From 31594037cef394c99f53f4f9510436af9e166695 Mon Sep 17 00:00:00 2001 From: poldrack Date: Mon, 1 Apr 2024 00:43:47 +0000 Subject: [PATCH] deploy: 3fa766ae12e565f2dc054e70cdc623946452127a --- .buildinfo | 2 +- 01-IntroductionToPython.html | 1080 +- 02-SummarizingData.html | 833 +- 03-DataVisualization.html | 764 +- 04-FittingSimpleModels.html | 771 +- 05-Probability.html | 675 +- 06-Sampling.html | 688 +- 07-ResamplingAndSimulation.html | 651 +- 08-HypothesisTesting.html | 646 +- 09-StatisticalPower.html | 663 +- 10-BayesianStatistics.html | 836 +- 11-ModelingCategoricalRelationships.html | 767 +- 13-GeneralLinearModel.html | 1031 +- ...984879b409cf5b162b4f47c3c9743f353493b2.png | Bin 0 -> 10839 bytes _images/03-DataVisualization_11_0.png | Bin 4470 -> 0 bytes _images/03-DataVisualization_14_1.png | Bin 12237 -> 0 bytes _images/03-DataVisualization_16_1.png | Bin 10298 -> 0 bytes _images/03-DataVisualization_21_1.png | Bin 13916 -> 0 bytes _images/03-DataVisualization_23_1.png | Bin 26122 -> 0 bytes _images/03-DataVisualization_26_1.png | Bin 7599 -> 0 bytes _images/03-DataVisualization_28_1.png | Bin 17074 -> 0 bytes _images/03-DataVisualization_30_1.png | Bin 27976 -> 0 bytes _images/03-DataVisualization_33_0.png | Bin 13203 -> 0 bytes _images/03-DataVisualization_7_0.png | Bin 4944 -> 0 bytes _images/03-DataVisualization_9_0.png | Bin 5196 -> 0 bytes _images/04-FittingSimpleModels_46_1.png | Bin 4933 -> 0 bytes _images/04-FittingSimpleModels_48_1.png | Bin 5391 -> 0 bytes _images/06-Sampling_11_0.png | Bin 5022 -> 0 bytes _images/06-Sampling_13_1.png | Bin 26902 -> 0 bytes _images/06-Sampling_5_1.png | Bin 10890 -> 0 bytes _images/06-Sampling_7_2.png | Bin 3949 -> 0 bytes _images/07-ResamplingAndSimulation_1_0.png | Bin 18497 -> 0 bytes _images/07-ResamplingAndSimulation_7_0.png | Bin 5857 -> 0 bytes _images/09-StatisticalPower_5_0.png | Bin 23854 -> 0 bytes _images/10-BayesianStatistics_3_0.png | Bin 7880 -> 0 bytes _images/10-BayesianStatistics_5_1.png | Bin 12211 -> 0 bytes _images/10-BayesianStatistics_7_1.png | Bin 12668 -> 0 bytes _images/13-GeneralLinearModel_11_1.png | Bin 7232 -> 0 bytes _images/13-GeneralLinearModel_15_1.png | Bin 21261 -> 0 bytes _images/13-GeneralLinearModel_17_1.png | Bin 5549 -> 0 bytes _images/13-GeneralLinearModel_23_1.png | Bin 21398 -> 0 bytes _images/13-GeneralLinearModel_3_1.png | Bin 6653 -> 0 bytes _images/13-GeneralLinearModel_9_0.png | Bin 11615 -> 0 bytes ...e652d12b2b669e1ae154b52079c7fdfe293873.png | Bin 0 -> 12738 bytes ...d74a1431c649b3c013ed4377b62c7030aad27d.png | Bin 0 -> 20700 bytes ...2d6ba12853ae81a263fba68d883ce266dd3206.png | Bin 0 -> 52220 bytes ...a19aa29d931d54cff16d309fe5c27bef251f50.png | Bin 0 -> 23627 bytes ...b2313d7f79284539d1170582309e29119fe8c8.png | Bin 0 -> 21530 bytes ...5b0f2758d71f6ed8a72c4eccbbec98d3316ca9.png | Bin 0 -> 11019 bytes ...78713e8c7156b4e5bbe581682d7c11855e6a3d.png | Bin 0 -> 24095 bytes ...9298a271eb7716b3050b7debeea5b60ab82636.png | Bin 0 -> 9476 bytes ...796f381a9edfa8d0fac57763a542cb53d73248.png | Bin 0 -> 12684 bytes ...cf96c3aefab9abd7ce9143bab168a427fcbaad.png | Bin 0 -> 30965 bytes ...d742e871b7b5cf5ca1c744e3dc3f4e399d3f6d.png | Bin 0 -> 51200 bytes ...c339dff2350ea02c3b0cc6c98350f679a15b56.png | Bin 0 -> 11943 bytes ...e2f404fb77c1300ad0573d470f2a3e1e211813.png | Bin 0 -> 9652 bytes ...c2010e41175b9237e9445902fd100dd33f0ccb.png | Bin 0 -> 22347 bytes ...de3805740535d22050e62eca9e9f5096588d26.png | Bin 0 -> 52411 bytes ...859ce900425e3c1505f3d0c1dcdb283a04128d.png | Bin 0 -> 14586 bytes ...b4d363577b605f1a45315edb425259f5459462.png | Bin 0 -> 23326 bytes ...ef108e2bd4eaa932b70d92084b08f6796d4b7d.png | Bin 0 -> 8744 bytes ...5b9070c6af64b0c6678added1aeee7a437fe4f.png | Bin 0 -> 26861 bytes ...6627e2ce32b3c90fcbb06fcb0b625a4f27830c.png | Bin 0 -> 11056 bytes ...2c5cc021ad30a05eff63158bb83575a943b60f.png | Bin 0 -> 39704 bytes ...35a464d181c2a1a7b93b22313d310304cc6fe6.png | Bin 0 -> 17646 bytes _sources/07-ResamplingAndSimulation.ipynb | 1 - _sources/10-BayesianStatistics.ipynb | 6 +- ...e.1e8bd061cd6da7fc9cf755528e8ffc24.min.css | 1 + _sphinx_design_static/design-tabs.js | 27 + _static/basic.css | 325 +- _static/check-solid.svg | 4 + _static/clipboard.min.js | 8 +- _static/copy-button.svg | 6 +- _static/copybutton.css | 65 +- _static/copybutton.js | 139 +- _static/copybutton_funcs.js | 46 +- _static/css/index.css | 6 - ...e.1e8bd061cd6da7fc9cf755528e8ffc24.min.css | 1 + _static/design-tabs.js | 27 + _static/doctools.js | 377 +- _static/documentation_options.js | 10 +- _static/images/logo_binder.svg | 38 +- _static/images/logo_deepnote.svg | 1 + _static/jquery-3.4.1.js | 10598 ---------------- _static/jquery.js | 2 - _static/js/index.js | 32 - _static/jupyter-sphinx.css | 116 - _static/language_data.js | 106 +- _static/locales/ar/LC_MESSAGES/booktheme.mo | Bin 0 -> 1541 bytes _static/locales/ar/LC_MESSAGES/booktheme.po | 75 + _static/locales/bg/LC_MESSAGES/booktheme.mo | Bin 0 -> 1708 bytes _static/locales/bg/LC_MESSAGES/booktheme.po | 75 + _static/locales/bn/LC_MESSAGES/booktheme.mo | Bin 0 -> 1646 bytes _static/locales/bn/LC_MESSAGES/booktheme.po | 63 + _static/locales/ca/LC_MESSAGES/booktheme.mo | Bin 0 -> 1246 bytes _static/locales/ca/LC_MESSAGES/booktheme.po | 66 + _static/locales/cs/LC_MESSAGES/booktheme.mo | Bin 0 -> 1405 bytes _static/locales/cs/LC_MESSAGES/booktheme.po | 75 + _static/locales/da/LC_MESSAGES/booktheme.mo | Bin 0 -> 1304 bytes _static/locales/da/LC_MESSAGES/booktheme.po | 75 + _static/locales/de/LC_MESSAGES/booktheme.mo | Bin 0 -> 1388 bytes _static/locales/de/LC_MESSAGES/booktheme.po | 75 + _static/locales/el/LC_MESSAGES/booktheme.mo | Bin 0 -> 1722 bytes _static/locales/el/LC_MESSAGES/booktheme.po | 75 + _static/locales/eo/LC_MESSAGES/booktheme.mo | Bin 0 -> 1337 bytes _static/locales/eo/LC_MESSAGES/booktheme.po | 75 + _static/locales/es/LC_MESSAGES/booktheme.mo | Bin 0 -> 1396 bytes _static/locales/es/LC_MESSAGES/booktheme.po | 75 + _static/locales/et/LC_MESSAGES/booktheme.mo | Bin 0 -> 1341 bytes _static/locales/et/LC_MESSAGES/booktheme.po | 75 + _static/locales/fi/LC_MESSAGES/booktheme.mo | Bin 0 -> 1368 bytes _static/locales/fi/LC_MESSAGES/booktheme.po | 75 + _static/locales/fr/LC_MESSAGES/booktheme.mo | Bin 0 -> 1412 bytes _static/locales/fr/LC_MESSAGES/booktheme.po | 75 + _static/locales/hr/LC_MESSAGES/booktheme.mo | Bin 0 -> 1402 bytes _static/locales/hr/LC_MESSAGES/booktheme.po | 75 + _static/locales/id/LC_MESSAGES/booktheme.mo | Bin 0 -> 1323 bytes _static/locales/id/LC_MESSAGES/booktheme.po | 75 + _static/locales/it/LC_MESSAGES/booktheme.mo | Bin 0 -> 1403 bytes _static/locales/it/LC_MESSAGES/booktheme.po | 75 + _static/locales/iw/LC_MESSAGES/booktheme.mo | Bin 0 -> 1445 bytes _static/locales/iw/LC_MESSAGES/booktheme.po | 75 + _static/locales/ja/LC_MESSAGES/booktheme.mo | Bin 0 -> 1471 bytes _static/locales/ja/LC_MESSAGES/booktheme.po | 75 + _static/locales/ko/LC_MESSAGES/booktheme.mo | Bin 0 -> 1375 bytes _static/locales/ko/LC_MESSAGES/booktheme.po | 75 + _static/locales/lt/LC_MESSAGES/booktheme.mo | Bin 0 -> 1413 bytes _static/locales/lt/LC_MESSAGES/booktheme.po | 75 + _static/locales/lv/LC_MESSAGES/booktheme.mo | Bin 0 -> 1404 bytes _static/locales/lv/LC_MESSAGES/booktheme.po | 75 + _static/locales/ml/LC_MESSAGES/booktheme.mo | Bin 0 -> 1883 bytes _static/locales/ml/LC_MESSAGES/booktheme.po | 66 + _static/locales/mr/LC_MESSAGES/booktheme.mo | Bin 0 -> 1674 bytes _static/locales/mr/LC_MESSAGES/booktheme.po | 66 + _static/locales/ms/LC_MESSAGES/booktheme.mo | Bin 0 -> 1213 bytes _static/locales/ms/LC_MESSAGES/booktheme.po | 66 + _static/locales/nl/LC_MESSAGES/booktheme.mo | Bin 0 -> 1356 bytes _static/locales/nl/LC_MESSAGES/booktheme.po | 75 + _static/locales/no/LC_MESSAGES/booktheme.mo | Bin 0 -> 1317 bytes _static/locales/no/LC_MESSAGES/booktheme.po | 75 + _static/locales/pl/LC_MESSAGES/booktheme.mo | Bin 0 -> 1371 bytes _static/locales/pl/LC_MESSAGES/booktheme.po | 75 + _static/locales/pt/LC_MESSAGES/booktheme.mo | Bin 0 -> 1364 bytes _static/locales/pt/LC_MESSAGES/booktheme.po | 75 + _static/locales/ro/LC_MESSAGES/booktheme.mo | Bin 0 -> 1390 bytes _static/locales/ro/LC_MESSAGES/booktheme.po | 75 + _static/locales/ru/LC_MESSAGES/booktheme.mo | Bin 0 -> 1722 bytes _static/locales/ru/LC_MESSAGES/booktheme.po | 75 + _static/locales/sk/LC_MESSAGES/booktheme.mo | Bin 0 -> 1393 bytes _static/locales/sk/LC_MESSAGES/booktheme.po | 75 + _static/locales/sl/LC_MESSAGES/booktheme.mo | Bin 0 -> 1374 bytes _static/locales/sl/LC_MESSAGES/booktheme.po | 75 + _static/locales/sr/LC_MESSAGES/booktheme.mo | Bin 0 -> 1679 bytes _static/locales/sr/LC_MESSAGES/booktheme.po | 75 + _static/locales/sv/LC_MESSAGES/booktheme.mo | Bin 0 -> 1365 bytes _static/locales/sv/LC_MESSAGES/booktheme.po | 75 + _static/locales/ta/LC_MESSAGES/booktheme.mo | Bin 0 -> 1928 bytes _static/locales/ta/LC_MESSAGES/booktheme.po | 66 + _static/locales/te/LC_MESSAGES/booktheme.mo | Bin 0 -> 1806 bytes _static/locales/te/LC_MESSAGES/booktheme.po | 66 + _static/locales/tg/LC_MESSAGES/booktheme.mo | Bin 0 -> 1628 bytes _static/locales/tg/LC_MESSAGES/booktheme.po | 75 + _static/locales/th/LC_MESSAGES/booktheme.mo | Bin 0 -> 1766 bytes _static/locales/th/LC_MESSAGES/booktheme.po | 75 + _static/locales/tl/LC_MESSAGES/booktheme.mo | Bin 0 -> 1273 bytes _static/locales/tl/LC_MESSAGES/booktheme.po | 66 + _static/locales/tr/LC_MESSAGES/booktheme.mo | Bin 0 -> 1373 bytes _static/locales/tr/LC_MESSAGES/booktheme.po | 75 + _static/locales/uk/LC_MESSAGES/booktheme.mo | Bin 0 -> 1681 bytes _static/locales/uk/LC_MESSAGES/booktheme.po | 75 + _static/locales/ur/LC_MESSAGES/booktheme.mo | Bin 0 -> 1462 bytes _static/locales/ur/LC_MESSAGES/booktheme.po | 66 + _static/locales/vi/LC_MESSAGES/booktheme.mo | Bin 0 -> 1431 bytes _static/locales/vi/LC_MESSAGES/booktheme.po | 75 + .../locales/zh_CN/LC_MESSAGES/booktheme.mo | Bin 0 -> 1310 bytes .../locales/zh_CN/LC_MESSAGES/booktheme.po | 75 + .../locales/zh_TW/LC_MESSAGES/booktheme.mo | Bin 0 -> 1341 bytes .../locales/zh_TW/LC_MESSAGES/booktheme.po | 75 + ...69c37c29e427902b24a333a5f9fcb2f0b3ac41.css | 2342 ++++ _static/mystnb.css | 123 - _static/mystnb.js | 44 - _static/play-solid.svg | 1 + _static/print.scss | 105 - _static/pygments.css | 221 +- _static/sbt-webpack-macros.html | 11 + _static/scripts/bootstrap.js | 3 + _static/scripts/bootstrap.js.LICENSE.txt | 5 + _static/scripts/bootstrap.js.map | 1 + _static/scripts/pydata-sphinx-theme.js | 2 + _static/scripts/pydata-sphinx-theme.js.map | 1 + _static/scripts/sphinx-book-theme.js | 2 + _static/scripts/sphinx-book-theme.js.map | 1 + _static/searchtools.js | 818 +- _static/sphinx-book-theme.css | 511 - _static/sphinx-book-theme.js | 105 - _static/sphinx-book-theme.scss | 774 -- _static/sphinx-thebe.css | 129 + _static/sphinx-thebe.js | 127 + _static/sphinx_highlight.js | 154 + _static/styles/bootstrap.css | 6 + _static/styles/bootstrap.css.map | 1 + _static/styles/pydata-sphinx-theme.css | 2 + _static/styles/pydata-sphinx-theme.css.map | 1 + _static/styles/sphinx-book-theme.css | 8 + _static/styles/theme.css | 2 + _static/togglebutton.css | 187 +- _static/togglebutton.js | 158 +- _static/underscore-1.3.1.js | 999 -- _static/underscore.js | 31 - _static/vendor/fontawesome/6.5.1/LICENSE.txt | 165 + .../vendor/fontawesome/6.5.1/css/all.min.css | 5 + .../vendor/fontawesome/6.5.1/js/all.min.js | 2 + .../6.5.1/js/all.min.js.LICENSE.txt | 5 + .../6.5.1/webfonts/fa-brands-400.ttf | Bin 0 -> 207972 bytes .../6.5.1/webfonts/fa-brands-400.woff2 | Bin 0 -> 117372 bytes .../6.5.1/webfonts/fa-regular-400.ttf | Bin 0 -> 68004 bytes .../6.5.1/webfonts/fa-regular-400.woff2 | Bin 0 -> 25452 bytes .../6.5.1/webfonts/fa-solid-900.ttf | Bin 0 -> 419720 bytes .../6.5.1/webfonts/fa-solid-900.woff2 | Bin 0 -> 156496 bytes .../6.5.1/webfonts/fa-v4compatibility.ttf | Bin 0 -> 10832 bytes .../6.5.1/webfonts/fa-v4compatibility.woff2 | Bin 0 -> 4792 bytes _static/webpack-macros.html | 31 + genindex.html | 465 +- index.html | 636 +- objects.inv | Bin 529 -> 538 bytes reports/09-StatisticalPower.err.log | 41 + reports/10-BayesianStatistics.err.log | 58 + ...1-ModelingCategoricalRelationships.err.log | 35 + reports/13-GeneralLinearModel.err.log | 37 + search.html | 515 +- searchindex.js | 2 +- 231 files changed, 14682 insertions(+), 18830 deletions(-) create mode 100644 _images/009548cab95ffa8a7e6e72674a984879b409cf5b162b4f47c3c9743f353493b2.png delete mode 100644 _images/03-DataVisualization_11_0.png delete mode 100644 _images/03-DataVisualization_14_1.png delete mode 100644 _images/03-DataVisualization_16_1.png delete mode 100644 _images/03-DataVisualization_21_1.png delete mode 100644 _images/03-DataVisualization_23_1.png delete mode 100644 _images/03-DataVisualization_26_1.png delete mode 100644 _images/03-DataVisualization_28_1.png delete mode 100644 _images/03-DataVisualization_30_1.png delete mode 100644 _images/03-DataVisualization_33_0.png delete mode 100644 _images/03-DataVisualization_7_0.png delete mode 100644 _images/03-DataVisualization_9_0.png delete mode 100644 _images/04-FittingSimpleModels_46_1.png delete mode 100644 _images/04-FittingSimpleModels_48_1.png delete mode 100644 _images/06-Sampling_11_0.png delete mode 100644 _images/06-Sampling_13_1.png delete mode 100644 _images/06-Sampling_5_1.png delete mode 100644 _images/06-Sampling_7_2.png delete mode 100644 _images/07-ResamplingAndSimulation_1_0.png delete mode 100644 _images/07-ResamplingAndSimulation_7_0.png delete mode 100644 _images/09-StatisticalPower_5_0.png delete mode 100644 _images/10-BayesianStatistics_3_0.png delete mode 100644 _images/10-BayesianStatistics_5_1.png delete mode 100644 _images/10-BayesianStatistics_7_1.png delete mode 100644 _images/13-GeneralLinearModel_11_1.png delete mode 100644 _images/13-GeneralLinearModel_15_1.png delete mode 100644 _images/13-GeneralLinearModel_17_1.png delete mode 100644 _images/13-GeneralLinearModel_23_1.png delete mode 100644 _images/13-GeneralLinearModel_3_1.png delete mode 100644 _images/13-GeneralLinearModel_9_0.png create mode 100644 _images/197c17745fd675ad2c79da9562e652d12b2b669e1ae154b52079c7fdfe293873.png create mode 100644 _images/1b3f090e380a8f5d07f9e342e3d74a1431c649b3c013ed4377b62c7030aad27d.png create mode 100644 _images/28af6734dd1ae9f11e4a0102ba2d6ba12853ae81a263fba68d883ce266dd3206.png create mode 100644 _images/400d417422ddd79a794f6b26e4a19aa29d931d54cff16d309fe5c27bef251f50.png create mode 100644 _images/4829581befa89ac7cab1c71a89b2313d7f79284539d1170582309e29119fe8c8.png create mode 100644 _images/48bbf4b7bbfa6045acd47cb01e5b0f2758d71f6ed8a72c4eccbbec98d3316ca9.png create mode 100644 _images/4bbd8449718db0a3ae3bf9eef978713e8c7156b4e5bbe581682d7c11855e6a3d.png create mode 100644 _images/4ea9130c18f6c9092edcfbfd3d9298a271eb7716b3050b7debeea5b60ab82636.png create mode 100644 _images/52b4a700144d39470dd1ef18cb796f381a9edfa8d0fac57763a542cb53d73248.png create mode 100644 _images/54dc2a5ae8fba2c89395490b69cf96c3aefab9abd7ce9143bab168a427fcbaad.png create mode 100644 _images/586a376aae2c4d957d2ce6788fd742e871b7b5cf5ca1c744e3dc3f4e399d3f6d.png create mode 100644 _images/684ed5a242123b8f0cc26cbb69c339dff2350ea02c3b0cc6c98350f679a15b56.png create mode 100644 _images/89322a4dd57c9d3d1a7bad9acee2f404fb77c1300ad0573d470f2a3e1e211813.png create mode 100644 _images/90f4869aee8f2f3f01101280efc2010e41175b9237e9445902fd100dd33f0ccb.png create mode 100644 _images/97d75d84c0642525dd0fd24a1ade3805740535d22050e62eca9e9f5096588d26.png create mode 100644 _images/9f1f56d1bfcbd545f388c9e92f859ce900425e3c1505f3d0c1dcdb283a04128d.png create mode 100644 _images/ac08765479f0c7e2544c6a7d6ab4d363577b605f1a45315edb425259f5459462.png create mode 100644 _images/ad5ee260a4412336e0b7fdb5e3ef108e2bd4eaa932b70d92084b08f6796d4b7d.png create mode 100644 _images/d1b614e98b251651e28b7b58745b9070c6af64b0c6678added1aeee7a437fe4f.png create mode 100644 _images/d5a215e21518ff12eeed427ee06627e2ce32b3c90fcbb06fcb0b625a4f27830c.png create mode 100644 _images/e0115ad0320e66a7e8511052792c5cc021ad30a05eff63158bb83575a943b60f.png create mode 100644 _images/faad66bcbd88fbcc81b22682b835a464d181c2a1a7b93b22313d310304cc6fe6.png create mode 100644 _sphinx_design_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css create mode 100644 _sphinx_design_static/design-tabs.js create mode 100644 _static/check-solid.svg delete mode 100644 _static/css/index.css create mode 100644 _static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css create mode 100644 _static/design-tabs.js create mode 100644 _static/images/logo_deepnote.svg delete mode 100644 _static/jquery-3.4.1.js delete mode 100644 _static/jquery.js delete mode 100644 _static/js/index.js delete mode 100644 _static/jupyter-sphinx.css create mode 100644 _static/locales/ar/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ar/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/bg/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/bg/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/bn/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/bn/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ca/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ca/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/cs/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/cs/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/da/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/da/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/de/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/de/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/el/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/el/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/eo/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/eo/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/es/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/es/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/et/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/et/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/fi/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/fi/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/fr/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/fr/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/hr/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/hr/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/id/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/id/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/it/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/it/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/iw/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/iw/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ja/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ja/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ko/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ko/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/lt/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/lt/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/lv/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/lv/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ml/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ml/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/mr/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/mr/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ms/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ms/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/nl/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/nl/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/no/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/no/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/pl/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/pl/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/pt/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/pt/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ro/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ro/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ru/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ru/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/sk/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/sk/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/sl/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/sl/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/sr/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/sr/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/sv/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/sv/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ta/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ta/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/te/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/te/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/tg/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/tg/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/th/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/th/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/tl/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/tl/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/tr/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/tr/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/uk/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/uk/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/ur/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/ur/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/vi/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/vi/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/zh_CN/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/zh_CN/LC_MESSAGES/booktheme.po create mode 100644 _static/locales/zh_TW/LC_MESSAGES/booktheme.mo create mode 100644 _static/locales/zh_TW/LC_MESSAGES/booktheme.po create mode 100644 _static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css delete mode 100644 _static/mystnb.css delete mode 100644 _static/mystnb.js create mode 100644 _static/play-solid.svg delete mode 100644 _static/print.scss create mode 100644 _static/sbt-webpack-macros.html create mode 100644 _static/scripts/bootstrap.js create mode 100644 _static/scripts/bootstrap.js.LICENSE.txt create mode 100644 _static/scripts/bootstrap.js.map create mode 100644 _static/scripts/pydata-sphinx-theme.js create mode 100644 _static/scripts/pydata-sphinx-theme.js.map create mode 100644 _static/scripts/sphinx-book-theme.js create mode 100644 _static/scripts/sphinx-book-theme.js.map delete mode 100644 _static/sphinx-book-theme.css delete mode 100644 _static/sphinx-book-theme.js delete mode 100644 _static/sphinx-book-theme.scss create mode 100644 _static/sphinx-thebe.css create mode 100644 _static/sphinx-thebe.js create mode 100644 _static/sphinx_highlight.js create mode 100644 _static/styles/bootstrap.css create mode 100644 _static/styles/bootstrap.css.map create mode 100644 _static/styles/pydata-sphinx-theme.css create mode 100644 _static/styles/pydata-sphinx-theme.css.map create mode 100644 _static/styles/sphinx-book-theme.css create mode 100644 _static/styles/theme.css delete mode 100644 _static/underscore-1.3.1.js delete mode 100644 _static/underscore.js create mode 100644 _static/vendor/fontawesome/6.5.1/LICENSE.txt create mode 100644 _static/vendor/fontawesome/6.5.1/css/all.min.css create mode 100644 _static/vendor/fontawesome/6.5.1/js/all.min.js create mode 100644 _static/vendor/fontawesome/6.5.1/js/all.min.js.LICENSE.txt create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-brands-400.ttf create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-brands-400.woff2 create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-regular-400.ttf create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-regular-400.woff2 create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-solid-900.ttf create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-solid-900.woff2 create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-v4compatibility.ttf create mode 100644 _static/vendor/fontawesome/6.5.1/webfonts/fa-v4compatibility.woff2 create mode 100644 _static/webpack-macros.html create mode 100644 reports/09-StatisticalPower.err.log create mode 100644 reports/10-BayesianStatistics.err.log create mode 100644 reports/11-ModelingCategoricalRelationships.err.log create mode 100644 reports/13-GeneralLinearModel.err.log diff --git a/.buildinfo b/.buildinfo index b45497c..2db824f 100644 --- a/.buildinfo +++ b/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 30335cb2e3d23d8b5f649a094b762bd1 +config: 75f8c34de863dec7a003520074cc7920 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/01-IntroductionToPython.html b/01-IntroductionToPython.html index 89b9920..f366a66 100644 --- a/01-IntroductionToPython.html +++ b/01-IntroductionToPython.html @@ -1,298 +1,380 @@ - - + + + + + Introduction to Python — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
+ + - -
-
- - +
+ + +
+
+ + + - +
+ +
+ + -
+
+ +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- - -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Introduction to Python

-
-
- On this page -
- +
-
-
- -
+ + -
-

Introduction to Python

+ +
+ +
+

Introduction to Python#

Contributors: John Butler, Russell Poldrack

In this chapter we will give you an overview of the basic features of the Python programming language. This introduction won’t make you an ace programmer — only practice will do that. However, it will give you an introduction to some of the most important features of the language.

-
-

Why programming is hard to learn

+
+

Why programming is hard to learn#

Programming a computer is a skill, just like playing a musical instrument or speaking a second language. And just like those skills, it takes a lot of work to get good at it — the only way to acquire a skill is through practice. There is nothing special or magical about people who are experts, other than the quality and quantity of their experience! However, not all practice is equally effective. A large amount of psychological research has shown that practice needs to be deliberate, meaning that it focuses on developing the specific skills that one needs to perform the skill, at a level that is always pushing one’s ability.

If you have never programmed before, then it’s going to seem hard, just as it would seem hard for a native English speaker to start speaking Mandarin. However, just as a beginning guitarist needs to learn to play their scales, we will teach you how to perform the basics of programming, which you can then use to do more powerful things.

One of the most important aspects of computer programming is that you can try things to your heart’s content; the worst thing that can happen is that the program will crash. Trying new things and making mistakes is one of the keys to learning.

The hardest part of programming is figuring out why something didn’t work, which we call debugging. In programming, things are going to go wrong in ways that are often confusing and opaque. Every programmer has a story about spending hours trying to figure out why something didn’t work, only to realize that the problem was completely obvious in hindsight. The more practice you get, the better you will get at figuring out how to fix these errors. But there are a few strategies that can be helpful.

-
-

Use the web

+
+

Use the web#

In particular, you should take advantage of the fact that there are millions of people programming in Python around the world, so nearly any error message you see has already been seen by someone else. Whenever I experience an error that I don’t understand, the first thing that I do is to copy and paste the error message into a search engine. Often this will provide several pages discussing the problem and the ways that people have solved it.

-
-
-

Rubber duck debugging

+
+
+

Rubber duck debugging#

The idea behind rubber duck debugging is to pretend that you are trying to explain what your code is doing to an inanimate object, like a rubber duck. Often, the process of explaning it aloud is enough to help you find the problem.

-
-
-
-

Getting access to Python

+ + +
+

Getting access to Python#

If you want to try out Python without having to install it on your own computer (or if you have a computer that doesn’t support it, such as a Chromebook), the best way to try it out is using a web platform that supports notebooks, which are documents that allow you to combine text and code; this book was actually written using such notebooks. Two good options are Google Colab and Kaggle Kernels. TBD: MAKE ALL CHAPTERS AVAILABLE ON BOTH

If you do want to install it on your own computer, we recommend installing the Anaconda software package, which will provide you with Python as well as many related packages.

-
-
-

Getting started with Python

+ +
+

Getting started with Python#

When we work with Python, we can do this at the command line in a terminal or (as we will do) using a Jupyter notebook. Notebooks are composed of cells, each of which can contain either Python code or text.

Jupyter notebooks use a special kind of text known as Markdown, which allows formatting (such as headings or text styles like bold and italics). If you were to double-click on this cell in Jupyter, you would be able to edit the text. Once you are done editing, hit the Run button (the triangular arrow button above), or press Shift+Enter, and the text will be shown normally.

@@ -301,12 +383,12 @@

Getting started with Python
-
3
+
3
-
3
+
3
@@ -314,12 +396,12 @@

Getting started with Python
-
3 + 4
+
3 + 4
-
7
+
7
@@ -339,12 +421,12 @@

Getting started with Python
-
"hello"
+
"hello"
-
'hello'
+
'hello'
@@ -352,12 +434,12 @@

Getting started with Python
-
1 / 6
+
1 / 6
-
0.16666666666666666
+
0.16666666666666666
@@ -365,12 +447,12 @@

Getting started with Pythonround() function.

-
round(1 / 6, 3)
+
round(1 / 6, 3)
-
0.167
+
0.167
@@ -379,24 +461,24 @@

Getting started with Python>) and less-than (<) operators.

-
1 < 3
+
1 < 3
-
True
+
True
-
2 > 4
+
2 > 4
-
False
+
False
@@ -404,24 +486,24 @@

Getting started with Python== for equals, and != for not-equals:

-
3 == 3
+
3 == 3
-
True
+
True
-
4 != 4
+
4 != 4
-
False
+
False
@@ -429,30 +511,30 @@

Getting started with PythonTrue is equal to the number one:

-
True == 1
+
True == 1
-
True
+
True

This will become important later on, when we work with probabilities.

-
-

+
+

Variables#

A variable is a symbol that stands for another value (just like “X” in algebra). We can create a variable by assigning a value to it using the = operator. If we then type the name of the variable, Python will print out its value — as long as that variable name is the last entry in the cell.

-
x = 4
+
x = 4
 x
-
4
+
4
@@ -460,24 +542,24 @@

Variables
-
x + 3
+
x + 3
-
7
+
7
-
x == 5
+
x == 5
-
False
+
False
@@ -485,33 +567,33 @@

Variables
-
x = x + 1
+
x = x + 1
-
x
+
x
-
5
+
5
-
-

+
+

Libraries#

Although Python has many useful features, many of the features we will need are not contained in the primary Python library but instead come from open source libraries that have been developed by various members of the python community.

Two packages that we will use extensively are NumPy and Pandas. These libraries are part of the SciPy stack, a group of Python libraries used for scientific computing.

In Python, to work with a library, we first have to import it and specify how we are going to call on the functions of that library (functions will be explained in more detail below).

Here is how we will import NumPy:

-
import numpy as np
+
import numpy as np
@@ -520,7 +602,7 @@

Libraries
-
import pandas as pd  ## RP: pd is more common abbreviation
+
import pandas as pd  ## RP: pd is more common abbreviation
@@ -528,18 +610,18 @@

Librarieshelp() function:

-
help(np.zeros)
+
help(np.zeros)
-
Help on built-in function zeros in module numpy:
+
Help on built-in function zeros in module numpy:
 
 zeros(...)
-    zeros(shape, dtype=float, order='C')
-    
+    zeros(shape, dtype=float, order='C', *, like=None)
+
     Return a new array of given shape and type, filled with zeros.
-    
+
     Parameters
     ----------
     shape : int or tuple of ints
@@ -551,57 +633,64 @@ 
Libraries
-
Functions

+

+
+

Functions#

A function is an operator that takes some input and gives an output based on the input. For example, let’s say that we have a number, and we want to determine its absolute value. NumPy has a function called abs() that takes in a number and outputs its absolute value:

-
x = -3
+
x = -3
 np.abs(x)
-
3
+
3
@@ -655,12 +744,12 @@

Functions
-
np.random.normal()
+
np.random.normal()
-
-0.2440954560387019
+
-0.46406213933060414
@@ -668,33 +757,33 @@

Functions
-
my_random_numbers = np.random.normal(100, 15, 5)
+
my_random_numbers = np.random.normal(100, 15, 5)
 my_random_numbers
-
array([122.35642131,  81.23506534,  82.55897256, 127.60903764,
-        69.18065528])
+
array([ 99.84519549,  75.64230013, 127.06864956, 113.78374435,
+       123.49981182])

You will see that I set the variable to the name my_random_numbers. In general, it’s always good to be as descriptive as possible when creating variables; rather than calling them x or y, use names that describe the actual contents. This will make it much easier to understand what’s going on once things get more complicated.

-
-

+
+

Arrays#

You may have noticed that the my_random_numbers created above wasn’t like the variables that we had seen before — it contained several values in it. We refer to this kind of variable as an array.

If you want to create your own new array, you can do that using the np.array() function:

-
my_array = np.array([4, 5, 6])
+
my_array = np.array([4, 5, 6])
 my_array
-
array([4, 5, 6])
+
array([4, 5, 6])
@@ -704,12 +793,12 @@

Arrays
-
my_array[1]
+
my_array[1]
-
5
+
5
@@ -717,12 +806,12 @@

Arrays
-
my_array[1:3]
+
my_array[1:3]
-
array([5, 6])
+
array([5, 6])
@@ -730,32 +819,32 @@

Arrays
-
my_array[2] = 7
+
my_array[2] = 7
 my_array
-
array([4, 5, 7])
+
array([4, 5, 7])
-
-

+
+

Math with vectors and matrices#

You can apply mathematical operations to the elements of an array in the same way that you apply them to regular variables. Let’s say that we want to multiply each element in the array by the number 5:

-
my_array = np.array([4, 5, 6])
+
my_array = np.array([4, 5, 6])
 my_array_times_five = my_array * 5
 my_array_times_five
-
array([20, 25, 30])
+
array([20, 25, 30])
@@ -763,14 +852,14 @@

Math with vectors and matrices
-
my_first_array = np.array([1, 2, 3])
+
my_first_array = np.array([1, 2, 3])
 my_second_array = np.array([10, 20, 20])
 my_first_array + my_second_array
-
array([11, 22, 23])
+
array([11, 22, 23])
@@ -778,14 +867,14 @@

Math with vectors and matrices
-
array_a = np.array([1, 2, 3])
+
array_a = np.array([1, 2, 3])
 array_b = np.array([1, 2, 4])
 array_a == array_b
-
array([ True,  True, False])
+
array([ True,  True, False])
@@ -793,32 +882,32 @@

Math with vectors and matricesnp.sin() function, which will return as many sine values as there are input values:

-
my_angle_values = np.array([0, 1, 2])
+
my_angle_values = np.array([0, 1, 2])
 my_sin_values = np.sin(my_angle_values)
 my_sin_values
-
array([0.        , 0.84147098, 0.90929743])
+
array([0.        , 0.84147098, 0.90929743])
-
-

+
+

Dictionaries#

There is another kind of variable in Python that is very useful, which is known as a dictionary. A dictionary is like a container that stores values that are associated with particular keys. A dictionary is created using squiggly brackets; each entry must include a key and a value (which can be any kind of variable, including another dictionary), separated by a color. For example, let’s say that we wanted to store the ages of three people:

-
ages = {'Lisa': 23, 'Angela': 25, 'Monique': 27}
+
ages = {'Lisa': 23, 'Angela': 25, 'Monique': 27}
 ages
-
{'Lisa': 23, 'Angela': 25, 'Monique': 27}
+
{'Lisa': 23, 'Angela': 25, 'Monique': 27}
@@ -826,25 +915,25 @@

Dictionaries
-
ages['Lisa']
+
ages['Lisa']
-
23
+
23
-
-

+
+

Data Frames#

Often in a dataset we will have a number of different variables that we want to work with. Instead of having a different named variable that stores each one, it is often useful to combine all of the separate variables into a single package, which is referred to as a data frame.

If you are familiar with a spreadsheet (say from Microsoft Excel) then you already have a basic understanding of a data frame. Let’s say that we have values of price and mileage for three different types of cars. We could start by creating a variable for each one, making sure that the three cars are in the same order for each of the variables:

-
car_model = ("Ford Fusion", "Hyundai Accent", "Toyota Corolla")
+
car_model = ("Ford Fusion", "Hyundai Accent", "Toyota Corolla")
 car_price = np.array([25000, 16000, 18000])
 car_mileage = np.array([27, 36, 32])
 

@@ -854,7 +943,7 @@ 
Data Frames
 

-
data = {'Price': car_price,
+
data = {'Price': car_price,
         'Mileage': car_mileage}
 cars_df2 = pd.DataFrame(data, index=car_model)
 cars_df2
@@ -910,12 +999,12 @@ 
Data Frames
 

-
cars_df2['Mileage']
+
cars_df2['Mileage']
 

 

 

 

-
Ford Fusion       27
+
Ford Fusion       27
 Hyundai Accent    36
 Toyota Corolla    32
 Name: Mileage, dtype: int64
@@ -926,12 +1015,16 @@ 
Data Frames
 

-
cars_df2['Mileage'][1]
+
cars_df2['Mileage'][1]
 

 

 

 

-
36
+
/tmp/ipykernel_115/2768627805.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
+  cars_df2['Mileage'][1]
+

+

+
36
 

 

 

@@ -939,12 +1032,12 @@ 
Data Frames
 

-
np.square(cars_df2['Price'])
+
np.square(cars_df2['Price'])
 

 

 

 

-
Ford Fusion       625000000
+
Ford Fusion       625000000
 Hyundai Accent    256000000
 Toyota Corolla    324000000
 Name: Price, dtype: int64
@@ -956,12 +1049,12 @@ 
Data Frames.loc operator on the data frame.  The first argument to the .loc operator refers to the rows in the data frame, whereas the second refers to the columns.

 

 

-
cars_df2.loc["Toyota Corolla"]
+
cars_df2.loc["Toyota Corolla"]
 

 

 

 

-
Price      18000
+
Price      18000
 Mileage       32
 Name: Toyota Corolla, dtype: int64
 

@@ -971,7 +1064,7 @@ 
Data Frames
 

-
cars_df2.loc[["Toyota Corolla"], ['Mileage']]
+
cars_df2.loc[["Toyota Corolla"], ['Mileage']]
 

 

 

@@ -1009,7 +1102,7 @@ 
Data Frames
 

-
cars_df2[(cars_df2['Mileage'] > 30) & (cars_df2['Price'] < 18000)]
+
cars_df2[(cars_df2['Mileage'] > 30) & (cars_df2['Price'] < 18000)]
 

 

 

@@ -1046,16 +1139,16 @@ 
Data Frames
-
1.10 Working with data files

+
Dataframes are enormously powerful for manipulating (“wrangling”) large and complex datasets, which are often what we are dealing with in statistics. For further information on dataframes in pandas, see: https://towardsdatascience.com/my-python-pandas-cheat-sheet-746b11e44368

+
+
+

1.10 Working with data files#

When we are doing statistics, we often need to load in the data that we will analyze. Those data will live in a file on one’s computer or on the internet. For this example, let’s use a file that is hosted on the internet, which contains the gross domestic product (GDP) values for a number of countries around the world. This file is stored as a comma-separated value (or CSV) file, meaning that the values for each of the variables in the dataset are separated by commas. There are three variables: the relative rank of the countries, the name of the country, and its GDP value. Here is what the first few lines of the file look like: We can load the file using the pd.read_csv() function:

-
data_url = 'https://raw.githubusercontent.com/psych10/psych10/master/notebooks/Session03-IntroToR/gdp.csv'
+
data_url = 'https://raw.githubusercontent.com/psych10/psych10/master/notebooks/Session03-IntroToR/gdp.csv'
 gdp_data = pd.read_csv(data_url)
 

 

@@ -1064,7 +1157,7 @@ 
1.10 Working with data files.head() which will show us the top 5 rows of the data frame:

 

 

-
gdp_data.head()
+
gdp_data.head()
 

 

 

@@ -1130,39 +1223,39 @@ 
1.10 Working with data filesdir() function:

 

 

-
dir(gdp_data)
+
dir(gdp_data)
 

 

 

 

-
['Country',
+
['Country',
  'GDP',
  'Rank',
  'T',
- '_AXIS_ALIASES',
- '_AXIS_IALIASES',
  '_AXIS_LEN',
- '_AXIS_NAMES',
- '_AXIS_NUMBERS',
  '_AXIS_ORDERS',
- '_AXIS_REVERSED',
+ '_AXIS_TO_AXIS_NUMBER',
+ '_HANDLED_TYPES',
  '__abs__',
  '__add__',
  '__and__',
  '__annotations__',
  '__array__',
  '__array_priority__',
- '__array_wrap__',
+ '__array_ufunc__',
+ '__arrow_c_stream__',
  '__bool__',
  '__class__',
  '__contains__',
  '__copy__',
+ '__dataframe__',
+ '__dataframe_consortium_standard__',
  '__deepcopy__',
  '__delattr__',
  '__delitem__',
  '__dict__',
  '__dir__',
- '__div__',
+ '__divmod__',
  '__doc__',
  '__eq__',
  '__finalize__',
@@ -1201,11 +1294,12 @@ 
1.10 Working with data files
+    {
+        requestKernel: true,
+        binderOptions: {
+            repo: "binder-examples/jupyter-stacks-datascience",
+            ref: "master",
+        },
+        codeMirrorConfig: {
+            theme: "abcdef",
+            mode: "python"
+        },
+        kernelOptions: {
+            name: "python3",
+            path: "./."
+        },
+        predefinedOutput: true
+    }
+    
+    
+
+                
+              
+
+              
+              
+              
+              
+                

+                
+              
+            

+            
+            
+              
+                

 
 
-              

+  

+  

+     Contents
+  

+  

+
+

               
-        

-    

+            
+          

+          

+            
+

+  
+  

     
+

+By Russell A. Poldrack
+

+
+  

+  
+  

     
-    

-        
-    Preface
-    Summarizing Data
 
-    

-    

-    

-      

-        
-          By Russell A. Poldrack

-        
-            © Copyright 2020.

-      

-    

-  

-
+  

+    
+      © Copyright 2023.
+      

+    
+  

 
+  

+  
+  

+    
+  

+  
+  

+    
+  

+  
+

+          

+        
 
-      

+      
     

+  

+  
+  
+  
+
 
-    
-    
+  

+  

   
 
\ No newline at end of file
diff --git a/02-SummarizingData.html b/02-SummarizingData.html
index f02a9ad..2116085 100644
--- a/02-SummarizingData.html
+++ b/02-SummarizingData.html
@@ -1,263 +1,365 @@
 
-
 
 
-
+
+
+
   
     
+    
+
     Summarizing Data — Python Companion to Statistical Thinking in the 21st Century
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
+  
+  
+  
+  
+  
+  
+  
+
+
+
+  
+  
+  
+
+
+
+    
+    
+    
+    
+    
+    
+    
+  
+  
+  
+
+  
+
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
     
     
     
     
+  
+  
+  
+  
+  
+  
 
-    
-    
+  
+  
+  
+  
+  

+  
+  
 
+  
+  
+  
+  
+  
+  
+  
+  

+    

+    

+

+  
+  
+  Ctrl+K
+

+  

+  
+    

+    

+  
 
+  

+    

+      
+      
+      
+      

+        
 
-  
-  
+  
+  

     
-
-    

-      

-          
-
+    

+  
+  
+  

+  

+  
+  
 
- 
 
-

+      

+      
+      

+        
+        
 
+

 
-          
+          

+            

+              
+              

+

+  
+    

+      
+        

+      
+    

+  
+  
+    

+      
+        

 
+

 
-          
-

-    
-    

-    

-    

-    

-        
-        
-        
-        

-    
 
-    
-    

-        
-        
-        
-        
-        
-        
-    

-    
+
+
+
+

+  
+  
 

-        
 
 
-        
-        
 
-        
 
+
+
+
+
+
+
+
+
+
+

+      
     

+  
+

+

+              
+              
 
+

+    
Summarizing Data

     
-    

-        

-             On this page
-        

-        
+        

     

 

-    

-        

-        
-              

+
+              
                 
-  

-
Summarizing Data

+
+                

+                  
+  

+
Summarizing Data#

 
This chapter will introduce you to how to summarize data using data frames in Pandas.

-

-
Working with data frames

+

+
Working with data frames#

 
In the last chapter you were introduced to the concept of a data frame, which we will use throughout much of this book.

 In particular, we will use a dataset known as NHANES for several of our examples, so let’s load the library that provides us access to the data.
 This is a large dataset collected from a sample of individuals in the United States every two years, which measures many different aspects of their health and lifestyles.
 To access the data, we will use a Python package called nhanes that contains a function to load a cleaned-up version of the dataset.

 

 

-
from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 

 

@@ -266,7 +368,7 @@ 
Working with data frames.head() method to look inside the data frame:

 

 

-
nhanes_data.head()
+
nhanes_data.head()
 

 

 

@@ -465,12 +567,12 @@ 
Working with data frames.shape method:

 

 

-
nhanes_data.shape
+
nhanes_data.shape
 

 

 

 

-
(8366, 197)
+
(8366, 197)
 

 

 

@@ -478,17 +580,17 @@ 
Working with data frames.index operator:

 

 

-
nhanes_data.index
+
nhanes_data.index
 

 

 

 

-
Float64Index([ 93703.0,  93704.0,  93705.0,  93706.0,  93707.0,  93708.0,
-               93709.0,  93711.0,  93712.0,  93713.0,
-              ...
-              102946.0, 102947.0, 102948.0, 102949.0, 102951.0, 102952.0,
-              102953.0, 102954.0, 102955.0, 102956.0],
-             dtype='float64', name='SEQN', length=8366)
+
Index([ 93703.0,  93704.0,  93705.0,  93706.0,  93707.0,  93708.0,  93709.0,
+        93711.0,  93712.0,  93713.0,
+       ...
+       102946.0, 102947.0, 102948.0, 102949.0, 102951.0, 102952.0, 102953.0,
+       102954.0, 102955.0, 102956.0],
+      dtype='float64', name='SEQN', length=8366)
 

 

 

@@ -497,12 +599,12 @@ 
Working with data frames.columns operator:

 

 

-
nhanes_data.columns
+
nhanes_data.columns
 

 

 

 

-
Index(['GeneralHealthCondition', 'EverBreastfedOrFedBreastmilk',
+
Index(['GeneralHealthCondition', 'EverBreastfedOrFedBreastmilk',
        'AgeStoppedBreastfeedingdays', 'AgeFirstFedFormuladays',
        'AgeStoppedReceivingFormuladays', 'AgeStartedOtherFoodbeverage',
        'AgeFirstFedMilkdays', 'TypeOfMilkFirstFedWholeMilk',
@@ -520,17 +622,17 @@ 
Working with data frames
-
Selecting rows (observations) and columns (variables)

+

+
Selecting rows (observations) and columns (variables)#

 
We often want to select a subset of rows from a data frame. You saw in the last chapter how we can access specific rows using the .loc operator.  This operator requires us to refer to the row names (that is, the index) and column names.  For example, if we wanted to know the value of the GeneralHealthCondition variable for the indivdiual labeled 93707, we could use the following:

 

 

-
nhanes_data.loc[93707, 'GeneralHealthCondition']
+
nhanes_data.loc[93707, 'GeneralHealthCondition']
 

 

 

 

-
'Good'
+
'Good'
 

 

 

@@ -538,14 +640,14 @@ 
Selecting rows (observations) and columns (variables)If there were several variables that we wanted to see for this individual, we could include the names of those variables in a list:

 

 

-
nhanes_data.loc[93707, ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
+
nhanes_data.loc[93707, ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
 

 

 

 

-
GeneralHealthCondition    Good
+
GeneralHealthCondition    Good
 Gender                    Male
-AgeInYearsAtScreening       13
+AgeInYearsAtScreening     13.0
 Name: 93707.0, dtype: object
 

 

@@ -554,7 +656,7 @@ 
Selecting rows (observations) and columns (variables)This shows us the values for each of those variables for this individual. We could also do the same if there were several individuals that we were interested in:

 

 

-
nhanes_data.loc[[102951, 102955, 93707], ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
+
nhanes_data.loc[[102951, 102955, 93707], ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
 

 

 

@@ -590,19 +692,19 @@ 
Selecting rows (observations) and columns (variables)
   
     
-      102951
+      102951.0
       NaN
       Male
       4.0
     
     
-      102955
+      102955.0
       Very good
       Female
       14.0
     
     
-      93707
+      93707.0
       Good
       Male
       13.0
@@ -611,13 +713,13 @@ 
Selecting rows (observations) and columns (variables)
 

 

-

-

+

+
Missing values#

 
You will notice that the GeneralHealthCondition variable for the first individual in the previous cell contained NaN, which stands for “not a number”.  This is generally used to denote that the data are missing for this particular observation; perhaps they declined to answer the question, or the interviewer failed to properly record the answer.  Missing data are common when we are working with real data.  There are many sophsticated ways to deal with missing data in statistics, but for the moment we will just remove observations that have a missing data on one of our variables of interest, which we can do using the .dropna() operator:

 

 

-
my_subset = nhanes_data.loc[[102951, 102955, 93707], ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
+
my_subset = nhanes_data.loc[[102951, 102955, 93707], ['GeneralHealthCondition', 'Gender', 'AgeInYearsAtScreening']]
 my_subset.dropna()
 

 

@@ -654,13 +756,13 @@ 
Missing values
-
Selecting rows by value

+

+

+
Selecting rows by value#

 
Let’s say that we want to analyze NHANES data, but only for those individuals who are over 50 years of age.  We can use the query operator on a data frame to find rows that match particular conditions:

 

 

-
over_50_df = nhanes_data.query('AgeInYearsAtScreening >= 50')
+
over_50_df = nhanes_data.query('AgeInYearsAtScreening >= 50')
 over_50_df.shape
 

 

 

 

-
(2898, 197)
+
(2898, 197)
 

 

 

@@ -690,25 +792,25 @@ 
Selecting rows by valueThis shows that there were 2898 observations that matched our criterion.  We can also search for specific values: For example, let’s say that we want to find anyone who reported that their general health condition was “Good”.  This one is a bit tricky, because we are searching for a string of text, which we have to embed in our query, which is also a string of text.  Fortunately, there are two different quotation marks that we can use (' or ") and Python treats them as distinct operators, so we can surround our text within double quotes, inside a string surrounded by single quotes:

 

 

-
good_health_df = nhanes_data.query('GeneralHealthCondition == "Good"')
+
good_health_df = nhanes_data.query('GeneralHealthCondition == "Good"')
 good_health_df.shape
 

 

 

 

-
(2454, 197)
+
(2454, 197)
 

 

 

 

-

-

-

+

+

+
Creating new variables#

 
We can add a new variable to a data frame easily, by simply giving it a new name. Let’s say that we wanted to convert the weight value in NHANES (stored in the WeightKg variable) from kilograms to pounds.

 

 

-
nhanes_data['WeightLbs'] = nhanes_data['WeightKg'] * 2.205
+
nhanes_data['WeightLbs'] = nhanes_data['WeightKg'] * 2.205
 

 

 

@@ -716,12 +818,12 @@ 
Creating new variablesThis shows another way to refer to a particular variable in a dataframe: simply put its name in square brackets.  Pandas also has the ability to replace particular values in a variable.  First, let’s look at the values of the Gender variable in the data frame, to see what values it takes. We can see all of the unique values of a variable using the .unique() operator:

 

 

-
nhanes_data['Gender'].unique()
+
nhanes_data['Gender'].unique()
 

 

 

 

-
array(['Female', 'Male'], dtype=object)
+
array(['Female', 'Male'], dtype=object)
 

 

 

@@ -729,47 +831,48 @@ 
Creating new variablesNow let’s say that we wanted to recode the Gender variable so that instead of “Female” and “Male” its values were “F” and “M”.  One way to do this would be to use the .rename() operator on the data frame:

 

 

-
nhanes_data['GenderMF'] = nhanes_data['Gender'].replace({'Female': 'F', 'Male': 'M'})
+
nhanes_data['GenderMF'] = nhanes_data['Gender'].replace({'Female': 'F', 'Male': 'M'})
 nhanes_data['GenderMF'].unique()
 

 

 

 

-
array(['F', 'M'], dtype=object)
+
array(['F', 'M'], dtype=object)
 

 

 

 

-

-
Understanding your data

+

+
Understanding your data#

 
Let’s say that we want to learn more about the variable labeled GeneralHealthCondition in the dataset.  We can load some information about that variable using the open_variable_page() function from the nhanes package:

 

 

-
from nhanes.load import open_variable_page
+
from nhanes.load import open_variable_page
 open_variable_page('GeneralHealthCondition')
 

 

 

 

 
This shows us the question that was asked (“Would you say {your/SP’s} health in general is…”).

-

-

-

-
Summarizing data using a frequency distribution

+

+

+

+
Summarizing data using a frequency distribution#

 
Let’s say that we want to know the frequencies of all of the different answers to the GeneralHealthCondition question.  We can do this using the .value_counts() method of the data frame:

 

 

-
nhanes_data['GeneralHealthCondition'].value_counts()
+
nhanes_data['GeneralHealthCondition'].value_counts()
 

 

 

 

-
Good         2454
+
GeneralHealthCondition
+Good         2454
 Very good    1544
 Fair or      1175
 Excellent     619
 Poor?         172
-Name: GeneralHealthCondition, dtype: int64
+Name: count, dtype: int64
 

 

 

@@ -777,34 +880,35 @@ 
Summarizing data using a frequency distribution.sum() operator:

 

 

-
GeneralHealthCondition_frequency_dist = nhanes_data['GeneralHealthCondition'].value_counts()
+
GeneralHealthCondition_frequency_dist = nhanes_data['GeneralHealthCondition'].value_counts()
 GeneralHealthCondition_frequency_dist / GeneralHealthCondition_frequency_dist.sum()
 

 

 

 

-
Good         0.411469
+
GeneralHealthCondition
+Good         0.411469
 Very good    0.258887
 Fair or      0.197015
 Excellent    0.103789
 Poor?        0.028840
-Name: GeneralHealthCondition, dtype: float64
+Name: count, dtype: float64
 

 

 

 

-

-
Data Cleaning

+

+
Data Cleaning#

 
When we work with real data, they often have problems that we have to fix before we can analyze them properly.  An example is the GeneralHealthCondition variable that we worked with in the previous example. You may have noticed that the values of the variable had some extranous information, which were held over from the way that the question is worded (including “Fair or” and “Poor?”).  We can clean these up by replacing the problematic values using the .replace() method:

 

 

-
nhanes_data['GeneralHealthConditionFixed'] = nhanes_data['GeneralHealthCondition'].replace({'Fair or': 'Fair', 'Poor?': 'Poor'})
+
nhanes_data['GeneralHealthConditionFixed'] = nhanes_data['GeneralHealthCondition'].replace({'Fair or': 'Fair', 'Poor?': 'Poor'})
 nhanes_data['GeneralHealthConditionFixed'].unique()
 

 

 

 

-
array([nan, 'Good', 'Very good', 'Fair', 'Excellent', 'Poor'],
+
array([nan, 'Good', 'Very good', 'Fair', 'Excellent', 'Poor'],
       dtype=object)
 

 

@@ -813,29 +917,31 @@ 
Data Cleaningdetails of the smoking questionnaire, we will see that not all individuals got the same questions; for example, if a person said that they had not smoked more than 100 cigarettes in their life (recorded in the SmokedAtLeast100CigarettesInLife variable), then they were not asked the question about whether they currently smoked cigarettes (stored as DoYouNowSmokeCigarettes).  We can see this in the number of respondents to each question:

 

 

-
print(nhanes_data['SmokedAtLeast100CigarettesInLife'].value_counts())
+
print(nhanes_data['SmokedAtLeast100CigarettesInLife'].value_counts())
 

 

 

 

-
0.0    3301
+
SmokedAtLeast100CigarettesInLife
+0.0    3301
 1.0    2232
-Name: SmokedAtLeast100CigarettesInLife, dtype: int64
+Name: count, dtype: int64
 

 

 

 

 

 

-
nhanes_data['DoYouNowSmokeCigarettes'].value_counts()
+
nhanes_data['DoYouNowSmokeCigarettes'].value_counts()
 

 

 

 

-
Not at all    1260
+
DoYouNowSmokeCigarettes
+Not at all    1260
 Every day      763
 Some days      209
-Name: DoYouNowSmokeCigarettes, dtype: int64
+Name: count, dtype: int64
 

 

 

@@ -843,7 +949,7 @@ 
Data Cleaning
 

-
nhanes_data[['SmokedAtLeast100CigarettesInLife', 'DoYouNowSmokeCigarettes']].head(10)
+
nhanes_data[['SmokedAtLeast100CigarettesInLife', 'DoYouNowSmokeCigarettes']].head(10)
 

 

 

@@ -933,13 +1039,13 @@ 
Data Cleaning
 

-
smoking_df = nhanes_data[['SmokedAtLeast100CigarettesInLife', 'DoYouNowSmokeCigarettes']]
+
smoking_df = nhanes_data[['SmokedAtLeast100CigarettesInLife', 'DoYouNowSmokeCigarettes']]
 smoking_df.shape
 

 

 

 

-
(8366, 2)
+
(8366, 2)
 

 

 

@@ -947,13 +1053,13 @@ 
Data Cleaning.dropna() method, which has an option that allows us to specify that we only drop rows that are all NaN (by setting how='all'):

 

 

-
smoking_df = smoking_df.dropna(how='all')
+
smoking_df = smoking_df.dropna(how='all')
 smoking_df.shape
 

 

 

 

-
(5533, 2)
+
(5533, 2)
 

 

 

@@ -961,7 +1067,7 @@ 
Data Cleaning.loc operator with a test for the value of the first column:

 

 

-
smoking_df.loc[smoking_df['SmokedAtLeast100CigarettesInLife'] == 0, 'DoYouNowSmokeCigarettes'] = 'Not at all'
+
smoking_df.loc[smoking_df['SmokedAtLeast100CigarettesInLife'] == 0, 'DoYouNowSmokeCigarettes'] = 'Not at all'
 smoking_df.head()
 

 

@@ -1027,54 +1133,155 @@ 
Data Cleaning
 

-
smoking_df['DoYouNowSmokeCigarettes'].value_counts() / smoking_df['DoYouNowSmokeCigarettes'].value_counts().sum()
+
smoking_df['DoYouNowSmokeCigarettes'].value_counts() / smoking_df['DoYouNowSmokeCigarettes'].value_counts().sum()
 

 

 

 

-
Not at all    0.824327
+
DoYouNowSmokeCigarettes
+Not at all    0.824327
 Every day     0.137900
 Some days     0.037773
-Name: DoYouNowSmokeCigarettes, dtype: float64
+Name: count, dtype: float64
 

 

 

 

 
In the next chapter you will learn how to visualize data like these using statistical graphs.

+

+

+

+
+    
+    
+
+                

+              
+
+              
+              
+              
+              
+                

-

+                
+              
+            

+            
+            
+              
+                

 
 
-              

+  

+  

+     Contents
+  

+  

+
+

               
-        

-    

+            
+          

+          

+  

+    
+      © Copyright 2023.
+      

+    
+  

 
+  

+  
+  

+    
+  

+  
+  

+    
+  

+  
+

+          
+        
 
-      

+      
     

+  

+  
+  
+  
+
 
-    
-    
+  

+  

   
 
\ No newline at end of file
diff --git a/03-DataVisualization.html b/03-DataVisualization.html
index 928be90..0c295b3 100644
--- a/03-DataVisualization.html
+++ b/03-DataVisualization.html
@@ -1,245 +1,355 @@
 
-
 
 
-
+
+
+
   
     
+    
+
     Data Visualization — Python Companion to Statistical Thinking in the 21st Century
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
+  
+  
+  
+  
+  
+  
+  
+
+
+
+  
+  
+  
+
+
+
+    
+    
+    
+    
+    
+    
+    
+  
+  
+  
+
+  
+
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
     
     
     
     
+  
+  
+  
+  
+  
+  
 
-    
-    
+  
+  
+  
+  
+  

+  
+  
 
+  
+  
+  
+  
+  
+  
+  
+  

+    

+    

+

+  
+  
+  Ctrl+K
+

+  

+  
+    

+    

+  
 
+  

+    

+      
+      
+      
+      

+        
 
-  
-  
+  
+  

+    
     
-
-    

-      

-          
-
+    

+  
+  
+  

+  

+  
+  
 
- 
 
-

+      

+      
+      

+        
+        
 
+

 
-          
+          

+            

+              
+              

+

+  
+    

+      
+        

+      
+    

+  
+  
+    

+      
+        

 
+

 
-          
-

-    
-    

-    

-    

-    

-        
-        
-        
-        

-    
 
-    
-    

-        
-        
-        
-        
-        
-        
-    

-    
+
+
+
+

+  
+  
 

-        
 
 
-        
-        
 
-        
 
+
+
+
+
+
+
+
+
+
+

+      
     

+  
+

+

+              
+              
 
+

+    
Data Visualization

     
-    

-        

-             On this page
-        

-        
+        

     

 

-    

-        

-        
-              

+
+              
                 
-  

-
Data Visualization

+
+                

+                  
+  

+
Data Visualization#

 
There are two main packages that we will use for visualization in Python: matplotlib and seaborn, which is based on matplotlib.  First, let’s import these.  It is customary to import the pyplot module from matplotlib, since it contains most of the important plotting functions:

 

 

-
import matplotlib.pyplot as plt
+
import matplotlib.pyplot as plt
 import seaborn as sns
 import numpy as np
 import pandas as pd
@@ -247,8 +357,8 @@ 
Data Visualization
-
Let’s think through a visualization

+

+
Let’s think through a visualization#

 
Principles we want to keep in mind:

 

+

+
Plotting the distribution of a single variable#

 
One of the most common uses of plotting is to plot the distribution of the data — which you can think of as the shape of the data.  There are various ways to do this, but one of the most common is known as a histogram, which plots the number of observations that fall into specific bins. We can plot a histogram using the plt.hist() function from matplotlib.  As an example, let’s look at the distribution of ages in the NHANES dataset.  First we need to load the data:

 

 

-
from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 

 

@@ -276,78 +386,91 @@ 
Plotting the distribution of a single variable
 

-
age_histogram = plt.hist(nhanes_data['AgeInYearsAtScreening'])
+
age_histogram = plt.hist(nhanes_data['AgeInYearsAtScreening'])
 

 

 

 

-_images/03-DataVisualization_7_0.png
+_images/009548cab95ffa8a7e6e72674a984879b409cf5b162b4f47c3c9743f353493b2.png
 

 

 
You can see from this plot that the plt.hist() function has binned together individuals across several years; That’s because we let it automatically determine the size of the bins. Let’s say that instead we want to bin each year separately.  We can do this using the bins argument to plt.hist. Because this argument takes a list of bins, we need to create a list that spans from the youngest to the oldest age.  We can do this using the np.arange() function from numpy, which generates a list of numbers that span a particular range. In this case, we need to span from the youngest to the oldest value, which are equivalent to the minimum and maximum values which we can obtain using the .min() and .max() operators; because Python starts at zero, we need to add one to the maximum in order to get the bins to cover the entire range:

 

 

-
bins = np.arange(nhanes_data['AgeInYearsAtScreening'].min(), nhanes_data['AgeInYearsAtScreening'].max() + 1)
+
bins = np.arange(nhanes_data['AgeInYearsAtScreening'].min(), nhanes_data['AgeInYearsAtScreening'].max() + 1)
 age_histogram_1year_bins = plt.hist(nhanes_data['AgeInYearsAtScreening'], bins=bins)
 

 

 

 

-_images/03-DataVisualization_9_0.png
+_images/d5a215e21518ff12eeed427ee06627e2ce32b3c90fcbb06fcb0b625a4f27830c.png
 

 

 
Sometimes it’s more useful to look at the density rather than the counts, which we can do by setting density=True in our call to the histogram function:

 

 

-
age_density_1year_bins = plt.hist(nhanes_data['AgeInYearsAtScreening'], bins=bins, density=True)
+
age_density_1year_bins = plt.hist(nhanes_data['AgeInYearsAtScreening'], bins=bins, density=True)
 

 

 

 

-_images/03-DataVisualization_11_0.png
+_images/89322a4dd57c9d3d1a7bad9acee2f404fb77c1300ad0573d470f2a3e1e211813.png
 

 

 
Now we see the proportion of individuals that fall into each age bin.  Why do you think there are so many eighty-year-olds in the dataset?  Have a look at the documentation for the Age question and see if you can figure it out.

-

-
Bar vs. line plots

+

+
Bar vs. line plots#

 
The histograms above are an example of bar plots where each number is represented by a bar. We could also plot the distribution using a line instead.  One reason to do this is that we can make the line a bit smoother than the actual data.  For example, here are the histogram data from above, plotted as a line:

 

 

-
plt.plot(age_density_1year_bins[1][1:], age_density_1year_bins[0])
+
plt.plot(age_density_1year_bins[1][1:], age_density_1year_bins[0])
 

 

 

 

-
[<matplotlib.lines.Line2D at 0x7fd04ebd0340>]
+
[<matplotlib.lines.Line2D at 0x7fecc7e126f0>]
 

 

-_images/03-DataVisualization_14_1.png
+_images/90f4869aee8f2f3f01101280efc2010e41175b9237e9445902fd100dd33f0ccb.png
 

 

 
Here we have taken advantage of the fact that the output of our histogram command above contains both the bins (in its [1] position) and the histogram values (in its [0]) position.  Why do we include [1:] after the bins variable?  This is because the bins include both the upper and lower edges of the bin, which means that there is one more bin value than there are average values.  Adding [1:] is equivalent to saying “start with the second bin” which is equivalent to using the top edges of each bin for our X axis.

 
Now let’s plot a smoothed version of the histogram, using the sns.distplot() function from the seaborn library.

 

 

-
sns.distplot(nhanes_data['AgeInYearsAtScreening'], bins=bins)
+
sns.distplot(nhanes_data['AgeInYearsAtScreening'], bins=bins)
 

 

 

 

-
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04eb7d160>
+
/tmp/ipykernel_161/3685571357.py:1: UserWarning: 
+
+`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
+
+Please adapt your code to use either `displot` (a figure-level function with
+similar flexibility) or `histplot` (an axes-level function for histograms).
+
+For a guide to updating your code to use the new functions, please see
+https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
+
+  sns.distplot(nhanes_data['AgeInYearsAtScreening'], bins=bins)
 

 

-_images/03-DataVisualization_16_1.png
+
<Axes: xlabel='AgeInYearsAtScreening', ylabel='Density'>
+

 

+_images/4829581befa89ac7cab1c71a89b2313d7f79284539d1170582309e29119fe8c8.png
 

-
You can see that the line is now much smoother (less bumpy) than the one above.  It generally follows the overall shape of the data pretty closely, but you can also see that it mostly hides the large bump at 80 years.  It’s always important to keep in mind that anything we do to the data has the potential to distort their message.

 

-

-

-
Plots with two variables

+
You can see that the line is now much smoother (less bumpy) than the one above.  It generally follows the overall shape of the data pretty closely, but you can also see that it mostly hides the large bump at 80 years.  It’s always important to keep in mind that anything we do to the data has the potential to distort their message.

+

+

+

+
Plots with two variables#

 
Another common use of visualization is to examine the relationship betwen two variables.  For example, let’s say that we wanted to plot average height as a function of age in the NHANES dataset.  We would first summarize the data to obtain the average height for each age:

 

 

-
mean_height_by_age = nhanes_data.groupby('AgeInYearsAtScreening')['StandingHeightCm'].mean()
+
mean_height_by_age = nhanes_data.groupby('AgeInYearsAtScreening')['StandingHeightCm'].mean()
 

 

 

@@ -355,75 +478,74 @@ 
Plots with two variables.groupby() along with a builtin in method for computing the average of a variable in a dataframe (.mean()).  This returns a single average height value for all of the individuals in each age group, which we can then plot.  While we are at it, we will add descriptive labels to the X and Y axes, which is always a good idea:

 

 

-
plt.plot(mean_height_by_age.index, mean_height_by_age)
+
plt.plot(mean_height_by_age.index, mean_height_by_age)
 plt.xlabel('Age at screening')
 plt.ylabel('Standing Height (cm)')
 

 

 

 

-
Text(0, 0.5, 'Standing Height (cm)')
+
Text(0, 0.5, 'Standing Height (cm)')
 

 

-_images/03-DataVisualization_21_1.png
+_images/d1b614e98b251651e28b7b58745b9070c6af64b0c6678added1aeee7a437fe4f.png
 

 

 
As expected, people get taller up to about age 18, and then then slowly shrink over time.  Since we know that men and women differ in their height, we can also plot their average heights separately. We could do this using the matplot plotting function, but it’s actually easier to do using the sns.lineplot() function from the seaborn library that we imported above.  We simply give it the X and Y variables that we want to plot as well as the variable that we want to separate (using different colors), and it does the work for us:

 

 

-
sns.lineplot(x='AgeInYearsAtScreening', y='StandingHeightCm', hue='Gender', data=nhanes_data)
+
sns.lineplot(x='AgeInYearsAtScreening', y='StandingHeightCm', hue='Gender', data=nhanes_data)
 

 

 

 

-
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04ea14a90>
+
<Axes: xlabel='AgeInYearsAtScreening', ylabel='StandingHeightCm'>
 

 

-_images/03-DataVisualization_23_1.png
+_images/586a376aae2c4d957d2ce6788fd742e871b7b5cf5ca1c744e3dc3f4e399d3f6d.png
 

 

 
You will notice that the lines have shaded areas around them; these are called confidence intervals, and you will learn about them later in the course.  They basically tell us something about the uncertainty around our estimates of the average.

-

-

+

+
Plotting dispersion#

 
An important job of statistical visualization is to show us the variability, or dispersion, of our data.  We have already see how to do this using histograms; now let’s look at how we can compare distributions.

 
Let’s start with a simple example: Comparing the height of adult men and women in the NHANES sample.  One commonly used plot is the box plot (sometimes known as a box and whiskers plot).  This form of plot uses quartiles to give us a sense of spread. The thickest line, somewhere inside the box, represents the median. The upper and lower bounds of the box (the hinges) are the first and third quartiles (can you use them to approximate the interquartile range?). The lines extending from the hinges are the remaining data points, excluding outliers, which are plotted as individual points.

 

 

-
adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
+
adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
 sns.boxplot(x='Gender', y='StandingHeightCm', data=adult_nhanes_data)
 

 

 

 

-
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04e8c2190>
+
<Axes: xlabel='Gender', ylabel='StandingHeightCm'>
 

 

-_images/03-DataVisualization_26_1.png
+_images/faad66bcbd88fbcc81b22682b835a464d181c2a1a7b93b22313d310304cc6fe6.png
 

 

 
This tells us that the median male is taller than 75% of all of the females in the sample.

 
Another type of plot that is commonly used is the violin plot, which shows the shape of the entire distribution:

 

 

-

-sns.violinplot(x='Gender', y='StandingHeightCm', data=adult_nhanes_data)
+
sns.violinplot(x='Gender', y='StandingHeightCm', data=adult_nhanes_data)
 

 

 

 

-
<matplotlib.axes._subplots.AxesSubplot at 0x7fd047fd25e0>
+
<Axes: xlabel='Gender', ylabel='StandingHeightCm'>
 

 

-_images/03-DataVisualization_28_1.png
+_images/54dc2a5ae8fba2c89395490b69cf96c3aefab9abd7ce9143bab168a427fcbaad.png
 

 

-

-
Scatter plot

+

+
Scatter plot#

 
When we have multiple continuous variables, we can use points to plot each variable on an axis. This is known as a scatter plot. As an example, let’s look at the blood pressure readings taken in the NHANES study.  Each individual has their blood pressure taken three times. Here we will plot the first reading against the second reading, using a scatter plot. We will also add a line showing where the x axis is equal to the y axis, which makes it easier to see how the two variables are related to each other.

 

 

-
sns.scatterplot(x='SystolicBloodPres1StRdgMmHg',
+
sns.scatterplot(x='SystolicBloodPres1StRdgMmHg',
                 y='SystolicBloodPres2NdRdgMmHg',
                 data=adult_nhanes_data)
 plt.plot([adult_nhanes_data['SystolicBloodPres1StRdgMmHg'].min(),
@@ -437,18 +559,17 @@ 
Scatter plot
-
Text(0, 0.5, 'Systolic BP - Second reading')
+
Text(0, 0.5, 'Systolic BP - Second reading')
 

 

-_images/03-DataVisualization_30_1.png
+_images/28af6734dd1ae9f11e4a0102ba2d6ba12853ae81a263fba68d883ce266dd3206.png
 

 

 
Here we can see that the two variables are closely related to one another.  We can also see that most of the blue points fall below the black line, which tells us that the second reading is generally somewhat lower than the first reading.

 
In this section we will recreate a version of Figure 4.2 from Statistical Thinking in the 21st Century.

 

 

-

-oring_data = pd.read_csv('https://raw.githubusercontent.com/statsthinking21/statsthinking21-python/master/notebooks/data/orings.csv', index_col=0)
+
oring_data = pd.read_csv('https://raw.githubusercontent.com/statsthinking21/statsthinking21-python/master/notebooks/data/orings.csv', index_col=0)
 
 ax = sns.lineplot(x='Temperature', y='DamageIndex', data=oring_data, ci=None)
 plt.xlabel('Temperature at time of launch')
@@ -461,43 +582,146 @@ 
Scatter plot
-_images/03-DataVisualization_33_0.png
-

+
/tmp/ipykernel_161/488923491.py:3: FutureWarning: 
+
+The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.
+
+  ax = sns.lineplot(x='Temperature', y='DamageIndex', data=oring_data, ci=None)
+

 

+_images/4bbd8449718db0a3ae3bf9eef978713e8c7156b4e5bbe581682d7c11855e6a3d.png
 

 

+

+

+

+
+    
+    
+
+                

+              
+
+              
+              
+              
+              
+                
+              
+            

+            
+            
+              
+                

 
 
-              

+  

+  

+     Contents
+  

+  

+
+

               
-        

-    

+            
+          

+          
         
-            © Copyright 2020.

-      

-    

-  
-

-
 
-      

+      
     

+  

+  
+  
+  
+
 
-    
-    
+  

+  

   
 
\ No newline at end of file
diff --git a/04-FittingSimpleModels.html b/04-FittingSimpleModels.html
index 6179ce2..20bb753 100644
--- a/04-FittingSimpleModels.html
+++ b/04-FittingSimpleModels.html
@@ -1,241 +1,353 @@
 
-
 
 
-
+
+
+
   
     
+    
+
     Fitting simple models — Python Companion to Statistical Thinking in the 21st Century
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
-    
+  
+  
+  
+  
+  
+  
+  
+
+
+
+  
+  
+  
+
+
+
+    
+    
+    
+    
+    
+    
+    
+  
+  
+  
+
+  
+
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
     
     
     
     
+  
+  
+  
+  
+  
+  
 
-    
-    
+  
+  
+  
+  
+  

+  
+  
 
+  
+  
+  
+  
+  
+  
+  
+  

+    

+    

+

+  
+  
+  Ctrl+K
+

+  

+  
+    

+    

+  
 
+  

+    

+      
+      
+      
+      

+        
 
-  
-  
+  
+  

     
-
-    

-      

-          
-
+    

+  
+  
+  

+  

+  
+  
 
- 
 
-

+      

+      
+      

+        
+        
 
+

 
-          
+          

+            

+              
+              

+

+  
+    

+      
+        

+      
+    

+  
+  
+    

+      
+        

 
+

 
-          
-

-    
-    

-    

-    

-    

-        
-        
-        
-        

-    
 
-    
-    

-        
-        
-        
-        
-        
-        
-    

-    
+
+
+
+

+  
+  
 

-        
 
 
-        
-        
 
-        
 
+
+
+
+
+
+
+
+
+
+

+      
     

+  
+

+

+              
+              
 
+

+    
Fitting simple models

     
-    

-        

-             On this page
-        

-        
+        

     

 

-    

-        

-        
-              

+
+              
                 
-  

-
Fitting simple models

+
+                

+                  
+  

+
Fitting simple models#

 
In this chapter we will focus on how to compute the measures of central tendency and variability that were covered in the previous chapter.  Most of these can be computed using a built-in Python function, but we will show how to do them manually in order to give some intuition about how they work. First let’s load the NHANES data that we will use for our examples.

 

 

-
from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
 

@@ -245,26 +357,26 @@ 
Fitting simple modelsSince we will be analyzing the StandingHeightCm variable, we should exclude any observations that are missing this measurement.  We will also recode the variable to be called Height in order to simplify the coding later.

 

 

-
adult_nhanes_data = adult_nhanes_data.dropna(subset=['StandingHeightCm']).rename(columns={'StandingHeightCm': 'Height'})
+
adult_nhanes_data = adult_nhanes_data.dropna(subset=['StandingHeightCm']).rename(columns={'StandingHeightCm': 'Height'})
 

 

 

 

-

-
Mean

+

+
Mean#

 
The mean is defined as the sum of values divided by the number of values being summed:
-\($
+$\(
 \bar{X} = \frac{\sum_{i=1}^{n}x_i}{n}
-$\)
+\)$
 Let’s say that we want to obtain the mean height for adults in the NHANES database (contained in the data Height that we generated above).  We would sum the individual heights (using the .sum() operator) and then divide by the number of values:

 

 

-
adult_nhanes_data['Height'].sum() / adult_nhanes_data['Height'].shape[0]
+
adult_nhanes_data['Height'].sum() / adult_nhanes_data['Height'].shape[0]
 

 

 

 

-
166.3623438648053
+
166.3623438648053
 

 

 

@@ -272,23 +384,23 @@ 
Mean
There is, of course, a built-in operator for the data frame called .mean() that will compute the mean.

 

 

-
adult_nhanes_data['Height'].mean()
+
adult_nhanes_data['Height'].mean()
 

 

 

 

-
166.36234386480572
+
166.3623438648053
 

 

 

 

-

-

+

+
Median#

 
The median is the middle value after sorting the entire set of values. First we sort the data in order of their values:

 

 

-
height_sorted = adult_nhanes_data['Height'].sort_values()
+
height_sorted = adult_nhanes_data['Height'].sort_values()
 

 

 

@@ -296,7 +408,7 @@ 
Median%% operator, which is known as the modulus and returns the remainder:

 

 

-
height_length_mod_2 = height_sorted.shape[0] % 2
+
height_length_mod_2 = height_sorted.shape[0] % 2
 

 

 

@@ -304,7 +416,7 @@ 
Median
 

-
if 1 > 2:
+
if 1 > 2:
     print('1 > 2')
 else:
     print('1 is not greater than two!')
@@ -312,7 +424,7 @@ 
Median
-
1 is not greater than two!
+
1 is not greater than two!
 

 

 

@@ -320,7 +432,7 @@ 
Median
 

-
import numpy as np
+
import numpy as np
 if height_length_mod_2 == 1: 
     # odd number values - take the single midpoint
     midpoint = int(np.ceil(height_sorted.shape[0] / 2))
@@ -336,13 +448,13 @@ 
Mediannp.ceil() function does).  Finally, we have to convert this number into an integer using the int() function, since we can only use integers to index a data frame.

 If the first test is false — that is, if the remainder is zero — then, the second section of code (after the else statement) will be executed instead.  Here we need to find the two midpoints and average them, so we create a new list containing those two points, and then use that index our data and then take the mean.

-

-

+

+
Mode#

 
The mode is the most frequent value that occurs in a variable. For example, let’s say that we had the following data:

 

 

-
import pandas as pd
+
import pandas as pd
 toy_data = pd.DataFrame({'myvar': ['a', 'a', 'b', 'c']})
 

 

@@ -351,16 +463,17 @@ 
Mode
We can see by eye that the mode is “a” since it occurs more often than the others.  To find it computationally, let’s use the .value_counts() operator to find the frequency of each value:

 

 

-
myvar_frequencies = toy_data['myvar'].value_counts()
+
myvar_frequencies = toy_data['myvar'].value_counts()
 myvar_frequencies
 

 

 

 

-
a    2
-c    1
+
myvar
+a    2
 b    1
-Name: myvar, dtype: int64
+c    1
+Name: count, dtype: int64
 

 

 

@@ -368,13 +481,13 @@ 
Mode
Now let’s find the highest frequency, using the .max() operator:

 

 

-
max_frequency = myvar_frequencies.max()
+
max_frequency = myvar_frequencies.max()
 max_frequency
 

 

 

 

-
2
+
2
 

 

 

@@ -382,19 +495,19 @@ 
Mode
Now we can find the values that have the maximum frequency:

 

 

-
mode = myvar_frequencies.loc[myvar_frequencies == max_frequency].index.values
+
mode = myvar_frequencies.loc[myvar_frequencies == max_frequency].index.values
 

 

 

 

-

-

+

+
Creating functions#

 
It is often useful to create our own custom function in order to perform a particular action. Let’s do that for our mode function:

 

 

-
def my_mode_function(input):
-    """
+
def my_mode_function(input):
+    """
     A function to compute the mode. 
 
     Inputs:
@@ -432,12 +545,12 @@ 
Creating functions
 

-
my_mode_function(['a', 'a', 'b', 'c'])
+
my_mode_function(['a', 'a', 'b', 'c'])
 

 

 

 

-
array(['a'], dtype=object)
+
array(['a'], dtype=object)
 

 

 

@@ -445,23 +558,23 @@ 
Creating functions
 

-
my_mode_function(['a', 'a', 'b', 'c', 'c'])
+
my_mode_function(['a', 'a', 'b', 'c', 'c'])
 

 

 

 

-
array(['a', 'c'], dtype=object)
+
array(['a', 'c'], dtype=object)
 

 

 

 

-

-

+

+
Variability#

 
Let’s first compute the variance, which is the average squared difference between each value and the mean.  Let’s do this with our cleaned-up version of the height data, but instead of working with the entire dataset, let’s take a random sample of 150 individuals:

 

 

-
sample_size = 150
+
sample_size = 150
 height_sample = adult_nhanes_data.sample(sample_size)['Height']
 

 

@@ -471,7 +584,7 @@ 
Variability**2:

 

 

-
sum_of_squared_errors = np.sum((height_sample - height_sample.mean())**2)
+
sum_of_squared_errors = np.sum((height_sample - height_sample.mean())**2)
 

 

 

@@ -479,13 +592,13 @@ 
Variability
 

-
variance_estimate = sum_of_squared_errors / (height_sample.shape[0] - 1)
+
variance_estimate = sum_of_squared_errors / (height_sample.shape[0] - 1)
 variance_estimate
 

 

 

 

-
92.39526800894856
+
104.65181610738256
 

 

 

@@ -493,12 +606,12 @@ 
Variability.var() operator:

 

 

-
height_sample.var()
+
height_sample.var()
 

 

 

 

-
92.39526800894845
+
104.65181610738256
 

 

 

@@ -506,13 +619,13 @@ 
Variability
 

-
std_dev_estimate = np.sqrt(variance_estimate)
+
std_dev_estimate = np.sqrt(variance_estimate)
 std_dev_estimate
 

 

 

 

-
9.612245731822952
+
10.229947023684069
 

 

 

@@ -520,23 +633,23 @@ 
Variability.std() operator:

 

 

-
height_sample.std()
+
height_sample.std()
 

 

 

 

-
9.612245731822947
+
10.229947023684069
 

 

 

 

-

-

+

+
Z-scores#

 
A Z-score is obtained by first subtracting the mean and then dividing by the standard deviation of a distribution.  Let’s do this for the height_sample data.

 

 

-
mean_height = height_sample.mean()
+
mean_height = height_sample.mean()
 sd_height = height_sample.std()
 
 z_height = (height_sample - mean_height) / sd_height
@@ -547,7 +660,7 @@ 
Z-scoresplt.subplot() function.  Let’s see this in action:

 

 

-
import matplotlib.pyplot as plt
+
import matplotlib.pyplot as plt
 
 plt.figure(figsize=(12, 6))
 plt.subplot(1, 2, 1)
@@ -559,64 +672,156 @@ 
Z-scores
-
(array([ 2., 19., 24., 28., 23., 26., 11.,  8.,  4.,  5.]),
- array([-2.05474009, -1.57618387, -1.09762765, -0.61907143, -0.1405152 ,
-         0.33804102,  0.81659724,  1.29515346,  1.77370968,  2.25226591,
-         2.73082213]),
- <a list of 10 Patch objects>)
+
(array([ 6.,  6., 17., 21., 24., 17., 23., 21.,  9.,  6.]),
+ array([-2.2664829 , -1.8256204 , -1.3847579 , -0.94389541, -0.50303291,
+        -0.06217041,  0.37869209,  0.81955459,  1.26041708,  1.70127958,
+         2.14214208]),
+ <BarContainer object of 10 artists>)
 

 

-_images/04-FittingSimpleModels_46_1.png
+_images/4ea9130c18f6c9092edcfbfd3d9298a271eb7716b3050b7debeea5b60ab82636.png
 

 

 
You will notice that the shapes of the histograms are exactly the same. We can also see this by plotting the two variables against one another in a scatterplot:

 

 

-
plt.scatter(height_sample, z_height)
+
plt.scatter(height_sample, z_height)
 

 

 

 

-
<matplotlib.collections.PathCollection at 0x7f42a4962c10>
+
<matplotlib.collections.PathCollection at 0x7f17f4f6a3c0>
 

 

-_images/04-FittingSimpleModels_48_1.png
+_images/197c17745fd675ad2c79da9562e652d12b2b669e1ae154b52079c7fdfe293873.png
 

 

 
You see here that they fall along a straight line, meaning that they are perfectly related to each other exactly — the only difference is where they are located on the number line.

-

-

+

+

+
+    
+    
+
+                

+              
 
+              
+              
+              
+              
+                
+              
+            

+            
+            
+              
+                

+
+
+  

+  

+     Contents
+  

+  

 
-              

+

               
-        

-    

+            
+          

+          

+            
+

+  
+  

     
+

+By Russell A. Poldrack
+

+
+  

+  
+  

     
-    

-        
-    Data Visualization
-    Probability
 
-    

-    

-    

-      

-        
-          By Russell A. Poldrack

-        
-            © Copyright 2020.

-      

-    

-  

-

+  

+    
+      © Copyright 2023.
+      

+    
+  

 
+  

+  
+  

+    
+  

+  
+  

+    
+  

+  
+

+          
+        
 
-      

+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/05-Probability.html b/05-Probability.html index fa1e638..d11223a 100644 --- a/05-Probability.html +++ b/05-Probability.html @@ -1,236 +1,358 @@ - - + + + + + Probability — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Probability

-
-
- On this page -
- +
-
-
- -
+ + -
-

Probability

+ +
+ +
+

Probability#

In this chapter we will go over how to perform probability computations in Python.

-
-

Basic probability calculations

+
+

Basic probability calculations#

Let’s create a vector of outcomes from one to 6, using the np.arange() function to create such a sequence. This function takes the minimum and maximum values as its inputs, but note that the maximum is not included in the sequence; that is, the sequence goes up to but not including the maximum. Thus, we would have to give 1 and 7 as the minimum and maximum in order to get a sequence of numbers from 1 to 6:

-
import numpy as np
+
import numpy as np
 outcomes = np.arange(1, 7)
 outcomes
-
array([1, 2, 3, 4, 5, 6])
+
array([1, 2, 3, 4, 5, 6])
@@ -238,13 +360,13 @@

Basic probability calculations== tests for equality of each element in a vector:

-
outcome1isTrue = outcomes == 1 
+
outcome1isTrue = outcomes == 1 
 outcome1isTrue
-
array([ True, False, False, False, False, False])
+
array([ True, False, False, False, False, False])
@@ -252,25 +374,25 @@

Basic probability calculations
-
p1isTrue = np.mean(outcome1isTrue)
+
p1isTrue = np.mean(outcome1isTrue)
 p1isTrue
-
0.16666666666666666
+
0.16666666666666666
-
-

+
+

Empirical frequency#

Let’s walk through how we computed empirical frequency of rain in San Francisco.

First we load the data:

-
#+
+
#+
 import pandas as pd
 SFrain = pd.read_csv('https://raw.githubusercontent.com/statsthinking21/statsthinking21-python/master/notebooks/data/SanFranciscoRain.csv')
 
@@ -370,7 +492,7 @@ 
Empirical frequencyPRCP which denotes the amount of rain each day. Let’s create a new variable called rainToday that denotes whether the amount of precipitation was above zero:

 

 

-
SFrain['rainToday'] = SFrain['PRCP'] > 0
+
SFrain['rainToday'] = SFrain['PRCP'] > 0
 SFrain
 

 

@@ -474,24 +596,24 @@ 
Empirical frequency
 

-
pRainInSF = SFrain['rainToday'].mean()
+
pRainInSF = SFrain['rainToday'].mean()
 pRainInSF
 

 

 

 

-
0.2
+
0.2
 

 

 

 

-

-
+
+

Conditional probability#

Let’s determine the conditional probability of someone having hearing problems, given that they are over 70 years of age, using the NHANES dataset. First, let’s create a new variable called Over70 that denotes whether each individual is over 70 or not.

-
from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 
 nhanes_data['Over70'] = nhanes_data['AgeInYearsAtScreening'] > 70
@@ -502,7 +624,7 @@ 
Conditional probabilityNow let’s create a cleaned-up dataset that only includes the over70 variable along with the variable called HaveSeriousDifficultyHearing that denotes whether a person reports having serious hearing difficulty (coded as 1 for “yes” and 0 for “no”).

 

 

-
hearing_data = nhanes_data[['Over70', 'HaveSeriousDifficultyHearing']].dropna()
+
hearing_data = nhanes_data[['Over70', 'HaveSeriousDifficultyHearing']].dropna()
 hearing_data
 

 

@@ -599,13 +721,13 @@ 
Conditional probabilityFirst, what’s the probability of being over 70?

 

 

-
p_over_70 = hearing_data['Over70'].mean()
+
p_over_70 = hearing_data['Over70'].mean()
 p_over_70
 

 

 

 

-
0.10531978481769277
+
0.10531978481769277
 

 

 

@@ -613,13 +735,13 @@ 
Conditional probabilitySecond, what’s the probability of having hearing problems?

 

 

-
p_hearing_problem = hearing_data['HaveSeriousDifficultyHearing'].mean()
+
p_hearing_problem = hearing_data['HaveSeriousDifficultyHearing'].mean()
 p_hearing_problem
 

 

 

 

-
0.06276150627615062
+
0.06276150627615062
 

 

 

@@ -627,7 +749,7 @@ 
Conditional probabilityWhat’s the probability for each combination of hearing problems/no problems and over 70/ not? We can create a table that finds the joint probability for each combination, using the pd.crosstab() function:

 

 

-
joint_table = pd.crosstab(hearing_data.Over70, hearing_data['HaveSeriousDifficultyHearing'], normalize=True)
+
joint_table = pd.crosstab(hearing_data.Over70, hearing_data['HaveSeriousDifficultyHearing'], normalize=True)
 joint_table
 

 

@@ -678,13 +800,13 @@ 
Conditional probabilityFinally, what’s the probability of someone having hearing problems, given that they are over 70 years of age?  To do this, we limit the computation of the probability of having hearing problems to only include those people who are over 70:

 

 

-
p_hearingproblem_given_over_70 = hearing_data.query('Over70 == True')['HaveSeriousDifficultyHearing'].mean()
+
p_hearingproblem_given_over_70 = hearing_data.query('Over70 == True')['HaveSeriousDifficultyHearing'].mean()
 p_hearingproblem_given_over_70
 

 

 

 

-
0.2633371169125993
+
0.2633371169125993
 

 

 

@@ -692,50 +814,139 @@ 
Conditional probabilityNow compute the opposite: What is the probability of being over 70 given that one has a hearing problem?

 

 

-
p_over_70_given_hearingproblem = hearing_data.query('HaveSeriousDifficultyHearing == True')['Over70'].mean()
+
p_over_70_given_hearingproblem = hearing_data.query('HaveSeriousDifficultyHearing == True')['Over70'].mean()
 p_over_70_given_hearingproblem
 

 

 

 

-
0.4419047619047619
+
0.4419047619047619
 

 

 

 

-

-

+
+
+ + + +
+ -
-
-
+ + + + + +
+ + + +
+ + +
+
+ Contents +
+
+ +
+ + +
+
+ +
+ +
+

+By Russell A. Poldrack +

+ +
+ +
-
- - Fitting simple models - Sampling -
-
-
-

- - By Russell A. Poldrack
- - © Copyright 2020.
-

-
-
-
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/06-Sampling.html b/06-Sampling.html index f15a42e..ecd0b03 100644 --- a/06-Sampling.html +++ b/06-Sampling.html @@ -1,230 +1,351 @@ - - + + + + + Sampling — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Sampling

-
-
- On this page -
- +
-
-
- -
+ + -
-

Sampling

+ +
+ +
+

Sampling#

In this chapter we will learn how to use Python to understand sampling and sampling error.

-
-

Sampling error

+
+

Sampling error#

Here we will repeatedly sample from the NHANES Height variable in order to obtain the sampling distribution of the mean. First let’s load the data and clean them up.

-

-from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
 adult_nhanes_data = adult_nhanes_data.dropna(subset=['StandingHeightCm']).rename(columns={'StandingHeightCm': 'Height'})
@@ -235,7 +356,7 @@ 
Sampling error
 

-
#+
+
#+
 sample_size = 50
 num_samples = 5000
 
@@ -256,7 +377,7 @@ 
Sampling error
 

-
#+
+
#+
 import matplotlib.pyplot as plt
 import numpy as np
 import scipy.stats
@@ -285,45 +406,38 @@ 
Sampling error
-
[<matplotlib.lines.Line2D at 0x7f56d46860d0>]
+
[<matplotlib.lines.Line2D at 0x7f16f1fe8200>]
 

 

-_images/06-Sampling_5_1.png
-

+_images/1b3f090e380a8f5d07f9e342e3d74a1431c649b3c013ed4377b62c7030aad27d.png
 

 

-
+
+

Central limit theorem#

The central limit theorem tells us that the sampling distribution of the mean becomes normal as the sample size grows. Let’s test this by sampling a clearly non-normal variable and look at the normality of the results using a Q-Q plot. For example, let’s look at the variable that represents annual family income. This variable is oddly distributed:

-
plt.hist(adult_nhanes_data['AnnualFamilyIncome'])
+
plt.hist(adult_nhanes_data['AnnualFamilyIncome'])
-
-
/opt/conda/lib/python3.8/site-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal
-  keep = (tmp_a >= first_edge)
-/opt/conda/lib/python3.8/site-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal
-  keep &= (tmp_a <= last_edge)
-
-
-
(array([369., 626., 925., 541., 357., 302., 241.,   0., 463., 902.]),
+
(array([369., 626., 925., 541., 357., 302., 241.,   0., 463., 902.]),
  array([  2000.,  11800.,  21600.,  31400.,  41200.,  51000.,  60800.,
          70600.,  80400.,  90200., 100000.]),
- <a list of 10 Patch objects>)
+ <BarContainer object of 10 artists>)
 

 

-_images/06-Sampling_7_2.png
+_images/ad5ee260a4412336e0b7fdb5e3ef108e2bd4eaa932b70d92084b08f6796d4b7d.png

This odd distribution comes in part from the how the variable is coded, as shown here. Let’s resample this variable 5000 times, compute the mean, and examine the distribution. To do this, we will create a function that resamples and returns the mean:

-
def sample_and_return_mean(df, variable_name, 
+
def sample_and_return_mean(df, variable_name, 
                            sample_size=250, num_samples=5000):
-    """
+    """
     repeatedly take samples from a particular variable in a data frame
     and compute the mean
 
@@ -350,21 +464,20 @@ 
Central limit theoremNow, using this function, let’s compute the sampling distribution for the annual family income variable and plot its histogram.

 

 

-
adult_income_data = adult_nhanes_data.dropna(subset=['AnnualFamilyIncome'])
+
adult_income_data = adult_nhanes_data.dropna(subset=['AnnualFamilyIncome'])
 family_income_sampling_dist = sample_and_return_mean(adult_income_data, 'AnnualFamilyIncome')
 _ = plt.hist(family_income_sampling_dist['mean'], 100)
 

 

 

 

-_images/06-Sampling_11_0.png
+_images/48bbf4b7bbfa6045acd47cb01e5b0f2758d71f6ed8a72c4eccbbec98d3316ca9.png
 

 

 
This distribution looks nearly normal.  We can also use a quantile-quantile, or “Q-Q” plot, to examine this.  We will plot two Q-Q plots; on the left we plot one for the original data, and on the right we plot one for the sampling distribution of the mean.

 

 

-

-plt.figure(figsize=(12, 6))
+
plt.figure(figsize=(12, 6))
 plt.subplot(1, 2, 1)
 scipy.stats.probplot(adult_income_data['AnnualFamilyIncome'], plot=sns.mpl.pyplot)
 plt.title('Original data')
@@ -376,20 +489,20 @@ 
Central limit theorem
 

 

-
Text(0.5, 1.0, 'Sampling distribution')
+
Text(0.5, 1.0, 'Sampling distribution')
 

 

-_images/06-Sampling_13_1.png
+_images/97d75d84c0642525dd0fd24a1ade3805740535d22050e62eca9e9f5096588d26.png
 

 

 
We see that the raw data are highly non-normal, evidenced by the fact that the data values diverge greatly from the unit line.  On the other hand, the sampling distribution looks much more normally distributed.

-

-
+
+

Confidence intervals#

Remember that confidence intervals are intervals that will contain the population parameter in a certain proportion of samples from the population. In this example we will walk through the simulation that was presented in the book to show that this actually works properly. To do this, let’s create a function that takes a sample from the NHANES population and returns the confidence interval for the mean of the Height variable within that sample. We will use the t distribution to obtain our confidence intervals.

-
def get_confidence_interval(df, variable_name, 
+
def get_confidence_interval(df, variable_name, 
                             ci_percent=95,
                             sample_size=50):
     sample_df = df.sample(sample_size)
@@ -408,8 +521,7 @@ 
Confidence intervalsUsing this function, let’s resample the data 1000 times and look how often the resulting interval contains the population mean.

 

 

-

-num_runs = 1000
+
num_runs = 1000
 
 ci_df = pd.DataFrame({'lower': np.zeros(num_runs),
                       'upper': np.zeros(num_runs)})
@@ -426,57 +538,141 @@ 
Confidence intervalsNow we need to compute the proportion of confidence intervals that capture the population mean (which we know because we are treating the entire NHANES dataset as our population).  Here we will use a trick that relies upon the fact that Python treat True/False identically to one and zero respectively.  We will test for each of the confidence limits (upper and lower) whether it captures the population mean, and then we will multiply those two series of values together.  This will create a new variable that is True only if both limits capture the population mean. We then simply take the mean of those truth values to compute the poportion of confidence intervals that capture the mean.

 

 

-
ci_df['captures_mean'] = (ci_df['lower'] < adult_nhanes_data['Height'].mean()) * (ci_df['upper'] > adult_nhanes_data['Height'].mean())
+
ci_df['captures_mean'] = (ci_df['lower'] < adult_nhanes_data['Height'].mean()) * (ci_df['upper'] > adult_nhanes_data['Height'].mean())
 
 ci_df['captures_mean'].mean()
 

 

 

 

-

-
/opt/conda/lib/python3.8/site-packages/pandas/core/computation/expressions.py:177: UserWarning: evaluating in Python space because the '*' operator is not supported by numexpr for the bool dtype, use '&' instead
-  warnings.warn(
-

-

-
0.953
+
0.953
 

 

 

 

 
This number should be very close to 0.95.

-

-

+
+
+ + + + +
+ + + + + + + +
+ + + +
+ + +
+
+ Contents +
+
-
+
-
-
+ +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/07-ResamplingAndSimulation.html b/07-ResamplingAndSimulation.html index 4a97c19..55705f8 100644 --- a/07-ResamplingAndSimulation.html +++ b/07-ResamplingAndSimulation.html @@ -1,228 +1,350 @@ - - + + + + + Resampling and simulation — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Resampling and simulation

-
-
- On this page -
- +
-
-
- -
+ + -
-

Resampling and simulation

-
-

Generating random samples

+ +
+ +
+

Resampling and simulation#

+
+

Generating random samples#

Here we will generate random samples from a number of different distributions and plot their histograms. We could write out separate commands to plot each of our functions of interest, but that would involve repeating a lot of code, so instead we will take advantage of the fact that Python allows us to treat modules as variables. We will specify the module that creates each distribution, and then loop through them, each time incrementing the panel number. Some distributions also take specific parameters; for example, the Chi-squared distribution requires specifying the degrees of freedom. We will store those in a separate dictionary and use them as needed.

-
import scipy.stats
+
import scipy.stats
 import matplotlib.pyplot as plt
 
 num_samples = 10000
@@ -254,16 +376,16 @@ 
Generating random samples
-_images/07-ResamplingAndSimulation_1_0.png
+_images/e0115ad0320e66a7e8511052792c5cc021ad30a05eff63158bb83575a943b60f.png
 

 

-
-
+
+

Simulating the maximum finishing time#

Let’s simulate 5000 samples of 150 observations, collecting the maximum value from each sample, and then plotting the distribution of maxima.

-
import numpy as np
+
import numpy as np
 import pandas as pd
 
 num_runs = 5000
@@ -272,7 +394,7 @@ 
Simulating the maximum finishing timedef sample_and_return_max(sample_size, 
                           distribution=None):
-    """
+    """
     function to sample from a distribution and return maximum
     """
 
@@ -295,7 +417,7 @@ 
Simulating the maximum finishing timescipy.stats module, called scoreatpercentile that will do this for us:

 

 

-
cutoff = scipy.stats.scoreatpercentile(sample_max_df['max'], 95)
+
cutoff = scipy.stats.scoreatpercentile(sample_max_df['max'], 95)
 

 

 

@@ -303,7 +425,7 @@ 
Simulating the maximum finishing time
 

-
hist = plt.hist(sample_max_df['max'], bins=100)
+
hist = plt.hist(sample_max_df['max'], bins=100)
 plt.ylabel('Count')
 plt.xlabel('Maximum value')
 _ = plt.axvline(x=cutoff, ymax=np.max(hist[0]), color='k')
@@ -311,16 +433,16 @@ 
Simulating the maximum finishing time
-_images/07-ResamplingAndSimulation_7_0.png
-

+_images/684ed5a242123b8f0cc26cbb69c339dff2350ea02c3b0cc6c98350f679a15b56.png
 

 

-
+
+

The bootstrap#

The bootstrap is useful for creating confidence intervals in cases where we don’t have a parametric distribution. One example is for the median; let’s look at how that works. We will start by implementing it by hand, to see more closely how it works. We will start by collecting a sample of individuals from the NHANES dataset, and the using the bootstrap to obtain confidence intervals on the median for the Height variable.

-
#+
+
#+
 from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
@@ -354,7 +476,7 @@ 
The bootstrap
 

-
# hist = plt.hist(bootstrap_df['mean'], 100, density=True)
+
# hist = plt.hist(bootstrap_df['mean'], 100, density=True)
 #
 # hist_bin_min = np.min(hist[1])
 # hist_bin_max = np.max(hist[1])
@@ -372,39 +494,128 @@ 
The bootstrap
+    {
+        requestKernel: true,
+        binderOptions: {
+            repo: "binder-examples/jupyter-stacks-datascience",
+            ref: "master",
+        },
+        codeMirrorConfig: {
+            theme: "abcdef",
+            mode: "python"
+        },
+        kernelOptions: {
+            name: "python3",
+            path: "./."
+        },
+        predefinedOutput: true
+    }
+    
+    
+
+
+ + + + + + + +
+ + + +
+ + +
+
+ Contents +
+
-
+
-
-
+ +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/08-HypothesisTesting.html b/08-HypothesisTesting.html index b7ad0c7..6bd1ca9 100644 --- a/08-HypothesisTesting.html +++ b/08-HypothesisTesting.html @@ -1,233 +1,360 @@ - - + + + + + Hypothesis testing in Python — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Hypothesis testing in Python

-
-
- On this page -
- +
-
-
- -
+ + -
-

Hypothesis testing in Python

+ +
+ +
+

Hypothesis testing in Python#

In this chapter we will present several examples of using Python to perform hypothesis testing.

-
-

Simple example: Coin-flipping

+
+

Simple example: Coin-flipping#

Let’s say that we flipped 100 coins and observed 70 heads. We would like to use these data to test the hypothesis that the true probability is 0.5. First let’s generate our data, simulating 100,000 sets of 100 flips. We use such a large number because it turns out that it’s very rare to get 70 heads, so we need many attempts in order to get a reliable estimate of these probabilties. This will take a couple of minutes to complete.

-

-import numpy as np
+
import numpy as np
 import pandas as pd
 
 num_runs = 10000
 
 
 def toss_coins_and_count_heads(num_coins=100, p_heads=0.5):
-    """
+    """
     flip a coin num_coins times and return number of heads
     """
 
@@ -246,7 +373,7 @@ 
Simple example: Coin-flipping
 

-
import scipy.stats
+
import scipy.stats
 
 pvalue = 100 - scipy.stats.percentileofscore(flip_results_df, 70) 
 pvalue
@@ -254,7 +381,7 @@ 
Simple example: Coin-flipping
-
0.0
+
array([99.99, 99.99, 99.99, ..., 99.99, 99.99, 99.99])
 

 

 

@@ -263,14 +390,13 @@ 
Simple example: Coin-flipping
 

-

-p_lt_70 = scipy.stats.binom.cdf(k=69, n=100, p=0.5)
+
p_lt_70 = scipy.stats.binom.cdf(k=69, n=100, p=0.5)
 p_lt_70
 

 

 

 

-
0.999960749301772
+
0.999960749301772
 

 

 

@@ -278,33 +404,31 @@ 
Simple example: Coin-flipping
 

-

-p_ge_70 = 1 - p_lt_70
+
p_ge_70 = 1 - p_lt_70
 p_ge_70
 #
 

 

 

 

-
3.925069822796612e-05
+
3.925069822796612e-05
 

 

 

 

-

-
+
+

Simulating p-values#

In this exercise we will perform hypothesis testing many times in order to test whether the p-values provided by our statistical test are valid. We will sample data from a normal distribution with a mean of zero, and for each sample perform a t-test to determine whether the mean is different from zero. We will then count how often we reject the null hypothesis; since we know that the true mean is zero, these are by definition Type I errors.

-

-num_runs = 5000
+
num_runs = 5000
 
 
 # create a function that will take a sample
 # and perform a one-sample t-test
 def sample_ttest(sampSize=32):
-    """
+    """
     perform a ttest on random data of n=sampSize
     """
 
@@ -326,45 +450,133 @@ 
Simulating p-values
-
0.0516
+
0.0512
 

 

 

 

 
We should see that the proportion of samples with p < .05 is about 5%.

+
+
+ + + + +
+ + + + + + +
+ + +
+ + + +
-
+
+
+ Contents +
+
+ +
-
-
+ +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/09-StatisticalPower.html b/09-StatisticalPower.html index cbdc848..6af349a 100644 --- a/09-StatisticalPower.html +++ b/09-StatisticalPower.html @@ -1,227 +1,348 @@ - - + + + + + Statistical Power Analysis in Python — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Statistical Power Analysis in Python

-
-
- On this page -
- +
-
-
- -
+ + -
-

Statistical Power Analysis in Python

+ +
+ +
+

Statistical Power Analysis in Python#

In this chapter we focus specifically on statistical power. We will use the NHANES dataset, so let’s first set that up.

-

-import numpy as np
+
import numpy as np
 import pandas as pd
 
 np.random.seed(12345) 
@@ -235,13 +356,12 @@ 
Statistical Power Analysis in Python
-
Power analysis

+

+
Power analysis#

 
We can compute a power analysis using functions from the statsmodels.stats.power package. Let’s focus on the power for an independent samples t-test in order to determine a difference in the mean between two groups.  Let’s say that we think that an effect size of Cohen’s d=0.5 is realistic for the study in question (based on previous research) and would be of scientific interest.  We wish to have 80% power to find the effect if it exists.  We can compute the sample size needed for adequate power using the TTestIndPower() function:

 

 

-

-import scipy.stats
+
import scipy.stats
 import statsmodels.stats.power as smp
 import matplotlib.pyplot as plt
 
@@ -252,19 +372,27 @@ 
Power analysis
-
63.765611775409525
+
---------------------------------------------------------------------------
+ModuleNotFoundError                       Traceback (most recent call last)
+Cell In[2], line 2
+      1 import scipy.stats
+----> 2 import statsmodels.stats.power as smp
+      3 import matplotlib.pyplot as plt
+      5 power_analysis = smp.TTestIndPower()
+
+ModuleNotFoundError: No module named 'statsmodels'
 

 

 

 

 
Thus, about 64 participants would be needed in each group in order to test the hypothesis with adequate power.

-

-

+

+
Power curves#

 
We can also create plots that can show us how the power to find an effect varies as a function of effect size and sample size, at the alpha specified in the power analysis. We will use the plot_power() function. The x-axis is defined by the dep_var argument, while sample sizes (nobs) and effect sizes (effect_size) are provided as arrays.

 

 

-
#+
+
#+
 effect_sizes = np.array([0.2, 0.5, 0.8])
 sample_sizes = np.array(range(10, 500, 10))
 
@@ -280,18 +408,15 @@ 
Power curves
-_images/09-StatisticalPower_5_0.png
-

 

-

-

+

+
Simulating statistical power#

 
We can also simulate data to see whether the power analysis actually gives the right answer.
 We will sample data for two groups, with a difference of 0.5 standard deviations between their underlying distributions and a sample size based on power analysis, and we will then look at how often we reject the null hypothesis.

 

 

-
#+
+
#+
 num_runs = 5000
 effectSize = 0.5
 
@@ -308,7 +433,7 @@ 
Simulating statistical powerdef get_t_result(sampleSize, effectSize):
-    """
+    """
     perform a ttest on random data of n=sampSize
     """
     
@@ -331,46 +456,130 @@ 
Simulating statistical power
-
0.7994
-

-

-

 

 
This should return a number very close to 0.8.

-

-

+

+
+ + + + +
+ + + + + + + +
+ + + +
+ + +
+
+ Contents +
+
-
+
-
-
+ +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/10-BayesianStatistics.html b/10-BayesianStatistics.html index 7e6e9b2..ddfb7af 100644 --- a/10-BayesianStatistics.html +++ b/10-BayesianStatistics.html @@ -1,246 +1,364 @@ - - + + + + + Bayesian Statistics in Python — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

Bayesian Statistics in Python

-
-
- On this page -
- +
-
-
- -
+ + -
-

Bayesian Statistics in Python

+ +
+ +
+

Bayesian Statistics in Python#

In this chapter we will introduce how to basic Bayesian computations using Python.

-
-

Applying Bayes’ theorem: A simple example

+
+

Applying Bayes’ theorem: A simple example#

TBD: MOVE TO MULTIPLE TESTING EXAMPLE SO WE CAN USE BINOMIAL LIKELIHOOD A person has a cough and flu-like symptoms, and gets a PCR test for COVID-19, which comes back postiive. What is the likelihood that they actually have COVID-19, as opposed to a regular cold or flu? We can use Bayes’ theorem to compute this. Let’s say that the local rate of symptomatic individuals who actually are infected with COVID-19 is 7.4% (as reported on July 10, 2020 for San Francisco); thus, our prior probability that someone with symptoms actually has COVID-19 is .074. The RT-PCR test used to identify COVID-19 RNA is highly specific (that is, it very rarelly reports the presence of the virus when it is not present); for our example, we will say that the specificity is 99%. Its sensitivity is not known, but probably is no higher than 90%.
First let’s look at the probability of disease given a single positive test.

