLl147bXX+OCDD6hQoQJDhw4F4M8//2T27Nl8/fXX+Pn58fTTT/Pbb78BEBQUxJQpU5g4cSJLlizhk08+4YcffmDmzJku4XzFihXUqVOHF154gYSEBM6dO8f27ds5cOAAX331FRkZGdx7773cfvvtjsd88skn3HrrrfTq1Yu//vqLl156iQ8//JBJkybxv//9j8DAQEaPHs3NN99M9erVGTZsGP7+/oA9Ew4ePJivvvqK4sWL89lnnzF+/HjuuOMODh48yP/+9z8yMzNp3Lixwnle2n4wm52H7Esd+vpAm/rXMNe8wUvw5zdwarv9U2uTtyEoKm8KFREREclDFSpUAMDHxwd/f3+ee+45QkJCOHz4MNnZ9qxUrVo1AEqWLElmZiYAx48fdzw2NjaWffv2sXv3burWresIvvHx8ezYsQOAGjVqABAeHk7lypUBiIyMJCMjx9XTgXvuuYdJkybRt29fwsPDefbZZ9m+fTtbtmyhd+/eAGRnZ/P33387HrN9+3ZWrlzJ7NmzAThz5gz79++nSpUqBAXZM97zzz9/0fd/6tQpwsLCKF68OAA333wzY8aM4Y477qBq1ar4+fnh5+fneJ785jXhfGaOrnnDmECKhPtefEebFbKSITDSOeYfDG2nQXYaRDfP20JFRETEezQcdtlpKFfUeuKFU12uwMfHPnNg27ZtLFiwgO+++460tDS6dOmCYdhXoLNYLrz+S/Hixdm1axeVKlVi06ZNREZGUrFiRaZOnUp2dja+vr6sWbOGu+++m23btl30OS5m4cKFxMXF8dRTTzFjxgwmT55My5YtueWWWxgxYgQ2m42PP/6YsmWd5/ZVrFiRTp06ceedd3LixAm+++47oqOj2b17N5mZmQQEBPDMM8/wyiuvYLFYHO8LoFChQiQnJ3P06FGKFSvG6tWrKV++/CXfd37zinC+63AWSQfsnwR9LNA29hKfhE4k2a/oGVwE7v4f5PwGlbotHyoVERERyR/lypUjODiYHj16AFC0aFGOHj16yf2HDx/Oiy++SFhYGKGhoURGRhITE0O7du3o2bMnNpuNuLg4WrZsybZt2666jlq1ajFw4EDHVJuXXnqJGjVqsHr1anr16kVqaiotW7YkLCzM8ZjHH3+cV155hW+//Zbk5GSeeuopChcuTL9+/bj//vuxWCw0a9aM4sWLU79+fV588UVGjBgB2AP4yJEjefrpp7FYLERGRjJq1ChHx99sFiPnRwkPkpiYSFxcHAAfzDjHpn1ZANxaNYA+LcNcd7ZmwZq3YeVwsNr/dEOHr6Baj/wsWfJBUlIS1atXN7sMcTM6LuRidFzIxei4kIvJmTtvlMd3zvcey3YEcwvQPi7YdYcjiTD3ETi20Tnm4w8ph/KvSBERERERvCCcz8yxrnlcpQBKFvpnrnlWmn3pooR3wbA6H1CiAbSZAjfVyudKRURERMTbeXQ4//tENuv2ZDm2O8T9M9f8wO8wry+cyjG3yC8Ybh8Jsf8Bn0ucLCoiIiIikoc8OpzPTEx33K5XwZ8yhS2w4EnY8LHrjmWbQetJEFUpnysUEREREXHy6HCesDPTcbtDXLC9I55x2rlDQAQ0fRdq93VdmUVERERExAQeHc7PL0NTK9qf8sX+eavN3oO986DkbdByPISXNqs8EREREREXHh3O61t/JcmnKR3icgTwkKJw/1oIL6NuuYiIiIi4FR+zC7iY9evX061bN3r06MGHH34IQEpKCg888ADdu3d3LGyfkJDAxImXvirWE5kP8Ujg61Qu6e96R0RZBXMRERERcTtuGc6HDh3K6NGj+eqrr9iwYQNbt25l+fLlNG/enKFDh/L9999jGAaff/45Dz744GWfq/6ZyXBgaT5VLiIiIiJy/dxuWktycjKZmZlER0cD0KhRI1asWEG1atXIyMggPT2dkJAQfv31V1q1akVgYOAlnyvxjgT7jSPYLzYkgv0qXiL/puNCLkbHhVyMjgvJS24ZzsPCwhzboaGh7N+/n4YNG7JkyRK++eYbnn76ad5++22efvpphgwZQtmyZenXr5/L8+TWJVRFRERERPKL201rCQsLIyUlxbGdkpJCREQEPj4+vPLKK7z11lvMnDmTBx54gPHjxzNgwAAOHTrEnj17TKxaREREROTGuWU49/f3Z9++fRiGwbJly4iPj3fcf+LECfbs2UN8fDxpaWn4+vpisVhIS0szsWoRERERkRvndtNaAF577TWef/55rFYrjRo1om7duo77xo8fT//+/QHo1asXffr0oVSpUlSrVs2sckVEREREcoXFMAzjyru5v/Xr1/P666/j6+tLo0aNeOqpp0hJSaF///5kZGTw2muvUa1aNRISEli7di2PPvqo2SVLHjh48CAvv/wyVqsVwzAYPnw4FStWZNGiRXz00Uf4+fnRtWtX7r33Xg4fPsyAAQPw8fFh7NixFC9enF9++QU/Pz86dOhg9luRPLB69WpeeOEFlixZAqDjwsulpqYybNgwDhw4QFZWFoMHD6ZOnTo6LrzcwYMHefHFFzEMg8jISEaPHk1wcLCOCy+0YcMG3n33XaZPn87evXsZNGgQFouFKlWqMHToUHx8fPjwww9ZvHgxfn5+vPzyy9SpU4fff/+dDz74gFKlSvHee+/h4+PD8OHDeeSRRyhTpsyVX9jwEJ06dTL27t1r2Gw2o2/fvsaWLVuMuXPnGlOnTjW2bNlijBgxwrDZbMbTTz9tpKenm12u5JEXX3zRmD9/vmEYhvH7778bTz75pJGZmWm0bNnSOH36tJGRkWF06dLFOHbsmPHpp58a8+fPN+bNm2dMnTrVSEtLM5555hnDZrOZ/C4kLxw8eNB4/PHHjYYNGxqGYei4EOODDz4wJk6caBiGYSQlJRk//fSTjgsxXn/9deO///2vYRiGMWbMGOPzzz/XceGFJk6caHTs2NHo1q2bYRiG8dhjjxkrV640DMMwBg8ebMybN8/YvHmz0bt3b8Nmsxl///230aVLF8e+Z86cMUaMGGFs2bLFSEpKMkaPHn3Vr+12c86vR87lFy0Wi2P5xZCQkGteflEKtoEDB9K0aVMArFYrgYGB7Nq1i+joaCIjIwkICCAuLo41a9YQEhJCeno66enpBAcHM23aNB544AEsukCVx8nIyGDo0KEMGzbMMabjQpYtW4a/vz99+vTh448/pnHjxjouhOrVq3P27FnAni/8/Px0XHih6Ohoxo0b59jesmULDRo0AKBJkyasWLGCxMREGjVqhMVioVSpUlitVk6ePEloaCjp6elkZGQQHBzMpEmTLlhV8HI8Jpz/e/nFc+fO0bBhQ44fP84333zDvffey4IFC6hWrRpDhgxh0qRJJlYseaVw4cL4+/uze/du3nrrLZ588kmSk5MJDw937BMaGkpycjIdO3Zk5cqVrFmzhoYNG7J3714Mw2DIkCF89913Jr4LyW3n/5xYvHhxx5iOCzl16hRnz55lypQpNG/enLfeekvHhVCiRAm++OILOnTowO+//07btm11XHihNm3a4OfnPDXTMAzHh67zOfNS+fOJJ55g1KhRlC5dmn379hEbG8uMGTMYMmQI69atu+Jre0Q41/KLktPKlSt58sknefvtt6lYseJFj4/w8HBCQ0MZOXIkw4cPZ9q0afTv359PPvmEoUOHsnjxYlJTU018F5Jbjhw5QkJCAh999BG9e/fmzJkzPPvsszouhKioKJo3bw5As2bN2Lx5s44L4e2332bUqFHMnDmTV155hYEDB+q4EHx8nJH5fM681HFRqVIlxo4dS79+/fj+++/p2LEjy5YtY8iQIXz88cdXfq08eQf5TMsvynkrV67k9ddfZ/LkydSuXRuASpUqsXfvXk6fPk1mZiYJCQnUr1/f8Zjt27cTGBhIdHQ0GRkZWCwWrFYrmZmZZr0NyUXFixdn7ty5TJ8+nenTpxMZGcnYsWN1XAhxcXGOk4PXrFlD5cqVdVwIERERji55sWLFOHv2rI4LoUaNGqxatQqA33//nfj4eGJjY1m2bBk2m42DBw9is9koXLiw4zHffPMNnTt3BsBms1119nTLpRSvh5ZfFIA33niDrKwsBg0aBECFChUYPnw4gwYNok+fPhiGQdeuXV2mN0yYMIEhQ4YAcPfdd9O9e3dq1apFVFSUGW9B8om/v7+OCy/32GOP8eqrr9K9e3f8/Px46623dFwIgwcPZvjw4dhsNscUFR0XMnDgQAYPHsyYMWOoWLEibdq0wdfXl/j4eLp3747NZnMcA2CfOrl69Wree+89AIoWLUrPnj3p1avXFV/LY5ZSFBEREREp6DxiWouIiIiIiCdQOBcRERERcRMK5yIiIiIibkLhXERERETETSici4iIiIi4CY9ZSlFEpKBp3rw5f//9t2Pbx8eH0NBQ6tWrx/PPP++2y70ahsEvv/xC48aNKVKkiNnliIh4FHXORURM1K9fP5YtW8ayZctYvHgxn332GcnJyTz88MMkJyebXd5FrV27loEDB+pCbiIieUDhXETERCEhIRQtWpSiRYtSvHhxatasycCBAzl58iQrV640u7yL0uUxRETyjsK5iIib8fX1BSAgIIAzZ87w0ksvccstt9CgQQP69evH7t27HfsOGjSIAQMG0Lt3b+Li4vjyyy8B+Pnnn7nzzjupU6cObdq04aeffnI85tChQzzzzDPExsbSsGFDnn32WY4cOeK4v3fv3owePZoXXniB2NhYGjRowPDhw8nOzubAgQPcd999ALRo0YJx48YBMHfuXLp27UqdOnWoW7cuPXr0YOPGjY7nPH78OE8//TSxsbE0atSIyZMn06pVK3788UfHPt9++y1t2rShTp063HnnnS41i4h4C4VzERE3sn//fkaPHk3RokWJjY3l0Ucf5ejRo0yePJkvv/ySUqVK0atXL06dOuV4zOzZs2nVqhXffvstrVq1YtasWbzyyivcc889/Prrr/Tt25dXX32VZcuWkZqaSu/evQkMDOTrr79mypQpZGVl8eCDD5KZmel4zqlTp1KhQgV+/vlnXn75Zb766itmzpxJyZIl+fjjjwH47rvveOSRR9i4cSMDBgygS5cuzJo1i+nTpwP2y6AD2Gw2HnvsMY4cOcJnn33GuHHj+PXXX9m/f7/j9b788kvGjh3Ls88+y4wZM+jbty+vv/66ArqIeB2dECoiYqKPP/6YSZMmAZCVlUV2djY1atTgww8/ZOPGjWzatInVq1cTFhYGwGuvvcbKlSv59ttveeyxxwAoWrQoDzzwgOM5P/vsM+68804efPBBAMqVK0dKSgo2m42ZM2eSlpbGm2++6ejQjxkzhltuuYV58+bRsWNHAKpXr84TTzwBQHR0NNOmTWP9+vXcddddREZGAlC4cGFCQ0Px9/dn6NCh9OjRA4AyZcrQrVs3Xn31VQBWr17N5s2bWbBgAf/f3r2EtLHFcRz/pjYlKMEUkbpQIjRRLIVKEYmvjRYURUF0YwUrKIJBrA9IN8VuBJ+LKAoWDDUUKXUr3bjosi7sotWgbWh9RBFKIRakFK2Pu5DOJagXoVdM6++zysw/Z+bMLCa/CefMpKSkADAwMEB5ebnR57GxMVpaWigpKTH2ubm5ydjYGJWVlf/3aRcRiVoK5yIiF6i2tpb79+8DR8NZbDabEcTHx8fZ39+noKAgos3Ozg6fP382lpOTkyPqwWCQioqKiHX19fXAUbgPh8NkZWVF1H/8+BGxzdTU1Ii61Wrl58+fJx5DRkYGVquVp0+f8unTJ9bW1lhaWuLg4ACAxcVFEhISjGAOkJaWhtVqBSAcDvPlyxf6+voYHBw0vrO3t8f+/j67u7tcu3btxH2LiPxtFM5FRC5QfHw8drv9xJrZbMZmszE1NXWsFhsba3y2WCwRtatXT7+0m81mHA4HIyMjx2q/wjJwYhg+bSLo7OwsTU1NFBUVcffuXaqqqlhdXeXJkyfA0U3Hr6B+Wp/gaBhMdnb2sfp/HY+IyN9GY85FRKKU0+nk27dvwNHQFLvdTnJyMl6vl7m5uVPb3bx5k0AgELHO4/HQ3d2N0+lkY2MDm81mbDMhIYGenh6CweCZ+mUymSKW/X4/eXl5eL1e6urqcLlcxvPbDw8PSU9PZ2tri1AoZLRZXl5me3sbOLopuHHjBhsbG0af7HY7b968wefzceWKfqpE5PLQFU9EJErl5OSQmZlJW1sbb9++ZWVlhcePH/P69WvS0tJObdfY2Mj09DQvXrwgFAoxNTXFq1evKCwspLy8nOvXr9PW1sbCwgLBYJDOzk7ev3+P0+k8U7/i4uIAWFpaYnt7m6SkJD58+MC7d+9YX1/n+fPn+P1+AHZ3d3G5XNy+fRuPx0MgEGB+fh6PxwP8G/Sbm5uZmJjg5cuXhEIhpqen6e3tJTEx8XdOoYjIH0fhXEQkSplMJkZHR3E4HLjdbiorK1ldXcXn8+FwOE5td+/ePbq6upiYmKCsrAy/309/fz+5ublYLBaePXuGxWLhwYMH1NTUsLe3h9/vP/PbPh0OB8XFxbS3tzM8PExrayu3bt2ioaGBqqoqZmZm6O3tBWBhYQGAkZERbDYbtbW1uN1uKioqMJlMxpCWmpoaOjo68Pl8lJaW4vV6cbvdtLS0/OZZFBH5s5gO9TYJERE5R+FwmPn5eQoKCownxHz9+pX8/HwmJyePTU4VEbnMNMtGRETOVUxMDA8fPqS+vp7q6mq+f//O0NAQdrudO3fuXHT3RESiiv45FxGRczc7O4vX6+Xjx4+YzWZcLhePHj069hhIEZHLTuFcRERERCRKaEKoiIiIiEiUUDgXEREREYkSCuciIiIiIlFC4VxEREREJEoonIuIiIiIRIl/AN7kHXglnobuAAAAAElFTkSuQmCC\n", + "image/png": 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", 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" + "
" ] }, + "execution_count": 49, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_cumulative_gains()" + "fig, ax = evaluator.plot_cumulative_gains()\n", + "fig" ] }, { @@ -2544,17 +2544,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, + "execution_count": 50, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_lift_curve()" + "fig, ax = evaluator.plot_lift_curve()\n", + "fig" ] }, { @@ -2566,17 +2568,19 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, + "execution_count": 51, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "evaluator.plot_cumulative_response_curve()" + "fig, ax = evaluator.plot_cumulative_response_curve()\n", + "fig" ] } ], @@ -2596,7 +2600,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.11.5" } }, "nbformat": 4,