-

-sensitivity = 0.90
+
sensitivity = 0.90
 specificity = 0.99
 prior = 0.074
 likelihood = sensitivity  # p(test|disease present) 
 marginal_likelihood = sensitivity * prior + (1 - specificity) * (1 - prior)
 posterior = (likelihood * prior) / marginal_likelihood
 posterior
-
-
-
-
0.8779330345373055
+
0.8779330345373055
@@ -249,8 +367,7 @@

Applying Bayes’ theorem: A simple example
-

-import numpy as np
+
import numpy as np
 import pandas as pd
 import scipy.stats
 import matplotlib.pyplot as plt
@@ -273,18 +390,18 @@ 
Applying Bayes’ theorem: A simple example
-_images/10-BayesianStatistics_3_0.png
+_images/9f1f56d1bfcbd545f388c9e92f859ce900425e3c1505f3d0c1dcdb283a04128d.png
 

 

 
This figure highlights a very important general point about diagnostic testing: Even when the test has high specificity, if a condition is rare then most positive test results will be false positives.

-
-

+
+

Estimating posterior distributions#

In this example we will look at how to estimate entire posterior distributions.
We will implement the drug testing example from the book. In that example, we administered a drug to 100 people, and found that 64 of them responded positively to the drug. What we want to estimate is the probability distribution for the proportion of responders, given the data. For simplicity we started with a uniform prior; that is, all proprtions of responding are equally likely to begin with. In addition, we will use a discrete probability distribution; that is, we will estimate the posterior probabiilty for each particular proportion of responders, in steps of 0.01. This greatly simplifies the math and still retains the main idea.

-
#+
+
#+
 num_responders = 64
 num_tested = 100
 
@@ -318,16 +435,16 @@ 
Estimating posterior distributions
-
<matplotlib.legend.Legend at 0x7f0804362dc0>
+
<matplotlib.legend.Legend at 0x7fd44344b050>
 

 

-_images/10-BayesianStatistics_5_1.png
+_images/400d417422ddd79a794f6b26e4a19aa29d931d54cff16d309fe5c27bef251f50.png
 

 

 
The plot shows that the posterior and likelihood are virtually identical, which is due to the fact that the prior is uniform across all possible values.  Now let’s look at a case where the prior is not uniform. Let’s say that we now run a larger study of 1000 people with the same treatment, and we find that 312 of the 1000 individuals respond to the treatment.  In this case, we can use the posterior from the earlier study of 100 people as the prior for our new study.  This is what we sometimes refer to as Bayesian updating.

 

 

-
#+
+
#+
 num_responders = 312
 num_tested = 1000
 
@@ -362,20 +479,20 @@ 
Estimating posterior distributions
-
<matplotlib.legend.Legend at 0x7f08042e3d90>
+
<matplotlib.legend.Legend at 0x7fd44344b2c0>
 

 

-_images/10-BayesianStatistics_7_1.png
+_images/ac08765479f0c7e2544c6a7d6ab4d363577b605f1a45315edb425259f5459462.png
 

 

 
Here we see two important things. First, we see that the prior is substantially wider than the likelihood, which occurs because there is much more data going into the likelihood (1000 data points) compared to the prior (100 data points), and more data reduces our uncertainty.  Second, we see that the posterior is much closer to the value observed for the second study than for the first, which occurs for the same reason — we put greater weight on the estimate that is more precise due to a larger sample.

-

-
+
+

Bayes factors#

There are no convenient off-the-shelf tools for estimating Bayes factors using Python, so we will use the rpy2 package to access the BayesFactor library in R. Let’s compute a Bayes factor for a T-test comparing the amount of reported alcohol computing between smokers versus non-smokers. First, let’s set up the NHANES data and collect a sample of 150 smokers and 150 nonsmokers.

-
#+
+
#+
 from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
@@ -402,20 +519,19 @@ 
Bayes factors
-

-
/opt/conda/lib/python3.8/site-packages/pandas/core/indexing.py:966: SettingWithCopyWarning: 
+
/tmp/ipykernel_351/61854950.py:9: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame.
 Try using .loc[row_indexer,col_indexer] = value instead
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
-  self.obj[item] = s
-/opt/conda/lib/python3.8/site-packages/pandas/core/indexing.py:845: SettingWithCopyWarning: 
+  adult_nhanes_data.loc[:, 'SmokeNow'] = adult_nhanes_data['DoYouNowSmokeCigarettes'] != 'Not at all'
+/tmp/ipykernel_351/61854950.py:12: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame.
 Try using .loc[row_indexer,col_indexer] = value instead
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
-  self.obj[key] = _infer_fill_value(value)
-

+  adult_nhanes_data.loc[:, 'AvgAlcohol'] = adult_nhanes_data[['AlcoholGm_DR1TOT', 'AlcoholGm_DR2TOT']].mean(1)
+

 

 

 
-
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-
HadCancer01
SmokeNow
03836470
187681

-

+
---------------------------------------------------------------------------
+ModuleNotFoundError                       Traceback (most recent call last)
+Cell In[2], line 1
+----> 1 import statsmodels.api as sm
+      2 table = sm.stats.Table.from_data(categorical_df, shift_zeros=False)
+      3 table.table_orig
+
+ModuleNotFoundError: No module named 'statsmodels'
+

+

+

We can also see the predicted frequencies under the null hypothesis of independence, which are stored in the .fittedvalues element:

-
table.fittedvalues
+
table.fittedvalues
-
-
- - - - - - - - - - - - - - - - - - - - - - - - - - -
HadCancer01
SmokeNow
03855.191336450.808664
1856.808664100.191336
-

Using these, we can compute the chi-squared statistic:

-
import numpy as np
+
import numpy as np
 orig_vector = np.ravel(table.table_orig)
 independence_vector = np.ravel(table.fittedvalues)
 squared_resid = (orig_vector - independence_vector)**2
@@ -357,11 +408,6 @@ 
The Pearson Chi-squared test
-
5.018427710130295
-

-

-

 

 
We can confirm this by comparing it to the result from the built-in function to compute the association:

 
chi2_result = table.test_nominal_association()
@@ -369,87 +415,132 @@ 
The Pearson Chi-squared test
 

-
table.standardized_resids
+
table.standardized_resids
 

 

 

-

-

-
-
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-
HadCancer01
SmokeNow
0-2.2401852.240185
12.240185-2.240185

-

-

-
This shows that there is an unexpectedly large number of people who smoke but don’t have cancer, and similarly an unexpectedly low number of smokers who report having had cancer before.  Does this tell us that smoking results in lower rates of cancer?

-

+              
+              
+              
+              
+                
+              
+
+ + + +
+ +
+
+ Contents +
+
-
+
-
-
+ +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+
+ + + + - - +
+
\ No newline at end of file diff --git a/13-GeneralLinearModel.html b/13-GeneralLinearModel.html index c01f82c..2a90401 100644 --- a/13-GeneralLinearModel.html +++ b/13-GeneralLinearModel.html @@ -1,248 +1,363 @@ - - + + + + + The General Linear Model — Python Companion to Statistical Thinking in the 21st Century - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - + + + + +
+ + + + + + + + + +
+
+
+
+ + + Ctrl+K +
+
+ +
+
+ +
+
+ + + +
+ - - + +
- -
-
- - +
+ + +
+
+ + - -
+
+ +
+ + +
- +
+
+ +
+
+ +
+ +
+ +
+ + +
+ +
+
- -
- -
-
-
-
- - - -
- - -
- - - - - - -
- + + + +
+ +
- - - - + + + + + + + + + +
+
+ +
+
+ + +
+

The General Linear Model

-
-
- On this page -
- +
-
-
- -
+ + -
-

The General Linear Model

+ +
+ +
+

The General Linear Model#

In this chapter we will explore how to fit general linear models in Python. We will focus on the tools provided by the statsmodels package.

-
from nhanes.load import load_NHANES_data
+
from nhanes.load import load_NHANES_data
 nhanes_data = load_NHANES_data()
 adult_nhanes_data = nhanes_data.query('AgeInYearsAtScreening > 17')
-
-

Linear regression

+
+

Linear regression#

To perform linear regression in Python, we use the OLS() function (which stands for ordinary least squares) from the statsmodels package. Let’s generate some simulated data and use this function to compute the linear regression solution.

-

-import numpy as np
+
import numpy as np
 import pandas as pd
 import matplotlib.pyplot as plt
 
@@ -250,7 +365,7 @@ 
Linear regressiondef generate_linear_data(slope, intercept,
                          noise_sd=1, x=None, 
                          npoints=100, seed=None):
-    """
+    """
     generate data with a given slope and intercept
     and add normally distributed noise
 
@@ -280,16 +395,16 @@ 
Linear regression
-
<matplotlib.collections.PathCollection at 0x7febd5275be0>
+
<matplotlib.collections.PathCollection at 0x7ff27f1a7140>
 

 

-_images/13-GeneralLinearModel_3_1.png
+_images/52b4a700144d39470dd1ef18cb796f381a9edfa8d0fac57763a542cb53d73248.png
 

 

 
We can then perform linear regression on these data using the ols function.  This function doesn’t automatically include an intercept in its model, so we need to add one to the design.  Fitting the model using this function is a two-step process.  First, we set up the model and store it to a variable (which we will call ols_model).  Then, we actually fit the model, which generates the results that we store to a different variable called ols_results, and view a summary using the .summary() method of the results variable.

 

 

-
from statsmodels.formula.api import ols
+
from statsmodels.formula.api import ols
 
 ols_model = ols(formula='y ~ x + 1', data=simulated_data)
 ols_result = ols_model.fit()
@@ -298,61 +413,17 @@ 
Linear regression
-

-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
-     
-
-
-     
-
-
OLS Regression Results
Dep. Variable:            y          R-squared:             0.522
Model:                   OLS         Adj. R-squared:        0.517
Method:             Least Squares    F-statistic:           107.0
Date:             Thu, 22 Dec 2022   Prob (F-statistic): 2.20e-17
Time:                 15:26:37       Log-Likelihood:      -134.44
No. Observations:         100        AIC:                   272.9
Df Residuals:              98        BIC:                   278.1
Df Model:                   1                                 
Covariance Type:      nonrobust                               

-
-
-        
-
-
-  
-
-
-  
-
-
         coef     std err      t      P>|t|  [0.025    0.975]
Intercept    10.1470     0.094   107.973  0.000     9.961    10.334
x             1.0954     0.106    10.342  0.000     0.885     1.306

-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
Omnibus:        0.898   Durbin-Watson:         2.157
Prob(Omnibus):  0.638   Jarque-Bera (JB):      0.561
Skew:          -0.172   Prob(JB):              0.755
Kurtosis:       3.127   Cond. No.               1.15


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

+
---------------------------------------------------------------------------
+ModuleNotFoundError                       Traceback (most recent call last)
+Cell In[3], line 1
+----> 1 from statsmodels.formula.api import ols
+      3 ols_model = ols(formula='y ~ x + 1', data=simulated_data)
+      4 ols_result = ols_model.fit()
+
+ModuleNotFoundError: No module named 'statsmodels'
+

+

+

 

 
We should see three things in these results:
+
+

Model criticism and diagnostics#

Once we have fitted the model, we want to look at some diagnostics to determine whether the model is actually fitting properly.
The first thing to examine is to make sure that the residuals are (at least roughly) normally distributed. We can do this using a Q-Q plot:

-
import seaborn as sns
+
import seaborn as sns
 import scipy.stats
 
 _ = scipy.stats.probplot(ols_result.resid, plot=sns.mpl.pyplot)
-
-_images/13-GeneralLinearModel_9_0.png -

This looks pretty good, in the sense that the residual data points fall very close to the unit line. This is not surprising, since we generated the data with normally distributed noise. We should also plot the predicted (or fitted) values against the residuals, to make sure that the model does work systematically better for some predicted values versus others.

-
plt.scatter(ols_result.fittedvalues, ols_result.resid)
+
plt.scatter(ols_result.fittedvalues, ols_result.resid)
 plt.xlabel('Fitted value')
 plt.ylabel('Residual')
-
-
Text(0, 0.5, 'Residual')
-
-
-_images/13-GeneralLinearModel_11_1.png -

As expected, we see no clear relationship.

-
-
-

Examples of problematic model fit

+
+
+

Examples of problematic model fit#

Let’s say that there was another variable at play in this dataset, which we were not aware of. This variable causes some of the cases to have much larger values than others, in a way that is unrelated to the X variable. We play a trick here using the seq() function to create a sequence from zero to one, and then threshold those 0.5 (in order to obtain half of the values as zero and the other half as one) and then multiply by the desired effect size:

-
simulated_data.loc[:, 'x2'] = (simulated_data.index < (simulated_data.shape[0] / 2)).astype('int')
+
simulated_data.loc[:, 'x2'] = (simulated_data.index < (simulated_data.shape[0] / 2)).astype('int')
 hidden_effect_size = 10
 simulated_data.loc[:, 'y2'] = simulated_data['y'] + simulated_data['x2'] * hidden_effect_size
 

@@ -423,7 +480,7 @@ 
Examples of problematic model fit
 

-
ols_model2 = ols(formula='y2 ~ x + 1', data=simulated_data)
+
ols_model2 = ols(formula='y2 ~ x + 1', data=simulated_data)
 ols_result2 = ols_model2.fit()
 
 plt.figure(figsize=(12, 6))
@@ -437,95 +494,27 @@ 
Examples of problematic model fit
-
Text(0, 0.5, 'Residual')
-

-

-_images/13-GeneralLinearModel_15_1.png
-

 

 
The lack of normality is clear from the Q-Q plot, and we can also see that there is obvious structure in the residuals.

 
Let’s look at another potential problem, in which the y variable is nonlinearly related to the X variable.  We can create these data by squaring the X variable when we generate the Y variable:

 

 

-
noise_sd = 0.1
+
noise_sd = 0.1
 simulated_data['y3'] = (simulated_data['x']**2) * slope + intercept + np.random.randn(simulated_data.shape[0]) * noise_sd
 
 plt.scatter(simulated_data['x'], simulated_data['y3'])
 

 

 

-

-
<matplotlib.collections.PathCollection at 0x7febccb2f850>
-

-

-_images/13-GeneralLinearModel_17_1.png
-

 

 

 

-
ols_model3 = ols(formula='y3 ~ x + 1', data=simulated_data)
+
ols_model3 = ols(formula='y3 ~ x + 1', data=simulated_data)
 ols_result3 = ols_model3.fit()
 ols_result3.summary()
 

 

 

-

-

-
-
-  
-
-
-  
-
-
-  
-
-
-   
-
-
-  
-
-
-  
-
-
-  
-
-
-     
-
-
-     
-
-
OLS Regression Results
Dep. Variable:           y3          R-squared:             0.008
Model:                   OLS         Adj. R-squared:       -0.002
Method:             Least Squares    F-statistic:          0.8369
Date:             Thu, 22 Dec 2022   Prob (F-statistic):   0.363
Time:                 15:26:38       Log-Likelihood:      -149.89
No. Observations:         100        AIC:                   303.8
Df Residuals:              98        BIC:                   309.0
Df Model:                   1                                 
Covariance Type:      nonrobust                               

-
-
-        
-
-
-  
-
-
-  
-
-
         coef     std err      t      P>|t|  [0.025    0.975]
Intercept    10.7813     0.110    98.295  0.000    10.564    10.999
x             0.1131     0.124     0.915  0.363    -0.132     0.358

-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
Omnibus:       62.137   Durbin-Watson:         1.699
Prob(Omnibus):  0.000   Jarque-Bera (JB):    203.933
Skew:           2.285   Prob(JB):           5.21e-45
Kurtosis:       8.297   Cond. No.               1.15


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

 

 
Now we see that there is no significant linear relationship between \(X^2\) and Y/ But if we look at the residuals the problem with the model becomes clear:

 
plt.figure(figsize=(12, 6))
@@ -539,75 +528,18 @@ 
Examples of problematic model fitx**2 in the model:

 

 

-
simulated_data.loc[:, 'x_squared'] = simulated_data['x'] ** 2
+
simulated_data.loc[:, 'x_squared'] = simulated_data['x'] ** 2
 ols_model4 = ols(formula='y3 ~ x_squared + 1', data=simulated_data)
 ols_result4 = ols_model4.fit()
 ols_result4.summary()
 

 

 

-

-

-
-
-   
-
-
-   
-
-
-  
-
-
-  
-
-
-   
-
-
-   
-
-
-   
-
-
-      
-
-
-      
-
-
OLS Regression Results
Dep. Variable:           y3          R-squared:             0.992
Model:                   OLS         Adj. R-squared:        0.992
Method:             Least Squares    F-statistic:        1.243e+04
Date:             Thu, 22 Dec 2022   Prob (F-statistic): 4.87e-105
Time:                 15:26:38       Log-Likelihood:       92.204
No. Observations:         100        AIC:                  -180.4
Df Residuals:              98        BIC:                  -175.2
Df Model:                   1                                 
Covariance Type:      nonrobust                               

-
-
-        
-
-
-  
-
-
-  
-
-
         coef     std err      t      P>|t|  [0.025    0.975]
Intercept    10.0215     0.012   841.568  0.000     9.998    10.045
x_squared     0.9740     0.009   111.473  0.000     0.957     0.991

-
-
-  
-
-
-  
-
-
-  
-
-
-  
-
-
Omnibus:        0.981   Durbin-Watson:         2.260
Prob(Omnibus):  0.612   Jarque-Bera (JB):      1.073
Skew:           0.216   Prob(JB):              0.585
Kurtosis:       2.735   Cond. No.               2.09


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.

 

 
Now we see that the effect of \(X^2\) is significant, and if we look at the residual plot we should see that things look much better:

 

 

-

-plt.figure(figsize=(12, 6))
+
plt.figure(figsize=(12, 6))
 plt.subplot(1, 2, 1)
 scipy.stats.probplot(ols_result4.resid, plot=sns.mpl.pyplot)
 
@@ -618,20 +550,14 @@ 
Examples of problematic model fit
-
Text(0, 0.5, 'Residual')
-

-

-_images/13-GeneralLinearModel_23_1.png
-

 

 
Not perfect, but much better than before!

-

-
+
+

Extending regression to binary outcomes.#

-
from statsmodels.formula.api import logit
+
from statsmodels.formula.api import logit
 
 diabetes_df = adult_nhanes_data.query(
     'DoctorToldYouHaveDiabetes != "Borderline"').dropna(
@@ -645,117 +571,29 @@ 
Extending regression to binary outcomes.logit() function:

 

 

-

-logitfit = logit(formula = 'Diabetes ~ Age + BMI', data = diabetes_df).fit(disp=0)
+
logitfit = logit(formula = 'Diabetes ~ Age + BMI', data = diabetes_df).fit(disp=0)
 
 logitfit.summary()
 

 

 

-

-

-
-
-    
-
-
-    
-
-
-    
-
-
-    
-
-
-   
-
-
-   
-
-
-  
-
-
Logit Regression Results
Dep. Variable:       Diabetes       No. Observations:       5267
Model:                 Logit        Df Residuals:           5264
Method:                 MLE         Df Model:                  2
Date:            Thu, 22 Dec 2022   Pseudo R-squ.:        0.1661
Time:                15:26:38       Log-Likelihood:       -1895.1
converged:             True         LL-Null:              -2272.6
Covariance Type:     nonrobust      LLR p-value:        1.122e-164

-
-
-        
-
-
-  
-
-
-  
-
-
-  
-
-
         coef     std err      z      P>|z|  [0.025    0.975]
Intercept    -7.3101     0.276   -26.478  0.000    -7.851    -6.769
Age           0.0622     0.003    21.763  0.000     0.057     0.068
BMI           0.0693     0.005    12.769  0.000     0.059     0.080

 

 
This looks very similar to the output from the ols() function, and it shows us that there is a significant relationship between the age, weight, and diabetes. The model provides us with a predicted probability that each individual will have diabetes; if this is greater than 0.5, then that means that the model predicts that the individual is more likely than not to have diabetes.

 We can start by simply comparing those predictions to the actual outcomes.

 

 

-

-diabetes_df.loc[:, 'LogitPrediction'] = (logitfit.predict() > 0.5).astype('int')
+
diabetes_df.loc[:, 'LogitPrediction'] = (logitfit.predict() > 0.5).astype('int')
 
 pd.crosstab(diabetes_df['Diabetes'], diabetes_df['LogitPrediction'])
 

 

 

-

-

-
-
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-  
-    
-      
-      
-      
-    
-    
-      
-      
-      
-    
-  
-
LogitPrediction01
Diabetes
0440050
175661

-

 

 
This table shows that the model did somewhat well, in that it labeled most non-diabetic people as non-diabetic, and most diabetic people as diabetic.  However, it also made a lot of mistakes, mislabeling nearly half of all diabetic people as non-diabetic.

 
We would often like a single number that tells us how good our prediction is.  We could simply ask how many of our predictions are correct on average:

 

 

-
(diabetes_df['LogitPrediction'] == diabetes_df['Diabetes']).mean()
-

-

-

-

-
0.8469717106512246
+
(diabetes_df['LogitPrediction'] == diabetes_df['Diabetes']).mean()
 

 

 

@@ -763,12 +601,7 @@ 
Extending regression to binary outcomes.
 

-
(np.zeros(diabetes_df.shape[0]) == diabetes_df['Diabetes']).mean()
-

-

-

-

-
0.844883235238276
+
(np.zeros(diabetes_df.shape[0]) == diabetes_df['Diabetes']).mean()
 

 

 

@@ -776,22 +609,17 @@ 
Extending regression to binary outcomes.roc_auc_score from the scikit-learn package:

 

 

-
from sklearn.metrics import roc_auc_score
+
from sklearn.metrics import roc_auc_score
 rocscore = roc_auc_score(diabetes_df['Diabetes'], logitfit.predict())
 rocscore
 

 

 

-

-
0.7854712362301102
-

-

-

 

 
Our model performs relatively well according to this score.  What if we wanted to know whether this is better than chance?  One option would be to create a null model, in which we purposely break the relationship between our variables. We could then ask how likely our observed score would be if there is no true relationship.

 

 

-
from sklearn.utils import shuffle
+
from sklearn.utils import shuffle
 
 shuffled_df = diabetes_df.copy()
 
@@ -810,22 +638,17 @@ 
Extending regression to binary outcomes.
-
0.0
-

-

-

 

 
This shows us that our observed score is higher than all of 1000 scores obtained using random permutations. Thus, we can conclude that our accuracy is greater than chance. However, this doesn’t tell us how well we can predict whether a new individual will have diabetes.  This is what we turn to next.

-

-
+
+

Cross-validation#

Cross-validation is a powerful technique that allows us to estimate how well our results will generalize to a new dataset. Here we will build our own crossvalidation code to see how it works, continuing the logistic regression example from the previous section. In cross-validation, we want to split the data into several subsets and then iteratively train the model while leaving out each subset (which we usually call folds) and then test the model on that held-out fold. We can use one of the tools from the scikit-learn package to create our cross-validation folds for us. Let’s start by using 10-fold crossvalidation, in which we split the data into 10 parts, and the fit the model while holding out one of those parts and then testing it on the held-out data.

-
from sklearn.model_selection import KFold
+
from sklearn.model_selection import KFold
 
 kf = KFold(n_splits=10, shuffle=True)
 
@@ -845,59 +668,123 @@ 
Cross-validation
-
Predicted  False  True 
-Diabetes               
-0           4397     53
-1            759     58
-

-

-

-
/opt/conda/lib/python3.8/site-packages/pandas/core/indexing.py:671: SettingWithCopyWarning: 
-A value is trying to be set on a copy of a slice from a DataFrame
-
-See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
-  self._setitem_with_indexer(indexer, value)
-

-

-
0.7841971861977913
-

-

-

 

 
This result shows that our model is able to generalize to new individuals relatively well — in fact, almost as well as the original model. This is because our sample size is very large; with smaller samples, the generalization performance is usually much less using crossvalidation than using the full sample.

-
-
+
+
+ + + +
+ -
-
-
+ + + + + +
+ + + +
+ + +
+
+ Contents +
+
+ +
+ + +
+
+

+ + © Copyright 2023. +
+ +

+
+ +
+ +
+ +
+ +
+ +
+ + -
+
+ + + + + - - + \ No newline at end of file diff --git a/_images/009548cab95ffa8a7e6e72674a984879b409cf5b162b4f47c3c9743f353493b2.png b/_images/009548cab95ffa8a7e6e72674a984879b409cf5b162b4f47c3c9743f353493b2.png new file mode 100644 index 0000000000000000000000000000000000000000..a27dc10536a8c7ae05146749f4dcddfcbe0729a7 GIT binary patch literal 10839 zcmd6N2UJt*wr-HEZn2=EQbbSz5m1Ws(5ztS9i%Ht5vidQz>Xrt9qCmB=|!YTjRira zDIEetX#qkJLg;}v*VcXRxo@Ad-x+V*GtPAkH6w(Tf31Jcug(9Vwx-HXCJrVP3bhk+ z@w_eywMi6(Vo3aT3%s)<9`hFdlXbsf?5^i* z++g6>oL-_QP!opa7n>Wa55+H|V`E>1h$+Lu4qzV8Ho^aztPG4ORPMRg@S3t49>Qz% zFFR1E7rXxS_QOJp)3)PdW1rvL+1inz#a(WeZ!EGEg-Y0D9kS~XnwLN-xO=xCFpD*MGOcA`)+`@gvukB^Tx zQ{%z^FZzPe{FUDWYK?mo43xFL5jm{PBk~$rB^X7nVZ6g zLhY8!pfjmoxNtAOX65=aJ)qo7IPX%?r~`Sxy-mZd+{|~fu>NSXw3Jl#)2FAM%1pDe zvf@r%3yzDA=NY|0EY*m%3@F#t)s09>%HO>GK*F>x1L|}Fdg`VuZs~<`7-trrTGU#H zPmWPRC()U3l0XW4YkcO+Ezjw`td}oO<(XF+?%%&ZPRcP(oNHH*r01mZP7aBSl9H0X z!@sGx&r~m7U!EJus5FCh25GJuT^yEQk)zt zl&`I;ix=k?5z+GS@K{-+wrKehPM$o;6!dNnRK)`=9p;!I?f~P547brIqs`p#$KF!M`0EZ1iSK3>9Yz~tO$Y(iyaKy_&CJTez`iuoq;7OS4GY^f zGCVAU6%-U~@9Z3H6c7?>dwk?vdzmxIPM95qG9D{dy4T*fU^t!ytYsR9ZvoqV0 z5b){42knh@I?t%r%z(LKvevo#JAUKcc~DB-$lN0`T{AKJT0>M;UY^GL_wVB*?D5p! zD3k(%#bUo#a=Lo#vr9!b_VrVjWW&Z_iA&oiNds@8IO>$)8n z-OHC#40DZLRm%$9MpXB+vN|-zh{5iCu6@W-;yruCwr^;5tfb3APe2dM^{%Iwz%~_upn|VWBRjaXN@fVOV$Di zX2Q{(xtE4QN=i!X;RT1-mAk&Q2|fV7TH+b%zfagSRC*x!7a~;cOQjrloqxQksT7MG&8C8Ejgwh^SuO{os;7+`<~SS zIt427bG~_HL}cXiiHYmiY;D!>oq47ivqSZip>U-r(o9$Db2X1Hb1wn59SCsX^>uZh zNjh}eEl&4m6qo){CA?)s|8!INtT%iG=V=SyX@6`)%>^i${_&Yx+wPqOG*#8mh~zae zG!&GS?0CqE`P9^8aQ5u&?Ck6WStB#odn_XOi0J5yiVC#<`Z77O`YHeJAyjEb+XZw84U9#*L4wixT# zm(C=`$jHbGYr7iA)U1@0BUjeHq^fjucOOq~Avb0f6okiMC+7-f>*E#tO3$V|#&XKI z9F8*uQZ>KW&NymZ1yH3DxHiPyK?vMCg0gKo>IT->>10L~V{1>Pt``sQ|f;rFx~#sFS9}(BdU!WkRq!Y&)_`N(}H4 zH@Zd5Jvt2H&>q=R&I7s9B%Iz)Jb@zS9bcgo7y*1EfRZTZHBnAZYI}C!k%V7>P2KaOlj{v*71W4P(ZIaG+{THEGMM2mP7V zjg(*4ZUy+LF|BA^L{!N6gMX49e`4{!6e|CVKb_$DT3=s(Y$B%snku?sq%}^`;b>i` zSe%?!{+3;wnOq9K$EBr>{1zr3#JXWqWOsl49_==b`k2!ZQPPGK=cjzlT*faMWY z3`WP-x8lGFW0#dmP;jo}#f+ohzrEv-bxVsnamlT97LdyQZVUePn+n76TN&pO~lfFc9o9s?0k+TT@}BN>E1BSx8%xuCXF}= zOr__PuAyNR;7nv<;z^82nNuR7ML?4n2M{cw`8v$K`kz~gW~Qa_VstT>hk&Q4{gqzH zt-Wu*y^!Y$hoI54qZ+K>WZDj1fzUiOCG0uUu%9?Qz7>6vK>6Oa#O0hd4pEl5poxsHbYd@mfck zk`zo+v_Hu1;*{A<;bTDE)ZE)~b9NbrPg_}8c|fJnXw5M{mB`W$Bw-UHUoD&MSe5y| zB*-ywaXk6k;=fhnnRz52VvnRaILf1oVor zWKD&|J}ja|Y#L+sl!QVd`tc=A@Bf^J=c(m z0NI>C$u%q21$5#Nw+Y$1cdvx&;Q5mlRo(21-txXvC0)=lX*#LO_JAbNCr-6q??HFW zwFcnwmnS!YOg_j#L%qME`{z->_WwVy>nl{_XDWk36JFo5Jl)o_9 z!{RCz8X78i{P<(ylp*v8LII*MLHs~`YK2#fwWzEW5w{`gVbmdH^WS1EaW@Tn$ z-Pxzw0!)}P)LkoRlVYcSG|-8VoSZ3serYJ&VQp!4rO7#fhd|<k2=?`J?8}jrVDOPv+ANQJRT@M zeFFoJ)>TJ)dmS0h9}FD4A|%Sk#|OTK1MQw!;Xz4XSnzC$m)6?6c{4uk54`B2`c^j^ zi?Zp1=omiB!qQP-sbt$ctE#5vLGoX`;3o$tu|3%Lwfx2!6|rGS{tK7DUztHi#wq$& z04YPCr22b>^%U7U)P=A&k3i$k&(CXCD&gc1_@nS8l!lLz>wUMOb}z!Ni`zEq17;r6 zh~vc|Ds*9rm;oMY|A7Oa$W#n|fW)5O@=W8P~vHgLJDs;WLjVgio<2tDQn zGy)rxm7ZP~TXgx|77us#;HYkQVn$&H><@OZL*fX^Vy zMc|+n1}d`o%?YwABO-xW_wR23yG|z(=<%b?iIm22YO|cj()Y`ti8bI)#pKHdq;Q_6 zrO99o^Ubmb2d{*(i!1+^T;cptpXH54grm}7ci&wG4|?zHk@EiO%z@HS=M(SCf~04U zCUq}S!#0?Er}UEv%cii7e;ShfNqd~9$9prNUXOp<&Zxy*fasgQPFenRfge(5O@INl z6xF@tF?-tRz0hC9H2>rRKi&>h1+!?h^kgS#XVoTXn%sAAt=u({&YzWa<-tt`E53uN z+fUE$7Cjv?Tg!w>4F4Tg|9;h)8NW30C*z(a(=y`b!DZm1YYQ!J#sD#O2nV6Um5(1fS4^WkznfbZczU^5xL?u>7qQ&aY zQ@5z8s?Gz0O+Z4>hN%w~1CIOu(kmOz`8=Gv8ir<%?_>Hn<*DL)XHf4L;C!c-7$Qa5 zEpPdZKaY+`Ow3DO8|H_$Z`;gj_LM)#`z<@E(yQS1o2PDAY$BE`Tt!w^7BDj6A37k- zKSd~jzS@XXk|igkg3qDAy>#Z44P<8|2bkdZ?byPHu_%xp^tCAHV&A^y4t(z;HZ65^ zeL?^|LAGA#K=0(_=L-+^t%)xtqL}ke1GYz(h-a_U_8U6eWTA z-r1G@nShLY+gT^LH)gpdueTppptbAyQu4~?7l_VkcniNNNpQM;zN4|W?vOt?^u2OL zOFcXBAnf_jC#~SdB9fB}`uh4FP=O3Vfj^Q_av#&acJ*o|hzdOTkSqYj z4-iLS=jP`2?FuS^r9Bz2gcg1K&E-eh2r=APwn0v@2gMM?O|mFrI3gm_+S}V7P%R3K zkWho#;Vml_aAWf7A5!8n4WvZQBcR!>yEs2Pmi4DY1qy;f>6P9nv1v)l(>^}T2|rru zoIZ#`;VPlDk@eZxeZI$Pk@+(og+ex|@-E!V!ZJeh?da{z22K8e($UogSqBD>QzUIm zRz-U*cP9+-@$)wT-a#mESn+~_6-blRDPmbpX=$e{M9c=-+F#eO5Ca)NBb#O9=WDJm z&KUjF2#%y0bC4X(36OGwjRm`T!S5rq#VMUYX7yx6fA{HfvT_2YBPV)gab_kV86tJC z5h>ub0AVRnrcOGCcYo%KHam(zvaOddUrPAQT|H_1;`AFUZ7-648L|Zl37kLB!TnRb z_ePWox4-^Rb_XGb@C0dnp{&`v%&EWFbIPP2M{Q#IWzz(FCCDugkcstIpi!Sba%Hzx z&t?6>{)h3@ZYME|zZ#Cr9NB==ik|y|Lq7pLF-8+&4<6|uIZwNeY=cA} zX?zWi`r;?YYZA18%MKT>(fCSL|aFt?0rP8d>(bpKO+ z8C;2sUNG&9b!@31mh&vCO^~R;#>S?0DN`r4z1q(!GCEq03}sOqxDoI(miP?jqvP}E zugDDK3D`_>d;pgA%jJy5_bf>gK>4&Eyk_Go|UO3?ZWpI>b5Shad%te ztink!Fb~>w2*R(89BReY*E`rmPxn`N=pj;Od1b|S8CUbff**<l5@3@8-{X&>0#S~xEi!XLr_{gTK)jX7j2}-JRsIHGsIW`~Q0O}GrNz4pphGR?> z!$P8X$l-T@kr#xp1BO3^hzv#4Ct>Nm$dzgd=y7XvDXaX-X*6U#wn%miAkwU~fdfrC zeOG$HGktjYYCpC`fq(6~VA6~FrPn{#F-!b*Dv*K&69`Zejbnz8@U`VX82wWv|4}{6 zhyJVCb<>rW)BiG+Bz?d3(7Xp3Fb(*SWi2`P|N6^31mx(U(wUj7qbbfBUfa34q#0^#Fe2ytCp1;2%v3-{J~+^rlI z&iiq_{v{L+cC=9kq&?zU0gX(V<-eb+4xsa#Nls7H-f<8@t;nFudLxvTN%B|3!0ZDmVSZRU4Z) z!rF*P;id2PpBfs(wG?O(J%!dmFx8bDst=cDXJ=0@FYk%PwrNPm&dx_ z5AVf-jjVI&$RIzDwm4N#H5cpyDn-NGJaL&;5a?LpHRI$t*?l>rFfg#5Smjg1F7N$9 z76O(=5Q3u#W&X*K$A+^j;$AJ!w`nB~!7XCz97)Mybug5S1LGBY(CO712)SaxSbom6 zBn;rbzuDT%NeqOrP#qbP4;dR8+VI9gXvSeZ8F+%+6mJXa%o&D_4hz%$4i?_uHn&xJ zITzV|IclqUf?H+ND6eqM(iLE(VKXOZXXyX}2?lC)E(Tw)xYzFP?rg~|wp>2Ld&p*B zoG_Z2Qb_D){o<{2eoD%li>KnH98cBZ%9Ejw<5?}d-^3Obm^FoS5>QjRNJ z2@CUzQlgVMh=o!(xbomp{V63SQlIxw=pJ%@^@0f`mR2DT=|dk19*4C7Jpu>+K1hHV z5E&Z)>#*hLQYZT>L5Pc9Y5C#ZJEvv$F=6lsQ(>~RvUE&MO>4OT9}oc`wAei`kPlTf z4wD$@Y1c9WOu@jUs7$H^C)c||6ax9f${Xf@r^pC~M6lFdo1B4-*7fu(4VZh9d>mvH ztC`EKB=5m(w(?woqs67A6S1~QUqYn^jzi(IhL6Cfv*+gAs)4QWX@Ge~&Q-JbVJ62f zun=w?O+PkZyi85r$X!@iV5yk}MR6U(xtNIonQ6-%ynCwx_rW3z3=WX^AG8{!58Dzs zKf?6{kJnscOfH>rU0s-hg`>f_`GV5x$T1QU5>kT{&b3epV^VTG5*bJX`LomwesgX7 z`0)!I&5*eIVYfdBwF(Ga-IqtA9pHEZ^6?c&l1tpjb(>P5W@KVgHDh4ac|^DMMNBjDb(2Kl!?x~_+BDW(s@809QegxI(93= zomW4#&lo(82Q=MhPB8As&dW16zOQv-tz{$g#S3kyr(oL4XQPld=NQ;PM?if@wv98$@71-h`}kb^={L z6R;?U#K-{zrB1bnapdGc3n8QYc0|s6dlv*|$PhGLG-+mLZ#WO(EV}t717kaYG0T8} zg{7rPatmv!fk(deYH*MOE94FkRrS7dO@%X2C&*PW5pr08DT^9R|mlDJf^5MN+`DMZ!P|ys$mY_f*x@Bf2P|kNg7+AkANg)Xah# z_x((td>G@_U2yw`wdIhh$`S-0Wgrh6hT8Pm@W6J$I)#8H4}L350Q(K|90~hY-cUBN zvrqW7IuUUWUydmZC?ew33`uWhRh8MT(}(X1QRHJ|V?jyo@q_s~ z1amKKTI$%4SOxS{FJw0m@bJ{Bz%S! zbPBBkj~~*!gut*MxDzb42ySFu3vMAKzTS0y>lq( za&PYwgr&jle7xsv&Vtoz|MKNX)^_=@#C565+w)9HKJoJN$L|+1i~(ccq7LUJ($dr8 ztVG!mP(K&6E7ohkryjxvIc5B%S1u_qsPbxrm~s>qz?$2D-?o_< zsJ4Ntq^G6TzA_W0g56=ao+OdFmM1bE1D+>)^|=Q5&}m&wFhXyNcdoIA#IOk}31In- zSlv3EojRiOm4$_+smg~6QpT_GQ>2gvKuVK%i~LYyA>FoF3`Rl6czE6c3R3Qh5xE=Q zzCBB&&jgZ|*=UbMYV5Y`V6#G^te?Q`AiusegnS;hI2L~1T}59Y7Fx7QzjPf^<{7`6 z`r^fBHtI#pf|)^VsIFx(0txrre}aR7R2_aSZXw3?fu$ZG(iFmUPyxQ zlR(<>h9Z5wt^4GPL_Z*|&F80QjtK~S#Lf7T#Ni^YgYVf^7Z*LknAwPnKK&kDv7o-< z5b{OVYX&U4hZKHgbv?`n5TyyuCpf^Qq6y?&6U?J|>Kr#>v5kPip=nR@`xoj@aqfyI zI#o7Zy?Qk!B4Qu)4)@yYJ~*(F{`~p-SeAzRFV`B4YIK=F?rf^s`adv-OWfEh>Jbq~ UKkT6ZS_*}^pm{$3tkv!R1Ju{Y82|tP literal 0 HcmV?d00001 diff --git a/_images/03-DataVisualization_11_0.png b/_images/03-DataVisualization_11_0.png deleted file mode 100644 index 6613dada560eafe13e58e77e2a6426c365544c6e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4470 zcmd6rdpuP6|Ho&HOLD8NC`6ZoE|??|6B|hx$JB0~65fKs)91-Ama!b^yuyDWNAYJXf+Iuy(_(nv8 z7~=82pVtl!BjM9kuU^7n)^vi057|d&PA~(nx{}BjK8*R8trm4Q8`#zrHELhB!=bY- zV(`{|(>3niMyui@cPaj`i+EjG&;IBRzkG+Ymiem>b?!*t;Cjb&-IKZshtgH6en1>n zzm?qjvyQe)Dy*ihpSJ4NQPHOjszbM|D*Y#kam~7d@tM>kMx0E}cyD=M{oJ@NDaj5x z3cs5v3zbL#uBDsf!E5EiYK5Wl^?+V$?#;X=w|!j9G?m|B>HqYC%s|psu%+oE z_sOfr%Qk%6u}7@e1v=B(eK$xD#fo8(p&6&D2|rdd+LmAk>D7CWsQGQ`2@!DI%NF@r z`>(P?c z5FR6kF&etsjqP>BC1Z-4zBtlgrtGFC(EynZ%JSCfG;lPqb(BA$N+A5k?WGzT-YHqRij9 zK=fRCHD$=^rgN1c$W2oS0wnK zboxKNXbj?mmFfrXc&pPVrUPu?+L{R)fa=paTL^gAOtEamZUQsqp6wd9MY!UX*bItN zYQP=c0HxB$wG$%T+vQ98tmiQWX@Hh<_V$HeP%CJ25u!kmpllX4FNRx`U_pVvHyD5@ z(TnM=Jx^5w56k-;Bj6vh1v12gRf!=!{6vz9RmDK3dB8+`^Y*km>Dn$2Fv z$#j4#e94zTZ7J2E4}#j_Q6d7))o!`o&Mb1dSadOxfL3ByM+Ss59IbszqDsOMq;tin72Blm$EFHVzj7J zn)mUl#nhmeEwwIMP&C-_)57{CXV&eU!R{cp5*_e9OpwjQ(3~KTgLBnz-m_6V{%sPo z_uiClQX!J<$be8o&v1D65IN;PI{!I&CzFag+32Xp!Y+LgeTu%BSII+W9T*YN@e=p? znlFs_d&M<~S>7AIh8;zMC1_91&#Qq_)xJ4cC~_D55o(66FD*f2HK_SLGzkMtfP@c) zlaNu%?83x%Wl^X1vQ&#k8}s88g}s|tI*dg|F^PLs-K$8$=diV$?nz13==94SprIU1 z*Wtf2_s@OVwZxyPNm2@0?!`}h|NP{x zUbQt%bg2j6ox>_C^e5!1UZ*NJPOtLlsCMFW8h4*M<}908b3L!=&-97iK!zWIN$R)3 zFae<_m0cVpSO*r5yeYAnN&_rlW$UmWTN5nU(XHjg2k%pA69Q3nRuhmhB;6w(FdkG( ziL03@pvc)XloGU1Zp>^NaP6Dy*Sq)QbfHM;Ep!|z%PP##F`@_%gkk|dJXUreNy0S? z+p-xYqv$a*XMTc@SClNj~?j|d%u3*qZ40dO5#{5 zx=vR8qIrXe(_+VqA?1}6u{{=C*VsU?XwLOe&z!swQT%89Im-2Uk9m;=Qq8$H`IdL* zJJbt;fIkF~e-#RcxF1&U;BET)?o#+U!b&!YIb3q8C7fo_RuZc8DXd zGx|I6DTetK2J-b0vgwxXnm02QAGw=nd++9b>$$qR3gKp!A7su>pwp-T8GRhoW6W|x zFCjH2CCmN45503@aH{{)qUM)!JA)}l8v#MlXkpHY9?CW5gfr_dcRSjg(17K-)Vx*9 zmx@_Gyq09tL~J^zn&tMJ7vYXhVM=iuwHG#{WC%jHgAQs$JE*y6)FU;(>DOMk0&w^V zf63UqK|b2YHzr*n`AwU?k5))sa0*aMar<0t{mh62Exwr!-DF?tlxc26j?lkemKV34 zcu9m9?w)v*&*$gPGN#_Uj?Kr*EUM+NaIG9&$Qg`8%Q<_FC>G`~`k#E9?GG=*#7l%9 zqYJ;pkT6ypYR!`S>`d=|>GzN#I70OWfqAc+^y2MxZJ-_ov*3&MPiWGNF zyCVZDe#*EmsO{B~NL2QTex){zADbov%=KP;}Tbj6`4f7 zt=Z!DdGk(u#lkda!tR+E|Gh+h*^Tr~%k@qE2dv2ps>w(HkSoKJ+~EtFvwA6mdq|Tj z==vO6f3KP=kKui$sUeZy3L%#M3ZR8|3rk1J+qFS7^PaGV{&nGhORIk-=U+tHnOzHj zORDnmy{YWkm`V-08*^3zc71)u1MKkqTWrZcE&=?`FDSPMi~As>PEb9DfEmA~>mw23 zAwv*Z0TqV^=dB%`&Q2^5ySvHxu2}Jej!$448GE$sN}~r3V*-X%Sm;wM6IA)iaa)g{ z*51=Yz18WuhuW>Kr(oqLD8DB4H@-mX(LR+J_XU)mgWPc+KX*^R zkctLyPTGbyvVAf>-+d&l$fmtbWb9&k7q)FyIXpC(tOjoHBqja5$<6gT3Y%I=MJV~_ z;QE)4GVY;SE-K3(WQHeL{oBh1RbFQwW7OFV!FfkMwmN+oH@H-qn}9bRj+Wu+mjD~t zM{#a2UVT1l?!yzW=TD63j<7NqWIcVl7$NK0ocxmC&?KUS&TY!8=c#Dx45b})-A zB%)22uWgwcF^z2p(ir51dOy>!`W%6C7Hw$KG8&jIfEH1jH`e*bj(2aY>mRU0 zXVAn{{-h*9#?_F-bSlR-tUh~@%T5C6dN!?RM3#*uyQ4oK*b=Xh*?~ki+I6;bx&=RT z9+paF&*(+tvCQWFjig(E5~V1iWbfAQnvv_x3F}aWqSLlzWYLdXcvo^FQ&XhGCpDK% zVT;<93s$C;{o>Xl@jb`SFf-V&A{F z5+_3r$I67*KyEUN_<^i<3-LAk187Pg3qncQ;i0}Wn47o;NmrPC@Lp`)pfjJW-LfaB zf3lbb&VBgVz!Zo%kO(h(Lu4PgEXx5h5moWw88%m!yGhg;(O*j!SH_ZI8>_FiG012) zcR*4+{Fe-kEj^lhdX~(^c{|0QnQ&d7R$`Nd-%~pnN{Tb$Wg&({$OLDMTm1AOOsgx` zL-wY_Te-Tb+GTg~=>Y|M7^8|yvS(b>(CirnifRNU-n?tek3vaBh!Jwy4GQ$+k!J>x z*tY6$EI7h!HKqkgQ$JA}Z@gKD z4ln}+=e-4PtTDGrjf95bH^~QkzGYoIl7TbK1h=QQ|Q* zkT-y}qb$FE11zWUIM#nE=^7s~q2d*L!uE%~o6#vDY-|?qx~$lfb_1|GP}j|L2@Xn* z-n6ChrMECrOuXihHKhkgi4#MpOo!D}GDu_h!Niw}s_rRqT06gAPSEU_{T|Hx$e)&u zPE}rB{%i9yrCede`tS04xa7|#2d}L@^|rN{cfS{EqJF}O`Ar2r&im+ZSfioD8PN|f zj@P8m2{+}$JXHH{lMD87VYIItd5u}v@Ql*MxY~cxQ_8)zwG!1_SLcR$)U&Sji6J%| zTB-$ik+YJQI+cTG9BfRnL7&*Kjd4Iz<*Z(XEiV))aq7^7c3wlq1*M(VDc=qYWA>s? z23-f`%UNZ>Y>XnC*$GA`qrr{4lY#ku-4LzW$}hmqEYo;IEDjp48~BN>I^7A ziEW6q{xAuUcujZ}fM(^`T6#+!VB)RC#^3Pyn#=Fivz=(02S&D%Ogh%HAcCUdR)t|I z_RDf`tM_3A;8>xSmKNy{yi{l0s>v%!P;j%U%;Xx+>!`KlK3wuguMP>Cw{4hxY#3~j z1fdcIW9Q(^olFo0UZymyXgX?{G6*Tel0!h|FNK3>?W4e3!Wo(|no7C1Br&Pek;{5S zqtJJpP;jGTW1VSso zivE?6mwITJk=%U1=0!>)p*epHWjxWLPv+!JFC%!K>FN|NndbaL=RQW8amlTgNVjHt zg<1=jOyc#w(4!l!uRDh43NiynDLu0PQH(N3iWUgfb(;znFt{(kq6HE zL1P-v6a65&Jv??E5Q`d%0|&~f>`Hpvp%2J~V3BiTISh}8POX|gFdlJtqe@>f&pYSGYDskGo{wX8|Ci%_u@mUS{e}(nxT4h9=4>)DBxDgomfT;;t zd>t&Y^^lKznM~zIY=Ap;DzTNXOg2I9@aW~0uh^D8;5bNL%d(#THw2SBg8vH2f0=X! zsRXw4rhi?YcGi1^)fJA5&}Md z>q8r)?7)xL67Agti9?{<6_u2B?mPsa6r1!zT)Xih<#qzzh8 z0B7Zud6)}ZR0|9sP~sdM5;NWa-i9zFeG`O0Yr$Cv=?OiiZy>sK!PQf>f$U#F$yD=% z3yoNU2z@~GxD|c^?uj&!J|YN$ep+!+sIt3YyPAMSvR90rC?b{VBOr{l=5^{3N8-oD zXdR{853V&TjmW!K{^D#o4e9xxFHA+#p7^t-xNRF$i~LJjF=7)h*K7LlKzzLDRQ;-+ zI2eyU3O80Po_Og^>B78@^~ef8Is2HtzgbS zFk5tb@%N$k{p&-6TmS$%Br%N4c&J)?Bkz5=iy!;YWIzRYv~GuD!0k6;Z|<)# zfW3d$2F8U^?IWXUV|AdV8t{s@ZM^5_BmlP<=}x%Qb#Wo&eo#wNst}$KXvuvxOaF(R zUjXd9exp$o(RJILk52f2m8!$$BQ7ss?5Zp#TKeC(R&NapGl2_(g2n+eiKfL8tnl zVT+KjkmQm1`*>RDNkj%q{68>#J(dj|PIfKUqwz)~wG0jrrQ`2Wxo$#{Pc#x!1UN`e zm?ZH-;E)t`gjQe>Lz0G^s*B$!4>T*6lY-< zb>S?HkTQ@ue{r>=O=R!YEpw^fF=DD07HHta41BmA0|zDgmly%8FW}hC`{lX;B)(7M zq5Bzud4xC0Bni#dgg%UqfBuE?f?F*)P5(c<3|y~qx%V7zkUzN8j1!nt)Bc72GqDNw z4^n#{@P<9OW5$K-TPVvvH@tsyx#Oov1g3H4uMitYHv2NtxO8?c6#O>2wdNGBnfI7F ziTuc_Kt1Ap`3)Q-aqYokG^J0<^dP z7KX9Y_~uv)`p5I2Al0^82rtJ`=?uR>3AM_ZqS%QPSS}4LHt}-k0p_f6hT4x6yHKWK ztSzeO9J|IXws7d0>0EWRJ>K1A5*WmF;=wL;=e=Ii`a)T{+}Q;#0x}`cw^^JUUrL=c zW=;hhgNzmFhn5{cGUG>Q{F9STL98mvEtH;D=eF%nx2IOJ!oH4G&0!Mij=VF>%(OVI zxv7&FAB}OH-?@g}Q?ILx^uK3a=ci6h6WxnjOjl`de`?-z7g1g3Nvj@MnyPg}t)ae1 zvqL-$N%TSa_R$l0OR9T055$~tGfBJE6K@v06{=1?UB~UO`1M?Tagvy-{lvh*l~z~o z(_m%_EGE?h5LY77uxHAC(m}>8crJ$-{iiRt2|?-^!I9&uU}{pqkaSpFp{X=D@3ay& zi7KrNpEO%YUGR+p@j=UG;51HCBPs_;8H;m{p=UcafR%Qx$+rVM3slLTT3^^vaZ-Ss zDd&WQT)$AgNmi@s^6+aU`MTFi1UA6i1hD_2*t1@-`dw2SX#$B96W}(eq-nmhK5;V(o z+$V^!SWWm^V_75H2Ub2E_{pG{18vOuc`~Ww=EMeZz;pBpC7PI}V5zzgTBapva9zxUlneep^Bb<#0LRjD+pT?b-GH)=x zR+OYynscP>Zlt9O;JEH|dYP2Nzy#UcfyEfRYAD5-N)#dlvwYciE*523uz4cTm**cJ zV1BHU4}tvDbHw*GGL2vEH9M*s`_Z?-kuxlcf0o&CS(1a?7@7s zTivh}^hRvk&kbfVT~oz?7h=9|JH5^(xVucTnE>>4HpMEKC7asW2bS#LOMajfSVY~MlPI2dwAJ^r$j5jVIUeNsf{Lwi@){l{= zLl+L;#l{eKo1d;iy6;KR8hl&lLlsW;HqZGCoibG9?jOG|TAO;ESy%R&Mws;%z_5g} z`OyJFG2GA;C@sM_X;;2$m*g}Ob=duMx(b&4Oj77=(#v&Ra>J3(4k%e%GW`ih&sQrw zXY6Ux67wA{*qfep|KeUf#jtR5D_ufLVTKAXS$$6HtA#pQGN?}?IMJ7(L9e~owWj!S z4mV;?@j-(HWsu};1~2eYl;`R5X&&>mFo&%Gm4icu8Q!^5_BaS*dx6gJ(wb|{c)_Gm zN0<$IF<*r#M%GmEW-aw;V7nDYd#vBke^0tl0fjaQ;z$`D7cRpsk$Qd2SmMT9ocKSb zs2r=h#}S#LeDKWcOpuegN38?N1xT5~Hfwb(tykwdt~l9XFoO1%DGe@Sd_h0buhtY zZT)dTA@K3aBAr1)9L7Q)Tt0o{fR=1ljE=qbco3qMKmWBF;??St9-C`4fhR&br?aeL?ALQ5T ze2`JO_4BpkYYw{v)XrOV*j!*LeHv@pjBT*J}6=g7;pLW2+WFT_^o~aygr=NTlWE(&SNe)JaQ=xT~oCT%oU> z;(N2h+4;f8kTFMen^Gf^E^(25_|Kj}S#kWYQl*S!{-C{(=NsPcH$-}kdse5I)EbJ` z&sp*{A2@wmWp9IicOX#Q0p)J5d!45?d++5%>Rwg5(R}N!b?UKBUuEp zZK3LcHK~Y&gdYkD=4gwVp(p5-l&21#mlTEt#1bpBqi0WS8|DGz%&c#sv!A$m+53?z z<p5knwqX`9;y%aP^S$1ns93?_oZQsEoyzfrW(|-8xFI zg+q-{_q>`I2e>mv+W6|X5>fO>sgNti8XSE@#%ZyQC={fvR7&CKxUR4!BZ`6(z|>-) z(5bi8fzKP6>M*n3Df+b-+2H;K_AYh;vl?S%kvk8^kq9eYj>JVDdV|yFV-_woo@_AT z(#bg#Q=&X_n=`|#E>sN$9+!q2PeHv8O4r9;Z!dNfA8i~th<~g7 z+KC2&GOtlmH#qAK&W5A3VNVdx+}JH*y@SoW+xJbAjz5{`rCg&>C)~{9#8t9jX2YNOs7?JxF#Ac22)hJ0 z$gIBdMiAF&rcp(1yA53i*8e^w3rnYZ@rH6`$a9LxNv19RguMJ;E9?#5(ln&R z`)ZY$px+z6QBys2>}}9nG~2o-AKF=X*N4O)9Okxut)-|rXSx4g)JD2x&nXl5quKDm zxQKAX@CI{Fx7dsMq{K?uZ%TuSW`=J%9ov-h&V3~St(Blow?Z_%K3D4p;=~4h3c;S*6ge_awEol`T=y;dy)lEebxl|$b;p=gr5kYBPo2&j zy&$7G_hrsMOsFtKH_Zd#GH)R0{qk4{;8o$+`Mk|{Y5nsKp#?+=?xTpongcK1*-n)L zsZY@n6iYRaO}tV4kJU1qK^fHXp%>Vw<5Y^2YA^Nt)>~9+l|~AC9SDFC3cMU7{c8kK z;jg|$Wx&mxv^z!e+!t;n^;P?`IcqF=07P2HxRAiJ=(sl?d@{U=T8fysx3|I6%22B; zI&)5BZmkA*+_Wtp!s}J9#nKnP${d2-3L<3g%h#>QIl68TUb4TzIL@6RZ8DpTwUa>= z9K9V*T%Q|52po4`CHmr4eeC9|!KE;E!o=g*h{A`*yjQ|Y!0ATn|7@fnUKwrGWV1TurEt2OFco$smwD{Piu`dw z7Y*GZ#yWvXW?j@4T9LgP`k9v5fX?l;ouM9 z7s0VZFhgaL4i3N@=3h=?Eg7%HX}apTj|&QZB3u5+lXh4y@#a#RFVE+r^wxOU$L}kP zW$8maQ_mw!k9F+)B!IA0+S`6VAPw2vb&q@1FV|4Gwgl`ycyZv)Ztu!Z`xG5H|H^0M zhs`~;%BbZ8R*bttYiy}f2Up>_u6}vf&CrNL5e8a13)}W0OAl7*(KXj~PH8!-WynhAt6t#k|Xu%$H&%O zfuoE~f%LD9IjOP4e18!daj&+(sNT7zd{zEf!<`rFG5JNl4toItd>+8f(L+Ms@vti8wbWZ_W{_=IF2>!4Qf!ORK_#<}jk6%=R-p*(bG@I(r+X;3* zdlk|fY9g0;WhyUu^XLWa9iRt(-`9kT{!FE)SFkRko8K=mu4m~5BwS}y44KI0PRx6} ziQ@S&!*49Zb|WaG-Pw3jB78V0Q0{fvi|`6NSXm-^nSlN3(~kweS}Y?xrk=B6ceqkj zmv6CRgnR}+cn-1NmJmz4FzMwf-!6ou#HZz%PriAjDz1m@J2v9-cUFv6`;4ocYvDaG zbWud8b|`Q z7cTyM(bDz)K^GG78)Hy#{^x%FA+uv&wQOvTTh?8l1qHxzJWN;)JlUWJ?5_4ywwjRH z;6z3?)rO&cZP?bja@mOUGMkLQEhSGSs=dAhnCnks8WL}Wt6QqMrS-n_{fgYF{T8); zUrfg$JiO4Gk!I&2TlU>7^w`Qb)|B-pAr3NW8W=Q_LOvLGAT%K=m_Wv}+0>xBxZAe2 zuPr{YBxQ?;ND{7gV%;`BNOHOHM8s-8AuyXj!@ z)JHO~)}0S9!1N{{E@sjWT=3i)C(qpKq~b^oJmfNUB(#-%-vW4v`ty_b^1POLhFt{; zE}b31LK8v{UIEr6qu8~4BSyXKksVOCKA%dP#aOb zl%ONZC^`k+w6wXn)%VI)HBCbP^X^6VD?j(oR0yhK-l^6B23Z@jQ_{r|PT2l4bELsDi7<$QS`? z2E8+Da+%D^{WSla2WeenUNHdo?&oF%jBU9E_@6)0UFWiXfmFn{&L4kGHgE;d&2Hhr z*z5PcGs{(Y8*mn@3-oARH&{s;xi9s5PR=R>EbP%uD?`Am$gGY_zvW8}(dGq$HNTBM zX+zz1)Z|o8az^;L*eBop1A8)e%&&#Ttin*D8;fG~BPJ?Mef6W^Ao(BfWM)pgTF!M90g#WK`q0j*q3YCMFwq(A{ z&n_Dai9h-xuPlOtn4UnR$3HbTT%FYNdz*i8AT}(C9mru!YN&8vwNBt+X{azO+}C>J z7QrD@&%9Y~`8^$YiKAsFQjGhw-lpT6zPEKg)#)~j__qiUz4_Pt zfK?gQ^)5wRDT7%%Jzzyib#3psPRW&9!OC`zdlsZ1DG7}co=aQjohwHH)S-(*v^v1)K|}2}G%DR=Ym7v~&~Nh5 z7q^;Ypwd(Xc)nwyIlB$+WJiC(a=w)=G&&2jiuMf5td#pK`8)T26?|ZVTy&ItW`DY( z#IWi3(CVp=Um0+gDu%7kZPXcCfR%eklK>1EOtB~qAKlMxD5+?t`-X!654HU+He8Ah zXFZdPv!UgKeZ317B53UQJEo7yu_#(Is6k&CjTlxWf z9~pLqS>~tmZ<%UY59Rp*3A3%n1*tz1f!%VPq7!duDh2C6L#`37?cOe6BN`Ue7R0P; z%q>PKCpGmArcVSTbr{(_FJpgD#$RkL@<%jtv5Um7IwvH~Hcf?PHdCi^>z+aEy zF>Fx2dB4FA#rW#i?9G_pABS8Yr16-ZL8D_0$f;B}^*4tH8|;07e4ZDc&{&-}Hhb;O zHWp}DH+~@LSk8vUCr>w$ZOpm^Y`X(a+`{usA58ns`IeZw-igLyQ)pOj`t}@_OSg71 zcbTU5uE^JTs7V-KkI%rnwr9Uw07GK1wWSaJ?iZMUIkWiWhuj-jjV(0R!eax{mmbJ7 z)r!p$@b+weTvYvqi}|b2cjlghlw=sZDx6s}Ebt z&Ny>()zYAjB)=~a?_~NbY^;@`)3-E$Sgrr&DI9x;UUA&#&S$&B4*lS)>(2cezC!wC zQ$pMG`AjD)k{?%Rj&6tH=GpGu6I#g4BhTXr>L-bn_ zhZWA&4Lx~uWXr=Oz8x6-dnUI$$?r*jMN+qT}G z;9&?MG86u(F|Qu=r+wrnq|Z4(@;L}Z!;0?(U;qIJ{VS-Z%(R{quZBJaZzh zOal0pDS+8ssO~**>XtKENihy=Z9h{b^WJMn1ybyDfi!5lE#{8V;X}X7JRaHi$Hy#4 zro^G;E9D&>b(&EL63L<;l=my})>f<(ujtA^si3(=Za zijwF8!gY+jp9D*KS@`3L+2if`dcau{$XwhR;HXU&{6Hz3`ZaeNvMX|9XTn)Z5y`59 za$vA!1C)wvHy==z{;mb%K9Q6=E6k%tnz*t`8mY|?3m~9qUQ*DT z?AG1y6U})F<^8Q~^^5%5>P(X=9&_xRf`RON1-czfwIN)>Ah1dsRK!uwR!5V=$et0kLTA| z2l#3um3`bSUm(eG$@GDNx8}ZV)R4afV_`T>C=CH6fyCBZm`#4z_~wKRojyo~)a9ki z^km*rMBBq@m)ja}il9tJgej2P{Nxw+>kdV&YR`)j<8SAD)(J(1bgqDqo#du^>bAUD zW;|vx52=gQ5$UokQHWZ7G_G#)=; z;%PwYPUzN@`>PrkxhX5ta~D9K@`Xwdy10GW1)OiQDuUMpZrt@y@lm2Nx`4NJ8 zYiClC4JRL?XN>!%Tt@gyb5t|Z{c@lZ1*8!vD_Lw%iZ=}c>ghkQ+qw^{K1VOZa1R^f zy6lmu26L`Nk|T|-ITdV=7R&(8-Q>4IiI3TfLh@03;D~v0{q7%?Pv_4qQHkrEGqKyF zd-)}5VqQK;fzFPB0Xsc57k-`QHTTj?uC4xg$tk(pj?6IpmI?$wiR)tD=Z5!oUl0n4 zL(yanLveVe$L$nDVh7uEH04x!Xwy^@CYf?U(-vZ*Pja!51@znbqUz}{qpT1pLh-}E7UP$ThP{JzaVLD|r6;v- z{46TT@qrS;Rbn**Qjx*6A#{#3$b<&z1#Ii2n5dLZDh)Jxb)Icr$BJ!k0Qkg4m+ ziHd(_g`Szp-&wg%=RN7kP%X!ivNynB+*c{k!oj7V6c|6{=YPBMD#}~L;B|k?$W)+w z@4P-fNv8+UyhknHWi4U_NU`*K&~G=U+UGje0QRS3!VqIA6<(?Zv8ILbdH|ar3hag(0#v0=9B+Fw-HrwOOPe#3$ z+4N+v@iKl@bU9;!RX!F7#rl$SJsOpddQ191nr!E?Xl=qKPSVS+$`if3p+%l+>%v51 zJoJjDg2@um1iJ`0eb&I{9n{7r0XVf*qZxO{k9U-m)O2>n*PHW<*cyf;QbZbrf&qxI zA8gWYvC(9BlIbe$OdlIWcdJ>oWZb>VGrmZp6L)b(BTH{c(A%6sDh`nXXxc@Yjf}t6 z?^CSNcOYj8coih6l+`?q%v2v2CCpY8UwGe(BmFF>FKt&err@@;nYoBBXa@*kWQh9h z%sgY_VjD|u&KY73>~#=6>@fSm0KiQ_=pVi*CKvTu69jNCwEDnYAS#`>-!6U8zxZ)K*FMUx=yV{O6w`}OYpFi~8L_O!~) z@jYwG_)T#foR6=ZNZB>Qd;aa3;VBw+=H7?QxUdo#Z7;!_Cs=Go#Nzv3Q7czUxDW}N ze}eJZ^VQwxK|=$4SYkP;iyvG$|9Kmz?WP16(4&glmJV4r9DW@$->Db^I$=zl0FBrg zpOpfX=#f&W2auR8bMu5{u0LGFCmR6+7j{K}{a|L`CWk=M+8v&b{#$DiF{@cX`vGP5 z*A3?IsINc;$X2fm9YKY_eU?^f5X`SpxjXwp{C>XEPU~xlmDuaeKL{eH62W#w3dQ)Q z7K*n37K#JrEZ?f>#$;Sm^^q0a?wi>knsF4Ki58);^z7qg3H0Pj+Ee*_?#=!KsQQ8p z@#{_Bj2#RId=cwsm0o~k1jR>hAuG4X7)do<@`7bfo)x3IrG4-%k_#LRm=@RGdpGN< zcesWE29F{;j9mAX{@zlMsVfx$&USmQIyJvjVBZar zc4Yu}AGNrj+dI;M+4okvs-)Y2$O;71+|N8vLAbyD9=bM_V}!231d6+PmU=kTg~M z>G2JBnD>7>SqzL*75AY08gP%dPm993uDtXz1;;|cqnZe#;4r_3&|2)J2bHYx|0u7= zUVF=}1lJ93lSer;P$i7m{dmq0yAS1;Ax8YWxwL>h;Rw!V3SSIsqu$({`0^~QlhFvZ zd6@raE+ov4_xdbd?56J}s{=UJVDgfcAUt0c=rSoG>LrW|3TV^@uP}^%@w%Ff-ws$3z5yb70$P?1|H0XW2W<>-XrvSJtPEuFAv5lShQKdZ~~; z*Mn3|Ok*wgfSWMxI-%F4DzyzC^c?{efi5ky#9R3;V-R#2flz7tLHf79u&9Jv+meW{ zQ2|=23(xkhB$23p_yOWIXtd*_2)C5IU33D}v3CMk29D4$vLG3P<41R##v!{JA7<^i zfd0d=&-P}|@50&Wk65>)5MANsty(RRIsS~wz88&7;G5Uhl0pCKP81#~5w!dUv$>x^ zyZ8#~^5QGecY#~X6p|?PO~QEa+0Kv{oQ<%G`Uv$EL9jJ6nFC6Bq<32$zCksxTAlzm z1G(jIi(VCleAd6^stb16$#UXREV4TrZ$ zn+x*+4USZ?BOpE;)82(qNKTKWB=Ia4h@x(@3$!?`c-9n^U!>S5j_9)3oHK9rB>6fF z(Q-gLgIr%K6W-7>Qrydb=>TruyRfdmn#?et{0C@X950p=xTxMmPFTLA>i=*6DD;jPvx(30yrkZ zgNUc7&Ft;Q3iDQ-=-f2!u}52Ton-QFpME>MT=SBQ8+jSdHA2Uxnp~GmwMKXVk|BTT zWiyjoD7J;Rt0!^$E|5|=c8Zd{Hhb$;PC+^O$n<$K6STyHxZn_1LE<%DE45rQ7{2S$ zqlS9}ckr^CVZ^c;*;A&6S2f<#JsI?0Pv+$cyS zsO?b;&}Rj7R<@KU`~qx5t_{As;s4t-ej!r??(KF;C8`8k??H-kYVaai^WgsjlW8u# diff --git a/_images/03-DataVisualization_16_1.png b/_images/03-DataVisualization_16_1.png deleted file mode 100644 index 3357c08e95c21438343dcf2ebb27e52b99efbe12..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 10298 zcmdUVcTiK&x^DmxX(9;HTd;uAgY>Et5kVB`y#bKkvp=Kk|$9z!ORWUsaMUh7-G@_j2@Q$vN4jEM{c0#T|yQ+y2q z5qJTw>o=|g-`L5UJOtjZ!JeqTxdHrn->?b;K9jzGrVj&w$Z7t*2u5ao&w($+U6u4) zwVa@??&dDmAO~~T_x4V%_O=!rZq_a^TPH^dzc9ZrFUMO~*Y}bF0{{LyzmtoNKoWaY zI0(c6QdLxV*@XGp!I5J+~z*wiGQiQUI&ev72U0x1%vF`w0%%;fT(`n-%y8$NwY2+slrFPH}C(Q|;o18NEa-~||&7d3U3)=*^FaeAPM;y3() zg|WP4b#=9oudi=u|1D};NRoi5Z;wRs>_m$W;F< z(hcoC7%clGo1S_{g19v-Y>;O~Nzq&5A0tu|w<6U=Q3Ft&x6mUo;W^AYfzu@ugqcp% z=?k*#F-jX+&~L1C7n*6(lJ4b%rKjD_p zO^=>4{Vg*5OirOT9~ev>X%*|stGSXsy_sG@xJ)?8#0#PH=nLT`ltk)}bB{j+gYlg4 z*@Hxf!L9te1xig(M3;`x{sH?jB<>pqikuXN80x%!O{1U>2GfK;3&b%Y$F^e@Yz(2F zVUDypn;Fdm>s-;T;jm3}{0swrCS`qHS!IfrI&SZl>JUAFOoxd($)R#n6s-IbuP{&i z#8?3g9(e*LJL|6~;(5I^ZazXxM2>dr|_y6WnFqs!5 z%^sRIP&$O!bh2tgP7>kHA45fpzn*6!%S2Ggx!Mh3VTuL4*MP}) zG(uXBSbg+U%4I*&36HNofhU*v?*c*>1X;W3P2nLD0gnuO77Q$twAssvHL#OGUjI4G zF_WfyotO|xA6kdOBz;OuRMboYh6TrG*DDt^K1&ip#S)QZ!1~j?ZsTVclRI4`+MQux=p7N1Hd!adR4<6h0usdzSUz>cf6Wm84a!gk%o8zjt1Dua|9AT%B)}149Phxp zFMq&Cm3c5qcVAEC{!e)4xB8Yj)G1|B83MqpX@nb*qToREr8%l|8y0>V6F zR>dP9aFjwUy`)}2(6*4yd@YJ()6vS9n%Y)5F5N`p4!0}TfkY71h!!z>Iw3sj|0NxE zQ_l*TfhjG4IkHz$p(WgBFrtK>lw+Tu*(KIWc_w!ivPjlR5ysb|BF&J}Egyl_-ez|z z8>;?7PH-FL5X$C^ya19xU-9uy966opkRjLTOe3!))D{gx`(PWZyKvtmjs&*_(J4Zf zOpbHOuEPmoHNnpU{~2XsBi0z+OwFFFVTq&jljMgWI6Q`rBoHl&BMX7d3z_A@Hu0}Y zn`b37-6Cv~H-Am$Be-RChF64pcN9*S^PHV4u>1Y0owTRmC)X6V{(BCSr9S4Z9K+~% zj<&6)r?JmMkCS0Ba{Rb~SiIAcl{R1UVgEu~3HgNQ%H0gD#Uj}I&($9;tiNzeYhnwC za#}CaZ-yJ;D6wuzs@Y z<6kv7OE&q0S2OKdNen8EUNoJ}?w2143ysRH- zo9K6@ySu$#vZ9k~^5w3NTI+?V9d6_5I&F*v_!-Qs2C)=d!{MKrW2?+Ad>xNBnr9vt z2^<;EW*yIyBx|hDzKABKG)LU91@Cc(zqB(L}F((D&l^iC)NRFSGg)jVZ|3j=)j(hG~t zr@~qa+p@xH_{mOnEH0;fevC=T$`p_|2P|*AB2RI?2$Oz&d%**yM*6chhS3s1L*eZ) zXkxP*R^#(0*NK>nDhXBBkl0URm4Hl|0B_ksjimC($0@MZKQk@84+cw$%IxT$QiRt? zP36W`rA|pMm+{}{dK?gIG|woCUyLA-VA$^Hv%t*Th~0GBVN%TV-91 z&LFhqV$utjhTYu+J)hCbj$C!l@$a*@`wSi2zRb;z%~6`Z39BwnD!Kl*B89v3shI zayf;k*noR}^Yh1!<1fzZZmaS~*fL8e*>gE33!{(I0=-|fo)h}%)kFqaf3Yym3^M`& zSC`Jf5+nXhk+W5nO61?~a_$cH25zJG$lc}q4gBx;dwJPT=5XxaE_WsGC1g!X9xe~w z1txh~U{%S}n(}39dt`BHlV0*&Fdm5Ujye``Y|idO{*C0H_p#brIEj!|`Xj5YDzat% z*|HKFr74aKlgSPokF;X<((!1nRvmFrQvqyt+Yw{fnw&ho{`+=kb8R>kPdFQ^hr=}O zKHpovRi3)!bhF)${Lwc##!{oV5_+o=ezvsM25az;8sU0~wMV>GBuPlWWIHLSxwCOH z2zKrNVOe{P?XP|6BBAr@d*H#@Y9dPob4+9nHQDK%*T#n3#WLLtBYYW&-|9~6s8XC4 z3pW$Be{3hyDY-t2$bCt>6?hLk@RY>Tu;+u1^_w^2!Uf~VP`bC|3xNc(Qf>5%MWpAx z!~7Ak+TWV)QriXwwuSJ{c_w0ccJ_NUqTxLByb_!}`1^Go4%{>23CF*UO z&kYAm+-+^zq(s=yY!*UU3B!C#7wN3DiL^Ps8LSPvA!bH@arM*Wq1?Br+{G`&`npD4 zr>*(+k0ibVw=Ax&Pjr1J0MtvWP%U*gev~r~h*sc^W8u9nF~C%ros{P?2sYVFOW#1; z*Jq_Unfd1J+y0h*l-=YT#FXKsZ&F7a9{{J<1S%%`)6&%R8u1gWYh1#wZ$GB(ntLHmt+y;tOTD?#bG?w<~Lup7r&kBWv&G z$B7k*y`Qyk7H%n}UteAR28|sv)$VCm5XH(!fGUxT!N85u5piN42m)b83gFBO*0IN9 z`66jwXGc7tV;+t^u0mN}D>7`&J`}l@-b4C`R8Fjf?|GjxZq7F)`mC?82nO)b;#vZU z%SDf)>qZL8u-ifqL6f^i4gybmpR(r{0HsMA(jD;`Dk&FZqQDksNKM8n&BFT}?0}Gm z`WZBZCI)i^HFX`{d_CY`mh76@Y)4o>sNXRV%e$;Qsv_uF=qER0&=S)@&R z0sg84$f-@%69n*=Qg*a4!KN-S?0!dtMX?=g?)1v1N<0^YFRl^QwU;H}WOisctygu% zeT5i(?^Q@uKPisatHm?;8PtW=D&_x>?Dn6z`C=tmwSB$DZwld5&R>>y%yIORu_vlZ z=J?Qbd?$l`e6Od2bw*G)R={*r?%fs_UPWQe4z80X80h6;8oNGDJ z0`xE|wvi6kB7yD>2*Nhzyee(gHmo{h2qEb|>3tA7Y@%}5YHsD;b%0%J7AVKJFFP$E z^P3xw`UuOJab^0~;dWG9ypni8_Ixd#RnZ4p(*3O6A5>oq9jD4KD2VxXJP~4hyyf?1 z5W7FPfqrCnxZ6Kox7(NMbH3jd$?zMc6*V1kKM02jL#siwjl6p8S>1Efy;r;w zn8C|7Bmf1-A+gBFy{8C&&y09Dh)P`BxPRAJMIR78TeL})`I z9ji?EUQ_P^p|X*nyb)T@&^szISbQX5VKs$C#mhySHDOV|dhv$pjzaum(2S5!RvrT! z@n(FiYHgcTbW6Zy?^0N2UAAi^L#42^h>PDW>d#N)*%yi>fCh)lv|Q5GKR=J45_V8z zGi`JO9m&;yFa$_~l56j{D=}cH24$&N1tgxt>JUFG$0g#ev3>t?1XHdRhbXn9Au%cK zi#VG&WKs{{#ayEhvwXQF$b;uie>OJOvrsOK5ihbMnipY(35X z#U&$=`6HMEcvzh+31x3VdG8?)J2g_k8!QBxuwMUQeur$kFIDog&Qb1hZOor3$-YN+ zvL5Nhq_tHoyZg7UUH`jb_!hmK^%d?|B5XbaA}|Da7ravYD~&_WH_J9!ntp+fOn$~r z^M}upI3RBIwr7JmyvJ*#hAKya3785gBZ)y-90|2OhJSRdr_cHEP29`6Ad`)j@BGmj z^3a6&%wX{L||C6 z!}${6rvPIn7S$IC=V{YnXTXodGE*=Bg2O8BLl=udd;R);OM$G>pY+9q++ASfbkE#t zE;>9MdKx=a9}Q^lB3MrOT|CRqS5UY!0S@=trHPs6u@HcuWqodyL_Ndf}9X28Nh{<)xHy6$$&kEx=~g753PQJrNh<+)-{|i?agF!v>uU@ zW|&Bzd;v0c_L3XZ`DNfHV$;8QuyQksoTrk{(`S(Ykl-T<6W6h{<--%q(PL~5hB%0< zX<5+#vvJ@6$6vUsmq{5U~Ep^6Tlvk6>fp%q(QbiV35)>ofj@>q{SRjUR^2 zHfWNaa-a0?g42W2luM?UpVa=;v@3zv(*dvotXgFF#pTJ95?~_%qnhD=CD>2tb^%a& z(p^9#UH>^OrgvvXyh+Mk{m*oHY#Pr>Zgw4ZXMIHG#Y&p$Am&i&d2S%Ta;RM*F(0M)?lVb`w!$lvXO zq96<7h_G8tTw`=ZE)5p)H;;^s(SxS59Yj~$dBCh@Ifgz^t7(s|gKmc^H3P!02N30! zKogOn2U5{BEhV0Exx-R|4CRO}OidY2>v-A1ePybR@g~{CWFNq#djdj+w>eT4K zOKAzb$MMF-{(#2s-M~Zmz0xrD6h^r=bB1mWoxPxB(T{1F-+q`ITN>-2hK4)$_Al!? z?I(1*==s-jrNH4eubjVvs4xt@g_#-0eOWpvXH)&rN3{xMr+fQ79UE5p_ugMTqg3G? znUZexI9gTFieCuAw82GK;}=p6&a7Fa^nVi4)$tNvcusiDi#yr#4;wox8pOd!k3P7J zB&1wS4zqBVEkzEN<`vYHGd_%B1+D~?uN%!G;Y@K*CAiEaj~$fj<+iLcPG$XT?CJTw zQ<_0xQxf1+@ox=PB?L-&EtbFGzHGg@3%=Z5jYL#BI`PEv&iobhKBJFIWKIFaJzf{j zK)+P3>hq5!4%+he76kBn`v5-%(7MRjZ^e+nOBVYn(=N4=BVm|@Z!_EOn{R`FF!x3D za|1r)czjL(|K8KORISO3>=d>gsarq9DHNm6zIuD@wPGHlb^g8G=E0bPyq0)Grim(? zSx&qpJ9Y>W5~^2u2{Ju?mIcAF7$}}Ee%{PD-eUf+b9vZ#?s3_rmkd*I6%-}Zehl|M z`wrj7JR8QfJd@fj8lKg!uTSiro9(S^iSc%MbEKE-YEq-Z9-wl^(FV~=>MQ6FhE1cl zwP}-p-&#Dg+K$GLSJxFfu%&AciJ1?^C7hqK8zQCi$aN`t!r>C&kq+Qt*jhYk^=-p3 zrx(J9pLD)8<-rQFY;3nQI&Z52O{1=%UY0}z62`VB$T z{Hx!)`FHU{`Cu1E{?)WzfiJOUC!4t#Zwu1jpB@8OgUL>n0V@_PFksv})Zz*}j%H~; zb)1gXpUU#{T?m(6(;j!0kG&A!wSax4N_KjE?9L~b?(}@Xq6pz*BH>BVVctD8)Sl8F zd)#Am$u6VoN5K6kma0iUBKAp9nx@*Dl!#nSp&4YC19BucRjc?_6%C4dpEhqFvsy}M z>h!|feM7~>*rVX8HhI|(Tn*7G^p5x>75ap@RP<;Tdqq$McqC7ayxL}L`y#wDRo`^AwTT^uYS{nk?R zI3*PDPTp%3b|(P1?3IkyZ-?}szMoZ^U13>7=ql3gLq!>n>26(PgJUo9zIyL1za-Wm zbQj0#C{{bF6_vp3XH2_*^xN^-DbZiz2{!Ww(jN136{{}`KClAmTagx(2PRGU*Culw zA5Gg|^|+fF4N{rn(7!KGjV*qni>FqvKPHSVNF}NRmW4QgB*4xeY*vIEfMFeO7}}F* z&dYQWP!TMGjl|yJCcVOT`zGR+{VmzH`f&s2lSr+TzU{U!LzQ!v0Os_GQ+ znY4q!zWT2!c;aPFtK@TFj?Lp?Kw6tay7UXdO9?znWe*0ZrRs9X1;TTe$zSs2em)H< z`58#S^@uM(R^N6;q=2MzSJK5+;ZEbKWSX*KYBEwtq=M_|p5!h-7Zb3&KqaZ0KzfT2 zFkJdA7lQYGe|j_CG`a>LT=n|2u1agtKWi>wLna8V{w1Xbeh^fYJmq&QuNZ28`o~z_ z20H$&{mQu&L8!&iA)oTbKK)$%UXspKm$APOzD0KnUceZ4&BroBmA}IptS=@q+!z`V z%2oJfKoDgO6zQtUa~q2?E=Sm=CfTMK_~Ww$2)%+^H*c;-zefh&7^9<(gVOeT?yCh5 zLe?Chq-a+&lfS9(di@@c>>m>K0v&LmNXz)RQRSZr?qH3$^#7wuOPXPz|7>Ny4{2jq zuWv9Sc~bo75AP2RKU=B|dnyO%fhQ08!otE#YtLTTgG4|elBmCD0XT0dDxUvag&eTu zX8&ILsw#hAfGG_{wwgnk2kcvsKD}v~=Fp1NNu4blyxuqy<=?8*C+K1I(UkkfKELC6 zB+_B`vOM{?Cd2gba-bZ7vcd57#%@U8CiY1Tp*;Jyaw(*JM!)6yaRkiqmLOZhwB7Ut zdJWr1I1k^dW%nkXU^twL-8iS)7Q@fTn~CQfo)%|7lSpRBqnxpn_gpP{T)oGzs8>TO zbE}+O=`d~ii%Kd7pek>AVFt%GE(Sm0jMY5L+`ogMX^<7AQ;tQ#No21}Gl@>>Zit{< z=ef|9K!Nfhen!Z9OyecXM|-HVJXy|~=lKLy8Bi%(FFF;DBapv|xB|Y*m%Gni!wsfS zXy19s+oGgL6CjQiIA0>^{^~ zXG1zjeWq=e_gS!V-mwG4G^7uU_)5AV+nPbDK8qlkM~{RUjd%c6vp`GRk*&N_HuJ}K z(E6^r;-viS*tTaMqTZtZRX}MGJMkAY;K2=!A@(pmFRsa&L#0UJt;V)cKeXQlFJVMF zEV6ankCXP?*AD*^eG_jK4l8H!U`z48n(|a8J6+k^sHDPCLfME!CGoy&qIPWWn~%=j z=D#PE^QET4=H6rB?%3bAPtPtoCEOof+Tnf8Vv&^F_l=d_-f%XpP0&mp@PMf8TvD1U ztsKYC0ev;@hyaTVdG(Jo zAx(~o|2((xe^=#bw4rW6NC^nD2f?&Q2gXsl|C|$A_Z<`8SMT4L4%^jhj`G|0Td>lo2e!Tcic?%+1Kvq;*A z&7k8%JJ`lXe6zY!WeEzYuwv1`+)RK^q1`9!ksQO^2Ry2$xxa;8sobbO?+969H^Kx6hjR|50j95VkqK+E&NCjq8%h0_`65%lC(`LHsh{c zjw590JO&W5q#hEbT}S?kTQWBh(=0@#gz*74(PP_nE59mKv`lrCu-_@3Je8AwD_F@G z{N(o_wo%foz5a+o5X3;%!o=ho%#p)s#jGXgG37F!aBw>VCV-q2ny**4cPd0)+*ncM zM$-p7oB_=YwoaPSg9Gca=sj%XY3tr9niA*>f?#V19~!W}1kU9+LkvML?u!^Kw5LwK ze-iX=zzzG;qd&wHdR2M^lg?rO*|PRC3)I5?b&KcRJ>e>6&Zy@Rw()uP2<9eXBRU@) ziEShUK@h7HYY|l3EB79@IGdH6Ktb5-iXSK zi|4457P!e>;EAnlZ&t}RWc>u?j0a}Gt?>fcZ z{j#MqleFCo*sQ-aWQ~~RsLr_k(rQaa5XCQlUz6gTwE=bMUxBn1**%Q(4~LEo8s7ho zITaf&C*QgGJ|ko^BUO3D(O^Lf*rZ8}-X2>Q5>LduxCzGy+POqVtc%EJp*zY?NECE$ z{}ISUd%m+k%FHXt*uioe6 z__N;=kz8PM!VN_KFeRKJkhX-{-5|a~zrD)rz&Y{cn0o>JUg|5a90wkMRIW&b+CXiw zjV=`k8`2!2%ri@4T?GB1yDFzEhey)hCMoabXIU>>Qh_x62Tv}h<=*tvGf|~YnsJbN syyo08{kM|=2gCn5?)D$gHeC2Up-8}?hKEgnbABLIB@M;$CuV{F3uugb)Bpeg diff --git a/_images/03-DataVisualization_21_1.png b/_images/03-DataVisualization_21_1.png deleted file mode 100644 index 898750228d25de4ac78906216e870878287f459f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 13916 zcmZ{L1yodR*EWqHHH3ilNJy6;4dNgo9YYJq5E4pvhcc8%HyB6^-3>!GNOwsINXO9p z2cP%(zW4vv`dN#`nmL^N+;i`}uYK)n?+H~?ktf7|h>wPbMyT)-qJf5n{sH*KxrYP1 z6NVcq1^mHsl2y>U2mE;7GlK)K@$6sfIiaE5C%yYcADQ>P0^SsHmeY0Cw6kz_d*f)1 z_U?_dy{(=n)kzQ z;o-eS@Vc--^LM(XUmnZ;X0G@d^ZB!^*k(&sw?~e4SL9ZFUOJ zAPMl7*>GFbW3Sf`Vex8AaM|=qWr!TJ0>m}6`@>CGAFzS>D^X?__WdXO8ZH3{BZF&Q zNCwtnde`>=4BmS;Z&k&w6L z%ZQh>UOc7LmxE}iXNjz6h>-~~RmvyLmHLn@^AWM@kkN(4PG6iOX3jG=|kV&&V#l+}7ov#xU+DO$X-`qIXqJ$_G1qvjJ#2M_Jnk57~Hep)W2h|WA~L+6S~ zy_rtcuwIVyHhFP{9(JO)w20nYpSslCeIhf;c!!mk6Y@B1tS8yo7OBR`GFGQqjNq?G z3gk9@N1lvd)JCa{zEkJ8eq$|DeAj~Ns?6!IrqqPpqViHQFUqkmd|Omsdm3vvJ#E~p zY&t2e%ZHL+WBOckDptK))i@%j0xVMZg=j5)f9f*SR%!6$;^G2R)bOynSfQ8e_~N4X z-6nz8>hl-3L-J`iXO?NVV>)xEjuIgSdHqj*hUo5IreT(h;b*d z8LPC{q*I9wkYU_t63rIUlo4A4g@Pe`E^5rX@97qODkRe>Xf$d~ob9xCx|agh4BRbl zRz0Jf9v26zk`g&Rt`4raA_ewDN=M%*c$D+AX+CsOUaPXD22o6ETIcp_i~Sn!KH+kY z4Xgc-O=_(TaL%d>FCFw)I@X|YWXH(ylhj=V}JR9v1+{3Nw3(l^0EMnT{CW93p^SO3`?E0%mWONU`& z?W6Yim0EYhMT>I}rPR|FoojP@lKM}YXd)#1Ez zQ%hFjqN!Hu=bndM`JG1>7vwkB*UzLB`c3S$D6@$-TaK9|MSbj5FPyh^_eurszw$UM zd>0YE+4=1@r9XU;eyNn$b^mxnVa{b?pKL25j{)kd?WZn1sBwX@i3@j7V}#ol~(8%>VPy>7Gl z8(REy)-U@+U!AwdGP-$oLjTZqQa|@{d}rwA`O!@VTD$q-#Jl0`b?B~f z(}!DIsdnk&sFk$n#+L)!7IxYop;{%?V5BJ)m50KhRa=4)i-@z-gR?tWxvXSp^nNIlQ{tHw!NtM;tVvR?0a&FBRxa%o3=5TOv! zviee;+UAu0%|M3j#Gip|H;DYr!Aeh;&-vrR++TMFua*vRWoqrMw{+CcEJBZ{dk2ap zL_FL$5mLnGo-O3FT`|PBH0O&GW)LGMT&7$1DzM&;r zOZco~sA8mmO^yA7Ig5g1f+tw96ZJ!9l1QT3lc70P{NwfzmDbVCNEkP z;VVkC9ogXgoOZ_z(YD`<-;eM%B;#~iu~mIKfaCMH=@fwkEBDkIp8Rn$lqli_{L8YX z?*QVqgKV}Fy{>^3%tW_v1A7eN>~h!{LzlYtjS&df-Pe%l5$)hg5(@UwlRtNKWBox< zlp+Q^=%92yNh*tN6z9aG_sdJLm}j#F`Wf>w9}vZ|&#YM5JU=)c)HE3i6!AXt49Wa? zRmqzVx5+S21bp?)j;!uQY+jn^ld$jR@k$bAuG8eDk+A3dfKPYDTUJ?gIWxlr5 zoB{B3?x6PteT_-*Bxj|N!nCbQ&v*GmKCpPm@OMS3SX^heF~!)|nqJ;(L=TD=aAhD} zYAOsPv39X#p})s6DBoxFc1wY3410$X-ZIP6D}p-rgzwa-Cn%+5~kFHP!fs%F9nBu6v+5SAw-QeTLk~=s3OZ=1JD0 z^^aQkeH_U?`cHW0o}2_rf2?RAy}9uq1<^gHen>a?)95wTgZawA>`d$13r~h9pOPTU z8yf+^kMa%&i%p$tf$^yREQ6d=+gF2Y*_0Ebr9Stn`>B*%)kQ;&6wiHcL1MvGuyIUF zubtRj#b;L7sHUpqAvcSWd>dSzhqEE!T_@(YN>7DZHV)>SY@24if(!G`wd%-0RMTvM z)NP)3xCOhAV+3mfj@%X^em?p1lA4CBg`qgjzO~xJ&Xta5mD0|3+0v4D4IFjjFK#^F zJ<}+EcGEocsN(g#1|$!?NH_| z$mw;tT09|UJ6_qFR2EwnLG)UR3s4V>rv*sXKRGKO+vu<(-v3>XXDBL~0C;S7P15^{ z`ykSh!}Fez6Y@mpLH`xIch#eyJ5;@WEf8j4NtEZYSbmhlXK9-$7GwpgV_N~R5x*vzYQdZ{z%oM&-IM&W7vro&Jdmk+QNf{j5@*B!N z6V{yX7jV*b4q`ZtRM%VkRhBbpzxtM16X(U@@M&8?%{4(b!5?)^%gJTg_qvCY)Y#_E z_XxiNQ4QpnZl8^)rHHSR+oE-DJc*7#s!iHW|76pK(lRvaSzna^pythW0PV!i(ARIT zs24cXYRN7S&Igr*SvMT6j{_tedvY~*kvDI>#Hw$-9`P;;L?*X=w~?ZiZnS&Q<~6w( zcb7RlRDC;=d_i27o6Zm*yyUKaGuQx`g{*kaQ)~^&bBB#U9yGexW!$^=##u3~r*lgq zuKsaUt|JV_u#AGQe-y-VJcS!om-n<@-3#|J;;sUp3zNt`TJzG)DEYb?p01s@Q6ISH?rN9X2>= zdPMaHZSD`|R#Wp7*Q7CA!w7Ldk&}V<7hVfejTRfEpBP{$;urq(6Q=vMF!}UoOo*(; z)Y0}!n^naCyN6-ZTSA2W;`yVRjVrR$XT2QxkAWxy{2jg4Y>1O*Bk0{`L*oI-0j?9? z9!c+BF;y4fL^d%iiP~Bq)Rg5NYWUSyOXx^na$~c^dwVZ(WiH%qp?a=Rv$JO_(3M(y zX9gbQijNI3_zSg11uI3Q_g`@)opkXgk<6x3`Z?Nu^#`zV(Cd)1RXkY0(v|@rEv)4w z5$KX)<@<-F{j|HY5?@}2+^;=Mwxj;}U6Av=bP$ir@esfq_kV^JLR|4+%Tb;5iD}Ks zz3W}K7fpk#rNI^6JYJrJ(dlj7JRB=PN-!Jof0_9!zp$*g<1Ri{u-wYGUvCht1Tdtn zSH72v4^K7H?Yg+Gm2kTzr`Ik0@Md_q!FTrf!F+_4vBte7BaYE8z$WifW9M=Bk~~?X z$`z3(*`?dY&5^wQ=2_F6$DmrV3jhS)y*5hxuMb@IXgmGVr9MCPb!D~jb>T6-Hg%0< z!SesKGkXv;+<0#9CDtP!rsv0)sMvKWHRrrAcB4c`-m}8#W`EiI^mB|sKM+}IKW(Xo zOC_bny&fCy44Tg0z&M8_P~%c}oHn(u(|!^Ak?v8xlgC9@>~E5Xt%Qmb2V-pYDsMj` zxbsUQ42%p_H%eS3{4@>I@xF?EvMkPQ1+3@RIzE%!_O0fvEyDw!T2$~4MTB8*o87xd zWlmlT*XMe7N#?dG(_Mq?%8+L*(eC}qN-zQa_43=I6w_S6Lzo*U4&L!hA!&z1~c+r^u6Od%QtM~3jUBBfT#X;@sqky;>29Oju zdKInsu{qNRKFRGYD;E<_x+?7`TLC_MusdXFKfbDabLv5QbbI2H-Us(CXG>MQy%7RH z=IZF9$c3wT<(uYPpM%Hb<_o_nZ52dMnXX6NaHmpIhKhOVl$&?c&pJNjl(LIPxmD9j zH=oRA+0q-9esB|JI24Okhn_E@$UK~294KSHz|EE!1@^cc84vIPV^)H^=jSZ)a%{N1?2@4YO6bE?)Gs!KM zs7#-^pC+oDzckNI#AgBi)f=yAS_@c{^>k0gBR*W(ry|_Xr#urNgXevfWYjdHPu~5Z zAzHVe%uns+;#x^`df|9*)^xR$SDYk}i_5$4hyKr!BfGTs1sYfjy?1sl+UCA5yEmXh=wSon$agh6 z1d0&rj}cGVwl&|%Wn7t2s`^E@v!R6NsIBxr8aLL)Pfq0Q_lZ6_pSImowo?AuFw)_n z>Z2g{!?ET|#b6VyYCRFQB!2HeCw^-wmaG81L*Z_CaVT;-KM| zBfTe#Gn3hZWSBn=_*|I_Zl?|dri**xt(D=Ejz@YyK<(K6RAJhXpZ(+Q^{{SL)@mtO z>H~2#Lv}wk2i<%nCP0e?o!p;PXG*RHv-TJ_mBs`0o`|289Z>!-a!5p6@`^;-{4#Ac z>RCWtSV&E!4CbJQtjBT-!#F7KOHZ``ITFo&naZup`?+$~;*O+j$SISORF7}m3>SL^ z=?@BM+DZF{(nFG-=J&@Jdsg~i3iCYXE@v!^&Nnx6=CDRTR|{u5-X3zdJMXn4aJT3; zH4S_fuz@oyah!b<0jI?b(P2L?gv5h>tEZ0KoPDh+fl7 zy4+j%{u#vz@UZ5|y2v*QU*mN_nXSAFQ@#1s8G`^60Tq%}002TT24+WqhAPpmHr_HN z0d>F@El)~)y8!9|ltlVfq4BdL9-C}Ag0QpF=FQ_P(wi!4;^JaeriSN_ z-7*9t08!)IQ&re4Q#|65hsxmA5$?U3wa>=ARK!#tASZ?)#-b-K?nv%lC2AdJjJ=!|&5|xTLlfj~gotvpTF&QMeRiVF5H2WRb>+{6C`ddjc-53SdZ9j^P!A*YyY*G zX?R(}>zZ6jMWmlarQGQC^8vZw`av2MB{R0>!Ydnvuh=3$ZPSHEJtyX59~*Vd*O``r zUH)+&r~-XUO*uO#pvS*SJIjyQ1T72p$Us96A9UzN{$@Mg;J|5-w&~tKbi-AL7G+BD z{rn0DZ&r&u!O})T^jJkHw0)MS^!eOi65Bton7ZTRbPi@N%y?)=a|RV&bS5Dm(u_uO z-yQ`$Xl#`c0+cX#Hz}xxJbI_HcaJpsH8_S5?05XwPZtuCHpz3WW5_*#NT*(<(6PU! zc8xbt;G&UaotgX&<4R)+cENPI<@tE4OCc>kC3_JSq{;oZoVO5OJTVPjJx ze`i|6`tDnL^nUW_J-Jm*P@d5+H_pq0+{CT8bQ#D4_{#=(yQR7Lx#%47RWBDK zrHHdQ8RQ#xTzcWc z+Y|@LNdb^Aq&4M*Q4%xujEN)ol!74!qtX1?=V#o2HtFKh@TB?E#r*(4+|2oLZms%Y zXBKZXWJ*m7rgT(l&J#E`Szn$k!C1Bs`7@F~J5NvJo~+&nbLMPHUB5v7?CHDLHZgP0 z)h(y5uwY7pdOhGHT~}_23RB-6#HR!m=z9 zh}4X4QtQa8qU4$8<=#%J6pjJ_CIk~@V=efdq=Q-sc!=lq=&4hiHKT+La5P;tRpQ%A0y*=gwze%2E2 z8*t!Pp#$g(SPSIQv3g%N zHo%UUB*YS55VbM{yAVz8adz8~Z3>jRdget1fc~i~Z6sKsX>CQqs+rxv_HQ7l7Hz;lmTofH#v8 z?&9-;n=#*GoI3sq(hqQ=@e+Uz?2GJ52cXh(^87a#uXPyPR+>GH#O=3?H(%< zCl5pn%j@RZA$fp-T z^lP&c*NUgJ!tPHW+|R&aN8h2>{&>V5c;YRaA|5 zkYs9<@C7$Qn6V|f$M#WF1b<6=VisRdZRW1JtHyJU0shcU?BIK86ZJNC8%%mg$chb> z%n`+~vbnPkDV<7AiEwFqEPwWgxAyT`AP+-GotH!ud34tmjrMl+qekR98(_aryo#2_ zSqP7D)wIemo}!#4D;XmP(U8Me1=7I5IRo3-fn-_Wse(4KreZR3kQM?ou)ug;x`A69 z?a=P~HR4HrfnK|Tq6$?Zf&8qx=Oe>c@}Oz_v?wp3(Z#&2F5jpEigHPEVE2eSfB%NS z|AJsZXBgM%IvYGy1I(H4>1IS0T@P8UNwV)t?jz#@67Dw9l{hRvKKnlVsqXNTw{0zkA78jJl_~1}bMu*iYReN)q9V}V zu+hQmO!~5RC($cHm`A76a!zfC!{A{rCRrC`}JwwUGJz*@fKGi*vr+qvKDEB(9cF(1~8kX5SLay1|)&aVU`Fc^(wYRT6>_%EsJCG-PJ6rqY3g57 zQ}aMD^#YK1FUzAGcgAk+FdMd|wJ7nyn~|Yr&}wmSXN;IK+8(N0wB6`Jg-?KU*Ix;U z1Pc(N;sZ8v%(*^Kbg$r65()z@HHz^>MD-cOm*@(o8_iIq6k~Vy2#7uWU5l(2>f_rF-F?&wH-K~)DXFTc zrmx;nHRkK63KkTe?04|_tND@v6q+ly`R;lpuzfLY-285fa%lSEm$ z((CxO#$U1^w828vNp}rJF`k6aBnEpxQoQo6)o@2UdjUE9W%T_mpM4128QtjE(w=)h z>`V&{5Fu!mUPkbDKE1=1*X-c7fasdoR+Xs1wdOOynuPu}jfJVty%BHJ+h4d6Ig0?< zIrf6JI6WVc8Qx7%Y4i{b&fPNb{ZuGtQ2sO(&?m08zD57_9&hc%_||FU29mh3A={tj zgJ(mN)Q8>l*`px-M$Eepc~;QWV-qEYdivB@r11Ifu%nbh_fl65@t5bh-2RpkR-)e1 z-)pPk61-pru_5{JZtff6!ZlCJBc|SbLqjr4nk_1r{sZHWSv=TMosC22$oF%7R;gkQ zjiQl&GXT9O&~G)MWvdRrn>wP7)-s3=T8O1TZiK6xSJM!)6LKi(1#$lC1}~0S*l8)E zGeou-Lc5(+O#MDo-SxqsJS_i)eB`>KMh$~IB^3wQ#y`=&{-I|qoC_4K1e)GeKNSZ} zbAVIjR>?q{8wWH0B1dcNnOB)_Dn1kcY7X@B zr}^-!7<|@QBEZETAON!o#ZExXG&Pk?HOJ-sPOM;gBS;BgrC$d$cH^Nc-TV)x(oOp5C>GaRkW8(KwT8LUw_J?EGK+I=WKG_{hRC=O8*EC{Cf7isNXT#cv|gMd z_&MSIb4Q-9Os&B;!d3%RqmDv0nX)!j%O*T9)4JhOpYSv%U{V0^cUEA7k8X z&f)tLm;@g+3>Y*^hX69)Z@OXrzlX$bwf_n|DGO09k69*Lg6odso;xCiY4Cu8d?fW zN0eDx;#d;xC~WWwq4%@E34WB7j7zF7pjufZ2<!Cd;ZTmDuTo72L&8qiPad#z{4SNC*B)^=MNrnIeYnHdQ8UYVl|dl}GG zs0P9J7CF^0Q7J4_4Jbv3(N7Ud{7Hj7;UlJ6X|RljW9@We0f{=sSfj;5c&nRgwD*qF zxO{Y4ghC%lynhW9`t}uYMQg?!?P)fI{-(t1`&xEyB`DpMp?z8|(x0)E#6vT4^t_um zV^4R2lOKKii>FWW#8RUmS@J%1TH|RKMyM85|HS6{!EPmb{hdh@Kbn~GXzcfrOVGPp=jY11JQ|j@R5-v^$K zL^xDP1-kO>d+KefC(x_L3poVZ&I{xs(8-KuX&yeXEsu<9O&YP-(0|spQzuZrY_p zq&Y(W&%sDNQUbKe2o4HZM%KlOhBOySe-6K=RCS#c$zS-HH}cms`0&=>Z{__+GBK^y zZ)I>9K@uS(^d-ms?| z`}*&FF&1opKwg!#j?Tw45d&x)C;7$azlE2K=I~4~yJBR~_lc#uD4qZc^>Cr47tZM) z+B@gy+}pC1(im?RD^F(78fQX?P1P!^jpxva0g2{61i-ZtDC*&gkYCp0cj6bsED>(# z{z@83Hj@_96?`-QZX|_2TRB${(95(yo8J+BZW)V=;5~TvqPHQ59XlTo9=n%69`&her{pZMEABhSO`2lJA z=Hgl|iHTePtpsHHVo1Mw$%*{I*CLi2$^Q-lXp-sW6l};!q$$)#6Y57uVDn4F)So^?!%~vWHZoP@HYTLTBH^%X10Z+@|?F;$C3EJj^$Ko{5 zhsM`U11eah!u+$3)4;5bqw(E|w2uLxFn zw<9Ac7i(8*9P#3sS=rVGacSE9_b?PRQG{b^%8EBb_s&6R?*&99ctUBPGyT zL09$1k`C||{stYLI_G_Zg(pC<2vcae4>eZ|a{(&k8G1#0qpa1q&jyBX?&4dxD<+UK z^_@8&w9%L=w1flWCeF4DtyVsDIDb=~b^>|BR9sruS<-HWonK{^ty1Sx;Z~Slc__i!94pdZSt9HIi~ykIrx?;?o1e6QmCw zw*GDc{Y{-1tucWikv$&3OxX+F+-v;^{&%s9Qr8f(P`FuGw`)`xJ@_yW{>NeWk))B= zzdruExMoWO;5f5iz5m+K>gMWI19_5W{vRDA2b7Mez%k1^;4Vx)4*;J?CHQ%cI){OxQrHno+C@5gPZ=&f~bf@^u zGyp0rHF$&)Sv%z1s~K=Ze_|T <&yaVwt2jMV0JgiKrW$}g`P;06L5d7H#HoIB- zJoev@&R#6hMICy8N1j1&FxvuL1}MfXEJsrA(w70{R`Gw=r${oSBd8YpB~B5J+BgMNjZU8<0voX zzcVmF0{P3AoQy!7Sm#Fc7j((&6UavncQ{(8V6^YV*lD@*&HPT)?~Fzzp9)a9k^5?u z0P~8-o5+rpRc3RFxSP@q5Y8k&yptoOKvjlS{GBqXs`$If{on=dUE$88s+eY46NfWgG%S|4SonUU`k+2g1MULqLjYmA`v zUSoaGak7-p5Hs`=G!sB#(IldmnBsB(S`s!)U>YrTloSPp%9fLsNpXUo=Q zDlYn9w#TZllu!#=OxCFHtnn5OZ=V#h;r+=~6$>j(rw!j(t>~C4IPd=7A?=FOtP+u* z=wogF++8}QqLLb32t@&27h#n);rqh`sJKD@Om`1+0CwsJ-8F`o!M?K-<)DLqGv_E(7;SCH*rJ>#EplMd1zGjx{ zHr?g{+rhh4Hg4ysTS!vjY3o-_2s>=Bqa9!Sdb?ZZkz2`YNP?&zgKuczI14t&3ik@L z<{lNHAshHRCJn{kT07;P>XxS#2667zV-qp^oTGaDk5j$=PEZ#NK2Xvl@MsWol{E@Y zTp|Nk({>|w3lin?Po;x&q_LQoN;b^BT1on8@Q`Q|vm?p|4?Ktgd>@vi2oCeK%?Y|SJ z^ylL-x_kqGI=#$f)Brk)o_1*zK=1;BgC6U@hZi%Iww^ptmTpBPhUEh7y##SA102 zne`d}80AiXKMVVD!Ua}G#u#{n-c8nB4!Ve+J%z}#rr&4T^-VT`?{F;%fJD(6aMC!z zw?r{hYU58fq{!Ur&ng&0xhY<{6rG_hAk&!xnX0TQ(P^MUZ65RlrRl_fbjG=$g=h;H zgU33yh5YOVxF5s2P1v@F+8S@2O7PBr=Yf$&NFt~YN4IJCgXrDC6_uJ>K35#T*cT;; zPQ(`D+-GfdJoY zh?uxv`Ns0@7nG`Pz@MK7u&(|NPjfoQ7{xei?l2I->v9!3#pL)h*sT#x$J`C18{Q;NY z0UM*E#wcRp1QgLxX@|x6#UCMNdGIS`NE1c0554p(qr>SINpvb?m3!mb3$hwTU%CJW z*Qblzu!B{fjyH!|$zkw|550F4kEh{da9{Aa;^v$7@TMpsMJ1+7$rNc$EaXw{jMYET z{k2vTO*>nCrM;xEabV| zi|v{}K{oPs;cslv5HgFd1=%N<;{qKo^m+eJ$Y*ml0Vi#ZS+2wzbH6L>BrQ`37{}n&L74_Sb3sc9Uz(Fi+k+mhGkuNiTX_>t05YI`_ zC4N8W4h}4;jNVe4nF7~8^b+I`wEO$?`vr?zbFfW##4f{QCVliT^ zCbowGVs?Lb+@vv*^@4EMBDFZcHtG=N-`D8!1QQkJC3wOOR4QK)zQJC4EA9?^v?!Au zG9i*tKlEymHN2Xqx}q#w3ys?jbIq|s_Pl!Oeuyri!l=R+Ykdk3p3XQpC)tW_S7oU! z;1eg6`_+3{2et_oguZx7itykCxsuIMQ@N-r)xNmmy{_}f(T!n{8`-2E25l6ctn1&j o`SIi~i~iqViu%6-^p-(7%iJRSGpYsnCK#H6oC>5!)+F%%04{;%1ONa4 diff --git a/_images/03-DataVisualization_23_1.png b/_images/03-DataVisualization_23_1.png deleted file mode 100644 index fbe787bca3194815dd148060de6b56c37040f0cf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 26122 zcmZ^Lbx@nl8!Z$oPI0HW1u5E~#f!VUL($^y?(Po3ix+oyFH+pyDK7W@elvIOUw3B$ zlQ(aYm1obMbDrIVE67QpA`v1%K|!HPeiv1Of`SeP9`GOGfh!RR;R3)vSVv(=m5)I2 z`e+gcJV&(uuIUH`g^c;%1A2DN=LNX<)k#dlN!iZK$<@%o6w1cX$==$|$=cHBvx}*N zqotiKJ2M+I8|brzlaoCU3(Nm|o!QR8oF#=UDjW*xGnAyLkcwN@X|}5um8<(@7yC-2 zTE)6t>)gM6#=C5ybFL~sn^uvJTh!1W@;mYqF+PXGzyu z&a17QjK8c4=IA;fIUUS#PTk)u#}@rLKeaP6&w1l3q=(eh{#T%<C z&;BE2*b@L}{kP%BiKTCFaB#m;c&_2@=*>Jd_W$>hYDirF70M;49^egwX0Y1yOaGN9 zR&yz#xrR0l*^@;Mn}f8210do7`ec?(sjZ|NDYs zb7uZvGAM32w{t;1c}BgGBKGwY+2 zvn}3uH({j8%r;@V?<1$Il-pfKwR`CyZ_4z)h3J3h7n_aFkZ`f!P=w~+fay%+?xiL{ z4wAztA`Y8Q)&2XRT@}XQCa5lkHy`do@&e{O_wkecFN9ikVD%cA;S%}DMm9x!TNvHI zLSAYUBg!Jm&1yf55^o*rm`vqg*dBh2kzM*Q#B^^!C89Hm-8p2f;8LKbvbTRPkHanF zqmTy09Bf|p+3#NA+4X4A++M)DVzh55!u@0zLFt<&XT7FQ$kS3xO->t;*O*=NJ$}LIa${r4&T9{Iq#F5f6<m)GGvG-L4Pax zIwIQC;g=C=6K~Uh3Ig)5opX#491DoAp1ZvE9=r9gss%v}WwZ8Scy|-gb-vZFEW-o& z|D^1*is>I~ZNIjX5ZgXh3CkvSk!32!6kBE{D-jhxZD@K6!eu6gnF?<(e^N62HxM^a zuTZNHbbqDg-e(gR9ZAjiNnaz#sm6BxIQsru9lCII9C6SVrNVFfm**r*7RsO4Iq#$@ zOql3fM|M4X@9OPYl=8!OfzA|e^@#YZw8C5p{0uVD#G)%EU7Wu(7V^GmZRG9px1t?h z6Rtt`AP%6~b`fV5@_zoqqSjLJkfl^$u)|+q;Dq;3F@)?SpZ@Vu1~%cfF!$opFaFb% z#GKgG1LJ3R>}}3D#=IQ7{<$%fzHZX1f;z?Jdu3TOjmffaoOvUzgkY4t35AyFJK{+N zYlwZ7v1Xo3ZAeKyb8^622j(mtBD(80;jeuXqTN<<_RqWSp_%akUu5xm_N!q-rE{bu zL^V7|H#Y+@&%<5E`jpWYeZ>VFn@N78M0_~j;3s@SREe0q43@|pD~UkLN6&f6__&@a zfWG33w(^d*Z{xSXXwoJQ4}Tv!c;dZR_ip^t!wju&+)W16ZJ$>`4dI|eu92kD-%B{j zuTDHRwkmR(Oq(k+y3b#*C*g#Ow!kuxpKUDe9$V?MM1J(G{qA|2{`Mll+W~>5`s`9< zV9L2?U9cPC%R)L-riS#GL`P?5al7=)xVO~bCI-!w<@zL|&6QY_+}jdj8V)rg+E3Vs z;;uI*Hr)1sLMDs!(|N0MFF4%xixSxjo<%EE%7#uuRb)zM9aVc$bhtB<{3!YyMi1_f z0E1r|6YFelw>OykLWu{j$-g<7f+R0oEIJjE{%rcV zPjq_j-KV}sTHEcc<=++sv{C-8?L~pcya*J0e1;R4~u5rDv77JcJpkYp=X8>-xlcszj@-!nEHn zyQE9ErUNm~{36$x@xBbpmms8xf776$@)UzQWNz6+=l^)JfpYS$v|fR|dLyvpga_(W z%i(R+6{eI!e>o=Bkko($Va&-q2@?nAyT6KedlNzi@hfI6M#~w|2{PW0v=kty~LMpLkhI zgIm6^d1q`1tPnt(dKY{+Yuk!I?@36F_4VFmUA_NQ+idrg_3}F2ly|21SUK;_o0i7QE&Go$uFZbkoQ@HQcVc)33DvthNUXbFyySL>?%|2A`?9F zW5th_WOoI?+>hN~ow)WsagVfY+DH0t-+sFdb3=P$P{d{KqFX$2_$(4?y7HUROkkZh z(3-fFOGNV*KHvJaa!HgNWuwy9)G*@sNL~eYkL&%pxWjm4!Q7;Bl2C2A>uZ{puiUSx zA6FvaE+bfa&NrmK)6BrA`x<#je@Try3nmnObc+uLk(54Et*8=fqn7Cr1VHtH6=h&>{3SVOq^roHr} zQKgd8qiFm=Vu4Bp?ig6@t{8PQSNn0QkQ?TbBVd& z;H5tj2S~M~h$|1Hd*)Nf)AbNK6f+A02e%Ss5f0N;uWR}D)yR1c}4w_ z?LEZ4RX;~6qL&1je#iMUsXw|=<@d4enx^@MtiOW(iyM^BE1HH&q8nbBP^qBZE$6*A zcFrr;%fK3i0{SYtyf2oXXDZ#OwQzgyG~cHO5rjSO&In`e?$Lyu9mG*rlU-_blU*9d z#5aEXDNl&U**;6ueg;oY$WRyE33Ej#HFx*y$-p-PX&M^Dm%$qeet1fBk}1DA>Y?#1 ze|MtTDTgM|qis~B7cH8)B7vH0m6P<{7$-+#P51C9XU%3E)|5nak#&nEdB4Zmm-`-d`kJ=s0yN*9QL?)q08yq`4|!)?V3uI=|AZ6~@!!bZ?U&#e>!x zj@qYM?U}hAndVc(T=8MR{r86qkNmO3HwgJni&Q!OG&Hw^U|*kMD`=x#8MZt6ojG^z z3bgwElfL6tJv?}|0lMn3-@=G(nPrq*fvI;8ix5YE8f5Gc;LfEHqA@*#_9^H{Nb%!u zMu{7QotSs1)n{^dn`W_ctKJDCRrLm`F!SOX?C(nu6H|FHa?0MF<#%kBa~%Eni$&1z zPtm{&T}G>pS6<8~DDWhsKIgG6z4V)Tx-#u%GN$QCMV8j)eqtO;49-F6M-0;3Ittqj{h>a>^W-ADLAvxLay7pS zZK1)dXBm*R%afIewNy;LRb!(6B}o(1&5HUM^CKnZyxJ0*pL5Z~KRaglUhB8T@x_q_ zc7*tdeWqK_ItGWH{U~ECKoyu1qa&?yqkD7TB<22&t+V_-I!}zV=5+AG9JA)BsPt_L zQrPAia0pO#^_IWd0KTmmML*%{43x3E+8x%K@doiR|#4wv4lLvxlcv=#cx;1 z&LZ32bf+v#p%Ctf0@MZR$K$yT?5*e2E;_YnS^spriso1PPaz`$l2Fw?oS;rQ*!O-; z%Z&DmnRk5I)>QjPY8I7cty|U*QLv1P+lbHC2lKDDaVi!0;pFx+yrR&w&te8`f!ojm zZ*YemdY$)~Zz8a#0jVP{Owt)hp=cvuEZdM#F$(MG_I5$6Y#oYUNp$~!=ZBoA6lbgr zzQ?TbrlY?bH?Nm9AEd%lv!#dMsGd!{A?1}aD%d(ZPe-T$;BGaf1BT$JC_(%sWb{{L z3$*4dxt2Vdf=VN{8f;~CBSkPDg*CEf%dm7c6Q|6C2b1NeZ=t0A>ONw^oKoR?`-l37t1RU3vybdL43cpO)W1%-he*nfJXvLvb~?m+OL%iT-&zb zw>AmC%RTH2ZC;~G4J>LT!Fis?=fvt1;3q79CSBT+5FPdqPH513&A1Y-+x>KB8^~E5 zIy#V$=khp^aEBLcSEt`Aaz*+nXf9iM#sv|4{u=0p)#RhxKC_$m@%WCGDtFecGf1rZ zxgiS==ht@nzl)S9Bo*k4ATy58AoN0s{LIVI-}N`RM!E$>Qj5uBj6>!Hi)jQYJF7M4Nt^_KrM7g6RD9faf4c2DZi{c+f+f3? zYh+s7m_(Q{d?6~UZXX7&XPY(n#cgkW&;4|gI#|M}9oq|2hf*#flyy0^$rMr}V%gGC z6ug|D)$oRS=K2cwit93@-t9W=9jK!;G2krs#V!xgG`s4=JCfqx{0ku3t+C2S0ioL; zqm1eLtYttOA-^#fzN5*o*bgezJ?RRJz~%J|OGL|Oq$IS7%eDI{1oGvEj|#w-Z@$S7 zyWT#%$3re&v#A_5ZjtSu^8T@fxk$?Qd6UK4i|srne74h|9oYiVwYTBQ>(goUiNt-! zykX~!Iz=33sEYS5??U3mX90?UxANGCxU7irnxOpS#bNh_4$Y)Z(J5ol73sr7TmM+c znf4}gBI~+c#A9)$0CJZ{8$LpHi!^rS3d_N%Xka%TgLJ5NjNL)~^j%PU=RAi-m)5l& z^}r@-q<{U%;`Ru0o2FjHQQcd=qT7x<)d9zQUD=oy09Y7c72*RnWT9Nrgp=xa_uJJ! zPRrFg!onWGQFJefaRyEQBi@p1EuQQzM?089okur?g;-LOh7;rqYMLE7P($ovrSo1Y zQdBX|Udq>)lzO3Rr|o|RyU0*8STd|%cN3=H8m!gHDASY!G4wtQcVpq(3E|DgNk_7x z%7#(KuASSr>C}j;EmZLiAl(G-;amK*Fj^jF|J!n!v>{C$+j%*US8p0&q-AfZ=)WI< zIE^@AZze=Ig&lQr@UbZjgMlPbSgmu+T4h}ysTS@>KW27m62hJI@3{Ej+;>h;J7(1j z>&v;f!5(!jQ4Y%m=e5$=&TV(6;CHaKnZ_HQW#W#*NSndcm^qsFK%3#plmS3q->Zy9 zj{m(gJeHOX(?aWFyGiz#M?~b$Qx-$V|%x4-d}_sn*wu~N*@ahGUk0rR-$ho;d{IFK=aZEeUOgJ{&RO*jXnPJT?4juK-PXqm045KbS-#a#l&SsIHyh zeQYaE1xjJY1*Y?^E@4>9kpjCGwWA~qOcVC5fh21wdKRsaDK2f5 znS?Y`NhC`qoMNdQp7m=ypY7X+)%PzN?rj<`H(XKs=J04?e%I<@z01!C?(zhlQc+A7H>*qPRt;hpCFk5&2EJehbg_Z((<&sEj&ua?dw18uMf0iu2p zrBb6-)AfAHIRO~|+)sm7K}9ZwKEmM*l9+tf?W0I_?nl>Tu(mo7I``=d(yCDNbM=7L z7mlmv%<7dZi@UXH)?AHWJs zITMZ>$(YlCt_=!kH(YKiT-j{8z!^yV%8;Lt+$1H`8`DPpQixX(m*8zb(q{Olf|e}s z7USi-W4o+ln{hU@ZpT)!;f7{dhLZN+6i^G0B?rseB3}K~`)x0fzD8B}w#ihJ=AJ&<#g)8#WIs};-tc34fZ)Xp2EDvg7s0%r#6%d;(Jv-9Ny2R`ahisRU1^2{RbA5`)f1#M7RUO&7GFf-;ZBj+#xBj#I^@;a8Ty)qmPLw)lgu3sIj+ula#ogA$d)e0m8OI2 zVTP|TQX6*Eg^X0Aaz|o(aZuJS9L4mH42Tdb++hug9X38Ky{s(?ElR4t^^o#br_{>)}G;YI4A*^aU_t7$50j>a4CDrmjGTzg1+^RYUuySsFV>c#KLMMs5=5RP%iSKLgYU=H%mYi|0~ReF1&gZ6_=hep98o4C&#e zYq!*0)t6+WmMPWxygs;pR*|NI;IuB=cJ3p4Nxlx(wo~mRGckXLVaTqXer@Y7Cw*kQ zmZ105x0(3sAZM> zJhsUz;Z=Z)2CMvNsAf5SNEUN>HAe$h2}M`%SI?geoy2 zN6p_FJUa5O?Q8qDJJ(Y9TZebc8#RM?IX)3GF$(Z(h6BJDx$ zLa<iBxKrYv<3-=owx77_W?u)pMImxRHVAY@B{=?{_#+lU(ZrQez`x zi{@kr&R+-G@CDewSt;S+M)Y<$ujZi#;d^%Jm`V))1ONybE$29IH+svGK>Y6m>@S5L zHQOAXwA_h^GLPeX zL+t&JcP`+7q#O9LxgB#wo;aE6cO6yMyi?Ce^!>@xZq@*?5o2(@zm9N-B~z z5c})lT0_}S!GyGr6xfl`6X6D-v6D`0U(zF*uNSaJX+;yjjm`rW<(GA(#VDaZM)g1H z;1azhutb&Ibmql*SFEPDMd8;V+%B4=?1Rxe_3c!*>s5dYgY`xmod3&CWhsg z%R*aetOvULlh_C6;}&f$&CYJAaz z&PXwmwsO>a3LcA?9_^PdB>TD6PG(C0*I&X#z zffzv7>q_bil>8x_BbmGWNiu$z@OGg7WzNpEu9RjNp-NlIcuB&!TXwR>f=tR7M?@0h zH@n2o#D6f)i6Sj|Lzh=*m~Vefh`J~6Lzpzc_TVdA{3yZcVT@rKE~i)zlb#$VoC-Xj z2{O&S^~rX?BTj=Ff&!A>VN_jZRg}v5=M?(5VM3LsHP9~>qGgFOCE`N-saQY-C&EMDu1*gnJP5; zm5e_S#)IO|*=W(hszN_RNU>|W1V@S~`>cPE!5gT{XFdM$@d#lbuSSciEMZL8zx;+Y zr?l#RK?=+%p3u4W1K+0W1!+9{8+X(>hVn92CQb;Ru~x*oM#|(C2M`UP?3MRicbqJ? zA(D2tP5EsTP(Ap%VSU2XYbmWXh#xswYJ{Mj3uVZp}*XZJaAljq9HidU>(8P zz`JX)C_}=yYhg_`a+S~8a>^<93k|Tmik#4W@lvK0uVpK3nVqtlvfG{&`@{FsK2G2E zsKDwgdtJ!NBKK7*a>i8)Eplmq<)UK#*BMVcb9ObqQyddXUuCxXWW@qkU27R}muI`5vQ#{K zr6rshja|YpPHFb%ED-e;#JWcmTBs>e-{x$ecFH;G^d!UGkU5QPzxFlo^hCO*y)%m2 z)_My;{`U+xYl~l z5n}S($P_6-9RCr$E$i^;|?4t12t5YO$7oR zrp?o4wlx^dZXb0=HvlX(`*% z)!Ndk3ZOeXKCieEbaX|sYX?1LFe8yjrS-=dg>!0UR!KaWb~%z%5!!6-vdgyRWs)6W zpo^@&_TfmEyPu3{{dXl*yY(wu(x7707)$B(&0pjU&1H;j-yCpn-!ptEQnULQ1i9Jz z=f5Q3VgoIzdiV{`ZB}^_!fh+pO7r&_Sbg_PD6)>9;ED|4hgG!gqYu!rSg~_GU2AQb z0PuM|sa9w%5|e^)?=Oybs%Te+v1Oc4Q|41@D?6hsTEDq+$jWm_HyYHL>4DW*D)th@ zR3Fyl0MvclnJnaM_4SkKF;O)RBU1l!Q%ApGorb&Nwfh+IPk(p}T7`HqlxZ^)n z#V_7Qa8ZQ{c-ydRQZX;fi>M& zQH{o%`6fA{a^l#9&{FGGeRDzM)gF zh#XPVUA0UN$hwoiPOtu`he#*GFJd4fIPC?p`hUdeKe2G=7S z=eyGe5mOx=sF6QD0PE@pTUzGO!NO+*x0mkEZJrWiB;4cGnCRFJZ8d_`Wvbk_HB!{62nY}@kvIpZZGeUz>F~t?|0yTM)fr zbF!7K4%$uOj7~&T2i6Bqj>*O<{1u);V#4oA1om^-cVDV|LsyPA!vkS%2OI$;btY#a ziRZ8_ncR!4uta%wGms|(0)xCdQ5sj3y}DPzxFz;48@en1^5DWG9RPa!G058Dck1+r z+(6JJ@)ZKe_B#~qa=6o9@L6R4S(rY|?7GsfD$nYxtUd*=LkvIybtI+#0(L*wh>DnE23Wg)Vk4 zl_xQR59XcQnZ1=XELqcu6w$)7dLEg!ej+}GTc1R+C5`{=c^Son;3E}hG4juVq<;ib zO8t}RX~5R)vpg1F-$6r|44H#qS3xCoqf7s{N3FtN9;%5B;*e4NhXL}$DXWe6g58W^ z0ZR&%!T=dh|6llYc_5s=akig_rroemnzaI~4*&bUJ#SIKe#w;c^@G2EJW_^|+d&~W z^MPq(1%b?dDY84h93EX-O7l%d2n0Jjo&)HkhpYNCP$|;oh}vB%ketk%lJyz>zCXV=-wJLIod@=bHiHH?%Xq=x&+qp4$X}hat2b&%0Srs$ zT$;h!ne@EB%(23Cd>!=wkg)Tm+o#b*+% zTauTcnmFO+01$LP`o%Slh zw}#eTEJbUzB$K*YlUQ*({|@W7sLLA5t$6jsA7&%gIsQb|g)p6p39yNarQ@bxvJ$$C+u9IRlG3~0%d^j>vQ$}#`QJBiHFl@_r$afT)K^Mg zz5`=A)Yv)y4am*>*2njYt3E);Fl%av$)+R3Dkr2x{s^>A)0d=TlHA5YB_A)qJPa!W zM9s_jOr*Q?Gi&baj@}1Sgj}xy2GXUup^L_U_J8UK*Ig$PcFF@;(r^i7JmmS5H{)Mn z_#EBB_&csX?ZMd}*i?Y+^wQiKKO;KI?#$hvn$aci*fDDlH<9s+78_i117o#Q{uDnu z9$;Eq%JbcmN|uIYbjw7KPl|q9GZ3J$IT|4;qupU~GA78oDAMQE+k~ha=_wTPj0R~x zM9G69Bitz7pS=(SeHsI~b?1AdD~{b4kcCyK-9vw|HV+uIX-~>?`{)>`|5B2^I!|#RG$I z$;uw$B^h@;*rD*sDhR7Z4m1`K&J#Gw`v-DK?2`2DP%pU6pN2n>sYvlxTmI$tGfz?y zWavD9?)H`{)0e58Xo9gru&}gj$?NFwo?P(N8Y$VTpU_~mGk$LG>aG+dOBFHRn1K~^ zuL}H?t%$n-`_RUSSKID$?VVwq&IcV!MKYwPQM@m^}>kA%vNuuGi$JOXI3tE%`%}t_gng748+Q)>;{6T;#yK<#DgF3FEz3 z83Ra;z-zf`(KS4<_Kuy5iN~l@B_Bvk5pRw83UrUDFI-hs;Nm5|N5n0P=~GBgGj-4d zHiFy%U=nDqV+b#P&S03v8jBmo1%`yG4xa37&jk?7EbX>T@Px%FRbNiLh(gk}aD|KaA zJ|8rc*dKm+$kh(ld+=RW`iV7#ntC;)D**=h?uE-`D&EAw{tY2bcAk{v_SD|I#-h%b z!o5UpP+f@R$~Qp0em4L9;;HMHre1AF*zy(70Z!}vJF}Kmmpjhj!)Vj6qH8)hi%nOs z#V<4klG{8>2MY9(>)ZZ1lL*O^bmrn7lNi-#@*g64F8BTTa*~oIbNM&Lky_%ypUSfQ zIVa!>k|r-{a9@lsoaAnP!3Z(%Bv-T78Q?N#xwk!IHbjT{ZZh*!zE%g2U}bsR-z zO_)?XcdV}?=Qv*~c5sO5^;s;ck>s(nH(?d?HFEL_E!2=gx}54-8Hll!6z}?JJk~Ju zoe%G-SgRtS0lnm#P>Vc}Hd6B1^MB>j8P^}LzP*VjN}ba=Ixz4}0E8FsM6%D@>)p*m zZ|+?!#5k?G<0n6$WU>quv2HIna|Ak{Hlb}bRHxdi^~S$ZjQ!nb6=(`HM?<|X^Soot z!o6_vNzQ#thQ?JvpmF~aZtZ^|;F2bBKc?k`3II=wgC$ccs4~Okp8y~gr#8A$Z!$(7 zOSIK6rwBl0sIxjpLv`4Ive+d%Ul(VyiW|*rxBkibet8YqML`}@3M#%VPyz$qnkb_W ziNDd2JxF$ zq+HL05?!7P?r}lz`gnQ~_S;7NCXInD02fP&UbTE^>_PLGKTSS z0b0D;T<*`9q85v#;Vyz12nqRBGc{26G+ntiVcoOa(nubVGxEWPjv5ki!}yvwihL6y z#*saAG!3Y&;)WWKbgx<{e8Swq^bkATs8=B*sVu7p5E%?GJ4|;wwP_9^l2qwKHT?;< zo<(h7ZB~E=%wvU0)WBs9ot(5#76K9fnfL zN=paZTi&l;kNz+^^I9XJb{cY^M00OxIJmiOeV?vO&&K;}yQW`&;SzBnxIFmCWGLV= zhXj?w!_gn;`Fse}WoHoAR!3J5(v&($;Rx~FC6+!wb-Dj;7*erhURMnE(&+^!rfy?2DVqza8mu}SXhlqZkLU}eAMH4| zY$B39C_{8FjzS@3F;7r(qn$2IdMYZml=esP$2Fk7#1hAvK>r}EHygfB)&XB=#kiQM zPi^b|@G!xssie+zPJPra)M~Kp2(|#-E1f%HU4E7OZt!oY{`5FpQPo-nCSnJd4`lbT z!y*+7u&{bsc%)HaUL!Big%mMcli2Z}UqsH4O+{<;Kwyvlx^E?7YRj4+1DLF+SSgoL zIxTe*d|ezhI31T0l)-ipMadcy8k3KWfRI3$Jwpwj2+m;i8n3ubWJ)V?q#0=!lAUIk ztQn2#1wB7uKCH#iC!0>Pj_k_z`fvlD-j*Pl;P~|uo51riCt%YO_6lS$dh_{G1uPzY z6WQ?=T#*9g;6L8U5(5pVp;^FJbon__z#!n&cS~6yE3L@N#5ZZoUA>2rD7uixaA-!C zUc#`szfRKObx_;a?j=TI*Hw^g-BZ94zgO6`+OsEJ{@BH$58s{ZO14LYPF5taYx-69 zvob5dH_ARXFV7K~PqaI%J5FF8ixdtu8fba#-?uHVF$+GGvS>?>pDFesLPNlBE~Zm+2%csVa;Up9|&`A{_Mw zoZ4p(EUFuL!;Mnz*Wped598&Z!EjRa@Je7no4U>#37^}esg?rn+r(-sI5Ge8`3?Dg;zOo=2!FUDY=@C60v zS*w%LkI!Z~f7potj1N(AhsOc~SNo3m47)N-|IrGF+5xsiW;8Mbcs|#NE}4iRR<{P5 zvE=fH76Z(!Xgy$6XQ#$Z{Y^Yb7;I_usmwud*d zTZYoCsevWB$O+8jEdnK!jN%!MEy`Wj+7eoEs^r4n3-LLs5q_Q9U11-*8JQgQDw`ta zT>@~f3?xl`t8d4trY=7Vk0-PY&F!JvS^9CBrSa;O7VYLqC`R`Q=ar^6aaFN5{ z_j)R+g}jKjB$3odRgoiNRiCMb2=Z+1VFH>H?cShv=DT}ZfF89xw!??8!};8K(E`2; zusUu($2M*KJbKAZ{hct5GfafbqOTddakdKpN3*pg=OS~pscE3bwC~@wq5E8m9e%;J zUfBwwFbJ{}O34wSTq2W3`}<#Noh2>$2*LE7r(|cqV!lp1;IXK>bzI*5@u@r9tCnv$ zSgC*yNGoXQ5K$#e)?Qcy0P+DTMU2Kys=3^vs3nUBP(HL7W}o9rR=JOZiHZk$-l%lr zQ8Y#L^l{?eP$1ZXEAu0Bi>8nCreKrh$an@}U?~N`C_|D?uC1(Qv>F;rcBxj4RVC@F|0KcG&|YwKmWa zAl6e?nuU?V0Jt6_{%^2A=QS5sIEDl12ME6s_O^re#y=+ZgMi{bR;Cz~;zN8nfFq9J z!{0D?0fxIG5?7Oiy~R`5hnOOV29?L5e=(;QiGN=K%au&PJE)D@^{P%xmCxNG3|*%w zi7`bbah#~q;$wc2S86fjvYGf{4UJEZ1QMYt)kjeNAu;jp${IQp{$K(*c2^Z7{S!zC zxpIgkZ%j0i@{hl^#W-vQNagTiZmp>^0Y>QWA_w?nXxG}UN&a86NAf0*gCYpae+eM7 z7sZfKd1*+l^MoN6GX}b0-eJ76=q!*$5xC0C{%??gI<@~Z{WXu%5%r(ncV8=VJ6P9D z!gJAOi@uz;J%Nm)ibk^F}DNBgH1A6zCDt@k0~OSj`7#k#vB|43Gn{v`4OS)iR>F8$64-E-sieKX2RKbM+N>pfQ-Je$EJBLA z2oLCCG<536(~7B`MeVj0Pe;5dGJ^dD=V&Jhc0Ol|u;QB7*o}s)jrQq2-_@?zbBhpe zYl{>;?2B6dqbx(fR)zqorGRSa+;@`o5nyvy<69rA`F%-!ox^VUfg$81xT5_M$gjV1OWhMEyD@Bh$nU0wowe>};bH~)b7$WibQ)Czo=)xFo3{krE9#$T|Gd<*WU~VTGks;Cy3xfE5c(f%51NgF63l0?#xR`P z0KXUnnT{JA2VB0Pgh?X0&45RTT%<9j)8pt*(s*?DEd<|pA9|D}+)lfpY(poBxVRjj zpJ;%T8Q|tchoW6icluQ6X!V_)WCHgN28T*v%S75_E0XfFcGrhenjq0c@9F(VX@4^w z12)lsZM@93hb{IU&mu2o z1UcPA9~@mu^%|fj0aqoJx!g=qHg4z+9lK=j2S<>%llUw!B_i?Eegf&OtVNYcCm@CO zuzW)TAkD{W>4Qe+XsKbzmuL7kXC6IL-@IkwYS4D4}EI$7P>j%dm}>{xLQ^b4a)D>*>C> zYXqyisG+0Hb@YmANM_nO)8DqTm1m%(L6?*eUfF}V9x-%e;H(VR<}KKjjf`6amxb3P z3I619(re03N7iNpOvx})6r*&$t4ea?(@(*B^PE5~x2DsSgWGk?9kl@+@~~4?_+N`w z#_$~e%x2I(gJ@;}U0=xkE6(rATq3(pUwC^lDrat7o2U^aFFyfUWnWDPv6{4cNi}wFMmL z5Xi@7l803}J~{8dm#V`jMtv_xKpyc{oV}SCZ8SpJnmu^d!h@tQ!S?!56&i4YVmvp1 zzivY~kui_0);(Eu4X!?_en8GQ%G%KOe1o46l4qF#(+sD&%qPp)RmD)QDGr^bIv&X*p!~ZjkjMeI* zoTFH5&H%{xl;?$tz!bJ5$Jc_6_ykgoS5Z^sXzEpwZjzL&_D$fpfXU=_5zfW+@LbB> zYFXV9UyLLeV`?{iXB^Qdj>C?1#Qv17%Un!%Y+phJs-O}~dVpcjWv z@q0OU248;N!>vkhm+ZmRZu@d-Dx_*(WbGztL(p10Mt1)<9e~H0UbEDVfl%<{6Wy|`Xe4ks0M*=f{7d0`Olxt3ckBc8{jlN zzLRbrdoX#)2_X-mT>lA@yDnvubhfO8F0&xh;?!=v_T0^Chr<> z#u(3TuG!}y7V05Y2N4a=ZJ#FGSD?R_9RKiE;9r-ZujYWEoD);I1jbtfuszYQJKAX z(`aCS$lccgC*}1D#!G?Z*Ubl0sWN$aw@$RMiM?JuBw!xI4A!qIskQg$j16pF`wNDekZT6lfYT*3ZL=|b)G(%qjj_qf`$3U=| zm8D*PY$r;Uk-?~sPbBE^04a&$2>jn=-qRk`bYo~F%fO9lz>Q{XnrAYHktUw%QK<-M z1^LrN3*QIgJwrTM{sNyh{$&XB6gY3M`}Imvc8==kUs|Q+h zWGXH%ME{T2o*YyB>1103hFM99pLa2mH+2~pJ<*6KFW&j8pl_UC&oYnxYm;8ga!Fp& z@gfIPL6XPB(gCNeXRgw5g=15LVs7(v=cQ|TQ9 zL8;O^{9e50o_o)^_s`^P=H1XD6ZEH95-9z#h7{XL}+n6mR6E4c2t1>9YG^ zuqjWBX-&EyCk$VpJg)?Y;@(7yKSML*R(T6$CQUR z=jq-Qnjx~>i%u1hCIGm%ayDB78~jw82kJ3TpW$Uo5el{>05VqxY#KD)=6q-% z05wr07^)g`797?L@9K_h!Oe2Jy(-p=O&BBQ-a1bYBNv3P?#rgd{F)jV_>d1t*gy9U zBBNV3e)NqM=>!a3{Wm!2RG#vw;;JVRP!}Z~ROaXkdjYrGOa;IDX9?@gnKSAf#n z4vhp>-gOwp5(i;i*`^-R&eys$mnGdGmZ_t{qo>Sydg6WHLt-}rjmx7I!9TNI!UF!j z6t(ls80E2dfiHm)IH2pqD%!3g&QYkEN?I?p0*^Pc5$H6LE@M6;(=(p*pg%Dz5YEtM zTPa=%pms7>X~39=pZJ5mMwlhfq2G#sE+2A+slW;HfAy-MyFM>`@2oNMab09MOl#!h z^}>9fnhAWKobCEbbl5&7N|^8#4BuAxMSML9`i%ZCY?rLk@?bjSY}}!~jjBGrKFq;v z!L_Zic2t9}$b`Id5h?ZnDoRSKbPIZq=3WuaBc+(+KgU-!0Uhl2(owm&?4O6to$}fW z>S7mUlJ{lLgO2ur`!>DC;MZQOo?L$g7OeV?JEV%D!1?f7-^cT9(4_qH_oMTXYm0Kb zj~cM!OWsljv_6q>+T@SlG77U!Zs|)xoWf)90}8ldoU{FtFS@ZTBoMadIKoGj8m;r-ur;(Mo`K zVGh$5H;Wn_Pw(*b3Qxaoemy}42_Rlur(VIQG$ED21%sKQeH<2LT*IiUk3Vt{){My> ziOJh>^cax;&d9t9jzK@d74#%sWZ!F?{L5GZ_(P~7-!g1U^}TkQE9Y3LO@6oWtY zh_(92ZJ6mnQhw>1)pFfF)WhB{tSav7+6XP&p8xMnX>hYH%&}!72>Kk(d_F*6Oz;x+ zRv8vP{i6Z-NuY?dMLv_>LDLlbc3?6ELm8zyMJgFCg$XNG#jV zOf01A4hGwm#;|tYd(-kys|-OFVFw|(pRTN+d-%e{CvjCT$hd?Uc2+}db4t^071ffc zeAG5|LX$q7_qVcuLN_A!y|IZNhGUlsiTs44<70InD_%HpO!$a%6-=Jcq2fJ5)DY<1 zG~i~p>$K9A=5cc)>cDvHu$`1o{8fgD=vgmKu-dkR=dkOO_3^ow|0KH!KQ?@zlasB? zBd7DJjXc$ot@4xctm0kWMxBO^xC^H=Bix>m1DozzzHg2wkpT0+;hOkX55qTasRUdk za>{gPy!bRag%bBMP5r}c>#DoT{u&Ov=()Wt{8vKwo2AqTtnR#{PZ(RU z6Q^N;LUPkHPc<5mZpiii5wmL))@rlnDjUUbGM4bzzD@|AT%(7I#`Kg@Fm68coQUpg&q{yDW7AOv+{Dur~FF+8w29985aF!2t%eMVBloBHg)Q&nmhr z0#kOVtXE8PFHtxTbQdY1Dm8h=u#l`CrXiTJ+xJy%sujTL;?J!IWuEcstjU-(I)%e$ zPp>?!i5QL6H%iY#Wi&TpQVLifyEJl^KNRgI%oB4al4tzAv2FMOTDtC|5XTGIGS?0~ zw4JYF{t|7*^R|1&y%Z3+3_$;y;DAIDiXYNvHQE><=%umyzMU=|NB#FRg zO9~O(&{%oag}C0OAyN^XyBXnO{l&g1_~oabG>^8dL=mNm$~SdF&kNk2FJ*-8@p403 zYCgE!&a^Kvza~Uz>AAYD){l-`nT)+;Vb)15D|?aGKLrT@KZpIE;7APoH^rKU_AeS< z56eiuF`sl>>Ja-cqa#QCfR`IC>KrOj`@vw6IA$(r_vdV z`qtDl^KZoMAm39`Rt^UWP2v*+?9rs*R+c=d-bdiq0#E?!&Yi`HVXLTK1u)P4gL7T* zsS!*vzPBHmy16?o58Zo>a-&Zn-HOo6vpIH=4o{A_D~s7V*1QLW=GxzEUlho*9AibO z5qXZ3m1nJdO|Io;&_D<&!bamH7g<4ICJHS)ve~fw+bOupgsBS}KboPIdX6TWM*%-* zi{g@Q&3Yw@bX&|fpvST6X->~=;Ff~Wu$)%{N2ZnpTK<_;c&p{>q&6j}P+~N`aY3Jq z?4Z+5js6h340{r*GmkyD#aN2SeeuAMcYm`{7Y49e7-#*Gcg9*fX<)zQHtFVWU}cAZ zY$8gFF~ttd^P!?buK)J*(#+i7K^-ea5wthKConyePUB?n5T+A?2*u6tMLTcTIi;uI zUrzfNfSVahiL9PIaB-}2bP6&Yo5Hyvi;9Yd3P?T5M=TLRVeE~EJ31H-k*HV+#&(ha zWi;#6OZ+hVJ35%(n)2_DD?q_PZW#odTctk!rCXYl+|E(lhnx!RaRYB5|LlmRdt=@h zDoO~U5DzEEuKPGW7X`n*HA@+44aWqve!O)Oi;^R=CkVn#i^=$xl$I+6RQ_zs{!Y=K z$SukH0=7}@h$dyX3M-E5-HEJ`ezK&!NM=Ly&CcLzT?^UE+e=p;6v-H)cJehAl{d8WUWgUxjw1AoSk)np!Fz{2 z+kyUIISFx&J_oe5TeR_5c+lrDumHq&)9aw%PbxGg`Q z6n0?MS&PjmUsoNj6|_CKql)%Jc-jlq{xDRpZUL;2y|hv$8-bM0l|>myPxbMWu8n{H z@TQ$=u0H;kUne9L{6s^UAG|a_-pYi~`ul8SZCeOA<4yA@PVF=Rx7<#~yBMnfB3F7K zHQP2fEl*4Jg`cTdchvia@a+%yf`r>%Yc5v=dc>iii_V@Jq9pg7!dqMYpTlc(HORX>?l+p!U{(dC9FHFLM*iAqpc`PoGGH`l$= zbvC>%g4rM}s@{))=l5&n?7^!TRvV-{PZfDO%HjoQJRRRtZ5G}4d#a-B3-$ZXZh zNtl9+NKB?HYp%PHp06XuC)V`8@uh!-Fi&?tXwUe0KH4uhLf6YrINd;DEhS*58^NDI z<`=g*&`&p;sv>?K@wJvJb-7*onGWLQIr+SQQT4u_nesEU z5CvvUvcb}sLoi4!?JOlDb$#s_K(+Qw4W4yNF)yr?s;0e4S939V@wpRlDNR+Mud>;$ z{>C0`OkjM5^~4>p1*tE`mYKmdM{JSV2@Xx!Z<@B7Zk-umnJ^R~grj|-M0k^4CJ`PSDd9BPv1(<8cy z+KnD_ri~sf+&Z~716d-8*0b;4y>kObY;L-BqnSGYOXuU^<^8#)cr61gzyXKEoAv6X zOzg>)@wva;oroC9l?grHYDC|Wi0>C{p+Jt6o78zPs~Q*%w^NR$D$~LXTD#`Y_zgts zo@i(t1W0#h-Sg=eXsovDA_Mm9_ecpfvy_KD&M;;!6K|w*F*}&z*fqZ#pWLE-X-Lvmd)}R$Iu9+p^czX_nW>aiep}{vb zkcJO>Lytc=1YMdEJHDg!yn*nvo}M1ABbuCff-U00`)FrDS6?3toDUtxE6lXAgqL20 zWe8ZP`X2N>Y3bC*R76G zK0995fi;E6b!UwyGD{_4vAp@Adwt!tfCBM^Z952oPfq|d0ZlfzGpk`(-FHn-Pfs^z zo6}fi{XxQ>^R3+z_qDQc6=rpJW>_^eHDxc_kX+G*?jf-*P?==ub`O~Mfwms$N{p!ZsnC0}@ z^X8qH8i4j5HP}&{`fD{aEQ%kTvbF6K-{X3W>UDzF!eRHtBaGOluLME;8{~ccebu`_ zEU`=#s-j!Pr_FhF$q=Xu-$x$L`oZjlg^3<`9S14H9v)i+oy!_&JRIAdI?&SG9yMe} zXchi7Gte9Rh5K^9YXUU zrvlZwvjlnd?qug|RDR!d*T+7zfF~H$Kj7dfMgYb5G)T<)FuNjmp7afA^VQGGqibhK z;RhWD6u;HLW-d*s`$8|pXi3TIp2(s_=1Hlkod9qrV)pi)7vzQ4SzUjG}oA-66N>FmzsYO$F%V8prI>6iLDsdK>9l)s`V2 za-;``ceyvtbszj0(UtAlA66VjVB}T({3MFiFspIg`S;{5Hp|z(fho#^g)J@_0XWy!hpoY)6Qj#qK=svlh4}F zFI*%6XyCP2Y-%b^d_qFdW=+qXerC6++USU@{ep_8&8d{klDAn|hscFmzp?N1c+^eR z$1mG@Z)UiW)uy37D*Z*1YHXc8UI1qsvjH2SZ*1Isvb&5|T3*h<$5+04_$2KH6UoG?f3x?&r<9D5JB$OSFc|` zQLBEdSCb*|qrhses81_?H$WV4ndrMk|Jj?&6XhpAeJ z*7NO_3ahs4rY7m`Bo<9Le9U<*OVa%gwfuozY|lb{1cM2SDqrL7Qe5PLHim<1=wT%j zVrZyP>1Am}g_{g#Oh53Cwbt&&dU6-#a+_(==Ee@6=J?FDn*NY3(4z+g%$D$vV47=mj1KAPYoH~*i#h2JDBOhPb@I^Ut=0t>?*bLomW z_<4YX>in5NXnh$1Glh8YbhkuOs^w=q9}o?tvgCq9_g4oI>!W3%Crh!Q3d@#^8PCso zfLK~)=60*sf31!jD@P@*1uIBVv;B zxVtf4xqNxNum&)a72r{Mrwn)e`uK?8?+(gc&K&`alMtnX3#4p!RAQmx?Q302a6kP$Pt-(QPs2@m^2%AKnoByM^-C2e7w6vX(1SI?-;wt}$ zw1|k4F?`-(h7QP(2yt`A0$iJykMEL2<57HE96LAn8v3Z_Es)GNPXV$PtE*?S=w!Pw zwQdOFj+ucl0P^0{7b4wRs!DUkW-#7J%SyLYs?D9ZUPG_C#uXSW&Q0C6Xt6bi`eW!- zt6S@DzcGM$Jj(bQKbyI2A!_O|z#vNz$#MnJ|0C&5KAq#aEYcYG<^LWb*pTdD2t3Tk zQTbBi3j{I1R1Hi?<7A3Svr+J(npQH$cgouWH;9l%Ja>;@I> zy==Y18vA(V=n-l#ac5$CLFqMWz~@>al*Xc$iwI0g!bOh&j$1u0qI6vbcZw6(cA~#klLzW9TNk#G7S@LiQ72E{nI(4HHKl$#DX2fT z#ClvqqTv>SH*Y)^Y6BTsTRWaK@+&_Nq9hq2O2QK&0VeZ<_Jkft_NyShfNOwuhGWUW zAV$zmV8sH#EG@|Ukmx_T@kV^J?dJ^D5+J)!dI;OI8a!`Yu#IowSK^hX2-Grig5b{r z-2;*zIj>ITCGU|=#)Z7pyw^3(ncp9o9!bOejdqgY?N7AZ0(5CF#0?#f=Ngn@ zG{BXBEo|`Q!mha9*h4?TH6NrtRP^hD2p*~zj#GdO>;~`)K#H*(-dH_Pa7w}@OEMom zgjB8!%YiIDX^h_zhtd#f;aeR9@KeqrgZHt$D$V2Q|eGBWY8cX6$qcIJ5C7u<&-~rt2O%~la zUJx{O!|{>_2UYAD&3%j$4+y%W6Bb@V1IEiIZYW(Z1|S!M;%w=!k&b{A5G%W3gE83E zQWxvoYimvTVfQ1HHtgqP&Kg^$lI>>x+kn=qkn#X51wPT8aNf4t7fw%utKEjwY!MGJ zrbr)q9vS2k2QPeG9VTXBlN@+T>PFxXIwpQ3x9_!%@9GsUa7m}$>0COytx$5t{vp8& zJ1&XOJlm5FEQ(!ky*t0|$Q1-4g5CT_fHCpxPR6->!+r0hU-l|>3y99L#_P#2H;Op`GoY02Zyqp-I;530rvx)(7_~CLjjrQ~D}ft?of*X4|PK9XwIJ zua5FZ60*Vtpm6Aq!D6=x)YIQJ3hJjV9e}RcZzKaLPK5kaSLH~u{D{}6 zkNsyFN?mHOSJ>htrxyi)EXM6XO@!COJ#Fv)4%iB5!0gGy3PWtmM%5C99ElDM$}4k+ zz_DrP&D~z#em2ndU+JUI1hL3Qq%}dG$LaMKrUdL#U>WPqmSBJkiz(IDmW=>{;+t4uiWm)Y~YR_%yj`|A6)3{_JPf5)FKR&vgt2Ze3Le?FJVD=&W^cc>O=7o~SP zarPok&xzkBIw-=96IeHY{tu5BPX);}^i3#gnS%L8Zj92U2J(7LuM}Gq*V~Arb-(M0 zLdo6YTn?T3yzITn2(KTqv?2u*AOsRBbLp(Q;=%c0&4r*scoWN7XTD_cFjd(67p9e+ zJBy4^Q3@w?$!DxfWy_orX71{bLIFlBa#Ta=>VZu?V?o-Q)5!5h-J#tWY(7W_$l4dm z4tYJO!mfLRz(JMKVcNHVK=m*W^>#^1M+^p|TkF^KRy}a@XSAuqS}k@h={61fzAuX@$+2hL;2?rEljA$!W{S0b8BCh>fBLvJ@ie+w#3s=y z$mi>8tRITmLK878o@?#3nwhnJT7;r-{}raRQJ_8IF4ySlAstLxRH6Olq|<&;2EJ8{ z4TIM+4xyi(M_z9=2>7n8Fzy-OQ-KMBoSHnrJkkmKjsC5$MNRJ*x@&z+lG`a)*iTR3 zY~4(Y0&Ht8Yk0@5roo%;nSgJd9(k`i}JP%t^|a>iXGUFFIRHBvcctzx{fh4J3gDq6Q{ z^$oNifl~^1`oDPJB@{H@@M`sQFl_KyJN{G&d=dPKU#|39AX;2O{L2 zj2;d}0!Snj5k;C(rATkz;JN4Ad%r(^CC`(|WagcD%dEZj+G`$MF+p*02yj3k5H7R< z5(9xi?}1-7HWu(mCD#uV@P{erBHDrt{6w{Bzgxts2;3; zHQ3w_8yt2$&=ulyJ=ovdFWB3|Sv1r&Fv!EtS4mD$PEkhGJvi83Q(pex=jHqY-Q+V) zCOv>agt^ej3l`zI^CP!%Ehh86FZE=`o0&a$cIvKw)q{svIzLYuJGzy>h-+d>JV32d z%Sh|2k;4P%n785y2|mI@^&xvyR>wW@q%QBY#_TP6Q2zIGC|DekcmlwY85NW$@4u0p zuvlgj4lLGc^ndS`Aehkv#BL(#zPL|Xje1E;2`L0Gg8pJE|H`_W>~e3jBR(N;7)06EGrioZcQJ}NiLgWm0e1wg_t zW0E6p*SkFqQdU;}@aa=_KT1KV%n<+baLo&uC=R?p>;S_$!#Lq?FG1ZQ!&?;={?xs0 zjnqx0z87C5iB9v5q5zcG81b#@eDMO#%MO3sz%#wCA?)XuZyX<~R09nu0|9-VQ<3uU z=v<4RCR>6LTf%GNtMkCb(-BFi*0zWe+zQ$93zwziYu}vNLZ!~}7inx60AX?W;bUd` zWxmYWgh}kEoBnDLB2U!gi~`qSmQ^Gc8%k2PncoAqeUJ+Ks zT+cknL599K;XRQ?q{k;Gb03$rMWRrs{wIBRl~E^mv-h^yA##FF1w{a@##xavZfa!2 znWN^1rI%XT-6p9WE(wXCALeT?)ZBE{g!&h3T%9zTbSYT>(@D! zWmc|2W~)IM1xi9~^ln5$Lj&Z;%#8C$L&yn~#cnPymF(P=t&*4~wsNgN43$hODUlk- zl@<_ggEya=!d^;hk1?jx>1Sj1c9O(Oqe0kMRn5%K5;cM(AWClCq^2gFzuVXN48Mdf ze$YGYDunj&Kj<;Nb8_&_Ej7sNu%8l{o&OAEb=owh!Fp4vVDs{&v_5W0W~H*LuS4f& zEWf;3!D%S^WNAoc5pCkYF%XZbOJ&*oSz1;mSmXUi&+plVg{?n!6^t%1&hx>xHBWYC zx@jH?Zo$Fsu`fluPvn#DmdS5zy>wj8K5J;R^R4W`&E0YXE>#5T>FKG)^&P3>rFx%F zUo6|88Ocw6c%qjZ_+E-^|4MPzzck+toL+B)EoZ^@=kJQiB-Ml7^#zr%hbnG%dDSnz zk^&T5H(aw94`D&J5-65(3RZR+xzyZe&UZGKiV~Ul{&Ay+U6Bu`jRfQk8%pEK6elc zufbS&Pbw<9*OjA2@uZiM_0CcbrE5two~*w_lNhxab;49czkImIE$R_RvO<^NT3;}h zqJE-*H_le^!m)wq8t=bt!zJy7!Qp&h0XLEMY-E-_Z5w*`H!DU!{PEZORhL>4a9JX- zk8KYHGkpP-r$t3Y3fci-VRd$#SQRoET#`=wIt(a|^^*YOWy(NL#O!&oz}L)?r!GlNwWOli%~;r2SFJ$6y}OGq8WE=~nd zfqg^Cq<4^QDEu0Vx`|uuX<{Cpp6`EO?b&0F!`);gHw47aXEGRlOlV{2|NNQS6SEft z;TG0x+1XrCN^YlCk7;FhQORJ$xO;e9cz+l|m`KJ_1g1z%WXI|sHKh1gS68X|+Jb0sle4w8Mb=ZKB#~6b>B;h4U0pS` zwXf2htj2SB54G1F&ycmt2;s+OoORSuRH86|xL1+}}8cqcD@En1m18OH@Q zHPL~r8=HvpJ#{_D05ENc!bKPZfkR-TA{+Wh?Hu2DK!Tl@6cvR#Q%7G5e=7uR(T)-Y zsb5n2OfPr$7HXGh-6k;u46#z?&x9tYyQtm@MK5`q7^qB_P%T+F^;Q0(48Z+ZFEM9D zf7!(mlEbdI;I6RfKbhfky$jpht-n|bTU*#iT4Y;vLjKy;kK)aaJ1NM>`1t60i=xAldQI~nCW8S;(`L!La^``iaKsg8gDVQ?^OhRk?Jf*CEzP<*N7 z`&M5HYrcs0S6r4FP|C?V7%f#9T!{lqwEhsjIjp zF{?nn{n`I(RnkulO}!B1W-0iV1QUGh7Vziv-5ZnrVOD)5=EYbZ9MRSHdB(*UJ^fqZ zif^uC*qak_va^58&E0r+mz{jI3O?&kl@Zg6s`@FFU-0}sDKYj9c)bk>a3?SyMDDE= z^c=9_hbyx8QW)zD8rTOP^%=8H5emxMOIv>Q7T#Pfb2N5wap`}OWfRZhBZX|aw5*o( zU`M9J8qpae09$`1oJ%C852UVxr$o@8ym|BID*iaC<>B-_EEYRy<>?j>q#I(*s`}n$k}N`xpeeA`ZR7c8dq~0jDGJ!*}QOP zt;)Qenjx^&q~VNt>Ms#=ia~@eO$nc$KC%516iSy%D5PjuxEu1^Bdh`zn^BHIotzK7 z2r8gxy@xsxrqzRIrda{g>D|;kF^NtkCCd1~mCTecHZ?ov{BN3Rs0SMQC<(G?h0Zzc zQ$k#cXNHnb4i}VQrH;L_QY$liMZbm&hK;;fNKHT}XgP(W>jDyvnD$WO~H_n6o7*I%G@09%io z!NDs^OMwd=h8XGo#=5ZMgPgl;6?3k96pZ3VmN${&)0Q3Ev$5;|4=@gN5;T>R%HSaI z_BgJd|LH-w#pFMIUdzyyy^(Q{2lgEiq6_IZQPtquh=B!MsP<*|SNXstlYpy5Eoo4x z-u#C`RzBUH*p+SbpUa7jfmj_A{u!m+iEp~N=fEnS$4F)FW_Ey*GlQ*YX+Bu2D`uu| zs1OllNJ}7{Gp1>=3`@dQA=@nK`LX*v=Y2UCw=%ak4|!@X<#&sOiDCNhJWtD`!Q% zQmM&iC2AGrgy55l5zCnoAixQC=EXcz{Mi+(Fk1fCkdc`?rwhl7P{@|!=z|0-H!6^F zPEkp^`AL3b|2j+UwT^9Gv^jjNDQ@i{n0oshRnG5XoTif)%|`NT_Z>^W(G8 zzn&zCb$l7`p`VqV3_3)|oNn@%zxX))kGywxzBFR7Z7-^-&dwe=)B4t)JC>(=vAIK; zwm-~2GgbS}*b5)c2Qy*7x>kbeimdmXALKBW(N;k}syhDD6;G7XAq8X~m0H@?D-Pz> zvOthmVL%D+9VL^zu~^H;ee6pPf-pY5bU#APDY#rl z4dNjHqI3t$HAw{JqT*DU6ypTe``Txelsb`M2<&t3*wUH_1yjyv7O$fv85fdNmCBA5 zb>kymlRSX3cFB7_`gxr(1y=sxb8`Tno2c$72fgZ^O*{@~S%S2b=**Ot%)I>4ayDX5 zIAV%e67ulj!~B?bPfUp(X8(jbPyNXsH@h!D+CnhxlYyW2NA-eJqCNVb-0*FAyMr4y zPFVoievYo)EI)gMs%Y+MbY0Wm1Zgos3LhzSe9u`CVb_2CDzk>i@Vw1^rwk%UGTLm7 z=eo{QsWP{~(X=wyA$*v)e_32=d5wASo=R0T^Tcd;XI}sp(e-qQ!Au2>8?20~)%sR= zqlIC9_+K(_BwKinz`hkHo;>T0HeZhRy!q~|5=DlKj^Pi6#2~}Z*AZ=wohUWE z&a>HhiQyT<6wz4>O(7I8c7Ttu(kuh_G$*`J!01&#rmumHKm zNz$H>lbpYAbQ6c+(Qct^nNAWAOKPT+OegAcvbLwZBD)-)p7HZCHC3|JQB%u!-f0yb`PK#(m(sGCipqir4DWr7G{xNZeTOW~FKYc$Zk z$9)7Q9eWJ&vDmbt!N#tOT5U1&8KukA#2$J7j~;XN+%o?#f^g;0tHeX* z+HA^_l0+iNbfl#q`1JTy83S6+SZu{pp^Ji_?6%@BCYi8zr?- zshBIC741ulRIM%7Rl zA0fPHG9DB=9H#+PKtb(HIfI!I?y_dcgvQ`-%}frAxv91mU@U_Je#Z$5VEchrW*NMr zMFi8RNl6q(Io^b^$$0MsXOCHYPUk^RF%*va_3g$|4!$4a0w0U}^$tXj%%k8<16rPT zC#?54>@e>D*mns3%!w{ZhQbb0%K**$Zc4&>(aG@N$>*BRmgu6{GP{$x*)9dpeRk{- zk?893oaC?O&*|@ql*#Nn)X3+~*i;bc?P|8ZqoZpIy|)o+U&38l)3R(b;sv5CBugX%>{)iI z-LG}5NDzrbOV^*vuhD@Dac%ZS$c`ff{Sf#l)dsSitExL#X=&Y@DJh14rM|4`xh1B;OAp^4lp+cvp;L9|GiV+_K?S){-6=O~89haGJLj$G>U&@X%q%R3{L2bBsK`M3!Z=&m<3lx< z?r$5RV0X@qRd#sMNLI?=@0vtM+T;Fj59YtiaA93=d5H?w86Z3omlu)uTvM?|-z1zu zbypn|ah&*pc?iB6I>qo^VmtC0=2}7(aVTJHj?%NR>N{;H3vv^S)7MnNscZki3I@`u zN?JO>pdYwC62|D?qrLv2w>K>SNtaL5xd$pc(N~SZ5g4@tV#rw|EwKIDi>h%^p&Y8M zsqz2u;gqPZPzdPr9N07O^LU$}x#+!9+OK0P#8+qBhJO?%I24U4`|dg z@3vNFr)Opu9+#CRhRpUKxGcYm^$}RFFzkM;U(m);vjc+o2ogkKD;AsX2G;a_^vTzJ zvoka92UYXa8S8$MsK-UKrIGVJ?IgRnS9p_D>GoBqw zAqvOX+S*3c@>-SK{#iTVkP~1*?+R1SvH8>Xpui;gw+V;c_}j8liQd^b0L1SHJr9bd ze;%~4v9ZDCaF%$$=47VZ-_7Y@o!_3exugJMYdN(~@wW+O>FC&#s}Ypi0&bpHRP<<) zO24~-{pox8`aUZ!?<&8m7;s=#S%K}UT|29}3$Yu^X@6Ny|7Gs{V@Umf9OZ}P<>gHT zYG`U|R&)PJRh%fHNCV50onR?XY+YRZlHroQ$5q| zI4-%lNsf$+K+di9nS+HCRw#|=im1)FO-cu}Vzprb4h1168Jn1r5^<7*1_VGquU2^) z-v8{FT~WuD^%9rbXQ02_j&rhuAW6B=fj=asNFkGkF!k(NBXtDIcHK2YIU@ViLw!(Rl`;Myu>#tU#{G_wd}_76e|;c#uSLJDH#gXB8gUuFRr zG-AIn&*5-i*KJflct8J~-?ti;#EiE^)Gmy?Rx2{_>O@QCDgUlrhw!&ay?|s~&#$_M zf`;gr7yn@&spX#PCxZ-f*jAPD$*eo$9TBh?UB`clMFUZI2a_gO5XZwHjul(2K1vv8 z_m!QyxjX@VsZ8;-ehIo|Ibvh3u-+put_hyEv+%LQUB)Ty2cD81 z+3$zB1BZ;Uw20u~#?rWlm)EQ%IM4~L?1v+-!+sAMbk~(tR8CE@#-hiTJLP*0EU5&- z?cTqTDg6LMrt{v;<_XjdtPKde11nX@jT@f@Zhmv?4eW`fz9E(gJ5C=TA74ZkU0sry zak>1SYiEY5a6HkKnwbLTt^=R(NH=(V2|}BVlf6Nh4dS zX-C5Ri__+xEj!RpB62N)r+-M|FF`xwq{YTAIw2}++_&$*0?sZPkGcUWz)ipsACX_Z zvUlU_H1PCk1Vnt7bu?-@68~V9oLjtuf~Yp)U~MjY%U@-ebni=f)YGGGnj94-#eeBvW~%#MGl%^M=D_5L%_e}i6_6_8nOm%iH&^=)+2K@MOwTOVQEEYvx|B> zA_b*5?`MLloBf+5FuOf8Wio1rmN)8N!l2z62Z3^la;7~L(tE*t|0s9ZIY$+s$t&)j zVRjkbA;<8p$~*KEL;aQuqlTj~hFjYHx{L9J>Ma7xvhl3#`?lLYy59#mB01{ChJ1w; zzWv$iTPq3wBsSI>Z50LE&_Xw#ieazOEs%_{nTDbdOSo!XY61;bDhHVN{|{y;CE7qh zetH`(VmuYoQ2b+IfiK9uXTjrG7y2zZWkTY40fQiXEWKmLG$;;zqGim6l}rZnMsl#! zCOc#EkU0!CEav=*q=|Mk#7;z>r?EcyzyMlr`x!OHwDp9A%DlY3U4d}Zp0ljkBjz+q zeDvvQ)zReY=)kg@d&itZNkMVjELX!+7K4%Y;?qo{YWRqzddHl(*E}0si~-a<^c zrD(HxC*js^6l}+_jB1Ql;ljmB_8rgnP^4J0M|hm_cy7DCMZcXhu!~(^*Y!civ3GNmMp5P1+ED)Ro2@b*C-66QU26uhU z|IRu0zFT#x9#vfwJ*51tJld023BwJG# z2OE1A8_V}E+&(%vTiV<4aq)8Ta=fr`ad8mg=Kf!wbJ;tYbAP8pgd!omKvINCzjII7 zU-;xT?)uPjJSD1fX;ML=r2CP3CS$cN6crkT!$l~j9)x-+EI#b~D{V_{9V*-n!NTlu zS|cMt2F-Yq;JA#X3ifVY%8%)lj-U)$ocKu4dhlNl3Gok#rgL_Y$H9~!NZ}=@>PnCe zNqz`xb{t!-qBJD?-76IwB}jIkB@FmPb7*%DNmX7(=8NU%&%ly)b)`JLkLSA+6kUlJ z@&5`Y6f@<*$qMx<`=(4;v)>hg!Jd)TY6Vfi*zx088F8@u6lV17IM~Mjb$r#>FR;GD z9g@ezwX&=iU=_J_YtRfMmw$ybsNcLaIi3N->THOG9 z#T!20b-5`Ej#*z!N27MLS3^(I5^ltHXo)?BWXFjlv3Sy9zeJt>fbghoE0$|fxIB$+ zX~UTd4p*oN$wIRAi%$zvgJ_Cce0q0yvi=!o3rPsIIlM>jvP#}>%kLGK7h@XN0M`UD z^8)Pb7g6(>OXX#kuo!tdET4>(lk?maOS%)T*h+qi8edI}WZ;$JoQ9Eh@$QXM-Yg3@ z_wW=w8Y#_aVcdyzZLRN_+9>Sn){})?R~8l)o@~v`%t#;@g)RPbCTuO*#U|#zKK_bH zpmk&55%gpS#>y%xOo9XFUXKs=O?b>$|L^7Aw-;mlbpclj+F#VuvH=s^s7CPYFO&zb zTVN_iGwm-{j!)5}i#=Iov+MQq+6-^Fl~xzZb>_iMG{FI%*T4F*bs?7 z)NO=u*1sq#4i(cyiC=9DFvAml(NA^x;Yl6B7DQ`F=Q$i2tivP!IX_oz&q7c1voMHx z)D3Dd7q|7FM=G+_uQq8N@~wUiqD6`Lg*R7ad+Mr#tny^5+#4Gk(RGhVsto&sp9U9Z z#OeYDsf4y&W@)pY9z8+OZXQeOLk}HxhHEP9k5lA!j~T&#oKnYp@) z6YoC0r(JP3#@$?)<(fjH9H^cF+RKY?oUM8&!^!&jg5^>H+f?&tlG-kKKHjf z55K<7C5?-VyJD?t$x)O>E`Htk+{k_9ckN#MN&LtD@5m#f$HR1Yjl{~V9BgKtVWf-r z?5x0~ki3pNpL^XMcXJrjj7(+zezD~stkYmYPqRCth`2kABTL;&Afm$#KWp3tC6SOw zd1y5J{@v3Z{oCa7U-gpHwu8uX7VQV43M_-fcRjlT)-D5IF#oewc){(hqV|u$U86xp zc#%tH4vtPd8kt8IbC1XGU0Pe=iqcTCupU#8uCb}UHb|Eq44CA5P-sEvp($vF3#<># zYR+ASDP5OjD<}LhKa>c{TBn=X+twM)3}R0rIa!P9zdoNbZhUS+c=SPW#di4wUe$;$ z_5tw^WZw-$Gsq_%PrA%bRF2=GWe4zT^Rt5`h>SeX zHTT`>pM#&_(<;F`sHaSZ^qLAZpd@~5>Fmx!#77YRmsPQ zwz^_aUR7O*m6!}gsB-Az*1>|;)k<(0!Ak}AdKFV~hsxXQN~yP(ryop=1J_^+a}Q8x zS6B}lNH;z$?VwC59=2HSw4o$%yU$l_qowfnl4NFLv|Jj}NE!FEMyA7Q;e{q}fn~{1624>yRET z6Tae@7GER;50&4mmeRjmS_JSg_mUG^AuQh`ewZRWCdkJp@7;Ue=|I}aPb+wG;(2mXc{YjFID=zx94yEA(lj7kuY79-?}iJI0q8(4R~;b#-oU^H%Cq znB~!Z_t0jksj;hsZu@BmH<;buoQqwrFImu9n;UdDSmD7$bxr9V)V3I)iSKE>mVGV` zmyAz^uuY!4l+p2=eY4|I<0Wj^3htD^0M!xyRB{7SJ=lx+$|;##e~{AAzM$ha(8}6Axg*WBu&^-qyW?hF^C4<3MXt>Q zJ}2?nAocjVl_2?g^KpU2u7Z-LKH$hdWuyrPZt^aoucv2uNHJEY$?KI+C1m-#8+yQ1 zD~n11>46AC)PqX6PN@m<)AI%f<_g7#5MH;I0I`$R?O?u_raB6KctA7n{F*Dl!-TqR zrxa^`I_I1I?B?nCu%zQwYHUwW&ylN+j~wv2@?RGkH711;cfCzY@BOtOauB-InvhprlR-(Fs^DLb9b#8v4 z`PjEOnWno{+^!`@&ygy=zpKW-@)c`qYvu3X= zYaHRm!JDKL_wig9Vg5`0%Sy@8U_N$SKg0kBo&3+ch(WV8Ae?Nr&yz7 zFH|u9#pZi+5YsJ$+4iIHK-;d-m85#%;(5?B3K<0jJPzWm?)+quByxD2J3rCJ+nt>q zqz`6hH^M|4YChK+&y9R6aV#+j9Hn7A?fTD&X!LF=W7PtIKxOkw*$ZNCAG!hrkga}h ziLItvx(ts$g`u`U+#f)| zQnKkZ82|YVc`zIccb_trEwp7OLTQ^Qy)%VIV<1&Dq2#-FZ-?Tiu@Ym+4r1k=YXw(N zx<<4VJSYWx6~R-c$%F>_0RaPPvUi~E0(6}Pq{|L2fM%%$dJ}~AxPfNC;Crb}MnXnjarTtD~s;txFnT_xFgU?Zgg#`<_I|7KSe{KilNj?MX|Y!yn6% z?iF);Sf3#7d2uCDLHTwes}xViUezvOe6D4q+r|^weT;k@&wc)$610Q$3{#|b_{Z+S zaaO|%PEI@|&y<2so&KnpUKEihe+CBLq$bz_QzCcu z`=gfrpKKj(nh6X9@0KvDu3Xjj#YRtQG-<6Tc<;FkF93xW+taH z7=qk5J$5;1CZL)MMILkJ*~D^&u$gl6)6T7Q$6K1U+VvP^E8BROtM7gNeALU!wRa16 zUd-UP4)L&?x@wj+t7_KR-Ng$QFfSQ7?nt3-`8bwb{7e}f6Z#i9oKzlaSamqPviB`6 zxJa)u%(wAI?czW=8!$&9w?P&~WsF=#t^o)AV3Zqys^djLOf|`Seq70$kotqBdaVnX zh$&DJV7-_mKV9dUqe78aUGe#ZbV&~14DE4kdA3YsfH&2hUyUtuS323y{6DHEQ%1$WU$2_8W8f;jIP1;JS6MM`@rbu+MswdFIS?XBJoJ%x zu1yN6QNmDRr=ALs%>N#T`EQ{+63=qxmsyrl1`-;?=HxeaIQcn3~H^9MJYZBSIcwCBaX>D*+| zbkYU0S4lyKiM1P9_PKsco%t*MDw|B8){=;XrH0Y@T=^&DG$nZtC9{RuxMqP+v@qcyTolkaq zHm)X(=IO=G5vZ$!V;H*DAg-u}&34}Mx`L8KAe6SpHcs9+|FmuJa?W#|ES<+#8 zxe(^F#Ls%x!c4Bo$Jft|P0G=`46a+3Tl`Vqko#hWlX0$wnaSN1ng7#ae>I%~GVbGR zEZO5Te+td_Ry46}>^lgaV1EwyfcoW{BYeOVRNIex3?b01bz*w;YG#_4?NHuu zHiI(|9sTa8oxmvaO={R+vJl@xel1qysk z0gLhBYkcFnB*?%%Bbbk|rfzg`y_L?837X#HFLG&S5X5eSU)?#Ul20ua8P6A)6;*1YvZiR9FZ{{?QfXNa&?? z-rb#-&)u=S%{i>aDW%#EtLii7^+tkmPv2PJr@M)vR8fz!=-|-m*(>WPo0y;X1wMM3 zMc(3~QLe+SMv3jHmkWER0xJ1z5RPsE*H|42$tB_r4V*<1*NuLDH-&(rHQ&blqosZB?m}v18C2SL1MXZNBsj zy})XBpZ*}X0J<)_%n)hxVM{G`1M*k_@5VRs*&t0Ri(pl;@Puv6?&U7`%n$7WMMfPkd)>9t9$Y3$%_wiJFO#7ZSrzMc zl%bYyqoxCU*)_jgBo$}=;p0cgOYzHZY4IvP$q&A1V?XN(K_nG*RiN7j_g*0n)b5_lJdbjZqJpy=xE<#rh7?M4qVo(FVoo)J{+j>+iuV1?D(Fh-cDOhgfK99@ z8YeBCtnAn!m><0-@{8CYl>Qcrm|3-uG&~3`X?68IQkyJ_B!px(5E&KYrQ<5JxNesX z=PM&5?%pmutYN9XF#nvSuL6UMjjEIxY>$+Vnt;+|iKo$B>Gn^L*5gbgObPG$A6NH| zk#B8|Fr4z+(t*-I)$k8tOCq)V`$NDTu9;`49=&FZXg&!F1wGUOWeLPPfHZA2`u4YEc%<7sWOEMHm-4SdL1s-&qQ~i`hJnGG58oIA?_k=zA)%qi zH;o1QFn44fcJR`&p4y7nG6g6Uqv=fDW|wjB2VZdB+uT)zEmV3hymfbG1tt2Zi>C(r71tM;EXisb>aii3IS!pkZ?=3j14XDqFHtuLnShe6mo9 z%_#Iwv^-tZ4u_MZ(_RDQ?fUkOowtY0YL<;;B-LVc920|=xe&&2{vkt|#Xa#+lpp;Qz8so|Mq-uFcOYpR4!1K#KA6ZZXP; z_DnwEfj@hjtGaQ2xs;nFEgGh8xZMaW5|NB!-*p`Se#hPQ=?~tIVN0Amc}fiEkOC&o}3*MfJAm7>s|U>qmM%;SSx+dXp}ZTI;+88!Kg~ z$}vy7YpF;Ae<`x0Lv;3yWh-Oj;;s#e9{wfz8vKk#Bo2V#jwc?limiHT3L zvi=KRhSLTy>Aa*Azq&Q4V10zLDjxU?(>%Gini^rdM$K-?&obSSG&|$}B>r#=OwQ{4> z_ab-}=0iy34qtf7urdJiwpSva zJpyK23Y5^s@+74Pb+>lZ0VnB$qtc_|0weLlCSBikR@e6UKA%~ncWNw1*ghgF`86F( z<+Vtvx_sf;6wMfOrS85pun7*c-QQjQDYcN&XEvo`f>9{n-< z>uGLfTqRZXDBwm&NrQ1-DT987U!R^PpOF>rzP!85ISL24ex{6j_ zS^D?A&n%sgn`YQM?I2bw1vWG=yKg`p+J^o-Wq3Yyw6MQ$(`CEwkV6@7Ypw#zu5O2U zNbK}YdKYXVOC1c3uIZi$RbW@OADP8^U}cipz|I*%DGNc6Mr(rqu!)P`^UM79o-8)( zU-vxhWHu$K*f~6Q#LDFa%wI4;gOalSD}h8uUp%`vjYbOyMC)}#4}-zny=AFyPwvl@ zzlans@ydF9(tl>2?)u%hq7?`}V#r=N{G`#B{vTUVbDd;CWhk-( z^uK|K4xfn|CYX(V?*%RwK1s?2#4cSpy_tp#x$S;r=Kpe6bq}d}eL5mbu-9Ww5E2%) zIM5Cr@ z<&w9{%Q@__0d3j_ktf`_2{x$-2?$rf8NnDSiT4A_|9EYq6(FI@V*DfF@vpcez|(j8 zcIRcL#(H)Am$Ag4C;uXLIqxj-W1IaO6EidKMs@_gf;O!Ex)o=zL8@A8T(dR_?+g+4~MgqtDl*yAuUld*Av(Ur8Ga zg0Ab@`qNt29)3Rxb&;pz8|_ULB4TNiWomj#kxvvvTzF)wsY8+PiP_;&}3W^ZcI zba=Qh6z)7khqwK2@B4{DlmXpqmm8lqxNu2*f~>DnT8G-sOfF-qbI z^oXO4y;IRpQU}f8tzXa^E|)GLtUbAmWeip82ZThMdm~nH3|yfNs$a2{ZzG0*dgZX` zF^$T;#-Cm`=t>1tC#bBbxbm3O)GA9L(SqCDs$zRmD?GC)B&+)+e!K;ME4&(nVh$GS zjxTf5z=DF4Q>OR5z3;?!kH`rioSYv=f66_hb3`4_QDG2bjQkR*4YzhPYhem-qR))u z-;tB6X%8F^*T`AU;0`Gs1R%{lX{Fg(Hp&6pySt&o!i_k(Ix5thB#!?&%xoph#A5 zTuT#PjcK3_7b=KigZE0l>3En3SkKYOwKFWPztAggy0L1$Z_neT#s{455%S}YSFr&K zET3F@vNcm@-=>}|6=`^-Z(7M))9z*HB2trQ$!>)6W6PPv<0$l3S)*SbG~Ln`*R0|g z2fMWG{>q;vF%8wu6t!mSd8?rx+XiG?PbPT!oFn6RDItJYRJ}G|4pF|C zaUpF|#X%yMRalg6BPeEA@9_bH8EQW-OJNYuzJbMD5`TQ5TWv=JWE6_LynMAkEkUv{ z9P9$7e zu2l!O5>7m!zC`9ua%j(V7=$xN_jJ>M&w?<)(CvrXceZC}1==N>*${507yn)WC{9hL z3i5f|{iSn;U_8mi^MIp+NpiuD`j%70oR>?FNJaY97p^+KPJI*dq+F$ml0y7+t(q}c z)jVA+#C5mMu<0sWs_^IBo8`lj-C72S(8%t|3~``*mJUgH-kOKutAewU;#R0zk0sea zp)4(8YPw?J)Z1y`eLhiPzqB|tIw2yM9PxxAEj=~`cTQ7`RD5GkBE9|?53^Ok@yKqI zuLoaS`7&yZjv{D2iE10Vl9Gk{;)4rAvyRwC{3J0_4GE~x!2ZJUfk6S1Q!Ekp|JDNR zDIQm6sT&v!Od0zQKCRTpQ?riu*;zg~On9>^2)kv;aeeK!!&n*g?_ZwDj0+K`RT8h2 zj@P+T71x>(J~woUcC!>$#Kfmwju2X02GTDU38J9vbw{^$A`YK3t@Euc_1%Dvc_6O} zmZbOfFHM%EUPsZYEY!Jr)68N|Kw(!y--G6V}k6@lm`Rs|8Z|_ zI!s3$DcTjHY9Vhav!}<0QY*+5=yX9O!&gn5Rz?aL0E2mB9uf?@GNiv+%>2nN`Bk9l zbNf%o=&^Zfy3STq1)ge<5TllG1#7;dU5ip|wOsE0x-zgtBWngaJ6H%mUSs(d6SKNE zlE2|Xnbglu7;V;-*m!^|h)Ohn`^9O)0pK9RNZA2jfowflh!Gw*R>#R|J4-A7Mz)!Y z6z!Qcc{ZLXENL29`N33ayt>rkm zN1R!42rzjass)(Ue6MnVcCI1vql#v9B_el8X2P*mmR>`<%vgsQBqRXmi@|3x^1?Q; zIA?4OCh>3uU-Z6}{9v{NXl4%*_aI9WR5Tl~^Ot#_gr1?Z1tin}BypY9mO6 z`tmC=svWK2sxn0kOsZe_a7c5fKg;CVT^ecMo#E*I0A8jejN$cyNK!ag-EXY~ zDQh;!8M>Z&W?wJ)shtX%dwxSS2@VcUqJTA-^X5QyR!2~yk+V(2Pzy!u_UP^Bw^Gc3 zI2`B{0onJe78hKFlj=Z*HZUl(RQM~qAn*6@5OiF!mwR6?d;7UFJY}!}$7o5rm%6@O zkX6dl-`8NsV^-i$XY{QS+B6)2M^9}m%pdl-`bxrr(#aDD6= zc>Lzc7(8~v39+2VGtct9WD_R!Pb2A5I0m(iPlA%lBDNEC>}Uj@g3m;fv|N*xx_S#x zXk0s7aGc=cykZ~i8u=c`k8t{Y*0iXKBkC-hSkIS)r<=*I5VEzY|JtdOR2%K@Z5DG( z8*|35`G$ow8ygaeAQT>4r}iMgERfbjs3O%s^$`f9l>8Q@J?JUDrIbJII0)ir~swMX6mO!)7}`SyA;~i(l{>w z-M*e658h>UY>5$%=2&1A_nx}#$VgWBM{(F02gJ*?iqU}wA^~PH{pA7F}rld%o$ep&)Jgbttgr5e4_2guJ6KQxPgGZg@_*1d^OR#ZRDL$ z!SOx)K=`l>B;6)AXFG9|_KJ@Er`Fz4U`=sm{xBdVCv5V3b=Y`Giv;gNygF9gWraW> z4R?K#*8nkeJyr0yeym9rRLQY?lGEv1V9_HdUhDmbb ztyDtsz52tZwUO4ZB!WAr^#0=;Z&Fdh3x!$A6`-8Pd+xK#ng1o{(Dy&qE3`B@V!XC0w)iH-*PPA(bJploQRU=qan@3re|}< zk^XB|dz+AKc(-c9-3fa~CpwfVxci-^ciek~CAJsFGyX0{a`>u0a?2fC@x7pfM<*WG ziT)+l_G+4)XPBp_yn(gUC#Q5iO{mzzL2pk_MokTt`MZW(`)n(a`8#iFH&GyNAGxw3 z)AR5|Cm8tz{;s)cxY9Qq3vZa}daClL1Up9mXtJkyK3r$ecslUr-_GsWA|TvqRB#Do zF5yw^C%H=@TyP0l%p6fx8}({`@&BWDnLzxDBPAoNdtYgx|K;W@Ha4n(^TY3?=(xC! zxCEmvTB6?m=Bdn)gX21Kg_kwkzg zlMC7;7O=ej_UIeeNY}SWmv2^KG5V!h@|*ylO!r3>4@NGgXZ|ep(eSyegWfOqgX`zN zwM){r?8r<2GWYeeUZgYf5$N0YqT8QBDe+~FWgnBsnxH7Hi^|L~Kv4GIy1Q{2kHo~p z5CMJ?WsM;jGRJCWU+O?ZQ_^nvgKwfKdK;+3`_!-A8qV?u;^@}Rt6-zYgU4& ztN@8jR^5cWv%j%_w}a+woOq-%)C`&3&kY>I28R3nkW&66G%?enu=WQz5!D7w0-c#0 z-oX1ytJ&w?A}$WP{vco?Cd%D#;@m}8<|}Y~jD2=^7;iKx&Cbgk(=2}dDJ(U!p%N05 zlo;3CfoyMsV5m|xr1e<`agaSyC>kceyYwBjLwK~4myeN`*X=w0Bu4NsAb1qJ64l{v zh~Wdz;BP{CHksjX%;9ec-~-yEk-oF!<9+1gLkso2>;UoyFy6r=W}wgR<<)itci#k@ zMZe#*BPjUv3L+a`Ffj!>Rxb_N|1kA(UOszleyrvTyT2xTV#0PO@ftcy8?x&ZO#x8n zd32T()#x*aR`lm1<=Wg}fy*SrZ4F8EmBw#HZ%IH_#M zV!Agls{hen&5&Plw+Hpw1vCvk@5=xMEWvvj8IMoaXAn(>nbeog${cu9n zKyPK+FEyp%z6^O+t-MRzVtvpZ*n%r1#o38XNJ-fjfV~#|lUjzr{=`+d4_Ah->OG`q zIdaZ^3N#?`p;C`R(i9ww8~E|Ipt-44zWx`h09lb>zVrkql{KOm5*vAyl+MtJ%uC|sZ+X>`(PqWY7CTol}tp41Av?n)0#1T?&fv)yKkYq!IFai(~YB@ zP4ysEi~@UXbpOHZ?{EFyver+Qn!a0iF7{|(dJ%=9AONZ>B#N$UaWN2&nq1BXbvKOw zVwp7eJIAb-;XO3QnD=Oo$lV%B9g+5>>ol9A^0ZIN>ZVAATGySiK(~LhCma66mr%Ap z?U$GgwMRe0Ev8E|FHxSMO#JiaUnGx(BYt2QgjqA56s6$}Ru4(s+8oqh8nvC^6P9~G zVAO=lFii2X4dU_*xJ=akN5I*g?M(ri-aH&=0D$T^y)d5s{3U+YM}$N*nx?pRlal-O zb83JjYbe~Wfs zPq)K)SfU>&3A||H^E&_rR1NAbESZvlv(qgL;KLPA9;t8-5}N#{vqDfi5}d{_T&ng?e7^ zIp~po7- zN07(@wic&K@-5dZGVs`lKRaAX-{?=^yKN_!DSa>pk59f=woq1lkNKvCi{!u(225L;AFE;dijYu4*-AW6e&?^c=k53obD=fcW38o7z$628-7Hj}2C}Bjwr;HN> zTkMw*od_N`1BRsTw2oS7dPc^8(;?BQrvp&7o&f)JvhZmMoK?cWMzARM#31+C6ipJDD zZB`Ue3o$<$0CSY&bKZ$-5$wgWMR1#5z%ZXA||$+tiU!!udm6orSEFF z*~j{Pwx69XMIf^BSje+!dFdX&xau#BcRCH`50wzsHg;xy-u{0YjP_rb#3X3efG@N_N9~ zw~t#xsRL=^$=uBbucucAp9(w0F$!UZy=##->CvkU0W^21r2{k}j!r9q&w1Z>U;#q2 zwY`zJD1M6(zZ=)RQqhvc3NX9vY}LdDOnl%!8g>*^zxJ-gp#xiA)CZKTdIHZ5^3$^a zjjJ1YTXy~RJE#6h4@1;TvjK8IeAK?$sf;x^uWH%28OP|_Ns+p|N7&c}OO(@@wGS}+ z*Jg#ck?)UM^Ki3gIWNp=2Gh_~u$)M`pZg=MW0CEvBsDaBs4b=obEmqJTwZ`zH3KSW znB&(F7qlSMR0oy3!4G3uit}Elg9FJzQICVk@}pgHfbyhuvW99X z5o#Q~%>&?q0AK;ce`R+ln(S-DGN9Yc_PIw&G?Sf31Q@~wEtdfj^6MdS zM31mx8106;bjyx1#;A?gz$&Q_ybNYy&6@UJy* zn)eZ9Bxb~JCU}`Mo*`k8o3qgj6e2FHj*gB^_$t?#9UUD?>FmQta>;E_P%XL+`n)xw z7bC_$tTE-k#Ph4P(B~n}>A-~!0LjefvaL?Wq0@2;FrX`4fpL@8{zZ!1Z=nC~mr3*` zR`Lq424@wa9~j%^Bi;k4Mn{JQL%m4T=ko^(^Kn?#mPdW(CSC?^<1cOZM*tx8-OJeM$3!i0}QLu>hb()^hA~PJNg^6`NslB^x1_ z%D2sHA(oN^?F1EASqK%&c>y#TVKgArZ^3_q6_h5Q`xDqr4Lq)F0H*Y@3-Kes?keO< z9InIP%+LU+>t3A9f#j7+@=)Qih$5vYZnb6YT zfD9{WCxwQrjEon#qQi(KmsM>~j{>dtnMRU;b=SZTzOw0Xh>dsjCv#I*k&yXoyvcp> zrzb0eckfcm<#%oOc`Rl#1tPrw&pY*V&VO3+4p={6vAX4Tm~C`+&ix8xYw*Fvc0fu( zE@YR&jHdaEAL5?C9Eikg(t-rY{gGvy2ncKM*@v~6C|E$E&7D9H2lQUyfW~&R{PL}| zV(gbsmN2ZBPm%aiH4SmDzy<=yzPCH%E#v0TRy?%`lNytsoV)vx$?&{9y7<4KUBe_2 zlo3Gc2FRrl)|G$$YSPxqKY5XC`;{&#`}MlL;?o}SI22oh3qcheAj^~|+iHIpw&xT4`G(KBBcbW}dJSGKc;SNh)QkRvL2~hn8I;kvR zSSS&c0;~4Eo+!#1_@H`U;cQyP6;EFo9Nw!vW4iH)k~kcb*&ISf!0q>LkN*0>1IM_i z`LK^St95H&y{XzZR_)Y|Co}>iRs^r}-fb|yNtAj~lD?|O4?&9t`ak?9tS67=>e73{ zZQm7X&Sz!${cdEpm}?UMB_DMm6Q^|l10QilTO@%4rl+SDJ2`5H1_Xk1Q>_@`A=CE^ zTHz}tQQ~fYJ3c7owPY#M_b>usmSz27c?C>AEK<5*P@Rh5}do(czePzFZ&&VrRt?yEyay z2u3OCQ)#iokE(Yj3#{$f; zEZMFOd##i>scGZ)zf1~!9ycnXC9m=*@LQ$pFy_D)lRxEfKc8(Yx^HUz9sxnb;OzhA zs&i$7@tbf}AsfU=BwywMxhqPiN8*S=ipF^v$w!9383VVOkASO&Y@h;-QefVNc{7Vv8*5u1&t4zwz~hYYlHm{;?6bV&Tt0E%Y*fyQQV2+YVr>IY<9!`;!4Y_HZ> zrod|d{-_03u!_I3er>pC-+Ds|`ggL54p>2j)dHpUqBK&W2d1Lk7&MneolU`m z140gOLjA)wbB=R_BtP+<@Biq`qA7CDRn-aq(?Tv2&bu?87h56=bdQB-&yhgatxTGE zHml)oOsKbP4XUp81^bl$t0_}Gt2G-~RdP@4?_XTrDANCj3sg{o&>iamYHQYIjpgG$ zH|;+~W1$}ZqnWTIl^?X2ETll1O!1a))KWsHvmbJp#8E)@apqo`M$=&cdppEGV^bYl zLK9x@oc^Nc^rt}GOg!fEU+e65N5@YZsMC5L=27zTHu7;4ZSb}!;uRLh|1?$k#V>|& zPEQnQ6IffY(g*$s!3qrxZNgWCY%rwl$B6uohQYZ39`V05P<5^3P5&L`Aj8GRF3zv1 z5pf0dN2iWZC5Z8{&UrMC8I<%^pZfI1a@kU?^OtI&>3dZC9GVwp(lQg6?Aa*aBQ3O$ zI=Z`2zkSP4l+H8xPZyzEV3=e)tQBxgC@;8%Dvg|7Tq>d%G?cDmn9oZ88#Je>xR zIT#23j60#{g#30&B8-DQ^*8?dg>y1;fbhW#7MEMs2kCNx(?bI#!NR?+L)>K3K!>fE@S%j>!S4^;<;m1vs?p&Q|rK8IUV-sXk`%|dk$cZjTyTSc-vTW;1s&zWg)0EHseAxUaa zS5pWtk&n~3Q@iKHoYJ8;@pheIaG@EIL|YJaQA^_!QhI@F z&ue`j@NHgpWz`PPVe_N&Ix>A}Jy=UZv7MjmH+Xi2=Hs};KqPEX{>VYPjo{gvw>4q# zi;9{t#B`U3&LUx86|EB`AZv&BcpprGr1(r?# zkuwdCN7&+AV|f+@ppMItp^WdKBB>qMu6{P3WGo0$G<$ja{Y-(j$0m7ikfl$Ze?bO6 z@l`#~<|VvpY9%UYOQZYMC7(%5O?Ux#Y=HrUfepmiKJvFH&rs8zM=$wRN-f3KbmZ13 zJ==5e*1ye*@w7psMV0tOcZvSZrLL@C8IDjC=xWgGEq?B2F1IdkpqUZxfumhHCIZqu z^eIw}R&~yNYL)-~f8P-D_PUtBw-H=DeJ{X&_vmZNKq|d72&}(@$gBwSrl>UW81uevu2&(brXw zD(-9$!~B&4QaSb=e0j*zNz!g=wmh$cb^~(MxR~@;HIsPUj8GgW#~C95Ibzu$F_>Vv zfZylZaF0}UNBa4gNyJ;*`7te{lYiKh)s;l=Du*;#U!n;M5uVXKL$@5`EESjN9cbkB zIm2;ByWlIIYRahStC}-gx^i!7+KajVv%m+Qv|x@=^d0iW8Ou^O;R4qcRbD&oBQNlF zgoNm%@{VlK>O_XbJ2lPCmM^^J>sJ3J(VN5MggcE0k%pf66E7nPV;uPHjrDkR5ZKTE zxK=u?-7dVdpslL1z5F{+#-thZ?mFj%V*WF9Mc7AHg%~zj>6mvEI5Am$>fabOgT654 cea2J?AaaY0YdHYEUjj){P8C`#WAf$y0pMB;JOBUy diff --git a/_images/03-DataVisualization_30_1.png b/_images/03-DataVisualization_30_1.png deleted file mode 100644 index bb8a04b7408b7dedf7ce49e070d70fdada32bc79..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 27976 zcmagGbzGED*ELKtbeDiIASEf?F{Gq`bc%F$cc;|QEva;uq_i~B4bt5W-^G1D&-cFn zz5alKiEGZBbN1eAueFX5pA@ArP~V`!z`$U9l#x(@fq@MHzL7vkz&(-35yHR?f)nK9 zXAtnu8)O^~{EcESqvZqxgNFP14LiB)`v~00>ny41tZHZK?Doac1jgozv%R&Qv$cg0 zrK^dflZBlv2Maq3I}@e3v$H)vE9?JxoW;)3j5V1eIsyiU66T|X*k||5!z?#<{OS9C z5i>bYO7Oe7an`^9itxNh+4?2M1~geTS+M%Zz*y9Cu}DhS`P zv7wlg5IGP^fptUnDn+Y+wHzq!)7Xy3c@>A#=D3@2G6@t<#g5ZB&1nU3G+iqV(Y#;)DN&P z&#^Z6dE|CW1EW$_{D-eyN6Ig1S`qR3OjUD+#%C2-)6vX94FeywX9E~624H}a&0nhL z>q%QOhIR1>Gum|TU#?~ioDXJV`rmp*D~UYSc_SSK{bw$|XM)&wBVsYH7KkXwW#h#B zl%KBPR(x*so=;w$V=+j%ZIetBFB*(_!MceaKiQco#O1t(=&t6RAOQcrWyjzxaj z@M0}3hu~04jW;`)HQ23=j^~L_?7iQKkP7cdBHh_& zFi(kYGkYSPQjy!q3drFsuojz2Tz3Bb_=o!Y*NGj%$x_57CGl2%!a7_U$`uQ`-Ha94 zohrsUX}ft_T@9%EcPbSX74z8&@?ym-qrJ((;S8RW1O-s;%Ik`6 zL>g`lC856+Ol|YJVK*MYUhzC&ey>sCJ=m}O#SRq`z5of&3BeW!#$F7@9&5T*!iF5; zL#zoP-r(Ty^IZ-pP_+iAS`Or(AsM3pjI07*F-Lf$>dWulrDhHlS@kl_t~!e;mOsHT z1f;?>u+)W69=Icax?pUS&R9_n1`{Vk9yX*-molDl{3g;=s$lv>ewNoAfvVMDO`?#& zZPFJ_BKY!nVZGdvG@2z~F!Moeu7I*okhXB?-+d<5A&lim2ERC!1>KR!0QcFQhX6zs z*;=ThNEMN}s`92PFav)iU0u0-9M@0@RT2fpIGAe$U>xxVW0X+&@&d zUB4kAA*r))+7f(Gzb&8)4u?sG8Ixrgb3gRMF$*8eDkV2RD>uLmfjYK8Ym%Tf(}kb^ z0oU0u8W^+GNE@Y0Nq-mm+8WzHJ226b5T2s7G~TQJl({1N9j%CsHlBRp zYX}?fs4pDK`t8wVFy@$n{l0}gW5`^c9)FgAK#jay|1TUZuE)qdb!U@7g&aO9;gCt z);rmL!t$Pdh-?!y^uN00zg{M!Thc>a+DS8VP=_Ndh%`kd z-&8?Zt0`DSQXFY@1*T2W&`rj)>^aJ;g^TJZ+4&@k>!FF50xGcnE!}#{!#5TW-lh3R zcS2dJt8KB&C%n^(%l)iTB2+ahG(}2Uf4)b{S2`6Fr|aT;Wkvf>8l5FL-ZyP`@EF@S zFN|pRw8G(P@abNsTE(uR&lp>6 zz$B{*%;+q6;qs*%o>RxYCByG9teu_+Ji+HnQ1(X>@vQ++`AZ>o;GeHo$`cqpB6Z8CC<=^5ah+ z{T1mplVmppY5> zdGXtJ8gHs1$yGgbpmBVSAy#jc{gJzJ@Ix#?YkQi-Y%l0OYeSXw%CH%TWB zm`mNB>DItqBl@T!HpCKm@9l+Y_yGhJe-o9VQJTwA*uQZqwzv=pIFe5IPM9?)^c(}+ z)8TKt0m#G#AoezWCu2pZ@0te@PI=I8h0yvkiN98L=`Q&L6mOU%>*7VT_7f}70Vb> zvdoS(t~~@MPUS89w`SoTG_Wg7z5hdiVufiA3}e7V#S>Zq)YPy8+lX}(#mI-GuLP*X z)Yja{T8O4V{zS?$JU?I7_dxcc^HW;NxwyUm!`if0lyQ5!XlFiOV-m45b>K2vR^r{B z>7-)6{7BU5%K`#R2<6h8GJYE2`tn+DgTtM;N)ZdZoc}lWq^eC zo@P9wD?=zfG0X1DRGu#Ci*DCC0SB8bV`axP|Cq>&pwy-o_)cX`$6zG$;z@s+$>%mm-?*=tYgOa}vnC|VUS7LE zuFn`!;9T`oEQ#)w%dtIt#MyMh;Hy=ezCB`#Ztm{JJg1}a&SU~#QHH@S^CTjKL)x3R zN?ew2aC2N`O?eGtHpjs8Fo!NUHCWZ$7U9vgeO3(s+aiS_?$MrE4Z(lY6F-hNCVrrp zSL|n5cK6vZ-k&ZFTVBt7c(8&G4P%ka+AK}0DHHa@D#3ij8rRJe%zl*HcVnzVx`j8Z zfbT@(bqSH=)!-zDd+W$-CkZ;EV#BUlN9Xa;S>XB$K{2dY|;Oc{G~de)c+R_aiUKJ&jh9Qk(;&X9w_?e9!> zs7d}*Yl^Wxxb!Y6aVpOc!z`FwD-@qT_{~3Tv_Lo$tb0+v_0$n+S;Zf-$EtR>RG~Uy zT^+$%tko1O^N9dwGwU?OU+%)V+CBtT^^u!TUT7U3Ina4()XX<`i|<(3`Lv--?fk_r zfDXd?BI!qVG2lm9!5cU{Ba7amX_eY*Q@rvX!@q@ARb^Y2|gHsP5oc2Or zgTmE2XXT0?=hQ;@{oiI4dY3KXmBR_$)@BX_7M@UE0YyBtG)3f3Vk01 zbpdI|s5lu@ENfNU>9Go)FD-Sa@jANdVqU-$C_~>J-`nn_WsdRz736HN<;nYRF~e5_ z&-h*^Qf)OykKGykkIzxH8ULkG+caHP5wu;$hPnDFRjd)Kkj!v`5Vf@U%MaI zwg2L?lw=2DZ!p5Wi*1fqS|@u5`%}TB?1=8)*B%B>=gM*igtC^k5Pvlq zu|~l6$GfYdC3`o--Liaq{B^By+|i1LiM$ZJb}Rx!J{j&It_{SV!s~HLA>CZ>ZTION zXi7tX#u8O!NDT%O?w~TXD1_-l6RfGXP7UCH4bJQ$XQ{StbElN&kv0oc&cN>1O;p1( zwzI$%pAELuzBRk4=HM*Xib!I};`P|zO`28Q{#R4TX)zNRzqyhp7dG=Z5(T;QI1aW~ zzg3({V(qK##6p`-IqL5%1+8;@qY!M20;nG>2)qwJp$VL1(OD+93YsLLPmxZy7%OtCzL3=~05SxmUw^S{HTHyaKSq zrWxV_ejmTrdp&3qg#O8>ai@rZQAY*8e!+>rkE!pL02$Gwt5$PlLJ*HzXDtC5Aiozn zHj-=baL+_G`3>5de*5}{m)2@w{|5ieLGK0mR@=k!EcMcb(}w=>=u7TiY7gw(rWt+v zM~GvMEq~-zJIg-xvZ@(k;mp2xkC-)71ayoP%A^P{ibuZJ$wiWs)muojjxRfZ~ zY(-W@Ix>*>-%yQD`2k_C@Kf@hAoGl?FsRlg#!EqIC!^R7!(EVtop`T`!_D-4#tI1< zL^?@;f^MUzbr6Ri-E)2V**rTU`^UlE{hkgiv6~-9ci<(yR%TwVkQSn~aAv>G>XFfU zoGXm>uH|FUh{x87l{j%b6iVZbpy<@nCkh&efC8Y7uDuv?K+U&=6MDkR$msf>cl3lh zPAmu7nbWf^zybI9_s3Gq{fSVLzBtJjh_GD>tz!Aj_BnFu+kp#z<+XNljlT4GCWh}0 z>7r0To)h~33mcyCI3B4-LvYcKndCg*4$#)QBbpV~A*_+EopiGDGFAaesx*8uSv~ps z5^JT~F;1-iSC`FviduU)@pY%gHMclKMA1UEj3A(6cSVeJfYiMX-R^R^_3U4+$HJsQJZkiJ%RWQ3xG` zgj;q>69_Q9_I#O)D5V9(enI*>MA|JJ;BUn(E1h$!FPErX%?u6vx5mr9eXdGtw<|Wk zxc4n)PF6;RZf@2hh@QpsJ9t$07 zh+E1N-b}VBp1pMLV_qB$7kH!ErUI(}{<}n2btNuIFlO~mAT(AJ>2ddASTc1A0LL~s^k1fu2==LQUGF1{?)9L>gvEf;QQ zu2ZkS`v^L#fu6&}(FL2UhWb*Vfop=X{X7p_KZ4>}f^YRe)e{$jknj(X@HR-e9wfY# z+mDY%$i#>jmGxcG0WT39``WB_S`7ZU&9izy5Hic;Dtm?vmgIAl8p3IPz z`Rj_-Zcf6jpJ2{neFhYcY~f`w6+#gA;AWIrV*X2Y{ah-mCRhQYk`vL4Z-k|@Bf#4b zW&ED($rP4itxa~1d5w!<@U5mn8+O7jEII%VPKlOR+{zAyEN`g+bi z)I@6&I{O?zf~OV!+g(~Nu*6~ZiL_=kH6j8u^KCIoF|pMfDP&P&vcv)Jr<>2Wwe%Q1 z^>7XIpC9XG2r+D8M~*vlXOpz0n>j}t9n&`+>7&M%)Mf7wKA}?<4kM28(a14qz!!VF zZ8Dvpd?Ml9zxNiY5|y<`Ryjt#hTHKbRi?)`DK3aK&TfV|rYZ2CEj3s?gyU#c!XLNt z{bip5J#XU26L^An-*!gcXYN4V$FHmWOIegpJ zEKO$;C_x9HYrYYuc^q1eZqHd2Dw{v_ESV`x?tj1 z4!iY2v|lUshQUzB2<(k7hP2}tAkGowMoAyjOql3?8xDcgMZWL&gTHYMA}75YL#7RLx-QXi)pc34qoXnt~d50Vnw{oB3Rj3_zZRP#tL1ZWt2YpbM zoqs#0rM<}Rh`$Re>tWD6aX2zS9ma#mcQbJEK(-+C6;7j#=mjJFMO5$q5`WSZwyBx4 z^1PqlH>qAPBVSI7qa<$*QSVz`jh1p)muQmM`OSy8+u--7dMgLpnDe~yMZRD$$mfR+ zS7ujz8G1`SEI*jOfuA_8p`vHs45%xLh1fgH#hmL4PG#?J)+SX671oi#5?J6KkG9_^ z;BEMWfIdjLJh+F_kc~|lRE_9PP7Fs`xP-(6*8sl?t5lLC9eI%DWJ3AyeHMk)fj3U` zkb$YSH02`-kbK#6Xy7Ng;{>hXF%j}pthXwc1$c#dLf{RGan&mk4Jz-G?(SkpI0b@W zEl7FQjPro(tw^9HTR-G#z}Vxi?tV>B0Ux8b^;Xw&=sSZTa`0wdGkqV)OA63~6}lv- zTr;eHGRnWP{Az+i^g}p0_SKi$A$_8Euu2P&ew)QJo{X_mk-P44-M_WG%tQ)5M

y}JkKxVhIuYVOMBE2pc(L7E(u#vj~(>UHmVn}ml;2JC*~={DCOFtYy92p ze3R_S1m*tJ+{i1su*!w5+*E96qx{#?C$vrj;$#)}JToVeMYNz&;Xp5eo|1f7cQ(v0 z;~w&ud0!?2s}t@XRlKe(Nq~RsB^YXEck}rzC)HN*Iqz=0$NktsIZBvgl;y#BMoqZK z%PGZ3S0pGO`3BEnYFWZfR*H!1m;i2Qm`gd|QKr*AUJsp*5wgN!3jiWG~Dtj3L zn+IU^z`7PNhpr8c+N(HRGgW z7Ou>>-Kp->-dN279TCl#@wD)POQ8PLRN9Ql#EJGiqG{;p;OYK>y^N=V(rklJ$mV2w z#>P3g0R7jo7D&0U?wg9N0a}!tBEaeV>x&^}yC$LltB$|Zt}D5(7Nb7M4^H~VlhykBJbAC2W~B<8w| z?FUIh0lz3Ty19~mOQ#Z^pg#b~AudZ&#jb3T*zKFC)eBbw|F1<@8aAu|dc|nkWFoDA z8d*wWkazofv18AmS5@ZP`vuEyB}%~JzHV@+ zRIbtC_A?G#9>66w{N6D&tl=%e!&8hI$`iDAvMEnUpJu5?$*VglVo$CV1hPwAvI?e? zU6XZXzuHT@sLvr|zNK~i`bL1K zY@=_RhvRx=@N?yC_&`ou2OFplO@Jv@~Kf}Sh0^Qhvl{!cXsn+gcoDx1? z_#um2#BX#W?Kj`;4${7xUuJi!{+Hn)!2~lKN{<;Sq}5}lX5lhbab^$nQByEc`jPMa zgP`vYb#{!z$ga9>B*@f@faF%_dz}{H^dd0X|;y zR}QGf?Jsd_Z+K2eemavWyabGA>A^zNtRN>X)&0T9qp~b)i*w#=VLybwW&r%Cy!l%6 z*VTPiP9&p_OYzl*^84uJ%Li!sEA4Z*kJQdeth z)bKc7Q|HfD%>;+kGc0b6KPs&7M0NKA`4sA&?i0FGPlREkG(vw;^@(zH_Dt=+0Viow?BejhUI6oFbQwfpIOzL=Pr3+`V6L-S z)!`B5y3^-KAzwSVR}A3V9s(2>S^V#4BiwJZYeJ9NvsPFANcCh8)J{khG!u0O8_?eL zh141uOT%39rzR~SWx;>}4&%{jU#s;%Yq0#z`gytNqUy-WS$cTDa!W z9Rnc?05#YkMSF2wgle3Xv#VjVmgZMzl&nFN51LK!n0&mm?X z#{?yAR^aDUo+zC6U3p%#8bAtXJk)rs6`9qZ(Rbc~!X$1nm3=be2<$OZI%vzYCiU~Ha}gv`kEqVF1Aw+mXW zwZY4BLVljdu4K4slW;Cg%Bwek~J3p-qg_%5bJ zM`#^v`NRQ&YnU-Wc)2&Z*mxFI+}tli3sEyS7IK-^^MCl`q;4!6pDf&HT4WVKOGB`) zyj`)7SK?IC^=xW%A5M@7o32lYAcu$xYh`C;pP-~P(?TqjbovGYR;x_wltKD74e&NAzQzpA{)n0xNG)1Ga z)V4P@joC9I@gXE>@{bm=8ZQ+n(~rJ9J3rxyn_THjZ)%tY>Or2c>}V>7^L z&4XbJDVH$rc!FiBehlaa{#T%}CyqQwLi5-VN@;T`q!glyVw%&vp3cFr>L2}z7>u|F z^w-UheHSH&ue zZ{Km+!HSeYD)C@DqI6PS!(s{T1Q9wnV#0tuQxX!DY)nSW+{~3$VcZO?#!nnE{8XD! z9<;r>e=Id~AdE>4FGJF|XQz@XT+m8|A$Ep2fJ7~XKEMQHV>F$5Bf?{2)WK`RN9pdM zU9POUHragI_i69A9KBLw=OE@>%^kA zrT*cg$DBCVnCwucykj7)<$okkIOyXUSGyq%H0Q~0=S3NWUU=? zF+<=o*}Y)wK;|$<_YxPqmL<)s)Nn)Jc^?QG(Vk17Y6u}S12f<~0yt7ynF9!=RLZ?5WHGfazanlKQ{@huj(x8<2g41Ek`P9t8W5y;^0c7{9Dh9RL zfN-OCAmV4QgU;U-E~x{gzAjerX7w$@;}6e+a;)wC%E@iQ(uN-v^9}#jJ^? z+TKPji^b`O_1c>GxyEz<_#2BsJ>a6tiU5(p%w*~=nZ29ll_4GHH%vYU=pPu^+Tx@t zZyS4M2;iS-#{P~oPP|i4HC2wH3-bcs0>h|xO(NF$(U5^n3G@M_czg+TdjwaR_X#?1 zXF8LNZ|gYA>}r?8tp!l|dZnT>i(ELj3p&yWq*Zc*O%EB$Jha0HsaJn-*oCu(TZV0x z7OK$_i{-mCn_JYw)($Q6R!42!_^d?MSKdDF&0~-KEs&Tw95q@Ds;iD65fVT+Jb9(3kTazE0~fX_n+F-8R=!BW6u0DKr6n!j{m zqD?22p};BmX|T3OK?(gRUF{6H?RihFZME0p)XIWh0`B8cxp=f^c4lMRKP}R^#H}({ zT5?y#V%F{5ekCITkGPK%1&$?0AR{YxqN1}AcK}~xtiPQ-Uv?$x-kbmVtwHF#mU)f_ z_NZK_L+9iC)X@I@LNOD`NKhfv;~0a%goW)^7swwz1yHU6s1$?AFQ{V?bdsu2K0$>$ zQDudxPf4Y9iw{A+$qR|b=b=pE7wC@RSQT~b))Szvgw?K7^%(_jcMxOVYy z?$d7YN$g8AAi~2_P5N8c{MTyvRhatmxlmM2|6n^Yu|LQQ_jV*{)?(MzaOiFiHya}9UA*nWxG8ib5HnOqt0-Q&X7*C*uEFRdP+`Hnl zb~j@)n_;CA%;UfaQ_5cyy5X>$cTEuZYj%Dvq`eC5)$wStqV8OMpdW9r181TLWqh?4 zT0z#9+9#FeAa?GNLc*gUkd+7z@bh^_ZYwH&eYMomgeJ3C8z%jqjBay7`q3T^*hl{< zDIH*(0LP*4fd~+TI&XT$x$@Gt>7W27ku!eykrKRMJ{~_)NwTRgvmP5;lvnvV39wX9 z*NIWl4J#gf0k~-SXA7*~{9KnU>PPQKA-o>6j83x@#?Nc6WFs6Fi)cuVzgeCJbXvPocc!U9GD3~!&=e(Q~G`} zID2G})wMmTX%Vx%EnwCakkHVx61$efY&28j_jm~N^)-qhyzNb^RQR(*CR#qu6sH0e zaq-w2wBVk}$hWBwhYwIw13m3Us@mUHSD%0$5)ccqzP8f6(g=V&K?x++@8U6vJIZaR zc*Y`!2TbwJz$3IGbK!4vgiQ@Ak;5ysBgT?_#uE5A027Cll?cFmT=I)aREfRX1482) zTt(EVGk0W3$J6Wn&1i?#=ycdet#l!^t!mOcR8*{8#=SiGTc=VI8wClZ zCoF9Dh5c1yPV#LbRGS?uIBY%eD|z&dY5F-Ndkgi&S4#i7GB)=dzq+I_hs0}~SoO)> z@Wyr4qWRtk+#vht=qIeUzM_r9Km}P3?Q$h`UFOW#y(~MOR&mdeAV{=lNBs*x!v{K-`???3DDb@vHa05Qe9-cq4Vy%#$-URkcGKY$a; zSrO?1sd4l8#&_c0_skvHQYs`N%MR1s)wMyqFIVq|? z^f{*DWcM+>z)ZaAFO?t|bOu&YgcIlM?W?Ou$JbHe6 z+~|6v>3J8u^@q+bZ*JogV<Pz`Iw^jvt% zb3PonT2COsy0XdX!Lf_*P&4|8`aM~j;w{Ncz(rpxu#v4XKZc8i%^!CfCGH|1kT^d+ zl-fL2Eo-4l$Rgj9i`W}UzJcpX)p!Ql@z^ibXwKcu{1!_!wMWZ4SjHu8{Q{-+R;_d) zfYcAjmA`E7k;pT-=SxTke(qsp@91;ZJt3BJtLTd8#(}f3H%tuUp^nAaRK&N0<^fZ( zt(DO8;z*JTh%$e>(nC~O{Y}dU?#L)g_MXny63s;gLeairUyc51@SER0B>fPRzoYHF zVZpdTaD0~ z4L-W4e=`d@AqasOf&a7uIvQI$MvhD3fc<`-%c+n@v^FZ|{&$)ia~JeW|8?WZ_Gple zGSs=JHDUlr6yD6{oyQE)w``VcZ6knNIkeJ5J{E-E@rz+W;rb=N3y`e^ObZf!k4?xF zyil!1!Eb~((=~)Mqw*Xxb1brSQs2(}$eX?M!MIwQjf%zWJ=PY^0IcJDHbKckJ`2Xv zw85gQ4~Na4n`9i;0lG_5uv@|n_M#B#%CLnwR3u4{PY_s{Ro@zz_JFjf6<_u)v5B-) zy5@Z$o>bduO{6_hCC~ns^*C4kq)C|J{+pV!w)NrkN2D))R?-^-oRj)~*%qbG@2@*%%pcp5%vo4mpKLOa= ze3mU4z%ZH|KRJM|k8EgY^RneG^X|$i8b{eX^_n4~aaB@Yg3ZpSQ5+2;$+_)Kg>eJ0 zkt!R>)(ejnNSv+UN6e1_BBaJx(~JE=Ua|lO)_SE)bT~Ju7F$c&3Uup&F zszqEMR#|!tf;Qe1O5|yQCJ1j4!Vy=JRK7VKy&#Vp$j0xP z&~U5y-brN{PN#FBlU)+`(s4vsx$x8$w<+!4;{i?q=|2m~zdQ}#ic!mfcIF2TK{rlH zeAZ4(o2@)?m{J;j&0It!?$8ECSZc#I%xjxm*|8cfMrSW0lYUpa8hm~&&b)i{e(l0} zmbC5-T7Ya&vbv;Vp1o@NxVL_3Yz61v0(+lNDxr?`vR$c6uFm|ojIAZ_XIeU zdZZ98x<%5>6^o8NK_``S`O7lPdBs2^Tz&n`=g>C{JcW!uJLqawiLd=x&T{t0pWBF& zsb)Ei?DP&TFAj4pfk?lnHWX@+#qSXvKowaxv%J|5;+f=d5dxM`{&*R;c0^I43N|d5 zZrf(^{#yR3Qnc0cv)Luw$O8YY@l{RB^^&^WCjyhax{qRr6a*TAG$!_F>GljC)*!QQBde3P=V-)ZV( z&pFlu6o5#kLNj2-t74DmCndc=L2h=MR}LarL)q&SK!tN}f@;&v z?6_;0TKxe%tAId62}Drk0YFzKedJXq8H|)ukgT9eNA!jnzFq>}6=MmO?0hZ-<`O9# zjw|3ld;|Z;EFE`7P!`>J{oGw3_(*p66OtJuZN~vT-XQl=%JmjHSlTjwHr2ayv9vf) z&%wa&5;@d(S>*Vj4+@&tqA2(ZggyYgKcn!l0ex)eD*qz$^Qf$?xMG0TAIhIpVtI6(B7+#55pw7}tU&!l|3;}X3;whdT>1T}Mx$VvpJWX;;z$D{-s~_`r_2gs{OaN{q>a7ae z%=dMl+8jYzW|3{2XsZ_hmBoJiY`X9cnhp&g0eoV7}i$dRSmei?3fgKGkRWEezF2Vbk zVS}#YJQMhJG?)7yf!5#Xqm(A6IA)b6UEj^u!Z;AExOnj?~ zv^A#U?K)YCTMa_k{6YuMLthprIGi)95^SW$s@SMiN#!U74(N7lipGszJua?h1nwvk zYu>7&Abv&7k9obLxk}ugu{K3c*2gD>WfcS|i5H%#aVjf5IJ1_ZzsO5=C}*9tUM)?MFf>>Y)gGsWT$V9D%iSwcJ`@H!=8Is!tKgRCXjrOHR(n(UO9m;m;JP!m$K4V>!=+ zX*L{n9q993eNfsjfP-nx#EhK2BFE2L1nb&2FdCy{;`-Y57n?6tyjm$9q4gRdssUY= zl?Qsv2Gyu3!y=hB{m*wg$8VCvH9yo)1C3Sl!Hri)%WHXh#n=lISvU}c!xNU|d|;GY zMcoOr!Ppl8ilSLisi3}&8WBK}q?_BI_LbOh_pT9qNYF&7LPP6J`@@=^o6`{ER# z%kjnivjOI-EUhk2atEAIt}7V8;jjN_RGJ*1OCuOw?^UxqPOn&-KERXqL!A#jL)>T_ zg`0dh&t#eSu;OU`;M&QljkvsH@rrZ&>I#$eq)i}x(5~a7yTm&zp))uv;ia(MD#~+t zb$}={yMU00Sx)|?RX*=4n9EX--%P=?{)&N>#kFXzMsKP6k#4k`P3 z9E+~cNhwO(x7Q&3b5xJv__{ssul={J9C1Rui-6$%Yx}28m9M87GJsY6L`zf@#Sm<(Xk@R+64RH5~CCmBO|4HD8TRsvB`5Fdaxe3JR zL)Pley|`KVPVAV7@kkGtjNdbJ&hHz|b-S{$mN>C6Pf&LGzWWu%n>#v*xwJ12T8p$7Uw zcu*GfYj3vRI+GKmbNu1>WI9J-`b3NfcYS)McKh|DB3v!=TEk-UqUt|@OzAnczs<4( ziVF?u#PQ+5e;rmsN`A^4H5;-(aqj{Sy}h=pY9Jhsh`xfR?hnbI1e(-8(*q5^lty5x z=cRM?_Vpgg^PRQ1R|jufu}Pisj!!!<5;rn_v79a?< zjNU+BTUL@Ci^Jkna_fLeryFPGT{yZf&o_G(q#cmOZ= zpn$U(Ep%l0er$vmHjzPHw0?-urH)R@U+`B4>_S#N`yx|* z+v@`NhWtJWp?aPlo|bt$?lOD|DwcM5W`O<5w6g20P~8*4Wi6?^Oh6elhC;+#~`G+QMm7_gCw{(Cm9-iJbtzpzNDDRx?T6 zED0P0sx`$rio?yq)(0m8;9~qbjM!y2*sv*;|EYb#0 z6BIS$09s_JUnpc9JAZ{$ZcgLzYWNK%8atcysFZ8@)3`6=e4W zBYyxG?P2Z+MSn#E!epV49e^NXyS+xze%l>A?Pt*sZ*sQ+kefjAV^rk_9OkS%CYDFF zN@QOzhKW8LJtgJ7i3z`Z;Mg@fP!<|upaoD&0(UL}Ux@n1JSYFsfR$XM)z{kjLf0~Y z4aYRZ2(3Co?aP|d85C4gF*F@2vfrXS zMoghTsAo3JEi-!BN6Ja(w)AJi{h$LZC3S;ECX_EHXF71#<;O$k<@iRFfaXvs7z{9> zMJ=Va4#weKr7yoD&fe8m9wg-n0$N3SQqZod1&`b60+Ca7+U_WPgtdzZWQWYFUUu|i zFF1FO)?gP zjBn^-9Jk(Qg^8{5dSrRV+iCUi$dkNpb?W=4`*)S&z9znO>YO=>>-&Ot^)IVT?Y5+hH7#BXv55n?DnfR9bo<6x*vLyzk;L1><;OW4a=gskKo?T zTDxeeUh4|>A*y#?p(%$dNY<-t++Voyl16A?3y%YIeC%7}bj zCjsePzUshY>3B-yK_1M&+TN%7bqD*cR)n%$@ubKPtko9>GMLuiIQG`r*VFAArvg}w zYgcxzmUdvcAA4A@o;}R+Y!7t8*57}Co=6)l){%k+?7! zyG@7Fb{G~te|1jl@xfq23)XpUIe(jV!taXexkL7~xeZ;2leIA$=H4l87-PtryPGEk zKF^j^z>8X}l+m(q1IS&GA>s>PoMeKrt@)s@XJSqPmGKVDZS=bW&v_%3kl2e)%nDrzA$9u7#$D zv9~*HrTOa&TQw24t&bbX6-u)wuT29`FwkWdWzNemUK2TRgMM#JEe#w6`mb7XbN?22 z4@cfv2_VGw1gNt*)Jo;AWWj$UF~vc7CMvCqv6^)ux*E@++JQftW=g6&QB&aR?{^6Y7rN*3xKTVHWX@*br%hLbO{V0-ICHnHz+Y6jesH@(%mint}oVl z@BNr{*W9({o_qGW``h2Q&z^mq`{J$f!+6l%6j-v|`Ml#8zx1AAD>z@`(U)EzZ%%1KdBb?s*ll{6d6-`QlTH_tvV0_8iJn&e51G3jN1gbYcw)w20R*S5!1AIgL!8eCGTwu~@>w zg|K14XFopw8rX|we=B1l_fx|a!mm%Pj%*2%A)M2Y(!-;-*cCsHhjV-t$-y5)SzNxp zoPl~eLv!9}=lG4cZD&`HM%9=xG@+6?ioljQEN7qY)3919W{0gArNA4}!uvZyLv459I68R*VDs8r&G^R#N-L*hI7=xH4Hw59|JYSs^A={c% zi3?K+jah#I8)(OzqE&6yyj(XO9;Q;(t1FcJ(&`em-hXBHoi6947N>YtfSh~ighA}# zRD>?6q_)swqRsrHfzdD{uuj%A{(`zJrl&@2mQs=M9Rg)16rj-uNleSa5glvZ_C_&!6OvmanH6(q^cdV;ye`ye z^`c6%rdXk6z&1#WHM0J!9JIgI*%GQ{BP#k}|2Wko1Z;CsZQOVGUhr6#5Uzrl8f;s! zb`L}=s@+ls4z(q4b$uMy#2m}DUJEmmoA_GAosyH`5$7;?=EDDg!4e=*J5ot#lSUnB zi$Bh}c2ir&livz@ei*z2^TIx&*kj&QD2o*JQ;hqY&w}AeL@(>w*M{N_gj1-rF%i!7 z`n5NbA;QDQ68=r=cuq^SxlB$DYuO^DPpKX>&TT=H+nX~rkKccdmw+gUR3`ZX^mt5} zGll-tKA`GfeDLFm+a!T05q`_A9})I*m;kqlVAAUs=fYzv>f49*xLxZ>hBS3?T{=a zyJI==^ptJG@?eXgWw|f7^icug;JL>Hai?da$zzRj)wsyKu>3i4?X6;ex^c`&x32e0 zzs)F#=u7!as<%#^1R&F)t%t>*mDR~bPI9+31_l*bT8&Ihobgq=bE=AQZT8;07tLE` z?;aupYonZ4@I&YG?#yFQ3ZE{1P(BJ?ouf36@M>{oj}Tjm^R&gYa?3y!*%X3;ir+ky z3Dn-|?_->bUQ3MT*jWR&5}Wa4sNTdIgkB$OE;JbvzsezUmG2q$fx5F<{95!v@J=Eq zesE9Wei@gu0sJi_S&O;0^Q|k+z_LVb)?Di!mPy#9%Vlk`>XR&=dE44k+DAj|7dx2D zpYjlYiSf4SN{fjh^eALVjV%PP(HYC^j0%`iiMH!CnGZ);4T8E9th%>Q*(oNunH3fh z`xNd=mQ7)9G&fqNn2a&!BH^f1qjMsitFvEb28U&b%VFUm{p0?zqi>nX!CEk2fWy; z)HeN&+;e*qBG(H0s#|j zp))9l^TM?2A1@_a#A4GopCT=D3^cUlj_C$`{kEG{h+tCAz~lFUwoZM+(#P(&3u9aD zikC*;I#HOZTVf2!^({7i+gf$lsX=EB18yEgF(1izqXo#u&`S5UcJP!@n$6Lx4Y3w$ z;7VhS`Nf+CIykGt<`~r^DE8>%3GY8A9&3ROLR(Y(YgV9ruR{l_EVkeM`s%rE9?kA` zynM};NKRnT-4P~tx*l1xIwI0-DX={L5hP81|LBeGPxv5WbifQlOo@k7#O(FSfp%Tp zS9I;WWF63?C1xo%Yy!*W*qF*jS(AN)1ln5{=LFb7@gjJ??~=^j;Mw54>DI(q&U-tD z7fzT}KUdN1ivD=<>+yxms?J92eojxj^A(qAUtIp=OkhuOY4v-tta7oJ+<&`s9SqwO z$~H#i?;i>+rW_EsF)h3gYP$J|YYA&%)m`7I!nSL83{Efl#)jW+qE&Gf*-Qm~A!)X9 zzQFBO8oI?P2C?`bcR>noL?xp485!QDv;yU5g*KlYRG@6nSEQp!!Pf8@ny{o8hi*cl z;2U`Bd&Mx6n@9|0L#69x9mY9zIbLE93?|)pv*FLSjcO{Z6;o_&JJS+c-)3CEcJIda zF3g2!Lt!U1K1^~qzd%PQzkaEWE=d*{KADWKI$(Sx9woOaEnrqo0|Lie#V@TF(->i^ zKh(7$?o^c*Q`}w}R8O^4FV%}FEqKvZNJ1x+nEGXth)Fl;E0tn#^HhZ=*6ZzvBD0Ta zI=bxSsAdKwlN6tedcx?}8U>Q)yA0Q4(pCoHwj;|)`)6yr%t{fiMo#g79r z9v?>(JPliXJrdS^thy#^Z$4hph;;*x`i+@OY5sYGTL;AVW3FRz)a=Epnt1ZJ+8%Gx zJ!pEXWeug;sUV#z9WVpenCdlf!=f8xJOLa(83H8FT$;;?Bj>zkRkAd3UoWIPJ2v*)2Lbq_8A5m{h(5G%-YXWgO`)A)ss`v{!2Te#@n(o zu+Sso>nyXtfIGWH$im?lBmY_-HkO`@7`%wH68gBUTd*d+eFPWC233?w^WAS3oD@d8 zIdl)(%!A1{e>ZAoFoe7x;;f!<7`l9R^i;)Xx@tuSe^uVJL7e^L2}sliUTA&F3L^WF z(b)CN_M$%D4-*q|2 z(aOpAl#$YWM~|w5v>Gn*oyI(uv!?(|@J}E~czh$zD1z^!#*wRrtxfRXv4tLrWrv%| z(5khHgzG3PXCcn0~9U30#lVibci_h9Vo! zMSBJk?qVP3f4XSJ%}A4CD|k&l`)X&g#}2gZlUng~k0M7J$8f!a?9_FqhWBBO{N<#o z#nxl;Zl!h2lC;zdg5Naq49nG4TQxEF%IPJoh5+Rp(UiYxl0Hr)q!DN` zfPor-%z07<57f*)vG#+wYlw%(uD7*!`hQ;6yJ|H&kbg>zP?$O?f4=VOO3ORodK7_c zMDeE>#3}LQ{U?+AQw)dgkK5=%qSpaF`IEEHZr{X!p*%kGVOVO#B#+-@e*Y|zEW^EG^my2T3oI*n-y&f#@1 zn?RmeWYv`1`F6*6Mi2ob9bFh)*Q0Q5^qRX*TJvk8XPlI3(*$f$Ro>X+>47s%*M*#{7l9K6z?b62CPCFRhu_mFqs@mek2>P-fpKJL zi`CeqcDPUtiQ6!YtZ%*B^r3golIpisih?hv^e#&%Ld+g&HF`l#x(U1=etzo0o~LoM z=S{=kgDn6{yMxIj$Wi-HEb<<->B@bmrn_>n(sG)b}uS8#|6L5%go$ zVSx>PLpTSsAgUe{#krIqiuOOBWFUL+y+BYo?q6J#W8{};7Zn5tY@1Evz9{P?iyWpF z*CcUt9{^AQ#6II-o5(@@=!c!m?YZkmv}bZ($pt+GE5Hl2*EXuN%xiTWl`k<>w3Nnp5YDg4;F}P)9Mmnl%70 z!X0;&gAmagvz?x}Vou)@1Kv*)1!&;>X6zcVnQ#BU15EpTEO4><2Zx5rNN zPM7Y>DGh~^;m~y(_wi*Ry=@#byUAA%vsR^DK}A8F{aj z6c)6q2JT#D7XkOund-l~E(m@cFW>8f&qJUR;vEwE2d}v7ZXnh1VVP+{jDP^J>e8le zZ+?YzBi?G=t32Jlm`BG}Lik%Sm64#7+wO!8Ca>PhjVR2a5GkRlmE8;5a*%{%OmU`K zJKGLtFudQL>4w{`=sthM+H%>x)6$^tm*qLlZ653RB6>tS(6BuDVh6@wUV|Ue5ccJV z+);447Xj_)Semddq?5((*I0m5SgQ_xXB>dpp|aQOzNJ4K91S1EF7&74eXzY#_vjx^ z$>9dR447vH8k&{s%#SznY34`BJy|Y+;=VnnEO^J$JyDuhOm!6gzb!91N;C>C$=%L7 zOe=aGEc*rCs_vFocnK?Ms!)b@yIiRkX%d3s;ajLVA%P5{RqabR$CbTj8#!t7U&m5b>TJrdKGx#RZB`1=9Q2M|`? z3P&x~!JZA%S@xCWxrVK>WWg4_InXR>%qW_*{yZDTjCyXbIoen-n*W{?`QE+tl9%D0Ldt0FMYBI9yvk@ATYb zydzq?8C9T8KN%-bYYxlltyZMZlklVh_iT)}{C-`G98hE1n|L59{;n&1j=(4iPGXCK z!^cGKo(Py%vxrWRT^`Nu`eSUEsO`*ZWxe~t zgP&#GRgd?g1eZHf{>o^4W^_3jC=x*Sh|JSZ=}7tg;fCydyToq|NyB%HA~!KsqAuvy zh5;JtcR(Tq7VV-z$B&bzb|d{61D#ke$L<${Z`BSdQF=}fs6#w7w}U*}GoUIReyDSPMl%v!6( z_YEMA5v7C_n>bnIXpD{SQCtV>$6?vsbX(4*%Hz|7_Of>vVck8<;XL$>PLi$BmO+8$ z+=&%Tb#6ocSuHl7O0UoF2MpsQPfsQnYr<~D`Mkr{FvN+F!VxucQWru)Q4hefV7gX(Lr6VU7SI< z2OY^UuL27q49M8(_Mcu3uAU@Ji)BF35DisrkqAdVZxgl<8ElrvJGS zP&II20890sF4i)FK?T2eipK&?hIe;%R)Toe$@t0ete+PW4=3a-JFcuu4hY>oSiudZ zbA_}RdAvM@9}X|3eT-<#eVez&y|P1>As%4PJb;jEtn|F(-q`X}82`b|iyYRizC~87 zj$vVG$qh6IH~O%OzBgI^y~ws<*JFJY;$t96ZcI0*cCtqGI&lIur)zyh z#l;#OzMiFOxih5vSG42%s5r8ccMI$0;A}^&jvppmDGahK*~sFzJ9Jrm_WeM^V{$3NoObD-^Dcz0lQ4{Cjm?&Z}j@@H3VLa4qT- zzwA&LJ!&4Z3Y2f5di35npT$KU8W}bCTQU?b4xMabWmSC(%@lHHj2FLUmW!v}%(Tum zJz437$dWwuT-~I#7XW<$@IwE+BOnFP2I2iAXw7mT3_ci0c~wVAa{;RyH%wN#f@}uV z7M7tLpkkm>9bOF~H1p+))jl`fH&Dk4xMOls(y-zW zTA+8Q?DklW&q+6?f`WqSdjBWU$G_{XOZ~g{Tx4UfS$lr@i=8CHODgQBPdHp&oW#H; z(QCU1h+RLqb?;yD_+Hq&YqaV9>bWnkr1Wom1OL;$7q7Frfi=c{v8pwTUKB0=f|gJvOI~OC6w5jGUXBn@qF?U_49JHa2wVgA`;7 zX+PM1#hw-)hH4cfZ_M83>Zd=XK8cf`olTh=^yu^N19X1R02a!7(G?SHH5K1&B6wY% zFeL{UMk9OfCWvW2tzPoie>lyU2bZ|a8AwVR2V64z>pZ{U+*PbwW7K{zp)^^k-%u&T zLk8&b?>^~-oa-N|3kea5RIX3^Y&JI|C=>miif(Q^z#7F9^F=iP%51Z4=iFfB zTa7}}IP|q0B)ZC38YAizj2(eBg^qp8l(J>!m}&y%k!_!y&KsVz=7z0er@Pq^SzutNHJ2SXh~z z%!tb{OkTLQA=Js3NKo(XHODi$g>q915x!W5QdyZ{uL5{Pm9@VPTX-}CD8{o}h)$!U zlx^1fKImmfHU~78Vg1ZaL;mmL-OT9!J*3NC5wsCW#^k>)5|MZ~S(Z`{6zcrv&_9&_ z9q^vX0O#a(hnhNA4Y_Jr3mh*6T-zRRgIxYpOhelf$$ZJpeNB>0{La0f`c1Td{pvEHQ zHph$M<8jJm&Z9a8s~`{b45Pk5pGMU{$ROf_zhztAQLWUqMCvlm9jxOAtJR{svezM* z3*HZwkxc0@u6RDwjMO^xr;}Xo-Jg17&k+7AFX#&9-Q$Z#cH&p>i$9P=-vaS>=md!y zyoL-%x(lvGSbPiMIf*=bE(=XZjg)#u%BZGmQUc#9+fzgE=Tlii1n0CpL*QEr-zq|G zQ)T!+lZG&bAfTkFZ<~=3T+q?FJIXRhJ&XG2pX#_v<&+8s_*Y}-%-ljI!dow_6(@)U zC%LL#6j#PHMT)y@&&Y(h7I&6_5;}!0=?GnNzMdnPgbT71VEH74EFnK!%?_|e--W~< z9^#~{K%7vo;Cr_TB{=E$t;DT5kWRuxOR$>{L(*XlLLM~t>CzvsT7C{v^y=r!zoCj( z>>me7F8E%Jj3>T( zrIba5!?+Z!EDQ1YB|;6JRSow+d_zDHoM25-#G|-+FW+!j&&FJsCGWLXUb5DMn>6GI z-3i&Z+!0cRR&N+vd@vI;`0Va+A5x^skbwU_!h32>2@#nJsp1**;+$?kI(f#VLbb{I z83r-w@F*>Z8|NyXvJ->fTLzE-9>kn$C<%vY*U8!D)E$J;n23?hE+6YA_y^)7Z=eYqCO_Qqel{yZ8KtcnD7 zVpNwJ!YsizpxMw4v!ZOvg$PT|hyKS{z+b`} zj}b-z+T<4BHBqz6~wzsEr5N4sDC+QtJsHG?`Vx#3^L z8Arqa3q5WCmiND1_V-W=Q;r0_39&dDMkebN2BGM-M`a+m6fK z;9Ui)i``nkP{_s%AsdR7gQNWLEIOTcdxKi7+BB6-w+wM7+EbsEeB$-tx7J9Y%x4!! zjB}2h@I7Ww8=l@PaFh0wZnQmt=9EyM=W|dC-1qw%Pqa8>wiu!1LZ;-Z9RAW1ikD-^ z08*)^O`<>B8)DDHgnH(|JV+9+?{gp<7$6^A$l}$YZ!*k*xFSx*JO4G;D7Edt>~@gj zwT~9$iX_^l|9`9=K+osh)3Pg$Mhy`#GJ=k4lgYC|}X{ja$R@oTTk_w*a z6{j{|whn{+Krut9?vRGqMaxUq?V%_)T5IA$==+b{+X9YQ>+H~p%b=!$BV}b}Lgzx) z5|WfUlUoD`z5K8MgIaKJ^1;I{qDm5{mTTqy!<`??&*?vL{n1z*lYfFJ*yi+Xx~TLx zkFE4TUmk_A(ZS<&R^Z*{$}S|fTK73r=@6!aL$+EgHqGeemDiQNl#f``%ku+YF$Zrf zB%cDZEAt3xSfw-e3HqYhuV(Hto*9@s8waOaAy>Ycc@%w|L3KYo90(COJS5Rmvyn!F_+Gu^5P<*Zz>J3KmAlR#p}T zQWGUQ*J?tpYd1OZ!?c@HALhu8{va<<)LO}O)EV_MtfE3kn_Fry`)AJrk+g{t;d*=o zf9mAUIL%m;Y6HKOBf-CRcLoUtYEC&H95zWx-z`_e;kTpjek(E86g)Ri2`y08fY!h{ zpi{39c_B_-zv=S@Tu4vi;9C`YruhuhuqV@%ORjXhbhB3GkD5ia&BlLeo>$r!H5%{C z!1tn21PE_>`42xPx6o4(%pRe%M-(g1%x_grWFMncqL#Pc>`re2u-+MY&^n?HFe%#R_VEK2DsdefKkm zL2O3dhZ|rgmI{<7a7U}bfnmZq&isIvX~w1v9eH@l^~P~7^;t9T5g$N9{XBe2k(M~8 zNXE$PxI~iBt`~{h!It1P^iIaV#XF^uFoQ5Y^?5D%y!w88CbzN282X`-6-uNyc<)t zDOkxFmEZ+Ego)gU8ThSiT@HTgb5K-6fE)}^6^76UCG;3eLHvIx@Cr8gj{W^#M08r8 z%R3KHVz=ILQjYcyyb%`+Zr=X}Ke>kg!>lxL0CHpE!ln3s*v{$`a`S98i1Gk~5_szw Ol7fsXq*}@(^gjShCsx=1 diff --git a/_images/03-DataVisualization_33_0.png b/_images/03-DataVisualization_33_0.png deleted file mode 100644 index 7d1d1eadecc1ab8004ff4ff068e5cc2f1c9aab8b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 13203 zcmaL81yqz_+b%kQfYKq-0z*j%3`nOsNOw0lgmiaX3^0HwjexXtNvFinAe}>Zr+~n) zU%qdz_3v}m*@v~>#hQBOd7itj>%OlES67uI#G}Cjfk1=`@=#3>2qOr%a310S&%7-{ zs{{WYxW7`+ehB;pJhX%Zj~}_n8@Pi&_+1z*hpttoF-9rxEV(--5c^&O+``V92CZ77OXou&;R1UD=afk zlgaA$d+a#`q`=>qIJ|SQ+24C(IK$bSN|A#?6Kc7NuCdpP0X~Re3(Adiqf)t1H%nsD^6tS(C)oomZlHF7SgH+#Oh+YL1)Mf-M zH%>DM?;mw59D#)dF-P&-0Z+W79Pi`>XNRkT zZcDC=q?b_WlklEa%>TXkY3f#p^}{$mMOhm}Qb z?arZ5O_0#z$448ri-OW>B7UT%8>{EJ5_Fct?j5iJpQ2Vns~_@OKgTNN)zpBx#BGgC7~pL z?P1B{Ix>>O!iM>Ugx22OvalpFCOXHa`$59SlR5eb%^-Kn6^7X&N=nrfsDTwLGcMuV zc~}g@ZcAOttSJe@q;Zx$-EOr~LSbOB{I*R^yD-YlawS8`0@FF*ln~r5%KV1UdxFz6 zO&~0Yn%Y>v?-y#hK!~S*b)z}MeMUo9<@)2h#tx00AENxnat+1^N%ST1y8G;K7;<|( zM-_|5YLLzX0+!US|)V;1^ZAGsV zn91*EZvviD2}cXWh(%l+)P2Zo_H!LIyX!0K`WIFlAkemI9iDz%M6%u^g)U5?+1cF< zhaaIAuXlYnM_5@utva=)jrJ*~W@}|K0(%=<$BxsP_)4+MK1dE=3TCN0A1KVh*TDDIh33+Fr&;qRC9+0MO2N!d;F=}O;ve96|xe0KqI zhIBM|mW$Hl5=Ao)U&f1RZ!1*%iivrs8 zj>oaADm9)Yv1(Au>htEnAG3O#e=7Osi~D$U8)_B~)Z@gSh3>5eWBAbd6!g~2g$yGg z#PA-+$=lWke4nxYIbFF4J$|BTRNL6{kCi>m5(eeew)Fk_v$V*@(?Vf&qDk@7`w-S3 z*nl2*G_Y*Y2E?vkYxba}6WJMj%p6lLB%Q$|>91d~iII{? zpyVS6^QaAy(K3;V{u2CGE{&-;OJO^&njV_ zng8>tozci0MyTAIKkUynaD8;-T|HKCxAu?K^~_@W*H=at(FweX+@eR3adtpBSQ|J& zkW}~Cf<3x;XogWrEM+H!=JVNJZ^^Ko7sJ8jneaONk=IP5QrB8WYkXR2j zg+Bs86#R6_mo_M0o2rIv(vRW4(y_nDF%2x>wTiNWpo z^dYs~No)=p3ZnbmWB9#$=)~^pYW6;nT)`7jKbKloZ!@1v6w^sAK_*N zx_^ENwQ4%10X5C=rD7wMSR>3cMDNoBxxdH4mtHgcY%PCjXd@$jmK1eReSnuAB-`u} zseJmu9b+_nsUz>=vC@2lOhiDT z_YMH8Yf(oRi4w3rni$Om(PhMUE%MZbzPXA^&*ea8{=P3rZv&K$+OYZKOZJ+fy(SU z=uq8vWkqEhU*#CA^n67@`{ZOk$De5(q7^^!>wWwqZ31j#Zey!cx=xNbD4qY)Tdw2A z)m6u6`A;9XV^X~-H#E(h;qZ4(y$rc~t6Qb%IKYZk{uNFD>wQ*GXmuLx26(t#tAoM~ z*ex5*O%clqK1qRh&XR^{hW=np(J}IF12Difw;n6__Qp{i${(^DLI+b8TEgTx@(xz4 z77P?;U5OxhK2ki(Z8mh-`Xu(0<^bN45n4-Jfs$ubg@QwU7%xaJHWPs=dyowIz{LrW_V3G!X#_GD~;{-VYTBc^ZN%PZBG=myfbVCIS0VwX-X19jt!m7$jAj z9w?;2#B&)K=_C zT37@EBG_is1_>*dZk3gLqp6|u3GUs8nr&*5>=WQx=cQlLaZKhlkyN9C@j#G!FOb~7 z{WpT2W$UJfWJ6g@o2b26%5O;iZq_z-M_Y||hC3|OL`6OgN{aPf==~6UlTDxblTY9W z}6sZ&9N&~v^APCbg^i$i5;ET<&fB*cv;^L1d z_iIl(`r@g~PvZ4PNA`)lo^cYeBHxTWXEgXr+JYfQ9smUL8@Jap#OoQp0>|K+<$}wRw#S>Q!LJ7A2#I)+C3?D>}LmW$&}6GgPndXwWvGsDsXzw~%jZVD&1R(1=Y+X)><%0K$EXH|?$ z`jT-Wa$Z>Ux30CQ7!k=3IG*=TTcq!V<#=MpQG0Tnly<#RoGv%y30W(IjZ_ATCR)R~ z!+B5#=S!Zbs=Z92(%qcZDt00d-%Uq{~!8IHF~4e$xjVuPQm5Rz_Y4Xp(}VLmbs zd5f1ac2J*RVf;EUP_kdhd1Ib5$SnQGxKt&OGa?0n80kptG-C%-Vh9|0-6F7eFlltY z%m+*wMAb4ggSQeA-XuoTJ0j#irIymK$Rnc0yQXwfSNgGyDKR%OuqUVLCu_c3{Jy!O z%SanMo|!>V@rCfvi=QM?n%*a-H_(q54VMjeumFz!rr%WVpCNhK5Vi>__dJO8Ym&G4 zb!tzZ&)UodQ*xIxkx>j)3VhX%)l+sfX$Ddr_N8tSJ4GFt^K&$ElNQE%4BK90+9 zv=)5V-*6LvqmuNet~n>`J?T9$TGD>yun0Y&7-?0aOprSMh{`PBBioKxDjy05!0s%8nf1AG zjPR8nT)qMx2bb5s!C5>$>AyMp^ZM-EM_)QnECb~p^Y^$Yglb9QEr6y?#tf<-wG8Yi zyg)*!U@HiS({4~tqCE&6fne#{&s(4Z(6FfMAI2voX3pOFoCH?B^N;l=E3M={-B*#f zCFz;ZoBvRqYVC%R8}~kX6sN20VyydwQu2n+wzn7B@GCvSE^vmr5!a{D3tlTqv+nWy z{8)Ov9ftGpiY(y}eO}fnD|fm@p?B1mXjWO&^u0ALxCLcVz~`aA2{k5dADw^u#wve~ zKH9A=A>vmW)qu?VlG4&>frG{vwZrTqQzSF(gT$`r<><0hbHI=w=u<|j;7N9EM2NDe>2_wtSULbEwp!}gj z$fSCV7@jtO04T`nP^3mgY)$1xqLzR1CC0Zj3bnEYS+N7olkp%LX%xorzoye5`9Keji9S zax}0~3{DILL_B2cwSzbRQ6^-A&zuj)%s>eXFKb55D}0kzl?R#252qLNJ}YN_yiQ`U z4V=v0rqW6oDJkV-`>t-Xbt`^kB%D@+$mdBLm6ju7X8RCLB%9MO`!)WI7ET}fth?u= zZsy2dlr>)P{s;#WJEgIGXywUcuS1+eg6UqRN```$d`S(SfyZQ7EDqVjdwfWfdBLZV z5fMb0^&3_;)+amPMaL(ms>Fm7AE`+XLJW)Ku+?=xdxv=YnuZU?K4U-4)g9()D`~rx zdFqk}*@$}mPJoOGPr?czO7{%QX-=(i44?$ar0?UPc!hMo2_0_KukfUw&ycDqAH}88 zyG!f9jE)@G{*xPeeLR2*Z-X9VmI=;0u|gbQRP8)5kA!TS-jmV2Z)&IB+M z1Ew=AObU}E_739>M%ilGj&BabzADI+H1?f2y-NYZwTNY+T5|ih;D6+;y?vNVsaE}U z9w(Mh)Y9zaMEaNjcWg1LiYlBHdke0nDaMlmyxN`St5gVN1GXdr8z2rbn@XdFJu$ew z_<(@e7-~U3@IZJR$58w@O^Nd8SaE9g(zK2mtNsFeV(W}NQb~;_7_X^LqQpf-Wh}%1uls*Oz8j% zFw8QT*$4?=q^crx&bUDr+oD|F@8YZM_2H0`wugAs5*=~QUGk?1P#j92xqno6RY2I* z^p<7~4EvPK0)BsPe`UA3LsM&SU`_E3OTx)|XinLr`8P%8RAkZ8eTAnmXXC@UBx`Gp}`m!qLYCOT8y`1wRX5w>6r6`K$o>aicOL3yy$n7?9R4Pzm5B zF@xPP>Gk=vb@fhr))VJ|NdJM-J9=WjqW5xBD^_UN9{_YuVmm_1pP2?9hqIpy$T7s$ z28z!qDblpY;r)_InP~HZoXJZ~7jr&BhqUr!c z4O2RWAQ{DwIq!QC4J0LxR5$k)&aRM2V_1~BE|yl-WDMDnrdPKgzjf8R)K6Lpax80FInsJNT3Wio3T; z8Ji8YOozus$XCP1!-0yOuyD7LD&?rfdC%M@?+o7<=#<>Y?-Ahbu1lCpgp9a#54OmA zeqipm;y*b8z>>r5xn60iP>HL*tFLG*PhwOo2RnfNEC{%Vx!Cgkae*cr5r9RysjA*U zjgd)WK;FLMX>-Mn%YTjQ=6A8t3>2P8%a`Y!bt3l!n3h>fH7>2fKSYnb6%Pl9mwGr9 zD-yc)l95bA2-yqh5nL^xPp8Hx-MRenk z+dc=1N!7t-)t>sSgJC@JMlkiV%RUS4fTas6g67CW(UXdfX2jgixq%!Mqd#w+@2}gFqNrj7t)m-lhdmM#zRnFfBzaPusgCsU^1Hi`BAw0NX_o^GiMz zujVtCkF&2kgnmx;@L0b#&gXzmAS6jX%{9+ZPAUA3Y{?s$3m==a!0-!@zcB0wPqq~dXv%Ni&zfP|$nAFSytLg7M4W!GN?l={`{-VM| zH_1HvtGz?=mG@1C6cxY^${7@B1Rbb~GJ;YljA}qG`iVUL+zqALMgV7dJImT3a(e7s zf79jLx!>5y>8X1!xO72(fDW&?X^mCgOO6bJ zqq=0b-^<*+sIH7feQ01{(U8A7(ehSjE70;Z8kS0ZRs^;&Rwh7hF?_X~3ljf9UYp@Y z#c=a=I6I>hU|1CI=}d~*fUF-;Sct42u|GZe6=U}4BUkX)H^EQ2%C`Z8&6;zr8_U!H zWPJq(@MUKOj9SnYoLcL+nia;dF}L3Di*DH6BT_2BA|pMJbZ4Xue!e+*$DL;%=JVOp z{vLrt<)3*tuC1*lU7c=TU#wg#Iv+2aMMhp(tSb_@XtxFdwc{di)HeTWszwu|Cc8LA zAmb*Xve0m$-ui*bZ1)`fSG(6x%TNfL&EbCZ!777qH+@bW3h`9xJES9QY-Ha$XL4JE zDF^7E4@c9g>NrX!w(+2lDaoKECs=xcNJ`b@D0Zb({5F38?Z%l0yxNLTc4V0;1bLTL{>cYsF zgQ1jm&Ai~M^ab1fx+VBziCs~97;~c^jfbjgUQQETh`-Iy+Qr=^u5^isy}P#J)!`5X zOQh79)4Qqax$nLJkwSXpQ+#=Y7R3d13 z+2b&&?XKm9e781!1~|G8Kts%gbfF_d()sC~e;>zp*KrN)sqtyLc+D^*J#AOjsvDf7 z?&g#49_Q4eZ8ba45Jbd1F7;b^WP114NR?g)aX(;qz0`n{OO#`zh^c1wy<>xZ-S~C~ z({9Iu)Vn$r@QU5wD|~i_AQ1-D@A7VqUJkq*%b7~N)#BW_hFzqRVn;DmI4AolX33We znkBDuX++(0)jj|uJ}7tq0#M7|yex2=(KoXK7gr}$J-`wtXWu=~RPDQSnf<1LEnop# zSiC-#L*LB1uQ@HM8fucI);O+~BMAP>CpjkU&~7Id#ax`L=?48<3y@Iq>s(;(mC4zS zeg^^T6hS^)O#l2OiZi6r)b7yUZ_W+@zXZ$zf4E$68uq8GD)mtrkEPDba1;|qD$p^N zlYR4b#Y@YX;QajjyU06|$jP$W`@NXFQf3*B?q}ke?ONv@TAdo@Y<#ULY^*zzPO{FZ&YgXmUW|m6ey}c< zx!`AEmieZt=3hPF%=lbq&57+J6@B-{ChpH{g8i&UoQ1+NT547L;x}%1d4kD>u+6aGC~3gfzRQD^}eAEUd+N?Az}b3-ppJ&Q3pEFRGX8a>rH)kN;$}5Uc*}3b%F@(}`YvGid3wt~yT*16 z&Mko6BuhDobj1rAUyTNE7JBBzkWWMEjPP$}s7}AZSupXTYvizjN^{&%F3B_oHkGVj zS(q?_@Z$#cYPWQZr^4TOMZO>3r4J7}-wcdbgprdn;Ra>m8N8HU1sayru%Jq(L{NVy z!n_+py&Q&n&t>ZGZrH<*kGbc5h1*D@r=!*5DklzcJXUHn!XVd)66q;pf1fZHmX>UO zrp7l&q5WO~XEpM6T^*1e|7@$HWpsThn_H(`}yM8K6a{OxEXX7;|{}#5Bd1;whm&Q0%7Z>`t~g)h2{%Y4F#q9LPfWb>Ndio zo`%v!qt6!lF;(qA$ybGbti{mATg3m}Pu{cM(f1){uEqvh-6cpzdk~0h{ay=@-;Y=9 zC3sv*LmJ+mdS(VeHd)CLfF4y;+!z`o^uzDMD7fTDgM!x0o5#pR1Ixn_TNeN1?OeTJ zS^8RN*kVdCUH!4u*Z`U=*wZYgj6XXADUu7Z30+4f$-PGfX~h@^iRLf*^V*-DQoHV! z7@thTla90$>?K#NDiLoJ+mPBG7G zV22vRnBWEsjx2V(vq4-jCcPY=n1I;yl5NZfOLNsaby2-;MG$0x=}o#`aroudtRk4G zo6c_EluDGc)6aEH(~}k9DN&8HCVzZK2^2duD;4?*jS@5UimZm{;RH$-&LjPdURd=Ak@9Uoyw?P#PpBTYB&2DVTBefBfdBrDN1R=4k#| z&DZmJYOUTM;ped3DWM>abq`6c|CH66>#(TD3Df?vhbga|?}C6&isb3x^&W@r9weVD zJ>_^bLN}9*6)484>1=MIVIVVG`7K+`wbiHsGo-copWUhuhE(gJR4Q1raKG*#N2;mu zSz`WX@hVU|93rzV%xl&1p;^YHh`ybHYw67zKkxg+XYlf_UAz{6d&vH&)dGWx@Rg{R z9+heGM62GIy?d`$Xn+!DbD3PG1|Z*?Qn6BY+XH>06@3%+SHHO4A8;&CduQY33cwbu zTZ|1lf9?&HOb$_UMf?OP>)8(vke`P#Bmb-R%8bPk6UoNDzPkG!VEs0mn^Qx$wDdK1 zV_*9rEKL)g;-cwnw;NTWcUsE%EYrpgGnU7>L9D?BZy)OqO5i%tSga;;qvt6H=zg@= z411+NwC)WIyd3%-ldZ1!+)f(#0+(xdw>vPd0IHvMD$scktqQX~>WfKrC|am5{1GRm zTZ=D~!}VTcW;>v!>Bj_)X@8OZRe&s0zGeQZoo4<|=X@^<(Zt1(@L*s>0SxGvB*ne+ zY&M7H1--a;@$l|JjgVElLg3FbVTp6Aqv3!3g?2LyRqtDD_y0~yS*wcy_7148EZ3R6 zziYhUc@#>5@LvvVrK`X1^xz&a35|)2-bl4-jC>!|=s*n!8}2jk+*tK%iA{pt_9A!T z*jBDOo7*CMZ{j^6PsaH=YQYmGXWv!#R9 z(v}pZr-5-M>+7IjYVu26v`*!soVl|AHrX3Y#jiP9OSHedrk;6eUu$7rZMG>%-dfw3 zFW`LpD?VaJY$fY91ErLOl*)pK{Eh?PPC9vVNq1JuT{*8_@&I<@*5_0O7)?tBnLUP24oAC_7 z$6bA|ROypiGW4!Dswh5bPfQB|?bMZrklCO&3U2UX{2;Ujz2DAJy9d zl}Z)}<8*v8D}7{`T7;*#9Y5=oA>bOq?4R?e!sJC2aYdue-xXt^KJ;u)24!>u9(}fz zMB;_j1k7KNNyxd~lT$|owBS!{EM2#+s7bP@vw)Ge?t|RH32fFV)N_A#*@uA5PiG=9 z`-<#uXM=5Zo|_eOuZ)Lo50;8e=4)l8ABTPT%s=42sH<4LmqPB({7@}`^s);5wU5Tl zTjxNad~ST}LanAGW|&DwRoTGK*Up>EQ{BO5Y&AJ3643 zS3y|(U6DZU<;S39te+2MSBWQNCSQA8Fj*Z)4>f6rg-ijM_TXND^RnQJ=XrQ@ z60ljdfQrx8!P3vn_g|b92~PnQJxJH862A}9zCt?%__1Vey!IrYjTLFINTE?=WWR90 zioT9InNav*tcj!|$6YRa7vwLzvU8@AvvBus^E-QIl-5ePmuz_ex+37{;VMTd=bm7kli2DWVN27Y)H+V5UD)H_$#NSSOH39Eeo!gsnd`#nFyUBxfY zdktBTf_t~yNG!_7epy$@!5-zdL5SjfPPiu|_@YWO4OJmEb&!0k^c0wR6Nt(HH~1VZ zv#eQlFLmj24i?K~*Wj_RdvGVlEB43U_ppkr*w$tDzB`M=Q+}(dt zP#}Pig8!330Sc68#Ji>%#_@Yq9sSp$=tEf#%LiK0_RTHmiBGI&+a62Qk}C8Ig4Al7 zdl>c?KxvHu$SaixiTjBO>8rAFFFzz8YXcR8LyX-#ycZ09#aGLgxW8#C{P9sr3OKC7 z%*IXNSf_O=?hew^)+Yk0{N`SIp1wFLMdsQ7iaYGK%T+%z@@>2LDzpiO;N!=7R}$rO z+A#0o%3JS?fTmv|vwj^(p}1xXna=spnuFpa-@bQ7)=GdxMFU)^37rH4JzkwZ;_M`W z8tu{xLHQhR&c9B-ax2GbR3Y3>QGVlQT!mjT{EszefauuLrjFQeF|c@@p(7LO{)fC3 zUKhe1q7{PCrcX*uvL_O!S+ZNW>UYn&`GPXaAvj6vUc71U>*70wq*mastI;l8GtBwcBIU%zd&_qHOx` z_Qp_G<<;5mLBNB~+C1_CtE08@15^UOu~PRJ?fxv1uA7li@!Tg-Q?`6?cjJOR9MC*e z7I?YJ(8^FZY}gjo7u}hG;o#&JjPJ6xphgyZ+~yN9Fra*AB)le6qC1+q09&fd5XV^s%mtybZ}7lD{aMsaz-#dFp%(fu7$aH z0mSHAn9EzJy%LC-jON-`ra{pEbEriWwn`owG&x+nT%-?m zdKd=7B8jCfF|LF{O{?6L|3s^hw>lSwd_zD!gfg`~BNfG~BfK1-8pFLDXkaKT#Z3^d zXHf0-%7R$Se-j;D_Hg(XN*o0V!}xHFCU}j$1ST>i88am2RO&=cDpYi-a7)k>1~4vi zXj)Tw)F%?FKpDP$ZSh1!kwZZo0@PVhv$6c>_Qy@;KlsC@YBffNLJ^U#AI zP;KZhj_o0iNhEOQ@y3N`p73;Ahs4NQhQblG_qRTO5D~Ij;?%GW{wi}xXZ8U7#NNQGfH$EAUsRVfwkp5@93E_POrjEwv1B8x{+^hv7Z- z2R8HvOT^5hfJX>SJSYo&+dtEHuy<%0jPE>P+7RkC1@H;~va16X%&p|`lg~9ghEX}1 za2nI0LMjlmDg1)rWgQ)Z&z;4cC4!^;AgrU}_KChTf`cD94syomCh3HYbsl1oDp15) z?t0NJFwEmMMRvwir3(@HOr<}(wL#RQsK&ae#^?{_c7~%M!HfieuaH4mDwc&7g2q`t z{;t5Ff}Mm8f=7pEUy$j)NutZJ;%;p8Wt50^BzK8}cSgdOZtI`3!@KkJ4*tnNaWHsS z=mTRwrocGe1gaS_6{_4MJ>VV%ncI&%`vdQJ)HaArf-Ji@fJey>4WxV;WlaT<^OQv0 zlQPiHps~>VnH$IC;WMV705DmMH_5Mjh;?H1bM7Fo$+)A_P(yPj7wkXLjP$AhRYdRa zX#D>Rg6$ZswXA7z(h7FWids}q|W5fu}3nR60#h;RfJ1j4gADN!}@Ljvp zYs#1ovZ0$91dtE*8NR_iaH9Xit0ZWOy>#9IBJcn(xC3e#t+Th6&6b!D%mI#x=+V=a zyj%vKBbE+jl0$ZQ4<-17^C(isE}=f53t#{FV)vm!g@-2_2-|7PkFt5 z9N`|1MxmMGHGa~=dCUOZ9K*RG-1I7^;72!O4S|whB5QLT2o?bok};hy97_ zsNrI5K^YEYa{gXsE0MeistCn z59g9Z&h=q&dDo5`l3b|8K(5beDhnAUZ77w6#_r;|GR$tnT7l5@YunY~w$sV|jw91; zYWwCXCBsXD1qYO>ZRM@0`FrBSMV=;EJm!$YP}odh*OAMvuTztr!rjPhx@A{2>6YEa zVO5ZCtKq+gCE6dT7-=s%#d_VBpR>;`N$y_rwrRrR6DVRmW%QbQovI)kM!UYet0wT3 z4y-+I>u+-=A<2{M@830fZV^u!!<0LA(YRFOYkNYEwyH92P1(UV2DOcb!&ehAHM9fv zC+OlX|Ib7V7p2R^x3z7cT}cd=Nck*CUQTaNGSZ!qh6T z%-OARIjG}sdZGFyg82Hmy_-Mh5gf81c|7?zWqQEguA+gjq!ga_VMOJE-DlV>RmDeF zycIiI2pJdIljt*SO5C+@s5S;Hv^k=Dw)mZe^k_S*#Ro%VjOw%senWalE&1yPEg022 z6rneLVKX;+szduD@TQMaN2U-?N5}})0DtxTa^2(LBe@U}xwvHF+B0>_w!BXhilQLE zPz>p0yAWP7DI{(Z9L`ReS(IzLi;$0-@G?8rJ(_PEq}LslCJ-s?g$WXtp<)uAo_2M& zRTFx58o?c%%`hkpVlKMoSbv=`&dNVHDHh?is|>_yX$~gTUE1$waO(Q{>^U*ANJxgf z^+Zn@;NLYtdgn*08BohdM=!3^V}l+-4IztIH-FYDY};0valHe51}K5@Hu>X} zzX@yF-=EASyocAPu@n6cQ7}7vn&QrW#C-H@PGR$$c=OdUbksW7Iy*g0~(NmtSYqh ImHGSs1%!Ak?*IS* diff --git a/_images/03-DataVisualization_7_0.png b/_images/03-DataVisualization_7_0.png deleted file mode 100644 index f7e646a069798ced1ba2eaa8c8b0e4eda6ecaa97..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4944 zcmb`L30xD`zQ>cW1Z2DFRggv7%K&bG6=+J@| zWVs^fL=wbeSVPoSnj(u}5P>Ycpg>px2qXjoZ|r-|rS|r7-}~HrK65^q$(c#c`JUhJ z|2sKjcaQ6=1#Jo`f+UDj)JXFUK$$cv)wKLd|!&ENpGKepu*XBa5p=YQEngbgc_dv%WTEZMz2 zMt0!_WFvU$!eoDz_d-16Y030X9VB&?)2gehquHN>thL~RsIaEP@qcbTKIq}IOPd0Q zeN$u&>U=R}cIWeV&p-ObRF+d-|54af<$*E>_^v;j)141kz{cJ&{zRoEm_Pb}0)W}l zjw=8mlaaJzK+ z1&?k;bSYn+nVrg+dZZ#XY>GA;a%U!%5Fw&E$2q8D5#ypUwK!BZ%DoB2a}Y0_1=SMl z#M%4t{SjGdjSIHdCPoGqo2?4-a^(rQ_6*7JMY}Q;FIibDxiVfb`A@~I{Pa+`8i>`> z(t7;ETF@|vS5(liF5bmu>2*65`sLiw^M&S+uo5Jsq$DsQ%K>b^l2P6Cx&dp4BT54= z-cZkXuQ)4QHLu{@>)>8zx;PhFfk$?DxOA|PP==%v={^7%4XP<}8Il0*jvzbU_ka=2 zle-*>UnviS9cvj0LMO@$lF9iR~e-#KEW zDlYEQp9Bs4hQw-9Fu8hzm(-U}@$cdsd!`5sl2W5%xh5VX-tZ5XQui@`5C6{yzFQ%` zb;_7EU0?H6v~ownIK9H7#;Nrq+8_6QyCi;IvCEbB7;G`y+U`Fm1vyvyTeIe);TO{p zJz4#`;XZIo!e}t#-4{Hd1H8%fZE$f@_4hVPx=PPVzAl#R%lF2nV@I%V6|1hPMM`Iq zHt~?if^*ax+>)^q6S3|v^WKJxG>EcFKJ$-meTHNwTLA^t1PFDVjz9wp2@r+rf`cui zPC%4f$P&3~RBH@n8C=Y`Zyc*w#LADd>vSCi>U{FhIbUMK701;$x~m# zs-_ufupU;Q>P^_FWAHKSlD((DgrA2F8ZpgYV(W~$x;- zxjnQ1_^Ha85^`mWq4)s#)hmC7#MO`g48T(d20iCS5G1FjGVW@fZL${X*_{|CiGI6xJW;_s=?^Ukm72Y|ZI+BaXfX z&cRM1XW?^pgg3k#ylhd;U@c?=tqDCYFwnF(V^mS_UITh5l`-~kvD)` z+F|ibWC1?wu4E=jqf0Yf;^?*Z% z3@Y}3?Z=yxJI4x>6gB%Pg-EwQWCPjS*xFWxH-kRI89GY++I2=Xjj;sE>O&&?NJEDX zekuOB8Mxt8SDUNG$Y3@ZLznSGv+jZwSA|*+yyFgT7kR{llKCwub2C?gvMYRl!z=wu z#iLwH@HI_OMGu3Ad-d{gV`{gNo1iYH61?VIZ&nrk(=Aiytcf4mTJBt_EX7>fsojN{r z{67%A>De@x2*zyTT?Obs5(MXF8M{xW$`TKX7g5s36#6yotLX z5@7G*LTCc+uSmD5@mMEVQQec~Sgw7Mm?EM=|x-?Sp^2dO*y4Ol2%=T0eG^#R#efspNw(-q}b@msEn^v7n z9?+*|L6rv}5#B{-UVHpFT!|6%RY%S{m2*gor;|H&peQ!G4;J9Y_Q&jkF#)s_s3-5U z55bQovQz(Z&9lOsw>N0{_>UTm=(wJ>bvQ!Pl>i;5$oi! zad(z>%i9On z^M4W+riRDZ2~n_ozSDp^Pf5*88`7WVZ@Gf=r# zQ<)URK{%adu6w09+>2<%kE0JLp0K1n>4pwAk0#7Ok1cViy|AerV4&!`2e?)&o@PRb z_&w+Hx10sHNiB+2ZYeykG49W8D3x98-ww~w4sz=;Q2Z7i7UgY)sYN8WmeQ@kBVS$J z*?{C@L)62&lh042(CTj*AB49!iLP$=eK7h|v;Rl;eHXDV87n|Pv!rdj(3*j@`wB^AET4vf4aEMd$UfRmi!bk$+5g4K&aQ-;h+8k(&Ent z#j52ezwPsYvqPTSC`IZn8uJHkPLM(@iJq~4~wrh!Gmqy6)wC2GgNk`U>W%XW-cjko?DC)kI*!s=>{`}YeN*dQQLVQ;o9oOSugt#}iR)P(?Q!|FSa&xHD<zyeD!^7IA1(@8 zQ%>S}=Rbw`Pd8-}&SZ7>6wjz-^?cM;O3vIWCBH_6G>mRQR*da{zprdBT1=;Tf_CP! zOM_NAR6TNb^SSRAmt2Zi0khs*eJaF#48_N-(!1Bcu4u)UJN2Gn#7)&7wS+8=&veDQ zc(6VGeZ>4Zez_tmCgt2GnQ%)6r_*BgKF|modrmHBN=6|t-)(Z5$rfGvR#@Zm-`-_@ zm!%Io<@R3(VwZRJ48u;@{YC;=Z$P6U0DeIxGA^zWc}~)zW&9T+R-9;YAMDhwJi0N3 z^kUDTch{(i%SXYIa*KdTt3=Y4RW0x0Q!>qq*l)Owh(w2LM2i5&@~#LmLOtW*fP!y1 zm^2O|>>@kMil=5Ax#*U`f@A=24c}DXfmrSLxlTD zM`Hcq0weOS8+>jq?HnTU&h3sWl!2_X|Bd(YyJ4x=^k1pmyTnBllf<&?+%+y zStw_8QL{%2NWRg&$Y0c5l1*R2B*Lk zA}we&A8hs{UB4oHO`9D{KZBt^n={*_S-(S?(~la`akh&lMTv{5Kvp7>Ic_Pfpn7FJ z!MezGh)s6*EyTCwdK13{ajDu4eo%w$v3gIlBm#RrEZG$!G9Z(n%2K3+5vEcvz2jPj z$S&1dQvvj6TU%Lm(oK1i`|(# zw@y67WSeqXvk$eZPe?Bc>tf6_P7rRplx{&6R`AJ)7Kob}@5?Ou%+%)1U0s7ghGF;2pmps`NE8E z6C})Hf11;F9i$zg1k&g~Py=wGKhVNMD727Ze~qXBYD6$4%t+5r&rnC>M;a}Bi@yGs z{dyE?kUmR2@h-4@#bEB++tep*}k(Gvg$KPLs>zQNc{bRs}^BN&nlz_5=X!`esRoe~)u;m)$Jobn7 z<^KHLh7gSV-J;ei{eJeGyfapF3Kh#`V=-`oz0XlLeK)P6n`gMEdyUSu_Wk-_hkYEz*R=?lv9JkP%k1ZdeV74cnAM#E zpAPou7@!TS?WKw~|6~upj566XrigExX{X~)BS%(*U-#7J>Y}DXSK(Tr5!kNd=moZE z5I2f|VTK4-CorpC+1a5xP8b_jO{_**Af7!c>(|tF?>r#y|438RE0sVH2lsY5LXj%J zRn?TJ`pQ(du>~}>Q&~R&|XFHg{*)ZdaBo-c|uIc z#KOS9K)AymCK^1bvgwhn*5}rs!;F0U$yhWCI9fDBgYTeSVUl3K9ldkIj05({9xyH7 z?OKi-Zw&G9g;WR0`)3-VDZCJOyM`ZPIkA%+hwEhZKLgANIZ5^Qd0w#bwfoiil6rIw zP?XXqhzKsc$AENAF3jwdAkCcfNsVD6#sz! z>u3Jo_mLL@Ta{X~mE4=CfNrqf>_i+Xjf7gN+tKZ)l1M zbl`fOCi5#LTfL$DkzRAI?mN9k`lbn2p(@xj#=8Inzh6p~=OIWwt*C>h9(mHcLMq*j z$3c$En&U&M z=}&t&kPZbkx$qPRy)`6x$d)JP=k_vM-wZu%GQNF@!k$74Ne?!HDvvaRnjC-_d-g0* zC_v@F_UX{+1flKMNU3_lG}4KSx@Ah8nTO?TtcjAMAudptbJ(b6LnaeFjYEchgg>Bf z(HOsLK@V-)CbQYtNG*iZ?hV$_C*!Aau}Z5P;qra8Hqif(Y2QHVGo12N($x-ai;MkL zV4BwZon{H~@CndoB<$8OKZp*m0MoQNu@`)kfI;dBHBLUE2ZF|bqZ^FG!rk~0DFuk9 zCEUk$f<2Q$(PEU022~cBgD{I*J>WyO9(27mxOGYAl9AyC5ndG8~w za(_tH8Gtg#>cv&7M&r$KA>*ce1*^xp>bMFL$CTTQY6&NtWio;0(I8@HpziHkmVE<} z=p1s~kee?hVOlM&UfQj=58A^Vk;#*3Ay^g-{TcoOdrOQc7{4OW(Xy0z+})#TAHm9X zg3C4jf52MM=HIsKm9f9)nlaVvsm9zL0&ycV&YD{$Xsn5sj5tx(ao+%R#kX=9fOl9% z(@3t&Ru8BZc<(M81Z1kdaO|TJ7NcfxwZMK9Y@5syJ*YvP+;~QU$#ljcv~tr(>B{IY zLg@T6CWJ4Mm)*>e0y>#@t@4thc8nhPGI(>ip&ftg-Kc4^PU2E{#Mbcq;Uj^8FOd_N z1e=C)v}24W0)(2-l%}u@Z6)L|o}kzC!nQPxMRslD^&r_d5bl{XXNnZ`z-<1ufxLc| zV&nnrCB}ann2+W929BHO%TQ$4|+E8&OsUU@OjIMh2nF% zUOk?lSRxt0PwTA91cH~vokad=S^r9;$sWT^4;#D_C$guQigiIdK_HlBwcvOr$NCcn zA6Ej!QEL}0bwO7jX}I}6%jnMm(?}NC{g=XKzu4G6h0=m*tr%C1BrLm2=*;R@@>>;t z9Wlk9u8gddRN&cCB3wRL8o2s72`s~`2eT1~{6u$twK?$yp+ZVh**yJi=0VLI?XJb$ z3RcqHF3`10A{pG>5`M^<3A^5~CxXr^>39C7SJ7S!n0IrJ5N z+Yi~o#LfFS+MH89C5a_SZJRtcsEVpY-S7(4e4^>Q(b~1X(jcB@ zJbewWg5JbuXwNjTKeMiF7Yk?(%5b~hBOCXf*ar@(DoMvH68^!tYxJwl3#Qi3#n}8& zANl{;nywJuq4o*CjJLoKztxxx*0l_BJmcNtHXM4;R$?|}7sd4ERS6--~vyqXw z^gpzm_#4RF?JA1dghn`CJcZ0W`;MxgGZ1G}F&`1ro>p*wb^n78awxehC9x7QrK_(> z{-ETi8h(`B8U){PM{dIfe=MbD)mVe2$IwRp5-T6*RZ=E=5m$jrtQ7t%6}SCdK~dQS z3(?m!3^fv@dTVjhfCJ#wKy2dggv+mj#7LBNp-VOh)eR&k%a2ybTt{k9pCm4q z>&{k|_I(EwO3Q5&AzLDjS#Vz^X;<+UV#rl2hR8W}tey|I_0Yq1e@rRtnNNl$c82#P zv8Ax+k?d61WGG_UAjo^Q6Af(hB3gL9WVoNQPCPj( z!VGPN9b9hST(_y9;PJ7UaGH*2x7fbmm=GlN)l(_w0`!Z+YL8vO*r-VdHJ{Jxoo=G4 zA87Hm^H};djux-5* zcW-iMLEpLQj|#-uET7ozI=MJ7pU--AVboAmBh zz@5M5&MoPdsJvQr0clGrLufhGyfDioGvV}Nq8+MH)j*SXi);e;#2A-}EaP@IgD6R=J1wm_;3ca*40QC>KK;0ZZ6{ zl$D*8<$ic6=v;R{?^Qw&lxs)T4ByO^J27?;ie=Q`m`vuK2WoJ^*5m~a@&tK~laQZW zxEA*rvL*MhZg`X|)voRAW;R~9G`Kzim%ODcO6K*d@Nr2 zjelAxVc!tOYm~ z*6(=rTcP1y(0b)2dZ{>ZLSWf&t_#|4pn?h#z}rK0)+Lj^XHBH4!}9g z*_D_g``PB(!?ZJ(9I*8N9#ALN5^vzw79*GK#T%52bIX=~vur^~A@ZIL1I6pV+}umu%uN=IMruB|^Ciw5Iyd^Mfyx|R(FYedm1uG4u$4t1$4Tow zW`<0MRQn2m0!~UmpVtXJ2{8`T4>qEjO7WY^fVwg>WWGSsWexY2jM4qqb6g!b>CZh? z;_!E0!6n}4CFI#6wW0P*evI%kG?k35L0iTo#tL06_;CcG<8l~SrZ>>)!mX7`n<`GX z*GpP>@#A0ZNZ(PBC_lR&`rs&B^RAYz*$P38RpY!sA%!r%N<4JEjN~peyJfRG#C~kq zb(sH%3h~a0aS6&|kKUOuKhZBnp^MVq6|2j%M>QQ~^c|XrkChV3^s(flH7AzVxap-^ zsn&G(t4Z}pTUj{G=b@nRlzqeQY$SR}3#xAtYEy7_Vv$u&kR^G7D- zNgZb`s6o?gqKx05hntTZI))}0H>m(=z$clB5bJ7U8oa&8)+c%Dfl}4Y&j)F zjkB|_U;Ed3^;j5(ymfV~MjgBi7`1Hso&1P4qS7xhh_0o&PIXV;{ ze~{zq%xRUdh{qw=jNnV$>I_+{MCK(ULpD=$Rn==d;r@#KL3Wcq!Vri|9@2@pTZSZ@ z={eWm0wg9rWxQS!Gq-%A3#nWqwoZw9He@J}Ti+`)dwPEm{`Jc?wv-uxB8?qPsGo`3 zRM_qIr>DwAuvF={DzfF-@4%av+(vwFAh%KuRAARTjj~^pDF#C!bg6NBD%@jvp>`8@ zJaxMs)-<}%V_7}jZ&(HoOywQu^KYfZ@y7$KhrB){$VXpAT4=+UTc*Q=SCH&Nq;65I z)U4o#0S|DXc6m?R!Y2jK9w$m|tUF0|B1U)+A{z#FX~ET3JQD~t>eH)s=N2PTZoC=f zneF(iq4c65!sQm}jDANjVfuw(jm0y~%Pp?ZJRzFI)u-*C<6G0Wbdc5xc^i~h$5&)B zEaB=B3ArY@hxw?UYw}RrQfcDndo^gH^qlHM>+XvK2FKq9CW7PZUv3xPdK~LKc7JSo zW?BDC?7OQ)d4#;ttz&DLA&GKgr_9mC6RlNmehnIK5Q ka~J$sy*^9aqj{O}oskE`s*+CZ%O4Kh<+Ssrjo(lI3*Q7gkpKVy diff --git a/_images/04-FittingSimpleModels_46_1.png b/_images/04-FittingSimpleModels_46_1.png deleted file mode 100644 index 1296adc59d1aca814cd20d706aec86bd6f6d71a3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4933 zcmcgw3sh5A*1mxCS@8eIwxlA#(Eu~`5hGUQ6|C0c6@iX&1q1^&0$LzZLgWz$bnIxg z0qo7#5PA8iMK6yOqk-^9@Rc+|iBlV1Nr*~-211Zv5&{I~!kSsrnQ1$AX8u3xWM$>% zoPBoo{`UU9bI!gW8sxZiD`&P}IMjviV+ZCC%pPG=CemFHANI9H#Jeiu7eC&hOC*xCT z$EXyqjhi=aUcdTiTH0}6JpOOLZ=|Ls;y-s|odtkjT?OBLCp@EML>*goEiuY6rg3*z zwfMsj?=S9jq$D#fhbU{WGF9Df zH26Ih4iqQyqQdeC_5k3T{ig_k4{g#0$g$&TLx@*dFBk{Z4Iq5 zKBy5*4%G^U!iSs%k>{oijiW2btb96;e4#D*$u{LN3U3S3+uNIF)^|f9T+6<2MIevi zSecOEAngvNDV12@Cv4xx13=0ru>jEXKWHLu{rYE|VAxf44CuVpF{+oPtD0_h+814g z+V%HUUoJ}g$yG0H{-q~|Rx#{=?SaJ=@~Ri6jj9vldtwXMalC%s`FZR5H^mS=1!}H9 z+9MPWkm;OmqOx*`4AEy_nC@PU-3T-i_;x4j%0G?qzo?Z;F>copPfsBaF_dDbE)XPm zH?vjgX8bcqWQ_boHKi>4$0aF*STl*WBT@kq;l<> zAm!_hsMDP!!;}P*UO)&%2PHXq{b3oPf6%tDzA5Jc6$&6m?|ktMnZ{3YK0(uVD@hiS9yJx4naGlIbkPHi4#RNZUK<~Da|hsbw{2n91153gDIWeV9-B32)%(!FEjNr z5dUQse*{jP2t_kw`b^hZS-=zmdI=gmHM4!1I1i^-w$=q!k)TdbpHi)w%u4jgw4}M^ znKq-Kt4*9PAYfOLv*Q|UIvk3q4YCbj@0NfO6hdj?pDu{YoeR3__W@$)HdosX_LggJ zkXdKo>chp_-?oxg0cR5Dkt9V?@mrY^Zc1g1-Ehd(+(3Mzp+r2XDWm9Z`{Uaawzl+- ztYcOVjdicQLdB9*Uarh~q=t(Xd&t&urg{mIQZkE;4i^`f)<`d)aTDsBpgfFm9hdIz z6DY}03(oX@rWNSSDIhb~+UoFR^_*X&T~Zq5?_d-J*BwwS_powsc%O^z_QwHq=Z$8T zh9HT>-EhS+dsBY_kf`hCik-0pSd}MqT=ntGl=^=^+y6%vyS&hB7?7+lkoFWm^AIu_ z38@2fnx7x#ENNkKm4Kg8&eeE(WX{AF%s#~Qoz@MPwjO!|Se8Ls7Dhxo@gNll3)&8B2n4{cIT{NNHI(RDld7L#53bW6$jIi&}nfE>R|I-IRVNU(@NC z`5x>7`~OjU+b`e*>%<_YPm2zTMDpucr@U82k|@R9Eh^Wy&>fZ+5{Q11i5S=$Cp;l+ zwU6VXn{POCPJ=WgDAmrMK6Q_2c9DTJm$=rm&1LUHRM4oxMMNl0flQ)|RylMUw^sHC z9NzCPia}stYfJk)5~?{q*`5FUSH}mIQh%0yepzk)=h@0%F-!thMa&^je|wH*9+H*; z18v-wV9I}R^{G(;wCJmi@Qbsp-^R-RMH@pq!2yLDGVO*+l_&MBl|#MANGBgVPHMWn8WLaSl-PDwQR4JRUVqP0b+DT6C`tm-#qt3hf}b zv~;`UyXOM$G*zalKs(JISl3yxo(cl1>}W2l*G(*_&i=Hfvqd4gG_eo(GvZ~?UPIxf?Q4aXjeWO2h;@_aA{~TdI5O_c4f8YHzni$9# z&i0ihvi*G}+k~uLcE`80rCe(K!?Seb1~Myb{Zp|+%ZEkE?a{qv01euwWmZ?P7lPKx zW?jfCYnNxZ;s&k));0{+L_hD(^Xc)=Nr>mspB5BHm=8u=KQxGDPal85%P(q1MS9UT z8bW3b;xgZXm6b!q*r|_y$Og+qtAJ%a^!c8!;WaUtRTw5F!rBp#5+k_+Y+E_7^^y8= zUmYTNe7nv+uBxPdr!;U_Fk0I(@|BlT6ZKKOHt)reqkAT(t`a|1#=09nFf@hWpySQy7T zeH_Xe%sP;h!BLK;O$Sv31iTN4>qjQ^=4eRFAF-HsKx*+wt&hQS8p+b!((oaApFmn* zVzON=)3+fL2QuA3CQl)ga7v-;R6shqIvjFC5OFn97op%(GeUwcBc#pWsO6BNYUcGE zPB3}&g=MHDT!AhwLwo~mvyX{7!$J-9&cL7PWr1nj)GF1AQ3AGoPGWS;H>MVSpY z2atIn~sD*@?B-U6MNW56xnu~Su z(_4aI6+tq=)A810ze;pF|=Es~6*tg(-D<_dO6 z7{4;0{Vittm{BK9NsmxKk86dbp>Y(;WT;t;%rqe)rZ2J6Ml$AuSS&gFNJC(!O|)5t zhZJHDYd?oA5bI`pozMp9koaVgNlifu3UFVB#mYPJ&?eOM~GIMdV!hAwa zh>;8$E*8k?V%dT9Y7%6L9}Y?@=N8B_<hEF1R%u_49*Q*|0)s(bKN zD}U=w$n*t{8f<(>kW_Rumq7==r!fmp5hV9Gln8|jJpD8+J(e@+e;T_tRo<25C69#^ zgE#3mgV5j&(bve*J*^EXXV4TV;h0J35^=HCyFy7*QzaO;haHUf_Cv9y+5z3=Zi96j zdH_*U3L_LL;7k}i7&5Ml>`5y3>X-Mlg)92_uZ!l6419yBsz)zJRm$5+gJ@fH;EoW% z#$js?WV(-JWxEt($L9w z;`@$A|Fh6cwtX_N1LnBPFnu2(SxK#@)k0SD` z*KHR(nb)|4sk#6FXmOvv+W9f&|Jxl<{_MhMotK_{eC^B=^o9rkcZI%Nvm@^Je+Jj% B4m1D& diff --git a/_images/04-FittingSimpleModels_48_1.png b/_images/04-FittingSimpleModels_48_1.png deleted file mode 100644 index cb6b6cb729584d3db34bf8a1b6d6760742e5c1a7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5391 zcmZ`-cU+UrvJMao!bcS@O3^?9(otzr0)(1Sl~AOMN+8lC2`v;6L7KEEB}ga|KtTlr zQIKLmMWlu%9i@awM~Z^rees;{JNJ)s^GkVmc6TN_JI}Plb5^F@oFbec5QrO%GO_`I zSn$B}4~|2?_gbhQ8}I`r7@%!AfL8>^l>}gX_!`QQ00MCd9DG>l<59l=;#s2c1tKN@ zOAPVAdxHEth}V1rh`zW>&|ptI0T-i~`h~NW7+{to)yOr2xE_a@L94i6D@m zAKD0M8=AK?9(mhkAoBehL**aweua}9POSvQNYtlR^Kj4-xb+SS_XpAOZr=+nc#&!I~OO4?qO{MQ?JnC;&Twvu2OuR=0@g?EU#Xk#f6gZIW*ix={ck0Reeol~)7(n1R zO=r_@JzyCK*8Df=!@42p+>6aOZ%xwKP>od!aq%gD8WJ5UY&`1SLIqDrLegdGBaquV znng!Wdco1d7EYKx6*YHJ+oshjfRz9&TiJW28kS25Dytme3Y2|8`r>ir3g>-(sp&?>!9TdusdFN~H5(&R>c=SI?Q(Ln`Y4hP^$|s*mJ3PHQu~QaVi{q1Na}G0@g>Do z@D+nq-}1aNUZ}S2=9uR8WyaX`tm7?;OeyroU%Q9&P5VcSj%7+ZAi0RCV;x!MPEt($ z6o$I_hyt38jSU&47@bqD!Rrq}61wVtS42%{KJU}in8_1$ zdU^$Y&YcTdD$;o~?Jr)rJ64@xk#`Tar1RHPO6>kxbM2~cLPkhOUy)0DM98Kx9t%wZ%zAevULi+`N8t`jO2;$0_~!2i<;eI1G$>)^?L68Tzl z+ZI&74P_BYc~c=3bi6U+x2y5A88>8zdMR5k}T!WI|7J$BCqV~6Mkt6{4q0Ek=% ze3wF`sY(4f#JGO10xLInK_@(tYruvsM?wSk*w3>t3&M+%xt^vLgNGnSi_ zX40OSL8B?(4CtFvOSyaTkZY;0bmY#+8+P1y$hc>0D6dDV7)qwH1p82EVwVFCy&ehrwdC97Yx&mX+0Bn^M^cEOdjxB-(E)sp|m=XiCPLm@@9(Z(ihI$FM zI2j5ND4alPdrD&hlM(mA?vJsDwMNJA~;DXK3>o;zAONHD3D|N^bu70vfS>&c*98?}aFijl$mQkD4B?!DjS&uY!_&-&>D2&!)`A z>+@b!72a>@Q_+gpHr4(tveBR)Gu9Do-e5q#q@pd&^k2fC9kJTD)kMO+9(qJLFj1$Mmog?IcD=rrI?yBE zH(cv@E2h~aRUhGDmEbV)d*pD6TR7!^l+F@Jk?MB_Wy*$%56!jRP&y`l@6qnqBZ6Rk zjMr^oj3XMVcn-eKf_^)i!6rVneQWOhz$dLS1EXUwJoL)H(NM~&(LYV5r{}>TU{@i~vRkH1d)-T^>Sy*c?H(2wW z)Isp*eVeN}yN3{qzU>c8bI!6lL;;)=iYqwqg>Ya&b~m4w9D5T0c{3nZB0A&m(JCjZ z$oywXheTtd$tEYaY)5Lb(R`-X9!5NORkf;39F%x6=fU4ECc(x06f<% ziw|vdEaq)1pthOH>Mmx{#a{d~s8|#BC+!us?b@eIKS&2fTy-+9IhOJlufWuN*j!#q z13&VphzK6SdwlW7wj`y|R@Q>T91wR1dSI;Y)3KON@PDwQ1;e-61Kw!<^Od(@D^G`& z{_>74k`4=Y8m4}%_DKMoQ}vXWNQqO}04JXvSW_}hE)E5#D#QLs z+M7WV{Fw6wzhe|{#6=&(SGjbkMvZ)@FTKOfMB2? z#SD;&w4fW4)pLi9m!gz<+U7scG(O&VmctR)>dr@)$u=jw)7;L5Q-(F*kp}c_wjaLw zHi6*gy~M+omffLI)_Ts18GJ}^SPQLKNbkg*+J+rtY@H(=ixxS0lw-;#0}RCf5QOfN zg66)64Mic1t+9|j&sYrssRU@{Gb#Ux))In$8I5XFJ!l4+OwRfKvO1oil3|Mk|2&P( z9R1prP1K3*Hjas$k)Q14o%r>zY$(^L!~pKZhulY?g>#45$(&^WyF?7AAQ`+K9us+8 zy%@*_;znf(KRgqk>8cOuTvQ>yhnK(+GkN#CUwWd%lxMN>C74pc4e~jIjSQjM+Ejuy znk1LdZLnVZ^xghg4Q7X~))CJp;Jndm{LT`g>^-uelSH#q)#bQFfm8m26-j z#=(Q+nf!Hp>l{|v?~*YmACTNO*FM!Ie2J-D-v9BgBaTf%qU{T1l8@10QK-U!SDg(} z%7YC>cS*MOrcav10omGUC02xe9v&m6_RQvLmQM(_g zXw}4X&+EpBk&`5%82PZ=pb2SA4i|(3L8kV>0+l8F$?B(5ST_V?bc)(H&!<{jR&;k@ z5>x<^bd1i8atE3!S0GO~h$M>4KULAPQ9BX3D{ftBNntiGJUqg)p%tSek))x*>oYk0 z=31~9YcDeWDlcn$ekP$7Re-NT9Lh3r@xbmegYf+ zz|hhm=!N=-*C7eN*TcK9fF?Y^VI4q*xkK8EV^AyDLL%X`LC`$7)c(?|m0lkOdGOab zXxa-vquM7B_lGePgF;Uq@g)@0mD+bKYN^~iRfEB*3)&V>jn99kG5D;v6Zs&Q9*pz< zOeU+Nc6LD{tZ8x!v{1wkkEJBzk)TnCfuC^nvbQ`C7?jau3VWZ3>Rlk||AV1$ZEY3L zQil*1A$$dh==@=>t<$%L)=5@9b*krKWlD;Ds@v!blB4$$OOJN$p?V4e#*9?UZ}_CS zZCU9)lQ$}hD}!@$bN~EUY&5#@>ifv{H|ORF!_I3^M_@H!`7PC(WA6KruY1F{xBMK1 z@yVbKNp}pcs?%-GeLpQ>QfsETbv7>2IEZkKkZO zF8BS*3d$^sZDqlHXJW?6rY*Dnr?i9EuKBNG50${iAr7pg`<5I#oG_nu{ zy@GcRYC)hHTOq06k#1!nvcvEN?MPR*;5I?dXn$Cnb5)d`-fQkcFCg;%*Anc%RAqli z?=B@r&1U%Y>$0S)X7H|mI}*-`=^JSXaUpXMK#4tr{YjLR+~H5ytr!ZzA3IzqGH3Vr zNH|c00@>{_vlOK7P^)daUrU?3*5xY4Y=QgvwV?O=wX4g9(Yhc$VLx`jxJCi@YOc4O zO^n*LT=&cLYJS}oHn?EN!0Dp{f?!~oy#vl3}9?E5ooaANlnpjg_-$*n7NSs+5* z8W04{%UT8m=MJloCmg09zRV*`Dm2Y0p;ydC2Brvq=X=c}%-LJg74{%_rY2)#7gXa6 zk2IsNXfmuwVck7F>Dr;Ig^ZO8;VU(2ygJL>*xG+AYU})4S${Xuo zwu3>RSQq*Fc`gn!EX|1=JK!jq%S-LG!xk)!(8l%E7t z(+Y?$`4Q1kGWSm;&Bxz&`xfsW)TQ{a`Ew?8MGYHVWxp3gD>|5x+$oab+F0%XF0Lmr$o;(8l;Q7Kb$_gN?y$10&QSQ?R9^BXa4J)JfElU!>qs#Ay36!4 zVYHScQw%MPBH7uLkN)P7*m}ESMlzvmmK1a+hwJq(B$qQ*?reAkt|V)<9GT48sHRU> zz#~rdZ?7^Cp$XeuFAL&rj76JeJj1Q=-FO|vYD0}DX%u_=-mw$=2{A-oTDSIy|d%;W+eW!>Hk!t#q zw~J&lXq)dCZ~!Cc(buJLJ_nOujL{C+$K6lj9GQXETZT3_f33hDr`Ouh)9ij>oXC&f z`%E|Lepf(q0UZHVNt`v#D7QB1LG5`jlWCjvov(f5&tUcMV)$d5H}+ zd&i1IFF=4$LY2bZq)nE;$g6FBVNCZjPdkyh!CUen@f(CO_KB=3hsJJ2p-OQvDmFL&GWzZx8dI~l;mEsCz8lWeah`U-cCvjBbPWGm+P(`EE;}h+=3QSMN zSap&QdLen5tZPeZw6Y0Hl0Cn75zENje{M}zN4qN{1`f0f^c|M6h;g)c*kB9#IQhw` znoPNU^oAk&x(vFj{;I3l?-Za%6r`S>n7E96p6&M3fv#uPG|KDS3z)z841kl?!~aiX e>W>TD(}NWED%W^g-U6DJAhfZS(G!Dnm3_#l ztRN$2X^n^h836%-Sdb{lkcf;B@;|iIw$J^p+P;UlsAIVnkOU1yiKAKQqB?E&qjuvd)K$se)L(v$;EVK|)Zs^vGny+3Xd zJ7^UC?XmEqA>QGUo}pg2AkT10U`TkN-*=lMyh6kLLV`(JdRlrrH~WT%Q%tnAzns?! z3H8xVRlR%>hg-D>?%Qo2b!)so{$77%?BF|I04SaP!`062w2MRiI>z?WqpgRmSPyb@ zlsD`2v<)s#=8UC_D7We$V*C9=6-VExN+(G#i!3%QuZz`d}lLO7Rx-;U~z#2Zk&iC=O}N zJPVoQV!~|rwKM{B`hgSAzN0~wQH$6*a*m?X+;rWp9pGqVnNPE;^x^?{MarTbY^Xm@ z$G1ilSGQNx?}O{X)Rdj2B_#?@2|yv;vr)K*`yDqCWlAWhOJ7kL`%rhr22#F<S>%Y)tz>c&@xF9IPOA|Jvzi8CEx zqV*JE?<0Utuv9SX;6$t`+sJs(Ghzt4>ZBf217rJiUKEYuxi`(%3T37&ZVNV6MdBkJ zId70?86&(aDQS-yDBS4()VwJX?JgQ^Gq|Kh$Q)1i@av5>XAJ<&V5*~|;{}bqa77Xg zyPF-DMuMK8H7iV(j$v&m7{_? z|Dy(;-@xFxLmnkaF;saBx)d%ZTv0UIO5KW10PECh#GXr=>399425ubX**~tOT1vXp zPpUO(jupE=ELtOa0-eNHJ8-I5&^@5ga-%}CJ;&7WSOdd*Nr9Wx_5=nJf7xOGKTyc3 zZ87bib)ok@q0o16=^?%<8zxM&t?yO`zYa(>9>I8Z@-x+vY67&38Z_k}W&X*zkLQd> zO49VkPK>$tBWFBYG29EXN_%QaO@)BR8-KxJxOCfm3Xla(kCu1|Qf?i+rMc__;lhFc4BEhpvyh+(Kc0;#g@` zxz|8X_Ix()mhQUrAx!R? z6JEMQMBJcjN1d!ur?skB@TfoYFOtaF4vuz|t+3ZFMpAI>p{_ik9=E4t#v#3me&D`g zQz-n3!{Kacz5>kXO%RYbZ4UJg_mK1GZYm~6nPa{d#tA!Z2FuK6c`1PeUlp>!_zv`y z+gQ+w%#96ZV7pF&{OndV(>t0-32_vB;ga)3IA`|^MoBlc5={kmpyMc>OMzXeKGd6d zWHbt1=F|pm7pCps`_rA-V`BP0$v4&`12rvo$GV)p0Mti3@J}21LYIM7x1%pLWpbMC z^ZrJo&yMxw(oCKf8$UT-vb*OqG*(z|F>ee?c&2ZHu|GwPk%rMZ9=z9$#9L2ucH(=#Yr*ze(k;j z$osyglp>`Brkok!miW?LWP+fD)t+slPAmT83w8-!T6rCZm|{`#QyE}fD0O^xo0IMR zx(5$TJ~q9TajTF;%}4y#Y;H0~EhRI__lptRZ9S5=Mk`N2%Hj%QJ2f>qQl}5_G+X1l zqphT8eW-@p&PYs&sAE(wZYj+irH#BBu)Eaxmfvi+D|xbVK{uS?$T<&M$eYRC!Z+;8 zS6^~NUjo(7<_Q$Ok<4{qCM2hiXwMl(#{<&I9dCX+1n2$wg&Y5`)hwP1l>c=j1o9t# zJ8|Stl-a)iw>4O<=m~QqCzT)Kvp-W!za0w;js#V_ zJ8|`t7FU{k6#dVX{!|jOz`u%I(_cv}@$bwOl;W9=&>$g3b;_uWXygo;(z4lgfS;ng z@&xEEv3Qi5je};2kp)Xsi+i}dcMCVq?h@wI-q$?Sy2XmncyKxv)#cWsxzOoVx0g%W z8!!Z%rPbq1Bi^pRBM0(+Pb2g4m+=vgTRGPX%@9xz61vj*FJ^;X)$W}Ay+Eey2t?e) z&&pH$(5l`e`OGX+sdyjQej95WWP!x(0ZIeXO9(22B;48bDs!}cEA%y}^t`~apkc+_ zNtllJAjGA&s9tUagYlX8V3l_U07y{M!0hs?M4Qam7Z`t>P}TQjktU)A&1SKpX8r-O(BO8Cpu^TD=n|?S5 zFBrbRaTXdcMaH2@skf3#w~@G2SP1iT=p(!^4ZRNM(5!!#;SiSl9M_67By$b)@$PrN zu4Enir5>>$#x$fY4Wg%qqTFo~wv_Ci6X<1qD)(}xnl8DbIl}ULv-qiW{}!|UOBk!G zetOI0tY|%R4|&!42{>VRcDiNP1urbQeH0b-`9>gF-8gf&-bSDXPLQWh@}u6(J;7Lb z0&7$f$}B`Kq|~i4N*#{ldWh{W8vO>2#neZbO-IV>$hA3%a{XbYND4GVAqgGPA=K+1 z-M;h01h|%_ic=9^79Nb_xIj0bn}25Cq-;6x$cbSJdD;yP!7~p-@ja6f(CIQH74i4; z^z`i113)(`lQnuxk*Con7;=lNr(OZc`az;3+X7YFP}wOt3g1`lAS`LHtVSZ- z{g&Uy5@NAFe_ba;<-+QYw3pQhso1b#K5P7vc7%O@x24xYVfggNhW%*63e8W~U-0O3 zSPBl&YIJM2H(s*XpwNstL{C^2KF;;J`x6zRF9yg7FCVX6>nCnL&ipYvc*%3UDr?!X z-`0>Xny&^^PBO?hwrC~N8*d7AU#u9`PR%)UoRNIdJlv08+}(3uaRd*6{%U6@+^lMX z3UlW5{3qkOES0TyzDRK;E-F#*Q&$laox*M{O!eHB*p(cktjjolfd7>y+Z#@vybrg_o1y z<$#5*k!nJ#&Fe}446xq*f+_XZI`msinQCcUKi!hzhSWlY1jZ@M#hT>r8E}GFtVO-O z#5aL=&lG%hFYMOH9jhD3COm9yGf@xy27>k72I9W?V=76HW~kR}Zlc365jKKbdS_@Hr+W%eV$t}=IU|+o+MBI03-uWwxMjf&be^@ zBDNpgtM#Wg`BbzJ)#m+SOK>_3D9!xMq&AiPt3`!-B8ee-zhIeF6I&1h8E{m&9t4s6 zT%cp$t8j%!OB!Xlezh`Ds~J)Zu{jS^f_?u2RW&axPBCU)Y8a_MYi1i zv{w8&1HMbXn@_URwX z=DWB2zSL3FlGb-&L73*>YTgvV4MO*K?Oa&HjjfyeCEpG0$A(uVQ_L3E4fIIXA;=QL zWU`kR)#!_U#OB5A86GIpxbMoa6?Y7p zd7XY*`;Q?@DISBWwVMb4^Ag&boUfJ^1xYK8+PK-X~Lr= zUzwOT$AU?@VX`vRLq($}`7f|MLvr@1j%<5#o$Z=IVi0GdwS9s_PNgkQFD@+TRSIg< zYw$)8#DZP>D(b};i7l)_dSH8YaZ6iVNstv%ergLvcgl(@k12F%hE)cy;9Wne?Z639 zJF{ZSj?2okJ3%*uIALIw*sS{esBu?Dp$RrkQh{o`50%{VUB=Vr78SOMq;gT-kZy8-@uHn@EcSxyEQynzN9Jd5cP8CRHSKtA5e3pg@uG9 zIs3q5{nl9WX|sL#tU9lQr%N1%RJfVm86sO=aE5ktz0JL^s7Q3l88eBPyuvs0BSSmc zLp{l_%N^9g4>&`dWn0YK%t{l{2GS?w+n2&hOnib>NBe*k?*&49N$wcc-%-#}N6~rh z?;e923aF#thAxFi<9vw6>ni=2*Vn0{MrI`@v@D6Gy`)&RjAWOzh>QULm`#kTv<3yE zUF_LabGF>;ZXF^;hRWPZZHwCr4>uI^qq(}rJ=qH+h_`cmFE2{l$6sW;KZ8_Blz$(R zKAb|FdgR_L`EuatpcSv+y`uj9+c!U`ad)uq6ZyYfuh!1zcYhGi*!sLw*)aocrjqqb z1v*nBP6c5$i6U{MuEkXrQj5>@1H|3?I;X#;Y+@AqiGsObPhmdQbh+!yIa?|7_Ql1K zon6L<1ka2In$vpYTkLq&<9p99MhWoPvje{@&8=WM?%%@6g6PMjR7KML^jp}oG#vP? L?Y@#d$ItyAi>2Jh diff --git a/_images/06-Sampling_13_1.png b/_images/06-Sampling_13_1.png deleted file mode 100644 index 1e9c91d31c1fec40ea23b00002e12fea402d8174..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 26902 zcma&O1yq#L_ccr-E#06)NykXHfHX*V%aGFDA<`ht&yrPS}t{X;+}iY-DjVD&L#Slnmish6*dwQ5}u-htR@l?$_^3|a`+<*;G1-r zgwMcVXzni*wI2bWfJd*Rfd6B;C>XdSA>j}`{6U^r2)Y5j6!MVM_t0{Ncz9d5StGr% z@NjW-_HeYbeBx#8=5FWg1m@!7;^TN?>*3)d!p;3ZKj(6Gv*AvskBde^dV-`VE3NI5 zv%lcqs^fmwe>`1+gUw1RqxTZ>DQ?&{ZmtO~?Ad~y_K^g{)vo%&q=mI5C@8qXvwlqYdfxu9?T_%*ZGhMxtLj^mrLTW%nghvhFQHAZtX&Z6MHwoa3AgBz|Nc6I`AZcGxxmUyQrF35U|=6}aEu zh+0BadzQlNu|&Lw?kE-Ao+)NvvpecbKCc^r{P_yS6Ri8yOS^{fZn`cm77jMpec20t znLR7{F+oOlh#M?A1;4X~?2YXEgZ+o$LG;!ti1zt~bN6#v!hrK2#GS9JCww0lY-AAQ z&b06S4W6E50D(6%T-z{4e_%9WV+6yk_H>|I)8&`ClN|~qH#$16E*_R6RdNE zG$1#XF25oI?^#2J;rpUs7*j*Z$Ii;>*16QS5yxg|paUe_YScXp+V%#r2j6E0``4FB zlC2t#SwQ||LEk*DqbV>Ay-n#6MF-6C1UnF>pQHOBq4pT%O?ID1L;eJ>T#`X&g<qIOTTD|J4p_SNkLk?@`IxeJVam`zT5kQyOuN29nk_2n1Tyr z&US>Fk_fyElgf5HDN1Aomv;-(YuP-Y>2E_eLB! z#wjw%f|fdk?&I+Bs`vcCMwXC_-kd!FaQ17+*t_Z4akydME%yt}mx?XgvMi|ANZfs7 zE!PBScsAvkt7@I6Qg5D!Hnc=b!@FEkgJ4=Ie^wYWybu_?{A`)jdkL)`T{q&*VGyF7 zt-@^GSuKvwtOI8DhyzpP-IBL=j{RC_8rpqT3zB!H!AtmET?m$iqgJTA@|CF~7t@X= z;S_4S=lOx_pFp|0yzRz?TPE+N9fTxV=^T3ICc?SpT6ftwB;#nIF;ZNW9*G{QAF1gY z#XGnk_@eEKA!JgyUcub~qJ3~d5-ksTl-s&#tm(SM!bk#3NPvUe)5xhyCOtQ_BZ4;oEsk|l zv=Mn^q#_+w?RkE#6!oQPDMt+Ee=EmV_Y&=%&e`QWfBrUbnRU54(;l!6?t*)*-@U{g zosjHN7S)cvYjATM6#4f0wBp&OSY#i<`+TI+n=b!&ja~nwJi> zVDJ4_Bd`x0tmAO*fq%}Lt#P>+!Z5dMDj#r0*em7ncvEY3m~mMo6id%uDi9$8M`JerJv*C#_6bjzS_`{TFF^WpdCvr zqalKN5MoV+t1MRbmLm3gBwDY8W7;f7CiHM2&??lue^KMv#h7zGC`g`3F11Km?o6Od zMs=%??A;pL9LlL>Oza-zJ+>`{djMVm!l~~$jXv&k_j5zEM!!mu{y_8}SXN_`LXc~e zu(=W_TBA$$W(0Nn7EA){@M4_Wi|N($f&(gj+Jh6X&j<4IWIZv6G%t-sm5+R5r2eN> z+>WGffkIzLyH}G<*{B_3hK}W3)BLR@Vlmo0YD5`L{NmM_v$CSMRrKkC?{o)NDP`Ru zxwX(a+p-jRuA{TLgF{Y?h!AkZm8NUIurEIoGYzQ0= zbSJI33-`yf^fO2|=8z7ItF+B0-ewqZOeev*Hu%1F7;o;Et%Vok?Aj>>krF=zrS=2b zuZf2*636SZyy=@6)M7^$$hXeR7BiuLYhyGE5n+Jjdhcf}d{?~;Mb?Yd-+ z$We*Uj{=IFhI>BHaicUw@IEg&a+gAS`^Jp`EZVuyNLYXDJ4qXa`h(MH+k!WyXEn$`;jBO-3H6aAP9@Y za+<&^H}pVK}(*lqy7?I3qN(x#!%*W5yI9{%9`+bW%n&P zS-7L5Ic?YbH13ZH^0GxBtV5q5WNq%%u6x|4?lC%O0}6 zD`}$tDAyay7I;JDNdW@Eth>U{msbzRrO(O-ZLA?26n4c9Wmr`I3^mJhHN0 zu~5>+x4scYUPiJ*<*UCO@w^{c#{Yw6{QqDg|MyG0WV{5Pzroh|jCMFX8!hVn^;@pe z!<9vD1EcTS11(NBmrrZ0yKF+}#Q)sf>;hCrQ4oi$v!7m`HX z_LX`|l!Ays{iE92<)faJ1@A77-6(({C2R~2>zeBRy_Z}$bT%vtak0e%) z69EwtvKG^c7xW8fhYQ>^tr7V-{eHO4dYDXTD`y$``|;Wbo$^u!BEqEFnOgKwadI_D z+V)$44<)(}#*s8Q6SSDSxh?OMgugVEl^sevm|M9ywHT%G*<~%&h_i)+g=AMm= z9vtq@+w-1Ya(UXMsHoK5(Ol^{acgX`izjD0DM!_>9xPTuxZM7hKD^{??Bt)8{d--6 zC@uxkT3^@ur!K#z6fdcm0ADKe=%;mA3Ury$ak)OwkY@matXJ?+F}sP?(GH^xO`qfc zz361d%H?##WhJ8PK!a145v19UONny6h;w`0Q)8j{rauiZwCIJGfUz%Ajwe|h6}rxk zo0zDg*nLOaU(ao`vIX!Y$T^J0Pm!B`>uyis(D^d%&~j!i$jLI!eo_rzY+HeYEmmbq zO~rSkyt1L3=mIFBAqR-X33vi}9?~D=2GrYy+a-%z>QD)bTS?e;PR)&v`SVw(nOMdL z2q%a?>KIBt>Jsw8e4yPB*DG1J`2BtJ`k`8D>GlJO=tl|0k+g!0 zgd(JH3h<7apgMSol=x@pSrOF&7QXc6l`wi_F{Jslusy;gY_4j(dEC!BIE&n^JPHFA zdSQ7sa}6d~SC?Y_kGO1@-wa-CHZP;G{`EG4&9TS?+Lersw+40Q_qT-!&kSfvNuB7C zDzFo&1u(%AxC zt7Pt5%mGQUkA!)q;bfTxOEvr4o#K!NlqT{fUJhrZiYQ?(YyF>3=DGCq4k^5s@GCHP znO8()i;^kCCr$}U(H1b-BKVIY#|G8lE z!qPcDYc{mAvXef9IK*hALT!~>UA8EsSowqJ-g3IF8vb+JSF2Aq23Qeyq6M5hop3eO zE9B`We}-i$b8US=Q-UUPEz^14%S;0^aJDn#bh^So>!-uxB&FAvC$;qMep7lxFq*%M(ztkXbNZrD4}6 zRcV4NLU~zQjTg-Trwiogi6|g05%^Nxe+Fi=Qn zZ3})|kZ&s>T!nbvE|YCO zUY1xUBJy{r*KSmK+Vn<=C-q%l8I2<&h_wHc>Ug_2hbiu4Nsl6n9IXZ)4Xz3nJ=SLo zu`NU$ke4ohsM)$^>HhO$fjn!L(VVdBM;z+Bc);t}p#7{cSKW&+^HR7z*yzQ0_@X!| zIWve<&(tkfaKUowb5~EHY8D#S&Dh|1GSg8%+&pW3-q`j>>45vE7mSK6u;7%&HxPA{ z$(}@iHwO>vP@_WjP%t*lsXgIw9NJ5iddFE!aRHE~fKfwd^Hw+PuzP*5%OwMQU_lZy zAzJH>xvO>aIDrzIgsOK3aT;27lPcB4W_&Wf^UeZuGt{2&d<=6z}4Zqi*EeQaa==r;ac#8UR`<7G*UwhoxT z9lbdzAuCkWI7nFRUTi)%xJEV?0Dt}bg>-+REB32+?vzGVM6Znn!|9Klp z_lrL=BPyz>qtfVuGP%#KClKS+az7?K0}?DCs2tC`OCS37CmfwkzG52MU|G_5E9ooY*x9H(QUMJwimi)4&?P~=zLj4uRovGuUvXORl-XTvL4{W9< zUM;;n7dbSBU&24XP9DY%QykBJ9?jE&Kp*wB7{jppM&pB zCOHMnnNA1H>4R21Os%j+kcOs=w|fE63Y0eKKGqe2JpP42>=ak~d%PTBl1F-On*)ts zpl*sXv*%@kR%<~>ySq$Y~TtoC+ysxU!8RyHOn7mwVO!f_hH z>29ZLm7dZ|LpDzI2;%4aF-NVDA`y@T%ZyF^@mjnh))K(0v14G$h zzb8>;gTs(7ze)wdWgt22TbiQ|ybi-6Mq#7IhqvAi6_f6f`__v#zkfRpa5(#^<&yjY z5hLF`uAET^<8QX6t2z052QcSe%2gs|VBcvTa~fe(8cI)nexHqlNB#1Fn36C!;4gMhy&^!^zUd=JHvym=faFS#1^*ES+!SGo5E)S|x0 z!$OIJ#=~u5ic0~%uYQ+jwrxMKE4EtCy(jEAx|P^|FrTZq7wpB$Vu z*OYeMEMV3abh~`q&w$0t^!H8mcEt701hHgYag;6-ihs>2=J9bkl1S|`?k$|}H*3x{ zI-MFED4oF)+3wOHEQ@MziWtpZ$@LDCi#7cEZ}z0Uym+QBYpr>rM4O{UDW%P-)=bT( zW5!3aF$Lw>MII*o%iqAzog>WS#^|v_^e@wB#gr3#6UOfQ7P!rkt3Wc5IJ>~+b!T_P z_g<(HAOIJwx8>;iWzg9h3{4zp)(GEd6k`@~=)TZngm>XI!) zxjXQI*hOv`SV9Q0p%EMY*|XnjZcM-qSwnloNw&rw8sl%xzJbNM^L?Y$fTi-%bb3JCeieA(cI)dcd|#!2*aZ-`c~BSVk_L%t${-a?&gjm=P(_HB&=+<8gVo+tt?qUcbOb|a5)!9T14q4? z?1WJ`Mi&to%ZY%Na4ZvzG&Q6y6cu}_a{KfHxg3D|sb*k^RJEzgFFPJrkao4{32&|Z ze4x%n`!Dz>B$mf#Z#yXPO)eXu2WYzy8}XL-&W|dvhpGEmSvE7%Ai8)$NEZ^mdW@hl z-8$x*3kI5=YxqY_GuKCz11qAtq@P8dj5qeA#|pVv2wC$@{W&vDk7ukbcC|}2720y$lS=m*u#lve^A=dKLLD`(g+_l3;EvbygDQv;$RQX=kd#vr2{;n7W!!j)vg>ixn z<;^5%RRMRA>SIcIvd?p^z8f^*rtcqu%;gtH%6fZropKB;zn*tY^gx20G^9Mf_vM{2 zU)dPdFP`kgi#H!y((L5EC;uJ9O15(t+HEBL13~=xSL7%{<1|FWxHhNc9jf6rHmLWg_vVl_lR$r5RW!o6<|!`94s!n^14zL`C=q)ekLx z3eP0~#7b`e2XqIG;lAT_wI3hil2XmIY0VpIZ7b@O9VLwF@mStgg{>E!V7{~Wwi*v` z>i6pls^6ctvvn(FC1Jwffpovppb6qa>cx|evoqjvbxL8iqXX=icYOuq@&pMn3RkX? z>{TKE18{&=LZn?u)k-Z&sc6;$PTFhEUO5A-@O5X}ekcopc6w=@nw|ovAx2TvCh!mC zq0kz4mXK4V>G8;tOVLIb?rHMRMzDrY1{`<~hM2y?3-?Ea-rZUZye};Ts%@H?g4{mz z-JHfFJz||^O=)vDQ{@_{KdV$-T{co5ri#8NvPV_03!S`^A#tB-{uu~l$1W=BLqA|L z4}X=nu6Z|fD|IK(>UCh=&BaRl@D94Z#7Jb+upKh_#CL4=d4QS|o+ti6GSQVh+$Z6* zIgI65W`Uq{72R3wM0G)wtaBgke`3CB*neWaQWvft@4Nn{a^gxrb%Or{!rW0-20E0FHh-xFsS<*(KUI(3ok=v>n->( zlN7m@G$kKycup3mZr22eOQS8GU5_);*uyDJ5`>xmE%fa*Ce~F_zzh7!i_qHvb2>9u z+xaV?e}FN=`Z?!GCa;wy zxtZK2U|7k{d%D~6l#4;s%qoxkCLjFu;48V~97beKjPL6jdPx_I>J!!uwi60Gcg36{ z0&m{Bk`c$R&_EI`K>Oav1jG{m+{{41tXU%P^*4B}8pUlQ0Iacu-at7of#=I#XUeu7@}le;m0Mgi%DR9T;61&$2#a98P`i4R-$Z zyh(h%-mb>Qe)3b7{L9I&1QeFx#K#Q7tcfv)Za~&yKtxvn%a6PmFTmBhZQ$0(a4SKkB~SkrJ1lt`&xP zNN$FkVVvAi;ki~lmB$=eD`Xd7r}~MMWpDLj6hVQ zE|EV&psmO2Q=#V2Y5`jM|0TSW2{9iUkD*dpaQlTXmNqn2ryX^JYmK)ho^M&uNw+V$o9 z)mI00Y4!9{h_~>}LI=vDB?2HIBC%WUR^kp*y`4jUM?#(VU%ddsr$7;WF7&t5g5{`A z6!bTL-6cdIcqEJ8-^BowyoK@371jHc;Yzno&XnRrkkAKvdf1zKh~T}%S&&CzKsIb}EbG9O`!l{F*2Uw* zn2pmEBOi6&QHb>1DJR%}wsv(7Fh&M2CjN~|5q0H2v0$NZD3|MA`MKET$6dvHW}5C7 z7wsY(W?0W-%BCOdlco#CX#wgRxEzB>UnqdNR$nI1) zl*n?b0!tfy?#R;nXML7&3-X|qjG3<16g-3QE2QDjDkMbv zIGh|a6z^q^VCjM#MDpA!6 zGPcC_Qfo8OS?L3BSZE9ouD2(xzi4hAFVz_AS7?SnlzXP~mjvrB(f^p(K%5}IEr*C2 zV(O#zn`h8&vER89phBetulQ=m!|z72d%7c7@m~c!prF^-?v!*`yM+uOy;T_eAXMDV z*+KNT_z$W~3AC<_C-3 zg$1udc(buQwoLA%SWF=}*Xwg;#W9}@RLFN49zs+dph~&hTugVEcfTzVG-1ounh#8a z(xN>uadVz7LlSf*H`1LO7W_M@ZJcp^<=U8UIy}<%4AtNWcYOt%U%V-*`x(x`@l?{1 zaYdL9(Pan7;DDrD<%^Idnn%3oX_>YQ(0mYJhNpt8hKY|V!Bba^Rxa9M1L=73rCfnL z&Z-F3=y9I@o4@eA!c(170^Sm)dkYa-eI+eJaK`T+qmB3DGJsoCKUmIpZjLpgn6jMb zzdWG~tUbsaa-B7M=R1eiwsr4%9zNez1`}jbs14pin5E3<6v-8(0?AdbsCS@53;|Sz zY)LZ_;M3_h!84H8of&4IgcMkl05Y0t744H#rM)v2FW8-;j&V3`(zs>DwlUS!nR+BV zYTxOOkbspA{aqX-7BKi;=HtjkDvjYW13wU4%Y%Y$7~Us+h?Jd7OZG@|W79Y_$xM4+ zy5y;Mv^!1kj?55OpN-J_p5~bsTYin8_#gLf-6XQ4`008_R)%gzF6m%GcO?ZW8mVJTTzA~rBMnD`c_-I9)Sf9xeNH|iIj?N>_U zllef7$k>iW9JYA+=fDDQ5|XoI3q=%xSo-U+90{VI8YDsyu{=ayNtKx z>G38%p%ZV#L@5}?(5`BxsH&8p_8%eJoD$uyt6%Q2NpqV4PfyiCC}u8f0NYvy6DV_K z613@7ir=FEgNm713Td0^CK+9Meb;*#XTyAOIyEw&;ObJ_|8Sob)&c3|Ix&!I*iXM} zc9+Ka1`Mkb7#7uBrj)l~N>8uY$m`KzJ%Hw_*6GvjDDn`7ZVUs(!-A=?!O)lSN)j(+ zWkCQM0P@GXSmDTwrkF^|k>1PQ1Zqqi@=roiijM#f)%Gga1NhN9yrbQ6m-VE7nqa8` z_)p5I(Cv<*fFN(GeDmj5w{+r~WLb=vz?u#@-d>qU4ablI)r~LxK+Yc(B@4QDR~QvH z9wUugR>N>*5hVRwjVU)Q2zY7Q)aFQ+%t!h_G_8{EzxxwVay~4}A_uP>8utf^b*IgL zqm6i2ihICl?UzQ4FEY4}ej0Uslza2*Z$XmegLL>!e)UR_)0RNq3aD!H>62iLYP2>> zfQ4$#0{g4YudBiUP)KsTO$YmdR=L-@mA}3QQZh8>J3wXixHec@J87OMjk724jUX%` zI&c+Yme^E1#CV6KO3owiCA^T2Oh8?;}{ksphYnv*E&S$ zVa+!;!)|86v`wmR=QoiJyT({{G-n>CXyPf;h*nr#_|Klej~AhePXFbZ^qf4qpwW_x zczZO!a3VV6GMehai>fn~Qi}8h>vqxNFNYEBc;mtNppC&OLLS@4Il&TQSGFs5C`Gjz zFs|f2%j|6}-|!5f?8HmFH_%>!{rtbfFMqCh^~jvHhWn@m%8x9-2!2MWSP)GdzIX~G zBXEk+j}hCjo| zAdaFe5#%Sw_AIfQI4QHbZY);_FnkYEVED@n0Gadt!IWbB)8*BNE2G9wJVJ`i6JkPs zHPCpzI)jz1O{v2od1jFRX1rj5yN%G5ZKgowvf+egbeRdcqU0B>E5d-6_?0u=i-5G6 z@ti~3tjCzGePaHc4iAouk0%+7eZypc9Ib$IbKcQq|1qArXMfhE6B%&a9qZ@z({d9p z9m5u*HrA6B`5RIcx$;kkUjRfv55HJ(Vz2p{(VQg&=8WmZ$j?SN8<-z}VqowJCa}IP zb$j*j1bJW@vZ7SS2{s+v28#st1}yRECtF_yGHs{H+a;f=LUc2Z27|$(g!=hEN@W@I zfjr?|YmuIn5q_m1Iz1o=XcU&pWSkXwnK0r3JizlJuetscve`ts!A-^zuqn{m+*psh zG?uG7wU;v>f5=|ZZzlr}TDRde?EEOlG+jPs?`GTELP}kFyQH@=z>q?hooWOa1tQBX zI2^-(Oul2dO#K62exo+3*Z2}|rd7BXS!rDf3>)@`c!?abcZR5U3wz2jqAR5oOk0ZA z*~u{Ij>pg}iu{>b$7J4ka5CFo=578NxQB=f&HaY4={hMN_LN?jsc>3mQMN%fid+X6 zJbydO*vkmAem~tw-z%Tft9{qYsu9U(rv}W9hb8eD09vs*!)2|5=wkgIB4nSdpK_(? z*}a3^NI?AQpP>2>yt3jV`m*b|;oIVZ?fg9#3y=tYJXO3b0Hy`y3znZw132&0u7~F8 zh=h2@w6vY*Y^d^ik4aU`ts?{z$tr~`DQbPP)%WHpx6Vu#h2La?fpMP#v%BeTc#4}M zFos>ggg&*rO`=h2Y@j}(K3VdxLbalM;m#OYOd^j7qn%f}pJbq%GMIz=MhC5tPps9l(c6)GLA5QIZc z_N?icnL+>s18)@}is|OfsG;av4A|g_&AjdHihAo42BR2wg+UIitI0_!MCGcDcWy4! z8qv+CaPW+UOaE6#Br$n}mNDUBC1$|WcY z*2O~_o{l;cLf62T{Fs@?~C{O{vLzuFUIs|)Hrwu)kV{0?0E3i=)`mLQQM)_F}sFkrs63tZQ z|6_$m?)WaLFnYWI?D-_B-Z||_n*|7v+h)UC~*!!gEVXkC^Vg0~;GlLf8 za762qnt}f8LE=+LVsY!2fW}z3D{vCCf`$=Wcv?#*G2abTb*12DI*G!N9ugSB#kac2+c zi(B@5G6$yvZL<<4F_!+tL*xpUSmA)aBmjd*$DF?IK^m%|2lD~Td`1^+vS*3Rou9DGpC`b~RuDKNjzl$4%ZVY#h;{}sJxQPiDcl^_e^Ka< zM(4~?&Jr;kpCLINfYF{yNdW8xJ_AvT{d7SV*j3hg^Oi5gL;6E!JAKTnV2P}s+N1VE zsT?6xw3nRpZe&`%v08=rifnn}_R|Zu?#r1%8}cOX@K@%xIVYE$8m>dZC@tv%%t@s{ z?7=hW662eRtpo~eH}seH8Lz^)V1-S-6Jy8;NSnyP7`mCWM>COcWf`R#oUGkpRXIc1 z0OP5%Gg^IWe^y-a0F*!^4SKxv9w<4x}hBy5h;!Wrh${}iE z=4{Mr0&x=G3?Sp4zk`Cy_}tKl+o%z#7euqPK=Asb0@e|}7hBynK0{dLCiqWJ{B%VncLEj9u3YdtX~|a_F&MM*Ka8O4 zZ3pTARIp#>TZB~~1;YkAGCj6SrW2W5Nc22UU)hrG6!Ug|$&+#T z1PSb*R&!$fuhnhCQyL%hiiksafn%Ov98;f~tNs|tMGw15p0QnU>9zZu`(;$&_Q3O? zB1jp&)<>Wc;Rn#X-1z|{x-GgYt4EC_pN)#K*Ec^s7b`=H$zHIgdbJ);?Jdd9N{BwJ zlTYZBh-`}P^k|p`0P*Emm%(jfxFhSU;e{pqwV-tKKVb$dyp0iCesn%R;3{<#3PWx8 z5+2)~*i_%&%{nfJ0E&Xrvu-bwBID=-8lcij@y!Hx3md~t@O{Ttk=Gl2n84R##f?|S z>Q`-@foOHeH;=?9+k=oKl*Z3R|GRn3-1{E;Nr2=tpzQaJtKkbDhr{E4O=z{L9N&7EwBy@bBN5mxYyve9psN+So=MRw;6CY1X&o;(3IJ7>~!_t z5YEU$RA4=vzH6QF&ESjW^od7vbH#_EY5ChTPGl+Sy8hEDt_}iW^fwGGbdgKr1`)GC_ict zEg2_1{o=gVL(y=S2q+pxEd8c8Plo3shjyT-&foHZ9e@KfZs$AxC%ylvA|8e`)y215|1V4jshr4ZTFwb< z{~}%VK?Q0?UI#$ArRe?ZhlEoVz-W;3DPQhI9HicwjJiyxv|Yr2F--|Pzd>ov?xK0& z%XE}jB*&;}dH|%#{+PgNB_EU)PXJkyK9-tfC~*r&OQzrR#Wqx|zA{YeIgelo1N@Oy z4_K@WM37(&UgttE<6Q+SC@n+O*w=d8U&4{%?7--R7xW#-InxXs!|og;AY7FOW5__l zCV2Dlfr}GG0Kpt+$HZ9q5drz5EM-M5XNgBg10>5XGDk#;&i2#A6F{~}u;%VI_!?7Z z5MUD|dCYoPEwaVmcz1wyPRD{Is5NQ{5;+t2S(4iZAaRX~uAB^qdncWhc$u&j12PCQ zJ5(Oy`iQvXluFrF7sw(!qBXxLwm@}|cagSGScvBF+kP!{s7gD6b`A$wES9C1$K&Z3 z=&ZJ)Y7;5OlP8jufKk+bHuRkK`rmyvIAh`;&`dyjjzIlEbYx%2J0A_MprHcV=qXZk zx!iykaklxS=W26aW(oo2R1weAQe}H!9*3TRiGiX=gF{_9kn-^k4_e~m*cv>HN)fY| zG9}LnG7U9g0E_Y*rkxGQPR#Dlj@Pl|xM7?4otp5=vrKz)1ZVNw ziUDlb?|hNzp4pv!^W_zwA|!JufthcUj{>Dsps11kW$c>AZNJHK{JH9FktaVLTjh4g znnV=|f8EoxTaTAnilp}iO0;?R<7tC%rt-fJP*bW~-L@!uBwJ+ca~}xwrBm^T3A=|O zZ-6%9fERO|5S{HhTJxC*hwJV1*0p{Uj(8w~9$Kp|zx`y!ZZQTy_Fp zk`FYK{rHS7EbKBajV1ckEl`mOcsb=d(>9Q|>2npKf}6rv20qz*XaQ0j+BECl?f??t8KbBEt4%!<46h5#p$Od2M{az;l`qw-k7_tksGLdQ(}jkXk%Yxhp&4K z3h^wSp{sV$Gs(M0Ho55c*Yv>NzWH*bZ35az1t!V`U~kg%gXRcxw7}*B|7h<*g&t$Z zg*1p)1`XJspi+e;ZLs0Z_*eGUV~jX@f`eajv`Grx`-(6ph;nFrC%!oh=o{bC&wunB zJsoAM`TAGQUA$C&&0YRNpqhS=7!Oq`G91^+1w2RXLncIbfxo?pP(Hu;Tnvg;9j{&| zM65H{Hiz7aB>=3sI)*023DPm_kE|L}9ik((R-;m6`Ky^2U}BWu2N;H$9Sb#Jg;w+sb8=}xZz7h6&e#GTs?MvYy#1Q ztMYHTy6siqtsdisVv;yeO8ErK$KpT@+Cp$H-1;mFnJa!qAyF*Lc7C_g(;OQ*Q$WpQ z)o2QZYM4bSSYX*t(`GtAaNrz=)idD>x8+Bo?I?XMnBJ zzn`B+>t#;X|Cf;gT~|+@^ux)>wFDRI6HHZnUHjK1U5_wdn1%H5?vW{MjDJMuFeGuz z?~;6|pLgud3?LU_X&A ztj!X19_t}eOkQxBUU=y3p~^(bK?<+}vfa0bDM-gO5^vPqAG<9%0girn>7!OL_i9SVmskAA?@Jkp<1E{nh3ghJR*7flH;A@3PjPB0K z=cmV+@`xON1l;Da#HG*XynE*RKQ9@Q*fwdro>pfY1cDvj3t@<$93q25LoFIZJHac* zDh1WhDc(9=G{LBLGPUSgV1=@v$TlU$DL$3p5V@>GF07F(py9IX7|8pKTaJWPw>w`5 z6hTRgJA^f%X+jH3tvJCAFdO1|Yi`Z2@N7)r{K|2E&yTY8>1tX4I7saUPp^VH;|i)i zF(18!je+Z?LrdU}JV&hK)SU|%&{-|Cd*T|>Cg1>EL^Xe0HxtFyJAx4T(C8J_Pt=ce zBMCnkfc2?^mQKJD=E$_OvZ%F#YaP#7f107UXnQe{?I7Am-~!nOGT!&hTGG+4ze(O> zmE_Z@IOXu;>`t*yXE-ml8=I*W8Skr^dY|7Tb*N0X(7`559(sOUp5C05$f@nIYnEZ80s&uvWc#`{L9F(Y)oeU( z%O^3Pe6Re5Q)h6LWJfC`94o!^O6Z17v&hY`O+=siOTm+8<6k|pwbg+)vod0zy$cvY z5t)cl--e5sZf#ozvZxNZxPV9yC>rLu2h?0H zuJ+7hhR1>cjUPl=+{%@v_))5QtWiu^?^kWyWM)@vj(){qkzyAW5=ci;QJH5E>juqs z0|7KDR)>U#w1vX>2y+ygXPXFHJXWp=bltl93}%u#xF+#Gf^^=Vv}j{{$trFCS1&+x zt5GDUm<&O}iq6$By@Td9=jeQED`S0yTiz?0#ij9Wr(1ND2Pg=ei0`_$YFuReJ@WoohS%PfH_lz2=bX}7^ zR~CT+o1vuFdKM7W5CS$X#w0h*S4dkqsP3Dc+uv2b=RE@r?GYJ8qbxjIwz!ir`{Y8( zKq+%2Hzw#jYVHCed}imFffKR=5qRViZl1dFENo##ZCJ_?1RJI0YJCjQ%DWTtiynG& z+aJ==vTD92mSrwVAKV2q-02eCz`>hbRZ4Sa%A87`H9eq(g=r+<#Pgt(QD;aq;?DR} z81bxi@D*_!9iE;U-n20>aF*apK`WPQYQWgoi1AqQe80Hy5Z-)hLkBRSTuLS^3k&4P zv3!qX6)v0hxS9?GDEQEvIs*Mq5&O)a&9F7ofN3;l+*&WE7|d@@>u{yZa2M>lmmw=Q z=9p4cbf1u8i^$38E+)d9D+ErpseB?Zu#&gnulP|+vY;Fc6p=2KMhAN+dKK;lh|jE^ zS-lG7`Uo;%YtG3r*Ts?I{=}F56kZIr0f(a0dhPPpw|)Ma))<65Rvvwo6T zGP1xnUM!-S#Fh4I=1bRD0(=W=blp0kkbH8W#H&6OI8|Xdh<>%Bvc@~gl=$b&0^5kS z{kRgau1dQ|xwzpCHBEm<=I9PbA!i9s_F);hr#|qzA6~kJE=Jh+CI_{4e>q#G3^Gr& zywxdC_WT44?yK39Pqxj@5LMQ9sBb{eA|RImJ!p*N+bp%2c4w>N_$ActGb*?LZYTk6 zs7{oybj?k0{D?feevEz%kQAW8m}Fc)KT;0=D4IVWqXt(OZTg5}A}iOTtqY`lUIPA8 z+~&qh5dnRnup7-Q>n9*h*JPZt{8N1Qoo@1*RL7Hxn9QjL7|Sa}9JghS_7HUXOkV7Bmx;#2{9QG4=={yG*I-09FujZ&8ZKw#YD++C&e1oB#YG|4=^X{)N@Q!JDHGf zgUXZ^T(udss$f;?r~XIcVBs{g69I9bcNs!Y!4FdoWx_tYz047-olS8Tj_$q5&L`c2 z`MN)V;=_m?1Fm)w#-=}qiX0WUoW6mch z^vs-@{OAcWMdlws$mS!-QD6d`%d&(V(9s`nPC)B26_5@7`XXygLavY%#Sm0%kpCt^ z!}wK2aHZkZC#@om2WRmxM^<-X=60uP%X}&E6_7b)Wi@|rC1>S!xS?;IK5BHM^)6}- z29DTX9QVgXuxK)E_i2>zsAi|X85(xIiKWcxYDSMv`B5q_VF#e zX$UHtcQDyF-*9uHk56M|C!?mHEJFV<#opkhPKTyK~>snX{r`R6b$aC=3+Xg<_u zu{Y*mfc){&dH98!C>zxFQ%oOozK}DjDs#;INPk05?3aKi>KtKJ3%T;-Q$#VQnLiIV zC3$wAP?3x=rXxDaVV`0S!``@{Vpa-Z2j~mqT}MVsizlJ<2}kb~9H;luK0wP;3J`8V zJSM+(Xtskwk>I-@NBDl_jrYq%6TZ`?Z6Se1e8Y04-ZLb&v0G47BU)xp37$$JE zW0~7x9h!Kqy^WJmWfh+|gWtzH%xtFOjY;aGgvJL0rXbR;=~!@nkfR5Q)tU(BNAU4L zo1m%;e$?~Od+4h1-%iLChH=Q&`*FQA0Rwxda*Z?|9cHZJnKh=vD|3NQ^`FQ-Zs7+9 zvwFt_|hALF+ z)X(2GEKYB5f2K+K6z8If`YPzEGjOe|BxWOu5K;ThpdeMwTlqXUGZw+=*$OsAA@Y2K z@}`EeOUEv~f-iu5{3ONA3?w)g)>l4rqG~sZR!_fuG&S^^GRt@Kn$-p6oS>2lh@S|j z98t8zCz|minitK9CHP#_Hm^4~Le<@iI_&8uFaIx}B~?v4q`H zsH9Du=L9KCRJ?0rE~Z-m15VO9pWerNt~+S8hg-R_;vH@Amd;mN^cAp@)29m<2B{ah zBbabRX4UGgZGm59{oB)_AafS9?~$p@X`*;~`4LD3q5|mGV{omhK5jhT7@QD=9kps! zy-44OAiA|P_7+V;;edYZOAbilSCEp65Xa@@Jo{)D@gaeDb$YoM8`hntv!~#3O>x8m z5P;LAhtWl7PST-J;2+jZqxJMnevq2lM=EHRhw4uhiWh4Ha}f@k%zkQH+g%U}-IP!#jc- zn^FGQ)#aww?Ak6Tv0#7ygJSl*UQ`~E$P=9LZY9(=PdGtBJ z*1$V9C!^X1Ub`eDixjVHesMu~+6~n@chLX95a@rjj=APfvvyiN==#=(ZjOLVg*HbI}Y5W}!T&sRh zNM>5d&Sz3h^E19Ky^Cxo4>B$=mfNc=O`e|ip1i4^yYo2wy=aQG_+DR(ilpt+nNvD1 z(aY71hGmZVjr-P4lA5@Hwcag;!pJ|vt&>Esb$-CCZZ6PXx12gH0xFiX72>s3wzw6 zu1@T_7uPVl?^BW5!0XyYo(xYm&N9t^7wfUXs3QxD8s$}cs?jIJW*nRi66nY%$(-^B zQrx^r{BP_}wP>GQc!{?-!X@-nd5>^5AIBqO!E?8-d~Z5>p!JAzTp?IpC4~lv7WSza2n%wca{?-#Z zGIK>K1ulADd`+$EPizyVj|$I4Vr-meJUG^Q7JQVE^>O>W0}aIek(VVh_8DovpUWHHqPyWWd<9Z^Vn`dLX!swstwo4oMmu1%eTzS?0uwi9 z*!obPon4>Wtr%-q&vJGZ&}&gH?5P44sZuym4WYd)G`9n-yoB=HljAy7jxwsf-NZT1 z%4zWs0QslISM(}u(%PoAi?y#!==4?=P*5{P+hC^)W221|zyevBE1XkKvwMelGUn$( zk#@Ggn|ra*zvgj*{`d?1j5l{<6Qr4S2lNu7oI8%`1?IADmVVf0f(N+p)(x1 zAh7sVu4kEni*h9x;AHpj-@%nIW`I1~3QT}jOCkGaaK1copyqZ_(nA140Vo`Q$T|4h z1>uvIL9@Sh6i|gf7OBzn>ZIlxOnqKaa&BOQt93G>GCVY?0Mzwmk>EP7Y+z$!fC>bN z>2Ghb9=CuuXnNsw=Z7#_y9yJT9Ul%*`wd{pUIPiGFtB`u02nX}ICVTI(9~G1{=3UO zh+KlBH<8%I{;HsakC=Y=S1&M|vgh@2mMG8*I*A`J%XhxB1EOlOs?70G)WM>v!-Bo- zvV}5rr6WEV=5%SJK8A<3Zm$7kU>U$?zzw8ULbiZxgfl2Y{@MArqxW|TU0B+B;*>5P; zcLaBtE3xy%SFe)1-=Aq)+>K*xQy+rE*;HKKi6rL`8y=k0^`*Irj9z)TWx>Z?cFhv} zRAHQgMV%Hfw>x5wiOR*PxdMr06n5RThdug&@Yp-`0@Z83A22broZw7-sihO*?>C_4 z{oyy3zor)To^%Mpx6lfTWO=M8-hp)Z2B(66 zEMolnW@mm{7KC4a(yaWxUrKUte?!EDw;k&@W0dD)I~>B2^$l)b1EwU!CB@=B{luyugp{t{3fQsZG>ccVm2iI%r9GkS~-Rk3u1!ZEXfw_6&2pQ zuhnT|Vlu;#K_c9MyZ(fW4JO?FZV?*Vy7%j7Q~HA~b}z&60U(6=-^o-{=>bI1n@*@w z3dj0=e(_Q_Xi}65x;(11edvdu@U+7}DkV9FNv?62^B1sZRzANXVp2|oHZ&kY{Jh8W zRP&xIczFW`Q5V-T*V6ua2P@@S5DSAhzYHbYgREkfd<+%CQR$*ETWar8(6lAemd=RU zL>_BEDLnI0ZJn>}?0$>$KEz;Df#&mrwZ4yU)54N4Bb0nl{$Z+FlFLMMF0Ss*c>Ueo zu=Y460ltF+ra#|#L)Ia$mfG!FN-m~GWW`FEtG&>#>b0t%ozEYw5?W<#o{BhfGwDxo zEP>>C(&Xdm2ZK5!b&4GoZ<#2J0R1QG7D^N}yo1yB8teF}y)0ZLv%3t|rGu4>MZ31w zVdxkcQwC_KgxB;#uB4^GrXmOO6r(abxFZ0wE9j6lRNN7!S7%>O(lGUgpl^SEmsC4@%?R z=U}~LsHt1q2ns+)|AN%M%D3^i~6$ zsmnUxSy&*sumlx~WZay;hzmIO$SRN0U`(y{eZY{*YxuyW*Dug;FBK^*!bj2`ZoRzm zfopLHHW|i_B1EN`9COUa&^aeFmG>ANM6z|my537(SMo^M8oCA=WPk?nV;A0)05p{r zCxNCCaLGvk8+8a3d=7N{sVblpHL%zjHu=2={`)OgqyDew@Mej#XQM9ObDB2_T09*t zEdgh<07??1hRb4+>>vQ-++?aSzixV1W$pMXM#{VyoRQV>nPJ0w{tceZayy5X+S=E} z6uA4<`Q5m~28>Kf1Pm9uWb=e^){cEz+^n2S=@Wo+0As;(Ud7jp>Ke)jWQXV zydQ4tajs;fm)r)3bTGLneZ(cD?Pf+BuPY_5JrxkdkevIDfAEV+wLN$XC6RGgA;ml5 zbwntME=8mAxQTwqP1$f|P*`5=JOpCIg9&kQohF`AiM(s$16?^CvvvcMmUpthV{5A1FdS;A`nlXyi?n8`fXRh7*^9K$3tzT=v zQP&UQGpI6h2&MuY*w3$=`*WsAM=B%fIVX9LqSj$|6zeYJ5PAD9SE58NE6TmrW#UmV z0b?&NP2KAKHW3J%-K}9tAQGjU^w$Y}pXcIQcUOR&7f+?C?SuAw&guuQ)DO3M zow^=69R~m21Ht*#*2w=I8;>I5?BKx7lVo4Ik4j0t!HlN6{wjVi=#Lsb$8}C*$qg35 zzAtn<(`ggYI~v=#9SFD9dfb~-?V3`|5B7T|Wcud(+|@Pp{aXT{QSQSnMcY<&o{NsH z>SqU8RQ{^4>0GA_2UQI3+rH zwnw`D^Y6AV>|8#N^8Rdd5q+q_bs-%Yl;Aj&YZGSL3?BuVZp}ESKX5V6a^>@)&DU3L-IgZ^(dXV2a{>DZ)+mP)M6R*Vh7l?SL5F;aL>m za}v4pBGr3VCveANX(A1zM&OgDX(z8s*;^Z0C|5sXT7^+s*aFnoQ)!+mC`LsE>hF)3 zXgdWmfWU1e^1Kdgf^sX)+Pe90fPlPi>B|Qnq&WS0RUv8Y!J0Zzv?O(RhB?E5o?WaR zsI5_PACns{hlLpabM8<}aLipe0oas87}|;QXlt%k>gxhQE?uOp3t(vJjTZZM^ts0z zsW{|5{+c3-4eanG1G$DZe}em^FNZHNHAao70zffUr$%icpN{=KM{^l8QzZb?N*0@V zL2mW(ZSa!w4*sh*3lM6Vsg2 zHozNm^Du_Zk!Z4Q9H*HJQZTmj#j6xSbM`uxaMGMhhprzb;a=CkjWNd-=DN^+lq z!(Xp2mFnax%rk)g99xRj5_W34W{gf2w%cjwv9C7S^|nuDk%AW0$+?rU(~?ky$WVxR!n!< znoi|i@+-UoUj0myRT$VR_h@MNx#s4n1Ni{(y}`D56g~6gyjDXm?|J`gO`-afOor53 zXQkiEgn|V}p!Zh~H;=huoeBuDsBMQVJ(lRQb2Jb=ihNk4vE9@8lBWCH_RXSlpHClE zS3j))xtIHux#92*xjxEk!PFP3V7|`{G~iqF;f~} z4T=^3l#y^ZX~enyFw#Ko^CMKk8u=7YE&2I6d3>2vH4fd7EAOii9X#>nL~Z^PpT2Jb zoyuH141<;SxVJH34Iy)!fSPfw?tzkTLBwzRNJF4GXuo{m8D5JSdQZ&PCV=mof^|RF}m{$~1G?jFY zcVONO>mfV!O702$-9j{*11q1Ip5uVsDxLw?Uo&A{%9R`#57j}^=2C}6)7^Rdwj2Je zsf_VA=yU@$%J2IMN3q`inn4j;dV31GHQ9D23HEL+q?nnnvHY+hijNF`5Ra|~?bfGA#Wiyl% zweq&9dFjpdVS8!5Zi=~Xf-7f`+855onpAwX_`GfO6+7U-^CI~ERapWOoHsFJwkUa( zlHZq*zDS}%nFqk)2rNrqg@yTk>P)x+h#4PxU!-W)fjz&!R+VM*VIx^%f-M0=f!8R2 z)FY!1vuhq*k#3nLcWMtnU}pirsx_kemRWWAEi&l{R+tM)K_*Q-5m;ChGrrWo;~0fU zPvq%gY_50L0y_}R*~DDvt+3dJzeOjYrdRh!AP$UmV738a(ek$+j0KcbWiTi-r6riLHkm_St0AjT#ly~(DuR`bfrcF}>- zfssmfQi0Gx%Hx4G71?j#fcbaXAC+F%XRTj0J5t}px0>q-B~sl)6cCMi2@8jg5zV~{%T!jDSe39 zY@B2J>eyGvHSO!*t`*$)qoqJ!NLK$GG*17@-cmq}Lhvn-7-785uuk z0n(b;`ZzNadju-dzmYm7nj3I+BK4>JQgLJ-az5bZR)@>2gTfVQ1p6X?<(J`y)6_$w z;NqLh!W|o}sK?PC>g)j6-+9*A;mc!kEPHIXa~6Hxj7t6i)vpfvbP_yuMeo@~%Nx z=dT}ee}DF{{NPsO@s#xcd%)@4UtYkzK>n+f$2)N=Q>@^@56j&-t||@X{5$_4{r^n2 zN}I6Cg$(Tm;`?KOwaw>mM1cw@#e|=DCl6|Jla)m&kSiWQE58CyfVUPA37{e=7FF9$ zsEk+6qeSw%q8u~FLe07#69~)*>_Xq_@AcN%GiKeCPN>k#u{)^k0G?4}vu=@}#X0r? zcYBGwV>gR(>iClda2_>iecEplOd z^nPgJ9i|`eJG6JU1Ys$1SF;s@DG4o@*F82x1T-pQ*=7Kz~-$P znx=&*|1-VN>z%r@Kc9hKE*wu3O!*K*BV~qBytpZspZ&#S}&4b#~FUpQ^F0K_fInQj?Dq%LCCbp!!&2i55e#g zRla0cl-+cDeJAI31M?TYcU;-^*V~8RUU~Q@EhP)HMrQ<*GUml3CgQw&$-=a{r&8px zU&7`jF(o_e*KW6)|f*^dYb2uI^DHXzB~09b=Vm>k00syy*ugkwHaT zyoXKCYL8GyFhCvJuPymz4%%*OR^m*-np=_%YcS`jm0_)W`ueViWE*3|J#H>0H*hWqH3%h?;vrODIBh@Eh_v5k@c&ITfLf3m?U&84Ht}0$$0)ge! z6mSavvUSPG3ZcjpL~)BTj7id;Y{L5PBWFE#5AN z{R4A=PM+COVex*2)8Mza1TyIqf?_*AtYJaD6JE(OqVZyLt8Wr4z@()3=Te3_Lv_OxU8ovgIf%-mo7Mr~x1E4`lQ<4GN=-S*d=?k34sqdomBdeg6k( z6c_3c-2Dim!`6cPBl;2$2;I#3D^K)}jXZhiS4Mb4SoK2H5(r%PRpOmdG?+0}WM~J$ zK?eKTIg|kz+E19IixlLk1^P3%zSZFAWWUkuF)!Kx#wO%RPUW*rq{MZ(WEpHEW{i0B z1q?Y_Jtfdqp+he|egw*rHRglNc0mn@HXmLB$VAnX+w)E$MnItDhwaQje$3iJ=GfM{ zZ`ci#aK|diJq$Or&jwQ_e`hgkq3fychjI$K#9qS!4 z=OR_c3Z{R9jMLij3f589LiO$sAA0k(k^2 ziRU%=nMl)5;RgEy0bw^X)D8M8O0B(CE9#8F>(-3<&0J)W2m2Ms;38W5xzL?S*R|CX1Na-v-?U9V@Zro2UE2eIR>b%iiJ zI}9z16%6UzEX;Y8^QxPqc4;q5UxcK7ms~RQlV8&iNo3z)T7Qck zt0(a2YX%E>zGSa<>!+~uQ3CR{cc!m><5h>&l3Jf*b2WyIo@u_X&_D0s}gK zvj7zKV1*th*FpU0o_mL{wVmu44jTR$I5Y6ZF5gMKD&3oRU1K_9X2nz7#pr#lxuTj! zO7XUB)WXDXS>zo$NfYIay#kw2*IzLPc+auF(!MQY&1RVKp!;dQvG{Ze|)ea>AR z)@P6*apolJZYLq6V_WH7E2HTjhDClsGR>jcyA=fp({R%ojiv=sMWX3Bno0pFC&Kee zoT4AT^YXQbGzjZ8#280SoyoPOJIO0ZzT^fZ=jc)f#OHpoZ*-WYKPJ#TIJ1WtD@0jM z5w0DDJf}eYq~nk8p%3FYigKDQo?y$xK?;KN7Yz`ZBI0EV^u9z~@UFx(YdwmR7N7l< zhAwaCk6^y!7eE$5tK(raatw63Cb|$<-zsNxm2qp)4P;bGR3Lf?&tS0N2_+%18MM0A zY`W0M3)o2WJ?SU+U*lEcvmXUavpOlQKc_MbQ!_%m^ku95M3{u{boox1w3Np6B%gK7 zFjB&0$&dxYErj7_GT5JZ_rQEUe@UQ&D+3nE3uG3K6!YVGll~Wl=>Gpf2jLG*BK-FG V5e-ZS_=XXMfsToGqo&g4K|akbQyQubyB4pGeNU zvA`#qv!tBH6X46|i8&Pb`>BJht}_x6Ho>1C{y(-7K7(t?cc%SUFianO|DExHt&1vHk1+toBY2wq)w)2qdJJNOE8a4Uf$I z1$PgP$*Fk|i#BioYWpAv@>y$d4M!L6cxk=S>Ik&4y(E$P}PIMTAuD&DM{KzK@n* zC`uFxnSGXg;FJ;V7WB`upQj>3$#YZ65sZ|>Y5R#HYguRBEI-LFF^>fc{?sGUBF|8Sr5r0|4DJm)7MIDz_^A#4Xg+64{%)E~9gpmZ;!ywJL!fLT_jE8fvmeT4 zidgJ~+XtP&9Gi(8a1SbJWcajMlA1j6U&fJsIJMKej-Me2W9VQE=meFWx}^E=^zRA6 z*r?a#Nf1Alc*(d(Q<*?40g!;EE-LJoptk`uNJ)&ECp5`wZad*HMxyKS2^ADZFOgXE z3ybD@jt}VXq`*TPn>uES9UR5+9L1_GE)95J64m54l7U@Kiu2%?;oPB|A=@1cWAkoKaIg^ zffM5PqnPcwR4;Oy-V`Mc1**_P$jwNQusLlrmR%pwm(h*mH02pA!dd$OJ^H8WOfRYq z(b}E)TpS9&7Yb8D{*N2m-(j-AalLr_s_D&p5?9duj+d75<}!RJDNmQna)Ba}WO$-^ zim*ka7P!KBCY~g}T@r_Zba44!N+`?IwV=PSvBNjMo8Gt#4hBTA1_>R8gi|;DrBik{ zu|m0_Z0w8P`0;pel}`YlyuXj~u;941Oe3~62;;F-+F*&VOyE5os<$vQi+(RQ8_XhQ z%({<&UAOvGzJ~12>@Fu#v*lUHit%GmBr*A~HOFL4E0mK&L+%vb*E z?Yut6=w^Bg61O>BrX$`3Em!L+uyC!RQ9#SJp|UC#tKp+#W~W<6Ke*U!DH0hH+U*HQ zqy$WI%%I_YVDj>zgt_!Uwk+s z2dR%vTk4%@<`MIGi53XWW7~Jh`K-N=v-Alz?tYw`p%DJLAwjW+fJfzY71w(K z=LKw~3ZvU*W9K!Y4!(BImnsajbsiEUKU}tkjx0NUZ3l#)p|vr(SXNybR>|6cr-|&)gvEiFq)?yQ{#R2)m zm4|BDGM_zdh}$PM3HhilMuXVD0$2L-vk9{6U8fH<@ClX)H zmS_s}f!H2|eF7EC@oq2L+EGZZD1UaWk#ADQPh+{JMnn0}?$-PtgG10fwrNV$2joN6 z2ML7d{Kzz8={P*j4VcIi1*utX${l2tLi66Pj4P}}&{s<9I_kb9(dtfLF&@qDeQH=N zflm5o3^XpBMSuBxI{5wOkNPT1{0}&BejKxIL`4shQC(QR193tMubb^~4cq6GQN_p6 ziBo3^F&CPubH6PrHLbmIja30qNf0{7i$BW>Dya8((88ZxZuNZ)a_!7Uuz+4jnRh}f zk0BmKNMu4J#vj83d*8vlk+l%1*yui6?70jg`CNY=63AnE^(aHK!S$<#4DFrcGn zKGtT6B4&!TV&+=ERlF}?-H*7<3mCW*Gs>r={$QfDNo%{jhZ;o7Ly5i3fGXBeRml?C zj9v7sRkR%P2b6_QcXqgsMYO=C=N0br-KA7{i?uz@Z=<5tLUPHXr3+z{q;O8Behpcb zW=a``oc{z#eK!o`94`@G*n50kCeYhDAz5%36hLKN=k1>~)bAOl5ly(oDvMnd%y>wcu<=S;q|N=8itjZ>6t$DPdi#BdZNj~xAE$G3`~ z`~pw)0HiWgEZE+*{4=5Vjnx~Y%m^j#8D%FU>iQStoCXCSqwSI=99$xaKVFW%rYxL$}lh~%D5YdnbD zb0@w*rj?mfUQI}HJkPaK_jvH!0&^BIe{;05FjGv2;$V^>ufWXBetf_u|Ly6Aa)jo9 ze^kt`zBw+;<;se&>D5GxyvPM-#*tOf$XlLhxl3jlkxws>mS}Yf#M{6Fjf9UFw)c7; z_Utz!lnV`pO3u$>IIsiI)0&iy+Qi7nGW#8c0^8D>nUeGu{c()4AF)ItN!_Prp1#f! zdb`lZ{sHG~7jp%@`(>t@mvl82!y~^V)J{LSFUvhlneDN%zVn{iKjd<$IZL`Vk;Io+ z4Ws&+j01zp1Ll_4(Yiy|aw1>STm#u*#0Ko@lj=>J`q{l7evZLxudWgoQD|sSA6{P= zZmmt)KKD@Q8AU6j`I&xmz-NY%2zxI=JhYVv9ntm;5|4F!k82A{#1wG4oB)8yLKPKO zVjClvYvu#0HrT$qb(;t?UD|_avlIkHANXw+ad@of0BOPD?i#W!juQ|t{Ubc&rP%Eh z#C-|3KdO(ZW=1*RKpLIVfA|dJHm=U?({P1E(?w$4>PgbJa?N17h2>$s zl`|_~3I%}QNK~!b-&)oC5+6?Pi_6D9K{(zWKHRPh;-?BsxDjj+05ZMXeOwS8@9Rx9 z>Mq!S6F62^#N`dS^AOQhAbtYCYmin%;>6ivZAj>3hGVVS zTEC{w3+JMJ?m*4*#QI++mAbhpSenSiQpV^-#om0X_k&aqh+Ku0^y0KE?}NZZqEzm0 zZUmZxR)9cdmtp;xZ}fsxsyn9K5`!E!k{lLX*-cRjOAyKhSR8*&CGla6D67d=?tM)1 z9lq)hx6B|e8?wFGzAU~+Chn={YBX}d`3o*IF_-A*VR7v?HB%OuxbDKc)Hb%8?IcES z8Ixpyz5d+kH097A(*7{fuW2L0pd%H@-mWZEz0eptv(`oxhlK+yRr*V~Hh2!xjlE*z z{NM_SFJabo4*4hG_rJ?&m=*!zBxUe1Zz_7AQBPW02+520$7K5-Y}y*{ocI8^?Paf{ z=n>|ZTXCl{I;h#Rc4lQabBF#196XNInkKHYYN$s>DiPUNt)pXJ0~ET<=mU%->`R1?{zK*Yli7_L0-Sx&Q%zvv;T$XlH`AVf|&e2 zqccEwk=ZS%wguTjb=h&3Bi`8UJ`Ghn!_OmEz|CPjR9^s%%>*k{23(Z>p?tT99Pe(=D zH5la)vKIIZSZBxto$k-$E zlWs(svg-oQ*EPXnL%%*%u6B7^Z`);e1Cgbfu%3Vmf={M>Lr3^H-Zfb zMOmc%b%MnhirJOZKQ;YUCdgaispzmEMFgG40yPfK#ko!qQVCQk9c?&WVE0=E^KkV< zGCZg2*^&>cwy~{HES94njo$3(q;{=s#>I(q?efXyyZn#|gf?RiKo-3T2y)HkTCP7J zsR7nw0XA|%eVbf25fW~bItCN59%rs9xeM| zMl>rGW8z9KNG4&OT?_Ki&g#cjUWeRz<+1Uiri9YxfZY*Seg*S8fyH3M71f3-`B7)6 zhDi{>rhC%4pE7ENG_~3JWrL+9yZw&FWJah}iktvMVB{Bj#8F7*e@i4tl?93i)6g~BTRhuLG;^ZTkI60k3vd= z8S3pUJa`8ou3nlfNkW1a>cr6&-%UoT$oNLwKIbN+FjPcnH?4meC4gpfqW_-86KB-a z`6E+w2wKaLB&57}sClhl;Y;bwBtY2jj>Gr)8AAXt4|Kn(AJ3nS!K1B1qakbmfemDHAYO}VwPXMs$J{Vnfm&xHmlHq zN$ZDhi0y#^zt=B7Th@ITZ$RS`;HHQ{H+=G}{!?w};55id8Z7<6%dQz}Lll1ws)HN% zXnwj~!PIH}tm`_rGx-IpH&RJmVsP}qx;LF1$RIpUv7RU zZ{>g))eOjqPZ)HBA(KQwk?APRR_o{Fz+p&lkr)9l7-e4*6zG2VR{;2MJOh+1QI=hL zkSa*+_nz;vmx;PjU-|O1b)Op2=C85VYpn*Gr<nZ8L?e?@h1(BYB+Nq{Dl`WTK3 z0PLVR=+EP^K%dcsp9s@||J z3A4$?Tt%AGA#s|a>QRQfPytUUxhnz@yK2|G^vu+Bq(Qfca|}oWEdfL)weR&%ZG)a2 zojXH!R77AbWtP;;_&A{E64Gq>`FHsSCmeHjkICO++7c+J;x|OSRuWOTEua6$!NVq% zOkr)BD1DhP;=4gA!pBMr5JO$p>Sju*K=tkKDbsi^lS_adUqf&@`IuJ`k&QE+s+IfP zST8}nwj0 z>OFn8<}J+?+{FNE>u^(AvQf!aKgbpFP2%&ulzgA>ya_4v3wW_tJiROHa$?_byQ7a# zO|IxSc?r_Ql$WK@#@7TB8d86|;EqD1*QkTQ%pk&xEm z=lb2Wm7c@rFdP30;g~1|Oi}$cCVRBjNCozA?=ULTv{q`6YFI+aU@Fz(+Nr$c!gc>r zdqc1L9D7E8^Sz#5yfhrkP=HJ0uUN+KB`L;lYj71juIK#jj2freP>Z!&>VBdj#2l&ofw7-bSHzgTDOzZpUSJg&Qa zx6*L~*B|=tMv#PuU2QqiQ(A|klVK?oStl+wsM#f_6nea->uF`!BsDOrTu`_2{WXJn zA8o2uHz8hi=7@#N=d)fu)&f8uGw{Sh3SZIj{k9W|I0?S|?YgY!fq&!AHwsV@7~uSu zI&K&>s)n{SDQ1=P@0J}jbT7{3qV6pY%cc^+RQ zwH^(P{xST85zXh8#pe_^nk*21pPq>}fLKH(gHgjm(+2lIC!;h)-38yc%~mO3AD)^8PbD&; zJ4y*OH2Wc8_T%GAp5}q_m(A{MKhoAJi*?Hrfe3DNHRCLI^%&LV#8E zr%_yjFv4f$^b3d+44#4xroRn;c73(43F|zGtWV$cy#yphG0~lb+jO%hw`=)s-(_m% zZ7GbUFgIP_boXtU#c&+MQ>B6Lv9U2xKX2l9GO;j(eIH9RtSAKlWE7Yz8DYjExC&Ls zB#m`=83TyFU*+acuj!cN#4U-54KO0$apCLcSKW{GfD`&Tz@z7!yB>Pfiw*Eqlx2l6 zV_Xfw_#u!Q(KhOp7o)LXtS0Yk`o7(ow<)aeDv|-P4p55(vlp52ZKV$^`9c8xR{Q?~ zqJr&asFP$#-i`%ZIqmoT>)%F>MoLxPg33_NjXIx=V4kye0Sbi0o|A0K4rfLpF`wh@ z*?sWK%zKd&t0}?CLu}+nUfqh3&Ibh7!~ul;@`5Q{J{!ay2Ldg7oQQahfbBHi--jQD zgL3?*jJgo>{$fN7D5GLPREqVI<>q(I_=M>XvQk|_!QG@pgV%Hz7<4_QZ< zbxpiKq=P)Ri0Rj}+|#Lq$xw&NCoz|(Jrwr|{Z@f^U#p0gVOO-yWN2SH9Yj-F^Fgtm z+z)FZg;;oaT?71cG#kiiMO`GZ;Ix1paN+?aZ~##;}+liM(9M+{j@F! zG|#adb8i)z@{FS9DRTfZ6X1;ea;27r;n6gV8{BJp^MFlbeV~=*SKyAODAJy01W>wtvfA(n z{-VRU0#{6GSM$p+Pa?KwDkA7hK5NXQd6MZQzRh0SG;h>G{Q0^k0qn-YzzMiHUs(yy z!rpVpw&p0!EtXn}NoEdgbzb>0Fk{@73FsqHNVt%;nu7fJcg8RvB(O_J$GTj=)GUXg z;>{=*NXngV{%mH8eo;bi6UuIAF<}djb5GWnRSbFG|Hpq0c@KWL)T!BJjDCSh?TP64not_|g~yN{ERX|C0fqw-cDpa*D061HH+8ph)t z{oM(6$D=3_%SWLYEYroeB1QUmg~PF$!rez=pWN_>#+(SSe0~Ge5)*%x4up_0cOe;# zf_5Bu`UOL|kN%CF=By;)C9}DI*qireN~w-*#yP(SgiyLnG?|1D6Kfo!)r!tL5X=_?-~M zmqBdk)dY?#p0i@i?4I*K9TZmnG%3mfs|olQZ}q~*Cl5Mh4U|t}ye2Zr8psr2cP-~) z>$Xz&MO2||0@;h`y)&eV4`L&w8;1mZf+zFN{sLbV(9w;(ZgdTGX-{v;w-8$tW{Rkp zG`XgraZm**2mI>`GYWDu3Mmjv5&Fw=i#V(s$RWA-H{ z#{k}3EZ`*n3-Z4DFh`HSeVEqoOzbdEc3J@iN60cD;YXlUWAa{ebPw(2g_}$=rgDb1 zgiyOmhcdE5Kp=9jwSo{x;pwK#s5&>xq}!{c(Ekyb&-a>;W}ez$E@B)U+jRdswe_ znx8H+?R)lP$;Q0}WK;L}mG2z2U?-=t880i+#YE`0ZYoC0k}w71bI!IAJVk*Q6pjGMhtoAq2wgP@j;lb_8 z&gq`^$&bT3`eXFALxb-#$*8FgnxjF`QVntDwhr=nE<7MSfjHjFMC?jB^& zzjSfh(-3daZcQ22KwXV)O#Ezru4laH2x0GYwuIUG;nE8cVer=bMgo3I2?J`IN5?W| zPr1m?y05LeA}b&qX=;9M=aaP`iMx5NhTH3NmeY9MgLVr0l7XbE*ppC;Law{r+4;*2 z9Ji#-5cwukZlK3t{!cG}ghauDz7H7wB$W9=^bh2CI6)hT#5)BkkjPApi~>L>tW8VQc@wx zuNEkxUU`tHP)YCKBRq3YgN1*(zA6DJ%qSOYz{sCEi`MA167=@wdOAZQ9BQubhQu1S zF@vf79ExieTuC!nt0hZ>j39PZyEY|2`v8yaZ)QSK^CulASij2AvCj$qdMK1y%E$H> z8&OwSbb2tepF>NacUH*Ra^aV0)tcYF{wmV_xrNivq#x^z7LK4>h;mlu5`L1s-kB}G zTQt7$h{^TWp82)|^#}bDR9yReJV(UP?ho{$k+usxoo*^4uW#gQHTu)7FTY>xHzkB} zv)rJU9v_t{TFwQl6TkOx*l+PJpTu_QCjUO0eYwEhbdzMEa)4uI`*u`QzD^9zQuG^mH&)ZvaKJlegDHB%c|H zz5JMr(n}D}R)A-mmgh2O`i~4iZ7zV)dAYhhR|anjFJvg5SMYQRBg^%NQJJuy#)%}niE1!Idr5KWko075@v*0>xfhBLl#b7SZ{T2uh9hDr z8eBXERDiOwRU3qsR{M_h<5b98Kf8Ps!Kt)UT))qKat0}iVp`=t^x(Hu=&cS;4)F+b9ItZfGPyVuQi+DW?ZNs`&< zJ&!r_)gE6e^}ZQj)dLcYEjx6j?^fn%+HjnX5RZ$NNR0EGQ%(d)`u*w;x#uH1E)OgI z4Rfu@rN6{7sU9`8dt9dlCL}U=L!CBkWN@G0>sm*DJ0|cF>_~`lMxP^d!>d5mZ@Tl; zZztik3psOvH6HGdCGx!HDBjHhZ z6hBN1GPADJ4V@PwBrY7}dpF%59In{^68s8vj4*IoeV&rZ|Fw`1GeW=-8aaRmYnj-J z6*0)i(Jx@Cua;Ah7M{aP=MFsC@RamEmPe2Ib@XIaR0N$nn0I*Q-t)Wj;SW+eA8-|V z4!)4{W)3D8Tw9>w>BnH0?ORl^Gf^*~QI1B;H12n!6-&a__hq$c=Hb1&we3mDKN*CZ zI6`Bjzr$_!iN@)CI*L8AlCSWT|Dr#&a(0M%Nv6KjNzUb{=)*o=vfZrG>;!$w za-2Fl>)QNEjdvFnlU5|KlpLco$C5_*Fr~Yjn-{9Kkz7Gamq_y?ly$ZyxF!(`^jbmk zd-Bh^*Kgyd&~m{;R!#GIv!0h-o?QB3H=kz+F9T};fLnBhdXV}gU$OZYC)Y9KRziZ<@^;25Y zi5UNj#VGyO%Xt3|>3dSa{vPEX6Xo!sRMgf(qh?;N*$tM-W%r!88o{gAj-wS(Ek|ch zS?}&!oP~UY>bi55=dj|H=}*_?{DfShOA{x+=7n2_p_tD?LPCToe~)t9lbO^^uf57# z^ijV3dgZY<3j^9|vcpS+{rOMmX;EXT-R)*u9xKw)_>xecZQVA$4bGUuYPCEZWpjDz zkQm@RF*)oQRju48sP5wHeN zHTD(OVkpu;{`LjPoXHW!ukcg94@XV-M@DYz`Y8-0b0;0)SZuTC*ky(~PVo3e^s7d| z{4XsBZSTgaQ1vbZMIvOKu_zG>$Ix5mKl`|#yOCW`MUwbnP#wd>g}0P>2GoWm-Z9&D zA8cL)wK?;_EyJGPEUq#d)g*{l2XWS!Ol+#yAs9if;C1WKix`kv<+A#g66+(L40NzP zo7YanJIMUaxAIO9rviA&+pZlbiA+1kK?mJNyQRE^%1-I{Y=@nFIpHn8F&dC4kTN=& z8ZnYl;mv3A3VS$637X)mawFX=5>l~C)JEe^z~x>J(Pnk zXKR!+)1YY*2}qQpy?IuMMAJCv!@G|@!gArk#okw6CNx6b$^}m~%d+qP@X3 zK&`dv#DG8F|D!i zI>k^w18E2LI(zGp9;6V%AyoDHyr%1J_ItPi^F2WjXEX7jukU#Np)88%8PT;S=yPCw z?HCPy1o|e*JuuoP>?~n#ZjNYs=Njn<<>g!O13SFKl*8K3VtVS8Nh`-DdjOOfMlOT9 zk)LCzZ;wnuVWt)s3_5xJ^9h8Et9(hh~f%l5)zHuY12lKwXZ-|-d70U4Mp5=e~_ zGMw87azbXO_V`M6TGa3JkZ7SF!!Zry+@m=hVHL2{=WJJ>l=K}(p4ZTVUJG|CvIN2m z*7BCkr>8_9t7lB*uFg!M)i{B2rLJV=dvi-NkMvhcK~yOC$~{M$vz zB)V^(r}r7tr^pE=vXE13PTUzZA54R-*-MVhFU(;e5$+z$jeNCsg1)bUZhe&VhXC8C->)o1=DQ&m#H2x@o3pvK0 h2FCx7{>BGt+888SHWCS-ffNZzPD&YEEol<;zW|JeJy8Gv diff --git a/_images/06-Sampling_7_2.png b/_images/06-Sampling_7_2.png deleted file mode 100644 index 733345c6e527b99eb1416a05bad85d76016e4a45..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 3949 zcmbVP30M1VSt2zT7fEyA<(24lCe+$B2McMg+noSmcNa;l7j7!rB$6LxC!n z2d!l|f*euK47Ea$QzQ~0geXB>2oe!UxHr_+uI+Bu-FcpQX6BpkKW5(dd*A;*chvcy z@&@e<7z{=kJmhc;gTcnj?xpJqYZ3B+cG+cJ_+HR;z3fO>AMiKXvjX*ydpHK8xN+^o z_6;X3$%57q`%gw3r+gX_?MFL}A^Sy8Ln#rVL8mrFou-8cQO<7PylwNgk2al&h@kE? zH~;PZW(qCPJjdYtIShu_0Xpn)jme)JrgRoWd$qlgwB?YuICw-;J|z1$6z}<1bvX11 zAyxCs(9qAHGaTy!JitR0g-5BZZT1F4(`X^_J(&>(s*(hQq;rKwSKo#!*c%ucHH&Pw4ED9 zE@_{BZu-8+DwK=1q{z2ajF#ggP$BtL)nhZcpGv-_L$?Pdgpf0*B&_5b=K{#z2`!Vh-s zi?HtDX$QE+s19f!2ULt~2KC*PyGF8wCt*YI?8*9RBkHCeWl#KFcdeik}L&Z80GZgNwIn8HtLp6^_%F04xia z##lx(ECc1myFK|Tp)RyAI2|<>+`D7u30r8G2Id`wGJ!f3skRs=wyuDZHJpL^! z-Ws)^`T5_V{Xde>yI~rY`D7U_!*Vx)hG9LjGT3sAYZ99XFT%UBg;aPVtIT=&D12=) zjMKa11!fr8z{1pTO?_aCFF%opRyRm^8^1t8Jb#(Mkq>dVFe_|)n!m$|M2Yj*;2 z!`m0@RoSHFpDy#ZJX(7lVYza0N=iyDe3=b&^?cxGuYAOfV@O`MBRpDt#g6{orP+N$ zOnjkNKFtVxxiy6A#)+n@f_!c&3+IAcWayDYe@~D7>3B-{9l_+Lfq&zijzy`*DCu=m#1*)eNd>KgoS-{Aq` zB47&dDipS`ns>JE12b4{(7y0!BbyxIAy_BpDi!Q|_M|FsRbL?PUHJFxupX1ut$%T) zOBL~!mh{J7u}nKW`HH-47D*Jy)(2{1_@lLdKVAU@*&P_JUj0CvBrw_M@8-$@>2oo$ zI%|ZuWHsFCoF(iA)8aKBG(x1X*B}f+d0CRnCDad!ZcW#0ns8M|e?BjLT2l_w_NU#?~_N6|aeT3BO zaaBZT?nhx%YQ~n)IY7hY;rdXVzSqoMnGSgVWCaZ?iyUe4VkN5SZb)xUC^p7mZ>=c> z^;@_&Ht)EMV{Qy4YiyOkD)i@{^_Ad4vH-J<%*)xu#3MgyWGoupfg_S$+XL#L+j>u^ z^Ylvn^{M9A&?z%Bb;%p{@>WR4P;`UTN9)ZqCBl2BX#X45Z`vAv_E_8(+5^LuEgzqC ze*ZsAWs9un-HU{#AkoC;YoRSUArel5b;+5fsjP>;I?Y`I09Naq?pcu&^dRH8^a*-{ zOg*A-@<^~M^>X?B!XY9_j<=qd6>#U+d*+~aSDBv=WKudFLY|jL{d~KLNOmyXXPJBhmZ3NO(QG6T!IzjYDNp_eia($^G3rrMa?n?WHA)qQzRH*akBnRrc^ z_%XQnLb~o8=&hK5jiEq^s|m+@e(x}+56K)x#?5B;5r+ zk!I;5zpLRDpTBk)T_**ow-CE+GyO@v2R-@NU0W=gZQJjFmbg6nK@DaA*hfmI8P-_g z+4uy*_JJX85k4CKhJN4+1H@oq12TSRKa&JoRINGZN_MqDnmjiygB*o#&^Ve41ic$8 zSN{8T%-dJ+o2b5Cth^PQ{8S&DyO7!;=dD^3r3Vh%%Z9JfvP(+?D&Q z$lAR~{Kc3#E5ppG;wee(>Zl7aPl6qdYo~ys!?eG)tM2pHC>{Vl9*oy@s`4-XtaMy$ zIju#3PrG5no|7*3HIlt-LYIzG^G^ zfNGl(qP3zGb5Lh>pI~ZmI!f?z^m+XEtM+m$*qF+4mxK}2Tc9#Hy&s)0X`&D`j_b>N z4?mD#*;XZqcnY=xTd1k+Iql8hpf?9c5msaHgSfV3gMiQ3y%P*`!jm}*R}D?RI=klB<8*B@0F6#wzQ`;W7$d-KXsU19*9J-g7PH`kx4y85UI4+ zJn+0r+=#iC4ZEH*vq?M$KG)%*|L|iAn}|I@J&C%v$SjZC+kW}g!*PC--vql?&XsaG zs3EEbMQ*%o>&^eJp!8`idA{?-eO3vgL7&3fv){Arymycx!P{$T=gl-T*L_NNxp~{I z=n(BgRem&-s3YAXlk<&IZz%Di!qlRY#?^t?(~oKE7u_jMl_Vh6Oe`m8f@YUrI@xxd zEC^gm7&`9+N8_#|<2OFBvgzPfP2{zBb9bO^$at_IO)2SH``mNS8uW_zt%5Cgep}YE zL<{=&PR;FPvQx(1nNtm$_yS;_dS|An99bL^hl3Alo({_Ic(x-jqlo1MXQMsX z)oN)$XL}wa+9>u?OM%PCCE@lXNh9~s2*|eY!Ib|yD_MNW5PcNdaU8NIJeTMHD3sWW z_Rj2N9w8C^*dj_(Z+AuVMr#sepcNNvFYdcIqo2{({kOp zmKQhi=)JjHacA;WYLYU0ySs0`Fhf-*>)4O3yY2D8Eg4eJw>(@nZ5x(oCCjthU0iyd zWz1ya4l0SOa$?ug`6;c0g@E@L33hD)-jA7DBJxPsl{mR1cDezcZ+p0j tzj=>r1E@*znK zUq54c-PG6RdZ44U=eLcw@@MZ3eT=Ao|Y(_c>G;Y=q*|PEvZO*=}t! zeja^R@-|yCD-M3Pnh(|`g`2I#_`a^Osek|tupl;`G8p z8xin6Qg1R-0oK-}36Xl^nCk$)=(pw*t)Dgm84uv`qJ>!1u^1p!dSwkrBK3Av>bN-% zSZTdy)AtTyn?A}o!Qf#;N_JIjMIoy~jNe@RbCD1aI6TS(vxN^*ubRv<@lsJ8zC}%> zic{5+@&$;I{Mua0P7Zsft*N!tLEFg&?9-+o%ybPg70-u_*jDNN zYT$gfV(rC!5j^X`&_*eu!xhFKG>#cgX6vVqIpqGwdI8C?w-t)S{+^!X=}K#>Gpyj_a3yZz;?fU{6|7NTUDcQg~EMfcC9`y#^QW;B{x4P-lcdS0RWT|TNi)c@D zSaJH9*GLX_Q{1xOqSqt&5%U1ppU6xCCviIb<8jUjVrzmTk^-V~pBt(9*&q16ZN`0! zExm7NN~qC`vR*6p+?IOK{a6*>^6^PShwdCDJEPo%l?24Ygkh01JN`$g$7$A@Bseye zX(vJPhfMc*aafIIQb8Q;_pWFxQ)|B9P3GwJwfP@obOL;sN~)j>Wu} z5Mmz_ai8fnw{;SV``^#~|FhkGUJ&ph|68g<*Q^QptoJX#oRVd~&@4!=jb?9Wgrx!r zKv`aJf5jA~fb`nXPY)KT6RHwa8Y9tMZXR@R?ZayqA+c<+IOFrPfP)6X9TMZP>GmQq z2@GY%HpXej1b9Q(kO^C%8{Pdm)VxG)lx$3kGL51et#~j#4=o&~215ZRP#@cCe5|nJ zpD^oQxBg+6ZwO}*ji{1PfX16h$eYbAWyzCIcSq@qsd-+buJ);57gz;s_v)`K>r>e8 zK7!swqe`Uv5~Ppi#MT4B>o@qCZG08$Lvs)$5g}hLzyAHrsW|0d(0i_#hE(Hi&iZ;a zPJnzEw-hy%JKh++Nv(fILYQejDyy zZVCih*X^!Ik4HZavKzFZ!Whx`P{S@-a^K$^BV)y9)VjB*{Y)IQ3RIOW%g7zCkuKAr zb--cQi!YaT4ZpQU)90aX(dapy5d6lfEl#@{iP*U;#PA|~kpo+o%lxjD6vi{m=)*)` zUuZEADKF_--&NJc&G>QUZ*>~?MgyZF-R$@arv*!w;{lL7V7ZF|M4s|pe0#^`-jMou z1h+5oo-YWeuiOt4gy1$Ji8zROsQ!NKiyT)(##ZFU2U6YM-vOiIN5u?4V`mWW^lN1G zD~CV zw4l!cEaXYP+Q-^&$x46jRSrnvYEoUUf9B47>IB+4-c*WmN9KiAZH4^S)gxou=6w&j zmyYL?&-0-xbeGn+=Q)$duJ6(L!Cykg10*#G{AUdBGf$&*YCbxu=d5sU`l3Rbw6wrxUka{r$8rdqm6YFs zYc}-TT{Zb~foh0BJiOsKqUZNUs%C?*S)byUng)^Qs@8;l&Pv{(Nc%27Mk`{K=p0yxT$;FZ<(5}!&|Iaxsm`ZDBXsYbl#M@Ghd1i^wZD5eH4$@1)bCHK#La73$>>~ z1Hith4y+7ujzq!s@@R7kb`&Ac~yCIT#@*6 z7_??R*hp5vr%>+3Mf3w|%42tZG&g!0PQO*auHSmv(2oE|p7XPXi$J@s$5SLG45+C# zhb|@i-+%)^9|OO)%g+-&3!-^}G-=16LkrwgQd9vf$|uVypN+hWGEDL&hrh(?W2AAu zCixAPza)GXVI`4lMAe)QHI7vf$D;5=v|KhiW)V%3I(}|wC_vy1pSnxoMMIAyCxWu7 zt+4&)xTzL)FdnOqPr$EP(9e!Yo&*;?`LuQ{Um9@VN6yb47(356AEn2qkzVywvgj?F z>-lw)iy}Ed1zrMc2SI_7T|>|OAJaFsBj(sFjEjrQWQl$2R~Ix}{GQ;~b9~KKVPdW-Zn*H*@GXH2?}Q9>}>zY$L`s&YcPW7Ma8pWjy*(RPR}~9*U`Cm!=V^ zGEs?0i1r)qDq&v#rl5!E!P@LW2c|y*7HSV%TMfNpP5cfL!U~L_Z1yJ39CjV{A0<|x zJiR!^lcy<%8ckY%V%N~pZTi2HeAu+graf2ELBOq}}uI4H>&2dMaqPF(h8Ks8LqC{1~4G^r+OX3CWVP(90^%^xU#+Kec=tx zCKEr7Dqut-E!GH)(07(D7a{ssREIYd#^3W~WoaLSt@w%v^E0HFYt7qSxE4I z9DeNy(O_4*3VhqSLQWkN$BJ&#R;RU`AlruG_}w*Be=MW*O=HKI09;jV1Sb})00X?0 z#V?)!MiS@(^osh>9BYoxBCVsNi1TShkbJCNrOo}uk>%Am>H8YH0$Rds%@kfC{I~{q z{Y(2=)+j~8n3T?*m-9&3YcAm8@xtK#s)-YTk;<5e(Q)g-+n&|(NT6!7?_MKyIO9>k z{dC8D^Daq|an8+vA#6it#sUg%TIyii`|`7GZfLt4vw`BK&^zSaVX_>C~ng~20S+^fZmx(VQm|g?paa-+n zmT<;n^yQxIeZ~F~iN~98xFDnT)Fq;6H_!RjdDePmql+1sbzGIok=5qlt%rk;0Q3%M zd4IZWCV}Z^Ti-tY$IzGLa7kWz>}M6QKgrn?_FVm7m&$Dau~`-;w6tjDfEu9j>_zS` z?jJe4YZI}2xrm3-UeMH6f0Vq0^&Q;I*7nUr)E0yQ4N-MobzBfI-32_zMC7!@^V8qE zp)b{edElnB1H8gHN=8<-kB)d{nMTdAKHPFHOHR>(H#;PaZl1IzEVAbq`LPq4y&R$A zS#hrbqb$dE6$QiDUmSR+N0D*?byiAJ+($kJiYd9>oLg0mewbc2c4uB^3bToOHMG)5 zox&szc4}0-gDG4TF2bJ&?(iIz1=Eg=D9Tie4ZQxXOEL<Y6#j6k1Sc7%(*dHPIN7e|d*^!lIu_R=h%-LNW3j z#)kRUupaSUl*|q7E8so)Q(H6FmI_?C=u^b!eEvXem;-#AXwM!|5u7W5)jj8jHUj>g z9*koQ6|GreSgQTz7#SFD&C*&l%EtzY5xn5EkpSInPP^91fo@UEc`of}s4lV~VUurEU?u+7u0)h*|u~okgFLp)D z4F$LHRoA4`R6e4+d-uLq_YfokW;#*p5s$g1Fb8PE6Sju6ixD48Y+8pzgd9QhO@45- zo2!m~D^u77-74kYYPDeQ!Sw)Y!$`KoBfvUp>oOEsjeZb*3_VbMTNpk_v8p}&ua?AB zy5GK)&7HL?UJQBG2Je~P&G@}Be+UTPJsk@~UVwbN9`R=*S&3^LA@vh~u7TvB?9VD> z+1Ph2M;p~RhR;yvTx3L1sfAgrA zuy2FDUiz7jiI=qM(Afl?LPAMi=lqQ9yL3Q#(9dbEGH{^!pAlZ5D7`ol9Yn8B;f;F{ zum76ce;cBdNOxVm{>)gY!@WhF^+0rD4QBLM?@7hI_OZ+5FrJXn%|#|Nk))^qs^UQ| zvsQ!q-aN+s^g@o(BE;A@pa0*=f6g*GP;X>;96SMepU<~9jo3f^qIytO`RWph`FBt9 z{=$n}d63u9L9g0iNrLUbBE{$ftb95#?e&o68^j!S8G5v-a|r9Q2bsgJIDXvX`Pq|X zsc$YP93s)RdYeLjx6d+BdnV2R?uvVZxs9P@TZj{)9}5|~xb6g1MR}_oHe_`JSFAW) zo20Iyo#!o)v8q?d=rKnA&_YS)S@fyE)>E<>tT{CO*|g7B^uKt0jzogl}<4vlS!HlhizbH-B9q<#d@hsQbaZqi)uP9q5s6JVY2FdIgLTL+A^V_0LV7ZnV<0i zNWjz><+ff~3Ho5`h;WSnSEr5&%$?SRJ0;-%EV!j1Y&+R<4-3es%}S*YYr zaiBAEy2ba`K77`^6wT32Aix-#3i@4zm6GyV;X6Ni@IS*R`1F@^BJp{#wcw9&nv#7a z8R&U^JxU47r@?&K!gj>{((xCFkLM@}?H_bUeus*-Te2TjQZn^sKa?rvlyoM}IgoLX znuUz!oNUfQAV|d&QZh`C_f|Lo3gn^}rl?^h*kiFiCVrR`bCvF4JI{GEu!7%kL{d!x zLAaBy$cTY@B<8b5bzN9{caSE5m!L=p@$dXjJu~?Gg-c0wiuaCCL!-u!QA)L~xh8xY zmB6{d>g_hzu;+*l`)jtpnrOL9r#eNB;losJVy<*q`QcExs&hl@fGb7~-z==>1#3P> zsyRM-97a0DKZvK>DFGK16Vuc-~9(Mwam6K zl|;dYsU)r+`Yflg;iY;n&noym0m`PS9Ul9FCgRp#JI!zAcW$L!RFhjg&2lU>ujEKB zz9??&xT2oJ=GG#q4jQxdZy(21Rv_lF8UQHPRuocq`s}^h;t2k=2K~fwS>$9LcmumB zG|j^xFoHoo312g~+&Qm9>E2b2yPq@AqODLYNO6h^fEIY8fMM)QOh>HB5zw~P>bO!z z+-NM{vI^~@kayO;fa;nAvAoV*6qagJtcI!i9C-p(A}S>{PDz$IQkVLLN}XOF^h&+P zmvD{mVt?sV^~jt?%NuVi7kFe#bIJyqC4GBGH;TJcE(pwomXk8RXubVqEk$c(>6oi+ z0s6EbFPiHXTtvgQh@ocOjy6lN9I8j^G;Gk{q+P?>L)oqljsZsc5%P27+fy3613NPY zL*)@g_4%B1zR4aPH2W`6L#M&Tg*1xKy?K9jAl=un($Y}dLYyKwQKs}H?PXk zeAW*r;B}0ASBFBgJSHCYN7VLNIbET=yGnVda`>8$so}!MKelW*lz9jIMXC>;uU$G% z-zZO!M8~Y|D`PBmpxgbYj;W<2v&FhvGP^% z{YpQO1lttc-?%sA>z)VB>VrpU)q}BDJK^;uphInINWv(;qtrmkK6B#G`u%) z(sy;`CD9j$mb?_f>VY<*ZBmCXWy5yjt<$GfA6SBlr3#QcLNQydMN^$yBbT_FOcLyK z5eaNTL++9mdr;&;7+0qZ4V%XI7<(lfiOfN?k{T6Sth1axbF3udDn*yKy>WkByC4iS z4daE(>5UjjCDxMj_kyV7Fk5G`-A(@~w|BoHt6_6pJ^7ZK@q$Sun8=T!+?+Q~Lg5*R zOQb|Sq)>DfUCR}SUWb$;!QpBIv8uQ#txQ9%CYy#_-wl4XKNZv7d{S?E8d#+5F;|z! zJi+Lq4#XVI$>yD%3*&hc2sgksiOe$x?@j7N|FNRV5E_xwUJ78uK?|goUrYAi`{wK3 zVlXSqXh&8@OPz!t4LE8qT(Zs>4b-F^W4JM9XU?{!oGIdKG8S=OSs=!{Nf3#H2D6^? zyD0YVD$mP!cMaR)bJ01c>g=7oy+D&KYOjfMYVTdX0xLlDnnE#~)RSM)$yX%k$g~?e zDQ~?*COx!D*{x(F4G+dK3#bQ&Iv1qp%Y{;Px_`Uv8#<7O$a}=D2!zPplMuP;C6`1V z_zqOGc?Lw%e|c?vI|F^=`x|l<;w8H|?;fNn;HEfIE3R~gTu`Vvl@(?*fJgR>aD`DYO% zMb#o0j^q^G9#*tst-h`F2u%@M$UVq&?WOmaR?|5@O~NsP&0J{r9@81EWUkS zlK50%W%oL7Q+S%dm}uPdrAp4bu zT+J$}Idl*dON$ZMPb;J5QL8~!OfEit{(ae@&3I)$U;K@c8xdk!qK|7f z$(N#a1HMnj{s0EXLN}7Y{*FpJGV>r<-K(9_x|r~=a0DI9lFk#9uQ!Gl?aNP18V^DJOw%0%zG6wbW#) z1lHs=nkR-BoQ>D)wyN}2mvk{fe$d977eSInQez^GH2EV%XurT|!%>;gzo$I~RWhbj z18EU;s>W5vX$n9vW_rAOwi%<4)Mwylw(puDSr)xPs76}!-3A@HE0NVB(|a7`s_u?# z`3zFNQ3vo_+q}kQBH53Un4Vw`yXG}cCs5DPHf?PNZF|vA<^Q)|{ZFIy|2d8Y*uhhh z!Jjepa)y_{8)9c{;1IY{hsIe_5a|s&>F>QX23IQ3>|?cJ<&|o8g6+~Pj-+iLb^28& zOK+S;Q`Ndp^O$!jS?+o#%r$VBIa zl_sNn+%iA4XVv-{+2>`duU+b6rVKcF&d(6;c)-v{$$dm>BLDuLX zv|yj~PQ3H8aG;v)C8hA;T$9;C@5-fUIP55`1P+s?C6LAk#G&23#e}c9!NH*3zKS8#T5lOrf<{T}>KfBrCxouKcS+ zcJVtl{hm1whEP)aS6z%N=A{LsvL=BY=N8>Y;d^~b)qTrK%+b zteW!h)}HAUz>5q}YsWN?R%kRy^vaw(@;`lpIaG)8=_#)v;j8mnid{z9+IpRO^)- zRYG}KM_8S2c_TYkBhD`TdJrs)nPRtV{bRS z8j%nS$opBsCsEA!fKBjmd=TUxSHcyAgc$aL#bL>qq9=6bn0;`iCn*nk((5s#T})^LW-hCZp4h15)~Cs7Z6x1G^`(=|B|=rFKYvlw2-Pp(Vq`)=DOi&gFKc=`?>WzC@; zXa`1cS#oJt|9(v^#KIKro|AJJ2(ClcJqN}lF#P1PWi;vaXjANtT|Y{&gR4etV>Y;| z%H47_M;Rw^#o*dwo5`Xs>Rc>azU&i#4Ip z7HoQ+z}CyLK4V_7WIX$+dP0vpIQcXXTJX1?s0fI9PaEEc$@TTYn$Od%Lm|2zGTJK@k6$bQQWASc4vh&_ z6^o;hU~barEvkgHhDX-B{)bFr) z`q?X$X$mifpEZU~om8l;5DGd2+mhC$8BdZ|`pKzWu`c1-x)pp)`rjo1-`7a4IsN{8 zj)Tra=i*(<77XK%Y*h)IofXufwq|EMwf*}(s?bOgr81CeX?Hr;eW`nBL*c1flgkcY z_6VgaVe>7g*o_+g^YIrO8P%~D0;Dv=mWs=?4>=JQP@pj~AN~Bs9^V_=~?&nDRr+s(kR6`cp zH5nyI;kvj@(}Hm6D#g1(lYb`A8M6hpH(MQAt)cm7DBx46)1&m0$_=O1!=NgM-n>`g z|1l;0WNUs(8t3OvMXpU&_{v!qd-XaRkl)2w*ahoDa>-kNzHcr+YgJhcb)3I`v%stC zSo`bCN|Q%{#si?Mxku4o6wgl|@qglPe`_rNt7avV*<4Z6;f>ddbe-63;67y`HKXM- zfU1S=A^%i0ZLh-35}HMhfE1__z#yr zg7O#P^N8w7(#}ANW0XgC5_<1vT=rz?H*9v;k7o2iqU{KDq=9IdHF}iM>JmD3Zukcf zY~8pI|uf{fE^#_Yv@fUw2go`)ADUkZ+0&GK;aynHHfNey%*b}r*U5Eqe4Bz!w?c<7iAMAF=ze)9I~SOdqq>q`me+; z+5C%dK<(Lh)rwb(868Lb4^>4>-jNEfT{KQi`*=>jm5PjNp(f++P(UbYd7UjtXsKwM z?@zKQB)b9DOmCD&USicC`Vg|Jh&I&?)W22Bdh727R&V}Bj;hLsSGz(oX1o~Wp@sKU zckqUx-yyF1!p?}i>2d}=VlRL4JZR> z_Z#Q>!-px!&bIJAnDWWo3vD5Le%yuIh$e!>;x>;@;~8mG7UiMIQ(D+1Mf*Z^r|zWw zPVFI$x0;8ch?GXwIg*E&tr?mxbCGH;3aW~Ku)x1m%{9R`{V45H4q}9lzkMa4D$p^6 zZCIJnJG8I~743W)+@E{+2ggQ1Ikskle@W5rAENddz<~FAC&vB}0)~EsF5aSQP#u=W$d^_Q<-%x1LvX;D{dC> z7PcL2A&U!zQ`3E3A##l|jnPp~uy%yjogVZ`qWP4R9fZ=e)lgT-NF#!le$Yxr zr#EJiqC8}fUVA?LM}|j-G?pF1%FvVbwI9gW|DyU?F#@?D9-=FE0_QFX1Y<}83?fGkyH0& z*MXo1_*k|ad^|qEobE_{(Wv?t5r!&_Db5M;gKL>r8+5-sHbhtUya+Y_Q>eMPDeNmm z0-^`9D9itWjbvmmqtskrQP<76Lk>#QHKZ^}S_MgaH!CUPl$+O7>Ls@IwgztA&KP$E zG?Zv$z*E(?zxT>AT4^p7B{IfQ4j@P$65|a^&Cv4LcTE3sU+z;>>iWx5y(5qbxZmk| zpZoq*BbzJ!%`-&aw^-q6!gOy66B9KQY&tN*xs)8agJ6Ac2DL6?J><|-63Om^?$eAB zb<{>dY0Hf9>x}3Bk^IhBqm}43z$v}*(j{Z48_4zgVE>Q3os2@_nSAYv7ea#`3oa+ zZNf3E}?T&lcnpb7MWw zfQ0gmD222uL?*-jFGw!1vw-MH?hw#&Y7^Y$PVjDi4yP9%XQ49-C=GBmmpvr`tp

rp7=(60R`+OxEC0~?}%+t2cratEJKp*N5BZ{3(*f#M~4fiAkkzFDKDU^NdVmC3_!VQ8RyfGTZ; zT12h-VNr6{bQq7-e6XyUO}}>QfKjp->m5d*D?@oDZN6p9^jJakuSEXl9N&T>)F&q} zMZXQ;P~cAkbu6R*05U^wr02AJbuD>Z=lDsG5@1s#s?+F&vbLG>? zx=0QEE}=WZzX2@k+@QDzbyIiFw?7Xiz-eW^N0w5kdRDPUt&cks%cW?w)HR|$Mi+}( zz1F007QcDcmpbd8HQF>pDIh9E$x&sH(YAM+#&8{r(-DXo$WXhwMyZ~yAa)e*ZhNlO z6FKhSl&PX++R@8hS&rm*xcJy5GU1^Ol(UNiziC%!uA&HST8GH>?Msd2R=lW`b-TLfEk;c;u}Ut+ z*74Gvj~!hZ-8h1CJaqIQ2N99sg8RR8Qhc`X$o3|tCnvH0xo8%%DQKav-8`>Ppx!Grm41&|t zGXu~l)4tX3EtW!Njt>YvI8H}^9q6RBmW zhA=VjYuFlVMX)vfiP#-QS2J_vT(?HFl)8k8-|=ZZ#u7=EeKWi24PbPbMOP?Z5P~2% z&J-SWT6jR5YO^*x1>deiIg&R#-8b>m-1F_PMs$Za^kVg4lxCYKB%Egyt8~UDM9*8Kklodu z(G6H&mOcua(+h^Q6lwBQ5!5=+)S&55?+~w2Ll|XHfUEy_7gczkoMC?vN)=zvG8l~# z%kcy<2cB{@jRk&Hvg5Mh9Pjc{U@@F%Y^n9+f_~}*5dzz^0iysEAH>sq)2CDeE-EzcQ9M5C#fdkscKRSB0bbj_KU%->{p+y+Zbt zDJUkI!X%;*6!0x7Rk7pJ*isUB5z0b5P@5)R-d2-gZAjk1jlM~D`RLf%vX@ANa;V7@ z7i`W-#x)%jW$M{x@qVO4fT^B{w!sKb5 zL{4c9@ntQ>V2{=_q$vl9Mm&V8YTs>HLJBN+%9l?|tn^iIxFW#{?t?|Qi*nfHJ@r-k z#n}6?RRN>?EU8}8EbXY<%>vO*9&|+Ing$srfzwJBxO(Zbo$A$H8Av;h1xcmin*7i) zCIBUt49HjT0Vo=20*CP|TS9U{&c2W>hfRCsrXZnLHP#yY+Hz#gaP)R^Hu^5xZ&(vr z=T?D0Ob1>K=%O&2&kCfZyF0MhouRSkA$zK7-=aGA9Sgb+RRL=P&T?k!OS@aKVhvf@ zMG?X_dkXgBpQ5&S<@`o+dU5(eaZS(3lHvr&Tu z7XSH6obs{g{(I+O!564s2VcdDM{Fn9L4Ek%$IfB|p6U1TZ>^8kFM#h*Z#_MSbuK`~ z)-qJ>DkrXFUaa8R;fhqiRq8Uyxp4>`V`Yt4kh1OkkKToPmeFVwJfwc3sUpsT{!iU2 z7I=}~j77|?j?JJ&@W=gC4* z9C$pQd4X}1ara`qbY?hu`U2H7DBPml<4Ml=X-!5apx-hUVZ~p`_M@$nC>1OfVvQOx z2YtYazdHQCj+n4|Hlati9dD?1{TxC6J}~lgqWm!%J_Rg*6%Ul&?*H`f^!DJcQMB8A ziT23;{L`NiO}O7`x3pC7t~a8kg$N&B-n-cLlr0SK8hLUV|2<3fU;3VvG)t#uHjbsr zKeL0>umy&%6ha!}Bj0|bOM+IXt;C{9&Iy18J}Jr&8TE76Lb|to(w^!N)%mn*R6bQ6 zgooNjm1kVSe@}zQ*~64+gC+jUCk$U%(2qFmp`uVf#qhNuEcHO{%j#B7#oC1iWG;4a zAXVXho!N7BEBh>VF!|TzxA#@{T-xWY)cPq;`ELA&Pgb{Ywp(5jG1_{#n{De*@#aPD z=se@hi<~L}58*=@zsS`kJo#h!ZuDK_WKC1gUA*tj=H?$1NKvJLqC;Rb`;|f5#>gQIc0T0mO@65MWupPh9!&qsLi83`s@k%oXc0D zk(|8mNR=tj<{AeNIOU@3kTpCEhh-$ak}PV(>0cV?<9VIbaYK?22_@BOJ{ZBe4wv|!QxLJ8h5Pp_H@qn=QpYnvCF`ef;#6%W+lc=FYYeClQF zpuNG=%U=SH2y}b2#zIA0ooq+d)YPs?WQ%g|lS}X?0K6@pU@V)Pc%bS;57DW9QHvue z;Fc4q5Qn~B-WGEQy@D!iY3S>Xw}6C!ACBMY-1nrVXhktTGagvadbF zL3D`VMn>-s9k;+HpbU9}1zoNCu1V`rGx{0s%Ik}`HG8~Go84*HJR1Gb`?1v*AZe^C zCPCHnLaELz0Q7)7*^QxzS4e%*gc{LxuWf8uN=x}}lN49B5t6KqVb$;^k&9;qCYN6t=gJqnn5cI2qOLl2c5r-u+pOg+@8+ygD7 zy}yzCX)&cp8u2iN8Xa*jOvzEKVeuxJ}!-EBF7!gCpD z^a0pvoVF>{aleYWx*I)yHk*ENuBeQ!DG}|>mq=kH?rXbpSj)0%w<4NCTTRSh6$bi1 zAoEN=a`JzNU}aKJeWgH-a#Ce_nHXu)HgMQtZo(^%6FvI;za!S1Ybxy*uysCY5BGFmkY!@d(p^k8apZo z%Ap%X*_pjJiP;0Hs(S02(fOi=W~M>k^ZAN2Cs4en$g^YnEg5$!R!E@b!xfgU@8&b| zvxkS1>hKfo92-^VZiE?iXylsPc1xk~t{cC_-;)814jlBS;xSwk~in3f+k) z4Rttr7H|%`IP_H(|L!yZw&R3w65jp(dT_XPjQ5UpzjODp5DPTHp#FXvu>%(6`lLNM zE`JL2cAq$cAR$L-Gjrq)ysJu25|J}XL3N@8qW4hmfyIjFPV*P-vA4hc$-t1r-0zTz zgcNjbdNXo~*;Ecj_t4Db2Gv z^Hm2nL)#o_6Sqh)_0SiCGr-k_IYEtg`K=Zg<&+nz#MEzi)i_02Sg50;uksF=zUYEa zolEA7EcDnOdX$z;{PLGh095+3zsS)en+p2Lq;b8!BiY4g)A;I5aC2uMbUen->M|VQoC+YvUE@q3RrW8FBOlv}|Z7_o;*7?8o-?#Qo{72qgWEfn!H|{v0ur;;XC{7VR8u^wY zFao$YKha%#hx-w53u4i z^JwmgqA}YB~cU9G_cs5-qv?E zLsfRce3#+(56Lynmzu6?%aDz{hlC?n+$3dP&ry|i3UbXMBA&wMm4ygl;9m4#p)5hU z#qZwpZ@{m&hWO+b6GM}Lx~g*%lZ)|&jX_lKAM6LJGyI*qBb?W&xVr!c7^h##7 z{GjabBU5&tF3p~AtG3MfzSjIcW%`M$p2UOTD>;|FkEU1Zfeqgxs+15-6GklImHpSCrW`ORL!mFn_L|3H+X%WUd=g=6`x_hSeXrgPn z@SE=K6n&xqiSm#s6va)<7OMx`Ek7!?@>oK8X3&B$+z{o9S;L_QhNPD%>|erT z#a6{4(U;n+*9|cJpj5CtHLBQryH<1#A+ru7Df4D|vnsNC?&TkqS2&E=HZ0ji5=~+b zz}h5cCXhO%nepvhzAroll)W6YjF+L^A@x3Db`5PYNVfHbX5eP!N@DOaS~kcxqM7k* z#NYTb0;oxLB{FGw#d@UP1m?=n%tLu6O7X4PiH8rgXjo7joUIyqQqx<=|Mdx{Eh9#b z79syeu=EhE+b7K`J}^qbj1E$TsV|P-lVHqIm25fl?&NS*+d(zkDd$aM57Jtw->5cF zcudRbZtjZv9(y?+n#Pa*NKZ0E^bpZ$#^%te${LlXPD*x#K0|Jx9$4dIQcOgxc%QeKVFGh6BQOd*J9)JX7Uc=szP$Ye%fyfP z=4;m9RTrA~hFN5f$lmyVK{q--V8o za%Z3o>1j2z((^IyKmoob7kTR({62`QKSyp*U+u;4O{u4}e{3j;)|qq>sSPA1Q^O&Z zCr;ua#Da9mE{h640yoK)gUZVRV$GL;71=ihNOfO;Y^a+qigrpMqh^fy`She>VFi1B z3PzM&^f8kky@f|P9+?)t(HZKgx(H2~(+|g(&+8ng)tAS*Tiv!}%twHWz?#x(e%~c1 z5PjZb6s~n2IAL$VV5BBZH*jBTz87b)nyV5f@aU1CRfZ_zJ<<(9Tb#Y@>ml`uyl1BT zKiCDy(H>zM2b*FC6U*6WCm0X*Jr%wg8P(F8by9Th6F0?9ftCWq3`Ma@I{FfRW^`10 zJr9XBj|^-iLG&a$6k=3h!~qiS_LlCaojt1?sE_j`O2;n;4`V#_OYUJA44}pm@-2Wj(%)Nz+iR&0h!Rp7IQ2kcNp(Cb0Iy+c)Y>By2wjuXps_nTLT+5iX*nfJ_?%&l ze*ZxaG8!5)>9Mgp?ex3^cjfRohBzaM8k@J+Kr91HfMAj3w)W@opVfv$s_p~|pkMG2 o?Zp58nmkw!`tb=3Z((n~zmicyLJp$dc{gVG}qT7bO6%zbm`-dS(G_p;Vm+1Wd5pL6#Af93zLTU(ln3Cjp$ zFc>k=?D$y>1{;rF0zv}l%niZohUgbx&@u3w5c-J{a{C4Sy@_CEAB4e(Y~8r9?E^8Z z=%h~YiSxlW0Up7jE`jbCKbK&FZ$Pjw{_^e+_rM^0fWNxx5!E9HcY6f~6ZF*7{y!(=IpPyL3GPIsW8b z;wiK3E>CXkCzhrnUlg%ZXEP5v*djSe+x3O{&ocKs-jc1LER!T5`is!sEn7xD+`W(4 zeo(bbW@#a%WM-70yEv#GI{F}b+F+*JA#|WFHgYDY{+n-Q_VQHXkR`MS+)BOVD7_oZ zkWIJ>6u2v!!47{8B*v>r125YQIh~V}zTNI-53AN!Ca^l+bFS$X9jDN?+g<#T0%@vy z^?o?EhlZuOG-+7dtbSq z!x?9UCCY{Dz@$5d*yj_yh~VtVyR@WP))z}gA;jLsu&3^Vk8ao5Qdx>Wv6<$`fQ@UO? zdQD^n03|d&a<+-{U*eC_ra>0{{UjTb2w7HQm6s($^Cx~ z?w?Wqe-AWYS(^oVz*At+m`}}a8r0HeG1umAc_fo59sS8r2dM_Yo4bA^cenBkN<2^> zvW8wf$hMr7XLv?WaElSG6>~)NP^O71KJ=afSLu^ro3e^-o>iszZ zDyu?95pRDF4-e5Nr`qRtM4~a=%!;J)&-p>bP-vj=FteZp!OJyVMJ zM3f19ABfcMu;SCgXopy50v2UwF2ND#5_oYZrs_A(xyq3;D{T9s#PZl`HR{+i!EmT4IdCZ?M4m>5$?ulFRS zxZ=RS;Op-vKbW8Ma-w18r*^lO`MW{yox*TlT4G9Rzih%W2Ypd~75vK)?)s1PE=3b# z$wv9aPJ_08i)n7u$+`Prxl+~B7gLU4Oa>Df{q`>UljW&E6L^BWdh-lj0d)APY^9OS zUyIZ6H0IzT_VjuJV8y=ytt`x{1*~L8H`w>wYTxL?PwnICud%8Duv>es9%g@CDjvAC`sIQlPuokytcyLrwTdle40M2@Vq@sds?z3pVx{< zi>IHos4=y(*k3Fn?q7IP&-jM|{!~&~zBN?QY^AiknN{Esa)9vD5W?ZrPI;*@wYN>$ z%%|hL$sSrY(%022&)@8HKlm`~4v^oj|D_hY)TQIoG48wr%>6w(8kceq1B$ zn-}W!U6Db=Ktw-SByI+)AEzDm+Z`YY#pNR;S?+Vx`>hk%q7RND5dipUF4+S-`^ow? zP$sK)!RPAYL9@sN1O9(biT)o3vZKd*G8&!CYTjr4l~Df*8cqOMpUoTxa8|STo>hmet+nx7 zpb4wSAJc#c=OEKX$c4*@$Gb-NcISN}@xV81B9;U63fGbc=_e)lRY4wB(&(w&Z#=OXZb}3R)(TSX#}F}x zPkL++dy}}Aq3a!@8jq?Bq#~0I8sZMq%0TiP{R{_5ugtoG1Ql@RcNYo7#s$tBg9+TR24 zt7-aC^P3r4S|U;=eHwVfmY>~#0ir9-`Wd3e>tq>d3$2Bn)&ya_Ba?@uB`jX;yf-!U z6v;BW@fZLHc4%!|7hc-Ua)~gxU=DZXxR|(jLJtkwPXXY=T?=rhmE!Uu*rgCYx!PuS zfD9xJ6dS~kWDLc2cH2@V7kzc%JXNvn!Vr=1Oymwg4CrxDy=3sL4r#T&oT(m{&eKmB z$6NHf#)*7)d>1T92!;j*59)8y$r`*qsclRDmbktR&NH~&6C~U=$q5%{sWRL@`36Z5 z-d-)2j5DWr^AhmtR&YK~6Gl+GKWg{&(9`Da_rxNXz8lTADTQmW(m(mmp;RoAk-{hL z^R!Jsm3KW4Z`6QH3&h-I3NSV^CK@}H*mGxc+dmctf1j)&i5=+i-w@Hyt1(d>^&1+> z{sZ`bYAC;g87!qfsT*(AUehNO!8>fgUrCVYx`Xx8%t=D}M12MBWoGWGOa}1o33UK_ zAi6_84rfR2+Fm=P0(L?4a$tfqWx=s!km}hBg8r9YPxx$-x4l#Pz@=?}lrF7)-co~i z)j579^l)9Iyd^#+_VJ6geV`?O)=x8^J1cCLC?jJEw|zBy7|B(WAU$t!5EC}V6zR>-L5aoHedu%cOf4Srvdop1cRvg5XOC| zOl~(#l%-8ImF~|$k{#W?h)CIU-5AV06DW;Pi|ueznmD1P3!yF-(EK{=Yc(7M8cICq zZf@AR)a-Q%O(XXzPYte2U8KmmGHnLSy*2n-u9IM^oJlmCci3Ti^XJGoeJnEW3bE6W z6_bd%pBIy>b-?y86=~rTh{%5P9_c$4V66|f%e?xk8=t81a&kEG)#juG?dMavYeP>K z)w~KFit-8JaJQTTv6#WIhwK?|D^VS{U5+8bV;nb{S;38Rl`q| zAJ1RwY3!4lnDS5L&9d&4W*)tpSN3*;@H7{)j=|SRA}bkLLbbeMqAUkz(~k9WWY*Xa z);Q@Z5sy^M_Xyo~3t;3^o8pWxmJ}p3rA84vYt@~YatX6qjKqAsA_oK267jB;GgWOE zC7?==b{~v!|11D%DfGf_pOWSD1q%0q4v$(<+i5~d$Hvk%9*Q5mKKST~A2m|I&ko9@ zco!j~s1103mI7GZRE-o?<0FF+!Z@kK?f+MbM_;leJD-y@@H<#a7W5 zuJoAP4z}N&V2+jn4ScfVwM8$M+sM9r!j<^fN5J+S!CO&`O0z2Y{a%bemcm=1%u*QQ z=oAfr8N2^3=6|0t%(a)_-Npz8Cx z)HIq>?kS}!OyM03lIIi|mJE4kPpCy9{2&2)$b9C?gAIG_*r^0|AfFmd8*HFm=zHHc z`qMF^$(4~8By7s#somkp+tBZ#0&ApJ3&-=+-)7zbGBe7fDc-w&n&bSqrgi$&ep(uE zA!M@W@Y6sAyk0Qz@$zS+T9-BwXAVcj_J~ou)r)sJ`}-H2gmM6jT+0abB!cE5^;uU? zenMyn}>GgmcOZE-%Nn{gu<^kiPc!_$2LzK?ii$;*i`0*(%G z_d)C`Ae~oQQCEIRkg;8^6Ag#oB+C5SJPn6))@&L4BSoe%f&m(x-otV&lv}YEfh71* zvG5MQj;1^3=&4|JxCPvK_;2K|^1={Sd|Ezzc!$&l4734V^RpTc``W&Kwp3EZ|mE&|+4Iv6s;T5d{f)EWmkRUDn(GNO9X2 zfWn;3iswX-FvMTWuz0fHm+u&=wmD4;BtgcuuY1+LfZ(EtZH#@a$Z5#JG!Y8{}Jaep6?xRmP&>HxEhl9 zyMq-E+GDY&>3I9)e?Q?Yn;nuV!`^ojs($@Ifi*-;jN5-&H}TLzZERXuak`7ybH{{Z zf|Kuk;GTWfMphc;umh^!WeHR7RJ&@5yI-!Le+;>qXwofZ;_~xq_K9|HSLI0;fw)r6 zQBk@ax|^BkT;hPyI=RWZhj&uWEZ3EAD?L5$)bHCQr5a4ow5~k5%@krpQwOPul<~XC z=5T4|LMJKuX5om-69do3=qU|SxfpT5a-MXhs!F838?umZyW3TMX5g0!2X4sebIO=R zjP^Nt5(aD)Oy)beRhUA|M?L+sNU0HdWrA#M$ysP$_;9M(Y#`$oWTm2Il|mXq5XqIU zUOr!M4+);4p?4L%f=f*X*8XgQt@tJg)jd5DLA%DvL8V*;fEYGnutr|@?H zw|xtcs#O0W&54;oZ?0(9P#w4~N)7?XH-v9_EiO|ZIRQUy&5M8Y8#MtCR16m)h!UlT%7CsqZ2{;$_-eHnFftE>=H`;GbXVR51cBwV@C1A@lWD=*1;X4cW&&WR zwA`ZVE$8-OMJWUagrA246qYS*xUurZt#4zvhvq%+^+X?1qYZ-f51BT+X%_Q_B=?Ez z4>PfkEj4D0J+U)_sEc{nP>7@_=Ra^PmkjfP9PcylP`87s_J_VU-6V;%v;|=EwHuUP zA7VE$r?1t-eY2ytk&o_J@`l@N>Dnt@_n9-e1diyTDvtADCTW6XDt2CLjDtxl!YQ&i zPGp04WJQ>8p_};p9OOqq4rGq$kFA-O4PB)t^R*Ua1z=LZSN_dU#5LU3Bq__5v4hQq zmCN>FC*J?_`Mtme!Am?*VRs?jaK(UE;m^jx@UPg+)13``=>@Tm7mc9-l)}dbpjb0FU*){}uMONi zhK+BhuK{ZO<#zP#=7m~0etQ>Q-)37e7mZR;rVMQkEu@UAQ?HRHJFeI-cE}3W3+YrK zhFZ?4*X6gmRjt@H8e*OyT#<_cvM- FOI$NpVCa>m|@OLmE?&5ye;r*B7r66~l1{ zFL3i>xHdb5!5B?2W6b1xv_wV71$uNwUn{1Fg4jsgPhDovTek0L70UpiW9HhytICmuDHNS95!qOX09Q61<1k+#6F^NAnGNu&PLZlaH2LFck!7; z3yQx~1J|{X@oUsiak1%cN-Pn^y^QAHg^s+u3UBSGpOFIAke`Fw6Umf8Uytwmz6 zvf``3Pt5-tO4$lJ_gdYjS{EZD<}n*mAzDSa5{>#MpAwdcZ+?4#L)^Q3tP*(q-Md1 zjB_#%+{S7kbwhMV-b)-i(l_2%p{T7oVmdpP*ubvDXMT3&4SZp?u#^9&)254`PdC&d zqZw_BwSX1w*Sc?Y5;}!Q)~3}1w!PM^GHMbyJe`72I(9wgoR2WU%|~j~4a;kN-envV zQ%Q~_*9uh1EM-INvJ;oq$q)qAi+nu`4e^@=svHuzSoR^LrZyUyIz6k)a8g`Wt{ZH_ zY2Qq-e06=0TQWh)*D8}3iKp6Rx`bflQ<-;KN>uYWhqsm5UKFj(9K2_jGU3BjXP868 zbCR;@Y?Xe@s%+SstuG=&=QxA)W6R6S+}M?-8{s{|@4V!AyIO1{!HwHJcvlV*N2VIpzpCqecl$zT_!+XqaK3ady zu!d0OkLHzH(`7l4qr`e@UaV;_cp>&8^#^r7DBtj=!f4CVHr5H}iUj{6Br>Br;>=to zvLep%V>m<%SM)q8dN&@n?@;<+<5YuSZA_?lXWyuD0owKXUwRG`Twddg@re@C3utc| Pg8@%i9xpoPeD%KoP>e5N diff --git a/_images/09-StatisticalPower_5_0.png b/_images/09-StatisticalPower_5_0.png deleted file mode 100644 index 13b28acf7e29818513fe220c542341de2cc397f2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 23854 zcmaI8by(D2^e#GxAk7F$ha)20NQVp{0wMy^-5t^m$`F#$-6Gu}-QA*eBQbQR)ZKi4 z_uO;;IQRNI^B^;y*|GMDcfD(EzJ7Qwg^NXo1%W_trQb>@LLey1;N^^g4&G5`cy?`!ZTpQEIjqmr$Oql>=1F~nNm(ay@& z(aPN5nX|FIgSo8@7b_<#C-XBiM@KsWHn#u$IjgO`DO((M=vN5j8AMt_?4xVS&b*6f zjB)eb-J~$rX4uJVI5x}4`wh7V^cl77tR)$i)8m!y6U~g+yb1jm3mK8G=bk2fUXY8WuYudj$QC>$e`5L15?hK@t> zT2Ya}0Xb|uoWeh6*MYk;SEsaJ!Md3lNM$fnWo|WJU)^^zJw1&>#+^4_T4OUW5XYjq zUUXE_TjzizVb^<|tg|w}*3xOkqkB@mJ6ls})JL#BoGJ@OZTUA|`c_`v_Rm#yXRNn8 z>yMv5x-7#1^DkOQR`;WZn(8=Z>^(wQ+`T6hb@$7As8+zN%$h$#n>@~W+=@d(ak%AZV6e7Ni(us! zNYT5mKg_4Bc+%Xr7}f_9JHR|{;MDR93sILwrKs0pRdw{ID~v;_MbqMSy%S$qPL%1j zJun$g>B|%kq$oZAw_SRCoPL*bzqU?7c|Hr9KBUDpX~Vy*LiI8|6w&Jg@o3~zA|m?{ z;d8r#B{A>I0bQMg`kDoIrl(Jz4yFpm7Zoud9Uawfmoy}Bnc_LD4}Q8X8k?LvzF3L4 z7fw`ER4p>igFShOSV$KG5(A~o@VUEXocwQF_pTsDkx@`kGmJ`D1B{?u zp_3ES-`}r@`UubJs7}Xq84V2G*VkvU@hh{Sxmm~S?&jPAoMOKfPa#-Kwb|(NYR64Q z@Q}RlY0N)xf~7?&g^Y}hia@iKdLpP*)z#H4fc|Wyx-2NjFjRY8Imad>}U%`kWZ|)kvwac7JSTW8)kF@9SDJKD&&StE21Vk-|VK_g;m`EXk0VE&~Ok z5Xqr5VNL6qs{Fq5Rr_=%AZ24yQzjtYO4A7UvuRVd3kqtV>+<@wI8D}T{kq=sTi%w- zFn6G6F^V$AMn-v`R=V^5{xvwAcUjC&wry6Qw&F3aoE~E;ZOr;irzuU^GoT)5UdZo+kR zsIJcUP3LMqr3g3$4-USwsa-~IU1-O{#&)PG^YZdaWY=#;+t*c91>X~-U`d;rQX?QF zoUXQ1EfgJan$&*Oy42+8Rur7i!o@&*#4$gEL?;ro@4PEl8PB$3PX0z9k+j6+OJEaBZtA~u~JSG?A_I)}s4 z)2_wEbe$&m$mC>MdwWhW#drC15eV=lWzx9CUQGjs$Hyyv_#%2!W%`Y0GnT+#`ges8 zS9+Y=K<=%#huSAJKAu=aLs?YrMjY4Jmg#^gOGdUSw$iR!;^V! zsl2_tFD@@RjQgMToY&E&GYJW$;EP=Nrle4Ghmv*}MhH7kk2vxZh4>F8^9p)AdBxY2_j*i3|iNY~LT|au#@act47YLW6^`?n98z?J;$$w-*O9^WY~f zJ-v(-%k0shaf_UyqM|;e;GI+H>S+=oCFM|dgh)Sl$v8Xn>^GfLxh%NREqa|(@+61F zGN}T;^yP>76X4l^tKmx{heDSwuF?Hae0+Q$;QV=#ceB!AFJ63?e$9Jcx8Qj!cmMJ} zt4tpS+7!p8J6!u|h4s>n$9kqymaXYw>+c-dL=i9d=yL^`PaseU?p3NW-+NvCj(|hp z3M(zf8L8Y>AK!c4;HOMU!anU>(ikCl_wO4R7_iog3JEnzhk#w;__e(@GouF*ZoIp_ z0-n_2eBLEGJ$(cObUybJdfquZR2?0ihYuf?dEflQ);Z6eydEYdBMWZR%P1-uJPc{7 zs){){u%q)-^l(-A_>s>hoqA6}L7@>up_Bc^mOh7y%1Q+p1w}B_F?o8d(D$=v1y9_M>bj`H3h&c93I#*FUk z40=rSR!(lM^D80PPWoe-H)TF|-dNb!oAV94<>lp_ot=E}+S=NLM^vtmkS_b_bMC}< z;HzK93sq6S0sOGg~NGfnr3 z12IW}>JB(blqv97b93{_-h47}02KgU0e4M-%qy>UVE}Pv4ftXsBO?em|E-J;{tmLZ zvGMxLRRpDA_rCXe!%OYKMV~w2H`$TEj|B$@Z%md_FDxv4|MA0qsTGBhi7DBuB^`h` z!s_a3HD)5}R(uyUmaY#CVn8yg!|;G;Qg8xPST+Vzew5s}+3NbJ$K8trfw4i1hYt-7ei z+p`*=TZF*I`(v3<4$jVA3J8z^J8IK=2J96?5a5^5rW)9Ey)TW^JddPxyiS#YU4Xz} zm@Rm0pXU9~oXY3=(?p4O2=G`VLdQ7T4bD#erbz(8-0v0u0oe2BU(Emf;D7UE(Phyq zJhC04^y3{22KziWrv>cZ$;oLjnKuI1d79fgDHvN?TKao#t^>eKsAnqk>9;4j0~1gp zqHdZ9q4rYmQ>F)~sL55GC99{vC2@P7|88 zhhs|e@#wrO09YXNip4olYKu6FHasTH)n&^c6azcCttcnI*li)4@JVJBh5gBa-hXDs?Kt+!rY!uQGq z@Z1X^L}34+HH+TKyo;X4!McA8%F95Q+-o}50kM>X%Oup$n8B2S4N+_Vn}Dd@zY#!5 z3VwTp)AmHU=?K+5%;J_?>A)AYvY!Jusju1ViuE5EFtv4{==O8Ny}hk^?7tdZY(01Ed3h%5c!1GFO$ z9|;a~&gbq%&iU1YB!ra%Gm&icd`xTe@t>Rt8=JigfO>*Ny#6ii?hX;_dbVl1%y-p0 zZG-426=F#MpOSW|g0dQb6Fk`(580bdT9xwB^g6TBK79VM>%g0fe;58wlzl)mbTkB^T| zNf`w3ik&RX^KvbIXTBkRZ6Lm8vl4qb-)LF}rX^u*%@QGc%eUx##R3ep@%G<#<3T(2 zM^)8hAnTgVYI5HA#d5<(z?m$!J)$;h`+^qUvtPS{caJlG?3|`oLPA0=PfLA<@|AKa zJkS%KZOUdaDW(YC}z0oYm>%YV;O8{-#xqrSl!v+f; z1Pc*1lWK`kI|7r~>pIaiZTWOk7kP8OXu3U74E&g2(_1ipJLRhe=c<|-UfY%%9`HIt zivX#|V*&y=P%e}N9&0i|m%Z=c(1%OMP#JRa^7Fe5%0DP8ODf0u|NG}&G~vFrU947o zs#Yv|tF5aW0UW+bWoAtMDz&aIp|Wx{J(^xi>ETUhM2uY9rO#NG?Uid{UVcgCq6+u5 z*TUq_fEM${(nH)~!GP|oasLR11&3jul;iM~+@4gIl`ku7mtQpR7;M?vb`DJD&My{DLwOS4CA=dREdpS#tc<;9Hz)|BqN0NJ$~`ml zwphpESP@&-#TmHt6k(4zkP?E==;`S*Dk=y+?yURfZzPu0Ae)LSXm@P_glYMc!+kXpstQ; zHnm@WU^|(SQBO5ktydzcJi+a$?Z-L!IftlVE91w4x0VMxX=~nRG1TnL%|%>Y@}^L= zSX>ZtI zy;^jaYv?^3zMMWheWft3v#5ms0$J(wrM(`?mp5WunOi;WnBQungdrs*rKF~|QJWec zF9nc;rq1u(n3yM(#sf7wi!F}|$7fbK7T{xKB&x}KyWvn2Jp~hp})yI#q!_N ze%4tdIp17TP_J&gM2jnZ65)cuUxR~$0 zUyIBBX`JyhH9#D>qvS&7|F12>tm?CZnP0a4>lYfnRaXActVo0%Ii*l-x^45cFId*j z)FDVE{eJx_TTh>oX2^L~j8VPIZJ`;^6jB#C3NbVseR=+dd~$vvb?&QXEgWNX;RRy$ znV?`a;Q64wmL+xJhbwfOS_)SRPAX$AbPASuZC|OSI#>4nvvG>Lv^dn56z-I+IrQv zZISZX1aJ)bXE0ARK!&*PH?=4!D7-J#IUG#)X_|FvDBz;ai@?j~NhxCsK>5Y=#Cr5Y z)%4A%=c<$x25d&gJNjpoV({HHQrzCY0uvW^1rTTE@o2A3vZ5TyZ>}Ia{nv-XpXNE3 zsn88q=JrI%0dGo&xvVl%v8IVfDd1aEgD)GuAoKdQ?*c8qKVv@pX8-+IH{qFJW7rwd z{@+Zqra704L_obt!)u>{*x5g+TPpR3n~1GBa$}>!J$}rj|HlVi3h|~>)Q@9R9WH$s zRpbE~PKSRQgkT6eOM-S5$2~1p%ZY39oF|ng+C#0M#ZOrChsOGzTd~=Grg1wH?C#dD zwZ+oV3TpPpgdqaIL2W+w_siU#mbNHpYIcvRm5lftu<;A#VHi zuf0SBPi2JG@l${iU%=*YKx*}f`dU;*RyHUsY~|m!&qBVR%r2k!^7gEP>A-Ho5(`DB za}QtQA`_sM!7SZ<(dH>4UQw;B&ur>9RT>)`PgpmD=?igB*IBO&$RS=G9723gtv^)# zx2{LgP@6aQN8XU`u;kZvcF0DRf`Y9w;bUB@0Z8=cjH_Hl{+br68#*v{G_*N%W`;~r zF&qNY68hA_I?jSTf?31uWmlAk?uM==cqo;GWxe5y;3xz!mk0QqnE_xS`}@}&N=23F z!e9L3J(0f02~#hxc#R&;h;G;f*T?+|fOEOOfsw@nceF=o-Z(a^l+C32TX(%F8*5uK z!xKey1_>38W3;f#JUzQdG*llD@b*F{#CR&5UMq85Ns?qY*nw zz9hh-76}?M$@aN>2=M7CYp!IBT;{@z|G#IX5bMpiRkJ;rqyqafjNoxog7)}tDV`AD z@<#ayRUkg}NJXR0iWGf&oSmk1s4Lwd|uc%t1 z-81K3>Fh@VAy-8q4%~`Vm;&(|Zu88PExXPx(0dsIy&scMwO|d=FM>M7hSe(Xx!e0R zAu(fP+Q*M09k+=JUHFM}V&F}+qAB@h?iUB6tPQ4R z|0cc10tlBZ+Yjc(%_36`VUGb6B94OEd{9#AC^rlfd>J-YmlRUzl^pJFif^WOv7&5t zLvzY1jRBJ&e~ZD(=e&afu*Av6Xh>O^UDH6FuMC@n@Hr)9#z*dT@|-3z7|bcmkR!0u zWYkrJULwS+rfxlTTS013Y<5iW%Uk5#{WjZK#-@u>=tpSk_>xx%uF@GTDeuzk1 zXKrq25h#^)UrtU4NpR2ua7atQ-ag#%Kj^`J#tGR?`^xIk1oA8`Z8z(ueYE^9;*BD; zqBU(~+G87jF{?PUO2XzB*#^@leLRu6ocRd{ zJB)Tvs--)=C(uqzOoX3b{o>-{+qWeH!I#z|Xo4dk_6ID={ca!wYR(|TP{B;Q!y?qN z@cb(M3zSxV)$rd0IGNhT+gy-n)BV%RB}kU}d9my-(3;(rCO%c|& zR8RO>NCZ(?$%XRvtzGdD{@C3OM3RVvAna#rwFMzOC|ps^+Qda4y&>fNvA8}uvYEfw{dKz-qG?Dbp9VM(u~2QN_r0)GG-9>I?R znk^}*{pu>1ll%*>U-VNnIja4?Ydv`fRH3;0eF+C?osT4)3x3@&MBpuNZ7~8D%#rwx zweodfL8XD^9Q8%_W3#3X$C9@o=*Tw>bw~cDa3)GIFl{qe>>oA|wk^le%_h$7aA#-D zBL4cgX@i(zK41JiS4aSHe0&TE3J&gGdOnFWcJ&CB{qQgRS6tnMnKh7i0EH}rAlCbe z!X@qoY%cc6Nj@qrbM!Ze?kJMcM<5uh9IRoS z&T8yx$Cwl$<>P^X+GG_p$IVNU?(~Xw4S!KGQkO{*T3~vXav0f^2qhiaIG}o%;OSUU zwc>VSdwG4`z1{XNuuQRk0ax2nGFcE}9b;*eLyv$Cm5)ram}uTg|6I$hEai(9NFG0Q z&FBm43|e>>8fxlkBs705?pUOvOGVi(iq~)d8G5_LMBp0XW5g?37Mr>#peK`SG$Kns ztXZ;iuvYN?$@<5^U(cq{EGD2b!|&#au`SH0;T4YuBCS%?kFITv5GWjyux&A=V;5yR zLTT#ZEf9NJ9p3ZY^Fbofd_?}}4GH-uwrKV?^Z6|4{nz>FWv8EPHK9VxS}4An#FUW3 z5F)`AgH|H(-8IPY$_D!EKC^XiF@?dP&5^MUZycP>EtL@CjUhwvDcT=&yS=`DXrZLO zJennF*f4>Kx&r&=KDo7IhkOd=Vf&rRLKK>gdM+9h2v^n>Au+VTG|^^=Mtn+yQ)3aT zBBO7qmLRUl`Cw?kOBL}LUK?H+r`S9!x3)d^5ifq7Z||Iwgp_(Td6VNNk!oJ|4VTL| zBL9QR5s~{sM$(UR&rACNT=I3-ou>1J6;Pk-0(_)VFZA{xP_#<3d>C;1aBFK^6qL_^ znBG$AY^He2QZ|B}mYyMx3&)7~rl8Xqxan~zz#AJ=q1AKKj7}JxePyrw?txO)mHU{C za!J-S6cDq#ro$=vr(5G7e?Fcvj3_r5B7+Q?aP2o=v6A!JbQ*DfnzgR^1nQ7)LPJ~93^LO$A4kz2;mH=qVr(DQnrh7LgnfhtoV|D8!<+vkA^Ue-XuJYZe7h2xkzku zDpKSoZwEQI5#Z?{C%d!pN9E6#y#H4(z>z(e?epi)u5ND2fL`q~XamFwsQt|&=YAsg zv`3|e+dfx9m%^NH^t3IY@Y?it3$A4Qi1KACtUlW5@GI0N&jhmZ2z7131Sn}lX{ebq z=}>^3zCO(F(H+T?<>lokPo6+YNP;3F@Bt;tTWK=XJ~A z!qsUV`8D4(2 ziqbqF^1i78WyzYIlg0)zc}6u{w1@f7_2weobMdYDjX*M&_nTzg<&6z9kd#r@0N406 zC>U0-fU!1I$c4(=f9=0VWOC3S9>whTwn%D$DBhA}b*x4ym#`U}d0 z0O&|NIlTgvw|lMU4?ToxUezg}PERDJP>%8hGmPp8CpgRy|?BCzamO<~pX9^B&zviuvs zUL;#&b@bOn$fm1^TI!9<4pqB_6X)3MFOw6o?S&liMNN$5q!`8TF>6QW6R?SNVHvkn zuZNY=TKu%qP3xyU@=zUvd}bwPTks65%)9eGtQuJ+4|1oca{Q;DJ@cLdgQd;0@W zI0f+4)y-)xg}-|FAtb=kD9j8dBxj>cnr=dSEUm%`&;|;71_x~c8+HSJ{GJIuQUO-f zlfmp%f$)mGEcVn4Oc$1TuL}(l&LV zLt^Au$rmA&1J_CO$|(xBz$|npw=g7w%%t2>9;E?vWUS2Nyqf+ud+^3;K-Q&beol}* zh1@;VKxYnG?|QYZm1Cz&MbsWPKT63hY_7}mMDrOB3HpF9Hf&B>zdF%Lz0Whn&3CSV zvsI*;K7ac)(J4jOMi~`nt}6F{A-uM}KI!*w0#K3B*Qc!f{cgpV*?Jgq*+Y*Y{~&V@ zd$&THJX1XeIokOrTCjOfNcx=S0|&;Qk1|pbwxglBK_uS1G35Sv_f|q#J!Hn63}Wrv z;_M>|leo(NIZ-Zxq%Y(;i_);U(>8c*=} z2<}KF!{AJ8e6at=V=5_rJwb5U)_=+ zJeg>5Z=Vif)<9+{th+|ByqJ5==gfM741eJ9UGkI%PH2f6HWt9Uq7pX}ipwXt} zk&WhBb9IFYE74L2OT_0oD_K}(9b4S7^SVL|-u z+p9gj?=k;Aea1^9XGRPN=%n>{L;_dQrx=wb?ka(C=PJxc z=GXSC+17cLVl_q_AsQOB#{|>*su;YBMyKv{^a$(}l7Rx^yMvPF^X&He0Y~^~rqFYQ z(`NAdtq2nTT*!zbe0!x|0R*Ca&hAf8=Z4XQsD@$oX%K7_!6YF&p#%)WK4e}>_6&HuV2db5vW5q9@!HQzG z%J$59e2b=kV-dmebBFw|X}suk*C{?RGw|~?((#^?j(qPGv2RkXrKrJQK04wA4LpbE z=XC7sdGiZWPc`*ih=9wj{P%PA3IoO(qnI?X_}k@Rx9;PUGg?|x7xGS)!xhr896uhb z$A7VEy)e=jpU$V5zL6M_dMvuP}i+#fn-JiDEr$NwFGIa6QxwtAthP8=mhJTTPpmQc>ksyxAs)Nd|FFPTbmLE<(@pQ8A&#ZosQ4PIrJCXB|L$c6$^t%!mA8e&7tUdb7V&9Nu0FwF&P2HHtVqCv#Oc54oQ&bXmNthHR!e<%j=lf7T)U*9|VW-7h=ut3_K&8J@8?3iOSPc z-=f6N)0JdXODk<>MnB@iXi?&{nK)Y?|ZMk5*7kuiIuf%8nbdW92fv%XIN4R^7{> z@lIuYA(M(NE3ZEhK^}{s%uTou+#elvqQwiL1kJmX8cW#=36v+QVjrJ%4*c|oYYl!q z5?XkBlg4tn>FecR2+qssQ|aghX_I5gdyE@535=Sa)}n5O(U}XX3gINEXr#7!dotb6 z1LfhzPtK}Se6W5{WLfHc>= zW7^x`{mPyWX&NAGU#qpoP*qmeuhuv`JnWjCt+N~`Fu?v!r4(n^JvjG)46h3m7(OCHIpRvm!OuVz7)lzVx->tIyv zfE(8NEGdU#MEhGJ%oup_^si3!O!4~_PgSm-Q}&L%SWb+Rt#Es_MvfOZbw}xVj=$!D zYHF`M2qFDWFTn&>lRUILMj+yd$7q>pO0O~LtnpPAgE&TAeQ-N}@zBYJ5u)9AQ&+iY zWV699Lo@^Zi*>()NjPPAzBJ+Yr_4g)fGq$@ymIr$BTtpb6Zd6YH=Vs~I_5+7%MI-` zXlfF9pxsp!f>J5^JCjCjoqKXvb>fxVai@xmC5u^W^{0-DU0-vFD`~cG(BWsWIjk)! zexo>e1}{$7rhS9t-Dj{xHB2@AEEv-c8UYE6a?WasUQ@lZY zN6Cn<;#_^N*q6QED?d51@1L|{}qa=+| zG$NUyu=wu~q2|TLph%I-W3!{>aPR2a@=3KuV?Q+5Oqk~Fc0qA*&W|5t(S3;Y^mHX1 zCFSw9w#tmparBdZ{vKtFrh>Ge4Lc7q7qE|dDS4i^*GpE?T5fhbYq4bqsbSeo8xNRmy`L_ zu5@04fK%|qdFefF`k>|{^_j;NR%Z17F$rbn<&6jJJ-+qz0_eD8ogf{Zx9R#B^M`ng zPZY$8|H?LdRz^hcgh0b6 zIq1a@IvrEGuV>oKpUf|eOgkV(bTh=c-nyi22n}nzeSq;mgX2^edfsgS(!l~ zQNvRBZhwq*L2mYab#WRbn%Ctty`RlJEYc~>-wyV_GDv*qIXry)Tu^}pSzT~Q2q@96 zf<}}3Q9%hQ3J7GW!cPz`e#231pBd8IJK@AMIi>~)3JI|}b@1s|(U80y6=Ek1N{IG_ z{Suz&x88PpELZpYaxN;md!=FGQ^8#G%(&BG$K}eDTjzyKNzO~{&6IjnkU$|r9cHXB zm~vQa=SeDL81DOhmjlQz=J&mOY`u@kd2AO3K?fAur8_9ut2`wkC6y2plPpYA($ae1 zJ8oeCW|y%R#N|N~H>58p@GqF*X-Z?NjdEaQ9a0`P^;YI*%kdoQo->4;;Nc)gVGg9k zqu7j@8H#sgn*GYd`3>Jd4q7an8;`YPA`XIJ66hN3*#*52&!6x3MZ?9#H)pDugx#ka z%<0}Gyw=c|F&3|-;d9W7lNm;PP0nh$jy3tww(`)so9fox6Pw7ArTGn;_q;9Vz+b|g zZFLM{Q?or^>FAf``W@&HMMXtGzCCAWheD$JB+mEd`+9pJOQ0|0WUqMN7r$^kxJwaq zTmzEh=jG{GW&o7xC5%~XBr=M^X6B5QE!Q)wOJiU#0i`I_o37?Gl^%szg6@}0eZ{0?a2txUgj(@AOBI^{0)Po zo*wj#;jA|%gDmCur(YEO+A1ug>?of)jW>SsZ4U#yH@4`Xc#wdEGCii1Y z@hW~W?9MZ14xt{g{U;xZ#*5fM%-M7?o4%KiDluD@0qX8{+l&5lJr|X|N|reSzaiymYZYxs+J|SQrXII*(#vk-Etsq<=DHlOe`NtwIR^LTLBnUR+RPq$oQjFcdw&{G z=AhADFoDHzHg8PA2xC5p)Nl^ZjS{7+7Q*+Po<~3Ym7y;2uRlc|HurhfzifKv`=)fy z@vbKE8J;Bep%dH~UZquC9bWU^%6L3qTP-%LP#0q$aM;*B2B(prJ+)RFL$H`Og&BA_ zku##SHC;N}J8_pFj6)d;VSnL$5a zuS)-?9qSz2+$zX^1a!9xSG;x?wK8TLU211?={qg6K)VYv{CH>i^vOg5hdDZkuIfZ{ z(00^XWndk{4KL>c;tu)@@{0UR#LN_|b)95`WEo2GS1)PEr^d<_j>~?jrIGMNh=@hr zi*5tM=4rdKG7%`m+&440X=z@@ag9`xIaD52xV3krF?LdZn9%5^_lvn?U*vCvhaE^2<23{9k~P}ZjX!AM>U%?( zSO}LX(8ix$Zyu=LyE#1rBO!3^0VUo?TrUxH4uw#j}{qHH9d)Wjw_jAuI zRuu&~2;IPK>PS&fI)EBiD+~D;p>B^*q3L-_*s9>9%ZCD#2PIxsfz3?}kyFSj_bI5t8jkUez(nt@Z~A*=QGD9yW`KPsR7Z%0 zgY#8?Ey&V%$P^|~SgU{`n9GzTreLO1;Sg3^1u7cMq6e6C{l^>`hYibIwG7TFJFYJf zX0K{6mw)c1jq%aT0_~A4XXtvAdww9Azo=+g`Fmb8CYGkuSmo~XlP4eVVNDjHeKOeO z$#-#ZAX*y00n5Me8OHa|MX7DR!k{8cK>#zk*Pqlxa{q%^wy{j+>TfC-Z%}c9ot@3I zqGw%s{6#5mgOBPh0R3>>S!S8=nCta@`PQa23|@=NvP|Qqr^HTAFtp!)4kOy@(o*d> zmf|^(9M*4b-dPRSKmK}vJ66XD`l#$Wpv_<6${Zy_(%-W7t>ZtMh%{vAn$-LIxvf%d zOq^%|3g?RlqSiz=>ATh&?JcmnX7PGtn>zJHnE^eZ^I)gf{{#zX68Js@IoMS5?>#eR zCH(x$445FDTP>hGZte6a9|c!JYH7WNT2qq)H9p6 z|I8^mRjIyZd5;B(24v9nEF48uaFV4GVrXEIk3b8lL-720@lxh6RT(^L=Cali}|xnP$JFH)gr&YJZ`x7 zq15UGJNR#%0=Dry(2YQ_kmkSs0$7ZhwOC)gGLo(8_b>q?A>?+z^>Z~B^&liIyUynq zvuCKyp}ZKzXkTrYZ5oqK9?kdymdWeyj$-bv4?QlARu3*Kj$)y3RU4xA zV#}d|u?GH1&A>ak%UsW|qb`)MG4U$I2KVfkLD8?=xEwwIEOIEZB#%Ouli*Z87^ z@2m>Ox?XO*FAM>fyDu0Cl8275euWcI>7kl?ju={>aFLpQWIV0e{^G6d6s7f$Eb{B> z2z_xibdRu=i>4&H4%GMK{}REjS6Yiyvm?C8S1l~vd7E2Re&}%L^l@LQ_bH|nj&XYn>It-LaiRF( zG!nvVGu~6TgIW@Z<)D#DN2hoypzM?P{g=Y5FE_6bTXSP3lpn8=cOGY#m>Q|M+}Her zWVcRWo?Ya;+~J{dadx??08gxc9lF;=2qDeNy@sf}D`G4k33y@XDyTX(;l6(|V|x-| z7EvMbsIQa}If|NYm%)dPO4cHm&|U2HQs%r8nx(XH0-Kv6uo=%N;-dYags<)QtNx-| z$vCTNmzl4N8m}n(`ve>z|7;{oqZbq}-Q#HyP?mKb*j&NA#kg3g7_Sr)YP!)`lVg#9 z(v4_XGEyrL>#>+#4ymp*rIokh&t)EV&+3muvTB2P*|39*{ z_qSid>Utox`R9CllzfD2ehT+4CTn-@8A7whC}$^S%q^veekrqwI$A+p!nZFOMB?Z% z>x>0s&`I&9%8YveRHFviybrPOFZ6+)W>)t>aP^`SG@_+wXgOF|SmYHKw;6FRZ*R|5 z(D9=i_nqpgo*AD#jZ_54fLQmwl4Timj)5k1Qk7C2Id^w~2;nml z%ZVa$`*+|MkFy=~`HIN*cHXL06YX83-V`ykEc&V+L9VOVKUp+9h27dXm3ghdp>_Sv ze)BcPvUid-=Kfq=w0flp%C8z*U2x5dBY8+J-0k)fSqH9h%;vTan4M-Y%TlH=pk<@{ zL)4g>|HWEWRXx~Fy)$s?)@j6fbIX2Wp%Sk43^aw&?p`oEY zM4zeg*KBZRS?La=;o;TYRQN z;e{#=7rZr?;-d0uvR9=H7Qkw)kuXRaod zhjRrZ9k#UWMN&sdkyX>s@bK^-Wo5rU35trQ2Vq=Y&w%>@3g9|}9Pj*nyK!P-qR`b& zC9`hxbyTUUqJg>cXV3)=0+iMXM@Sb{`{&P@@j~mKKfTl;AJ4bo*4W`Ls_}xkl=+|l zo{Q(z7Es9mxh@!axJSiKX{_=j;k2|gM{CWqo{&Fxm=^ixQp4jt+tVpfeEBXN?Fz0G zsDldw3=9ksl9K%OS;+snc7oD7JiHFBSTJLIPH+a&Ymc99#`T zejKMF`|)y=jbi9U$jx@!k0*ewSSzLb`M?g;PUZ2^yEu>a zFDXE4_y}DvBp?6&2j}-OH?Wrw-pIW4q~%NEv-3dc3+e z;6Ovn$xsmSpSA4?y+n}57skZd_59nL`*iDipajU>O~CCA7!v&ve)eChRy!@AtP9&^ z=&L}NX=lKOcDPg-LzgC?s(j36A#b+?zR?Aa^ysRzfF`C#5g7VCKX7koMse(ME1HzY zl#eeyJ6ZL~OQGHh>Z7+rZ3Dmm3FZE&YrQ(ExjnG9I-e1;;g3Xwb9Of_Sz33X1uo?1 z8#HdajZ)uIhim}9s6$Ivyd{HPhph5#$sHD~(-@GyOgY{uG|Vi^&Y3ZP_vu`Y?sB{X z+ePlqHy>lK{woFTWgWZX33FKVrJp~D25o62KX61>o)AcTcbgK1yDfUBdY3;pYRidU zcMBTmhU~BIWBp5*B04(1I;a=n@2HDgxKZ7{u}vd&W8pGD{~vWA1Kcs+f9}R~Mm46d z<4WWQ@Y{eB)gf(25E1)5586tL0TX_`lEI9LVXE$6LhZv}5$SGh2saWM3DbHTRFi%$ zc8T1T30P4P58r4R@e#xvvql*Z`MTjYtJz#vD7F0FLU*a`sL^6Po!|~R)A9uDoipjj zalk8Tc(f#yt0iDK&f+yngllUpCEU^4nfIyDbF}ll2-%*|=+FZMw zt8u~Qk5dHD#?5%}c>tn&>p!)2x1ntRKHZR2-MlP7{M*gTXYZj8Um0FVb(|PX`~JzS z>o5O}IQIomt}?b5`e2Poioq?Zb8Y1Li`l+)^XQcZ7ebz4I_~i=0T}GC7FT0fGsC1| zSylnHpu>+x#6_YWPjGAL^aW~86X}nO{GsiAb36!!ir41gwrqRCv!=pL?xVu~I-h+h zP+|OQd$KN1Q)=k`&gZ|*yPDNzSjxf_R`@p}Eo@2_;Q=p?i4SUqKazDZ?zqm7C%AF> z+5l?kfFYGvGK#!^Kb97K|Nk|)0MK{(C zmt(ly?^N;l+}I3(P&nTIU4R9dS*+F(_s}K4NE~vKIF-BuIZFC$06QmVy*f}D6^d)n zXwbu+aoC!neqC{{w%JS!+BE;h!HO6yVYw8IIKL`G7S?LNUl-W#%{BxW8Y3~--HxyG zwi7AFRqxSqdv>ichC@XrQ@smGl61YY4`UsBvgXelzjiV%(4}^fUM?C>`3>~zJ+dKf z4;NFn7ruBvKJw#0;>dJNZJYEd*p4v-IHZkk7I6}Fu73|?7;f3DnS6xxseP-5h%fO80+<3z+3kQm0(UEUW6h5`9pjHs`=XGwatjduyQPD ziyOQPz2U#{%l=PIBv5Ox^<&Rg>|@icfW=1a-8}@ll&NjtX1w#f-3#<$0`2T{1CtAT zMdIZ=*-u>^J;G{fWe^oIH}1pO zvdOFd-v&ZJ(xxKgwsZ3RXoit$p(SqKpY(#{-M!OxsK@<%58R>gAPpR>!(yL==TRfv zh95jpkEOk~Ik(_s48b_ZT#DrgAtfU#bWsP_JCZ=UnsR2yG^JFpcTQ}4w6qXGUtE}_ z`{7Ax_zgd3jXJqsxdb-I!wVfpG`_DK?{o-xZD50{-b=}||}R%^Igtg?7Bsiz#2yvT)r_wSwU{_sixV@*$l4;}?NZmd{9GL3~VA$_oyL$8em z_)`}4?J}inAKt5O1tFrZ95F4$GWpHHbh*VkbWH_q<`4wa?Jkej9_~CUXitF!BUsldP6wu>bNO|1O8bjlLm{7RMXCF`MQl5B5SkdMjyksGpDa#7PFD~9%gmVGC zGTxGWeCwg0GS8wm%0PS|`dHfAoI~4Mv#jch-D;3J{pAxl#vxw;v7}o5ilDJqvTMvY zMAL=>$y5>H=RGz<8x1yZZXh#81*Fd(rX2T+6`%R&ttm&x{4BZ``fQrFLg=j$@gj}K zAJcn&pn?uZp}oCA44>=6p3d&>tWmQBVGo|Yy}bY=Xmsxc*KWUj{fap}Jj|?C28ouM ze!FCW_hhTJ4NH!2K9owm~Z;i}b9 zCxmVSp6J04t~knWbQFYy;&-<GestLy6q#>zjf4J0HG%a)p&nw(r*mh5v4 zwI6DDHu<7c2dilGzZ0+h-on&WIXTE&BXqi}90FpY(u$Sj6BbSdUHN2Gv(wX&ad9T} zjWxILzztwp7dg0Ruew`Z}a-!N=onMx4!gQyn45{ zq9{3rUT8~J{nKm0MRg*DT`9MSK{Vzvbt#4MjlpVX{}W+^SJ>-z0kz`R6etFQp^Jg<+V(g_yK zvTN|8D`Ss>IYz=KS8exKw(!kPPhSWOte_Iy+(ZnMcGcFBl9E~@4ju;z!At*zZyVeX zjE6qnY1>;MO`komRjZm}OBsz&ix5gdU5jzIYa;&?5KRN=r-@BO(Ap0jkZ^+pe;iKV z6%`fPv(ol}ZuA4Fho=WiJ&6Yb%}YHxjX7hju3tR*4x{ZQId^PQFe`XmDw-|H?`>cj z6cQXh)cSxY;x-YwbRL81k*Oo}6Qtf5Uok7$RM;bAbj>76PpGM?Ry^kH1p#0dW-aH2 znCVHZk&%(|jaj5;>5Gf(z5@r29X)z3Qb}sp)bZsX5~__3QZY6;6t3 zSL-5;q^5y&?GO8!Q~SO1rG`b>;+dY@?TVo?xCl8k#?urMg6X5=2b2AMd}M;Tp+htm z^+u~JbAQWg2ig1^m(E62Ui?@QweUq!I%e6cqzD)Jl%+lO6|LGEoOdG|#PUF3V4pW> zj!V7Z=62}lQLGEusn~t0es$&@14E*YSBje$H6(NqE4Un`C(#;%@y^{YdioI+5Cms zcMYBommh^bQ#XKv0PSOWlJaV5L|x*pt(Jqk`*~g6z;d5rtFu-fmH~$ux1a2xv*lM& z$r(}%f_t2G=6jJNGoM`Z{7EkJZ&?yV@`rB>jWe}Cd9^R=-_8BVp4u_ zhh=2&flyb#i9)(nx}m?iut1D#9QMCdm1;yAS|0YtCad^AX^hnnkXdO8i3>V%If9s` zZP!v?HXIyUJ}dD-wls9vY|z}-VQF?3Q! zO~?>j3AUx3)5_Vgdck1ckWgii#XYQNe;uwvj0)P^6;nK(zeX0a+nu5@l6qX|zBFOf z0wg-8RMxr0ZL8`k7ix$J2`7xy`|o9wyvwIHp}i3JOU>vQ5(I7P#F{K>clS5;ONP4P`$%(EgYQy#@5cA0ma4u0mWWZ03RM*EV{N-t9R}Is9l2(EAyGts_lKb6b zrP8ON54lTdzncuUtZX`(TOpM>#^}Q9_}c+KUyEX;Zkw3A8O!YB?e{yo=eVrFf?`;& zwg1x-9Y}0`4j+4EqT_yZ4eH`2PjDnYFZ{S7NAe5)pA1U49FgNS%$tJ%gc*iH%zvem)jfEI?yj|4CU4E8J$g@`d!t} z5dI#E9HOX{AM5s$WHM;~ldrVpOux1)*4^3(UbjTAuQQ|m2~cZ?J$$#T<7Sz#>1wcd zAnyo2Tm|4ONd|-v=Hr%OP*JRDn&ut`iV3^2@4hp-RRjtlt~h}@##j0xngw%{lK(n1 z?Q5bWWz6w_oWJ>>IVycUV-~fw6>y>^yIA@yws-m6l3GPVtU_0Tyn9{ee8Xa~`|Cd@ z=brHS*FokT$D!C=JAH$2db2=1!&2!sip2Mh^pWVhTTD8}NGQeQ@h=jvhDr$m2^(=y zKADOv&Y~($g0?zF4|4vQ76O~xa7%%8>Adf3-$5hF{D&qIKiY-o^l8yITpN-++k90& z-S+Y}&8Jz|wR9P#{D~xO^ScdDN-mWmo`yVjwj({B>dq3E=iubj`Qk3QSXx%FI%Bba z3tdyT$cfUjzTs#lpN0)tpU4bB1>4bhh`m1#RuX6!<_hj}mS zonv0$W*Wm|4w+do-d3~A%+|8bw5b(;P~z0|e+Ft~bxJ*Avn{78R4jQlL)A*Q82hZ3 zVLRwk9ENTG4&l*O8E?#@AZ`WImO|l_NjJZD1y0xK6-w9TU4hGs%{`C?H$?1+Mh;R2jmk2_QCXuvg8@ z%pwUanYKd*r&!q}e}35D(lgS|k)nowmXLnoX#Q`HqJwqB#tZh0k3XI}9nStGRPRj)6BFlP6g!)`_i46vhl zib>FbyN{?c#Gp>t7bqrQYCuAJ3HZCyzyQm~`bH zuHBk+CxzB%K#TWS=}3kp*-dGoRwJ_o#*Sg5`X~vH|A?8M8gHVBhr6W7nXB+ay@)sQ zYqq+AjQ#46u%JQWzObjgU1ByB44jH~w)e~)~B;Y$N=8ixCuc`^};k7zlC}y>aP)sCH3)Kpl^@^^J zXrAZe-DUi#O+rd?;-9jYPUR$EtGAL7-kx#qg`)^Fz=Tf+q3~V0%Zi0Ss3~yy55pkg zzxi6tF(*Jv}MV$S$d%;0y>4d|$zyS+RhF%HKYLo3;1?plaqoV#)OUvTbQCOgJ<a1QJiWh>hF;RAZC zInEq@_xey-ItVk&mn{uJr-7J%4mu{|YPq*g05y`0KU;SZVVY@09X3W3>7ShCkTF3$ zB;x;8(A&yAI}>MbKRr^bfr1u`GeSalfbNoz`G&Kty&VB(07@zf2YT)-yV{#5q~QXT z?e;j_%uu-ukwdP&v-1()K72+$93{<4#setAf5w4uO$vp#n$t2Q!B9TZfOiAH(b#)cdHSu>LTZx@L z+sZA9M%N7uaiM~Of;u}p0l(PX)6?UH0g#+Pvp?3&O%En^4+9I!RKIg-LNLcCD71kc zh6A&B)a7=FnYn3XWMt7|*-~w5Yl}5PPZ z1pEDq>N(Br?L=VVbO3@3P-+3&bERKqe50m_30+n}LjSp!kvEmfsK`ARegLRidx7o< zoSOz4AH1h$zF9Qc%GXyG?pLtG6@IdA-4|dgp$idak*=dABnXNnf$XndKtozz7@+{* z3EtcpWI&H7Zf=7mx!5027e31}OnMX_k6T4%b|}YO0_K9QZl)`n;N?{ZO1_C#Kk}g6 zg=2YZg`&}wZN#gpstT=7hy_$tsbZ29&p|hj>HXsM@_-dV#5dq;%^*pB5NrlJn`VpJ zn`)QVd#>EPSuWH|s)MDX#sqVhr+pi89h->>D_R>zp-G=BN=@WF#4;CaF#BBNlw4%GU{ z#AnY60sK}&Th^E5V1mulDB$NzRcKZSKqMk6YIJrMuUG=mK~R?Rr?R{*D0l#o?m=?0 z0qBXYWMf{!zqaRc`rcNC>FMb(x%WUorLUfIT1ACZLqlVEWkpzA-04U6>tfH5Z_`S- zU;jk3R}{B7-(n=vja>YHB3&FAs^ITGezX9dua!F#uCj>UA?D`2-j%c65x}-XY@)uQ zK~$CP#EHfNYy-P`up$VZ?Lk?Ez_1**zt;drMvh}}2PTI;u$m_f@H$tltloHQYpN<= zj%dW?0~8200B=6aGu(}du?Mik%JRu6{(P+zYDyo z<++@@m$x^cxHvS@v0SyW>96#cfc@25>r!SRAt4mRnpW_na>CdFAk+aw%xitt63p0` zb$_*OTy3oex3cdwP$id@mlNRXP#)iRDeo_CMXxZ^95bw|>qU5bz>2C18IkxwTLke8 z=jIj@7Z*pR!4`rG7DbB-1=n{txPJnf(Y`RCr$H>&0toBLlPBRSjEkt-09$!rP@c=~ zTB3yR#>2QDLR|oaAqbS9M_K{&fuu{vU(oed9=IlAo^SgSsEG)_Nuri^3_W;C6zE;K z)}_bT*+0J2e~K0sem^{%5*CI6+0i+8j%W4SNm$kKne0?SAaMbx5kauQjupHbX;4%6 z_D{p&O2^MNenG*`x0W*SoQsBrjT8zCdXPc;*LX~YW=z46I*={31LU;{R^6p5t38CM z6Uy;0+wXo3*vIQ5^+XxWF1PnGZSvO1UFP>PkEYVa4nrFd`7tNJchz&W`n_C;Gy9kKVIPC=7v`b1|;9~S|Bne+k9sLqQWfS zfh*)kz}16eq?xZdY^bLac24jZ$gD*HD^38gDJUs%0!j}uE#Qh^Eze+WQ3!-;ijwLK zz&0@5nEaYwhjP~!?9PKpz5wI1v=7%iyp}zk19=ZcwU^D<7 z(@c{0*aX}wT12GcXLr>R@ z@nZ0uJ#~;vF)7Lr_)uY$m6hqHQyRNVEPxS&n9Ty{Fec!$L7p!ix)*kY{0wGbHyb!e z!H{79P}S=-`}v6j9H&I(F9a_vuQ!*nX+U|?AVt&-kBr>!NS4Cgsg&3EzgGjRPnQhlyE;2JvuM!jpxEiJ4b?zsecKDQ%`jl-qJ^sH z>U<#35hv_*?v0Z{FNlGjCwsK$yRycZEJeQD&lXQOs1vuV zX@hrR;_P<@auzr>oD#vB(STPK#pN!`p%qkSjo?)wLtpB-ss>>JPFugNkmvgf!vVPi z*wBj*e;_Ey)ri1hw?y>Z$`|7wE%1dh(<$ zxa;E55*3v%#6H@AP|UI6OGaXfvB*+ zhYmsqj5tob&;b5`J#T6nK!Be>h#e02pTP}n;t2vVv7daXzLSFwfI&qsbz?7mSB#gh zwTC^(+1ks^$<@p0k&Td#y@%%`R~NXnthB78kfWEEoAQ+_|Np(TtB1ptRKd7t5J*5& z6NNPJ%lb_Y@-p)cTHM(2#r$zXJoGpa68lGgRk01jvG`6+CQL;4A=;!}epZS0JII=V zphrLL;nLOGVXd7&m|wCoL(>$AhcdA7UO&NSiTqnzgb zZ*i-YFw={szGVgb{@M9(&$Y?^z!09r;6H?xfRK^N^H6AXneiws4u`Ji1jAs^A|W<}u8<=+=hJL`|I>fB7#8b=D!r(pU_%bxOHPQ+dAsaFyzcO5+6cm^N%i!Mg=Uf;lrsS4KFO0T~Bw7#*` zjWK6aIWuXE*`a-=#}(}73Vo(K5WTs)_nfaqQD9b7V-z1orm zY&m6{@a6hHm0RyBy~Uc2e@rL$&{f-(;`q*P822YU4^Y|oSSEpl85zIA-M{abbIB01;-s^p@K=* z@e=yEO3MYtY~O8tnma^P4(p{k3!*ebN6$=xR_R`}mI8{DP5$Z8gBI=Xb4<09@SMAv zBBGQL!mn%3c>VW5Pk>^Iy&Sw&U)4Vgx^XR7Wtbf*c z7g%S0_yLzirkhfZr7ow>_mqh2ZO!iJgC4I{e|44H>Z_kOQK8p+#zZTG+;&Vw{mEf> z>9+P@*1RM;o^zctGB2#%gg>>SGmhHlThWnu?JNfd*SF`kIt_g8yfWuWxNiu}FNEoO ztAAWSm){7})pr)TcGmr|#NCq1Q-#2bp^cv$EAQFeizP&-!k$E3-z3#*E~2_FB$N78 zU*sv^=Zs}_rrlzu>@sXSqHMhr(cPV}_ zWLTEiyuQ*{d|=t{t-g|=Y9y-r(ZVl8=Vx@buS#KdmG*P28m38G{#&J8Mo!!P_%nry zvM)nc&+86k64z$#KF!ev_Eq}5mZhI!rE7@&yL@oh(^+J(ZcxwC9C>SN^l!|3g6)Jn z=kSoB$Xjj4NNy#COAx!;T?<(k!}Ix91!wOaU(%q{SmNO?aFF?ul*fsn$>-5mWjOOO-uT4R&LnnyP0X{_hIFX$Cn?Kbe6jom%gd2#V(BB$#^W`SX`Rh+;}s@ zySwDIP@-oKT3PGCG{ijU6aTW{tktyRtoxgadBNHB)=Ogyy0h=gb^DZyVj8?tBp;Q| z{}a!((DUxKx9-o4El;Kd=4<15v7uPCn~7aN6#K4gFIHMBCy0!NNNNI4+kzxj0fBQt zq=4o3>{%nmq=U%EsZvkugKf`l@)awUuMZems%x2x44vIzdnhbhEe;W88_OE-m+YL% zxv=fSx}n!A6hMgbYjD7o9VI2R41Ko!+FtmWOJSrc*q-k<>4W6sVr!)B)<$-SdCJkd z7_j=WZ>Nc-gXhOV_~){4n$_iHhn-pE_V$^|HS`OE?az2P^AJO7Eorv6z|&+>uX`@_ z;dtf~N7pjz;9J+C>*;jW+W~>R*b>!uT3fXpX$$u8X0F(r0R^zI3QW(6+1%E6a$d`H z#cxG@(|A}pO2m2ZXKLe}>?hJ5@p^0>&tAMc)7v!OyWL|^>%CpsRGs!9UO1uUMoV5s z%H~SLLc5U>soY`cfG+g|sb4$^22aGQffQvGyHe8<{`oPLfAF^;e^q(3cT`h}iSND1 zz|?0!v*z>sPTD zO1%&5lLCUq-KSpJ@m=5E|uij5kpZAr^oyxVOy(oZB@abD~y zkTR>PxF6+AL;7y6?!=W2FYs*El0`t!A z7u^T!e}8oM&y3%SMQd_`;rA9Rg{O~xUY^`v3Hp;@SMO&{6LQoO>%TZ2p0{hk()D&jKDSf|f0Ds*RX;)M_Z|JR!wzDz%$zA=@*a{J;2SeMcl`%9!69PwMgc zn80LX#UVXVKoSREE?)Or$J3Okl;^BXAH1r!(bO8Xk4A$pL3*fEgJxx39kt0nO@4H= zTY7o-hiU2xF9<5mM~lRLAL9=>Jhrf#=Lj&q){+yl+mT{clY3#c3MFjA3BI5-soE}f zw4vY>^z&SuS!H@}%e)QQ&m46#PYBW$PZJdQ$JBI*Pj@rKH5j4L9DILNBpUrp9MZMA zVIEaKPq;f^tl!4!(vlI&EgxzA;w0$j#tBUMgsSdM!2x4zRZy*o_h%lmP7{W`7P^$S z<~r7!&FZum6VKJWH`|TZFF5`K^Kj{#dV7WvQk>j7)sn4XIr{bMj^%Bg0=fwGACmwd zqY1B6KRc{V_hcH?R4s+4EzwHrYbBz2)=8* z($!TY&9iwguiJY>2C7ta68E_1o2kuMOXys#Ru9d~?+dSgB$U$*(}Xx<;7`k!D1i&j zzd!mphF)pe(Nli7(k`uu`cZ>jg_=>V`s_4Oa;Pb^F8p=RX|_^Zdgu6OE+sNl6texPk89V~xA*z6`hR3O$f1B? z3kuI1lWJg&g5;}iLGx<4RSy*E4!a$jwwHppU|rz(^)nT0eu(ut%y!0-0y!v|Q0}?o z?d-g`U^#|&idWq`f(zSxJr3@DXmgdUZGpl>3jI67(LK6yY*RNn*wBVuJ3dW{w{ z(6aV(DX8h-C&A(y_BPo7m>w?_ZpBp5PE6&b3w5Ov5U3;Fm?;Hed;}`kNBOLD!bU^n zI@1L9rAEvH1=h?6GAHa63RfggkP)^RUyv>q~K<{E6stkI*{0_dT03 z#bKa>+}qU15yO04oOX8~Ex_TlO>!S7HSA-oHtW6lVsivRQv!C($o)>HsJ*)EsNI2; z2bC3?QO{6z3;iiy94=&fHt+tDR$dtPSm8^3W*(30;JMG16+!(~7JX}h|*ylCtCu(*;6ia!gC{mB-y%xhL|yKY(jP8en9bB|3M**kM7;l{`p z0C0{WG`6n9DL=0f zcB-KiY%aKE((@URjJO0IzCK;-11wgl`VI0dW;Y`|wm4PDb=o#z52eLQ^C;t%s^`lw zexpADHJyyswv21^TE*0vd!5b%-$cqpfAbZ9Vb&LzCfWhEh1nRfnkuy`GHK?0+CZE- zp$E)zdAwpibNdIf)P957dT=KntGbl!^NI7rUgt=YFu1K{F~~NX!9YK?}WEElI$WbJ96uZ_(RY+UehHCD_GAE=fnR? zEZK9oRw2SX28T9zseHSSnxCqScIy7_UQ_3k9fps%N(-NG#`tF2WNu-$SX| zsayiKrLOR)1d6WLd2a;52-C_#mQEP=naiyqbjo2;nC%LJs%4E1$GV|aIAIN5-B+|1 zNEy1ZF!aFP;+FS`CSIy*BBTS&_AKHou@=jv_V?B4h`=tCD zt$^E35Qq}&SInI5((AkB*^iB^=w^e8XX>#sA0pOeD%gy{DtgAg%CVt`>fPB9-e07_ z8Kl)B%=SxsklSlZJ4_vZ%m_X)P9~e%bn2&d{TLlUycJ?gLW^I6j87h}krDd44fN@& zqRkxH_CMxRIa=*o*QiIRLNFNa<^>%}=44Pdq5R1cCdyP>KqI}TLv}3JApJHE47Qk| z7oPi#IAvL1DCB}!6I1mIRL*Xld;QaArWHJK@Sech5Wu<)w{niYrbEa!KLnK+C8(ib zZw7^SZ_Tt&(}zjV6t*`Gj8T`!REuDY7$&uk*7Yi*LKW~P?Zn4nm&39PxKznLK3n>D zT;-b&(k1LDR9D$xb>ueHT2|K;pPe{7nd$(7qwyu|197Ek{qJqx=|`AjMkjiYR)xvK z2JsJ8yuXzdTO$@p7oa0VJ{bG?B4%p%ehK0D3VdI-9MPOWIIbILnkFmIWPU51P;}WV z5B0QRjGY$X{o$Lsa$63@E|t6m`N}fj#N3!z!5oiK993HGAv$QKJ{X94eNDunw5*bQNOFL@O^P?DpwYQ{V%dZ~q5!;l zk+J&;aWw>N`f$(Av!@%OnffRY5bE2(d7%*c1Mx&Ux1HZV$~kk+HvWy&wD^?WYuFFPOEFYcc#Qjc zrK^*!WjN`gVDAPI(}$pleY!K8!(?u4&7XB^j(SlMDB&v6%pk9`ZddypF~^TLthfTE?2|8i^yg0)9C+8HDilBYp6?e@liZW!Qe$exEW5{{ZXM& z#MQ^X$M*Qg67LT+qNt1~O8~(;N_fZ3m}7>mFlQq!#|1F%Nabv>{8~AKs@kyMAG$0~C~JnYU$v!V z6`x=;gZjG>sEQ4S5NbWcff=TY13xg@<6q^Q{TTUp?kdv>w%vOh=3U z0c5QV^ED8rma~ISUvDoiTe-196Db7iH+-Bh18==cbaJ(Bph@4@xk_0kz1o#)xgQmY z5^lWn8+yRMtDJcGAn<(phQ6-X)?&Dt19LR`Wy<))UHLxNz`Tk;rghfV0PLk=v&MZ5 z98b-%jVv^}LNDCvXMNk;D`I5Z9Hos@$~&boT^j`}9lUkxZswSwEfdB^WbczY{9*6R z+ov=zcK?EHNE!HsBW9nmdy(ckY1QPPx=J$+v^Uj?z`24_ixXar9`5P_kd;@(C+#liDuC#CAKvITWk+Q zgzpLU0Zp~&Mxg-k0}z26R8A-g4Z!bWeYvajXH@UXnpm#s7L-}N38EQz3m|GCqYyQ=L)9UGfE5k@m#YeGM1T7PJN*)1Gz zKY7>&TA}{Ofq99S8k%JF@6-@fPOU(*CN!=wv?mbu73guk<^@LxAoEWjdBEQytobZk9l* ztGpm_LzOgzcb+wM$~|9Z#^FFvW~^=J%LN{Gs5s7!?a$*JpyxRc;{|6ppiy?(!r{3g z!nbU7ayiOlaKv*-Ow_&(R>C?#A6S^9acbajE4k#0+1|_VhXC%vAarf5Xu8n95&*(M zP_mGJ9-Lk2OT?iqeqgQK{ALH14ifWWFtKPewli^da!t>0=p;1VshD(ez*s!y#Jk_1-(ZC@ zJ?S*O|GvecE77!V_Z~atTmVkck^aAntR4K=c6;v?qLXtXU{8)u8K6lUCoSPv8cV7& zdLx>;^s#04%qH;1G4cq=5+qM+$f{P=ckyj$9R1!^Af3LGh`?SB1+>&s z_4`*Q4~?xiG;H^~>9L`UhoYGRWN2bb^Ol&J2R(JvoXyQsCke zn2TGgj)wlLs~zS^s4HlMu%854xeufacGSpiNG<3x(J2~l2$(u6x2qLqk%ko{=(fX6 zQ$l-*SF)_{+=)b5w{eu5tJT*-1*zO;TzsdkF?HM)(~v-xbf&-|B1o3fEd4eka^OUH zvKF}^yoCR*bwW6I9TTr{p0?CSVg^&b*dp)g=K&ph9*%cH=XCAgmf@hWI$k%EacDVp z3CN3gCDNiCP#!Toq)b-VG63-%ib;&vzyvh_%Jd{3A`^`Oq>1A`UF*dR@CLl5X6A~; zeKdN5wNgwmJULeunieUWQeXsNE-p*h2AS9oSkft>S+7*y=YV@<3CkiAdlt|R=71X} zxx+ZX8U6++JDVg1YI338=>vA&SM1~tAWIl10er5UZo(O>%@zktI9ZgeE((z|mW0Vx zc7WU5tmD+ezW`PTOsD~}(L<3|9e)5*wzFXb zsQl+O!~c1E(KCryoeka~0tqxcZDw6LwZtgQqZ}`CXBk-ln z`8`VpH#1!&Yj$|x6OS>jXMh1Ylg!v!!X&W@>fdeN#md zXgL%gERPmHzDpCxSTCq()-y+~_c*hNM*~^*H zHqy%^t(s$MnRdBnSi22O?}<8B0@)^c9M#({zavqOdMV9}yFoKdVGquh=#3vJv}RLsq;4U8 z-n)|-ax0jU`=K>0jQ(G={$Ff!s32*>`6lG>FUFltU0$JaKS_3o>!o;5FK{7cg~xxO zGdB*s^Jr6f#sVI|Q_rwlj6V$a?_&D=#@S~l*jG?eW%`Uk7HLOi0{gEnNxF%M8+?7e z-dTX|hOuJ6FNxe>fydtUjtPhRC!pB?FvdT_d#8^{!}pD>%Z~Sn zCBsAu`RZPPIndhG>VU5c?F!X(8Dj&O?GilM8Dki+CDtTH^ofoGs_>T>k%~?rWE{4N zF|KG#9zLf8uZ>1xjF=~H9TiWFB(-3V=ha(QuB|~ClCf%U{R9`6vTTKkL z<_sSVrCdEn3mV+?^E#9A7u))Czgd4z<-S3}$Mm~F{K+wDn&7Un|s z4GCEW_=-?S{<_vpX?0gADz|h%$(hf98EzsM$Y!u zcFxuo#C?mn8UKZ zcrwAl@ITDGmDX?#C<_b(y$Ixa8Q6KR$8nE_IdxuCzAJQL!tL}`MWz7l?un!JYq>xn$m`g+v}b8bT7ai!o}r>v|j zMK!g!3C;wyK1h*X!&waHtNJ?L8kQ3|Ik_V3%C2p4;0aDC6L{T>^X5CI+{RQ=&)kF~ z$4{Hz)cX4C*2$aH`mQy!wA9tq+CxbgilSCVzkK-u4G-^FTwL7qLBC2jD<>yVDNQgo zAt4a@k*b^S8HACUIUBgRwr0|BK9)(5o1l=&@9?EWufa0b4wop?3SLrtYY>ZmQ~&2! zyB63DLG=jpy6Nx2!enmqM^B$V)s#`Sl>l_o--wl=HrgI9P)z2+_F0gE7#SIXcIO)s zDQs&o{Og<$j(4c@S)T|_NLOlIrc-<10}Txg6%7rk7GD%)I$X7T0x%Dmc7@3UWiiy7 zc@i}!G$O0Mer8+Nw!nNiz43al0Vz6^B^?fhLhavz|5-DU-+A+K{Hym_R@TI~aIyEu zo`%EYN=VHbtnA9Q(RLNg_vx< z+GbAo+-4HJy@1p^Z?%U#WuB@q#ix^rGFfU3XaqFbopBlB=>W+pDVYIRKm^pnNm*Io zC`thdX=&_inP{A)vspVtid}R0HA*i2mB89nl?>occSM?-hv)KhrB~6*r8QXPhz(QtHPne28-#;;IGfCP-;@V;XSX2 zlG(xHQH`M7CpU-5&(_%VTmAH68r#PCg_k{59@iBfC73Bakn&?K()p6_9I~z?`n1UKlCv_sIMXpl!Wu&A= z>YU7*QD-`!jlmQ|%#Kz0NH~<8gM^&W1hWPzYZgD)g=KMSa1LUh*r&i32Cb1pt}vQg z2Or6mBw+sh{X6Xa&gA3Nq|ON}FJ4QEzQQlx64H`RJ(M!0cy)EZwkX%>5w-9XWA1Jx z5Qm_9p2`yq`Wv!DFv(JK4@LgW;U+miFvN)cYnP5j9CkD>0M&pQH&aO2n8NTZ& z$y^O?$78q0Q`vlE=gQVF)R(mqkav6y{9AbfMS1>6BIxj;emBN@Kgdw^AbqP6M6rM~ z@3}i6`RG}#d_f*t<1yz7gIMR!KWu|A2G@serJn`d4E|=!H@NXNL>}1!^O$)11Nt&t z76cxigBGW&xjv^)#KPuwuG`f?BN&KcSkL z1Ka{={3A~hUY(<4nHn;u4Kg%{LNecugM<>q{9f2-M@*}V=#_V9cpQ_PG5n!=SCaHp zm`BIC8PCN6=sXRw*zMmv6RXPP@(5q_BBs7CK0+~4aNo6KEbBp7|5}RO_d3R8M~3=) zU(~3#H%GIdSP#*&c!0DW5C-C$^sf_o#shX|tJ6@|=M9XR2+xyI8SO^*@(E7LcZqLR z`Xq~W>xk906wa{e?jH#GWxSWF{k*&GZMA)HYU9gdFpaKVA!0X~6W6uJ!ymj(T_ie6rT8R-#Q=i&Al}>r3cXMW|`2> zaQv5Qs2gLMd_1NxmusBgjKo4Iu`O!6>;91iAb;kvR&K!%FSO#3*D>9Z&h6@m-?|mo@ z0&sDti1T ztSPI5zv6=a_KnYv`1rb-iwpO6QIro_ZEEIS^Hdg{$KIRUq-10$J34YTd7b0jR;M0V z3?f&f(A5x^tE=^^B$ksm$xQb=r47X8ujPlbdg5qZdq@)D%&YqdR8iRo&G2)q11!{)KfCDO7BZY z(8h4a@GsTup*oukQ6I+FuLUc054Y9>MIr(G7FMy{d#9+!>Z2B~Q*EHxLI9dX*gC#r ziH?blZKJSj6xY-wU0+|n*)wkRsvwFwr@IfdogGlCwYt!5l+U*}9z2p{$MHK650G~N}d+FhEPl`U~ImzU2 zR9u$C=D7LG?i;$agn=e{dirt;^==9nnoi-$Q;MelA<`nI9I0>M#6o$8F5jnNPbwXb zLB0hD&w2pnRU~A*)@rt@RJqr)IUU7+eTHs^RX||B2%lc&+ZC|LeoSYmv2vQ<3Ot$Gs7lq(G74EAZj3w`E&DUd-l8>b|G zds4S$6l@Md`rS(}0+PvLwacLmo2<-sUeNP=ZxBG=-lO&Y%jmlcLQ6|aaxRnm>`f=c z0RaJu8KP;xWL6M}Zqr1)E*H37cY6@NcD*x`vhd+Od{P$B5`cHvRaFTwF^|oL)87N( zlf-3;7aJQ}q*D_m{uO5wh=R!??GAkQ##VqFCJDN{&dtr0l9AyyAEG2CCLWqW4ExU_{}KhzR8*D?jo{Z1Dm`4)PrEXDw2H33+lc{Mu! znAG#^H%DIB)-DIXvoY{PRqG*a>J<+oo^iWht|tzE3UfbN>utQdy|$jOe@c{@mGuP* zy#Bjn0bX*LLEWsUsCti@$B^QQUcNCAY0hxf73owK>QIdTuy1U#KA z?7>yD=qps(aw|wEd;p^HK4{av<_~)`&$urBrK3HxdHV(1O-(scP>F9*UbFEU4;vf% zk^F|h4>t8ilioP9MDQa*LIy@gXv1E8IFJ(2F)@`iQ;s(m4$XJBUTBnV4ZynGQudqq zJhS~Llq7|9sy~q(F{xvRZTL4wE^@L;3@(by6an(FCo{e|&?Lfa%0I%DDqjbh>Aa=G z^2u>I853cN*a-*;3{0&NdHuR?kJ?-PeIk=6nV6WEX7Q)aIC=$lGD!Ic<}ApDEB-MFSCc)SKAPUuSMrm?-+$a>}3JF^zA}ppy#M@Thb0 ziUM0*&U7v`nnr90D2+)RMwr8**SpEa3kB*7Kv}_g>+a6q+uLhSP5(K~ZVEc8YKE@48vrJ)Mkh4??15R)B@-7lv zZcHl`hyV{oFqbyQ6&10(i>4klxIH2R**0IArF(2VtEjA;ZuSuZ#I9Du^&zeP7$?Zt zL_)EfvQC0wu{&X>je!@;%;7Z)p5cgeub~1s%UT32tl@=Hi;+TN~F0YLc$U`Zwy9GHoX@1tM*$h+Yd@ zFEmGfvAw=^6luc*ZE#<$;OjIxni&1<8``@ z2vfL{xI zwY|H2Ll#B37qc2PNojQ6ZmwNnT_+g@kNf$Pwy&?RYO3ZdXK+OY7l2Qnsx#0*`9i)h z@MoZlB+J8Dbt1W4O z)ujiNaKSI54~Z+g>scTf#aE_`cX3hfl46zj@#^|IK6N)~m`r15b0kuYdgUvhnOgN8 z9asXB(y{T+FOC~Q8FdYfwU||=^IWu#Rbg&?dR~8ocHNBveDBGe85+oycSIG;#iMcM zt%rv|{_AMsl$f=VRaa#4pWYuZkpg*-M^xEbeOPN`)>yQI;_A%GDFnQ0Ap_AIaCUgzP+AZJ@FmNX*5CKzq&gJas@s~TXE|y-kWp;nqlkNsk1axdRyf$w1 zB5!Ou8g3PR+q6P-_ZAPfZ@=mA&8xgnh8?^r_0m8JPkODWJ1Knd_!LMqffZg~|citqWFn}*|5RX2nF2~!9bif!qyW*7wpARe=Yqw8kso+-q}YN} z-{H5@U8a-5fHy>Pq_LnSGee_z8&b^p9rHy3tSEBG*)zx)R)h4Kvz7@(jxc@c@t;eJ1Ky7V|fR_BRNx~*A}kMv|GW3 zm@4-*Fx}qp{}~SOIK7kI{ropC!Lm(HX{xGPA@uq?z_xg+?TvUnr zW|?`e39uhWh?q4Sh?Z`?d}oBu``$i_0f# zDUR#t^q-$Hc-Oz7^QP->u)({zs=AY%r-GC>!dck9^R`C< z51PfMaCNC9T#E$obf@{2{Ml5x2$rrW{Al;%=pB0M>HvitPcH(qwRt#gD&s#mpko9F zqrBu(ec9GM1)Z}KQfA^>9{MM&nIxvNJ8b3#UTouiUyua~q^;#VsZQqbE^Va)$WtTm2=m`lf|?HlM6P4zYibmR;N0M(6_jbJpi3V;LcJs#s8D=QQ+UGm;%}wQ zjNKAbOTBmSjxw6l_ccpgdM^`p&|1Goit0+ov=FKqVXz4p>_3?eY2G=8)vbB=x%^X` z=Qxp%gghmn#~qkhp|42VjYOKlz71Mq3P9ufLVu-zlAZ8Vx!tIH_bQ#x`Ok}1SQ4N? z;~z3!vb6~ehuSDkTd|r@LKxT%W;wE*d;iME(Dypp7*Mtm+&at;I%1 zN7=;OG(GWXuRz4?{|sGeK1{7>^YDS3957<+%-?LJ$H+EWcd{Urul0J}Y|;kyzIZon zyB=^N_T_b)d*>Uq>-@T#xjqkcbec`t_2T~YtLN#2E&l3{HH7=#FG^Jiu}yH~ZsQCM zB&_@1hALt@(OZ*o)MCjkQ39fx_1|+}yz<7@SA@1En!@Q3?6Xx7b6R)tSh$ZqI{L1= zqYcSTag4w9{PX>z^Xj#mrnqUS^f_cWV?CUyQL0uVuA zePLgnqr+=hI{XP{B`kIDPxF}UGSLxL;bTrjE*XangmJ&(Zs@&0l^jCa!{>rcYD|2N zo{xMo77D(b-X}bxTkewC6teU;eU<=0FB>9@7LC1@di*06zMDQK`imR+^ELmU3WC0J z^rkHzaoS7<8`hH0(;fTen|114 z3#FLv++WH*PP8)bG)wiRwW5}H=)P~r$}8S;-iWLzD;x>$;V0@Pix*_{lV`^rsMcxZOhicFk=;!Zt0#}fEH|9>~Dcr5O)W8iyL@*d@V zeez1w%nZDuquY!p$~8Xk%5vX&oh-DbQ=?RVj*wS&kUQbIQ`FY?@@iq(Jx_W1HV}FO zdK}BYgtznocSEyp$C|0^G(CQY24S9y(WKtmo!Fix4Qv}fGE~lt#(pju^fTvH#H+@G z^x~oYLhgao8a0tN9oR}-QPO>on0=!FS8ZjJ;m(jKht71*}P*C8e9VJOSMhZX8Ys zm1W!*VfTj$_Qa9Dk)XB2K`1troD(PzV@Sp{9b*wo;?_isa0kH@)Qt1=b z)%aFQw?6v$IO(CHlbU{R<0L%8TQ*Vs`f<7IBb3GAg9j>FGO7-t6RH|Q)76uaoMuEY zAEvBErEYfFP zpJ-D^Ri~hNFU7|O3ucf2DrLdhHZ37tFZB9SIQZse_cr72w11Ver=J~U;1_&Wd23cM z_T|QBYm_xup zoSEgiMKvydufdUb@I`LLJtb}`sMhnHCeZ?KpI?0W#UsGNbV7}D9sYS5n$e4HE|s&$s~Sfdlq z&lsq8^}|#RzfaM6ce)~Hg8UHVD_|jQ;0{qy2?-O%&h>9-z0r%N@b$Ud`*eONJWS|o!sWd!o|o2>hv+Rbe@KbyEj7a$2{KI@gwdt~?E^>%i32B@$ff{6=G|3(UV zr^3u(6iUUytoeR4AYL1n7K-`=^wE%MW~2@bv%RcH6fLr7-2En-SimuB2v9llpUSU$ z7Q_6c_|!b5K2fcw3SwW5-33hNoFL86vzh^zzJyGa7IAV+aA^u!yeO9x;;$D6K=VyA z15>E!ghbo7$yo*KZHdCkP*hF`-WnZw?P~OXo_5ZW#zXp$!p-?X)E?C4weZ^uheg-3 zy;(azG7ehbo+2c;Z0G z|IrdqP9CjXE9@(5;`NwuJByNW%XnaV(vNr+ou)QGJetm#2INzFKvBoOl8zd`CRBHM zz3oXs{eC^w{Gpbt==mGU+?sv4L7`y}kpJ%C=GP1Cml{&Pk zDC+O)*t9SAx1V=MNi>6jNt(t zK$I7wqnxZTQt{Px81A#l#mcTt3`X{>wbHwxMN;q2F2oaffbx#z6FRW?IiA26(C{^M zH;Z!iNk5GvpH8Y&buhqCbbr;?|7by7y^iub_tTWIh)>vyy>N@lr1dLAt2gywQ`#gI zx)v^*301Vq)00}eygJh*dZuyb+X(fh2YY}kw55EPH}O^a;=OCkMDp@}1ZbmxGV=<^ zN2%zSXS*y_fG$C#_)X9YOzwcgx3BEOp(ec3*1|EGcP@knYN%_T*3wAMXRRDd&1PpG zes_F4nQ#LEOK*F?AbQqn?61#|StTVvlJqH^5fDGZ#*5?>0!gjeELr|sMmnI;a5lB@ zDVX>LSR{h;+TRD%l>`CD;r`*B)+%@ex$K*eeao@>j-X0VJ_R)!Xf?$;N?9lgDep8nxrVL(qK29}lJWV<)jk8c$@-mS72)R>LT|7BNA2>`Qhd5?s zXQMF|vBkBE!`68As1Q=6An(kW|7dq9g{QtYIsYF{{yR?bLe9UFx+#Bp>Cu&RK12P1 zX;{;9_a(!sW9`*;ArM?_p?Z@19Ct<=O}zd84D!FnDE8cCWxc%k0llY{cEK1jfGMP; z{Net>kO6{_SHNZ}%O_ZHycaBPIy-(sb%wrYF}iF|ZkMsAQZTIIe*qF_4dafZ%bGOS z3%!^dB*hT&moVhzD85C-w!U04Cek*z<7opsPNqAVO?(FF<5S+0G;|1F&^xmSqmIzMPyw0?I?*IQsMmlsf@ z#CI*Gr@u~JTrO%?`;v6vm}*nWRKMMi_|S(9Adx^-q5s;6ucnLxR6%BT59-J>c4rTC4cauuQ)BmG-SN^e?s*a8oP&qKs`PUkZ#X!zsa*rre z9GF0oe}@p`?JkdI(Ja7N{@o#k$3{ZQp(b-v{EUFW6@1E1nHwe&7paQ%nusbid#iI$x zK72GAHKBleD=Y3>gF71SIQ4O!9Oi={CoYH!2(i=$Saba1T@8Hn+Irvz$@AR(Zmz-Z_ufhTHv zf6o1qu`ruo+AMlV!}}PA+q~KEzcTh~XpB|Vv?RXXpk=gSG+$8mm`^iY{d(Yr#(9S6 zGWv|+J9`SwZnuwAodr0$_Ag9@j;AW`eom;43!oPQavN+HN!ya05qdz#(ig@8>3Ma`E?qV1-x_eis&e$nru-`tOy0YafWH|H` zxVb(TuBoc4-`lIzO|-c)e^(~(;ry24RxX4_6M#qoaVaPboFHuZ?*L$hS}CbA8_m(? zFcJU(2M>XRaFSbkjo;Nu8t|h?Vc>NjYq*uM8gIS?NtR6BgCK!`bR zP_`cQXD9(4?LUnOqpf%2Eo{Ek$e`OXLq`zp#Kc77wO{Ed(~GYex@#hY7Le=`bC~T z_vALet@%*=m_VF6kun?G%F68n=ZE-Jf@&eTz}dsh&x0k0bUpnpW$KLXFUiV4D-i4D z_2p51C>GPK)<7UrODk1Ks1P1t`|7_T3eAucml~2y=EgUtS&wS+-dh1jp;EBvq2Ji- z$FpLC6@p43xhO7iv>#wtx4W1|$mQe8*QxMgbm35|Uso&A0zOieH z?VA9+>_Xi|-aO^#e<2P@I-ess*%gXtq|xNcv12dH_DE=Z)-=`VD!|!PnS6T0EPQ>b z`CDlVFR{cJF6>G43|AQU0<-ivB;EQi+bNR7U*0f`a|74w%qD6mTT2sYXo4&!_Iq3o zUZ%=Y^$+!d1QQVsE-jy_8|;Xi1z#dUR!d?kQP$+5bf&9)Qr2m z=%OEDSbsvG7Yil?l$ASJcPPZL<-S+HbNlMGO8vSQo|xx)(OJ1Gt%gI;bpPlX&Qs&Qpp&6o6GcY!un zvv>ADTaK#N$8(b_WnTjShfXxPM}`jBX9t0zCruuLpdGWjV3H6*Ud#PB!5C4v$oq9OS7fUmjP-Hvz{1FytmZ9pxRLMFQ{Nr=p0`-9Gfdjgyfc6Q$W|H*%B2yNHobMbxWHXrrSXq0 zr3oP7G+DgE6a}xf923a6+6Lmd%?C?$axD$rVH+MdGVsIl4+lRPiKuOgZK;BI2Ydqi zzBW))yD1I4JkDDL9dz^)IvmMbWS{j^iRTzxgFuCMo?<*7x+$t<&Z)$=pPqxtR)*b- zEUlhbyY)9GB`7ecYw2|Ki7mQJ4zFijryGsZ@l73)SW^L%k!9o{U-e5deBm!|x$7Rj zKXeXj4huLsfVJrM&Vw1{guQm(6qr8|sSi?heH~X}HWTmVOkb}BqV3vLJ^ z^5p*k8LY~8j;0lU74dV5{B?@O{)EVv5jLZX&My0k)IG6XNM8(b^BLw<jxVZ(cWG%O31Ck$$l>~7xPEXgA6oLwq^nX!lj#;{HfPwDBo)0&$gkH>;W`b)bP z7c*i;RN94Hz>Vts(_e8pt$Pf!B(Or09k|=-L5T`_ZoT(Q8cgnix?dMwxav{2sRC;} z&o9GR3~CxNazK*{!|&Gx#RZ*WFCzjDiO8`&$n{dj`Ju8SIRm9#=>YW!f;$c$Xk746 zmv7FoX7=t|t%~iJ9Nt+jCdNojj2^s0KJ+tCAXex9FmbW3FkG8%J`+ytr3%j(>F%DH z*|D@@v@Dr)-m!)c7gz5-t53eKYa3BlczgQN@E7L>;vwvk{K5b-P;*+E2x`Gl`!rJ{ zfZkMBD;`_OOd+OiZrkBEEKQreH&tE=^r;Dk<-8n6w zrIn-_=)LM1hxVXa&8PBYn{EF!Hci$HW0D%BIH*HyJlClZvv4M@tOT{++VueB$$Mbv z0brIZ$N^x=e;Z%N{&mC-v5G}Jja4($qHv4Gd?dgT#V}%Z=1Yb26fdo-CXVDB9ptGs z&9oyV(sn9QPH+0AUwOXs8IJEc7?lGYi2PUBahHVOnPB^Za_RK7OVti`lUc}NJtxq( zsut-1LBCrA3*ekUtE`7fCRwZlIF2101m20^rEE1K}wYeG?>%6|kL0=vgz?|hyB-u9T{+Kq44ZqP@D!AIu4sfJx-QGpkZiM@b zx8^xj2{rn97)Rd@bo51X=KGHkQrd0)`_2q}XFk_p)vx5-@PZ61UnMe^i469~Pah)) z4x9`z?8}mQl_A4Ci+GLZ5llE7UG7&dvrdCJn=iqbfkwlJn97VlKF144$ zA~~yJL+Ra>h#x5bw$_id5$Rv{uKTPdDu}*g18J`xWYp z^*4Zu?furLN2LbT@N7P$J0P**_y-MkJtq6)xxG~cZt0CVg2(HrSIIPaJOelbv+ga` z!EesIX$#Nv)*&&(9nMBr&pYdm=XVwnhg0j}(k7xDI8fqP;w8>jnpCY8=Lh%DZQ$wr v=#>8b6ktg}OZk5?>;KVf{-1%pJB)lm^9Nl4?H_;!dyt&8l2nO=;g|mdJ{XI2 diff --git a/_images/10-BayesianStatistics_7_1.png b/_images/10-BayesianStatistics_7_1.png deleted file mode 100644 index 1bdd9014cc9b7ece62078fcdc25e8299e0aaade0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12668 zcmZv@2RPO7`#ye96d{CDRv~*Ud&RL=_RPqt>|<|AA+m*tGLpS#R^-sJLN>=dHpkxM z|2lm>|L^y@zSqxnHO@Kj^M1d^^W69S+|NtIQw>F8!h3`e2!vQ!38oE!;P`_7AK$|_K>zgi0Ms5%Y5jpk`&fs+5Ie1gVUEa`L$Jy51%Mxw_ zakO-Iad38bc=`Okrw!cgrL&VDj{uJV*Zmjn?k-}yy#M<-k2Bnk_aj481O##)q6~YY z>z%$i?c=X2KeD|uv&v;n8X9{0#)Bs^GB+Y|a6DQ+;Jh>Fz#*U>(X#%lNZ08|pSYtn zqv%gZse4EMC!M>(Q(aStm(d$bGHX`ZYs{fCUAW_G7ugAFN@6()Q(GEdnV9AFu>InK z$z|Eo9PL`CB&gL>6?XIwhYS)K_S{7KmstiX>igjK3y%gka}#6iKU#rTGdkMZvikZ|c^aR0-Pz2znVCa>{er!I{W{$#8$1_HWn^Ro zQ&5OcPmc=s7Nae-j(Wh#8dg-qrLC=N7IVNFLcHvq^2tOXGn6#j27(uyXj&V8H9vR zY;jI0@wMmX#11Ct>c{V8qZ)_1+$J?u_ZdgAPnxeDHN)Ewf{CI zB*~JIZy)_;)^X>RXz9RaGM7=?kfwBRg-tgbC+9+WC%sk2d&p)q#poEmo&SkzKl-TEavV;{(+@LSq!{p_6b~+g<9Vdl& z8n%Ts6Q?~UN%!I03vdAzW2MQXYp4A1+8>o`UAOl5I)y=7$TZ(eSc?X zp>uCFFH`8`6hu<(@nVAJjaz@6g>6O?Gio{A*ZxK{`5jfbEo%%84)P&fIw%dwT;^o+ z`UkS)BMVCLaB&OXIo)f6F2u8c7gGS+v-mr~|Kea&;$$%)gG4^xSj=;yYrZ2gmCq8_ zq}Iu1wl(B@yPb3c)kG8A)+Xz@H8noFr=X}fRG`P%e6}SHLHX~gzq@r;dwJ(0w+T5N zUGLFM5NYeAbBp8e1CT*ZamjWJG1Y4{2JD5O{kG~GFAgW8=)^xZHcFWJZ9Xpfu_dOh zqjOip<^E)?v-4jc^Pmflt)?S0@aA}(tJSbb(6dfzF2h#G+G)g>CvR>L6IU-z{DNBj zjwnj}_|evVfoz7HhDKFGgQUE?+}h60PmC6gBYkx)IQ_%x$Q>&6bD$+R+<^~~BU(@@ z>5Hbaw6q*^5Q?UkEGVSrK-+?ZHrbeI$uuwzpe&P4`kn}90K4ZnQR}Sf?*2$rR1~ZU zdrMY?S^d<{Hw5)-1%)?m-kdw$S=h(S%nUtXM;m}mNEU}L-cU{E8O~_brpI1uivElI z{+-RK`NTHEZ%dR^F()x-09I;RA~2w+ps?FcD!tt+JmW3GnA_)sh`L*3Sl%{dX^6<dc^^<;A>e~?Bb#|z0V>UPs0l1 z|I5Lgf`c`K5>w@w=781VLTa6FYIFOmLy+o;M|OStD+G`qANc)nVAfm^gMu(>0#1 z6`Fd_y;VyUcuQ^OjT0Oj8(Z+$R_bg+u(kQ?Nse-YVLklevmc%|ZJ{?CkLM$&JVu}W z8$i@REdhzH-)BA7BAy`pg3`j5!Mrf*H{oim6(lyUB4%A<;l0S3uD&sI=P;;b6! z+wN>gO%DKbuTJJ@oEytIw60b)g9`M#z&LVpa{g4?8?-j3Z`aNQn&@qPS9e=fOGXZS zN+qH0B8yWkV?B*5plkjEb$be%fON}S|KMMm{N(t7pI3)}G2!FKk#nk9tq+Gig8kdm zUNhz1JI}%Dc7ddpq>JBu#OjMG(RRB#iyWPso2yM;@jPV}?QrxQfl5z~X~DTD`4$`d)Rm%QIK(+FL-k z6ZC#^Vq%k%6?Jv*Ku%6hOaV+a?jUIBqg74{x2AvWovxQAeENhex9U9ZHow%in~sgW zO$E|&tlSD42102cUJiY$=Qp_S(@$~HO|2}#DQGK6$~C}C8BJ> z*VD+3BKW9FOLPszkMLiL=hW)eH#4J;i;D}sFqrmOAK~}jwjfo^Jx}Vjwc47hx1;Uu z>5*9QK-(TdlAn3r1wYk&I+f~fOMj~fta=12j6PVo6$S)QxFo#s^b0|$M``)g19ZvC z&c-?O{@#~sfNXLPOoP{Jd=?w1ahxm|1(~xvY94f80YjQUWM$nO(!3P*EyAX_IHu7J zu?`q`q|_Yq^+n>YG{}s}1I&!MSE@GhgS(a>S{sc*eC>&3O&hK5~TaZL6} znx7s;C?~ME?yqP8M08Ua2RpR+_iV)U+c6-!rQBq*g6cavp*JZEE39tpwN${VE?uG8zP!9V*t3)JPu+J) zP3s5ew0~)7X@!P{x(ulcgM^+hz)Y?I@*OR66kduKmR5@Hh4<#nLGr9-ipJ(&kTNV}?K;NUS(WZkLsnRetP5AjGEM zl;$r9ba>pnb;}xLbCGF%ynH0p&iP)y!NFh7q~zqG3L8}+r>T`~+CCmDQ%M#Bu7Dyy zZrY{IryQTfy`-#sZ2*3O$h-*@)4qi@(tH@KBUlTsx;w6cfl>hYEEc=sdOkfa73UMHTWLa$1;XzD*;T$6V1%H64y@!!a=4C-PZ9>Ho(xGpz`+OZY$`a_ z$?TWw=2vSj?DGk%ngXx>vSFEA!1_kN#NI8)0^-BMZ`RBl=b7e>@yalOplN_)lTb~5 zSXH+(7sfC`(_Yyx)s2lAb#*i#MC-$iah@jId}jhmO(j)T!3M3j&UGLjQziWl@2b+@ zxpOBrKECY@sZZhB;pnNZ$_X`gLIoHeJ$636*x6Z&&mP%R8p-VX$m^$vo2o!Y+tZN} z6A%0B2X;Xh_KT>|hF0$;vGII5Idi$R?QLk7!s07UK~63Uqz6`hThAyVpl~=G=!2I} z#lhW~5Fcn1W9TI%=-$Dz0j5+`RCM+A9sZBZ|Ak*YU?hypJ>6ezpZ)p9XYMVv1l@aW zDRsMPwir?OmD>PmNV-2+vC6TV=Kyp{%r+8+Feya2)O`mc=1o(}JFAsc_d_(MKtWUGb|{wCa^g`>}qgRwjBa*N(iAPY-)K?&)pDc}+DO6Sb z|8ssdpT8X7n5RekDl&E`HZ*=8v#(-zkLY=T35@4w#tO#yg^5*9HzMVcm71}sX*z{v z{u0n?;`bVWYD+v55nN{>T6wzZ!RS(E`;biex*3iF)CzuYQ2*px2p$2vU-HPJa(GKq zck4l+4p$Of(vJMX_e*4W4x|NlA$Yye;C39d1wS7OT3PwPF$r^z|M@lSJ{o?L^v#{h zL&2Q?OPC=Li)Mb?!f>@hwoIZPh%p|oZci#tG4!45*ogdS)~D3huW=oOO!P2K4JFTh z2n3wEPt-WBhjbxW-|%OpT&Rdkg!Wo~oBaYg|Nxgp6!#fcUhXzF=t4MuA7uUV_$Lw}lmeN(L39X&Y1yI|5-V91>cQ z*3y>CH3W!jO)zTJbTJRYFMX>?5GKXw#c1&@7Xu}g6K;@f4>_DGGKv)$sHnaPTY(Vz z_ZG$RxbHsr8k`jSGAk>~dnwfp`sl^e&mJJy(ez?X+VwD?fW4+YMvc}(-@OA>Es_|U z2VMRBc2}1d%&e@VqW*#&Yr504rtHFh06~!3kCvbt_xh{=cY2K66>@-%n)wyefN4pC z+~S$*=^c{`Bl$|x!-mGDsH%uy6TB~7^cJm1>{4BKs&+FB$by@8c?KVolC-q7=S#{G zcU7?$>N>H(Yhb0Slwe@k*SF}z5&^lUuB@zxt*`LtsMLpPl{%kEs%f;j}F5kYdd0e}M|sd*Op{S8s1|r3M@>@cZ}g zEg}_m>0Ce=jWLp$|4dNEe8O&wT6wdV+;ZUf*33VZG@u17A{{?lc%KyoM*#Qa( z4sfw@1e7^LM(L+)AOb!D(9WpV0LBMHz&=^FVvMH_ zpaoVt@+J|Hkytc7?<2%Mo&uycq6lh*B0rW6va;)czZ^jI=j+5eZ1zi~vqhAs;m#46#m&R7_t6XKsUCRS<93-q=gz$gPuw-{ zV?I5Qp(ax%i?gtxE&H3A5UErb4$}`LzJ(X~%ApL2oi)D2?&9yB&*G!RWbEjcwWhoF z{|}_#WONL1zfZ_U9rq)cUWTg-2IH7nr?cv@E2+OToGvn%O-e*Glvb`%pQ2+w4Ym4+ z)BTDz&17@EeJsrV6%x-^_@N9sKt)9b_#ti_17ZKkf)1c{ZA8<05xeN_&ker|08*K1 zQZ!YV%E&-KRMzWw051F&;ppAn-D5z*z`?j35fQDhe`y71{Mxl^b?gElTzFo66o%y{UV(JyG7!D90J7$>{m3>jP3py%bI(7q_}bJXdz(Ki z?-NmR&Gw07+&w^|KL%+GPm=VtqfZ&cPACI=*}GfQKzSn%K-zXcga3Y5WL*8e4=kC9 z@S{hGgM->&W>dFQwJ(*iqgPYA1>7figCc1IOOtj92y`Q-y`^3*!?NJ{`FY=U6i5_M zTD{%gb`ges`v*r{M?l5!*&y#k?ySkJh8W|F+$k@bP zdyx5P;C6w@3`ecd@!8aOG6bcAY9?N19edS1CYtds3^UU_FY9Z!J=+U+dz*s z@G<6|r~O+~mQ$lj+nuc+nE!n*D~mC2B&+n!-Mjf%gnfYB3*yZIdoZl(ecPgnDNtLb z8!vy;wzkeG@yJdj0@!0z;y79J>(?)lXXgK)N+-e$_AauEglwFfkyL~Y!@^i7zgQJM zH56NetWB2+_!M-$z)Z__?GDD`-v03PW(XHmyNEJ*lpS8z;O86{uoisMh= zoL7=LCXxQ`?p}yfq_?~{JjLzgJL55!T(D^FdVH$-J?h z_CFXlI0wc?Zc$N>o+UeaG+lXrGX!tg%ubKiO+jaZgIBly$X?EN`W)17KrTlD1~zz` zn`rLFG9W%7nRO{Se{W15_U*k=LwJszot?Ok@9@+kmVxy)TY$`h5mNt^4S#;`iBFF} z_bT{VdZ7ta)YQw1t9ot#5%ZTiQ+@W=LwFeDanA{(@JhUP&(&WRHvR#M5KN7UnfceM z5C{r*u`fjv|2JKj6M+-~Ztw{rrI=BmILp5zyz2U32-_D^*cPrY)M}Tu+GDtbt-o^I zK`&y`DCxi>%8Y&VwpBWvlUHU{)uaFT(z;AJd3jiQk1Yj(kNx?Tj+q(BSdbE1?mb1A z5Y%drHffbr)#w#S4T*!lI>c+ACmn>;cU9_R0~-=^@3{#INlRy%IMu(Uz|>=1U-E-SrIrldswzd<2BJxNfEOeyem!gp+}=(azJ%{00gd;(Kn?WI+63 zxtI~mG57K)=&JVB@wW%=`Ok@L9D|c$TDOv(@@Ffb2v2*%j7s@~UT>=%!5!<(uh z;YlH!EB|w*>9Uv1x8Gv9_oK`=I*&;Y>+~6M2n#3c7aKpWn+7afw_ftY^mbfKw@MhP z)7zY%e6Kz((4S$p-fmqHe3Z7vpgCK>mSewD`{b-cf1=D154eUNPhe6Ti_T@+V&N*m z(oK3t(8gYTgZ{U5PTLrE7l%y01zmd3gfK!thgRsD`Wjw_@-n>5GOcqW3$2y%o2DY; z+oEIReTx>HqR4zDgoVL7R8)h&p3S2cEYzR~z`LlS6hOTuataZe{%lW?fcwTNEHk;S z)OT+(bESyJCKZ6)y&vL+*4E6}jmgOg{qp60B-7rLZaW#JN2ces@2Y9sX^Q;rHv8W~ z@Or8{6pRnhH@%{oUszDq&?qsMee$_uE2+%y?FEayAs!|y6!x>jt34wr_N2*vUZ*!2 z07@$G4NB^l?g3?rnynF@@fSQh++^b5KwghKiQN_Ob8fa#gu1vb^bK6GgsXvlpJ1rc zmcsH)4`2&y9ScSVDyL@qb@Jm)*1B_s+hbX-%Qpz$J~;Xr^0>^tzIrF$7K`v|PEI^B z*|yWx*4BKWaZuwh{@lZ`xgBbFP;{|6N}rwPS<<}lfP+k5+8Ip52#8y*p+uNDux$X* zfubvR*zzR02Q&MJ<*X<5+g2Cl?Q0i#t zOJ9;;&NcRw)xK}knep1S_6DDkbj`;mAgFC*<>Xe!EA6uNzy5`p$1q8^m+)G&a^Jr5 zyjQf{>gzIt<&dmMl3lN;UL}@|mcEA31EkK@a(p~6YIU%88%lU_<*?~PFm{&QZS| zqg5iQxW^hiIDwH(KJq<3DG3-h?Q*1&)|N0Si!;U8 zE1G@hMV+#~8xA=63l^PuPhI|cV6r6?z}mrld_+M7?)=wyKM4dw-$=0ucNCJK$nU!G zL%HSdXJ=9u2sxh!RN{e_#zSASyF85IFzecIiCF+}i{tNidl?5yjg7vAJCMbFV2pRN z*)BNg>h5lb4&~4{@#vYh&t+O%aVVX+4Kc(PXr^t&jxh+J{-#w(eMe#F$!)cDJ8)D%qtRvhT8)X+1E!4Jp6 zUMI%{jrY+gzvc^c4ze14#8B!!a`cY!$J1 z`9VxIxhnT0SP>34s9ar$F3 zm=Ml-ux1p0rjb8!!Cev04d~CGKS7-*bV>_K7+_0vwm5e!ZG=pB&z=9iz4CP?+Si<* z=Kk1rgB{A;i04nL3L?d3EWzgh>o7Y8PtsOR674%Zk3teHE-e9wEmYvvGR;3F{OCAQ zRnGAUQ*lXIcD?N+L4sP&+kQogP>A<+H$#n+ku{qC)Vinw2Ko+l^Y1x7xkn!#dqb|K zZPwhStQ)UOmb_*o?bp~6CVLOJJnPK(AZH{ClI2&^5vn`QS!fgAOhttdlA4-I1zUV8 z#2q^1bJ!~{!EJM+YU2it*`7Ny68F=JUgbc!mEt>622{=gyiwmLHNY*-^I}8LT%y;u zawf6&yf1J@#s@2*$w7e6g5I6|ps1{@>@jG1-W7%C$ZPq;WhToyv6#9i2P~<&{aMD3 zg&b=+BYm-E7P+|B*5coMosa2-jg3?Bd)~xWvu8%P-ALSN(5o*lnK*D7K2-5WJT+Ze zeW6PM1i3o4FBL(-%5@iB4`>ls(uLQ-69Q)1zJB04ZfT{OU47B_Xj}hGeViNPBSt=a z4NM_{PCAhG#YDSy62QRmTIcGfj872A?LO>T0EUMTAF4|wj~-hJh1Qn$n>#zj<3E|y zH54>R<~@9l{j$-Hu0w8O;vHmnx2Vgk%tcbb&pGbHhotx#_8EJ_@)on^_s{Ic&Z_gW zwLSo>eQf07!UtT+O6#s%_dH6-sA z{vCH;`4du$3Jimo4B15<>t#uo^bwc0{luVz7XMw;cEQKnh#KFoqf+5nsP z)5cfQpyz)UILEiU%ULox`T67Wb@B#tRjG*>?GaHSl%$iLO9UumXO9@wv&w*rw8y;O zU@dN7r*po)esifWAc8o?^mmG#)I!sNI*keGty_!03xD1f`+!P*Ol{Mcq~#nUxAlgK zEF=0`VBF51W#2R1?u9`3)vqwH3mV+%HOMCj=zTE~1y3|L`2P z6j&J+ph$Et00mk;1BC{>L`;shLM=p!HEp@1K2GfOh!^8OoBiPklLoHW$)JG0ms?kr z-YGq;u`EOeOY;YU^X9EGR}7~A;U5+*)7qAS<*l)Drk0CCnzwJIjvv_u3i(UXP2~Ob z8TA(X^zO&8^X=OXE&PRz?*Q+yVTvx^f~TiQRfw;Tl;j3oT|%lN2rb8acFs93AbBdt zdmc`iW*xgjew%(3W(SP{b9~MecS)($-u7ZvNp#JA5w#2@<|QT5EM3JaUoGmJPKmw) z9d);MVqx8+8J8!Da3a;?jlA{`VlDj|bK#BCHdLiSFQ{OLEr>=p^K1-nw@8B^=0TZ!L`pTbE_OOxi zDwr;_wXF00gW;h8!*(i&L2t;Q&i0PE$Bn#HpbYL=@5C70Nlp?h2_gsWW30sT-kvo+ zc;5ErM6UE2>T1V8mRa z*Gn^ep0tTP(x!`(#jL_?Y`>Ulaz>Nd>pBUz%Sg8%Y7Qg_Np#|(dc>F3_X z=6bjJ>3vhd{^sZ((h<_6EP)O!Tcej2=I2F?u9}LR*fUagHc^(R@tGn%1&Mj3n{rQs zFHDxsFfGfVh8MU!cOl(d zA%_8TyoH;E5~uSY4D6V5+PG(A`|W4DJ1s6Tmdndx7lZBTD*KEArZCU&E+;ad)+hDh zU6qvRH2Iv&N=LmtJu@e7w_aZVngc#B(sg9LBNNUTsIWk5Y6%z_h^0keZqg5H8kspC zr|MrYU7hslU!^XkQKr`vZlZiA7yOo{NwA z5oV4u4qnpq4)e;Q9-OJKQWLbF8f;z#A~%2i-AmAi;Rb(hrIev6qp$0ORu&t7j%y9V zVG1D%9!I1QrN3NPGB*CCtf}d|FQ1PPM8tX(Bx(vV%qL-vDujOomMRk4nDR^r`4p`iId z3&LU<6b|!)s=U}1Brx9$U8;wncpcYWPIE3a=d`-6dZo59evnqw${mu3_;i^`XK|;C zw>5WUluBGf6WTo79(sOkSrhQmHaJBi_R(1LL(6ryFE)y26@*`lH|$rA*PZ3mnHg!K z_+LgN(^K~zL&hAV#!Xx+3M8anGCO4Y8?3yLo@+SLCqwjN#AqaHDakhh`rF(>b?Dn%c)6uuK{bq;a zkp{ZQdYlpQAu^6&U+f)jU{E8(K4d(BuV@O7&~9>9BND|3%`q5lAi|G<^IL!+KWJnyK<0i5`Bo9nnFrOBMz|f#a|tm>T!&se zyV+24bE(6gg6vjpV_L`7#+4f8&aI0Hg1xrk;v2vy-PxoiNf&Xu@#;k|+dhu#)tKJ(-J`HQIZTl-rB9e;sjV&2PYeVIU`Oa|5CJj@OOqgeXJ*773mOJ}f0oOmy>|a+ z3xZ@6^sQOH4>84IQc_(LJ%Y*I8V+}VozsZpZr64gIf#0%MeXu98uKkrkU-AS(|8-d zrQFD6F^69zL>nX_2{Wf}&10^XL)w-RnVp!-iKpwnpODys>wB}8A=ROoUx3Gi_&61W zER|60IykuiXDpgf$r6iAbZH!MrTE-cUIu;7w5OyZqF30+#Sv#^$;}=qrJ*gmd4lTD zq7$K_x;Y@q{P1revXV_8!phQ8$z4eKW_4!~5u+HKiz~GC<5%$MB{2tYBU9*g3i6@X zIiVA&Ti)IR@=tI=e_e}Dbg|Xc54N&AbVhEE2*s24o%0gkB>c`1^U6^PDeaaWx$@^e zynSP4zkCOsuH%WDcH<|Gkny$g7Yr2dszj-SUozpQ(vQEE-d8Q6%&xrl;(FDi*r0~Q z1^I`InH*oMrkkk{6&U(RJ|9G7sW|bzHf8Q<%^shy=p^rV=xr1 zozZ@0i6Z<0j{=|BT`5PkF@UJ`g0BB-l|q)L!%Q^K4jI&HY_$B)c0ze`a`2(l>-eFN z4X>xD@&J>*h?rSj@4H6P$jRylqEfHVzq}w3<s&PSgROWq+V}N8Sc_1W+wcJ|1LxpS{0ey`s8HjGv=#@E>zL& zBYAxFYlx1@7xo9OiHwPr+`bV0uRKnQ}@`ArFe**axsc;2h1% zOtb+kxQ!Dam!sFj# znpF5*$@I`Wj)XUET=bK^j{lB8H=lxTmmt+~6aUh;_oE9TIEa+10{vx*Sy!u`Bg#?( z+#{UNYxe8dUTm&z`y-E)|2CJOx}9g2i2c;4(gVkYW&6}p4N2X};_i^$#7E$$+W$2o zRQsM1Ab4BEGD>vO+9Wqon@86<29&`ZjJ0@~csQ;8Rz3P;srp({)Q0Z@5WP-cZm0Oy z)bP}kgG)(<#T76&!GX_2ZDO|?e%}BA{r`Ka8BjSm?mWunjCijk^k-~1=6Ogq)w>1a z{Z9dzEzfvY9t-O#TB)UHzqU;JkC^f9|pz8F6W&Nid7! z+uPhfQ$oG}iF?5fd*C^@Z!r?|k`lFtL3IKix11Ew%$}Cy$H`i9^6tI;G#6tbET@)r zzACV>gj(;nvpEAAPmh3JEBaOUuVYvUo7PNTj*O6ycxIZ&v8b?X}Au7rY z23v~kA|pG=kA|=BCG#T+flS%*COw=kd>x`L6LZf)0XOscjE}?pvXLRzA9J4w@QOK_ z>E}pCO^Z>E)(b?6fS+Cex~N-kNb5C~C<=G(iZ^S{Q4%c|D_u+hu?D9gSNEi?- zKlr%J>#Vk~K3+6sBI+T@7*E)U8^woMtYa5408<>bwk|HI0HEEI)#o#wtD}2(Q-HHJ)I(xmNlb4^^BD*-bniNT8=%x;}jA(~;E` zF+N!YLErVmhQ}&L6%s){&tg!IEGyy8=*7qV{|;8{yQqGkEPZu7_4EyNKgMI~zAMs=Ml3_BVFQt0U4e^qid0UFXMHIXF2rxPh*&NC6NM;gX^Q zoHzq15EZ36hZtv_{lMdral?1I{nzLbPTcjOxBl}FFc;kB_N$ozWPLX~`*Il*74?;w zvfHzSW;W18m@xwp5u6#|;EX1~u~7#3|L|>DYN;t=EdSc$$h^|x2U+%K6YcL{W%fw+ zwiE2zo=Lj8FwK?+I1i_5p}i(g1=X3sN!9al)k=%BfDTst)J#)EplrNq^V*EYjlGqt z(9Z$$Si~i$CxN}yFF~f8v9;Mi=*PR%2Q(K)Wq;g<`ei6h?tD*v`V+r&Dn*VTDy)4K ziN=ZF(^E@HneCGn`h|je#81UO`T9K;Z3v5w(lvx>{^#h$?};Hx-ih|)0->u{Sp{$t z1bD*Bm-Np+-5rAiN)fK%!K6S!J*ue~i$w{jCCsQf{=vl7L3q6Kk|q5_W7Y(;$Dw1Qou10cWU{5o{ODpcCfBN*^01?%H++%{4gH7z8AYWQ}YlV>XPRdvI|w#k6J4kHN92;p`y% zVsneWm{7i_?XoTV&13OVZm$xtS1R2eo2U-71!-6^Yv*#9Get!^Dh0UmJ)U^yd22Xj zxe)anf}=saWQzq{q|kA|j~GZi4Gg$%O2atKE8UO-ssqOWf>|yR8znWUIJ){lrxx=8 zeuR|`3m(%mcz49mtvk>m%nDKrH6bQ=^*mJiGU9mR0kkF=`S$;N(udo_J89+528}nxH=qxVFp}h`!;Zc zQota-L|I|kVpt!hc@yH?I|@=kuyI*vsdiKIww4xz4S=v2WeRK0Y&PB}3_It$b@K6% zuNk^H6n#@qdmk@S#cXgN?@#Y(?s?+u2iwhW>PJNjUg=Dn<71Bz9sU@mWPC>(rg^`& zjVB1_*YW?%S+&Z8{&l8&$pS1w8KQOid4?~jZa?Epx7~;GPjb#%ga@+%Lt5pqSl zdsEk&PtjrFmBXc;as0dtcW>@6yhOkK_=scrTovKXSXdF3NaIbMxnRINzC8s^y!U2W zvXiT~Q1#ji6Z#iKo}mkm#pW+KEv4C1-Wr|maj1tH5+0W*RlvyYOK|TmE~gN7l7b6m zejoEN?*b2qG_H)kCv)<1@-^Od!QyS{9FKwatc%0GZa+9bGpIg1udh+^?bdWCTOM)w zdDWH)%-g`*_@Lyzt4Edl zUj@EBu34etRPeNC+n{l_am7d!{E}I0S15(M)<@%XDvV@wDE{c20Sk0radOI7EC&>v z18?&OT{m{mue=wnS0@Rf<(m^FWSdWqCU&f=d%J!;+~eJ{dXi}FYzE>l-xhpaygE$? z-FK|p5qi7_TXyL)(P%xo>PEFGdW}HGEx3<3OG6RGyeO_{KrFN|z>}DC?s3EU*Du-( zHhk5Do9UbUL&^`G+YUZHOXG%c{ZDSVdQ%4ZhZu4i`8RG8i`qkpo z_#+~}k-<9c+#NIUDd*D%!@06{yR=62q*DG|%O$l%#euP|!j}`67VMM7e~L>w_)FlCCFUsnzY#O zCj|uFba!_fzVOWz*tgJmKvNsq(RSJ+HbZi}FT^?M^_vn{4W79HH zi!};$D3sn&w~U^&QaF_r64}ZLD4TveO{w9zuJ5&rm`G!meXu&-%*6HDU_&`VW1Y-2 zr(0^zB~;{UhIQ@47|k>0vQab5BCDPlY+pf^p=8Md)^_o-%>3QMNflD%-L?Z%9=5n{ zC?^7}j zha^t&zUs$U;B1JNng~-^&B6zVy!=+pr#iJ@SAw4xNl>PEs zul1hb6uD>krF6Mx;V&Hh+(OGvf770E^R*vy&UT<(xdn`1BTUp{AmG#Y@-<;S*QD`U zH1g2hk|sLZAJFQL)?0rs$ zhtw|4<6&oLDvS1}qb^UEKJbWg_poOLoJZ7m3W7PuIYrXl&Z)p5?vEIH2dXm7;2 z4O@sfb0=MV1{+lnG%%Bgz?kOhg2;2Jj^2DWky5ANikc}!e5}iJ@EY!XqmtC zlQ!QJ$^UZ%1y*}=K^H;7^X1=dn1IS<32|Ba%CGHX2_q3lu_sc8R9{E5wyuK~c;plzrGQs}4{APTZlMov5{3>OON zUN(G&WUVLN=VK~r{UTLc*ch>Bo7LF=v#~8trZl%CDNtfX3oQGLBxUzGyA+(>Ux+F1 ztyC@j{eDWx-E@EZbzF`)CAw@Ti@Lf{ZL(}9Ablj2=mdneYcLz02@VVid#T;*%h2T0bz94Gzp$~>NYaIFplpEMJ96V&OHa4-k>FfUscc#C!^k7#R`UZr z9hH``b%h1Cvwc>Ub3z^wQj2vk>hDyA3|R+@&j>dDO<4Yc_WWPxOchA{o@s=R8FlR7 z0Ow}u0BJjZgYR-x_`(lw#bU?t@kK+M zrm4s_H>jXlVSTcQ`}7CdFO@uW8?D%EaVecN?Mmbu8X6ce?oCSXHy#5k!c_qa2Sur) zI;&@Z#@&H4(UyIE!lVnE{_}*kg{o5K5a%kD()UdVyBf=-q62ftW{7!P%-D*m(E}cA ztgWKq4=c-(a`T;>Va0oG4H)k%#X09mN}H>%Rcl7T-CYw64PgSop={Nj`(OyD(@;^E z3oj;nmH(E}cf+(S!Ekrm=JDyFWIHT{jSfrj6(WyZ8(0*o(|E$^*JWb^SE8O+ntL-4n|Hz0fQ~S(ta&gxQrdU zbe(R}zS~k$p<{soF}$p5X4s~yR;;sgIi#v4+C{naWdg65nekp17?CivN5|hjk*UV*&`1>i!4ci+#1qk!L$jq;HybOPr{M`iU9?}~kS zKdf70GWGREh*P5sLa@?M-VamOn8ZBMXXocm_ixI0skky-lT`ezW6?J&x$M(lw%Yr{ zwA~1I4Dga?%-(&m^naD8)@JRr zdQb+ulZ$4Oqgom|ZSs#oIE7&vU@jvsi}T6M>RxSId6bYF`)nGtluE}`-`;i}w5aS7 zbb;KB3)h{Vaxg`6iPptTN>aLM7}#p>5QEJ0LN2w*zAxm?)abkfFaaj0=Oh@JKD+uz z)zemjw*@Y%`;qZqf2twb0&Q8~Qne>T?OV=3f}hxjU1W8Q_l`?g;5PBDuaSGCjX;rRDnv<5Ku1? zjAX4l_vOM$I^LthNA&zcIzAuNU*VSsJP(g2mZ&R~@07`&?f610@w<}Q8Gx3}d{Wk? z@<{n6&JUsoTD|jfsoK0-g`RnzwMWsLhlAfutD&>|rDfG9D0R)EZYi0Iw^n{WZCWV})j;gLD!fMe#j7NMlC{B?;ew3y~O7T*Z956!5u ze$3zpK|Sh+PNsC}PCgJa`T0On{cG{-64QTHoVB#SqVLCluYnu1NQHAKvj5OIvR?W* z+fwrf!SM9#U(-#l`hkHE)^1;GsMSe;U=e#1Jm{HxWXP815S$QLljksrdD`99fAIr zz*S;gU4+u-{Q1!u`a|ajrY76{$1odxlP*NyO-ue*)+$G01s4E$Wu;QZwIqr=o8{nZ zG6`}&A^!S6|!E^^@DRWtcx4VU5RLki()6;XtFNP>J?;I{$!VE+bff$-ied5z)ZoqJJY9m>`JC1d`#MEWk+qts?XN^Opa${o!6rs1oK{DHQ9BOQ5vf1@jLtWBq= z(Q&FW$fd{Ke19a{^YFi^x6C5JDwI(~Ag&>6lF~G6L6@*>7#FNW3EcI3ei~6BwtYIG z{@YTh8fDnv0I_}O_rk+Zc%oL;WNcX7t5HcbH;7SXA_EE@w9~E_buAYE4M zXqKr&vz4@biJ%9|#v(RDg|T&@lh&J=qOmqCz1i;0j&0U*bKUa*8gTFY3EAkce3a8) zc2vh_>(4r01(MTzV7Gk%o61k`eH5#)I#OtuGBne%u#MR;t9sn7@oTh@`J(2k6o}tD zJl(a(*=k_V?8t*PD$`0Yg5H0Ko%#Xcl7PUX!Qe!laiY+6%jDsZtML*0e{7}rOCrI9$&ELWz6J-OtBop%@xcvJtU=S; z=QCTLJeG28A$&M{NQ^aqmOhmGCi2i3bF{u{1_U_`cgbj%X5kDhApM6I5&0slj*ToR zA^KpGW{U%xNLfron4;$X8rShTMPb2@3kq!)(Id6^dy8O+Logy~XAk9U>hbd{c;9v>E_=?R`>(IJ6MKI=uX#?0v z8dtmC?~9bhX8OvZ_OT4xy$J?HGYz#1rgjsdSN3bJ~^q2pMuq1z*kTTyY^-gPDigh*XivP0wH5XPfYC2-Y6Pgi=7O`4@=}( zZhS8Q2W+6-oq=)`>7}5my*dm!CAKR-C(TOJJ4GXaDqnSHX2c1@j>}-7HUfKBOf$+%^>#A5 zN95kdvMJ39m%^#8aBdMhNQS@pn*(dEIxuc&j!ywdKL6w<$%GG~$++b;!^LpRS zK$_a) YZ;F)90)-U`=(Z1_^h|V#+K%`C2g;H}cK`qY diff --git a/_images/13-GeneralLinearModel_15_1.png b/_images/13-GeneralLinearModel_15_1.png deleted file mode 100644 index e61e2190387370923c5802614a26867c6d96de96..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 21261 zcmb5W1yGb>+cr!if*>GWiiC8mgn*y|vZN9M(jkk|-K_{nNrR+HNO#vFC9s6jv2@4M zUEj6(Jm34y|Ihq0|IRq*dewd2XCCKq5%N++?$%A(n-~}vx8$KRY8V(;BN!N%?{DCN zZ%FF3n7|Jl$7k{yH^9g1#+zX9Zvs2$Yex(WLNfFp%s)t<3-G0=ldQIrx-HDf)!4xd z!`j%%&dS!w>Yd457c&RPceXYVUO`?#?z?ZDob1H-`2Oerd2Joc`Qn+vLNGAyV#v!p z)o@GMM0%#A?4Mrmj>g5U;+4w0ycbj@!?1qman|r2MHCb&okAAGc`D}fTZ~1m*+MAp zCeQlNON!Dv6!+8~g-D`^{JVeuMi8qV8Vo)ko`h7Qe?o8ke|-`A7~%*y zS71-CA3_i#>}OniH;1hvg~~$_o6CK&dM~|ZM9L{t4drBHWIpAz>6k<*s3jvdO(CA0 zh^x1-yW!w=a+(5okJB;ud zPof43Wx6R8u&Ugj@>VypH8Pydv1S?=e^W{HIL?D--A@X`HF-QIqS zyxDt3A}0-%3q%mlTW&ngn|C1RIZ1_r<@gAzdf^-z7|b?t+!H3;j;PB_J2r#pzJ+b) zpz=k^>xBD}qX+}xa^D=z6+`G_5p%kaN%|(R>Kq%%w6m$iJTYHBiWL-1uiL{d zmcMUKVGUs!b~_-8zl?u}jl6~NC5?a0U0CoFfaB&;!zx`FNJ&Wv(#b4CQj@kYh_ETm z=@|*Uu*cdF#2CET5jagZxUsK>mLE!C;E`!GlVGbTq)Q%7ZTS^riDM*GxTC0zZtR#D zv6pG|iI*6zJEqp#uA?He=IN4m6HWbaQB7ry|?zq!czA z#*ARO4^8B?^ZIU&fBp@!*Hf42D9IV5lp8$S4lyt8an7_IvD3T zD{AB+9(fI0uRLiUI`o}IF;#dIm2mKnBS&k_pUt*>o~IxsjbeVKc%8>G2z535ywFrF z*fdS-ChXmcloBpK_Me9T;f^$n_aKH<3EAD+(Kmtwh{RmmtmvdmRa2v`L?GulCuvES zgeNz5o`}D2pFlPbw!Evxo>r&~&E&c7#sHp;1(v6+sOH`=YK!eXD1xve&tM<;yqm}% z*o2DlAjYx2OYGH)^t@eRuAOYT{CT%WCS|9Z7fk^8G!HV@0E;is?r zd_N{xr+@iruiD|bUrF}XthN2)Ac047Css9uTc6bxp4YRIC#CsG-b~ajbw2y9Wo>BV zWBt~qL)MRE!sEq5;a{MuO+CaGs~!*e4}ROT-uo?XEqq?Lj)q(?20x!&f!;dTE| zb%6V=tD*8h^5q)~olX(;POaM&C89f{&-#)U#4P=!{lCIJ;fL^D)Rn^eJ>R?9o8xa` zkkH07VAyv$rVd9rVqK1Z|RpAD^&(R(sD?{^k)Q!aP zEO;pVj;k*O<%SlphXpQrJSl-c=LmWf^F3f}=$~W(pR^llhBbBFn|&_liKS&S)zjRU zla8kvwWjQ2qkU{cp|uvRCpdRmy30l*{9%>~UFUVjq5Ng6U9TU+dtrja8gRLyUO z$`_Dj$pYpilc^o~7_T*`b=BDnoX+@rkPX)4UimOVX%kjr+v(Zg;&d1SHNL zcr9_+%ds#M2s#u`D`e)!{vGg8_~++)J4ciJzLJ}za#N%s!O&+9N-0UZM%mNh_k!R( ze60nqceZRh8KQ!NS%T4Xyb4}p2Qd-9kh%RBVYd9oH&}1w5555Re(4CGC3I`)bl*TKMr~|5i$U zn(4f^;;PPIAjy|6(u#fyCnDd_@4BpZ4zFgFS@cNz1i208Mg_~TNPE7TRM6_1%r-x- z#q=u64(!N=r8pDpAlh$zHRSrwW)pS$DxwQS)ROczjTCjOT3OIPv5v!4+Di@A9!*l| z{A9DDSK+JIl+4UYu>Ow=kwKS7@9Vce7U`qkLD_?qJnPcusNv+E=UXbAJlCS+U;4o6F8F*>u4_ z2Q}=H*#S%Af0rrGAb@-`Py+c>GHx zO$!5d>4%T>t{&Rb^53pMZ$@l}!oQ=YQC#A7vrh~w-l{H^eu4&iEK!`GT#aLtXG7S5 z-YI&xLp(c>`0)qd?m^1MW?@DmaQ~R8%Ur$4(QRweF8V;N(MB%R2Qdm3&aKNnmHC=R z>#0jajNCe%}$2@<(QceSt`r!H?mHt?Jx z#qW~JR{;U2SnW-{mRBm+pGT?t=ib(kG$EFg>HaOgjU#{9$<+Ei@@Is22ZQQs!E#2p z4?F||)r6-_Zmz_fG(Q2&))6Vmg@MU40_A+Lihu?>*C)(s{tn<+5B_McmF|YFX%Gd_fT9L=HXRZ{v`ru*yX;4OV;|lo%_ZjH;dim( zSJ}=^HmaDe4r)PO_amkSK^}0$*|NQpun?j6?YD5qwC{?+)VY$hi7sPRetyFqq2h|8ice&`_Pn1o{9V#9MCI(LV`D(!&@^^_X~T``CucFc6>%ZomZwZKgnd99frU` z`^Qzf>4It~9W=>7XjFTh=1uuL%+KdCz27I7G$Ex~aAQL1XzV_4*PPEi z>v5~%hF<@YPx=tmPZz{;0EQ0TWM*En{A+h0LIJzWcnSiCnrc}k|KfxRNABg%+6g7U zHfw0i2cMlE8m)LwGCoxX$L9Yple(EV!c3ND#Y1$yJr(Mi{w}x?OE0);cs^6}W6S^v zV_;^}v?@B4S<1=6jS%Oh&T$=7=J#+yYf7VDW8=6EHQo`jtW|QB<@n}G9?|t8YUR;! z(TYi^2*Ks7Dzuw^TkY@kb_Nx3o-t+n?mMEViy)lK$M&&Q1Zv(9U#C*>2o%)9t!aO6 zmSo?a9P6`F^2&l$lI{>K2O25KA8Lk9q$#cjQ@?{*6pCsG84k-oA}5m%4CcHz;r4BG zOJgmfuLkLDUlqt^dMTw5B^WYl6!@O@fTTh`%qdPxm+q;guLDW_x5R^+W>wvG!V@$C z^l>^N{m&^ZNjXSFrf-n5!Am=TR*nWNeNn!vrZ1R3RO=Lb_oKe5l1E^fwOI{Y=XOkH zn=Xp8k}N$O5O3`^@k%yuCk<!@^IkCW9D`G9ybkV^w+m5Cufl zTLjxy4bi%+n)Bu8q^C>xKRRz%VpM85`d17QdB3g6+pGu)x4pCdTaVXz?-v&kv4-%x z$!XDZ;PKO|uzK~@o|4QqIwu9{fVRR#kN<4~m#;N53y)mnHd9$K5tSu7QCgaNiznDO z>s&m$V5Jn@diEnyjTieo!>uXPzYQAX(;b+*zBcE4f(rgOAmZ-lc^(9dGe^mESBaZg zkJ1*2S-eQ2_l4ty7-|y|ii`WR7}n133Rf!%G~QoRS7CXC*3iBGm(_&4TK!p4LP_~N z)rykr#n7O5wB%Ce%i*#{H+r<5c9mJt5HZqoztk(isG5-kI!#vmxhnMEgk^Cul5gqL zs`BE@d4;Sxd0+#FhI5@U+OHMLyt*Z#!OimGMlBgMa{N%HnKX zvFzohJsX;2QG0#0)G7~WJH7c=%BJmN;%7wzD{(zzwF+0`?ADG6 zneF5vXpgJYeC-W_&oXt*kq&>T__uG|h6ZE13NV-utZEFw7$#2nqo~v*RoRWu+dvyq za&O{8ftv4;s_lJ4)Gmv^&QqC8CsYIEhZ>W^4W(qt%_8mPvjc(&sWOJ*XXe<~gg`}a zKS-|%e2^atNQt3;D zPo&V3W0cvpT`&=6J(XU1Y^ZLJ(TMVaBj|(|iL0F0I6xB=*p(F}(LS<2b6ya!XCRG(KsDD_s2dL{EUP3hB!){@H>r4I))CexnD4bKTk5 zU8(IqtS5SghGUmWk#r)wtKlw&BFucF3t7_d{iJ)XICj`)F(CDgTkog5^Xf^Qj{O_= zE~+!6gtW4)LfLMO`L4|S$bDeVjp2>f40)j=A#a3YbS09d6Sd3W)2VoX;+J6=+*{g7 z-G-Z|w-{dE6yJ)iR3JKK>KW-tv8jJ6{-SQ{GU@EFr)jpt)=<0dVFA@$U)WJtJqh<^ zTx&v}cKQmcb<$I>sks_o*&wm9Y`nfGp1l(wRQ#-%K4OjphcEcpA%wYGI^>=vBQC~f zYV*;HZ?|2mfCUiD)NkX3-kEX7XY{^vGzGDopRBYTNN9j5pLf=|l1!A%`1-agX2r}s zi(cZ@4^VK{g$>YJ1ljq-YOiFoIttCGE*k zxW<=c5igG_(|j%4lc|b>hSg`w@|H3NPE(hvv%gFFM#lvlqP^s;_vJ10)ELoD&rP%V z<6P@pRsyI;fWPS9{$$Y_>m;ZLEh`{(U&&!*qGyznx^^<O}ci#Mv zV^HsMx;yl;!P}|VkdB?ek)P1f0G-4qCh}50=baiuC;&k;#FMGEo6?p>G zv%*bP=FL%@1ju^szSN6Msk67OnYD5x+Ld`bxp(7IaJ2r+w|lJ}yX>{s z+G&JpvUZ^-GVlK}rYhYinAzuI+Zn9yyY`xRUPZvz+gq}hy)*5(!PFoBP|JatM~(Q~ zw2MUUC?&^7v|#y?l8db>U+vg`z5JqYuDtA_V#*v-7Exl!l_wjOMa^D!h2d$Q)O+wJdSj z+240o^MFjunkY6|$1GZr!ZM08*49~UFpYcp>BsW0CVB+DLMovYxy2;e?qLk|MXq96V7^L2x8BDAD8u`t$m7jQgV3Pp zcTwvZA9!hoIAioc#+{3GcxZPtK5nk)`UXE9lHQ_CwQy?Kzf!pGazp9~DTfY+3+GVL zhpw-hNpC>-Q1f>P@8Z(nn>O>m1)H28Svy+%PG7g8GKa^>{Pn@oi4dz3b1iEXMH?di z%QzXtvky_RT?kE^po>W;{zALjg3rC_!f&{KMu}XOyy1zWvB_X2qYXDCm;cztHo|dU zf1Xx*WJ;CmVoi1L%To1ifdmwC?r73@D=7bTR=jn**YM5vb916{GZ`;>A|61U zV!v8F9z5lKhR9Z=dTZTF9Vy~*D@+0_&5P{nfL-)t)-HfD>en5JPvM=$apqy>E(%Nh z<)m>4OqdsCBolqtF;C8%k{Px>4*8){UGYZgK(r1wLW+^mh07PHO5% z6skAEgIzYtB5JYC<8%G?Eh5}L{_;z~?T6*|u&Q4O%0j(b!L%D7NT_7=21I`O;%v=m z%sRB)I0}21CZ1xCH|0!qaW?w&dsT33U|)oxx@{G-hHUcYJjymlve^=LjA@9^*k9wz z$xmT43-?b=alaeQUE48VSw-oKB6fY&u*!ULxov#mRx=wg&-Z|tbvWrA!+I|zffh5@ z2&^h3$vXauR`iCO!1NE9Z&9yPiN7L+_9VuO#PNOjjQ==Fl6^T*=9!iuiPVL$XqQvMkZ-S0u5eG2xAFRrgv+xOF$z$H zMo7{YHM$_L7May{|1C0(egF*5HijVR5Sz+}<>mRl-{tIj-p=gRWX&5z0KBrIR!Xko z<)Vtp%SgQ=`!nuW8_-*d@^-f`uRoI;`g*g!;5R3xch%$newOB$pFUh3kivgE7{4j z0fYfQ>l;OcXD?+Gej$W$QMi5f$0U=}+bDIUcSb$QW|qFxzq!#lUM?CB37@aTO(9+J zU#)+Yo~xP+kh~K`CRkpCBk$Z;-ybZ_`0v@HgASJY7(7$>*v=3e49x}6fQ5u1e0XD=yr`+J&3m~2F+RY+iN$eVZS;!p&9%#p*dMcF2ps|$ zfk?(eqHB|MS@XJNP4NwShe%)eQ~akuU41338l4IFc!7$I1KnAB;{DjGrp4<$JU6F< z|8k+Q+GuBXcH?y4)MAqos7)0pvi?LIxHZPd-`d_7hkWcc)GQ*3UhjDBwn$3NpV5Yi z?p~sw$KgjYi3@gryaslG&Z`MGpvbDdk4K)=E=z zCIhvyvfb*}ou7nu*OxoU?f9K}Feo}Qz@wnIAT;SPn3Fn+<((}V^cclTUpP8N^j)qM zB#VPNt^CRYKvm_x5tCa&>RS;WiQ{bW9(X>?#pmE_NE?@yY+W{9whGVhZ|(8%8C{-7 zRyA{YqGzjQdK$n0#qOtnI^;!N-Qy=aAsh%Yx{nd{N%-BLkLQI>+r)#}aSw7`g39{> z#J4|m#k}X~0hY~Dx+h;y|K+t-K--y*t1X_`*n5@Ci*OopjqLNITg$JGw{(9h2;nGC zi%elq>0wYAXnza+1jJ&#RPMHW3|E_VpS6c<5H2RJbE&=V2n#V*5rW5Z*o~XDXh(O& znBI5-PIYtG*klVeiZS|zUIzv{m!pb?#?_xLXDE0NskUTT4XXSGvRS&D-X1!cIL?IF z{5rIy??=uYsgy~J^mYXm(uq;cR+Uj!CU_sQfnFX3wz$h!lUX*`*rM!telmF@DUbMF zxQS?Sj;9Hcb?xYmL-3uu>1`fduFZ6BaqW&PpF}jSqWeg0SkJ=)^j!mAmkZO&flZl1 z5?+{Gh9n)b2oba)nh3mZztdnIUi|AJ$Bgk4#i`cU=K(MeBzrGC_pTHkBSw=I>;+b% z-+ktAg-o4`1t$JCHx5=Y_g7j+bpQ4`f}PYP)t{ybm2YEWV_+L7_m)vcnE*#g#7I7B$-Th$UoOD1HDr=Lk@2+*b6i0#0f6TPD7HKi*sxHw*Opi^h8+-hOTw#0cu zatydYLty~Sdxb#yf{F}1WIOjRXaTp-TVhOkyR(pnXasno{6R(UK3t8&6A}W0vHX&} zF;7TKxHhg;q&TWF0KhAg5W#2!3;Hr{2~UQb0uBEfygMfr0-&MQ+Iak|+6GLG zekWGK!~bE{_3Q{PSNfcVS?!*fQh~pszb)3a-SHKUIG-d9(59vJF7`QmDL;J|e|)A7 zC?x3fWEK|JoVUZ-QIfYramF5l#6pJinPiA_d3`g9lR!DJ-y0?7ZT2Ct=_~0$(!~B- z)g*Z%&d%sPl^xd|zb9?sSrH$E^3elKIO;{D^Ya4n`=GkmsvMoocyCnR zYjou`21^Di(q)#HWR0muB!OXd^P<^Jnhe0Qk3d@FB4ZKNV~jJIm`;emG{Aoz%O(*e zSYm<;T7MN)c=8~bM(-I@KeLItb~)~xx>Q6pRo2gFZ@Twx8bLgV5m)bEv}3%?uW}nd z9a7JF1iU#@F*3+wdLi>iv*<(1`?;Cxk8(_bsjfg*qFj<*kE~bJUw;dB9KjgHeD6;I zzfK&-MqN3W_j53-ML1{{ATROZT7E(P*I1y>K!>nuR>NhFe#_)@Lptc^pDchoH6Ei^ z^74w_{f$MGb;7t&jD78NEHdSNYll6c+2vEPMx2W$SVr22mcJL_fhC903@PV9dIzcD zJcx$=b;&IO?MV=0sm7Vuy;+nNY+AUS>xM^R=x;hVu7#tUvvk%>Z(x6cg|h>Wy=Z{K z#q?|3RwLAZjwy$!i*@{*CKmclNThZ3_s+=zC_IDc$pCWJzDn$s`^)joq~?%_=&a;0 z62I;oZU7JmcX`sN#je+&Vb|*y1s8x%<4}YfVnx=R<2Cck<~_6IN^xUGq%l~j`yc>3 z#iDi_qWiNhvl?#|*Qu^q%nbMQsTN|(zdBSRCm1^Zu9#v`*@)K;o4*s8Jn3ElU2^>E z%~5_myzkXtgags^QK#)5>dZ2@^0|Cizs3;%^4d28QX+lE;Mmk7vJFX8Q{9`W z3S$^PwidaDhKDQHbfwiznLK9C1g4waWL59&P6BB~YB?WGp_)bz zeJl?;hA^sY&J|N1rw2o8yOXp#Q#34{Vpw|Ow0>sF^V`sa6y9F${vVqD+ZBG)1NbMd z>l$l(c{(dA8=SaMDYCN>8*3;MZ zn(XN-_Yd{9OQ^>LI?}KPz95ae|!MUHse7UlBnX(TK*7)X9{qV(_8O+e(SOi0@%O;c6B-|!?tl@~3 z-s!eg6%DsG#-tTFP_?i8<@r;WDSFmEq}9hE!5V>HWE+nDa=n}3Lt8#@-{+L7pPq}z zcNJ=5zQ@O}=jux*Sw|*x3qC$P{iOXJwDpV_*hWy2od_2k7ZnDNcBE9OFn1K0Zml3R zPpdFMj?q8W6?O86*{ltjF7NHb?TtWGVYt{GQ<)Gd$z%pNiQ4od>abU^&FjwhpD;n_ zrdtMOx;ulIehz#sae7zs(mvfA1P~TM*wK%qL+Do9i3I3}o-0q;gQEs`Eo)zsYGZqG zIeX&n^!#EbJCOY35-F1}do?J%fFE>xV*KcFfQ#&d#gVs-a+gT6F z=g|PsEK2!JI)q2f;7js*jQ_BRp1!HMaNy^m`kd!T&hPKM0W-KehSUTah7QhN z5b=J53x7G!AXAha8(EdE4ME-zNF&2VICJAIhLOnY>E*ErZ4mBr`9btek3I8x-XVbB zbjL@One=o&eJ)nr=-2I>ce4x-f&9w6*_Cp>rh{)n()Y_ zG3QaE3WH-5aBgH=uD-2E5*!aqaqJoVCUVP{;MIQnoJ!T4T347#l_eo@EkQ(w*XY@r z^5~@&70~rkd23V27DSOyc?;ZP7H2jcC%GNuo>6;irB`M3OlGjoCnfvek~F>Le>VQt zP(V-epP|?%6JOA|-4w;G!C1u$b2?s`CjuI*wiu&rxgyKK$E69MZD~P$+FyS9FU;Wp z(?en+Hes`mGa~DK@7QXC6hc~@Pr=N6yYX(WLFG+GcbulPVW0r=pOz1(P}3$bTh3fc zQUWcI@GU2gm%~LcvHM2Y1frq;H)OGV_C7*Omu0*aA*tkT{lt2`3KNBTJWr@BlPS2U zRM2a+Egba6QRO`GHIu8aa9xSa&7mQjAjX@Z20BLKpKqb%5HgRVo#tgGD?Q2%&`Ub2 zAwHpNnHo%1Gc+Xke#`7`Ve|2R z*#QmFw7pK^Ex#H|;n&Y;tlAAvfD zp$pbSfW77 zN(lM;qew~bfJ`xOJsB*RFfKJ_0mz1YR#D-*&smwHCjt9FDe0WkRz$c|U!P}%ga-br z(IdzK<)!mf5;y*D$@1ku?tvB+M_Yq?%TT1P4+L6L?;N@)xF+D)$v`!gCi!^G@wt2@ zRCC`SIdy3Xm-4ftk^roTw}4K@hR}W{ZAwlIfL8(I4l+P)xUqC`%59L6dUiXcU;RZ3 zi4R8oCRVw5D_b()G94r~IuSxW5R9P0?dm|Tm`!=niZT~zgAzp$5Xk`VtiZJZPzX32 z4R2*xq`olmrrMzh2)PR!U5>2btIXSc4H&H-TU;h_b>l{dWnFTQIyM2oyEY(?bKU=| z8_|KefN}PgwIsN0_AmL2iqo7cILZ1AECHL#?;Xy<5lGE?dJ8PUfh*b$SJ$Z%)BvPR8*C* z5NJ`{>2b4!bzla0Y=7M7$A|3a1o#-BwFL%O*dol$)nQN2ATi}84uOK!0-WeL)_6~6R zYORJ)2Sxeqe$&pCdcqdR1K9x;qo!NqoFuuVUU^WcljOzikHmo@Ganu~8l`(HxV!_W z}Vck+&sGJUTE@1-zaRwb`q^4)cVGqoup?)UbeE`vcRV+gm4pk?occJDs zAcC0xJZ{q3yWJ6{%FGkZ=X$L$B>-r1vYv%^%`waq0TtLKD@orN7KwQ+J3tIN1j{hd zv$t-W0ySI0)RGO0_cG13UDwFGiu!Ab6oFB_@doKVY8u0<74U*xaEaW0A(?nz*{R9u z=+0%vfL_cj2!dm#ii`m;G+7%eAeLgfg(CD1WDSg#0Yj3Mh+b2)!vdpfm2dn37Kp4?BQ&5XEB^(>-bs zSqVMx*{1{Cnz_Z8xxJoyiJULh03N0{==yi2U@w>n7?N+_TK)9@*ue%&;U_RQ`ye(m zg^<@WT)wHgZY@K~&K^moS=whn=v{P0LFl7~Nue?N;sZTmY zj5@+Hxb;ldjw1Eq)+=7+E09G52e%p3*G&XOggVKDRK|_~JNy;ZLb>$U3}YoeL`+Bt z<~D<;clbxL9K8;G2bchTOoDgO2YJUC9NS082QM)$LAn4O)v8pM+Zc%Te2eKFvOXU@ zF*+;9_bq4e2U)OuhtxIAfx2y({J_n!Ug6RYs)i)n%`>|TXGgc9Ee^FpgEi3nHBDxo zuYeTs+w!d+Hpz#0O1H(RjM_(dph@wQfI+J0Z#!|%4!r)%pASmo-!>jI0{TD!mKPXS zErti=9v^?ilygJ^0Dv`a9)s9buakR33^#2XFw0>rlILxd3Ua20cYkQSNX`2Z%^(K6P%1QA=D3N38BgQ^=7969pR8b~d|r8aDX;t{&?!GxP4Bs(Cee zjnep?i%oN&m^(4)a9OIjgFlCdJFQI1=^D}{+Nv@#^I6vISix6MG_)_fTD z(A;11(X1j%0O%4cY~;T%Ys{P7gF$`=mdyqTBJEbPRrLPXak5n>L#I3PPC8;qE?Uoc zn4=$l!6TDutR*m1(|zi*fzoPY_^?>=M!w|Lsmo-`RPE5US?H|^kw59ZBisHe>;r*E zvQ*!6t24HALn?xy4uFlUC>_tDGx$V7&erBVdG_*{YUQA)}wUx z2`VXyQBTajGXiVeL;LHELv3ky6>N@b#wCPXeI{jCRhEcIDwuwz1QBP{#<^%iUNg8p z!Fu>`XSbU8P49Uxk%j)Rd?}RHUfUxcebVho5$fa|8DLQjnKAti3JQ~))mvlbJk-|t z^fOZ|^4uYnNjw-;y$+)?vv{*=aP{E>inYV&XG+6=GsV4bzU6uEhxO`EK z4$|Fm@7`C#Vp>*v&RX1n?}+ zu~#}6URM72%V=3+MD4Vk_v$sTKOmkZRWYI^5&YKbSfQK}_arnJnsw7u{75aLVen}8 zx8l^itg93+iaKu?P-#4zcPf8(^Q5#HOTcOLdKljH`wT7|4AtFJLn1aMjBXC}AZJ3w z8981o2^-%J!%fVhch@2yd>+GV4}9EnkByzBp06*MsD-VNFrHbx-f{ZQt&3R2+B8U6 zn)LTA85}sm1p^PeXCXqiTdP)i49ew#3Cmq^PdE?wovCQT6)aO=-P2iSX4iUa1J(RN zQ8d)DHkt_%5<({-g&g^cB$8!Ws)pmnT4{dP_-28`eYr&wCrh!x8C|4SoUdfNYE?9E zei0yLN48>*Ym`1S+9q*qmM+^Sk*A?MlwKRH`JEQ0H}{ZU0ce_j`{b!A#FQ_fW@5a}8qF z5en||$U4OY=gBbheQcN=gdLLbo?7~G;m|;}Eq|r7OrCC0Be*~0nj!VMNYj=?!V+fa zdVI}g9IS@PX%_03Yok!W1%)v;F2(QsmMeiN+ZlSwANrQ~i9h<-ynE}pzhda#~^! z;iL_zvK_M;#Z;r=lmK*1!+|W$woI?9_^Ek?$at2H0ZI5|{_URq6h>Wja;x<{sUY~vdQTzVQ^13Ol#e8;Po)rFNSPGP}7j)@(h=dynb;vW^6^K-#8_^%NFfs#9KM1YQt6*mRm3@9`9(R0s9B+2B^ERh>Ch8p(gA|Yt5iEpLe>$2sKQFq!}Y1S zwfJ}=0h8s+*CNjEtOH|I0zj9+vN*8RR61N2#9i{^n(Cv8$2Z621=dCI8B(RRWXJsg zo$2$jbD4KP1`jHPrj_cLu2dn1af7UTgex_EyQZPyz@)9ody-oPF*VfA(D#TP5L!Jr zQtY4Km%&a~W#w_MLDLSW67hM~1o*ZOzSNcdOEN0bs83|BOpbC} zjHd^a%jLOHfmb7XE7zw536fIg@e}3>nje-Z2Xg_jUDyEu$YJAORG4c(bMb3y3>8f zs%35Gv6{L^8|bxPcBd=eEC0FRb6@k8Mk#NUULoV!!kSF&md59UU1IVzCEtttDW1Ia zK5m}_xd8Bx3k^IF2;wLYXmGdIY8t2{49`y%A1|6vJz8x z`TeB!P5uNn?%`O%V89=TtWVA%Z&F8oFQ0%CxM8h-MTII_DF^Awl;R~w@APuOS8edh zOBvkfGPFnBveA8NV`Z^CxUA{pIg}>x=*lmk82NXX$+4jntzohB*Ms8~${!$Ht@;jk z3IuhHeqPir=1p9CjVOW*EwK|;b4~P_W7w=keZ@BJM4E7G-wqo-?+^)iJxpgyKi?%Q z!xEzKSVVMF5?NKAF{#-&nJ>EH*lV?Ny;xqE-ap-^VfsA(+(Q6V8YR;OHaD`p(Bxt3 zb4PjhW#gle63)u%^oSC9x_U?Qepls9{q7JLC)>69#1N|emP^sIkYTvVUvUVyfR{n)5@MEJ z(MI`u*42UT`$nNWf4K?JwR0yqa8D<_-y_7={55oJ+;UmB*4lP~+E3GUI>iebG|E-c zoj(3TfAsP3uV$;E2~s}RktNjMd}v}KgW}DkHTuSn45v0dA)BwT$>>0FQlZ17i@%Xv z+`Je0`LnzW>-@>_>6dRzbKU+kdvmKAP$}NpeC%W*aY+SPe8@|B@4BoSSe45yYzL)z zt_P)jncXw0aT3X(XvN*S&GB2+M89a-R|;UeMIQnQjT7|$cK7mRz&uq$i0-qE&qB4+ z-#oQ^zzG@_I5N8p-xk;DNJYyo9CiPeV`>@r`jqZh!RwN3bSDV-$`J?F3YE{$oZ(^0 zcnxXeh2y<wfbXyU-Iqx6q|&a*sIs2Ma3i&QT0v)lB1)p zR}u>yEoEl2j9!c)Mf)oo0~3`kDeC~O*0l{Jz0X|t8EkO+zy)m3=>AC@*ZQYgfz|L9 zhumh1qm+2C2s_iCTxGXRr@SJQRF#i|bd{Mg#t$0)NZ8Mx(KS7>^PF$HkvCFU2+9I< zyS{#=Wvuj`A!uD^N(7d^Q!c`dUZH#>T@QI^S?Bdi--H1s*x==E+$r7*oD+Wbiy*@b zEWig@Bt-Y8i%WzHyW$5_lFlvUS6md`^XoJ}^Tz<^b5nf!U4kB&MsELODxb5#&o2N^ zL2cTBwbq!WxmHK!VTg2DZe5!g;*HxMmepzROH*V$ey6nK@GH99RrIV3JCH8bh@_%+6r8r~6ALQehxz)NmvhY$zWyvR(SIkG*wmBQgSU=Qphi#2!D<_6z}26!wNK?#_W%)%k6p2X+iyAgRJ z=m&@Aq2yRW?8#1)4Gv^$ZjV^WmoetXDs*|3R45xy6lB&CU{o+Y+Dr@rRR`VQ4mfo2 zr_P5l(pRu@uHg;CuDqg7vE4Ku+UF4;FtKO(eEpS0K&J|%0@1+^q$b%%oaMs>8pXb> z>L#fyd`&k1HdQtGbE>wao${Z`31)qPtD@q@e^63eU@7e8l~J%n8TdY4%_%Aj1f^1_ zVc5UbK6#Lu=oD@B^n4YhGow??HMmyDZWAMz_7R8XjTZO=c=YNLZE`HOFc(TYwi3$3 zEfiH7eROQ8n$oPO?=Qc@X!Qr_-Bv?{MEPb|3L3H6om-d3?=wA?6trt@yC8)C?k%$i z_zT!Un1+tW{Rpd#8q;XISMvv94n>G~PdddcbrXi1NXeTXd4|3WfFXB;6hY6q=}ZeQ zFH2$D9lM%F$UW2O8iaIL3hMS*a}PfWrCQiq%V{}?1a~{ZHNeZ`NboRGePaYCMM;;v z2u4VG3I!H~&Kwqsu=?E{$E8U9%_%1$dpqa`fF zp=k~_rnz_u1&W20LSw4-%SzzhqtWIVnqcrQp`IymLlPo>D=|tT^V$Yh2-oye_(So; z8ox`U2>lp^ce56WSJDVUTfO-NH^m(WZo35Ev1GHu@Jrglal)Ps6=Eg`pCFdG`TdhK z$K}O}U9XT`-=m$u^bUsbU?{Z>rj0;3mA??2V0_|9bOu?Du8guZK64;&Uz}Qo3@jt; zX*aYC2+-|)X0?Z|hS)4kIfc>x8Fi}81?2z)c#T}S@PK5S0A7!ASs4ZSK^~dRI~t`C z6Nsc1lXd`@ptboRIy5*|=TElo4<6Y}L5`l#KdmIKs&cq=%~P&SRt@&(b8BR=C|AGK zRhT}2%mTypJ)DOLM>Xw zRwgs$2L+22fMW0&a4IVSmC0*2^soN2nAgchPpEbKPX|LEskVzL*)}t9t6glCXQ&~Y zebMKI{$$DJ$)aEMX#Fa}94(_z&{}3eK}3VarS&uA5$IF?U4|ewvntl%_A*^mQYanu zL-%`tRtp18WPLDxAeVxLh{=}-Se|8Zi!=$YI-0cO09DXccyz<^SWekAN-dZbK<~fd ztZ*%V03?44J7>d?!qV}(b~vuJZ%eFxAr%OM?QiBp0qmn0DYP2Oa4JyS%1r3uUP4^JKV`e{q6vokV5T&n|X+aV`VLTlBtOXgLH!iFI%| zvOZU|hc^0G3)&Pz87BRb!Xf3du&TF9-Epi0C`Z)J0u$&Rr(e_eiRD*}QUNy<@Rl|- z_Su_4Ko!9l6YkL`M_yj(z36d3ls_K$uaP7k3Phc@^Ubd3&!srd&W9>`yaVBvLr**O zuIvQ)YrsUocbR|3<;NgsV@uM&pdxdxcA2(jkxX<~rUu-Vv)aZ55@C7wFkJRqe1+y` ze82C#R;G{*lFb_zfc`O3yCp1oZbdD06I?#2W7%3la}}d%+M;Q`jFTX&aCdl&s*-vE zk14^g-ao4wAgB?wn7eV<&XFzMdm{3T2lkSn^ZqK+|-muhUu_;V{rosH(6 ziSGR}T1YrYy$=@wa53)gDCIp}8Ckh3V`}3jvP7kcg zZ-Gk_x;8Zb`Ja~x1&;0uw?tPnGPX=xuukTw{^l<-GGt0zJ7uS%&EP)y$tJ|@!hZEX z8X&_m7pq-eY4Pf1uFtW)+levg1)|*vcs9X|HnBl)<+j9lXTowPp&35f%=m8~HMUso z9PcBVFnWSeO3Xhuz7< zgkDNb79A$Lr?lMbOGCESEgt#)!T>j`#Ze_PndEumr7l6~7dYUKw$GKL=tcqhTv42Y zj`rB#9_H8FT3o+>a5UD-S6!9UdeE#Ns7E6S1~)-oZ=QaO%8=gmA=ttU;LeBpnPP?i z`Yquc-~K2z*P_wv*T>7?R|TN`0f+V>+Xy(8)Hw~{dR#1v7*YN`p4qgG73ZoO>z`!8 zT$bTvZP#sLIeJVHWZSjv_SJiy^bOGnDZ`QOaI@rC?GcNh@G_Kzmhp{yXZ~3_!_>@q zrO^Z&5H_K&uV_>)%*@sCxE=;>o{gW8))ycv>!IWnT)G_cKlHb+PJD`*Y*x}d`x<9F zn~u*Li#rji`pSAWmMS$lmtME@7YPr%5vumZ|RoPkYF3I-a4(Vg=xk9e! z=MujaKCZF2X1A}`hdqBEz~)kYnjz1eU(4f7x#V!AhT(S}OdrLrZ^ zEA@TWNDk;uYcVK@6j}1(yl1pp!d8NQtS$LqbzA`Iu27j>vHVHt+Co>r!{uh7>lyU( z`qLsesQbbkz5>2Yp!Zt;`e?A)>2rgj{@n-0lC8(! zb?6j$sp9FNCGIc7e9+-?OGB(_fya{Z8jL~#T!p^xFMtemwdsEdq#d@Dx|sYx&dT}T z=REwC+deD0%x+*OL}`o7 zy|sh4(0Wbt#wpfsz9g^De%!3q`7}8a$(H(5>MxLFW%+ym7jq&52XzRv{gjo>-?vSU zm{+B>w?zK6-eqOe=iK|(H`oG41<<6$RX-gRK#cRS{Up9vor@+9sCudcL8E#yWY`K{ zlf%Cbj(P0T;vOSsTCdlD!vh)R7nn07HxA7J zDAq+Ud)vD^CDH`8TnZ7HM5D9mQwVPjlafDc5Rxd_JS@oppN{MlSJ*MXGu{Ty_+WXq zwGE=57u6$bUl6YuZCI za7@yr#OwD7xR80XyPtwd=4&6ESQ4rWCR8w_50_{XQH#N70{C7& zRfne!x)Dtk(3yEys|QiSi5PTO8Y2ni%v>=2Sp_GHWanXfPcsmNV zCp5GkiyR5oW>O4R3HX-5 zedn%K=<4dibU?MM$RQcXUHnNNzz6U4K*b-$Z97DnQg)N;M28SV^P$g0hEuj?ThliY zUl|O~KFPbK%0S(IiCPyq)Q|KK4#07j$g4buQLA|``ZA<@nQnBWI3il(kiFxgVO0dC z`TQ0ORgukjT{jv}wh~g>F^Q46$M#KHd-*II8foLz&|a!O@@N)iEu5NS3VJOc1xk9ND19=#H==piXHV`vG!QpgJ$!0pK9OH+WElmY;ZT_ zOBEHvY+^T6*1F=kGCuko_WkdMH4m7LU~$}IoHXbGnpek~ZphOTY0hq}0VQZEw9soYU;Zx22= z3sY=2{aSN0<(XUJ+0c`mK&TVJY!)>{Y{M4|`AR2CGO2}$}Nv_ zsMo+s;U2fXsG#=|zQI@17+sdcXd+e6B{XE;{RYysFfRoIx|CxNEdA_@MF(2;Xj}9? z6RJB{t>U-BLh9*X98NQv+QnT=oj4kVT;ffz-q03}LUTVn96J)61D+C)RpT*7IU1PC z3}NzVAVKxMw(XQ9T*J&O@8tpO9^|P!Dq$(za_-a^)_AY6?lRNHW-h@v*uMyj!)s?Z zlHh_DaS`R9Dz^?0sv5LlQpoMc;q7a;eixffbwf;hB=gxSU zf~?1Z2R6<=Gy%H4{tljm*FBlFHXH3#v|15%_zm!K8}GjA7EZ!ji@VMDq*BcFaNKU@ zOxar_a=Y52Mi*G|(LD`{=+oHs!IXzlP%rLXYhyP-VRhFb%&HC1RE_Hit@I`0mT?>w zV>Ju(r!C%CK7k67nwLY*;opqKZ82Uu!)*GT%DZv|laz@;I1B0H{2D-8+V{)ZHk!u- z7igNafNR3#sBBtsU!vJXnbEq_KYiI*?@X*d8|BtN%8jH|w*-hS9bT#c#Z}%>$@*vN zlJt9#Y>OTPavkb(UL(SIcYzYxJKsPoCc%7MPhZn9AG{5$@)!jrH=~b)Srg-bI0oxO zFBk=dkJ%z2X$*gSy09#{U3k@Csg6;g1stviAAFhIy?G3_MDvh`l7qUW!YqlVH@~K~ zSQjav2iyl|kt~&l=-WdjYmlUN?ZuyF1(C48V|*Naa1>#4qfxJ(5Eg0wR{Wlh*=I}2 zUgYN9g52?umz5PE&57P>LiScYel*6aC=E=frQst{bA8uW0=^<^8H`BiXL8H(T~nwG z%5;3I2z{Km=dSXuO?p7X2gAwK4*HRU@QJX`yc}DyKzjr!kZ;jTKX@hS-?fWrxSB!l zR6rfPQdkzNx!;z_VQT?$ctdsHcxYU+w@6dpa8Tq8TO zAw-zz3^mL$P{Wmk5(rgTxsee-cQ)l!7Piw}YBes6Fxe;3bwhF7wd-1Ja8>UUNFN#k zI&_=%otbpoj&6UM(#G{hg=8|gOf^LG`#f-Fng znaHVD-;m*ue4NbR>h8!O%^HOY&1c_S*|9Wa5FZn=UIq#1pbVI?hPPw25Q10NpvrFnH1Ug=qeq1lG=Y8fdyMh6 z-xQXfPzx4G9MJGp*B;}aJo$$k0^c%LjYij^d~%k-IAlp;zI zsUwn@dox-#j1Cf>#FoYlB8Rf5Mq6^9%>qyZxjJ6+-BM46cwT=BDA!zhjyH*M(cm6u zA-`RbEgc>Vs?Zi4(db}op5sKZhPCpni;hSA5^6BI9cm$eEhwoYd_BZi!sW$MiUHbr0a!EIILs* zvL9JM?HH2@|KI=tD2SDRR;OlynppthFyDWSe6MK#uYmRq**q;AI=_f}Ecm(-LAJ0X J)}HXW@^|OhG8zB? diff --git a/_images/13-GeneralLinearModel_17_1.png b/_images/13-GeneralLinearModel_17_1.png deleted file mode 100644 index 6713c2cd57d8303d9926d8a96017c95d8ef2423c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 5549 zcmcIoc|25o+dq~Yk%&-))Q}qyvZQ27j5WeE$QGj+J7eEdWY372WXsq?8T;5OQe#9T zyAdIVm|_@9@}BPddG7mu-p~8|`JT_`obx-s?OdO0`ToAwm3Y<6fSXg86952isNrQx z0ATV3+gluL;BzCj?GpH64bX*Jae!9@hwDA?`+%<@JOBW=_=gpO-#UU`uL zCwFDmI&|#a41R+B-nPCz)fRwg7e6r5tUMJS)VfP*UT9x99uUj~yi$G;$N~Vl5}iyZ zuCl5FtVsZSjP~JafVWJgGPE{ud3ZaXTf}Dl0l?e(I)SHSb@kLn4@{*~&2zM1Y;0`k zq9nlDPjX1qc+boEkHyl=#{p*j7#8gUn|jV-{=ooA(>~JjM_u?bSE$#gizV;AyA1a+ z$B;JAG3NbQb?coLSwasX(BiwbL1OAM&^zieu_J?e($|#Ngqc zc&*a2*6a-aIQtD1I3Zm{?-b9hll;8(dbJ%n-w|!r0PmIRNgl5cEK0iDYGV1~{z!F| zNOSA~09DA@P2qVw7EjON^YU*sbYjuIae;^+OEL?_TM2K9u_yCL?s+G9vBo$R zH|JfGwU!RPay;r>2A)M*+&EmbG%qjl03ZRjPJ{Zl#B7F{fhNU4RyLk+_yUH|@#XUy z^!P&nZ!IyENUFFB+TA!n^K|@G;D6cvZ}WlcIF2wK0%A}8au8A%YYZ!{*-!5{xPQxo z%{SbBM|GKE*#)jyv>X>v>jIssz!>Q>$(xY#2pA}?Q}e#32l@mvd9q33ke)Q? zW3h{|?iNlw0CIU3=&$G$1IWV+J!!bWD2w*^&ZSPg%yagbIu&kT;Uz z5Z;JoGSY$ZnUk78I;RP=5E!L-RVF-hk6L!4yr%0=G? zyzIQsN|;tx*(GyRLzbMO(U5nU-d31@Sv|f_J~ZuxFCeje>)<5GJJZUaA!HY_qN<#u zf*(_Me~()Z$2fXdBx0mxYfZ8R*1!s29foL*vt$ z-x$yq8*(yYQx6I=-l@j6oqiWDd8V=(0h~DFWj^P}D8fwL2yNy2%)k0G?DmS0y-ji- zpl$n@t?8eJU;TM&oZDDW@ZV#EPh)f2+==yUz(8$#K4|W}zasX(S?xc<`u}6nA0n&Z z2N6NfmPYd*jTs|?x=4Ad_zkKmKXA1sOKj^Vrs1P#jz5Ekuqy@Khfs~7Y6pRV>w`cr zBM$R^SajEK=yjv<+MNk77F4~FWluweRX+$E zY#|#Rn~8!d7z!)nGZ8`QI0_<&L~_8;6`_tM&AGt9i*jrzh+e2P@NrH>Io~1~^8wA# zO`)Zz|G35J#S~-p#8$d7@Zu3LdIlJv6keh{zcC#up#1{E2=AsZ*Dt9(TgmBBLRlzb z%D`~SyXF|UCemU5G2rxjy0rl3uenwgW-@B>#$0ZieoeR=c4}K{dfpX03^8B|KLxReOKNVXbAL(rgJt^V@8w|(ZriL?i4>aRV>)!gw<^VhG11q{$$VUU;3)z=yxf@cP#`6ig~QhEmMaS3 z0P4x4KK$b5?4NVKfsrH>*DC&Jh%d?xIZx4!vVcd)2NrhTJ37L`NC8mD1^vE;$kGw)P&mxB?IgO>pOwwz21KO{M!AMd0tQf zV*lZ3&D(sx7rfAUTreoZ+{%9SGLF1$}YtbAfJU?O+gN^JZaZ*+B9bk;tdn{iO z;0nd!TqJ5hJ^Pp6i|w{XdXOk09i3lcl6#lQYLk0mOU}UMMvv|Ietg|xuXv{e{zf5bYj{Ohlsk*RPN62>!4KXASCD!o)UDn7- z(B#{#xSrX(b9gUI1C+eDc#FA|gn8>89Ec#m$)++;@k8=!Q1iVu{VB!J{B-s!-7{*~bY{k1Zvm?r5R)M zT-ce%g>e|DI?)+^B=ab6?)85;^Z)bE_yc~hj{rVcn*`L^%WRdLGq0b0*YGIlW)>SF zm{vdU@1Fxa%`kGz5!%o7MaWir>ng4##cTvQ8`aY@3pL>>u{<$G>1B0Svpt%H(6m{D zI%;95iYAQM63St}*AFZDR_zpkapj$6Ie|)6h1yChpcZ0_?x?q{O=tF;if$Kn{&Te8 zV?pCwP01m1h%bfEU%nkeYZuUh#cMkRT1#9WwPj<3v z;}xOu?jOppw9#sQeA!?PBp%g026VGA_07wXbwf(i0dc@02V!g~kv|A>hHZVlo@)CX zk7adCH!l%z%5=reXNtEQeY!|T&H3Td0b0NYe~4K7P5zguT^EBto7nYa$T7F351Ato z!payy*vrdqgG){aThsMTrwdm_ph=ZZPiv8Zywi~>Q-{fdfpJfWB}0S%WINt!_*q2I zOOh1X>!e1Y{-qYan5n}UrSlFSL3ym@=G<)M;l;JcjXEW^pO0_`kjSE?QAMbol@B1&Nfh9BobGCJQI{(;MghQig+UW_Y(TE}@K2gK0NG258&v4~jA z;8f4$yh}rU^zAZ53#bX_5{q9>cvswxp5zLRJx-1$@(iZ*U`Ml8kONxWEQ(bk}UJo9mU@ZQ{g z@OZHdY9cP}i`u?untL2M?^&^;>(Ak9@8aKDwh%n|wCOINJ?gqRNvWZ&kb-%c6q(>K z|5}xoRoz9UMQ3agak_VOGrlSO7{*2GN%0r)fkjbp2s}{)cax{2C*gBi;e!FiqtOHq z#`dT7-o=aXtUHUadApn(o(r+S*E|_&*Q-%|cB#C>Idq-<3cYK_vTy!^fNZ4)3USGQ zlHkAZ5>}1N{~_0oyU#Omc7Vk|&oOVZEP*z9gy0nYk-Ha^XGkH{;pNHwV@b<8glw%x zrHC)}Ard>oQsNCW1?*`h!lv)iTP(g{^7dcC1zdtyb;D#}dVbcYvzDG-(St;c#>a`N zw~(bd1c}KH4p%>2sw|Wq(p+wmz_>`5hp^uP3}CjRvS$?JsZ%}a&kuSf31@K+^W1!K z%rE*x=ZCBut$`_FT9&Azs%BT30yLQ*tOV_+H5He*_aVCWVikSS^UeJ38av@!Zb1=H zTLR%MxN>VTwn&!pkqg%U-nB7*RZ&hUp^Hd7ym2QDJSz* z+@GlawIY{?TFK)GC33?(Q~lbE;C3GqItvs$gd6KcnKVO4U!N1qKZ=*Kr&V`t?1)9I zg$(98$~~CefU6_q`XLBweFRR3?>~B4tYuTE4o5jiDi$1f87~PBxQEWKvy|aBM z1I%!;ecHK+zQ$Hir;mt(UyU_Jn-UYPOwxo@0(UoF^ur7+E~tIl@hTs0%4uAgggMQW zztoR8r2-O~co97--NxLmF|cZSIo2df}sz2^Rlr{g;`c-`x1VCu+J* z8Evthm(7YFnU=4 zx@F84#9#AI8sc!Xw-2^ocA1#CN>v2s_H&O|71$GI%SZbTEKveqm*rjXyHYAhY&n^q ziLLYXwzyk=zS-C(TgU@(PE~`EO2}Wil^COYsg&J^VD?J^w3=KVTp3R`k^R$iZ1$w} z*THutTjvojPZ#QHgA6WsRQ?UnK9z!Z$unGKn1F@Ncjr5t{hm}m29IOEI=w3Z(vVVxGU0iVn zaVy+jJ3MY-`~~8zyqUesTtJJzS6ZsTK!Z)#bUHK)tL+n{pl27`6}G=H z^%f5IVd^b7x1ao^{kUuVrc_q*)4BKXs@9NLKM!;jl4p{_V^onZym<`j=(xQ;B55i$ zDL?(RtlkoWEPJhl8eF@+F)@6wdoyD8JrnYYy4tR9}og^-EN1lz3P zk?v{3J*g4`Eu+rBR{oU9Zp5OwU*H@CrFwY5Jz1#b68rsZGnO9)h@c@O+O7<=G}H6Q zKoYJb4c2ZZtE^CT5Ia{rnp3sGpCZG#y{O_6V-wgSNX*2nI&7~~FzvY}0WrgpDuEG^ z65`G8p_O{ag(9{+esqiGoE(YRp5!hf4snkz#GCL;1>HEg(ld=JPVw!)2|-e^V^C#+ z0ofbc_;`!~p|q?Wy>9I%qB9xzda*n3Z30X%MMiL~WjX%CXzD4A+$je?RN-+#_4dQl zYN(~nWsfv-N|dI6^rG-J>fyQ|Mo&t3WaYKZ*?2v+NEQSxxtzXeykd4HJv?&q!5-*~ zjU8Tn-JKoVET_Ug`~Kb#b^N+1t9rrw%%ifqr7~RCtaCzWgz=>f79^N%*Ec-3+3+~v zNoQt0eqHD6sdJv?Z2!vL|04@5v(8OKBHSTuwW!mc-nqCDy!Ykw>9(@&U5jK!(J-n* zoEFH)*omtYo^E?XLKKyh9y&RdY}+bcAEJfYAnv~Wi}`Vf#n9fhFlpXlJQbuFoS90u z)%+fHkbYDhxZ^nx4%U(6ewBh$2AI4N*APLkNDfMPA1qvAS=H?w>EF~vNg;!ng!NLy zhbr&3V^`j`Xu_5L#nIg;*$z&Kkw;?zh|M)3jVOfo?AK;*!ns2t-%_;Xs9KUMq$W-H z1u0}DE)K2+kwvJ=QEMQP_GETR3KAhsYOuzJnUJ%eiG0v|Z@j}2ysr;cGu&yDi@wCB z(Mj1u25WV!eY=mV#Cw_#Pwu$|=l8dW9^1W#qY-wan|JLnKh4PQO5WEHlY0d?JiM_8 z20HcXPfC{7ehu!Sq+7$iAKL68x&6jF51)y|k_068%!g((iQj~dwDpoy4TT@lY4G|& zTJW4AK01q@cdv9cnBh~?`X%a&qwtDdUxQm=7UO0oyh{<~W$~IcB|$v^Wwh+3<532m z*qaFZVMPo7=J?_>cC;l~#X7wv8!b}=QWq@TtaqlZpTgrhmK`gmtB5~?SlrQq)F>Ce|-!;1r1j(UhUO1@Esvn@}ELlBXVq(jL%Lu%e3i z8U&?44m;-F2Qn$g4Eh6XpDU$gsKNi*E*Az-7ZJBaqwIw=R1wp_@&x@hPEq*+62Snc zq)?=(jgpjF%rOJfSAMukd^sJg?C8*9S+t-3ADO^k^~HVm#zR`QQz6(Cu(S$5_029< I>pI>3AKOBNP5=M^ diff --git a/_images/13-GeneralLinearModel_23_1.png b/_images/13-GeneralLinearModel_23_1.png deleted file mode 100644 index 9636234e5877280496dd8b3fb72e779cbf467011..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 21398 zcmbTeby(B?`#%a&qJ#qprF4!EB&0|BmLUxy-911+Vw7|!9d1aBR6r1Ekgfp|gMk84 z(mCmFf%C%m=X*ZC?>X0X{y4jo!FWCUdDr8;(bAwQ&Lh z!qDraz$X`F6e!@081Ym|`#SLQyKWr;{7mkmXn-IfxJh&MpKx$0;1BSjxVyZ*yOuND z-OIwwhQP_f-Nn(_-O=9io~Ml)!ru9n5T78Q;G=tX?(QxU{QUp@J)g6iEq@YQOe6up zJpv`zKib~u>r=1&v=0t0cSi4%s=;EP715}DDDJ5LIrzds#mI&M_Kz`$u3WKL#iT(0 zt0C`G6_Yhx?c4XGn4S^ee)~bk=sYr{LAyoyogGhfEr=bGHN)mbiV_e)D{W>-_MV-1 zZ+GJ|B!xI3#_BTAECdc39&z_T{9Ls3q?;2R7Yqh`Uh)wz-PctGRbT){)u!Vb} z4f4wtUiLtbiV!8f>0KqB{jr1sl_f}6U|Mx!JUZhgoD$g*{k_i-ji$73Uz>D-2fk9F z0H!n;pj^SO#XOh3M*QdcF}aIV* zNWw~X7~Z$UW{Vzgz%(GO^3%qB;nn@Pu4~OK3;r$6aE-KaA0gi%TwDw@+szo_0Jg}va@f`bUEwco?7Uz#>@E0+TwLqIQq*X8v2*xhr^II9AdH5YzebjzE&L6}Tqi#Bk6WfqpAC z(Yh%TZ+4$9=+P&1F-cDl-Q)h!NGUR*3Cdc~F?$)&G&MSl!@IQayAw5jG8%qJ=MsVT zr|@G)Ntk`eFOClw=;`$&l!J4p6+fo;+1>?q7yydk38K(1fM84n>xd7Ftv=O zfl26%J1fgO;T+%9MqYkE7K?HBV+!eH$!j?~Mq`%bXL%a?V&B3&xm<{iR);Pb9*_e2 zqD0F+j?zg-Lr@?`!(cFo$Z~o>;Ug3kT$J*-8=CyG3y>ZVR`Ay`7m5_Q$=M#vI`<4%J9y=T8weSM z9@oJzVQ%9m$t=3Au5+ta-CyMq@g3OhtH=JUG2o(9* z(6E=i(k#EEnK0&kN8iKbMTpDYtgeko}Vet0t} z{5CSen&(Po%J?jXCHfstP5T}9g8WM7nYek{;}l=)44l@#kBg4@mIE<@edDZjHtq<< zAHl=JH10g3+bWq%D!0Uiezg9h8@Vw?RM`tA8ks_E7DySumMQKC#EIjTxk5nt1K zfdIs{xT#pfa;6uqyGeURQ^t7+sE)%0d|Xu?89JiHn1TO zk*t6l=V$GbTbOj{j~eGO5YRp83!r;c(ZQMphQNDI&3j*S3%Cc06v`FyFx1Ytt$@qD z##3&o-RsPr`u{e#vR#9z-(`p~43TqXLeM+IsC%UhR>bVJyhS zx-XxqR1M0~<3~mZKIKNZ5;X`FDHx1dL@M%J-D#Nr9wh}Em4-Bl*ED&4I*lg`MG~SK zQkXR2hFu>mD0C+H;OWnjj0<3S5?QSnb|rS#y~z&;6xtW!+kX}a__&XOY?y^4ak!)_ z3nwbmx$vNGy{bDa5Ir7j@eQp$0I3B!h~rgq0j|H9X<$#tQX1|0=lWApKo&N8*P<0& zfO#lRH#na@%bYy%P7#ZjU3X(jl(%Z5dbp5cKr&q#Hw`W8|`V+{RG3Ey(9MOl3Ml};P_JGJAUZ~otDgq#~Q+GvB}nE z%v&Al2(1i+H1JQ-Yja&IVg;DGRFT4+gfO-z21+2(_ldV3+aDAD+UG)%w5{{eIOr_q zllN=X0xP1SF{Ys9%;TMO+@UF}L3P@2Z9Vxg4nsO@qM3A*;+b0dZ}uKFI)?Udg?H!nhvqVUXM1?&P%4bj z!L>0xO+xr|SAmwrVz-OsckTWe{-;H4$g5b52lmf(iX5ZMb5UqjLOiSidCe0mx+&e?Unnxm$R zU^S2n{4_$T8u2OtEw3kkBglS02id()GvKE~Y@UE9vDJSZt$1jcBrZv2n@Qp|IcGDi zXAFYd0b)(|l%=pl2LvKdN4WGuT_&7db~;>!bxchF6QdX;yrT(oOGda{oVe`uxy-#4 zut(820(SW(ppQ{$>7mhlAxy7=5Z~WE)Ov3o9ijLOFdE3og>=2UZW~oDhvP0&9?E6% zFi7#!V!)d0WFV%OJ0EJz*0j83a@G#v4K6e^WcvN&E(j|FXe3CDvFlqsU;on;mmxLf zGKBHaqGx{gQ=IvE*y&e}dL0#qI_tx=pTlAV&l{TKRNyUCA7Dn1_yS`N83_z`)5s;vkm34y(dMB)dlYC^=!qZDl6W; z+PuY|Mi*b!$7U&%Vu$Td?mvb7dbR{?Cy1NJVqJf%thK>Rizr9IcbJt)>=jhh^O4l0 zlxkM<(&U1}MH{sP-%_Y4=fFn4WTH7f(i$~(k7g{#__2n^t zjp6c)m;752;QOi3BTa)SMNdsYf7>&dRFxF$qz3=|iTPE9m2J6?vc1w3VbQf&3*v8m z^>;qftozaM)H!iSz{HX)q*XB{flCZKLkpT?D2%gCWl!C{IuUQv7{)B$)TX~WiXr@CwM z5RboO^2Arp8ynuBqcgQM(IoVmA{ojPk*&7-wh`lfsH%G)9x{_WqY+B?LUV4|KAssp z{ap@{F{qOSgd0DUt0Qu!zD4#)Mh4Y9^>3#vr(Npn%2Nw9i+|f1I*vFDZESGr`udFr z&7PIdvpm$(q*y)lw@o*4x(6{tx2mg`ov#u8*vcF*!N(S3o)cd?c+fdZ1gY*+8Gu;4 zy;@#$67Ly-Zc$L@vn{JO;)aSrht#QjYHgiX&j}LNQfrQ?a$2P0M>jy^jEnvevg-1w zF)Gf<6uGGmC82^6FXMv29xu9W$A5P6W%U}uu52rcwA}E}X>687<993BTyDZFLrYK{ zqN&XZ>#*}{*v61aGO;Qm0vMYdHnjULHFXRRaa=muZWpj5X7&@nrIAfIv%ykOHiIH2 z`Fhws`HZluzq>xnJCb$qQI3! z-a?^&GkSUBtm0eCyV~LdDKw-ACD(5$#-N%iKE`I`2}MN!{?RwD$et%O)$3`pY;jOh zDybhTWnPnye~8P6pm=Qn=Yjdk9oXvWwHme1)ArstwKOav2%`=^KMLo}dV@mUle zUHu*y^UC^0Y|X2=#~83)D|5L|!9+T9DI;}od%Y21IDeb`h3Ma>wE4i`W)=JFh4~Jb zMP%90v}s6FFQ0w99t`%)*$~h~PhyzS-#(xNFKELkf}I1I=y^j-ywp@2QGvpY&tQXU zfFu28p$>1pZSIWr9RUBHgsw+G6y(X;VQ0DuWbFjXU*#bJe>Y2*<;hT0p_go4;3X3& zWr+0Ao7I=cBQ=AJpB9-Y!$3#@J9ZbM=}d^o5gU>>A*_k{_iNqw%!GpxoADJEBfG4G{4Zxe^! zkkcP2AGH$Tr((9bNX57-2e3IpEC{~0qi4E9vu@(KBN4S;XZy=C;m>lHd5WEh*T$&? zv(ajOqFuD26rfUbO|m`4`a1#|8=3X1DNYaeIK=r(nW0=L)^?xwS2h?h#THjK88FT7 z2J;k#J)(0pO8$%}ij0E?;k;{QM%;X1X@PsG$>v_Gi|k`24S6EZKz5hrj8{)8@Ocmo zUdhL!dLREmr5)P!s2jDH@y>3?RsI$Y8;!(g6Eo@#>EM8!!V)7GP4B0fyAOd=c@NVo zb$B_SWkt%v8klx}^f0*XDSzulztNh0|)7(n_#|GU~h}hQ}U|2)3 zSLR1>k@0s;Eh1MN`0ycryczdyFW+Sstw+;CzR%&S`EzG88V-&qwl7H|f;O#gGKOXf z$tZ9q0Cux22kAUx3BdW}Cny+=EQK4lV%C={DUz_60Sq<=NM`IZMpPD4XUA zOU>t=9=B4rQJJ`Db9k_J=jscZlE4|ePOk!S=blGUh)b7}?s_E5(m^%Wy$vksE zWVXj`%j`gZw!`O$AHBYxAVF>Y;t^Vv=K@uF<)s?|ZlPuljTdOVjPN30hr2YoyWV4a zF=0E0?GwKuRt5d@^}Pg3thM1zvftH`QX@;u#e^X;&eSsVnZIPVv7BY*gnt$}SID35 z8gd*I_5*W5>;7RkyE3(@N_o_Wn|`Vy{=Y5R+G%gj=F6&SxS)>yT{#N-*Ni>*I1<&e zC;@m0gQ^bxWnK$`kFxoFE209`yweF~FJJpyqmAs&?I%LtR>|x6)Z7Iwcn&!6!dj-R zXSH|yobkiJ<0i#nff^}YL4^V6=~)d z|At}{1d|l|WV(d>=y7KJq>-As5!oLqMtbWJqBXheU+H^#gINtQyYUmBHgml^8 zfMtki&qlSTGa=eK{s(HEqYxY#_i>$7_9 z!I7KQiZao0&r1t-HW}(lQ+jU&bhbc|zIDzE1F9*vUd5mu>k|5k)U|MKYZ{s1pkl+& z(IMz)B?8~CB+Ebj9)p^1OXtt&#$QcLGexPov=HpnWFEa(nfKsl^ccp9xt0HQQUba) zl$q?S4B?C2P8G~Fe54O2agCDzG01WSUp(Y~Wan8_hB@9{Q-hj418tE}#BwrVRV_Hi zn@gf16kl@l)D)RJE3m{1zL$HQs#P0q5Hsdy+DQHmWtNUe3#tqz!AxL?`s>8{)+vM} zi7+@%u}U2b3FZ^Lx(DaEFBGRgL{zg?OL-96H)`ir9s?esX1uGxhpKCHoU3`QL;ShJ zhz|Prn>TFt*;iF!bED>EP+T^DG-IF1WN&vLo{qtn_MSXJI$|&Qgg0(#WbrU?hhFvC zu$zy0&CZ@>CWG!B`RBZ(Ii(*D--5^Qe}zmyYp^)ra7i#!_=ct#g3ms&=tu^jAHO#F7Zb zT0rHY_(h%OKhA40*3S|0EjmwPUZ=6WKu1K#3KqD_!`c8P2VoNy#{3?jm~vrDrc+=3 zb$U}wHdhdY6$z;Mp>l8_`04L+0IX*`I(FTv6N5twxPs3nJs#81nJ*Wc7plVCl)k>r zG#g?&50D07*#P6}W?=PT>)_5!ubI9j<5tnYKSZ1vi_*eYVZZj3Hg_7{W*Y8BDjESg z6QU;~y8EhSrs7D*%Z)wRl|5MwqW8IATyRHIsd^EmZS=cJ_eOS-A9zp~@LI6){jKA+ zl}Gahs+Lm8d-=uc<7KT5E1W2m`Kq314=MDEciN^Ju-u1$cCG7#if>8P9_U{5h+kla zgF2)&bI{>4E>=jo8ZtHm>jccsZ)5@_YQ(Aw^-@s~W% z3@IM*M`_F_zD+?Me7aXRV)=Z^7?ON7o?D_2%cx`Eoik}sv=KBEaV!bAIZ-#9TaAj( zAX(pdZW^?F%ml&^AR4(&1cW6(bQ1JLR~0~p1|8f)raHgp08!ZtYSvgqdALvBEfP@E z75X;pelEWfjSXdy6L;DTCRH1Wjh61CO8+%fN`Pp*PkQn0p2|Hp-iK=YRWw*p;A|`O z`&I&%2TyrwqqR;bFEQ-LOYeJtQ_D3BmAdjLl=vJ?=m+;jRHAOWQppq+9)0SB4!lJ8 zCaeQPC!82YTHgc!QtOXB%C&B1*gqdP1vlrcJ6#ljfFS!RdG%tLzDPHIrX@zD&@}!m z9f-4NlHPvx>(dbXS=n4NU2_+IPcIEo++pru#)EXsPIN>*(lj8)XWn!eZIf5ExRLxE z8yU0AclTk$nN(t=B41<`_j*tdgYICZWpXW6KfB_ce(AWjuU!Hz|RhRbU6#} zU)GFUB!-tq7V8Zws|^1GbDJq+wTY3c^(%aqxbd*Xu5P?UE`~4VfRfL_S0kF3cQg!q zBCiDChJcqekW=&1{4!PYn9Nonxg8ou_Br3Ga!*CYVp+8m1_RD1RF+yYXf5vYV<`() z*a6qV$&UZA`R-h;e($2S^OimG!_u$kke1KDHE&l>h?joYWA9SB??c1T}Q zHcZGD5h9Jqqj5k2NU8B-yxPdzKd4O{9LrJ49iYq zj$a~#y9iz`>M>)}`^Y`J;_h-kxMq58>%TDac4(k4G62#({(}-yKmMqGo^{HR)Y@+y zW%M&ou-Y26{#1yEIE)a;n636b>aV^9Qj+hL8B^H1b>s&AJ`{Z)_bJX2umxZ>_Ah(5 z{JTG3X??rWb;$kRFgDd8UNq#44Rd2wXEqD2OZb_?=o^{ZnK|_W2(TplE&|~~@sy6# zLFlmF2;oFKZ&jJ$pqG_sMYuy1#{|?1uxEhhG4}dp(6oJo8U!yd24!t!W}OvJ`jOCz z!>f3X`KiBtt=JlA{rL(LWz0c)SOhQWP}()JaqX^T5=IbypFKaSEi;~Aa6GB>Wfb+pfbw+bcLa~tp~pszT?r1aJ{b;2fcOAS@hc9 z8L8wMFTR@PGk>~x5g2q9EJ+ll1aUV0dP$pZiV!Z{AtK#|WK|9=cj0DZgtWtXX;g|% zzxz#G|J(-$qk&EE)x%E`!9B@?u5dq*uZIwjlHuo!A_^T=LgFX2ogW=bOT0hl* zYzN>Rqbtl`v~qKAQw=y=5>MQtzxvbud05pN!#-H=(rbxkZk7`#cI15QE_gV~#Z zLXZ8z`Tm%Di13JQG!H*aUFAa6>!-2gFqa)?46jgf#b)yyuRa2!(5QzD(EJsDp$YO7 zkUk7txBMv?fPG~6FX+z#D^jSL8oo&tYjLuVfeT(bX<3!L^1;=30xsLN2!oS>9dZg-IFDexU;jc$c%o)JNh8{wUhrmMZJ}RllN^U`D{bS zpbAe&=lJuekHE-iest=(?I0*ZvEO@v^7lk?DcACcQu@7-Q4`wC63X~_2BC&~0}K6i z4nuS*Kjw?a?ryg(woe@V8W(`NO=32UJajZ0o+5EHVp!2i{;?MvgX{M(P`oF_BW|SQ z!HCh1d}{agZgZf+dS^~4|7BJ7(fLA_HmZ9jA;#Fguop3Q6CwgQ`F>}VcwDeqy_H2LN642?8>+oupZ3lDNRI?h5 zo4j0EBz3657cuKelp+TxHq;8A8^ne32gxzrYPrpxRTlFhd&sR=^K z+MR0t>0KuK(wZckLfA+|L0m%oY~G{>q5PbuuAJt0`pg{;q?6JEF9nNZ;I)pQ3zGl5 z!zmx?U|KOx@y66bYm_n9MIRv_?OdDzaFuHg&@cXc-N1l+C|^vYtPha%*(9TiBc~q`Oc9gZ?eg=PUCH1y6>EO?h(0*_mFhvdcn*V)CY;HT1vD;VeLwJeZA? zIazVpsJu<3Ow2Lp?M;izbHK=%c)d+f-=z{;V#Z~$Dd(aBS0AvArj1`<)SrwVHh)I5 zz~Q}p>(W9@YzwYJl}r!fTi|fnms`Gh+^M%lOG?|z+3%Ma8a52S{x2joy}FYpeB2>h z@TaLpr}5W`YGFb0WU?x%X&NU%cuCCNw@%s^FusvQ$>4}g(Jk4hS?6yC=2PIefa${? z{Hlt~;y{sV^*P$k3Yt@G({GO+Hhw_U5r`3mZik^_1uFfG(nYU3gSV$K`m-a4jkZ#e zG*vvyjpHw$raOXJKP74g=AIr+>jH_Y{Lf_{#vc#=RAHp4+Lk0uxk*8?8nm~wdg|F$ zxZ{w_!LWXT;htp|N?SwqUx`c1dC-6(i|aGr~kqD_SYQ|;vDIxFR9f^$K`^3(-BnOtvF?zBT#;G-^3q>A1*1)nK*v!{_x>^p|j{G?aDOXsb`khTt23iFNwOo?LTb>kCgb7v=gLh zYDv7W)lz#8LdB-Kj`|~j$XSq^XKoTw1#R6Ucy zvb*-mry~>yXGrJ?TZm+YD~WLL(Y!`~L3?;%aWF;``54Vg}JQg3|xZ z@`Z_2_z!Lq3Ca*+zZ$v?E8FJ%oea4{MFt{E5}zlDCnY2!=nZN~8xN1nOwNs|HIIh8 zFj%RYJEOn+lq&OHv)4kZHJUkn-@$$Tx5r)05Z;yf^oBfaRwU-**T7&)x-z|lGv8}$ zRdeZfG5^gsrn}z)F3TarVIXnE-4UmftXjyfR}2W{*R2F&6s}VN%w!iv)J4=lKz+77 zeaE$xJ~F?8=2>ir$rLAmIxQ7h3+$aRG@$}w2VbO!s*zW}DM>jTg|`r|JHe-LMGsuA zP3QIGEfeI!M2p!d{Fc35n`OgzN36D`vJ`b0&5( z$@9-zM8TNYya>YP4!&K0raSh&W9AiO-F=;!&55eK8P;iy(uK&xC0~@DYh44j;+xwt zdisWEfl(j$bTF2h5$Bi5UiY$K=0f+pj9m(TC}9+^rbpnOm%%iWfk?xxJ2nPPkYI%W zCKjIoC_&H(#(Y-VoJgQvdh3pg@cpwPE9c!6Qs;z)>IrwdL;c?Sf{FY^F(*7fDp24| zwi(;KbJK)EtBYTMni*tsKXwHAjtfjeXdSRRJQ=SAcg`SskYC5ggwq}Sy0heX<8|H% zr}qy5>CVe$VjeAdYog!#^mNB$+Uh#ub(oxye{&vGIgD{|@sMLSu)of;#?+&~ud9Ji zOxn{ZVS-A$uxTqHrgV)-Y{t|~Z^ki4w+K>Vlg+{t8F93>lSJ<6fVaKjG5*f__ZdW- z-dXb(E-C}TWGRy}=X1EelJv-c#*-0c^EcJz9D(aEvbujhmRutq(xtC>3CE|tZnxp) zZj8IH{H22*epmtIKbf)`RI&l-S^Gt=Q}&_>@R*HRDpeGfH1GHFvEAB(V!v`lAJvn< zAJc9m@yvlyfixzS3nkXJ4k5gQy7)|>PD8Rhlk*NHpb`6=)hWrG;kF%Zj`i2%ogNqk z7nw}#Bp;#fwW+q7eX={c??y+50sAhxe8X7K=EhEdQ^0;>v7R&dtV z^-Fx*L|OO?FZS`=?AMj+HcnL_(;3xgviJa3EX)7S}XC)oIs zpuX?0mr2*~b!~Lz?%{n@AP|%h&~jj?{Q7B`JE;vi2c&Qd6w`ld@1(ni(Kur7%DVPv zfSLfsH;F5`A#_jns!C>W(~N$v{BT66%V_7-_b_S7vs+k=$ogohXX%+g3Hs|E5Jf6N zh#ef7XURzi64;r$h;U00eew1}Io2OV;GPc!XtyK+Xv#z<-~G9&*{IwEt5wx(=-=Y$ zU%AW42S&3GC?C#%*}{n$7EFo&*rEoENr4TnUP!iB%Y>dhl0^B+`-gsyk6OSI3C5l&t zP{OB9=zL@Dw0%Ee;B@1sM&JMsxslEh=}5Z*c6&AEN?cG?ZRKQuq?J{Y*=+UU5fr614%;>aIb|8#lKDO6o$L)>Rthca&TBhBw}-^yUR8kn3=6PKYr5TBgt~* z2xTLqorTsm)6Umglb0aJvi)802T*fP{3ISON?O|s^{PWJ;gmfc zl-zxFbI!Hc3Y0l-@IKCohd+DfrJJ&5nm(e|A#1SH;-Lrh4dzdB^_1^XC^ zw)%0UbkIU~D+zK$l!j_evom*&?78lXH-t9q@~U?O2nhb`iM;Z7U~R}{p zGa(+ZU`i*hnFt6AD-`^td3<9({Q1Nk&_y}fgMO^R!>8LTgT147?Pd@@1HmsZ0c&D% zQ*BntE6Q1la+lCc9%e9t-K&F~xy_QB^9vOc`}`C0R2QlG)t;6oz(df)%qQjF%9oUU z9c^zWmZ~V;It=vao~eP^{>2$)U`~FqMY~sG5bB}nUoKB<_>kdoB^9RMTZ>JDWRu88 z0-s4GC5SwHX&0oK^ZT^z-1yt=68xW(d~|CRopKqwSIYPi&Jl@j0@YoHcBdRPCiV~8 z9CXlw?AWoM{UX(_S|Xq4h7 zf>p*Ul9xqh-#mYy9136vt_~#&#bC1Xdgf9N<1|(Pe-K;(YoN#FG3OY)fly?56BwOe z4(f~vz9TgIrLgw=bf--8uwXTu7y4xkdUT0P-O!x5tt+td!?4feophO%CUBri99S9N z-JK$iF6QkGMtszp!g5f+9#ievtJ*(q+zlo@_^d9Os;@sMet!m#)_)wpX+LwAM&b!& zsKg+bA{+8ktudtdRO#uj%Muw{40}}yp3MQ%Cr`{Ks+HjLRyFR#;6c+wp}PgL=c?-G z%TyOQV!pGXCD-q~yl+Lg{ZNx0^a6BaUAULQ)IsT|t`$o?9=$*XqJ5u-gl_Wx*_%U^ z1|S$|OUZo zAUY!mzt(bHge$9Km7YeWUeagLA%5NOym2qMx!NfiCy?3@6pQ)(;7E@!km?Z_sSWMw z6#Bjp(`kfmlQ(XI7^WrX_Qj#1agGW?4c~CD1S>Bvq~^D`S*OiY(~+ur?*t_NSC9FT z@u;b*q8iJ61^{8h@AzIQJIrMMTIYf~lKx=vW)WxcrV*!STux`Y3pWq=VrZyB7Ja_e zhQ=OylU-a4}HB>2+^n7DK^xj-Wy)b^-rC%gvoUFf&zm1~Xxp>&Jw6u`g zLrYhpA;lW?KO1Mu*Z=ZKWdcq)ICQ5Xg+b8&p4#_J>8XFqUPJb~WZQJ~9w(Nkw-(px z20YC1^hfdH)@|^{-$i9=f_e8SD7e}RdquB8%zaMfz)x;{o1y`%#h0Z^iP2KB%^GLd zXhHV!*$$qQiH<^Nn$dCttc6Q(-OY60j#2{o7j8?5Kz-AseakWhgJi4do*_JXkrr?K z&zh}G4IjJwPmc0AZZrZ03wi(9crmrRYh!!$)U?Bh@`P|33>~3TuK4yX(&c0c$0eRP z#FW=*(yDuO3psh)!OiLsiL2T> z#Ja3}nw;6OR-f`#m?WN1osxsO>GYod@c#5*NAy`sOjKIy9ox@`hLB`RKuPW`oViTx$i_5Sn$TPN zmj4c%tU|I~%f58g<1MD-BKNpe&t|Zy?;nI{ms%&v_Z7%z7 z5s<~gel5A@KZLjx!kS6cGJ!l~gQjZtWdS3VW zq22~0#YPDn1u8TAUW*~E)iQ3_W@4G+W{KhKs%6p9O{{>;lKqA1*8N{qTEWALe|umY z$%*+-3ZZ?XcMk8|hC&}7i)`1Ur8|=DlL7VfcokwWuUZ;u%L(PMd?>Vf^Pklf#v^S? zGzhEFbhLuQG3a(mv8wzqA^vw&j{!%>{8BVQsRA#55kc&H>OPtB_|dw+y9cYR@COr} zQfk;L#Q>u}{j2ZeIDf@3ehV!7=c0=jNbdnaX25Ji5YdIk!5B>nTF7GGE_0%qUm@W9 z`b?P#Zb(_hqAyjrivxTo2dH10jEpOICGisu1Cc9dm#@;ig+JP_@<7VV2JU? z{ytCN`)yAe9PLyZJ=>uO7hGIZI7vPBNL(BF^jH9dWf(Ub^9Ush`aH;MA{8lk-8aH{+!{zn93yC7(PF^-kv>zrR^PM>oq{bd|q^ z%&>Ex*{$7Tbc(u-ya%+ExtZbw&nM(x@L)J0e@@Jt7&Zpc>&v38D9z?uBY4RyC4AtWw8HOnq9Vot0H zvr40~%nO0mmiC5+nt);kYUU9a=e<`o_ye+hRy&e~T6eDr0huOIc05Wldq&|dDY z(IGklvM@whZkyd9$ww0{+N}JX#)APE<}dJzKkqEr_l(w;!@tQdHAd&v0-TG8mR21m zvrkR$tyNqu4)}qB^ux&nxmAYp)G0&%s61$tVufp=O0?|SQcWubvdnQx(nW`hh!se?{oQ^A7F0Vn|ob?rc&om^bCYoJjhqO+$SwvN6` zdSqd>Md+v9!qhZvg6nEoYa6MQlV*{4VwLmjAktbwXo94c?e~o$f;dFK|J{W~d(5p_ zTKwe2KV8H24Njt?=E=9|+<=ZrP|WrS<5xqSdgM>Jc*fz?(P(KK_|`L-S5v)xlFq4U ze}FNSEBVYmN6&OFP40AWV6ndm#YDLa zfG9&Qcm+8z6l_th4nU-|`V8&@k-ABtANpLus4r!x^{ckjfAQc@^^9Ykc1ztC$ZdBg zm)ls08Gw;QaqDF4RDGG?ldp|I+5!xsW5GV&Y*y6gScK+%T*+RjSNh5;2o)kW9n|dq z@$+?h{=D*Rqqd={R!xWydi<%7?}N^)kA#hS4JG41^vgm#cp~?=n_wqD;mWs9ijrt( zL%e12liKFoPXI%|;8;mJ({w<;ztI~O7Dw@_Xc@f~Kvr3-A+-0h^r}+?6o1;`i@RdS z`HJIZM1fd9_B*5NNTTs{UQ4HE7aWGbaCpkfXFd}{Ghk~dfKl;9ts zY3xx>5ol$iuT-%H`{1j#w!a><4g|{?i(H<#I|mhuN+cz53vCZf-O zeZObvC_K3#Wr{;)6Cn8NQjt8=hH^;|TdRI#>gH9`80_dT~A6LRL8(;atf+o59O zZkIB%&&~COj7W?((;I}+-|cDHu*ck8s`?duDtg&v=~GFW_Pft=dhU$eOfF|oz9I|p ziuZ?D=T3Z3tJ-G#b-_4oQBjVelLt&jdmYimt?{x5iDf&81JYL-l^APiT>Q`pD~*rE!dzoCJ03!;P9h@<)3|k8lYgd%>m)nA*}$ znk!(M_jdE^3gO{)`4IqP;|9*oC9dMpZ$?n;MjM&wr~93XCdEY@BO_Gz0|K^`0)TKe z?Qf}qT7pB6pspr>a$2yQ>vs#Dfj%{0>OG8Tc0JY_D{cYY8yaC*!1_$98q3~)^xb?66wviiY*0yx}DAVcTOaAe&{pIAIZ*Qf7s+wx_Y9_3IKKNrv4)Xtex}@{qsI-P)W&?m7D+Q zS#HgKsPyR0YRUOrhSywVm;TREjnhzCkW#|EHMCCByE^SIzLjh@q!du202I(m7q$GM zk??f9@J`OwD45Ozs_I0gPPz8i7?jh&V5ci{2SAN0fYT0y@mEOMPjBs{dtgIsKT-Lq zIRpJu`-0IKpG)b{O7Aqn_an`O@lw}_NZ&A(MJQh5ZSdTm&KII?F;3G=qp1A&=swGo z25c9NT4x^k%5L@=O2JC8hxa{_bPoz!K6CzD8m^vU-glPO9@IXYsAqBLxD^Qo-{ICB zjk~IrsGzlXPq3&@=yX&v9zKUbytx^$f@-}o^_~Zt3VL50UN&Zqiio(Z6&r2VsFvl7 z4Eqs=lD78pw}(=;Dnbgxn*Jni#Yw(O4 zks;mizY_sA z16+P;BqQtI8t9Fi%U;ilflBS01pmq z-Zvd!CqwexkQBpi4;H>f?wlDVCp|SWnMWb#Eo=AkB-CrYxU^-7gf@d|)vs^T-U5*a z&6r63nIsUus)#8iL8sNi<&J>j_I!vWQAc4DtH_N!4d+bNzeOJ2HGn7ekUv~0Ik1ns zGORUQ-sNcO?i?35q{ZXscv9_4u4u)w_txQ%5oHhItyn!@=|CCPjJubwUH6uqn}c)0 z+7mR|zS_I=JPh_X1(;8}4F~Bn9zT_hQ}S>F)uV01kk?x#YE0=lCUu9=VC3ggj6DJTUe& zxFQoqL@Y|PkIQ^1dQ)QZQI2fO%Dq6a$3Z`6j^LnQ|-X8)!1 zQRw1UVEE1I_Pav_1T>RZe;0uNjZ(sua-H7w{aGIo!S>$zEVt@mT(fKc8nfH^fy?x3 z0h=g*poDb@h&N;a?S!Hnvtaom9KMZe>3b64e>R*=c@L{bxm)RxjrgO_9w3k`7cicn z7V|_0v=q^8b}{ckTetHJNa};Vb4H?X+)QP0*aDtI9=IG!(gIAKu1{N zo)N*RVLbrT1^6DXT1?2VxV(z=&pVT_7pHoqWV4Z+z%_sV{KqMPK>#P^u3RBBTs7(= z2al6w&C}2exndThox#; z0UT;k4n#5mn1+}&{P*(|k()Pe0uCln! z@ii(L#^t`yjher#RlsR5-~zCN4NEuxTs9!%CA-9J`Gt%e;m&E}0G;j?WBKXofI`#b z6*3m$cv-3piMId=Rq@5{VLd>DeP&T?9ZyCN#UGN=%Wu|vC9nMfJ@TJ5pM4}WAr|}i z)M3-uS@kqN03bO4#Fi_@Ye9F*8o-5>e3NKRO_HbZN`ow{N~#rlRF2q8?B3uHstK<6 zD*rpbi!D4SK8%R^4arUO{ERkWV<9>x9#ixHsUL8?oq_r;(yeTY^`zg{LTfkn2}~)Z z1Y3CZ2^3gJ&Nj$2WXRdsuXbvX{saNE*=ZI1r>P9hOY9lH^W)8JvwYfZ0hdg~<{mLV zmZbCA`{d;OUHVpo+FN0iq5g-#`I#XZHQW}rL0HC>##gqBA^?|KA($Nqodb4Qg(@%6 z>DqAbppWaX*OhnS|!Pw+!NnF9o8jS^_C701+1-d#l%{o-iN@z zQt6rbjxv1af9~mhEz}fiZ_+<40c8turXj_qrB@985Y&3L@3{wm>*i0aN?C*F)k04$ zH>P~wvD^4}?rgP(RNPah`T3NX9`yXi=-VL8M%NwIb~Q?{jm6i-Tv#lf_B-xaLoQ@g zr;4y;E`498Bu!`!-=ka4dn4N1Y(sBc?``8Ih8ZOG@&~$8Gke;4@=Zue+b*9Kq)JTr zt9xBeBjD2k%hFSLMU=1{V@3Y_m%`cEP>WvPv}oq6{oH0A6hvu|!m>N_|0?B5qnb*x zFeEIEY~78D?2QB%ML-3WowiXiDxqB-${rg;AQ2D@TL>gNVmm6!V*opBq9DyfLz-Pc zc#aB2h-^j@0!g}M=>U&_fgl8A;yCkr&YAgBx9U`#@7!B;>#JMm)U8JZ2JM>8RrY~c zlq|1oH0iLSgMMC%m-k!z1wCe-6<*Ro7H+|Um?*XBiJr*JLDKLun)*M`x{gzL&xswB zvluK`VemS~{ToGgh8|P$v{{2op5uMNd8WmC|K!uE6}~o@uQK~oHr=*efy9o>oYj7^ z&}D_+kTtWNxtjX2;9LbvCe@t0>%iDsm03l`>O{}^f%{+7%-J2D9l?RD@WOQ0VzS+A zz3&%=e%@9$OzN@qfkW!m6c^le+04J-wGF&v_X1-td8m_@qR+K%E?w#Ug7fv>@a%K- z4>h<4gjyHNwB-^-qNBoE!&8|=YUuhV1!u&xD0eKoC%;KpWgJ!Xc=gr-Hzxn+3SC3J zanUT@SnH@!=sB2^fH4yN`ancQ8)aY!+;o@&9f(Bdj;(?6RBeinECKfx{5Pzue34K;##~DkUgt*1@lfH29NZLbJlx8aWPLYSO=DE5~Jj8Ja*_J z?#66MB7HO-3r2v}MAwW{J(fOY&L(xfE*ecE)4%sLjX?f(*ufLa41LM7HQPydB2Q5+ zC|U#m2BjS?qY-gZ!{F^Yn$b%x)r4kISguR^L~eZ%(#4{vi(< zX_mO`ujC1i@DGeekmZwCd8>vajNkVd@l~2?2&HzP{h!pEWBWz8uj7z5YSeB%KT@8_ zC&mhcb_a%f@%On!gcZSwq}K^wOmPPPJ$~#OrV8_9KWhTpksr?QAWWYE&ssj&$wFfz z*uZOS2pE0=EVFd(kfgR2j5lBiU=T0Kw&(}YB(Jz^oGx3Inox!-7VgN%zl{6l73Yn& z%4EK)k1p@*iX84=E(vQO{F*l@OSVXMQjva)b*(RJ9qs_mZ6u876=-0qs_lXB^pcxPA6 z*fl7?4_I!j_e7O)FS-ZUKm;iIf{=7&)&TB<eIyA`+%sQxPb)f)RYhz^iZ1MZT~{u*56u}r2_K+!23~YLHfZJ8+uc5JhI12WwD2KkA#J61 z^22RJhay;>T4)c=*-g7pe&`LyU{^s}Yog=u8II=uD;Z!IwGgd7{B?TPAIV73^%%88 zQ4r2(J?> zf@#6j9`O5w;x-J+0h)dnV#EImAn{*a0sDrEy*zD=S#t-$LM4f^PBlbcWq9kw?_mal z!Jr!|dEY!zN*KgcI7g=`w>*SA-X*z@{6(mi6;+k3{HeY>z%h%L+HX~($d5@y2Bq!pR9Eao2f$r*)o_E6sL!rFzgJ6`rn0->VAs|g= za0Rk}LX6KLP_CY(X*1G6V49KHaF~9hS(yuu5|k4z)QLvIUFk(yypalMS_TE20d7$< zR6PVZ`#;M2cFvsuwJEp6=izJSZIIwBFqIhm+%fswD+aVK-+2gph(}&sE?<9g{+?N& zQhS8xw_A}Oc>#tlnZ%{25U|f$K}>ZRsWLcAAD_i|`oy0Es~UQeaCL612?W6*A6{ZT z3dYk!X5N9GtWS=@*Q8^v@pXhYferuCY~lC~tljYs?=k!ai=FzGPb$`V_`5#uhp-IX zhZ2m?g!@Sw+eD~Z_K82}x_&#cv#_a|+|UzRIDWgyWY}^gvTZFKpU%&;MCycDr+V5y z(`E~$LojM5^k7{_R?k|c%pK{-1RDm_R)5Q*O*K*8lBv2V?6@GM zA7JwPe=TdMM%0V}AeQLbaaL(Vr}&r@@mFZ3DRO`h!c{bTKaLn1qMHUrTrtEaiBthn z1~@Up2nEzFSN6yG0TlFi8VF)RtwnkJab99gwI8XzQ?h>q39D8%joG7(Qu*_7^jIab z;e4_vTGVj4^csOS1#l=)xZssIx!d;+SL+YVtK%<#z5r(dn{`R3&CNNWlmu|nv8Ebp z-?8?JzQRWVC4Ub$WpbSOxfKkyZ{7Wpjt)r2tVNP6YJpOnzX$n|9i(|~;-}|u3b3?_ z;iEip@pkhOqEaZ}Zn$|I>o0P5^^ZZ|ANGuBXl+*f8wQ(Wvj|ho zDv9^S8J-$H0)^K8_TM#MGq{M($R9U?Ls60#$)_1i?0wc@{!np%(?HHT3g1Tyd-EWV zcp6CZZ6(nGE#CBync721RSG%QLG(r=5#G0Zy-k+5cP9Il3*T@7C)zI(BZ(QFEV|lQ zw^!B0OU}$SFL(tYC4;K4Dth^`eC@=fWFO3jqQ$96n7#+jEonPgJAkE^SmIf5b+c#- z(D>oJW)aoZZ^QM^8aR;VO1)JxJ%?#i>QovYvdxnF^A81Vc$K(ED zku#5ea^&RrOkVpYQ@6eqF*4?<5;BG}(@x6(XN1~Bhu1N+s--#Morxuv27|s|*+&0n zPMtc8l6LLb_(8-$R{Hs9b)C^9^!yaEXror(sdkQo>x?NzvRj%>ZVGZLVPTe=9cvDG za@!S6fTpFeK9yqC;)|v0%*cjj-q@=O3ibomytd$UbM|E#hODgF&Hbe6xGpeC`SVP! z_mI}x(fsiR_;~lZ_2%`;>_{SxeL8U$oiI3JLlMqH-)Z=Xt2bFyM(N8+}um>9`yMJ}REqIx(( zcXU}DfziWA@RH%JAPXg@b=x z_dO9;20EJ9sm~ox_-56WCXK?qJeNCul%BNFbWe<~B~F!#6U;cKW&-WCUs4L7}L z4FHfpu>9))2l%_0+NKZwv4t4IuO0wDw+~!T2I~g{O&vl2fa}Qq7eb-N`~`_;F~;^7 zn*bCh+&$O}K)YiC{Q@w4-X4-+Ucn*W0siWz)J~}>N#4X@0(DeW{)c}mAozv~PU2w- z033IMU%YVj*5g%b>_acF=$`LGIqr%HXth!2szc^E8rKhB2w%SIriK1}g;*tBV|D^- zizub$`Y4uBTkl@dsCF;#z7L-!Omf^w$tqzvc{x9^wW)wlmFjiu7>h3&*-9ilPaNiy z8DzvTd&ny@Eg_7yMf}gl5<}W+c7|?)Z6QM;LxCNOEwhWvbB|g`0PtP=DIHvf2B|n! z1HyqhfbRs$S>WP*fCtFXA(Atz9bfc~KX(e5K%zd7=Xr^9`1xlT9?`u0|wJ8I;Wq~sP{rKVHS&NkG!Yf zy_k9xBmLf&zZ3FAlEgz^!a;ew{de!mdZWTDn$HEAV(+j8St|fm>0m2M_BFYXpYj@Q z%)s<J;9$%zGM%NeF^kIUCUPj;X0>O1fHFIwfe4agK;+4pmTr z8Ef`ca1?j7YKsmC){!y{A^#j4E9=WVsuxNnchctIqn(tzmb_}kvIro~g|gAPhHI=~ zKFKRop^0JfT%TZo0VgOcw-c9`o{(?-g*Uyd#$$6Ik4ggS7+>AzrX0ONsLA{ ztxeQ>I#@sf)6*E>43Q{DRixQ?|Nq#J|0gLMW%hzZUSU^{s+^xFDwu2@Sb37C=Yd)j zoHhpxnl<#+Npfhqj@Bw8AZR-j+YY1I6pL^GO95^`_;wrCWkqLeK25^)WG`zo7jU|> z6OkIFN*ucU=Ltaq-r6wqv+44bB0MuQ)4>u7EMX(~MyLUy+dt)~GBnRltE{oU@d7cAi)UrhpKh zH|YqMm)kL*nB4c11xBegtm^qQ(e@@c7BP%pxlQP6RRhcNoO+9$0E2M`CfZJnYXYuR zd|`bMITh-5Y2OM#tCNMR6GK`T;*GFZm-hI{-E3<1e>w-rgT0}DSV_yB=3@vW_OfsZ z{iCmP$OAo^6jV zE#yreP7;gK$V@jY5|SA4oUW~WV*Gun{WtfKeoal{4nuz|`my*~D|LjBWVIrD)>W}l zOY?D!g9*6?1Ks)tj$WyM>mb@V-zhGLXn9_xqOf5_!=;$qIMET!)kJ`2lnm-@jqWea z7m~>Ima>du;>?~N?|iPto`w18q^9E`EFqHmBY(?~N3^_H5p1m;ep@MsujwJi_(rJJ zjiY@Rjm%UJ&KdM4iU%sSUW!T24T$NIPGo7cPloh3Ls5t%FJMQR-dJ}Ak1?25r z@v|R1b~r>w*gm;rruokXdkbui)jx&uG}_NVOl-ZLf9wSOQQ-b_p|-B})O)K(eI&P| zQM~z+x9SJjtnR+jTtwtz1c?8#-mP+i*{2<4Y`Y8%*SX4Kbq5rvx74{$-M5S=xweVW zmBZoZ+kef^V+T(@K?9t)=5Ob=;3oB4s>#3I;oF;$AISeQWQYY+l5ox|9I5>DK6{0& zj0RB?+y0G_gAwaMQnCoj_%Dg}seC}vvD=!4>dbV4udH(+>=tWr-6W(=(gwUP5Lo>a zv@@S}vg;5mk)A}>xyE?NCo&@&lSn|K!Y)$Kj^#QLsRWY&bF6sy_9KA_3j^!j6nVt> z*8q7$On?LTp*cp3=bO*ETsOH+TaD1uj5tbRvAW(rqWTl^a+5D-f|P*UAHF(dfYK3s zorkkwV`BGsE+d#>l#1RpWnPxEB}bSjXrUpr6c(*Z`}lPm2dz3Rt%Gn_)82RoMb>sX z6JQ<9=MKyzUrL5_=pfbZg01mKCqY4z%Dmj-)BOAnp>|THT(A9eH{i+R2dXX3WIfMc z7pK>Zo125(*SYuLyD?qezwGI$tcI^Ra8>h&`jk7CrO-YBk4}|$my=qz{qyXR%9U1p ziG0Wd^`MFxeig%qXWqi3;$%3b=pCL_Qjgq!T=qNjwoEGVj>6q?!{lmgvFlpXsfwe0 z%*wZtFe{rj4(FbpOPloXnJyYY z9q(0}H6+i_&HeRPi&xZkr@4|7B5G=tvtX8qzkiW7)CH0+ zEKe7IynjgC3oSZan=>IsSmskAjY&lh6A=1I$Xh(0{%y0yMLf#ZnDzG!LEUvH3JG}+ zskl2Bu{&PPtpt_)hTfh!&RWBu?LvnB0>h@tuJ+U)%*~9}>aGmAx5Lz^6)##+I-&1c zK*7kdP=n)ACCKKv49&Oo5j%Iqr(?3)o9C(dOZ6mu5{9N zP8Kk!&Fbr~70;2Swl7dd*TQo#7I+_QQ<(}~5^?-<8@49Bv5%Z)+KS*x$d8rrenGeg zIv`SjQbVx;R)_r&-|xB7?H_ry`fYw~nUgIM)E}Kv`#oJC22>9Q>CZDF96m4=>GbbOIQ$UQ_)I3NZ9dYKI*|8Q&s4_^}FEDB)x;EuU9L5m_^JzTDDhk5Qec0}>InvwIsxmcC*BUX|D3`2oD;;L*He#(BH#x|r-q z8L>>*2bYLppXkru7j6GCvX5=z8*xqJ_~tid%G4*xOwi z4q>xju(;HUSl)URnWfTExcE-9jam22^3aT7MtuLRbXJo<@2EfrXm6kW zsP}k$9^PhJm-QM>^w!6}VYr~XgQ77V0ft?TteY2jMPF~y-NS@cowQ7~%!e8t<}ZK& zTlT1(rZT}qYh~i;Q(}ltmr{^hovVtLZ;WpL)aL}jKCIxbpgdK?=J+U#Es!k-mDrZa z=)bdl`b37BZRc{RdLVrJ-0r7}IlRED%*cB9nR0h1=e@R|Qn(iw-LX|@d3&VXJY-rd z`ErmwEs}PqsjKW_pMAH_2OTQ)68XrnkbU>Ptp79FzkSV(aiq`PPG)60Rrc!}n|fTb z76c-iXz%F07INmfh>#zVaB)yrZ>NLtYvSg5{sN)kV#k6@X5<&Mc;yN|6|=#Z2@$*6 zPJLDVvbEJ)&7eUe(|xs;I39at8xf2+*%L2ku8G0quvz2Lo4I3R6UYTmkOwp!QcUJtHUG69b#*z`XSGt1Y( z!(I~L%^OZBDvt;P@4zEyNe)tRP9XR^4jB|5L$5`Icv>IWvDR(d-8C2FOaRh8VShZH zZvRX8O8MJ61HY@(R;Lj`b-6GjI4v9*85tgh^Le}6R0V(X(AutSpA^c z*S1KH>s0kjN;ih$R}q#2y2-XVMvjs=(-^)Dca)(qu`$zBSH+sVa-xzR?VR@91sZO@ z%b(Fueu?tEk29`2YQOZ}$~p zAbvVASr#evFfI4ekUjprkcimuqQAYJy=M0lt)s}_!vRUxYc-Lwcdnf88q`5oJ=b1$ z4c=aq^Zq_tyS8~zecA`bB>TfVMmWk=%UM`6$@&Y60Mi>5w29EVEY)#loe@4bw*Xi7 ztf&9X8GEP5dZAXWYqsUKb!`1_iuF|7uT9Q5hviNQ?1mIvS8#79TNG^ssT60s9J2cX zy`q^{KJF-L{ate^w1#~))D1N$o`)!K8|CosJFxa2@ydZut{TJwSv`5$A8C=4&)M~; zu$iCt{5)%oGr_YbQ!lzY!mC$p_ozt8E2H#Pl#`(Qc>HlRlakr*v*{Y?730o=o4PVH z!RB3Q<&W7u)5NKJE~`K9?U3-mxfGN3Y$wCYiIv_L$`1sIvo{EOX(MeFGMPD zPKmwB30rGf)eG`j-a4+=(b{hF$&w_Mmg_=#+p(p2<5W~f z=yRSET@)sPQ_g?o{fKk~Z1C$2wSjekeOkie@f&~azVpm;&FPgZXVLv3Ic}j@ugvAx z?I^4ibiY+9krG&__pb4Q;wIheW01oK7qqg6kt^=3F_o`VMCrt827zcN9C_@!H1zyP zV`wg>=gEdC6&gIO56;kxt{S$?$WCH-32Oh+F0byo?P(gKUd}W)HFZz)R>J1;@vT13 zdmy((>E`>Uvf~nNDK?|rdg~m^W1cI`Q?5%csEh~NiGIHM1s4jBl^Namvhyav-EXC)^2u7Cc;H(`f?g_B%SiLkSbxJUndw*d^QUODvTZ8nL@TI+{-@&p?;f0|RdLeqepN%BEx?P< z$1=LlW7)ht1JClSv(=`|37+6lb(xLU|5E(KkNI;}EqzKQwlXVDe^bbj}2j1V5ZTp-Oe?*4Iz9z%u&>0(Brw0s89Y**< zO%Ey+E~~pn{~0~?qgFeUKA!Hu{1`X#!{Td8tSVGrh4z%OYaOR0Rd>!iSwn)M*7r9? zC-%o^EO;_(=o|{MoD1Whc09skt4OhWSD*6PW_TxqG9Hx|A${H9!-5KGLk^b$Q!9?J zEAaakH(tCFF{pOO*DqVaz+ov~CPxh=VV%MvD-#D6@A&2m@NuaXr%rr;v>@9iu5MqH z^L7u_95<}1W%`-A@o8ZU+$(EjEQC#+>A1U&&b9Ocf%LlqoF!*&c4`D5&CO3rmpFr2 zg-bqUd-&Dm51PK2^vqpP>BvbETPFylkpO zx1U*D#pQ=0zgZB&zW|H46SlP#8+I;@`4y`MuR(E#0~Pl0<*aMlO$R|&m6W1l@cM^; z#nwT1M{QzdwGlREh#D(g;$D0jK)z!9T?f6mP&jZoT|2H|@-E>#7E@0e%9}hU*XBy0 z#!m?zVzpZE_ykcfnGxvA!@eW0n8REw67lf~wF47Amtf#F3N8+KTH=Ef_6L<>`< zSootB!f_}+2>L`c!dhX`G_sb!B|C8W4>oV7h7?=89N{E~&L;Hs_7)F~BspXu3jDfX zvRb8)MRan(JVUF6iFj~6){3&g*uB>lb7O*A3@b>N5D`1rBo*N7H&HJiRGpggT~)7X zr;^i=?TJMsdMRBVy8D>WKd|Dbt`4^|i-h$oSAW2Hojbn4nr{3};65p~pWLoQI|%QQ z6H9MYzuHAukFTzw3E7fBevP6)c*g)$C3qW5s#zJkKIKVp_p0OcS5=$|F+fB4ra3u1 zzIu?Bt3j$^HE4FMy(H9-U(AR=!9*ZJw$-dJ1y0qy&>Olo{`Y*`icg{8!HR*1Z#s*6 zkn46#@mmUL{55R24Oirvf!+&PoZ0Gt`eN_i88lAegKRatxX}S0OxCem1JEWwK>WGi zd#(HBOZ(-}Z%W);qjpunb7-9AUI%)9s+;}olvNw+s2D^v`bA45v|N|vEQgQpCXZD( zTj0gSe9W8%n5|ww=+ucK6_PnLX`R6!Js}_Cru|R)wQnHM;5)G5)^q;67O}uci)U%{ z+fmS}BDT8EDR~#l=1nFOj>CC5e2&$z?6)tjw5q{v6ft%a3~HgWB`~qG%2#>*?qC^+ z$WC%o{-nP8bok0dy}>h9;49A@YAXa=lf6+2-c-@gNR}R zxV?99-4Te(GGtp98Iy@-0Te81z#-i*i@ZmGzR`dJ>9+g(5o=6YW_iIbX5V-iqTFd!lQ z-_Ys*#u4*KIpJzVPb|H06~yz-KW{y(`TB)@+H$?zRV^>_715iYDlKA@aY@)yX$I)jV^~`bxB-Dt|V`Gg7n;-5C86&ht;oRn(niyxRx?$g!k%YwtZ# zd(t%SgS=Ea!`0#TV722fAB<%ly2>zrc{mss_|VZw$rE*6g%$%pLt;Lv@-dkQ)8IW+ zN6)~D5w<1+^P>5QLd=KFxHMCpj`_u(vSQWc%H>k(B4dW@?LAb9@&@H-@sP9^I=1Q^3gm1wV`DB*o}$7& zkayeZ9LQes%ng)@Y@0Ks3)MuTYh|N@teBqIFkkmL`UA!;=0$a7S|0U3Fm1XP(l3F) zYuf6giW1czh9k#>$|&H|#MBHcH16g<9u)q!;r*L5y2omeYujcVX*&u&)c|l~i;Fde HZg>6*U%k3Z diff --git a/_images/13-GeneralLinearModel_9_0.png b/_images/13-GeneralLinearModel_9_0.png deleted file mode 100644 index 478a63bfed3feaf25055020ee4423d0df2de4bf4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 11615 zcmZ{~2{e>%_&+>j--QN|rHPWAN%pNMOUS-&VaQ%&Uk1q$&H8uKROe&*%CiJutk-%)r9{0)d!yb+k-C zATR>BIO%AB7QX`x0`Nr@a9h`m4){dSxh4X?>HT%A13(}~_VWuoii}SCW$Y|N15Up14cp2&5)~ zK!PA$ElsnKf(=|~h}ptq-_~X!onEqq_1Ie>&13{`Vprr`d0n#^b^Mgxq&U&c)b{-! z3P=r9q#2>$Y5Zk^+E|M%m|Fg&wgkI|Hk-Dli2jq#=mOY<+d1^#{$gFDir2npBVq0> z*Z*u6xGV0v5YrM9U5jcfDKD^PcvMncVEgu<8ljyqBO1MW^gnPH*G#@VpMUd*fVkb^2GBI!(E?GBZYYrqAyG7N zc`uKyxWkJnixZ|LZ=s~H>$I@&uUMN`iUwS;d_VYH{^SMN07JT$54=8avXO+!L;5%_ z{vLwgn#M*k*+QqE^;!HreF&e(pS((#eni+@AlRRX9Mdj3ufg?9Cn64>$w|VjM$!^^?7-n?Tsyz_ous zcXEE6XdhEs0!yKfN530hYziS$)e6;~=tYi$LO4U{f3r1HB_geDg9YfnAiA8HD$KT( zbyUwEz~oPO)8!D#5a#BVG562S$E?JT*CmLk5uCdJz8pplqY2M(^gNsHKINh~yC&lQ zcwcHJvJqWR&p7u6!{+vfdy$wjb4u&<;N&+C4`qRXUlNE5LogykU zuxYktMg^wdIrw+WeR_4D2)|$Z?*|XAbK&V=$212Lr2E1NZS%wgi^o%(n70l2B6W%Q zO~J-XpFl$P*@iC1axb}}UErM*uPGd}rz+g4CRzwG7Xr@|8q(2z_eLaK-0IAKe6VHr zdgRi*W)D(XA)eJNh7KI@cvx4PgEiZ>I^#^vzF#u~>qL@7NVKpu54bHyAf$bb$f&mw zkd559kanF3MCS0F%PCQhY(Z{N*qIL<9wR5~2(|fM`h5A7DK1s$t9(U90kDqUuJ z2wpmx=g|zG)y;>5`GvWy3I)h!UXtzTdMLMY2&|wmz^OS>Msp&Yvfgs30AlAZ;V3ay1qTzIHBlXMjHtHc`o zK4$2=GvRuvLxo+x>%=Mj1=pFX#Q*L7Dg`^R**(F){;&MVL+LSIi(Fb-y2tlCQO5=; z>Gg1}^+>tCiB!#b*DJLH(9urJ{%l-nS}dXGjXhea z<)aM<3N=1hxqdL4Muq!)wG}E z(wj=)PBGEJ>7P&KW}Yz41o3*K3?3}+ z6PYI`e^95M-|*Ahw{5CY_GJu zTk)de>-oEOUmq-vre%euU74Pv5{PEHC&1@}SV*j;@Za~FIgKOjGB~j`=$maNCXRh6 z(e(d2?guNRc>aX?r$Rxjk6L+e!|mT;Yn44>mU^k+JZrTEDUz>Z@vbat1%4}XWwhK) zos%tTw$UvxKTM{+PBD)UmHYVG{7UZe<%!u&+xH6_y3hOF!ANTtCl&uH^qJjW0045S zR3aiGBqbIjt+I#0!qRXiyGXf{gR6FrsU_+R~TQrv=q*J-U$LkzV&3>^jhznBkgBF{QM=JkZV5`c>7K>9Rr|~%tT@Jy6 zLr!-;ik)1Ul0n=-Fd|9^*Goy)TdFp-w5px6u7__IOh^`j!q>rfo@)#jbrq0PBpHHq z?ideIg!SMCar=+=(+I;~D*v!$U`@=Yo*!hjYiqw;a+LKZ+_?PM-7?DcxMX^XeEjCo zPm$a8ax2z8Nr^%wZ*O-55{Ml#K6h61N*XSVzqc8Xo55DBf6KVP@Wi(QHHf&wlJsY7 ztQBwzF#e8POQ@*c^aHEr$1T0MWQPUnqtT)km2XJ9@12Lq_8+vL?(=0DNPyU?az(}d z4!rY8v~9j{uxGnGTWG29`g!ew(6uMGjQ&B;6uiX;?^%J(qtk9?eZ|q?N|CnA1W{VW zDrYO{dS2+!)AczI&MbvTJ!*=IT^yae@j!9_*laZ&9%N?NDkyj{tt1l{jAHroPT)vW z6CCl6KHTWwdhiQREeHNQO$Ywe%es2%leYFiW>MxKYTMuQRr$ad7uy|CpQHX*K9|IQ zj9O|+!T-4D{O@lGM5AFYmb#0wlaX_*zFXjYRjLrFzXR=Y!4{jesmi8eJ&X|!CBUwBjpcGckWZb-5zDixItwpviv?(FpZlznQ;KDrurW%_bCa$$ z@@twoLBIsqwvXz)zbD)iaA3WYaQk?Vbh7Plx+*!qE&LRmq+=tN|L=|V58HJdiuK?+ z2|d?^3%*lh@q-5Wc8uae#z#)0!;xohseg>xdarnIs*lthQibeUL&(_=&JFt*8`DSQ zH5Y&6@TWRUTmC3goH;vPxg=K+tzXHgqcu8#MYf@y3MkcwW=$x*QcJ~~?okNV^9%dv za{^E!bXsdiZ|OjPOdObHUK~Xe;x2c2@iLqp<$RQ|K6m1ge?mnO1AKobO4%-uZCX69 z&zY4RGt*WZmJf^=qZWd$08VKB%buserWA;HJdZDlLok@A>13a;eXI#?Ae|mPtm-`V z(JAU|XN8v`dh*G+XIH}(Aj{M8I{2V*YyUpJhP685d**)UAXer6EwjXEDbK|T*9t^? z(si?g30ZRxG*c-#B~H9>W2!65h-OmReK0o5u=>cV>ehK5&pV?8N*21tAkK>zERr-F zeY^B-{<_7jO(Stm-H*GmKyBV5xQs9_c9a{aR znfAOZE-r$(Ct=%T-ob8K4n0E=J=yrhFu$fv-B!z918O3F&5((Ik>{q!@*+|`{dZ7g zb93Us!Zz0FanAeC&n+F}69k?Y22H&j=xl978P68m zoS%!CF1S`fXWQew+Grv*jbAj(cK9?8?#`!+f_Ihp8XNB#F;~^|u`%*&USfl*h-@fr<;N<&>^z8a*x{(yx>>Qs#Mp0iaM_LVB!NG6vvYzk zT2@Pmu^(4~w2pculc*yha)VH)uKvY%-*GVL1pA)p@7+2VNT=SxMR=EYk!GA(|3vny zVj53)JHi3f@_J1;GfeG}>S%|6`8@kaj-^7X2RT^uOG(?o!9Q5)so1JyiD=8QPOy~! ze(d64{yo05#4qoyz?OEJ-#QAd_J-Vd{$5FQ_58#bZ7`o|_}vnSqK7ka_X{_sdq&=< zyxP4t^$P34qzbMfHG~8uyfcui%ojE30JfA#fAkse-*x0odZoY;uPu)IRwi5D?ckb` z8Mzf5r)C#-Z;tdKKF2h{n|@=-+-@pRlNdQK{8wJ*`gZ&ad3>63$j-l&Y)*1$sC1C` z1F*-Qp=WX!=SZlrgQFI^w42_`<_*-a$kdtl(BUe}EZRGFlwMiBR1>#TA_HQ(F(*HV zIb7=b(AW4dRA$NhnBs8r#e92x5Lh(orG8xNN~sM5fpkMo27P0=t7W3`ScZw0^Y4m) zdXdr4f%2gk{NI=4FGZ7MCB8?MjTF+TdxPG}uw#fcZ=O5cQds>aTb2F??t-KIePqWk zu>UvVww-P8M_ct277ky0!mk(AYGBQYbcVB?3>`)%*5I>C3VeBVe<`?x~^G z$6XcGpKcEP)MqK7b_`%SBTzZGI_Ty<8!oLY-pSIT9>HLFE|`JNmWXQzs-Fr;I-)76 zf7+h>xY~B=VoSzG&I}5FbdfajXUQI1Nl#&=@=}Wq({tqNFq{TjxKZPY!QkNRDKl62Jz*&!Hr;CT zn!Km8f`%b*x=xZ<7%bMuS0dO-!&XiWa*bPdeq-NH4p04f<*GaLIXC zb#e`vADX)DF`z;$4Za;8ZOEeXFOh$>+KBxUB{y>$-AB5)Xd1iMwFoUCdQOShI(x$3 ztT)D2(_BSWFZGxNi3ji3Hn{e)tWoc7O&BGafd*$HFF&Bb6W3z?l-(7EesaMnamxzn z%-nj!4y0}A%qNNRjp-u6`|Im?$hkdXRv7Ox(2@De6HO7 zSKg5-4j`4e9KeJvGN@f}JT#qqela(Ik;~D`k~(rx2k_hi2BzT!3+M1)DaanH)N&n& zJd1p=tiE&M@1pE(<5}sFX@$vH^`AS9s9(KVN!8xq=3`n68>S0W9HWXm&2pu^28E>b z3aYE;C3OC>=-TuaBRu5oZCv!R-XF2@brXESHMCf%Y*=1d`ENV>RV8Uy%e)CdkZ#$0 zB_!~+=b!nIJwxxy!;u=US{q24l;rcsgFLn!g3~OVC*el|+bo~3xCxK7()3lgKxRZgMaZhduXz};f>3(mQdDMdy}Jf zMZuS0DmU2&`RYMTmfF^M~@eqp|gudVB49Bu;d)JPR!&&yYU)qpI7M$cUK@?Su9#nbb4hUao&3Hznlw=>pzF$nx4v~PdVpdN^i>!Ly2-YI ziYs2+{XTXBgSF*XC=cZKN7Dazim&HpLzoUk3*$5%x`56^cf(X4{3WJjT})5BP>TuK zZ0EJaDLv1Q6u`fFXL$eg4dX|`ZyW?1^opL2iovEGRVj}9BonRu-hR39gMpWzo zCGt+H=aSYHX6pg<=Avotex9buhV)SxeFJkV;Gs4>y_BePEwQ(x;iaAcb`={wqwlA* zbw%ol%4u`L*}rM#;-$YHi)mwN&w%WCG7X-?d!`G20NphZrx|>$xle>}k*Bw>UR@qk zzT9sZF)*1ruXWAGu8ME!q2c*^%)3R<(1hUW#J`Jj1D~oPs%A-2rQYiQB z=FpY;VAUJfCSl!AWw@kh=q&s~anxa+HTBwczkBDYpVZU(MotZRCk4$nXWXPrbb3`* zrPip9xvBE!hkUt@Y0vO9Aetwm7KOC66 z9EyHED70&q!{}j)4~$hjE2QIm-bo+wtG#-1&>V*H#`EJ9oMcEHNY!~F$}7w_!_}&} z;oq<_iEV#0pE5MJ>awQ5UFqQ|*j`R+l2KW!s24bbzJM+jWYZch6&ziDi{Wg9jNu}x z&EX~}(mAjS?7F&;_xaO#5T*rLc!L01rkL?kk8#^~6)&UB+1EW%RW*$af)hA&%Q1@B zQI~nzG$yIB^5I!8p~)c6S_+o$3;&rbY5)3}v=;l%a((G#bVdNDk#uel6W;LdXi5{- zMVu=$*ZuX>jT`li)*9wJLE~1TH5Pv3t^WHNL}{;t_{|z zlb|n|RhEgx<9`dFNusAaz7e>YQLojUJ>CwuNN#}S838use_3ivwh#QWB3nl2h50!3 zMMtI%u?84P=YXsdD+l((;;vJ0c+J}Z2J)*F$r_fE-Rk+fJ8lZ{Tk<@OIh_HNaV=pz zjj6z!-t9H$N_C^~6-P>G6fdql@F>B3(A#G8Du-^YmWdqY`Y<}RgthSCC6_`5naM@% zy?jL7*@Az7M{8EjBWrwqyh@orwnrdrfIAj10VXGIUdu6Km-}4R-cXj*@mI~UTVGV8ZDv^BBnnWr zz=NIui=U)`lzU0mlZFXgzJ&US`?P!TYtf5pECd6!H*u|DLRW=Gsdp|&Q!0o=baIDK zgh*OzCV3|%!}nh;T`VF=W$N}*?v>%M2N`zBA+LXiJpXB>>oPR^i06HUDwQ4#dPyXM!Rb9x4jLhX#oAEv zP`=d3wl65Jj_m|{UFv_2eWTjQ$pWO>vT-Pv(W8WIo}QI~BJARgA-oBBu=-sK(*(ZGwOP*=1ka)VVoABC+n^8; zgEleJ}Pjg8&3x4SCRGgD}&ENJl<8MQ9R%i}t{e~eitES7It=fU3`I*z+uxxPj zEUq|Ue{)UbR)&Gl(Zzb>+fqaq$qj|{zUE(b&PHl(7PH^J|By1#gSvpS2G{jqUXS1g zf7Er;?>{r34MPXlw~{vd6WV&aX72foH*IS4ObTpIWae8hD4x%{3(Vq*?>x?)TEzG+ ztc#h5RfmPt)cPDEd0Wzeu-XV3bo$-1KGPmPDcq)2_DZXW%GaDLCQ)OTG0Hz`Sb=|r zEc+zNhN3_g~D%$4}Cu{Z&!FQ?By1 zGX~?RH`{5CH;Yd+v{y5LNjB)?&B1jQx+1DurhV08MF)k^P*dgfd12xk0iT0dYT6=w zvgsXye5Y>IOX%*)BC4Ez2&YBl(p+pkcb{V07kXEp?A}+MhS$zE`pgbe#t^^=9rL16 zb*r4mPD9dlQY~pT9V`rIx@$G{?{>#+C+q<;W>6I3TK*(0CWcBEPqXYSUB$drSDbvg zV3%dMY5h*t+jRUF4(H#}9=O&&lmPQ3S_^PtrbvUiXPp6q;uAP^9S19uIrE%hciJeY zev1iz<1G>INXC$Vy314M0Y}=N)@~Ar>7Kc15H+TcN&*py2#&dv#rt~962f{!GayS& z5qo6w?`qJboB!!EZ#c%8NOdPid`c_BgHgvx^VZhj zxrmWqRy8-#d$P}q#AjNWtp%`%X}@#lYb9YRJeP>DdB2%R&Jmf=E4qICb&3P!@Y48mPk^1AX+dZItQRalkQV)(C>h0o^4iuuVzACjyI7^4Z2@c_W|bvkA4Tw(fsToQxLxyM6HV;` zgYS}(Z`m{PI#;@2S%m#R9_c498KN^iaV}HpGmb`(N#+6#s3gf$8YK%`GYn;xTcpL>>d#8M(gay-X!T< zf&>BCq6Pd`p5WOTH=fNY1Ic^~MI+Zzi7fPi7r(YnLPEy=+GQ$zeQ}gj97c|J&k4L% zOdUASW)rO#|CYh8RE zC+A*kyzZLce6;r+^;qRI_D1<>d3pI*kan3~wmAqjxPCi0x_Rd=Y>fr`e)S7{PqraI zQ2^3q+9p(Z#DpK1rhq){| z#9bVUfG{)5>Cb#w52_zq)E-=C!uyselG>1we~H(}7Ujxv+D>ontWW}s{q@3&06RAA zdvaC1f6v;uTmI>3Vp)gIKVs`KRq)&|+~=VELbHR461M^TpA-T#}^Im zDm?Aa=(6v)bkm3DB#(M}Z1*aV{)Dny$tEeM@-tgHGOLs6EbZ9D2Yxqi!O=l$?`}H? z6#^yO7Xa7Z8a^9B$)ZSgHx<#opQa?rrpqqTF4XWu*zPGLaGfq-5ktv}`S=LJN#2r+ zLIJtg2dl!nV$e@o5{UbYEJo_glr)&P+N28guJ@m53J)QPQoGy&C+EywTx*=x=nESV za&mP!DJ^UOn#2ZZ*=xKVZo8^=%5QVsA;MAM!6kO^3cpvc(@Q=VJ&}z$Q@Yd4CiKu?i zDkwf)rKOcI+)pkcuDGq>knwZ3s>t75374L=5JEAX+sXx9bx-h^%NF_QYfZ<3b6v^t zXPL#H$ys^*LWZ#mp91()cZ4&G#waS?0p{_H(ETv1mS+e^y;H-CN`a zJ;Sb~z0;pBPE+p~LNl=M7z7L7J21=7F~!l|DZSe^G0&fNY2V$VZnjyx^k`MP49Y{P zV=2`J3g3XJj65Auln$0WPA3kump00md005MCz{=rKm?*f9yf^3A8d^@N!&+L+!JUg zxRiTvW@uGWzmyz*A2;on5VR2+Z%xC@V6h@3T8{#a+Z0h?Tk1*t*a=CbuW&$c>gNPQOol_L_<{cMhvY0)6qd+s`K7v z-9y&=JL5?Amvi3%_B!Ox=SmTs8P4Hv^?Djw)psBo)ksAS7WK>IgL@uxMN7UXFNf+` z;6rb}@-iHUZ<-rMu~jLWgQ}n%;`1HH-7_tkjQCFz%h8(-`H(&0Lh)_IL+vu9n{=1u zg7c)W0LS^(pTQirTEjPW1t(AwK2NaLBXWeop{v67{iuFVy@|p(=vs{N-_41@JJC_v z@vW2ZHnV|cSL;JGE{@mI>#eEoKYR2u?}v}bp?(F-`I}}w^C}C^#f!x9g})k`v&%`2 zY*lPe!M{FPI>dBD#!>mY7g7h$bRiRn-;;mk6FCLO>>C6_9IYy;e4!?2Gw@ipus;5~ zSlsjxE{O5TVL=G=!DIF42=u6OqK<4OqsSys1uY7Xy~tvu0**dY#=idahLn(ed?;5b z2K`pXAc#C?=~{P4tC^wNMv(H7*jS3<|BB3JSU i*?NuIg;^F zr@xO^c#)r$C-OI5=YD>Su+$PlV!fZExnAMwI5m8b%3NuxoUOsEN}F@h0>su7BQ8IO zgSet8NXD|Z2{;c>d*pk;i}NO_U^Nj7|IC`g!YsJV-~Yn{+Mx$9A{0977A|Cn$sgo``$me^gkolP~Sw`o}b`&J+E-G>FVq1Qxk}N7JDto zU63J7+E!)$mFz=uIJbgy|L|O+aJ{`!jO2dd*Xm!IN<#;2Q4c<+C6?t@!oh`fOjL$X z_sz{W1d=k@L+~*`4gwS+YU-aW1}w`Ec9`R%3oPc@GXgJ~%Qib>#xbsp?9-j|#P+Mn zZUMy+?AXQ7H3^0F1}D!Yhj6g@bzcrPU9Jo>5Rp7BQfFHZ5sL-SDsMjH3qt%TC3G{& zTSp25$g_7tfBQ&V2nXcpbS4U^0<8b>_Fb{-+l!j%{P_~?<)Nog6UR!5Jb<|zjvluj zskJ6u+>G4U%(}KftoyIil^84SHIBh|`EL(4{IUS*P?|Ku@2kmK9xE|x}$UL-=^tll^MEOaE)XN`;!kf$A|tr%)3ed^@S-x3VP`VOce3wA@?ou zyr1e(5dcDAk^bHE#sHbjj>Ilg9Q`bgy;0c5cMd-9493`!6160O8BwRP+P{Yt-BFJU zp-`kK&=MPqzo(^jt3MSW{MjZ`|1VM1ZU;poz{m=m(+@W7`dUH{>fOP;54$|=Yr2Kq zKZfNd_TSxYr3Om8A4usxSM8zDm@s>=$F3w>M)I#UhLX4Dt>=SuRO>9qR-vIw2tb8&>L2vB2#UeY^PQ9M5{XJ)>^;!4x5IK!JRiXq{ucW`ouz4|@6HQ{nQ#8b z_BT1%RiONmG^fnb30n@YkbCjpP0yte|F5J>FbV6Oh#Ztd8DYI+kv;-X??3Ir4&6c- z4c30ajz(46nPbOIBMvkq|)DjN1k9lNFo9PXt?K6}GRO{dZcX+rKuX!Oia{)K-->g{e z2*iyT%9yB?lQ~<627Ak~KCweB;+Unu>($m6B)E8#MKeDdXTGOpTB(VeHzWOs)j zVmdJBA9ouUR!@_izQN&Al*+l=#&6JPj?G3_G=Iuig~8eN~P#IKvYA9D*n{vFFhu|zSfbva8Y33-VGlJ3JL+y#bL zQRvh;W129ou;YF#@r6=Js}tNkZ}K5t5FZK)ms!or6u$g-leJApT2NsKr~cwr^8&-QZ_8QJ(6{aQLAyyzeH;YoIM!?1b-;U1lqw*AkkEM52QO_tP-#7(T*U znue~A<1khb4U8{aXLU7 zlRqg0%Xfy?=Ub!w!;6px^b_`Z58*9@y&v#fV^{}jU$M;)m@>Blgqyud!zQ7x5K>f% zLbkiX1@b4u;Y~gv_fA`pkr&8jHX}ApdC0+AsHH*ghgI8B(kM7#jRKa>(=n^wMob`V zHWBuU;Cp5Vs%rA6F2bH|%w0loV*Ip44u^gd^_p3m0J)uf+4t-P(tt6&*bScWi`4n1 zj52s4JqmgXuA{AEa$MpN8d~G-5TFfYbu_PV>BHxpCKVS|>Plu)7IZ{r8v^54usBE`7bfdSOh7{h9u=YM?MMDhF5UUmS?6EKJ zZYSfZ(Am9jcp*sS3Q-`w-W_!4yw@8Sb3HatT;l;k^W~GbUI$^~(#>NnMgIGLMAPbZ zZ1KFo(E^yB+I0Ay7~rp`RLL>88iip3#)as>6agqP%|578QJ-+byzacT|EO6t{I2=f z$XOf}qjJkY*B&_^6ZuEtB}vJL?g@`7_cf*P*0DLqRT*Ryw6+JZ0VcdFAkiFY}u*=pL7A95dytv|)LZ%2YV@ z&Ic{@m?g}8Cn}On)vzy!coQ{2Ph6a*q5PaTnQvy__2mVXS`sUTB|ggO7D-bYWy!r@c)AK d^X5}^+OOBpK70}ufEXI2t8J)NciSoU{{VPwYlZ*- diff --git a/_images/197c17745fd675ad2c79da9562e652d12b2b669e1ae154b52079c7fdfe293873.png b/_images/197c17745fd675ad2c79da9562e652d12b2b669e1ae154b52079c7fdfe293873.png new file mode 100644 index 0000000000000000000000000000000000000000..2801938f56ae1f5e859e6dcf030381feb0b1f2ea GIT binary patch literal 12738 zcmbt)WmHvd*X{yA5GfT5kWf%U5s^}G69N*_(nw2}G|~d1NGVc+gmg%Q$d*zR9_j8B z>5fgunM8OIM zTwZNu_9uPzm{CObb%uxt?IjUKDmGSPn)a8!3SZerDaNv&&Y3Bc>8^XPZBv5#pvJ0^ z9~SMWl}|w_UHmFD=`2Ohd86RV`gfIY;axE~{hA=Ae=96T>Ys^)rrLyeTb8*Wjjy^d z?-(!gPSx6adyghI-y{`-k)5TYUciHINB<;z1i2pcUwr1M7Z9~w2&+%Y&Sw8nU*Bj_ zOz3_aL6T@mYZW~`D+5R`BxhzOGzV%3WU8pDn)ekLe5Hp4y=kyKQb{A=Xcm@dFq?Fm zfq^q?_MDuQ6!DrFf{3_ub$6qWa(LIff9nuU+p$x)cMo5b5b>d$2r43bWsZmV7@tx> z{>x8I>^LogtWcEIw}m#)&}G^xDp%+{R6avZXI$xtBZgfTkNIVvv3By>Z%5veil|=& z*Ej`rG$)jOZx?-X-8hDb5U|~Fv6#h%t6h=^&(Pq zlr$&0ClaQ}*`M~$M$Kh>3x>s-x~GSi{rQLDKx5g9DjapZe_go&_f%Z zzUOk%vw3Wxb*lj*Hmd`r2E`+vsiHnes(Ej#C4!zm{vXfma2vYEIs?v=w zVySZzL!`||_C7o|lj?;IU2{kubDGA-XK`g#0R{w*gTALdh@P|c-isUY+|nVV6DS!r z8i-T6z-JZn=tlJE)2H#dWWhYrD%0xOST^pO>*AP7ZzNfhbAHW~$jZriTRXn;b9C9K zDf9Q#)Eur?uUFf)vfDuFO=@4C#uaAfl3jd+QJMF}>$fLOa{hCel zQppe&$FEw3yfQeC-I_I!NPIN7l?otPgH5fPPtPS2w~(e@-F^3VKI$HWr-x$OPJ z86tp)rQc+P8L3yD-DmAw!cM9#;J{2Mol3H&M;>%U{wl~B=x(!#ms!`ve5ly?EQsGD zNr)gNJ^k4U#`6yx`~B0Y1zDoM2XyFSFcOM*2xH9Q zBmrt__{^4%UiDmW3Z6M`GxDpQ0)`gBdqcvZ<1N!CI9e#q5NI&-KUqHuFF`oVF~_+t zT3WazPB6#tZ738kwA+03@nHIYF+?L(sdR%Q1J+c&R)9yn3SJ9r}oe6uHEq~KMZ;+qxZ$x z$lY^#2e}z<+$UVG@09#Ofx_uaGkB6iN4?`}unJ7a>Oc}}bx$U4I8-4b{>?}45$+eS zf3d)dihQ?sCxsp}D_dBa^R53J2^03oRJt$#mYLRG`3|FA`6;_FhE>>d%0hru$6bw# za{dONs!H5ad~x3>3o%T|=VkY>Dh7^6-|B6tKkwHV*69|rjTl3h=WZe6r0HP`=l-@C4U{8EiGeoPo`AT z%gQhDkL##3zGDYQnX4JopB^T&CS8B&HsFeev+x`iD{$u`dHJIo00RWzCw(ZD9xZk0 z=C|k-%>#< zmUKQjj09nPOhu(S6X?S3bk9LkqCfThY?c-mf8}K9FMHFt<2DBqh9%oWDw8cTMpu8d z&VY%%yiF)U?dG9v9M_8p(9*RfzXt9V=JD>hje!pw9sp*WLe)~qjcAvFfQU1gRrxfV z>J>-aQnyOC$g#2&baWcZ?qRk96I`iBUkW4`yv>_cw#3g4cIkDIYb#Os{_^r=P4G9(Cnrc{wIR>hhhNT#>i=7*8|y~ZP9EI%o<>?tK(u+>o!D8^&2uXnK5 z^`@O9}mMKf%CQO8s?e6`KExxll?TL*8U$ zev|>!HVHGnN+@KIm87hwn6$sYuTOCdxvZ=}`&qhU&XPsx=E=mh z`D_N;T#dqeH==VUErC6Mr9X}MSAxM}5AxG6By6bBIU8KPL?~pMbs-X{#*ezX7X zN-i~r&{qpX>QGd=Pt4;=UC&eDd10YpPmW+26m5 zlQ9Slp_FXqUW)^RnZpmf&S}m>Oq36P^}40v&b07R);n&~PafWb)@9P+dDVw*nDr*^ zLk~+tgoQ6^ftyZQ`J(fraYk`65#D%jlKtV%bmL9IL}FwmDEU@~7p_-1zjdCLHn;lv z-G|e`^#5EZ!LL(>Wkinb+(~oY9HQx;8bxQVA3ZS+NDsO2dqN2>9#C0?fR)|hu#I6d zGi%*8=1s#ZdICZ?8{Zx&?52>u3~Fy^thcl|j$Qc)h7s{N#qeM{I_JaG6knD$F%bUF6XAGT2jZNFWlSPR^TS_$* zHC%1c1Ovk=k4tF$+k}r`%kt{e+}FxjVDfe?2H`v;)={(Z_$^ zyUICStx0ZcUFuoFI8YFON|>>cw)1Q|hfdj7m%o(nFZ7lV3!JT)1GA&N4A``bYcv+< za;+Gg=E>g=3@tLBn|XFfLo>z?&_ax7GC1a5yhc=T85U7PqcbIeQ}%hp_bRT~@YtCb zN_fv;vPcm74VSs95bEr_^(wnK<^!9N+jEMPYw!YnE}O6qsv&L;?}IVa=URhF!+tx`2#{s{QRSc97Ue58WP-a%m=#Zt{$zfq*%wGd4ze+;~ype^Uh zUdeubT6(L3U0)<%EeFZv<8bKknfD5t>)9l{ho>v)%t8V1j*5J$`n5HpEv7WmLl2hsouKtX(MxEWyf`{A$5pxI6Hl z91MC)4AzS-l2<@+G%3~fOM2>6i)|mF0nOpc-H1awE^H!svB*iZTM>t2W&d)Ig|P5n z1@kR;j7oQkkLlE<8kET33c`Pn`d7?`n|b8n#AI0alcvro)9$?E97o>9G+YH? zhtvA?VLo+ZzYrFla>slZMe-VYP>g)clh&s zY*I*h=K;SIqd%-+jX#P(zZC{c=4-}pgz+-p(IIo&Ha)|8sPZDJdizb);nK?hikTG2 zyo6LQ=RPDMKbpo^T^Y3jVh<@cN1Z`_2rvU-9{} z@o^9cFY5acQ=-y@NG9w4=LSb9X*(Vc)#GDyun3M~cI6NGg>Ca{KQg13vvB_AGnlZ> zlRwlkMxeJnBf95CQ|dEX{nLOkZJ}obo4m9~Su=9J&RaevcbQ3}&ER^Azk$GO<&_^T zsdyPY&wA3a;M@6jElp6k3nm$1O?!E>3h2xpR z;oGN-G3Y}9z^1$7zHDr`>t$`e+j)^*xoecLm;ib5{&** zRu;buxbBK;QPy=Pz9J~SCBB214GI5CtP0;TQeKA9+=J1~Fnp=%_O93{%t9C6a_4;^ z0TrV^EWW=#xQ*de`*-C0SUEjEGQwwV0B!nDF*@Cy)e4-$-p1fyM2G=}3qB?+xn7r! zHc6dnx4a4m$RA~A59VgG6aIx5o+rodT@)qsnWT!ma$MFsM#oJ@cWydM+ z0X>1BFunC?R6SUISr>1o?3@p>wwJLx{(?bGUOx0Jr|!p%4aZ!aFKTvnc5ZW78T$u4 z$aU1wdA5pLvkqsNj^spiPI``8jgGWyeYyGe9TlVOPU-#0nf8?3m0F5Y!ym7rdXtlr zdE7UxtVgRVn^!|ZLM*JTtahsM@>&vWk5PhRhK7eRBrM7gMSi{$lHu2@3GfxUjZ%uu zLEA~^FHQ|?86|E95fA0trxU$LrnY^3@h7LJ_Z*~<>tnbM_Q@*!Jbg7oRZuyv<3wD3 zyrQ-*f5f5ZzO_WQ`5M`N4acnC+tW-SRlGk{ST8P1+k`s^U!0`6C6knfN2uaZe0)8LV)&HI`O!#KjZC68_Vs~1$Hs|rkWfkkSM2!W zVk?($S5y0wmHE@=iB+@4D2`YGCy-)je4hWlyYDo2YBZca zpI@zOn(#C|UG`nF@ZoBhfX8+LEcF7qCyxQ+<9egb9G-725-(N$W}%^C$oY%*YnenZ z6}>3f)%83}t9GVn4>rrHRh^tlugbsA{PpV>AK@qD+XHZnhZAYap59G+nrMg+l%954 z9{I=Qe83J-otK)rI?IdNOVN#K{{H^@6htEY)Ksb)X7xt9$;gN1Xz%L&c_N?Iido`SzneUPKoCRAFD*P9I-5f(8w8J`HCM-t0fDN@7-D&mI&(_}*N1gbq z@>wC8Q$9~b;Re%l26Y^3YOvf~Mz1$-JQ*Qg31CnS56}-=-GlENI}f~Kv)wt3&k~B% zgB4axfi9|~nF836vKugwo>w>*8;ErT#G$|7^8{?J&H68A=;&PbOdDXTm(@wJwJM>< zTHs%EM;uQAZj@0)3p({)OU&GKU&p&Losr_WPH4qSoU{ksV^tum?r^$tYmjcOV>M%@ zo$&1mR-^(PZyQiRMS%F(*SG#qK*7!oBYes`&_dL46ZjtRQDG^<8C9PqBwptq{`g|aHtlcq!_jm*(;fp9g zlq$E=kq*oI6QbdbJtUxJ{8o+$7#Vd?bg8ncsV_ZU?o>sV;rwF;Pagf#|+e{2M{1^-fQ=T+HRl_h_q#6czstyJ?L#r1< z!WPcMVO@Y~qClHPU@iV=*K;k=jlTs9ZJ56P_ScY;mfKj(M3RhPME9t?9;L-49%V}Q zeqJu(cI`UGn1r^`D4%_ZS#42IZ#7k=@X-g{HONcK{H7u`d*)19qQZmj@)V-k_wC2t zN#jvcK|iuEv%|tY?SmhW+ZV*t<=TcwH)ruEAHgkB>S)18Jq-g3Zc%CMA9VM*LaE|& z^VjBiE!@-%5VmeSoF265NX&cpJ+vOV?w5q`ADDb=nnK4U4E)m^;oBH#JbgCk={vl{ z=IJ<7rS24uCz%=!DF9MW`OR&hMlSpYo%btxoty7eG062m=phpXeVa$>hP%KiBOuJY zHkH2j1e~=t^g{ssfQ%v=PunY~)o2>lj+;);cFAXD2qQ&2;MDpj0r^Ugq90_&>=&Qt zN=Aq;>^qPUixSOMQn39zQK(gX^X+SV##GP_{ZWFZUO(#g_585M*YhMMc>WhnRD39T zuJ9_ck$=IS5wwYUldTQmdn!UKO+a0f3{VV`QddBSCz=-+qEDGLZCB!(H0ICknPv6b z2ny**%#Z(`O^;j(krehJEG<)4c!jD38&NcGKiaXuyNjFc4)(sAt(LrLi2sp7k9=qa zqi@F z|AIz^K)oyjL=6(?MHNMraVM!a70Vz3eRy?&nvpn^erx947CUbHlT3a~v9ydc4|Nm1 z2s5~Ayx*Wg;GUnZ)K%jsZd`=mN3;7Fqahp?1oAI)n*h(XlEdjO3i2SB<~ zB%*}GJ`h#fXz9UTPZrm+yQtA{vmuwsMG04!0DTfaEp#M)DzP5x(Fx;-NnJQ0=5d=H zA*O@9pn$yyt6F{DV>O&&WV7C!=#U=9oC@+J+^a|Rn#ms^GbkooDYtB>@KF&^t`f8R zP~@UA%gCzD&(%Py@Fnav4@Ux@Or?AK6fpv~!(wJ{x)f0}THIWqv3ueR>=9Nx^_6m#)GzsJ?%!3?YxD*uWCZ2DtAhUpkWhrBE zxs(-YJ4Qe~#w;1;zOf)&)xi{3eUlp11vnBNXz&OT4~ROc#?G?K8`*v?*$lqx~)m!OwY7!c+OM3PULK zK5A1v!{fQ2KT1Z7wD~6azJ#OXcGT#%Tc2QyYjW3nhdpk+f>(32e^x~;?@^Xq9A8#R ziAtsWmYTJ7ZuJPsij0DL%0^gF`!9!wXaFdQLB>qIPO?je(RZt=>!f8p%$WPhlDN@3 zi0ID#)Wz_{Z44!|3Am8LL@8O}!JVC*@Ko^ib$YgVuHY^lN9#yBr;qI2veOgqb3iB= zo@Vhslpwz+#o%$eoygK#n%^a4Q#*8e-o1>7sDorgLPDZtVu78T+ ztI43K$Rbpz$k*0o?anUSbanCqI4M2JeS!_46xVIe9P-**)G9Gk%BT;f;ceK^H#9P$ zrlqyq^$@X$mC(dZ*`S$+^cI(m*)(B2K~2zWq}s0|1n<;EjaSCL(%g+Pyr-eA^zNZc z^=4odclm}!IQ{2aVx4uQYvZ78n(XA>p9C7DCMOqCb+~I;K5P>i6(tki(b3VBuP5wX z$#FRX`1lm=3Ojo~pC=j3XFMO=Hb>?@P@eAMR-wVQgH-9a%+j`%xTqH4BM-EJBB}{I z{h(4`F|_8|-_&08^XkvGE+s$Ivd%u{CQTut9oSRX(TTrE{^D=G&KGl0LlN{9`cV@b z?yu7hE$vTI{h+i`~V)GqSKwEgB4A#K@Q}0kuXf=jPnIgSTI?TgrenK8oUs&y1-dbZ8B* z@4hHxu}gEOQ*v(ULCXrduFv4^B*b?%o*%@Y8&6@I>Na0>q+MWRk4gM6Qdu$Jat2fv z=u`%Pz@>66&_ZshyVzs%{A5eA{#oQ3@QJAQw`uj)1&{lzh%1V=p~U29EosSZ=S==R znWZM4kUMFK;lJXrO}B#Zk?|KvzDa+zxv~VWd}WAEy}P(MtSQ|Av0|7q8Cl)5f^I<& zvpI+7LoA{wS_3}cX#yKguQTD@Oj{35>LutL1WkdZtQfo6V3p?PB(t-~Wjs+rJV=0` zA@}Ur?eH#6KCSBNTViPV{Nyo$Tw}_tS$4xt*a1`G5aL&b*vWP17;*~eRrTD@(0Wwy zbQ4W)xqx}?gO8kg1($DqnJAR&I9RW@9EcIEVxWRd1*OWEL$1qRq2IV26jg3|-vuay z(QK+3!i!@!FJvr-pxX_;EBWvF&lY$~5WDHa*0pPx{q7pfh z7~m?9!er{*s>cqQt#kxaVceRT>9-I>mMJqy=dX?pNw|f4ORJ~NS4(Ntc7NQT-%>YO z$s|JBfF72#R}^JbQW|EmCEfmI_;{H*cMi*7s@<0ZZ?Z&hcQ??BDKBo-Z|FU^MNMsN znWgvP87)!+iA1xMFW20wFhiM7&nV#5%@E{G@Z?W3Cbp5KPAH_g8IX4lFRE*=Aw$NzsXCLz{*^UVO|{fEA*&LY_iidz1g!k3`o zw;T=s4wMFYWm2|c< zuh}g2G#HH^&n;*jmSlJd015K@7Z&$F?v%oha?Bzf=wI8HGBy5zJRcu78_O+JX@el@ z%x6(Nz;XiWlXnzH?WDLIE+WW>Q0PK>)j5%#2t+fZZUrBwPYbRx7Rj*CkU}2FeOQPx zuXsq>1M?zKRBsGT`Lpc35H%G^=YErMAc};w-_3#y>G3cx{M5{*EZQ%H3%CE~xK)Z$ za1-&5U+7q#HR*uVKBdy13}>$8|A5_2NHj(4?Mu#?soJeG#k(xO@4lsd&r}NrwFb$} z>gG%jT(`Pb(c?hnhY!0m6c|G2FZr*3Lo(2F5ga-TI3WA{i{sJ z@~^7M(P3V{hRmXrSB}!o{(9@=s_Vw~MA$VB4!Oz6$%dal+sA8P;KuwYcIT}*Qed(7 z_`I^`uyr+9NavmF{fD~+UpX>Og;ugk=Zp?HW{<9w2Rua3)4lVYb`928oV37C#nc{VgO zbf8S*{rmUi`IUx0NXj4OMdbrSaXX?Vd{^dlRf%u5wYO;DJmRzIdN4B$l1Xo}M34Z+ zq$^X2<48wUH4Tz7b3+cT-Fk;>(ekZ9At9<(Rv*j6il}VoWz~TDmS6CvLXd$8C&deQ zT?>v=&=2JrZ7mLFKs$@I-#^`UXEUg&sSgh(u@-)#3*SRappMJa>jC-R=3*yW5CZEt z|CNZLi+|K3Wp2(wRb72=o`d5>Nn2sTg zw@#^ewe{!KH|L|p2#bXa7B-OQCKsI~(pmi9WiMBs_(2iQH;Km~GVVW$hKF%|kSd3& zvZtrcsR*z~RZe|07#0})&oye5*dSwtyjxk$yfbh3owK|j1wR^Puq>1Rah0vVoo5dp zY?jH;LIukng(-Z{@RROgY;|j+d`2P()PPWNiKYquC@LLg=*)%iq`!T4RUY!cyeGM5 zAtn;>k!VUuTsr$T^deOTn1=+|26COz&{xJKNFPvs!40Y{B*ftvwyZ!IyS~A$M4sX- za~#EwA_UQp{7w)#!x{(7UaHz}x5eCaJzP@w@f@dN0G_%8MwYZI5kvxYG7P ztf9HN8@^DWOv}iyTpTFP4IN(}7t|RJJJ{Q@Y)_Uz7Yj7Ph{(t^oiEO%0(IxM{E|*j zkuwN=JaOi#8E&qdj{a?AYl z`Y0@x!F_X~UBP?zVZ7JwtlQpVnW~yvy8Cjay7QOH$(YH;=$wKAMb65N@J}|w*-!-9 zoG2`;Sba}pcFyblcKH*5cvMY(T-=Y&@6*NF=~@@)vuxNo?p07wsm-u}Cn(%lT#t5S zTwG2FE&ty~1iml?7|g6Sa`r~+d1aB&^39}#33a?Y#e~YsbV44VCvPVXQ5-uZ7QPC# zai824cjxo@r<&t>$L|1w1u#$eQ3#nmT|`Ux42t`MJ@+M2m z_X7i3Ojobgxz46VYw7MS6t|K}*KIBi9`JU(Y#TYa-Cyx^Jy^5Yq|~Ezy4HK(3xnx< zyMWciqn*TD-NvRSo~5cio7$VOHJv}VjG#s`fH|e2qGFP_Y|xsN{%)V^uRs>k+Lhr0 z{riOIszpXbq;|>+$~}m_(f!qrNZad^=bkfec~lQ#Mw3R%V$)VN6_tp?z3L;u^R;B! z^kI^5eAXR(g+@;866e_1*rZJpJ)LuAdnknW6(JwcxzJy%tt)u2(aGzv{R9Me3~@^6 z#l5ZN-gLRRlE**8qk6YJ2ztt=6VOGq0RM7}R16KGs_bhAc!Q6hT}7x;4Tl6cl$AlyGgm)WplrRIHLv^qnH8qud%UZb>FFU z!$E0gGL#qkas4iE8mqyh6L6G*g3#)sqN0th>LVTXM|RJrS`+i3xr_yt0S&j|glosU zgV6s(cz>baG*Q*V!z0JsQi$OhuFoip4TI4UdqJ)WwY>Nf39g&NxIfY+>z5lr&I z?Cfl=?$J*Lua2TQmOFPeL3U8JwzkeO+FTxOJy=O`8F?xx=(5zs>9rc9mcPD3{GLfN zbcVlrCxqT>+rZe=^coYBSb2Flc6TlZr93jf)=!zeWl>NwH_x)Lw48JlP<{01qaP84 z1(1bs4;Nt|=#zR!yV2zIcQYd*sH8i(vL32xYv;i6DwvD`2mcUGAbR8q0xm?kZ7t;% zw+K9d5m@1Np%CW7DW>~U7P|~$va-RStol3F*5d_T<^Vf-pqpa?BT{R>-zuP#BKD@i zy`0`14}uo7K6s&zOG2Xbu$Y>TZul1M&uOOH5TOGN`3Oign|QRJ0T#^i(`Cy~QrKV# zV2-1hDO^QUGpnOR`O4L+>|9(*pt4}s8m>jYfBzBVzB$udeOL-gf+LuSw8d_(hniZH zy}f;j^P(1=ptCHx9#gTFJdgi*t$(0(DW`ak3v6ZBuAUBECSIdD(&qPf9{%|8gZ=vT zu0h*sj;vX4;s;UJ+tJhwRKWnC&rHSHqH}U;xid{LTSlUzGfW{32fp(GXJzUOdbiBx z9Snh$!fJ&R*Bh-{*v%+W}OUgWaD&R#XD@xiPh_71D#!2viY5__Kjp9gU!OfkL=DHuOA RT%lV;T0&kt@1DNz{{rj#_3;1z literal 0 HcmV?d00001 diff --git a/_images/1b3f090e380a8f5d07f9e342e3d74a1431c649b3c013ed4377b62c7030aad27d.png b/_images/1b3f090e380a8f5d07f9e342e3d74a1431c649b3c013ed4377b62c7030aad27d.png new file mode 100644 index 0000000000000000000000000000000000000000..03ce77b0b4a8e1de3b16f3ef0e3c69c35a818c77 GIT binary patch literal 20700 zcmb@uWmuMB(=G}kq9P!Ibm#+uNJ~qJfYK-+(jeX4DI#4W-J*mD(%s!9NOwzj*PiE% z?_2Bm-o4iTu{jil`+lyRYv!DDW-kBNGOw_1liWr@LBSFi6OltfxyFEkf|_{q2Kf)k1+!eK&Mi+e)-4)SP@TW+vfWf9KH&|L!XT?HJ^%Wz1hINrufoZ(yfLee;#GeMY zPPa$zEG1vRe$8DgXwEJ1&H8Rx@2<1ju$xtKqno+LGSjS^z_?ky$}dF`_#%t(9Ysa{ z$NVLFpr4-~H{X2*1OhR)t&j&l`8CSd!%qlo+5h-(?k8WYE1GPO+<{aC3Z zni+@4g8RXPx&?NGHUG-W%BN4CP+BmsJUl$Y@%;T_`}_NEVqq0ukk{hE>$?@6*REZI z@o}@r%F2$rKY#w=HUTc`<3E7$JYHMqATg{1hw!ZtR;O}uhPf1NfQ((8I=z~q((U&58 z0&SbNR_(NqR-J8DcEzxIahMFvY;DO(N!=l2)?hg0#e;>2e(zAfdpK^v=6Y-iACwqK zmyTuCxuMq?r8ktVj7~9~CP}zid*vR-ZuFws`M~jXCBta6;8B+1uWLa=k(u%tyK{le z{gnngr!5|K|Fot?kH*Vaiy1pY@auiUd|I5;?~!?`%mMMSRiI&A9BHTm1F^fwaHkN=lb+$TNjknC0C(J|5rJCN?)eZ`QlGuyB`>Qugd{1Jf-j zA%W~E8yo5m`3&s(`udZe*r=!$I2r5DGT@VCOqK5{f`fw>f4`zklaA*sG8qnmmH(2I z)C2pBO7v9sCWrAKEf~ZH)~Qr@;ZN4P(5@~i_v2X%fs1|lblGI=56#-Mu?9)A#lsrk zg}iS3$&~lCns33qcke~AfLp*;VgU3rP*ABw%%X)tE1RTye!N3XOA8Vrq^6c&*0-J_ z?7O{P)^8aOorcQ_w1-i>+TPpy4sEy|jvCw{VyUz5+UpgRb#{Ix%eQmgpf@Q^K0~Id zxp{VNP4$k&8(95>#Af4Sm2PaSEaXYPbB7wX?!yO^!g;^4UxK;jXUi_v(lRpSbJTcH zdXfc0YinyaA5qV>te>3ya=C>Rf`6-_-c42p#N4UG_xSYoGH$*q4jE~Y+pie^ziX_4 zB7IysenonUy6&jqn$duA#GE^560!F79-m{!<4s;Msnqo(eqA)4x-gt%T^CEYD0V+> zaj$Xi<#`Kx6 z*%eX{?04;q{h};F77v<;PVqp7T;F=4vWTZ*!10^5sN=R!*)qk`)uA-~&Zy&SrGne{ zHbS?SY7*%)9hPo-s9$j4m?^2|e_PokxAU@k}~Bnk&4LuVuT2 z*?MX`G^EyIv5;r}W|?CRwOpWI_!}@PrAw4oAKJrF9n;ny-qj)pU9 z=d-FwimeW8Yw^*u4c>DS^avRV=na1ogR-v4zvZ&_syn-+I&iT_HH%BP@2kg`)p?6M zQ*M7B>I4+|l`(<|lVi8C+8(YYIb*K9L-mSaZN=ejR^zt&eA_+)+TK$A-`~y7?zmP= zu%J!upybj9=YPL?KT&q?gw;eies8_Hml$Wt38UsDUBo@ak6Qp*)J~R+)|z>KJda~I zKJ=HMK*{{F0&$vRMeBI!G+#d-x~%FaBQoI&JDuNKW|im6as5U^0?*96{I1~M!ElO= z0k;G84XmdDG`Lpu$bH;a%=O`#Wzq|T}E-`s+5&h~cIp28G2dhL`95E+=l*?JQ zDnr}$g@rn*(C4-8X=i)FFJ>-|f-l}_crvO=94!a>W&Y!}s?#Uy6SstfSnPiC5Z}Q1 zc(%n=@rlAiO+Ha{!ViX2p6Q%{(@1JTgmZae@k60K;Q;}rR5JGcCv`2sEgv*-tuQMJ zWBev!20O}*uNoFR`wD6IH&p*d`vfaTY+1<+HLLdG;a|_KzVZDfan`!PHi|-){o3+< zT;Fs8Xgnq7Z20%$%#FwLElQZpxaZSXLRpHIhYUf)I`$;Ebm%bMg^DU>O>Nh6sd*t& z26jU&^RIkKNi1e@`ByuwBp>MKZoo9!?Dz|;9==Y^>Dx@*=oWG%HfH zX%WnK*tN*cu9@7d+8Z;!WN?H}c4=sz)UD-`niMrP*B9vNXW)k2O9k71d;j=!E7SI2 z@I|EYwppOLek+~Q#VL#Sr~Io1%oY+>#M~ETcN|aD#B`3wwon`^2O4!<9ODxH-e?K+ zwO-V^a0XRSIN&FC3n{9@$F+mguLahwjb{xm`nHgFhuG*0{;V(TB{|Ej`Kd^NOPFS- zBtl&qPU~d*J>R_}q9;_V82`L{sn;YsW;NCzXwae5-1}rNMV2xg&0ow)9y8Ey;b^n+ zSiMJA(h@Cd*i6Sht|3#QT}cc(NRc3GaDopZw~id)eIujoDHoLU$_uX+x#OO>QG*my zWu5j*N_Q6CU_X2|5KHUk{guyg9a9}C4Ca>cqekoU#ZUN7QuD9IOpNt#tyqx~ZaI6c z>Vgwxz`|vwLgyXXm`$%|C{DHpmcKu8$+Q za32}*SYxy)^b^aMgN0~OnDMyi9Pv0*W^#G9bG@O8uE%D%;qqchA6oei3$N9FZ=@LW z+O?UT)@~UalQ<5q7$TiJot0a0i7!P0{6P>|hgeX*D_J$U+!$ReUk=KpbiZlP8%H84 z5`a884y7j1R(sC_(UY7z*4dk>o{^{&eb~2+;Tc$GN66iQB`K?{G7q1sPBB-vDa0oX zMAy~{zBrolS~s=X^J`nXDOyCcG?waVs|zRd!?9U^*&Z{s+V;UbS*@QXc%f4osvyhqmvC! z4SLA5b#!7`-d`i-GNj}>wBPc zasM5Mb?T1Y5JOuRI~VBcSaozsMMVNqPE!DWryaNW`20dbX!1WFZM3zu&Ge^9D*RNS zo8E&-DP$=IzYHc}wO$aD0ZcM!qpPp~B`PY)0uPrrK>%yoRcAev=)HN=7yGU1*M&3* z&+HcY1N{c_|06JbkvQ*7sPTZBnp*Ss!1q@;0w)W2fVyJ&oSq6^owETD=NcW34M5`O zYiMX@s)mL?_$`D*1WuX^%?t-`BdEG%?tZb`?n`!m;`e*u?f zZf(uP#eJsEbANR(kbqI8FGH4+fJv>b!fs7WOziPCpH6GYBMy$i5^@38vWO{9Kg=>` zzE(e6E^^bgdp=lbI5;{JJvDB~T|nezX=Tc#-A+nMN=;2&a1nU)$a`jHhP1}MBZ5u} zx@-<494OH1B&AR-HCO+skl9ePcCHPZ@bJNd2h%hN?;`6*>r)$JUS?O>FR^sC8Hwb} zMVnSe-sU;FxZn{J$6C~xPN9q)Zj5Ul*;!QW+{mptePU&0Rb(`Lt!Fb`|OS5_HbG@^9gSK?l@5;C8GBBc7TsIm*-AMEY}O-sa);MAucZ7)Y>`# z-U5JU@I$0ntEF*KXC`<+&+2%Lu-FtvlxS3cm3zePj333s0m^NpeezBIY{R0CFv6}d8|K3H4JGr3Ssck_)f#ZxP#t)6^3bXj9dbd$vJxwPoA~mX= zf9Jgy_Q4{3sjEv(|1JjxkP$PL?uXLC5F2#IaOCc{Z(TC-6|Sx`DZW7$YYdGK5FuG& z^phbZ906~>zr253Er=5#Eg?}cTYi3iehf}kz&&A+^~ln1``<$=TD8UnUCyl>uiRp| zaC#D0Rn$b9=>9JGBAA#g+E3#Q!j%v9dS9mOwo%b!JQdGUyi0+tT2e=-S!XBU=Dc$}|FzA!=5p_g( z29rKKO3y~j9V7LiC+91NyY`3N%heZOEi?<~W3sIE08Z*$?e%tdBM{!{fRxQ2_gAp>YHhB>rPoAN$*!{Uer9U-kW*Ot+ zlsIe3{gP+G-DSlW4`$&l+SEK*s)LS#8E4yK{9Di|zTPW1SJMMaSsAHX~9deWA!P?H{0ju4AdU^~jn4n0_i|MkMVf9wi{T5N7 z*TM}7*S_P^0a?q#?94YJ3#Z6Wf75Aw@DTNNy|uh_{ENLM%at$rr@#ETsTs*==K^X@ zZ)Yq1?eqNZIoKsL|N62jMh(`fueR2Tswuaozx$ymSp;wfYQGbBT84$Zy1Hi>b}PII zn0*8_*6-WD`i?XhIlOoF#rl7)B}TJ_f)*I8{|__uNV zX+X>&Dz?NwC6LYgxZAD9khdB&bC_DJFLamO!}a|NBNLq{JR{V3H7QiOkWuwfZ%3Qk zp=W{xfrJ-L=n7?@U;0j$65$jnO)!qir*X0yqQu7DB{TrqsXYxOo@oYLp6!AqqO4+0 zLoIud^6gO)I!a0%gb$o<0S(8j6hns z>9Zm$4|7npz{Qfno{v-fRE+o@ghTf1Iw@Bi`77uJq)CyK>z?%{{)(RKNt%7xsF9kS zJ~8FJRS^;#c2%(^1>~#-kEYSKZ4!rcqjp$%g4Q~Q8L1KJfRg93m%7pZkSp{@4Vz#l zCFSX0tWR6Owv?v9auJhrqtsrs=mlbQt`>uKmz3ONbkLL7`-r~egKMRu;tQ`V+GG5} zGL!kKd7>(yF2uDNp0&S<-WlC^ezM)g26AU5Y5X47>Sg()P~afB!n4iF-s1{w^z$8G zSkVdOQA!ZepciWnQW(lr^QI-Kl`~!)^wRIvI899h4cdYr@@T^hy zdza!0GOTQUd$Ob7S!+ua0Z=k&R4MH{ z(9C_T*yIYhNIMw!Y}U3W;j%s8CYZeQCRJfnJ+JEGaQqIXKmzbT{Y6Id`du+XqXl}g z943mMtsa*r%X}vb;lSx9Q)`QiL2W~x?3e?Y;dSl^G#H2{s|Yg)<^P7mihjP7g<^J zUoZbRV7&Fg3j+rU#BFVhHe%}Po`3uHO-xEk7XaCz2)>mBI^#qXfc+Y9Kgb>&pA+|Y z9v7r52KEQgEL?4|73xcFj+G7>>KUb6VI$I-a|oh0rawFy zK!Ch>@xl~cVrp%j$3S17#>mL%gcJAOuwC+R@}egUAElTr!UxK7kDWJy$b)ro>E5P2 zlQis46?Z*ZjP6S0CDhcMMkE^mFL(XMjj@uxzCLX!y1AGNknzz=tpK{YwPlT~Vw2fp zE1O2YGTh4BQBU6foLN~BmynRCS(cZRyNQimGi#C|72A+19nfLQaa+2$hG^%IZ&)S#`y61m@+j zfRu>K$Sj?o?4c+z5F|M*5o@??a4hvE_ga8{07wZTgB00hf#y9X(FFBPTBqV1Zl5$P zYs{!L$%p)tU`BG2ct&eD-}ubX6_+3kPlz1s)!(-x^3K{-p_eQz8LLY5ujY^oklZ2^{?9QGh)^a@oG|RG8797MQ_oV z#FsfsYbFeXIB`=9a<`G1sh~>mlX}JH*$o48g7Tq3@Lc4+{rmS$9z@Og6E>kccHJaT z^it#E0hl4Ry@Ek+Lq}wbdv6jKpMsR!_ZvmV=!*2}*x5)cCyBHuKip4m6%?iz$^TFt zUT3%FFaM>fe)Nlt$Is8?ACGria)0o)33gp$Bathw3#a-~?xTGB z&NT`W&ZV(Y5%F+#0r6B8q_O@`vDr(G1D>wqij8+;CuwVeCYpt)L;&DC3|)GqKjaH! z6%NZ^d}$AQ$R4hDy#fBFj2hHAcKXZJTX6|ePb)~A_gQ#D@LxVh0g?|D=n*&bp{kfmZaL^72!t*2p;YOGNiew`22bSiM7;b<@+lt=eV=wC5w%cc zzjM)cVc4}692ACjsu^DtGH(D-ok_Hbl@X8c4xyT}MsC4pY~PZZa5w)(Pob9ErE>~V zizNjkD(yfc8`h-y-MXz3iuP4?b9Zy+U~D(0SuQRtm53p0II1@LDv9?fw^h5Fl{dss z@(qwi-}6*f;?COnw!$m8qwP|>w}6-HkEfENS{|0&8$i2elC{((s7`GM{)_s5&M~! zuQ|ZRmOuIvOpSrb7=BcrucP0JYeh_AOFxJ5GxbWSbKV72NuxBl-6)kMhs*Lb!b7w~ z(c*d24u1=I>D6wuoD9ue9CFuCD#%7YU?`T{7+w}R>CkTtQ;jI~BMZFEWDLwJa)F;u z9pAUZDEHAj2-Z7QF1Y@bts9GK4guqc$(A~N^o-W*+5>?jclNo7l6P5>*5wkPlduJ^ zOpy~tA~D?!Y>N!FA@qMAym>LJJSCVaqne>PxGX8iS0<6iZrIEVj@_3W?UOc~bF|a8;Hne>e49Sj+@ z7IX{EvOO8Vh2A3Ou|w~1>D~{k=Az|I@)}ATV)narL@83!F&<4}T3NlUf9hNW*dQSe z(1}z;X@!}qTQ|0~_|cS!>%}4=w@u3gfDI(t6u-ull(8|p@nJ~QO1aoXIFR6TqFGUq zpI8{2Q&#b1FVdZYrMyz>$G-H}ZHz;eG^=C#H^yHXdXNBd203s4V@*;~#3oJxPyt|H{A_;YQNsG=^{* z?=vUOXIt=a4jBTVr4vs|vh3xri*$ME?{|S*2oO@+rB4-Ms|ZVs@_D6QeeZuiSgV;B zG_xxdKI*IHb#(eYv;W@s!fFD}x{Nq_pcq|NY}|`^`C6ONx%yr^73BDZy>DBdZPZ29 z4|5FGO1LMLn7crQ*5s2CXT1U5H7WG&R2o zb&6!=369ZIzNoTdfF9Q&eEWak3WX9WQyCr8r6| z-ITJ3Ra7-K8QaWH{l`ogn;yS^o0Av<#Jgr-|O$&y{Y3xBffKP6&^-_4Lp@ ze*AcPPe@2;eXKaE?IEDVnpy;!hz4)56`vy|U9(_zXjt?Ob4?B0j^w7h6D6Sb zK4xUl($UeKB*}`4(+%y=-hZO-^?jqy`gmz>-PYNE0WpPA^3&jg=%+jyIZt_i4uWCe zz81LHVVdFw-aFl$%G>{fdj6rIrTo$VMC2RerOYL-mwS^9t}ZVWay6<)dg!#Hs;q8z zuEHeC5nD^qus>*7gOGd?(!0r&GBTp1-;>b3K3X_hZbM7;DukM!f0EP0u^nbQ%boDJx`6okQ^UTm+Kzz; zngW&F3f{sBuZ4gn6~^+JMd7w`d3GMBzIAR`)lH*rv>SJ37TUvuC%iYEo5uz?hQe*VaMSAs*4+NefWj}8NSVZE`OXK% zKNWvD2U^HB>5iAmvu#`_tgbpKwwDBbht|$8-}p1n5M*8|M_vPHu~MCgy0z+(8NwFq9MkSQGUFWzShG7-OTr3pa*2C947un_SMaU9v6NEuJ!L@SC zCrpFK_vxNXoIEkb{OOCK2v!p43W%qHR!e12xvogB>a`Y5_8Rct+}E5gg8qH|Fj8={ z<>YFvC_X$o_%4Nw2r*SQukSyZc?qGlr#!)a^H2J}s^YS$9lf+8CeG8ng(68Zp*WV` zO+KeF=0}fhbXb&un|_B zy324(!pkOBq{=sUniM*kK-24pi5E?1ne%DE(%tIkCJ4Ls&xh!N6<$r)oogkt1E@Wc=3d&l~gKImimZ58`$h;`mnkO_KH}I198H`7i-8v{2KZ3a0r6Vdfrzl^?@v>dB1R#gz*mRVF5c# ze>G`j-{mIBAp1j$_Zbp#%$t_w(g8%0LC`Bqd&Xr2QA#aC@Z@Ji zb%c29bZHEbGw+duxIykQ{c(CxD&)F?_qHW;!B(iGG*(we{0-)(20$m3$aY%i{JpY@ zpad6hglb7@&2L8hY70gRo>7_%Tq`6gWgccAQ(|`BAzR*=6*v*VQ5+Y(q#pH?*ubB= zq!oD(h0p`r7>ykqc_W!pty-AtO5`%zew8gK`+RaXL;0IC`T_yTR$;0Hh0E_yqW**; z#v2C~*yoSNkXhu>7pf=P8P>)E5=zQX0ye^b*6`B78*90VrVtSotbe9 zBq~G!M5*m7SlSTOzJaZxk;@pXF{LkZkC0&a2NlrB`8H#%6K*NN8z&7#m;PlWAiwyL zgA$=tn_qoavA@ifrn=)t^YIy3KlRUJdj&hE{RHg0=$~WVdk}TD`P~^0@CFVtVZ`dY zBv4YQWxS;vvQ6qp(fdYG?(tmlkCC)bX>z+!)7wR?rOkX*^uRJMWD~mamRN&fwGcOXZ6auB!^;+C#a*lIksa7~)FRei#G}4bIS`o$L%!2S zY8tPU^(fPQ5lmXnW~&cqbmV!z?v!j>tdtM|fWDIWe5g7-2w-i9a(EsppO< ztn)@Tf6~i+`GWQ{FVmTdFYjLAyCZ^oM@SA>#>vZUc-XX|-5O~sH|JiBo2F<=$sn|` zVc7N+yhk`KvMLNR62C)(pIx&YPnn+CH-h#fkQop5H=j8Kl)SP>*%scUyc^bUS@wbj zLg3AvacI*X!0m;}L84s~_R;z!I!<rzFzbbrQXkS>R#F zJps)zA+@QcT4BE^HToQM=YmSic*mDg&d+{X^m6r2&BoXp8XC3_4jw&u5>RY1tZ_5~ z27Mq`QxJZgr^Enc+d)(>o!rme+fkPn-Q5qZBSnLG!@RuPbSi&@{TzKUce>7`1Q9%8 zAZqYvq_iNO`^ncA4-c==e@!a4v#sr``D6t$+6bXXZJrFV%+YGn5>r%WW?;m@T8;qc z;}2>AtMBt5>9nVA)`wPpAB_ZPkWI>JW(-{D_6d&RZLk9yl$urByBtuM*T zO?STP?FuyXka6&ai248L)IbFK;|?BLnFKK{t*>U7SXhkxy#(c9HNsOL(J;U*mJB}- zsK`v=PGHkR14zJ)Qf;5Z!V@gkZr!2$;(q~eBkN*wADy?vP-ZfGHp*u=!<1_TI=wL0;XJ0yFMq8wRh znp=~Eefhufa5rIE#pKBVwjqQ%TIIwBiJ4^l&Jo@5T!j|XH7}CoQ;QCe8g*pBzJQ+( zG_5tBO}riY4CJD1chs07`*?rUje~KAs1BmN#Dea85atE)7xEhnNZDQf_C4g|%lRYJ z8bbaZ{EL!S`E;rG5X7FaY9)t2JpO6|A}!N&2)$xU9jlJd4#OW$={`Zd_|45<4Eb=nfZC9)7Ocj^`05~p zh>lMSezb2uaEDG{FspIWf%FVWIYQ8z6XO_^M4A|PW)ebcA-)r!s!`gvJ_-?5_`w|P zrIn_~`TMSKC`7Ccz@a=!F_8VCa$io)6s=Po{peaEO+rQl^~NXU8=laHtiOMr8R_v!eIpK_)zk%c^E>Jl z&tEeRh}zE08J#3R9b4r(AgO8!NLkXDvYsHE8osEoAD6)KofKBSadF?U80(~qB?ndJQ{i&iOCLV6osTvvub zkDLK!DZR_7j|++9`Hl;LEqJg6o}NoS_vrMJUlBgWuo=Mrizp6KCw- zYLg(0?=NFXUp8F_#&F3}>#k?)%0#J+H$d!lpcf}vsN&u0(CFzKRD{B50LakU@lYhW z4s{sn5m&tTWKEZB5{Ge@&HydysTw3&C=gQB3x4I&NrB!SVm((w=Q+sC0YsbH2Yssk zEu`|S>#}vvy({%%QVh;h49#FJ-!$izK3~kU!9NU$Ly)qZUgO1ltUc7@)Pw2;N5?oa zu_iT2(Zi?q1PmYC&bqLu!*dErogcR1>>hQOCcrL{HD+^G+c@Y88UF;KzYXBGtR#{5ef>4-Jhc;aMnv}Q zzz^xtv*%97+YoZ~n}~o#H?ycluj{|@1}XFlEC}o-ZBK(F*28HxLZ&sQp1Bd2*xEDq ziL&1hS-z_ahBx|gfAyvG>4=;?nw|v|D??>1tf7x_myUI-8bevRF9nU%#5jf9iWxR) z^8A6IpyMi?oC~``yB8K)tv6s8cW{@Gyt9) z#CtqI>=HB}H2x`AxoLWn64T}Id78xbLb!hGJ*#KqAJ-b)j)Y{et4@D{jPAmzVyf5f zp3U{Q3Bu?Vz+CK%ClzZ_uHOH$bKr61rCuo&jIiba)-=PqI-mAv{nYzq26oueylm?L z7EcE26NKnM1;_p-*0cvsZq*B=U-iReU)VD zciw+2!EPmtb6yhRY!G5S#{A)`WCNnVxETb<1FT8$DCfOPo{G~_H1lnNrJvHN>?7)V zU9oJwz|_!4#Xt%#=`9=_S{fQ3;IZ%>&vR=pJH85e5pkLlLCwiG2&Vxx;%hcuvdEkB zDwKju(0!uh0>~QrG2VNnbCCFx;lX;TdE#((nR*t%!4u|Z5;L~*5M^_`_=|q~8PfiI z`nb4JI<0@aJ$r}zSwy;Y{8OElI~`Gso!QETxA`tLuTBYJ7Fzp%f3q9)e*zvX5^5~= zF3+}>d3#!0eP?F0#uf9mo4-|4S<&NIoO*t?$>4@0qU7QVq|?cy^RD<=m)RKl2SWEG zGa%;I8U8amM6aP?Wo4b-L4ohXWXYdDKQA^OGz3x)NU8;xUM63 zSKIzBCvrMYS$kBv&d$GijPMe%&B1(?@c?xD524>}4!|{B{57yju8`UZ8DnftySna| zCkC4}XXXWkg_wN*6%Do$Y#i=R+x2EYeD|}Si}9Pq03O zIOktHjk-Ow5&C&!*2o%xJG}1>d*c+H=G5W7IbPnd&JD#8|ARM#w9K-);p-R}<92+{ zCoAlbxrJwk_xbuvAfTR_o<3I6=*zLuGsy>}CNkMyJvjZm@5gsIHflqZdT6m$<7g;B z8as4T(af<4ViS?-=z*oBTw!5hungl#o$c)p1q6~Hn~?B04!$q*QfRe*c{I#VG4tP< zgoMX#Q1t@US-WO)0xD$FlC@@?D2~PBnswT&$c=~}Oebt#e1aPn*D$|U3oLmVU1jAb zWV$Pl4Najzul{mRVh|b67l_hANz(1Q|H?7UNOq4aE90JWUSqW17;Bbfu5LO#SR>{z z#z#Rin;>}E8r5;BsnpC6Zigp9ZE4GAE%0hJyP@FW#sB#`Ms*F4{_O8CzXV%F$G^S3H0Bp?*9Yd>Au zBK34FQ=Q3;(-XCfTZN=HY&ZC2n(`NQ)fcvTTO9rR3~K8e$A=e0v_lD6k9IF;^BuL) zrf0ZDUKi4Rb-@(>J-T-^4y?65euqi!8{k4)JKoKD*-guQ##)Q4P^DfBu?Nx?d* zjF~iA5s8mr<*<1j8Y1XWs>m*`6YjUGHQ`&>Q@ntASNAeYT{*_?JL$(TgAz$wN+;Ju6YJgoI zH{7lNR09Hov=7)4Z%JN(#R4!_u$=dtGe+tL~+=HGd^t!o;ZaqNCr zI8o_xzmbAS*7f3tYpdad9DFV?BRVci#N1Bz;@CY$l)#{gMq`K@W;EI^bLoP8HeT&7{Q@^iS zA+Sx}CMvq(PN99E3rxRfxl`5d-}Dv`Su2|Zlj|jqqvQ6GOVY!E&hd2-gf&{O9r;T+ z@6|ut4qt9b3POas>@hT{6hh`%d)_=k$sfn~Fu1Fm3c(dQyYXthIv+;=x73Y?-~LM5 zp4tjx>`hj>28}cIEys~!r|i-)zE zZ$EyAU2}fVw$vOqV;2` z4Txx6j-8?RIGxr1e7ijtsQ>C7AxJ@2^p|Tm{MUJSSafglo#&1Ei=_Iw=MptwItZHa z0gxeJV(0o?cIQ5Wc1|{f;|%Ke+R8UnkT?tDY-9XK13YAYQ&>7VGJlk81cBUJD$UY z4-P;fI0F{Bg__yz`i>=ls5%lFG7eR@5~V`_x*8UEZnpcxr)9i>zefG$u)1H6>w zCEtV#GxZ~(i_;?WBd(sRf{BC=2)T;O6IpJ{I-=J83>*ecY_qYLM2Q4Hfia1dGRykE zm!o;8KNUPFJr;l=DwOvZGuqi_S5c_6V-u*FaN}AZ)3bkKg?OTr+T^5JbKUK%p+Bvq z;0%+{_>n5E!@|7Iof@-&8#0L>Hz$J$-i5t@llbT-1lH5t1aar)z;6`3(qO*FdGv=v z{Uu_K2C{ykx`ZHr&y{Gitnu%Yd*!$8GstN}h+*zxi`HhirdVx%S6``iCmYMm+@1lK zRdw)Zo+&Y;kosa1i*`;`>u21<$Pg-(L!7g*9cyi_*`B�@-_K>kQ#v+}IuR2$7ar z=XvxF^OonQ>pD`MJ&7-W7eE8%YR(UvGa{sN9G0@3ur*@~Oyvsu9fN08rtR3}j zR|pNFr(t?JW|z+x-*p?6Z|{!jn8^2z>NbXX9p3dQRnKN4z>wzM&4E<~j?XNbsskN* z^awato4mYevy^ag&zzj<_g7f-0<1biMhj1t_LeiloEu=ANY-1l)Bp$Am(ShtsE!%) z!sl7@5Au|{x*s91Ggx$%a>xc^uyJY{&i1CiigvgYbh-O1Z@I^%VSST$n92PF^y5Xg z;_<$`;Uo#C#gfA4a|*X@z01Lshxh3r6V@FoaHi%}#;)pX{wL~U^R?5}9czNsI4djq zukgabbvPsAZTaF;O6;I1ElZoPh`H&suI`>gYGnTu>Wf~XW&Pfor902~#j0bty~OPo z^ohenN`^)s<2^c)APbLmK!*Z z!3)-rT1V!F(^EtV@lpErd~~8DjR-D$0KnaHhivaxFp78!&^|EMV-dOa4yn6H%dm%YGCHN8a3vKl z2z+BIFU9vQDtU!$Ke0^SHA1bTeI|9|iJglP*1yxqxq=>^ema%iA+(RA7#Xa8u^9vz zd2iKp&P<@1Pji)f`K$XFR}}c+$0MeTt5vy1D(=%rf8?4@-S|!3b+*s5#I<7DrGOuu zN8TYmaQy)m*Wa2b{?g_#Wv`Y zmuJ*>h#*r|-~I)iKBT*@Ch&9sP+In!o}0B!-_h-i+Fs4tzibwkhl)6>!R+?GNxj=| z;x+g#ItjtA!qRlpGd-Hbkmc8#NEWMYO@In`2fLMflSkA~wbryZCu%8hthYvSaZz*4*1!n5vq;dcq# zOv$#%^Fva;BeFj~>OGcfWJ)jAw(B~+oNf?t|4q)bqT1iGz^6wbWb^^gzg+7GA#eG! z4ApeQOyAQUJ#IU`DA7XI)r%#6yAF%<&Y+k?w9R3fcsxhF#3FG!x6Pq@Q&-0E4hH=o zOOirireE1d=)d}C=3sa>TsFuBe`5qy)5FX(l3sYarmvFAcH_3Y`|zD>L;HrU-##|q zPZYq~*=hMxo9zBk*f+r7jw;r z2z;bc?}+l=oFsNkq46(P-F5L^J>6dVppeJSn{_{gj5X?~Mm0$kGuP!Cm0#~dc8+{q zHdzIvk?C|eL~R;rJ9LOSiiVa;t#wC-MjJ80XXiEEkZ1kSd79)!PvS?Xy_g7>_59tp zV%dY&NYaV2Ryj>?CY@RuaNcL=p{7OV8f}cfALmr6oq8-6LRot_Lckalwli5V8pkUt zaveqvx{rf?tw{e|{puBD)Bi28U?dOc99SJOhxWfsA1<<(mhXJDUJQz_E-^Ei==>py zY1oJ2>e}T-W!?e=(#4x9OYqoQ;w@^#t*xKV&dydHO}RiN`DR6{$Hl>L5Ghv(0A~_* z!#aq*moF!|m`<0f{6c0;LV=t0;kxoO`}H>Pu8jJ=3Z?9(rlsK$5s4WaKS3@3g(1^v z?7g51w(GGB%;e%M7@^mS-PTri$dQ!P!oDzW?geTZ@re64t}&oWEL@DWy}hDs)`0@$ z!TzYl_Vyuon_})Y(MN`a*td}HTVttn?``p7%P6raL0Ivy<%GW zb>EiLD~dp!-f4?U)qe*y*z~&|Kx_o^KJGzK11=TFRQxr@(Ru|L2*_$Ve>_@iDB0U> zCe%dMYH^xRhyi9tb^Lc)G`|a{-Rd7G{k4L-3G#GWv0dHN7YN6i1Gif#TaLdhES#%K z1neBN;fhH-4XLJ}q@1UGwYPMa!W^IOmnx|n+!kOh$rQD-IGlGAsYf%#`5*F<+HbO} z6bngc=#;8HDD$UAbL`D=|PF0X|EyF>zt|&$pF_CdI}t*GgMD@dG9q86ao8 z2*M{v(;k!`;8uVa!op6gnHfYdKaN%$NO%RO2rA7CT{cU`&8ZNGkHl>HTE!|*KQ{}T zHjhlcK*`L^gi8{3c3LUfENANC^`GPuM6H`1Z*ZN;CGctl=-30#5%j#FR+W2Janr&SRnD1YEV=6@E#q$>i(=VOHNjy{huRi%=ylyJ<7!`t)buj_2SwX;szVr*`+F`K!xJcNPjV zXruY6+77oDAfpp#ezn7GYNOq1uHd&Sj2w@K{+&AXj}kN935O&lzbn z(-XQ(;%PDWrZAlo#f&=ID|Q3=cW4Ud+)KVs|T z>(>YN>cus!gRlsgd;&Z?qlXt&%Q+5R$Qt_Jd89C?DQVNAC-XXl)Ws)^(;3_fCgV@>yvA1~&nR4iGp^KcH+%A9emoG0YQ48fz;L;5XN7t$0e_yW=1Ghn3>xBTD zS8sB9_}d?^>ysd*78r+poZOhdDg?~xy>s9H*^{ieW@mhH_Co%e59`#_l*r4M;EY?i zFwxTb9v?f7m0D=dn85esEyoX!B%?+`a{qM&M+n?KqSGD6G0gvuD>w-M$xt}$|9%Da z9avEMtF!tiGc_ZF&GzqW6rVf9FM>%pVt~X!krljPcbKrku&6#D;CDG(=wz^Ee}tu zpWn^7xj9oWeH`*>*YiQ1Oz~r&&F*s=O_Pb?JJ_1C5H=-xyOnb`Xx${7yP8P=Roxo zd?8^QeErW0eLi9kD__Rmy=VLqX*?G>Xr7*P?iEW zf;@BB?DEDWlvq*c_L(b-0y2&d3Mhfnnuqq+hJKwu)}G{!I(JCCx@=&x+{_`AWsimM z*euw9}cfuCW0-*6pb&k}q< z0m?-sCCLDj19#uhZ=anVZDjx{$ZkFn^Xb#|67$K9GOKx0`KnN;UO`@N1I48<$NBkC zK_G@gAU!W~Y21>i)R{jQOo&2sMX^_Pz`P0#4NX7P9alJP^}yXf%BAMy-(LoIl>YJL zeH>!KquX}Zeru{53Ls8^QT+?Kc^79#2GD=n0Vi2Ycg`}@y6%}lswE_W_T^4TjsrsA zi-C}Tp>F#5;@NK(@Lx{atEnaM^)NyAV8pT1dczzOM5-MTP#4$UQS<~c|4+= zdXkQsZL{3deKY~Gm5n2Ko~OQivYM5f4d-D@r;)RbYO;*Oxa2Vu z1w91wxXV7xd`L|z5Q7-LKk;wZXY8S-K{MN|mfNam2aP{u}_ z97ZB9g1|h&7zi?6rvqeNkDvO`hdw{&?75%kx$pab@A_ZA3-|9_zcVhFyJ=U%Q)aKP ze|2=2q#!zsf7R+LTJ=99Z{3mLT97sS^i-wG5B)fTH7<>RB&qA<1=U)6xA6 zYPgfs=lq1WYw=ZCN7T(=?nYNifd7UFe?j!_{`3Lkcu*#%Z9}BJqX)P-P!uB{Uh(`a z;qi|!QC9A&@(K)W_mx-zZdtK>d4ob>rHKxSGGe*f+u5ZLm!2$gNbI3&@>JtSv~7MR zPEw@gR0Q$Y!yIaXOdyx>x*YVLi`VrUtkLQf@Qm&NNe}$$E9^?x#V=nVguQV&xx_ry4B_S7bwe3xJBcy0t93=|qWBO7^t6 z)jqcEql}qh>9eLYV*TR$2)-aZkF*ojL`V?`>&j4v#D1U1YPGP{%^QN@FcO{eVmE|F z3REyfEJ+`^R%qsy=|phYNqraKy|~HHMA#3wzfwMP_6QIgglzHdvgdnv!11qBL~+3Jr>3spivYPUO!FxB|68;mWY23S`&k;> zDETRjoI7ZOi-uXCv8Km_t#7>pkeX-^z|>neaMopN!=-`(F9ayX_S~|vshpKov2m@6(|HgnKwO*?Wkh);PJ*-g;>6JD;PF>+rs+`xVl?pF}~gyKvH zqQ~`%kUq}=k1r}vKEw+>Bh4|Cyyl0WmOT)t9+rJQ0*V7u)1a4mPW$ekGDFe%Jj&eTl-sVcOKzMp?6u>8BCQE@`IomQjt%QadvF*Q{~ zuY%g^=c^%GwTPesJG+-I>gh2UG}g2F^-E<8aHiDJ&L0q*g>H#ES|S3M-~g)X{`s-~ z`d{uXsBCmRQxlURdER?Eo+MKTS9OWM;{-iSLm2{WWya`dT4Iv@*4I*Z^;c?&1=bF6 zP9wq>SYT&d+XdlIv`#2?IC~DfctNb~**(vkjcBgT9CH~OA#hv>6PKo|FEU;YmvKoh zH8SfK(W;dz-&8)m{*I(EOu^x-%8EZkW@cpcP!11LHXVDl83Hn#I%*a^xVFTVRbc#q z!((1(ZGt(%vOGLJ&!_p6C)dZX@KTTpw}+qNa0bh`Zq}lZtmmt(qX|)5d6!+=jBu@k z_$0_$$isZG&6qj-_9`=XlwC3Q3efZiq}j`0(O5!0eI7$_n;)}BMAJ9k-b*jXbyPys zzA#zqL#yhtCwdEh!DzQ!fxnj6s~Y(c-Y~6$?j*b!@bs>o`3NuIfw*^f0&ma5Z*9Hr$j+ot>T*@?2T9 z4KySv^f&{+j29nO-7qjP=ma%MX}#z|CTSW{dY_9HFfhTqW5v~w8$nf~@8dQjCG4lD w(l<5t|7GpLZSbFU8RwxlApE~B{;oI8l6SQm6_G8GG`M7s=eHh$FR9u802SZl?EnA( literal 0 HcmV?d00001 diff --git a/_images/28af6734dd1ae9f11e4a0102ba2d6ba12853ae81a263fba68d883ce266dd3206.png b/_images/28af6734dd1ae9f11e4a0102ba2d6ba12853ae81a263fba68d883ce266dd3206.png new file mode 100644 index 0000000000000000000000000000000000000000..fa382b48e7ee42d71f8f75cee658fb9a37b00cf6 GIT binary patch literal 52220 zcmb?@WmH#N^zD!C?k)vHq>=6vkXAyvyIZ8Y5u_Ud5s)tF1}SOjEy>v9UCwb~ANywzRk7WZ`AuWTv)oadB|wXJxhh-`~Ju z?_|!}x235DE`s79tK|%VU>QRHztU zsJ_TI9j)ufB?%CvpcY}o7c)i8^Mj>*{{L_F8& zrA)uAos<2zC>la*_V%i0|G@5L7FnWq}BO@xE1hSU-VjT67&$EYrw|p$P{o_F4N{-x-6cBS^4t^qy5hC`szw>b?Wab zRY=vD2)=5Rk9fzPiVb77+vtLSRIZkQ{-YAf$P>mV%Jk5Ct)+&fQT%)QrQ}RsuhT zj3VZ1>j6QXo2U4^CUn1#qvA9^*IG+MRxFI@>Ft`rnrZ(SmzRxMRQNtVgtppgi4J4_ zJr+6>LW@6XIA}6>obg&mN5dmslZpxolIbsPf0n)D>F(r1ZiJb`Q>AvV-YzLFu}02W)sh~zTvFbg z?}Y{gz)DI=R z(rk2k3J(iIuap%Ph=jEkOr+Bjf30#LM2&F)|{9T^Db1`;&Dx&imhsp{k~=?032BOGWn51_E(8SRfI(JA#9S zgUdepaYf_L@i(pu)(+bqr6&qsLsu3iNjsD!ME3sjpzLQfrl`_CubM-^fJx_%PtV!S zhKTWrh}OX-wr>rmT_}MLfH(dPgs?69RJ4Fkcw#tY<+$7HC)N~ZFp zqe*`?dva>m+ueUozEJ)*is2>f>{vq3NdokJt`Q(VtId^4b(;tu9v+lDOtD7s7JJh; z%`ww>>@n@_?cos-^EAr!8XVUVPkr3nUVXV*g=8v*j${htS5#m_91fR+7Mk3#z(Sw0=(k3JIM|=B$C3y^ zH?$%~M}*!{yNr-QF{Ayv>mD`{QE0JRk#O-mEi|zep(YFj1)~wsa&X{2KHRbf1O__Z zT{%XPa3aF`ue@SCj4xK6)x11hmN77(jv?m@sI#4S8oAyr%06m)yvGU-4#tk``PJmk zs`vg6H*^u7o@*dNnDtx9@#q!W?{6<@KF!UW5)l#QH#DSpmZ=siw|Ke!=!M=pOQ5Q{ zn%&|j_5NHf8U&kyBKl3q+m4x;%K?^B{KS`JCE}UARW?d|UOHxtH1ZL@2ND=?2nl<+ z_#sEXOUlIyR98W~WN>c{rNTApjNEcYao!SP4LAaxiS7#ivZPt0cXi_MJr#f#{v9f*NmQ9*&@ zbSjr6?#anXioW~7!n6FQzpqh5?3hLO-Sz2Mo$b4YMrS0s0^B0S%+90LuIzBz=kJ(? zEK70dq*qQh2g71xx4rcXRC7VFf6*wXEPS1QAv@#b>>QY$K2JCG_i9D)x0i=>^z?|} zdk`RJf98pvzb*ABG$kik8yM-2r>lH_X-CfQf;{#0P4#;b5fLig?=JrJ^*nX<%b4Mk zoy|n}_(5l9F4NwFdpS8dC%U|UH$aM9zzrR`0ieRrBn(tIZOYj!G#sbex%e?G?1S_Y zMb3viUvJ;n5r~9CPHw{^16Jw0JrXBZ@T<|8!Gwck?|!=M-8y(n`uqD0dZ7_VMMX6U zGRDH8KXl!cga8e|=Cg5m-VZliA(#|53U=>iPbBLrrK5=bqse&IX7qi7 z!IJYU;|Dh#+}+JdGxPFj@2=Kkm5bHE2gFbA6O-5zT<8Lz+k}Wt?00>-P50sjMgoIU zZx{}pMM(s>rw7X`4a+#SFTry8p>@<`34P76bfFLM5OiWT2uKKl$;mT#dYkL(;gmw# zd-O9Pb%_Ncu7Y#1SZ)>C&e+&6nf&?&4dQTnVe5U=fyC>5#U>~ugoB3{*yy~?!BCf> zGM8@+O|dFtuLhX9KmSQ~5PXLAd)}AMdM23-e@k@hAjVWa+307E*yzwi21u3d=&N0{_Kn-o?XRm9h*@lp}69(xW-FGdC2a#ixBdENGjn_F5c zJxs~n?6qR+TuZ99q?zE@YGpp)@1bM05Na@vj&2y{*fK+bhzGnnX=c~uX=d{yTkUH^ zA*a}HeNCr6Fc2=wark$2He#(@kb8~H&gLBlg&ooe*k~9%4jc~k9*^x?HBIh{S&8xj z=4sni72$+X|9|k32fVjQOnpdmX7izyZ3`1zYTJm+amyZLC|(|#To)D=960kKsR-KW zTJCj2Gi#`SpX=Ys6YJM0A5lkxI&wJ|!kBa9bu}SVR~w0|MCba)0)M#)GrWmt+V)q} zQ~4yeaG1@;BpI#C1np3Sf3XWr+m$vA1nQ zeky8ye%j{_`x_+a-rIlr>XJgi1@uA@oRksy81X;|#>Vuh(d*|2)+@jUYs`B5c*4N2 z9?i4ddF{MaR@`wI-QL{jtTK=+GXJ%CdW~tb1=Hy-Tny_ATgX4t-zeaopRcnegO)r{ ztgf!FX;@e=h2CEwU(%;{^~ukS&Zsh5w>e zZI(LeyF~pjexsK&u1ii#40>rh#}+-pknJ4+>R95}v0@7|AAvc`d_?; zjg9RG?rX5r>=`F3=dRwAmwNpM--7HfilM~wHhV9v%kK1WM@jY2f(7~6AZ5+0*GOnc z(_yN*+`0bpw1n~B5*~}fQZ1xA?c4CUr?YeLh~_T}IecqR^ZbP3&Rz|7E@b2T=h}Z3 zGWWM4h4lrM&FXc0l91KCq;a`?3?7=tIvmkPXsd&x#*TnAeEavi|2;BxL-u)VwJx;O zwhw`&i~1d(Cvu!D)Vlu&M|rruY07q#vQ`@#x?@89H$F^7EnA$O4wl3_>#1^%=D3mJ zVWUVzP!4^s*z=OJ#p9C%J}nTGy?&$b&b&L*AfAHy7XM$kD)X6Z=_Pot9335r*^S^Q zt+)dM0xBHWrEBb$DS0?iJ;*59UCUlev4cnd`I7K&1%NF$u6xGF*xv3BheJk&R;wMY zq34M}#G(U5h%j-}h0Xsa7D^cNrI*J=qxsz0qz>;BYb^$RDG|IZ!*-c5Z_9L#>7c+>16${3>G)Ny1tjc2Fl#4s}^a-tnR z4jMSh30zPkOaK)NW(gDEC!G?f!+IGraH00Gb*jFo7xE;Kj>a?9k8L18U2GO}NC zGErWBetcHeNLs?jj{ygZO5YN;1S6{KVVKu(S9e{&(WrsLu8DpIV%(L zlS$YDXFnEvn%ohD$+D<+-ss1PB4&q$LOFjpq@0P}pN-Du_=JQU&R~}#b(`E)i?V$> zK{EtJJ7>ESp`ObIY&ih6{j{p(bzFl72@u+WDP;1WzgoZrM|+GP|83l0{6ZdtY!7Mu zMJFGqZlv5+LCZe37$AGk-@6D*x+v#Qqdg7L8*Fu5a@tk$}D)_AMWe$K%cEe8ig*IO*)#4UNX+r~X zPfyQ~HE5T9PnAqSb3(Us@3}g`cV_#PA2Nvc(S%_@VJ=!kH7Ub|0i7QYj$uCB&< zeuAe`>Uo*;!qd|e0`c|rg|q`~1l^2cH3l<93kyc8$uIr@mBB(3vjoE{D%jq7?U$6d zqJkSe*ZAh3XAYW}xWUb#a&X(^nHM;PWZ|guiLu`r@#`>Xe|)$U$q;&< zM4DNYi0a(G3<#4hED=dbNqAB&3kXD3UOrHrDY(3x)!J_J$EWzDq~4)QI~V4|cT4L= zVrCBFt-<@6V{LtX@Ln67goCs5^UFPG_ec<$SSl{?K`~L)e~NvW&16vv z->Rlxpc288;UyeB-Nu`M5)@77-Gn5EBy{BA=hoN}5T6w(#Aj7}?m@nyU0k6s_U$FW}-TT~SYB?BNxp zCu4SE)QS{8eI4^mSy5g)K9NkP0J#Brd62bvJ&veBf2MWFV>^eB8xHULaLvH!w%&{J z`Sa%-*S+b#Mfg9+zD3UK00FE40MtwCjW_@=<%uV#eW|r}VcuW%g{UF9hHhO*HN5vQ zI#?s%J)R#$F2m9MI`<7R6gM`T;d?Z%ASz%T(Y7#N1Z+pmmOZTc!;I;deiX@;d)**zO0DBH}ANK0eOod13kR0&Vl^)kx z&p^)*;s@GPKv&T6^OJ(u_Bfx?sI-~oF#9I^q!Xly;|?S$=q4PUok=Pvpcg7-KQ!0{ zLIVW0Aupj4V{x*CBfilZCgPDZd+x*gc7sygN_^0tW2rQ`fSV@di(l^xKKsjXt?km5 z%SOhhJeCEyd*%A{9tGSD%@`*k?&?WtAJMmr%!j&woAi#OC(IxOeu~ z)Ep>NQFDoY`2`tDi4;l&|3KzML=9JtPajOK)@qeK^nOJ}WfygPc`K&fh^d$U9g}Q3 z%2`yfsvbEDGSvZnsWm@T305ze|fE5dCD4crNxy@ixo_Z9k7UrRj%JjyvtOO zlS4&3`x9A$g>Jb_%m$y(mJ%)Jv*b3fik06{{Ch9v={>14qW^bT&+|mAe{gp!1d?A>-gJ&@@*j9rAJL~P_x$$tbYI#<#X>=u9kH5YHJtBilz~Lt56~+_qgvrCe&A9 zL(32qC_~8#=w)vsLBOn@&*;l2Dq_M~O-U5^FSnl-Ae*ry6UB7OTh%``%>}R*wY66F(`An+!b13Yu2vNer+gb133w8$WStZWX;gPf} z6Xt^%VpxB_H_ydM{KRlN8XlBzg-O`qK|X?kpp(9YMf$)mMqTC0WIVR2ne{`Hix;n6 z*Cae64T)YLrU`vUT(HxC-U_XLr*+`T)mQ8F-MrOidN4;9(UUudWD`|EvMn3ItB zyXR?{2xx=`y-_5kr~6Kg6{@B|KxUR1a5PoF9-U z3j?OnQcQ5vIH?K!u6&nq7waB{W5<>x(K+s0V$3`;!sPNpk_*QsNe6x3N5bFj|EcaP z`{aqspSz8coSq5g#V|hw0}@1{Koth!{ozCI)W;NPyI&DHnk-#5Wvnd8Mr%Ww^#vP2 zx(=%Y9JLvlwjUmO5gb7$#sx7Tz>(W9#~c5Lvp7YTXbMXf2e)qf9u zyreF;FV$KKJma8*t#MCp?;0ps;(#EAf%x8^6ZOVY#RBpO1_CAEi1fWH6^P_OF%T4R zxE|jqt|e~SWj3M<#393p0vLAcZo%=yjIi01_U=xMY@@{W$Sqmao-Ob3B>#(-?Q;(I zUKmJPtxfdqa%nq~fT~CN^MtUY?S|x3Yf=UJGpC$Q&kXIgKtJ zq|PRcsWGVMf_hizXCd_(v@Z`>w_XkQW6C}GyipPJnMj8(Xn#4m^Yesg?w248G9St9 zkxZDBd#i5+o5lkjlGCG-jBspUC6Iq3dd_cZI}XRHGO;xa&G*NlKQK{lW<_sqZU!G6 zIRu4*kblyM82-x|HEq8BE~=MSQ0l7z`u3>;b}q_Mu#VB6)gz?&r` zVtp6}ykO24S>n6az(V&{0^s|)E6=pU1#%d@qUmv0RXX|_f(BSjwX z@JL8V*hps|K}NXv%N-NNpq~NJ!sxg4x#o93;o{Sg4LEpp;NvefAo`2?Dbarj(V8d% zR8^&qaFKGPv0!gd-$#ykP*$<-71s13%i?K75q*`OgH&?ZddmXkOJU#;a{#>s5XfdF zR6fZI=p>lbnw9A#GqM!0V@u6B`j}@QN$U1JO&{+-oEcv+Zu$<+ds*=Y!m$sDfu1rSQCC>iH7}CP{yc!@ADq z4>OuZ8{aUPjPK(JQ<~Q~Vi-(2zPzEkZFgsE_Qr;+=oX=v==K?%kQn$X!WQ}T_JySs*Vy@CkJWN=r#whfGmBZccO*3?n!wv`Bf7Y?359 zF<6v}XIgXpcPr*L&$oj?QnWKi32!6%6V`o+xf{oy=8s76$s$ab>Cp?xUex_t&oGmB z^(#mGo|RA4TN}`Rf=QXn7pAvq>L=C5%Z>ttC9I15G!j+CKpm+ro`&R3sHLGf8bA^K zRiIXU(P`uW@*YBX&^_-V$egBiywDT3S)G_qL^StG$uoj`+s9?h#cPyn{JN-&lK$R@ zg~R=Y=vZw&1fun)P}zkFDL(WX1zSV;i>;rzUOb`kOa1oohu25NvSHq}o;vh6Mk~KL z-G<|zDxb~Z;9#S|Gplex_DM-zA^MI&K-3W?n?MuvZh(?KXOlaz6}$)ky{EYsF)I)I zlAdRTXN#xB^Uzb%kGTGoFYoC?&M2eveC=UiX}t9*k+TUuP-7?Bh&mty&mnr)QO@CJ zUzWyt-hP|E-tu0m7Bs=JUtM9t85^Y?ZRqK1dORp~fa@c1(QybmXv&9AtBbCJCR4xXhI!^Z zR-6z#2(2(Q-wUQr@btmsfsCt_XW{3eI>ALop3=5{a z!h%-NFQSwY4M3Jx=n3w>b7iT*@AN02UjPeA zV{QE@y5@P&k0y5-;DlcMLiGQLxqY3ZK0E?s##Ny4Law&b?SD8!<2ESrDD_%vUBSNV zvb8K{c3A>7a10&~B43jiwoTOz*vp6-#Ob>D0Tc0u#>{@c8bY?;$KvOtDU}`s+Vxf_ zH1KYxWyhy+9N*K@Nf0t#ZR)i0PHVb|Bps=&LGK8ZQ}pda6!3TqX!<#YWvf}7Ez#LU z_Y)ZJ#Hs;P!_7Wid8SPJ{38u0u)|&2`G;~B6Pf65*!R*9U4^SISOWORn2qd~zM+ki zVs;W0)wCBIr%W`#Tu#Aa<+_@_C_e%Z2i=k=LNRj57kf_T1c1 zOZ?YP5F>8uU_r!Vdf_BZ<^1=hVdk-_LbJ!`=Pz6llR8#B+7iK17|F;HtegA!=HO9`ES`;b!#c{V(>-FszqRh zL6^8sLV%KwqUg%~=EGto=og@>_10WWWH79Yu6LC4USy|G_6NDCeW2uoUEc$-H!>WL z0ov7AEPm&PtZWPOgKHbLuV&ku$@*qKA|GyCyaCwWnJK5@ zoCc~Vv_Ava`Me8!1Re_gi%&Hd%GswWmCS@3!@-N^*w%aGXfCkey!-yDlfMy`L+A-@ z=*+1b9w$wD+T%Cs$NF;R!~_@~9v)`x8sx4Jj6hLpKc!sbfk007^RAWkC(Q|9Z)|lg zX8Al%o}_VGoAE4_YH?=pITtDrLKR)!zKPdEmO1VK>pS)(tnR)Y=Q{fDUKsQVU3=j@ z;wcK!8<`6cXVD4Jdu9LNKI&WbXue!}A4T3to3s_6#C-on6Mk4Hu6U(7c5qnn{P)!H z{pIp}bh&md>J*@&5~QF^#mKXtI~1fl1e%`P|J)+gPr>w6;L1?Np`H~#l)qTW--AiO z$vU5xco@<6qAHNcJ@cm0MXQ~`f?lm-8!kDUfJLVPdu(hBDv4^>afxgRI&Y!l;^9@= z&ew71Qv+1f5&a{4513;&ebZ06-Xz>d2F+Ol8^~Ra2j@Y9Ke@L0^u1bs$=;w zSa(3u-YX6pEk}^2&j_PLSb$RT?Ah-2;~cRQ>~sVjyVf0Z|jWIhb6%Wx+)X zCBR@{V2(~s#9dst#wR9pTV6m#VoY=XM8R6jmgG#)zVaB+5*{OP?6R^09dWMa?A~3T z-M#k+@qs2Mv}G__2-+^XF6j1Uygjozsi4oNTn;)LPKZy9$9yG<0grJu`l%`w9oR;Q8=t{Yvie0>2?~U#PqUP~>tVkZ9B!0E|iiBWM z#Q<6+&wMls;s@F&C`P&h3O04}AiL9sEa38x`eLbkH_kx}sGD3xokOZEctHX?O=G1# z-GH;j%%070{b|;jsRIyf3Ta3HxygYZWZ2f3etOUTyziRGOM>ymY>1N-*7^{S#jCd7 z$qa0)9truS$cTuzj~`*nl5D&2DJk`SlL9_N3h0ua%OZdwBePf_9yiLF%$P-ma*DfVZYJ?mC+X1aJ5Htxl#rL;j z9QB7}vUzUT{(LG*z5e#wQ0E+jHf(&&soMGR;R8CQATeM#H@(}KUn9)dSOx-r679>E zgg~h8S?vlv2D0Hl%?eO%#fm0!0e3Yt8Wa)&wN&te*V(?B(|m;7`?!b5v`!IPc7n?= zrI-lU>IW@}Tb}uEKJOxmvmD#HaiL2W{ZJgYTXb&;sDwG>PoJ z?+DxqkdH!?uViV`N4R7+f+Yl*0ojraV}XSM76Pa#;0##Z+Z()T1U>>FHb>VVe14U{X1Bn* zRV!DJmtX>-f!L;t=Uz~bVSyV4`^3T_1HmLB7}nxUy4qpZU?Zb^bX4->8>{2}h$+NR zql@LIJ9$LeD`|*deR>MYZ|{`bW2f~8xhmumQ(PRn2A1bz9LL@(U}uk3#O`kP$}Of# zNrJ>_tfouDq1p`K(o%q>}C(DiajNO#Wc7;dy4mX}n%%j8HWlgmG2YRzpO3 zIvEfnf7oP#tYsQ(dqod%K`#p`7W!>m6@9D^d`4y$R(`upa0w!NMFQS1 zsg$ZX)96+)#cg_Krg~D(;3~|Nox#f+47UCEyY0Bf+vmhnOks-F0*q&x{EEH_hftj?WOKP68d_=r@|0VeRdr5Wnnfs)OY=EC@0hS{D%S z2WH@3E_d|v)TlA6{L zf*|RG(E!ggS;o{?MBeKQj9j(+_DJL&yR$9|UTx_iXN>FUuMY%tbI-M`qoUEb z@ZYNWF|4Aph|GHK79=|W8Wrjez#x0s9YOG1x#aB&sEOsxSM_Jr!MiT}J1+dl!TUZ6 zPjEXdxI{Q?=W3ok!9{tvJ5`dDk%5EQEj0K8a}RwzfHrHE{?EPf94OoQcxh9dy`3(- zcJN7e*r?Uaxs1kHlX&F4c0myAcQ+vs>YXZ^aI?r3#{br0JBTC~K0n z7PVQ>|0TeW>XnajO-f;ci*wkLV3ErB0z|!WZKgyL);X z)k|`6Ag^9MeZ*k^;x7Q0N0*l}zz1@4GRV3PQep^5_|SNRnu+dj&aXfe!axAk1H3{V zz`e9`c!&jT9#N#+sAcc!w+I*j)s)B(YZO*A{wvfTb_=2?Bik)r8e?fjG*moB@)IOw z>u=KbK_do1(*^+}7Lxwbqn0nP)~9VX+dN>ck zh$TpwQ4$oih{(ueU>!1=tup<#1eHYSx(I4^BkH>QGH=UG%-4+KMg9EuMmWl^14J9o zINycTnphesAW}HRluA741OKaQ7b#8ou&hlpRZz5}FAeCM>ACN)?-x;|vAT<%MS!-j ztEr65ewlk@MY+=NokAJdqwOXF9z zi2K-OeK+$ZBzy6#(q|5ce#=zYte%{PC7azILX&MlCLJAEiYvL&j{p`Pj8uVbiS!#R z2zAZGyyn#=Y;)T#?VdSpB8-KN>oB+)sOGB+RZcan9XK7tMpK_1hk@{3ll}a7AF84z zBm9t(k|O3XK^7DgRBrS603-(p1Zr~w@{sUd1n4QUjO2{Nw$Y}2D~Mw7wW{uaUh?wO~WJ)q1(0eRLp zFtz?l%R*-{*>jkP-byRSu!1NW4%hKRAYC7UguV_eK0D(D zXq-zxq*6$KiGjzU$UK373tC1D!6=%nvfihF&kvtxG17D4rFX-S^6!P%rxNcnVMyBw z#(siJ7tiP9@Zq*IqFK`M`Dl7)9_@<#MJ|7Ra*Mb|8=vBu@>1y@6@rXmA5pAd-mV)+ zlz&^U)3;CgF%s$fe{AmjD=Y|6U zuh~pPqlre~gyPEHRRsqa2_crxq%F6JU;NqIdT%j?BxQ?aH15x( zsEd)kJ=~l7f?}yjfp(2Nxk+A=J_xu3cn|Yst=sF75`H#~p?%SKb8w^$-w`}G4|VsM zd%KlBV`ett76Aoi6fa3xk;SHq?HZQ#x|4tJ%_rlVgXb4|yy2;CKKz7$6gjHrxSk++ zT{;&$6GOvo$5myoADW&_UOAE6RsMk)p7ylOKUU=EH@oHl|Fxj~q&6I_ZCz^VOvh7< zXm!MP`QC@iy64$6VhsTRivtf?h50DuR&7CtR;?9*=R6?(7K~6fYwoMI#*_ZR;hC03 z+B0T6q=0Tlk3bIT|80M@kCaA{pch%XoJ{MyEtpbc)$pbSsmD*sV>?PIxSuVP=_Rt+I|>E zgH2FEsLRdpp2HRXfTgcl#FD3BY54gv<7>adjJ^4*Z}%4( zmLd`X4hVp{>+hGn104wz0CaYC0vEIo)WpP~lqIRDsp(l758|X)>|pgSGF550YrAN@ z-&|((sT4sYI%%dq4i``HDq1Y2>&hNYM`3Q+$_qT>OV)Q#UYtG?Q5=g8f3dHl#Z9ef z#vvK?cpCNe*g<%djHfbgY|0^bg6vOB3fvtfU%@px3MlDTZZ7;3OYaYb6jC`5mVF;T zc$S5Oo2T~Xz2>v3{?tP>J;3wr=%dkT#q^c;wrNw&u%*ym{^1X`{(cpj?buI@4GmO~ zmA7>05i`9K`xNbI*$xadcA4=%ASPNAsY+n;kWKv--x4n0K&a)4+Y6dJ-PS*M&`>h4 zSh|6V3b5H*J!@#I$+9w0xFGw+@a-X+K;_~2dnSdw*>**|(?0^ye*m3WTANyTiW z0;Tb=NGV{9WMX8_%$F-kGm!z=d4bwh`+h&9dx4GHFZtcTOgGRCqO7O_7@xjhoH^Wd z{Kg7&A{>fDkB(lUG%num^|<=jGU{bH#AvikR!_q|R3_-&lJ zNZI;gB3|fdLd)^vC-zNxLRwiCiOZhjj9N67d;d;}=ea6GVjH`mew6Dt*yHf&p|zd& zcScD*TQfmTnw$-M)dX8l@n|I8M4^CGq-%rrdDAlGdS*iXi$)KUn3Fp_vN}D^TJ+|{ zo;=tk?&E{rTb8@@U4g_b$5R(gJDrI0(kLgDNR&7<)n5l z?=82?nb(c{A%SZTM!hAsjsLLPU3yqt)f&W-^mt!2ILKg^h8RIh`$uVATLF27Ldnb% z{?im#_hwS`r;LoD+dWGg7eL1}tZ+WOFOI;Xw{0`w@d3U?ARbEU#h;>=J~~A}$?ekG zYn$7r=r(GR+$@A>e8YF+>ZH9jtdEDw@pV4rXS0uD8=J9;>uplyV)@kAY1yTk3b3}> z*p8`4uuy&%Tw;)v;jjVTe`@!IFsEoFN^Tj6k=8%yiU(>h9fkAm^^HM)kR!WFEguu$ zLSe44l#Ote9=XP=)9wD{#!b!JOgwv=)c$!!oNxiZrSLJVfa)F#udZ_9$9h5)Z{|Ux zINwv++%E2|cec65DBtEM>qHt65{JRVep{)6nzq)ox>*v{hVO&-hE`ZL%6foX1aErx zkR}*~5r@1fGFMdq6XV6tol18F{QQJx%+t;x9tZp`u&ni#;hndSKonWMj}`7h%I_0r z!ZGZQ-Tsq?h*ga2Ly6nFqC}6g>Me&k-OV6DjcqXV1z9?0-zK`Qqfp1p59^l1DYy`~ zJOA&<$Ec9b965`-etTsH6~w|tTGH1Y-LJ7x6K{fC9_wjUozq23xRa)YIa}Udp7GG$ zi!SXdSYALaqq6KvE#QT9<9DyqrbkWxS#l94H|Y~jSg^FNy!JB=h_XZVwGTtH z?=w@$3e;B;zUA&To#5{=UVZO)!NvnU?!ZDwK>jj~P{+RU`h$@*%I-m$4g~`$}=;YG!KI*h3@ooGcixR#p$ z8V0~4((v*U1HZe3xHv4BZmIzGgvnyHP^W58G=Cqt;5mE!BKOUCk5a~D9z9dW#KQx5 z`A$FgjrURNn|!zwSB_;$xvGf)a`_)nQNCNc>b3U0;M3AtU{Us;tj%|1SVaypLh-`L zj*@E;4pugMc{->}kgToIRg_&hREq(-IdRnucyX}axNqYQ(@YpK)8a6>lAg+6&58h1 zF;qTVZEk$L*5d(&szCI_07)0h#6m?5Hqg1A=&=HQE>(4<`?S!}Rezc|8#B~;AwF9H zMCsh584pt)(j0lh0P<9-eq7xu9yxPBv@^OPQ z-?2;OdC=-<*ea>}76Tm)$}v#rNnXgmHDpJ(BB;7x4!SAi``$svg$ko9ExxmbQmom3 z(m9|^VEpT*T9ZBJ*`ya;e#sbF6mi21SJIjF(05AUV|ki*I>)Tq-j zrj49e3UvPBcl9iQ+z$l2nHUrIqfGIX6+0ltCd=N<3@CvfTbnoQ*j_X_B}3)}Rl>~L{Lo|t#_>7t8ZJ!87< z-#_CdwCQtwspPdUQZFMyIZ{s;z-X=WQ0{ttvbi&sj|6qIWi)^HIL@2>;5_r~FM}=V znFsLSaL$&d6Wf?#PBWm8bXwCRmFjejdIdt>c4A3ruT@hdYo6wVcZp&GU1B=Zlr#$% zV#1W2?2)8`8ILY0oNb{;ylbo6^N5_^0jYdM`*L;zFAHZ~y*1B|`wsr6{(f_(h4obw zx-J3Xt*0FDv>I5(m0DkWswRjF3N5>Yq7&NtbU$57ejLwY-eQj$ztZv(^?SCsXEc5>2pQ57DltwI zLxzcY`UyFWE)j-!Nim%B(X2x`C2~keUn0Sq67sWgn=G#FM0n(`s4`u@=LZiGq|l{2 z()1;)MPxjUhTnG4JnL#nJ!vkO^4Q&01rAdXlt;U6bvtw8T%QUN#nkcTHmgrdC4>dw zkMEp>-UPF}9Ye3v%$h!GsoSg{Q}Kfg)y+JVShA)1RS<2s`EVREOiX?jqP*~JW4h%OD3U3pB?6GuzS!hV%FzJYf+SR^XZ$XYwk9?;l3 zN_yinRRvJY7B8Mu6BBb%cyL@;P+S;%Tv%`%-xv*!q!bY8w{H*I`jDu+A;IGQfcl$e zm-QF@Tk;8Dzd4M8xe3tu$^i4b*$|YC5o=u;Vl06DKc1x#1IcWe$y+C%)z0~L>aH$Na3aCkHcyqu{1uqMlBVW55R%4h-%z zV5SIo;0>Y>@NjV*9`3GBH0c1*B7YS8p7QljcegE3yt!-X+#pb#hWgCE_L(Ci|3dQD zhW|l0`KZ_4(xCEl;em{{7~MWL8%^pGizYFxKKKkVUm`(NDSfN=(Ld}L>Adya^pWGZ zvX;Xp=aaCA7|`MZ&)bss>F|jr8Z`B_6CI$Ww3TwA$+dn#i#X57O)Sey`8`Vt>xAI{ z4KN%lVFoprNpzRLV*7t_AoO z+H&wiUoL3ERGIdz6#l4C^?Vo>#myiGRbCoE~NVe^;6#rCf(HOYOEmRl#_sa$=++2InygReHW(Nd-u$h`u? zNr)ohiR%uS&CaaacS0As#lLWQMg2pQfQA?t<|MgA+{xveV}JE)Uwz(_XNK!^Zxspt z1eexvwX#HUf6dGJZpi&aSWNv1AO;iVo)#*k1^}snhM5^17v(m72V^RF-97MM%?bk; zFcld(IjL^5+)B~nb#64===O({ULnN~P@baYGx@;i^$Se702?z5fd%!yU&dm>Z`@jy%(bjssMV4$uKuDMe#$q+UyFA;z<*{FqG%rvSYAxtJmcA;`ek}Bsl3@P&hMOBO@bKbaYOVL*zDp z5oS^&ZzoExA2-xhGm9mFeym%iguAww!oa=s-4V6-L=tGAp-MG8d59lC(z&&KYqrJt z8jCVpBM6MG)+4BARtpqM6d}|NipYL05Yf2UpZt5Abt(pUw;#!Y8{R1u*u1zUM0}8ztaVtxIo1s2{2`ll8uIeAqBX3hm(z0OJ-2x{MA|{ z>ksc?_+vq}F)m6Sv4lEDG{0H2&`78%#`6@A%P-g&^9To5?4ibz7)v{iBF0^GC|prV z!1AAjgVB}g;^e}Gbb+9*5(mQ8;e zjK`7SRF;RXyM_nZu(G2OA{j&2NL(~q4M-2{ZwVpP7^wbh=O}Skh?NH-^|DC$V;g7H zM~UHDUO6B4;BXDYJF>?tIy1>@GmWdB{!(YeX1hF~$3H>LvJ*~#1<;6YuI|C+S!sd? zp+n>BH4sVIO@H7+HFGdB4Dq|V@@NLL(*0m+7zpZvCWeIOTVTXBvv~H43LSLvcrcl@ zZxB57&)UU>g_W(XEpJ*e?1J9BW8NQ?pEe_U1C=%et2N*hmOl{q>I@o0kM2xC^!L99 z1VTFwXbbS0BINq^oAGGDN8c;v-}A_TO6uJfVC9^brE=q-ny6d)3M&W8y?xj;@*^a| z1N$oVorMo>-l%-vz5cfGhu;_wKlh2OBWoUFSjSfqU=#>Cnkr^J%usa^9qvS2Wy$ud ziCX4AbB-#m9Dk7#F);Czj{czS)B_HzT7qc+tAPW^_`+U8YaPl(1HKPx3EbnPJ{4Wl z>NNE~`S?`+XwiMy5RB>V%vLjaUF?Sg;m;U|E1Jz7j;Svca+O7y384wM^cW1D(>{HQ z0Kvw`hX-cxg$14I3^26}kAUD01iw(Jb;IXYu2So(vKx0m>~l+1gvx%vE(mDq5mIOa zZ9dPMtCV0>dOU}!^cJ)+*-7a3`hAL%0*&u=nS~N9X5xU((OK2SgR?^?H73Fk55RFv zF%R|mQE!B6`p?t*S8mZGHCY(c;sa{A`Qaof)78R7+0d^zJg<)9UILGc^XF4ax7 zcke+7a10IH485SWdH4F~Shs@0yyxse^;eBIF{AE!b=DXCf^i;64%Y*UK!%&Eu{7pc zDtt}$xv(&4AP*wS^eNBtbPM{s0Ict_eILYz)3{+EP`VDx^n?Eo-`TN%v;%b?SOWsU z&`|QMHn1R3#C|Tyoo+X>B*y>B@OwaLAmI5cQ|)F}py^>-cHEUkzK?916g5p^GR!j`$<43s%26;urUQm*Ngcu8k zoK}F?*b9Z^fY8nRaC`Bq-k!?s&s=a9*#|29K1{9KV9InUb@KRT2%o>RZSK$6)c z*j3ww5jPjRNm_~x(f8Ww_C|*r0T!k_P9r%XVkqFq`JpSVDg?QBeua{#oMh0#M4;YY)K3XS}BfMg?CTic<}mM;^_k(RmM z7rPFO5Z&M`b-%h^>}!Fk%q&k^9E`s1ZfY<>3tYLq(D^LT@I_Gyk+Qa&;et&G0gV5a zIU$P{nn$@Fd^r2tQ(Zv(b zxUd0a2?nl!U%TcF(-g(%?LYj7p=#yy9iYqswK4Rg$?2Tag^*ls%fGwYZ!j$rEG$F# z11V}Stbp5odklp@jxwXe))2|r!Qy;@Hn4_+U!_rXOF%@_HxwQnEoEdx3x-pH1Me;O?P^Sb zm>^c5SB#FVEzWsWE;apN3bk}9%+ac=hOA$9F|4W-nOIv{%=2H_AkE|O0V)p4X1tTJ zctfSACf4fO$6#uB5+m=C|Lk^h=lC;oH-%D2(Yt}Rce?lJcn2H&TuNt7G*2_BnV5i% z?x*$q6oe^suz}b8fZXTqSO!c-Hk8gtgJC(u?0!C=?*dE3`tKIOi-vJwZ#=d=d?7Rt@q!Jbv>ja&Mm+t>!>n)(NO2BsQ7eq=L>5vwXMnpnDN<~so zLXht6kZvRdQA!#Sk#3M~kP_*T5CxP5m4^S>I^TEBTK`#VX3Z=IoxR_8#}oH`-B@44 z^nHWGOL486<_yXU+G_|jyV0E6Nmq^io?VyVi2P3W?Jm0n2y^Y;lq+eJ_7!D#JW(Z~sYmaB)`BffOYd z3GRA>dxNPFxLheEeE831swh9Sq4%7k^EuAd5KY)bl}YNg!2nB3lo73e=Fzy$6^UC> z1xw_(*K-9iTv#rj?+%0(ItKLyBQ<&xw^b>|H2Gdfw6Z`OtTN&5F#p;SktF6`{G}Es zD;*J}`2Zlw9-Z|1>2X(1OYoftwB#nX-(@+-w04zA`)AyvzvoqWY9V{invoggmnGj^ zG+S@7T4}B@GEncIcc**G`#OgPYVW||A+7ZHl&;iw&vl-^?sfxrtW|L9TGfu0?+8t; zWmC+cfl2Zq3>Zp5_XGu6%XM*YFG|gBZjU`14#yu>2f<&fmtYYJ{DJSc;^b23kh|Ho zu%km(Y>TFacErG^9DFBj#JcICWpS-qMkA}JW&eHL^!tNJ?Npb031fG>srDWj|UG(fJD(}q6RDLV+YTlH%AJ=GTlc_y1Qz7 zu>82IsET(yB`xs2ACv28*eBDu&`%>20rmqe?{+ez8Mq=s7e;Wjt!j$(J{KY@@}55m zvK&(b9b->DlXi7{>UXU7clmNOFFZMonlpP{z$Gox*M|232p+HrZ9F?#Ls%$fKF4ls z0pc7SI9Ggr5yQJ&d-)Qm%cg?+)Vq_-I{%z{rxU4||1PZJy-0m4N(UcQ)?saZe&{F@ zAsXqOX^-%R6V-QP#w8Eg^H7MnX!~dzZe;nsB{uS}{moMrI(>ws^`T$g+=z3+el-8Q z>`VEXgv~#HgN+1Hw0kt}TuMDku5BIAHVZN(`*<%PqoV>k=RxQWhI8*zAd)g2p$f8N zxEsRWy<iR z6kWNbH%=$T5G=k+*YmisSA1Y6;T{Z74EfM7b8y~b#rQLev5VlJxxk&xcNOJQNE5zD zGg#5J`Mq35T(kRnJ5-7?r;2G(ykYw%rK$^8cer4w&z#uj__YHE@ma!Q3D17{LJZ?h zc(f;UAHgVAUd`j)hO`Jbn|B`p>*8xklH@w#kElYbQCf;~|C^l*A?QA=E3wWa9N>_wvTmjxK#ct#DBmJ#+2FQvc+HeW>w&)3?C| zdnHBZ)cd{54Q8S5C++&j_m)3@5g$~2(5LfllZBiuJZv#*HXFv>h%plmt!-ccA3dPu zkPxJfS}+)#3~|y?Jg{-S*&Scb5RA%jEs30B@9isCUJF><_}OA%^mG<+?KGs3Fl9wN z>?Wx^Tz(-LSND|hSus5ts?ur(?cvkt?m8Fdg0ApC3aioU)V}EtxNar&)OV@Ty-J-} zuis@6G`nY=(X@tZy?M!rN~fyi0`vNoxhxi|cy3IF2{GtlTTBF!Q&p~ku*wKDomx%a zBA`4)w1t^aF(e6?;)2>Ugi$8+<%CWj{wsxxb-FPKpyJ@*<~bTPuF2Nl=nPFq`^u`7w!|r|J?;& zdL>VIC7Dt>0M(d4x6+uQ$IRSk3yg|%d4=QC4N&GL3z{22hl}`N0gCf6O4#BPY97Ww z>QjIuSfu1xlGOZ7S1nYF&K3zh*IhZd|HyACf`UrmOg-O~{WJAVAs+e%6~h_C%d-d} zKxn?C<@YO6!_RA~9PcAI)$b@_o~dM5WhW_yVx$(Gr7 ztN80nYgF%z@+K;~Xuo<=-9HvK>^hK;6gXfG-);SFmIsXr@Mn^~9Ke;QXqX9%IyeCH zMF7+ZTuK!d^A-XdP&oL4%!LTNvr_%*EQzLRLn+G^#bHKZFyUQUOy_^lq4;iaLwfr8 zQr3`CP|sDO+ovnc1#afo^B24O^}s;XdSfxuziv2rObpL@X^QRr%;1;S{wId16E2l* zW#Ok2+!HHzF#RypB*0Z9_JtSP%_$_aJV6@HjNh|C2LQf=2t8XnMF!z+isCAYva z!NazIaq)ebv&S_s_F`mg)OL978jhC-8xCI)-tG(0K%G$2fk62>TLDZAQPt?(c>e|gag=vR{g_V*C$A>myr>Fnz<3?wRWU0VDNRC1Xfk0J(k-C(c z8ZkfwhCu^Y{)7eqJU9}10}+q434%Bp3m?=TS{-v3Zh@lyo)21SW6eX@(M%}UPjmxvX)7U zbFWnp;8!)h4NKzI7~fkB)dEgQ8G7&=QWVYr#|#F_SbMZ;HY6 zUle&pad*Ivp(2#Oj9avr*D25qg}x!sKUpuqUSB`?RqAb-e2d|N19FiNR4=K z^J?CwI`U@>;h)ui+7^P_8}#6Yy)Rf%DCqY=h`$JN@t$J7cQ(bQzy3$IDOR)%*?DhKzokr-0R#UzF<3 znE-f8m_F=1Rn40Vk^LFENSe2lmc&STd7lC?js>KU#4Y*FJ6;UiJ^cC2+6Ag$C|Kc- zKvvIR)#GBd>st*v&aCs1T^`8v8caz{$jF_?D>I!)92AIxtzUkangZv5*--jG13Vlr zJb3URHYq6_8e0aCzk{f~BmLIXkEU6$NTI7{GU63JYsM9S!{pK1K@^D*#aC;}?dMW- z1tUwB&_R(U|xh$3%mzBzF1Qbw+Yv8f3N@7(^X%de*hd za2l~jzgCogr))2?IeY~bPb_3T(HbRJ@Tt&}6z)C?9hsO3nuj5C21Zt}A*>f2cldjf zFthta74?Z)@e@___RH|hajMdDD^cTcEm;12{-T?t=&#CPpm@q~B+kzhzSp6Md_csTw{9p(Sick{sT?tR7C!SMsx zTi8=kdixY$VWWJu3sQ4yix)#^sA(5pI`^NyyI&qiGn`S1!u}BMM3^*@tbI@;M3;lL zdAYR*)6GDUoR_#J%QKQ8!1!TMDUySMhPJUJo@E5|vwWf9-mPz)kAinFeE}D?uyXIK zNg(@ug`z29+>p|kVHhv}wN5nr`TbiCmN660NifuIFOU-dCkWp-(QER_!zma>QveIo zz#dQ5lZPV5*=z>TK&9#=Sl*&pSl@W@ay$2QL&X-YrR)tCjGTgDeJBmwxCaw4fozAg zvLqaA18101+;c&n27;3HYu?jlOkEdMObfb~^tqAVS{x?-J%1RrNHhAQwA+Mje+wqK zKA%lm_;q$DajkEKu5&NB=Vm$|F~-jJ%cEXpC>+YHCwQW0gb6f@b#KGh^jGoh2kbhH zV%<7j@_R(GQ!Q7Scs^4T(d<+FiHQlEvoLaD7Y!ON-a)jp!u1@`qy#YsY8zh^y?|LL z5e?6sq)$RGcXDBm4T8P+BnrC0ezM5mhPE#`=Wp629fddT)A4hL!>1W}7iYF6mU1L3 zvc}6YKHtJN(RDsm$&`-e zg}+1?-xl#bAf*=KeGB7}N@nP!6mwI8};|<~UxkehWVsrt` zQ)}y~hljzz_Tt|Lpi^$>tdevecWswJ>#dOBd%yc+I2NDiMy0HqqYbhCKY`8@gBAyA5-V zu2ERcX_z5SA##}>~W>NQZacLd{*E-Ws#dTk*F0C;(Rbh3p95x@8CcwnQY zKZr{k?=le(xjrQ38L8Kv%%An!+gkm0{ILJ5F->flDQ;9qU2L-|4Ku|#MoDQ*|4F=f zRa%i6SGgo3Idma^`v~=qcK&$sH}S3sX<5>wg+xu`W~1Sru!QgWYdB!+(6&-s?=`Q^ z8>Zp!VPjEeA)1Uvllmu6(q_{4pHJdbu#}YK)(nDb=?-ZK@sG!B%v&97C^q&Sudm%{ zeg-PfV(Y61PNC>cwXRHJT)ylO8FSU9-a@#hN1jkaV||ikxc$9|4irpkbkghNz})>$ z<6$bSjC?hJuocJe6sD^K4jE>N0LxfdTH1S)C_`i#T9gsfHbTp8NmYX#w>PSDV*i_} zLmsojh5g}o0c7dOJ8y-(b0J3@u!I78P?&IpsInV$nHVu*7K;Q;&@>z5nNE4LU4+5{ zCkUtCJINns=B!K8Uf9TUaecai!kH~f%Fc~kT>KWl>8A9rXTCH(g-!*9(Cd}CYFS_Y z`75eMB|!f9q^n=qW;c`Q6F3FeGVX=%Y-Yvz!jz5zBBZXD=L+jy54~CFW?U{3xUXey zSVliQKeZOjg%Ct~u23@SNQ4 z`tNHtDI9*Peh9m0*xB+n$%ahJawjI)e5rzzEW71>(sEMGR!UleDfnTXA}c*+J|-?F z5`tV#dSK>}q?GGVbCmy6RojC-2@XKhC~uy>Kfo zcZ_CuOhNN<7G4YNrU7u%qT8KqoKm&ISx_yA|6*1z5GW#lmS~ltW`j~_0zGIE2Az1& z_TdlO|90w{9dliA_heH=UrH#wF9Qb&}aN1b4F%oEou zKWMJHXJ9$wMWF!Nm`Y76QAC`PfVD7AMh8>!>80L62GyqNnCo}n)G&rW z>tz-a0~eYc;GC$qL*UU7IHZEbCoEn~&(9ehqaH>A#F!ryOLr@bXx>^ae#a=~?J~;lz1VBEI zJpVgZZuAdlynn5#AqZsHJIcVa0;sVu(C0V~`kbHcmx1Y!3+$?hi%u{-EiD=doQ6=H z6XAx0$Ha7H%SA4HH*GdoCK_Vm&<;s5iD#{{d}pi|0cZAHY+wK49BshM!3N_(A7_7( zbE>q~aJ$HUQ7WG&nCQy9L7c7PL-m$~2UU?FQo7|lyvf1ISKzV?6s9qpYqBn!Es7@C ztN@#nT^zxw=Bw45DFJ~<=_V&J-N>ojw|;;!5F9+%e=;SQpk8; zvvq;ALu6iwsglNhnXWxIECPzy>lAY5sj@$()oPO*$R7~eYy3Q=IuUE^wsHZh!zUVr zbcUTD0i(*BBW~P4`ye*Y87PBGAq8~pxkIrG;m`Wu(gXUl>4Tvwp#U5<0;Sg~yf?N| zp-(d!eWx}F1tbf}pJw?Iz4}mi=NZCLTTGR+GBGokfkDw`u7L^;d#OlUR~PSdB86^vD>}D~({vudw5EqXOFS zVDl=~6So5lQTM0OLc;$jIecww@&We=JJt@DOt@{WW}ae9VFo;@PYk1Kq<(oM$by~y zb@%T1^?bN2w2OjB;r$QD5@dZN4+gP~IZ3c_0+eUCP`h_&861hX0T>RB*#@Oi@T+cj zQs}>&`GE7)G3)C{;VK^G`N({DG@iVTEMK3P87!&mmqtA0M3H5=uzv2i@j=&KAuKuE z`Oj(-V%}Dr@WD1)aAIEl8OU>;?FfH3jqv?U8;bSoOtt+!(jW{}ig29fysvrtIx>3< z6n!&aXeC4)ep}A=s?Cg*ja}OLl9yA3@|R^X33>V<0;4uDuQg#`hd(RT&WISZ_{K5j ztL4Av_aG~yeeks~p-~wntZbIOB|!xQSiwU6GA%q{+`Y-o-5E~<(lfxfyBi+mYkZ%p zC6@JEXs>wnm5p5VSF&T`GY9U67hmaM)zxFbd!#adBTP7@0aZ2FleD4zO9a+PRL&Cm zgg7pkq@Z!GNQr>U_vY)!wzZv}>3T{wTjF2=dkmK=mk4u3uHUSXLRgsKbp~zT;wGE? zko|M#;wiw_feI$!V9Kd~=8weTxY2Dkvh1}Bw?6$$GNb&RIb1QDqhns2_VC^JQ#_7l zcpK1j+Eh4i&Wa$mdO#e8Nf~4q@3Gg`)wK=`6e(Jhbi}v(2jQ@-F6a3&AOlQ0<9mO) zhjOGZ-}Dp1im%o;>p}o0Q`hjI6>ZIUgubBcdZEly%i6nXPhjo78YDEEIqJGeeSAhyl zZ+{7TkDQH%XC}wXbOi;QSuU*YHj0CEArxt9H{(ifNcoCl>{O~5DqVa|Cl(qNg$Fmx z1^A-iuNwRLt~*zJg2DBSh63VgY+PLHkqFR=*Vk=eb9^h{A!)}_F8IbPo`y}~Sn9{t z8_OPx(&{9j@a*$CqHaxSEdkLJ=_P(nWBbb#94zdmC2qLf-XWCj9+#dc$O@pG8}wGv z`=j^fj4$2N1+(d#(RZ?X=It;}OZcDlDlKsvn=NyN{SR7h?7hXF(29qchS|eC_*-iU zJS2uXDt3(n;RFibF2AB}6i)Ux4STVUoYLVBqK=WU`%_w+uW<8JGD05}0Nj&XHU9zY ziloML2sTDx&Wg6S_FW|<(*aLl$AE?cg*dH|%^*BKLII$+2n+`c@IImp&d*K}Z`;}N zmgL~bWAA;rDXoqXygu_gY?v5Q8Kzg)%d$A2Ld^4!};_;d$s@JK>0>q}Qz^e2P zKya&D%9&-GxYfL8v_G?@drnVwmJd8{7UzfBUa3SwT}z81D)FJQuOWwRAuK&s=^tHu zkL4VKLO79S=z_-*QGvZ3#i!#R<5y?0G0krzRNaYDWOC9vZkeq9mM23*_EKP|>x080 zI&AnuVWSU@ZI7oco{ zh#p|S1#9KnxEy#{`CL|25#z0B8UYBlWapcF?tfV&lJ#t%XwfDYs_puX$*jn})AUtf zh7=p4$7fsC*aRzAPiv(F$6f7OOFT>r%?4+ritmknvrnZc{H26A?P%_WH`}LtL2*p7Qe3cH2RVeVKdmD-q>Y2 zT8y9HV8mF?EAaTVw?be#;(z-_tFb#i(NBCW2l4-&Uu3Js#) zO#EfN{tJgtKRWUKfde%*{r&#nVG{u?7YPfZ*<2$o35yaL4wzxGg1lC z$tq+Xys*U~*ZN&DuF;Q5@q&lUKzTbAGTf&G`3pgBvZh<22;n7r--R0AIq_t3>G8 zZ+SL`S8IYp>drKrFFY9lk@phx@2c#mjiR0;hNC9e} z(e$X1r7oPbjYkdH+pVTHFDsC9w*Z{y9q~f%`=@KZXm+OL)3z%v_C&!udQZw{?7n_p zw|Uykirz2_dhI{ent7k3plBYo<5p9+Xaw^?OJ|!2JAvfP`lGAm=UM?q(bWHERffe+ zh|lLY@4DWYIyf5skBK3k%k=B`tny23qDF8NVOLt(*|Zqjv)qBQQKCy2$k0&GZuqQF zEIrEj(SC1k+J|H{e}I}THZEr@J$c)r68J9j<)LNaHg7GH2D{HNEhIZF#ilm!(ehW6k!gDV*&WQ$nIBBAu}?XKwFl+O;a0 z$jDf@;Bg`70M!%tT58ybRyMt<|5S0xkqVjD3=m|PfhB@O;A7P*GT>)wb@=YKYra-F zZqH47;Bjvln&BMU$6+S)a6x0{j<3VWu0o?3FwHG-H@Y7!L8G&*N*J%+Grj{7?$kXx zsFc>fiFjbf#}&aBz4-R{KMFTFNBi%)7$lJ?>+te)2Pe%2NUihq2Ii=hHkvJr@a zR13ydXX^yPsrb=K4?`_W&C-QnKJlI`qB!cASj}{c9X2V>t??YttCw1;jd8vER$)M| z{l?u9axmDgT7fzk=CwV|r4&%rV&I8}H;^S&e0$2(*yTt2+CGgsZO<|C##PXLWVjVX zqDQ9>FXQR@Oe?=OzRg8qG@r!YrBSB3rlpZ;zelC{+qL_JZ*-h?CJ1)|Juo?3D-f(S zQr*H@*<$QH8G=~>@CoE(9H;sqi z$XPE?Hy3x^XZuRKQh#Hb8RUTEFb<-M(e4R_b0 z)m$O98={1gD&5ZKP4WNy7@{GMzT(a6648YU1*QC@FnV+ZwR{9~gP<|^-OY*KRrvS& zecl7aMjyNKed*XXKE6n8TG(GJ{4J-&`u;I#E?&#Ztu+uivfj@0Zu<(@0YK`l zQa$M`M%LLK#mA9C62|)vk)=JlKdU$!9l>q!j9Qmp;zB~NEbST^8XR`M%8eH5(V$|} z(-Fqd=V9lsbqi+lXkOkl_7s(tI4QG20xzbzJ|w)C{^kBBD>b3+{*e&R!-M7aU?(R% z=e^|1Ha;anF9a_o@1&s7ubzG1I@p>BVLw{IK(+k0i?hEXa)Z!1j-8FTOdyFWpuHcoSbh+Jq=Bz#?tYD*qs^=l@BlJL~f(6jFzVf|=JR#7! zN`vz5pE@t@;k!=oP!GOc*U^zE=t4{;ZK8=lU05}~)1*WAN zta$N#HrtVUe=z-Y7hltp_}=RK>Ki>!hD8|l`@l-8Smbb`FY2BFKtN)jUMFA+f@uu{ z#;+t`^smRi@@`vbGrBd>qBXv_q$cWkT~o;%-3pe|R&R81PGF;Xm^&&V2EM&cMD!UO z>mMA90XHuuxR;Ec%mV{o*@&2o-u!l&r`%vgfjc-U(b(`Xy{cAMYu z;Nl>4yy1+tSLOh4Q!wsP7P`GTw9?Wa$s7dLuNlM2C#xhp%u$PJdi6(J<<>3-9i7BC zmJ(dUL;k4v)LChDe6BXGrWYF*Ql2%MuV>wkzeK`BieZ=qRUeR?99KUv<~4&2Ql0#E z8mgICj|R)kt-8yPyj_B)woUlf8vr=k)+E56Q=EUeMGZTTP|+WF3@=)m_Z%{pZo1$V zbf#R{VXzqabI`#0)=)`&M*9{FC$w*5FzQDm@*|jK6=-Y2G&FAGl^a?*yvH#eb%$QT zyOkkbpT1WE%BLHt$!OCl10vaABwdydV^%2&QYZ?7=_2}7oGA$boN5B=i}vm~piX6D z7}b#k6@~%C*?`Ar65i#+zjkx&A6sd}^(8T=!YGQEW>AKSq+AjGp%wS8@_E!OGXici zYJLwsGugY>UK3K^l?6NLH&#++ncUVM{FO2zDRuABLsmBI(Q>k$yu`9`hFnm{HUCEc zyBZ3G$^r0}9Sh;p$P$H^&YZ$xXY+#k?Y>4>!!^`>ee>lv7h7<1OgJps7#JbQ;>RR`B^*)C8I`fr57W!xp)DEdhW%`oVkaM{Y5+}V=wmEC!c%bdmm&h zSh+m&aNeGIO(_RmhX@&EQVbMdfNS=9u$FYAB{C zCSuDARvy9VXd$j77_Im7Ys$a`?yq8fq4w?0-M`dU)V2fZj@4Zl6O_7n0g%x1g0%U1 z6M9_uX|s9UxPj&j9PCTF#6=!~dMfKpU3nOyg-g1im?AEp>B-*)UD%@>M1G#~EbZ3A zlJ~SD?)n_BFnb@gw?}Ve>cTI?yX#g93RKRnKt_*Q)R1|YN)Sfu4OmXD{QdM^K3p|c z&Pq_1WF|omx*5oYc=Ik3-8j&%Lz~03<<@IJ z|2bsgElYc~uCR?uE_^@ zXFc~8vgy9&dC#+5^n!Tqs&0uu2NUD&m2gM>?N?d)BUY-G_)+1LRFKsnugeu5zQ9cC zJWfA#+tOU?9c;+T-Fza>ah(@7Hv@Kn{nmVr@2_ewM*z%;zQV^vq_-DYzh9;i+iNWQ zGlh&fe_r<~LP~WT-h-5jy*a{jaf=7i~hQjoel;Pk&QiE%r z_+uM;Y)M!D6MR0O{f8%x+(A@Z8p5%Hg?sg9(L3$22?sXatYWR(mFd6v4SriL|L7gx z*Vzemg3Ya}R-rl7Dz{fXqrGipfI*ggB&2A?xf=DF6-4n)sfl<2Z_Z0tx8UvtOFn+!ZwRKnpwn!@4TYr)3zhMI&HKS8Lw)``L zA6N=k0i^*OeIi;LUJ@vt+2G$lg7$I|*VORx>bowmaxzxpiaE1ZJ|i^OGH>K`syD;n zTT^c|f#KO0kU0w!^}SfnBtE!tXc2W;RR?W1n?xF6e@;b;?Z3FO=3tc`TBF`J-ySWr`JRg9@7YLB;XrUm zXC#FhV9Ul2fZ7u6kJ?mc$52au*~R`Txwu^|8gS@%F$Tg1KsI$+RwnyF3mZ3Z7(8j# zn8NbWOfMf9GI{rG*!}yxN5&W^rnuOeKS&D7xikN>3W3GNA0c)6++E|dDYc0?W&`RT z^;2nuA(171} zoE40U~S!b^dU#&8+C)Y9UbM_&i~r&Z_*zAFjryO08X09VMXewriz$Jtz|yS3;V zS`yKN8nmV-#9>~%jlr(hRHnzcK5bu0K?B)=agn+9Ia?3sX!&)CCw5G$(QJbT>i%@& z+L=NN0Js>;{kCXjC1IZQ&Q)s#n)~|wB9-W!qIojGyYQZq1ot8`B?7f51q3?=YuTJR z!nhqiXCv^7A?sv^&;t1Y-Rab5Wpq|KbTmvIAvEvXui*oQ%Mh*-`1%(HzO(YQ3`%oF zvyt|t+V_`mC z)tT$Wn-BQaAN%a_zUhjVhht-m{lM%ri5HbFN`YQ>_@oZ+7{ws-aD6*v+{m!S@qj%e zKhsw0s-|lG#Tm&f_Q@TNlN{X~ZUSU1*lkomfJVG=Uk8NeJFH6@Lje<;@I3{)ja8Q) z_uI(w_C*Ex5C<$(^ySd(s_0%l-?FArHt&9+SL@bJR7B{@+@%LJKLD4ENhRrrmZNjg zGM3~aCU+NIb64u^%<)hkRO!YnU6|3L?aF3p7hTBn={bb?WXetd;Ey^Lc>JnJbL1ZD zGa|>5eH~B?){tD3#BYp=NZ0@u8RiTjDQg1Sl<Ab41P8cFuXgful2d4491t0X_^3nHv&lz+ibaix6P-(s@5l9 z%Hef;(ux!Vz6`Tf!5%U5N5adE#Dkx4SidNAohp%LH9e(6eOgM>!pq>ppAZ}+!tPh8 z1t?kD><~0Pmw(_D{stCKQq!71)9Mte6SG>&W3+2eYqW-6-pxCX%H2(J{B7V_`h#Ek zt|`K_qe|MfC67-WJD89i#fb?rTV;_CA=FaQH??K@5M;GvBog| zQN4@AhJyrGwf@1qOq1PH^ulMBc8QW>{FNl*gq8vMVv}gegO!rwm``zeIUaRh@BT)Y zxZ&;m2+!sj@4jAldfyL}e|CpDyTk$aXkA^bhe!MVm|Cq?BmUgHN8Ip*-+G?UTqVH- z9@=Ukt69J|3_caiI~YsKZp4_kuvx0)bA+>Bk9nK3`N4U>TXpA#D2l;7@h1M7%iCs7 zC469^KmL!pytj{`76+hRz(wLPE5ee>OtuseJ)^eA9!G0A=Nd7xoqG)z%YVUIOsHNW z-%znsJV*`kAc(>4+H5|T8O*Bck*py_5fSMUmTO7|YCWmb*f)M^l5S7SC#-Eme0+tg zI0;u&knq}JuAWn*`d>Z&{je$RqkPDa^kuoJF=Id+e$ z)Qsqm!Xs@b$ zxxEe3ycZMXbexG+VIXXzD$CtrtocO# zO@@6>UTU9k=j^JngT;4_#LYW7OLLDt(y44F%0ozm2HZtI z&EyaE*>a$@X|WjKq}*bW*7*HfDsB*!g(A8XvYjwB!S|yI9uU-rEBh$aPhq>59p^-V z*rvpa;She;A>F_AY+;S3^%RTh(YT6V!)yoPuFypyY*a+g$zJ*cVgTH+Ffn4FFFarS z@sHn7$TwUl&7D_qeIbQ{KwtG5uqN99kb)F<-<|$1X0e;fa|kT}5P>IxTLbv0EXdO! z%^(P5QD4`mNZQLG6^vO(hzyH>)?YcVeW5joA5v-|n5j&6Tv7bifv3Wu4C^ag-4Cz3 z>7No^KO9zJy&d1|N7<6#zyti*$ji5n0!P9kpVU1DI*Rh|e1T2~^7$ zd3XK?jsw0>XTAH;u>aZ~xDxRwgTp(u;Ei-2u2WQ?|fAu;RWv8Y>B z4*e)qdGWV5BS74`c|rV+onp(fVG*D03fW219)-#28MmU2&}@Tu+4`}NR>HT70k1-r z(-ors8X?LX-=eqARFqJ`a4!qss$D*ufR zWa+TtbPSD)IaKkrHHv?<21GHqNzNcQ4(Pq*9kYNR%0-^@+@bGwf z$ixltZ?_qUS|%naP>4VL;OIyIEcq@!M{%UHh+wHGzctq=vIf)w$W`v(c$E9#)l5pn z)jMVZI7N1#&oI+g{WTk&;n_bb;?wyHt#h^uXK;Ru@m^M`X!hWK7 zb}_lWUq$70wM|gSwQ+;>;>(ZvFQBf!*=tIXc}U))Wb?jkIPBtAoQa3){@ffgmDqeBfbf!cc=M*OgE zLL%TETmO$m-ZV|N^L8$On9~g~Nqrsybv;5qG`PoGYVqj(;RhL>_{rq$G5lTWXcXc9 z8bPs9Vs{K6#ATL=4qZHVQoIlc>6*qwTTI%*(xe%Pl4!^y?=3VPI3Kv}VzazKNM#Ef zS;jasZsLeG;WQA?2^7a4#=TD4)(Euj^iI=@kMMuLDs8MCj&u5^lcrPXKcaRze*O< zD>k_V6BYPz+`T_~#zI$MiG#ZqR$02YP)2#K{fp~jA|cb(^Q}zYM>5Mxgc-$44xdYi zmCus=m9ql+KiIa*9<~XiIXug6wC$qBDX6pRVfoYgdeBOh{VIHc_=!Gl@Q_liD{mY^ zQoxav6%(~_E$TGjZ6h~tzd9WX8y8m^AOO})PfG3phaR@|9@ZZ~i_qO2_B+z!k3)R8 zhte@LP+=zH1)MO?!pAolFLa2$a{prou+daYIFH{LvGP*oO=YrT|MDB)WZtW>kF8p< zUX2`kM>~BP7I6zt3Wx=TE8i2Yd^l{ogXVl;#d7Zr2LufBzUGhIxk91)HV{Z^cD{gV z7vrV7#3Bn;VkY32k9=^o_C7mYfeWlZNvEg_iAO?g*FU~;MJt10_3U7Y5Cfz1JkS=R z7!a5^Xe!Ls;Xw}XzV$gTYA^(1|k4HUOK5i0c3nXA{lpg!?L?Q8iZ_!22Xy~d^w`kBSqn{ z*~zqkzYpP3uuVEI{2T!|OuwDo`NOSXOq1>X4ajc@%3#{>_(&BUjN_`^^F>Cm2;|D3X z2O!36`&stWV9lzTk4u4TL$IYrcg|^78=I(V76uHZF3g8kpar%Vd5e!&%BUySej{qP zX~+xx`Ol5*#1eYp&XzV{zpq|sT}f?VD*8gffm)4XE4-Di`<_8nA}vbCdf_@5LO?I{ z`OJx}@j5Q*xOosbnmh~;xU{vuJ^o1zh7{zeJyL3OA)7@3+{&o?HotDfEbm6ooJpDw zuZt_xUY*YvLbwRCZp5(9czabGrf1h+ssbW)M4eN=0|vcub?QJ5T}VO^(F>{2!v=6% zZ#V|J*Z?l7GM}!627`L!Ejj1BSm@~QrOctGOK~;mX_8Mux0Z*bW+P_$b=~uOa`}eA zCyoSHRXqhvEI{8FnKjkl*Xb^ie|cWiGZimWVSKCk`eHhOX8h|G%YKtW;1ux7e9Mgm zl5fVptSB#E`0+!VEs_aa69`8ZYJC*?O;gw*Izck0cqsX9b$B7>PJ!rkJ;sIN2VTpA()V6!(*u@g=_Eo*()A3BG9;_fcxeyj92N^{8nN`pBajT?d-c{kpvQ*ns+o z`tZ?L)?uuu2mu^kvAI8!$9kRjAEVXs3H?)q2Al%H-@qSXvtQ7L#COP+kW$ z#jJvIIo!?&(+45YACr*;lV08=>G#VaW}E7ucCggv(xKs@BTNj7&eMphgQ!E}iZ30% zS@lyBf}z^W9J&{Bmn+o$o7Blf1I66o4rdOj*HgKO`f_GlW#~2w(YfceT~n&MlESCm z2nNU-OpIKrhS!1cI6et7w1XutwzJy7(>HPuM48s|g6Ip7qX>k=a(6~|90kI>J>kQ* zS7?l8P3&V#>@yTdUVu?eLqgwocsaBIq<$Mjg$XMgr)8o3bMA@m^+B&W()GA01!4_t;k?rYg?Fjv~M(uaE#FF>lrLZ0@! zD3a?FoZ;F%QspokwH=*a*b6wd1yjUOJJw5ibpK_w7t`AoY_X{$u2I={#L7e&NoSFiQ{ zQ1_)AG^62nZX0k8#9h4xkObgQk{)=1odW??0sKY=6uNz;ao?l=7Xx3%AsLd|^eUtV zIBVWRGMsJI`!fqq(y75&aQTUyhjr(@IURV(`zza~4;M)<{CkGENz%m@vWP=`aFK-l%j2(V|2+^u-DW84)>bX>X zAuebbSU-QEI0FNS*bSmJ;*ygiN}A88uXt~_GIOVT++e?SL8OVgdPz4~l^iNCAXR2P zE2*y&iH+bd4K&`0y5Aw|=e2_ATR-OeAaxl|w&fHQMn@Za(K> zUxGiXK?&C&yP3i5Z za4A(ZRHTunbonu9>!N-8cTeNtv2D+p$z@HE_Zxb+S71O8Zk`r~i~jr1A57HxeDf8b zqhA3KS5WY%$N{d7tCC9MYc~aB`>r`{=70S+n;u=h*9mYW#Wn4DWsiC%19k5%;*St@ zXL|Kl^aD%-U|5-L)^(*kR$@pXISQPS3_wBSydYx!m@38!XrYD<7{}LNB-UfVq`3`N zJ&Fbm4zj4)&dvl;(hs58PspwyYQ=9GU7m010d`}wG??l3lhMRR2jGzY6jtM1uSuKQ z(lw|O8W#Feki1ohI-R`5NkZK?HQ&{(haS`#Oj@&P4ADDWB`IhHD#pO2^)~q)V!YF% z4GgeRQRe%v1+A7my+>;JjixaKmjud)fUznT2n~CKVw7TT zT%vC4JuGQk@Rh*cmS^uGi3-F+euJ`yQi%=nGacT2cQlh;`N7sztVa9~j3>i&xkax{ z!id`+h3+pnyY~-yyrf*6GF%IrAK1#32fYxgVGyP{w@ZDtRx_Bqm9^PN)Fg^NV}Bn- z$v}K5c|r01#(?<))j~n0-vR8?aMy2Xj(ECCPki3psJwxSeUW3<@%iFE^~eujMuAJu z7J0~84bbuANncdpI^I$WapT2Aa>9XM|m9iNUHpoQBU)4nja{V*Y@_AWz<)HO%Puulqqf7|Rp z(-1a&8WF0;hFYj;I)NIVRxWz9Ls56Y5)OSjkcyr~Jjskzf~$%|cYM82ub$kgjut-l zP*ttnC1fmMVPWxq9WPzQ)T6JTcWdtj6Ab*Zc^v|-5=3N$EF?h6Tz3Dv#FH`S3vVDV=O2K^g=<2$&k(zZtf^OX zrW}yEMJ}HkA->Y38h8wLqvKek3^iFpQ4hYV#C}!p4Ss( z8?TuaW;}=Z5Qs6ne;IEZ>lyl=#T@U&*J=uz(+RHT6w|_dhyd}Iqj9ua4;v6GsS<0- zHs>0VTzW=e48dGU2L9&v*fxMVmw}!Ao%r}&aZ`R^7vxH~C9#2`D^BLwn0=j%trEfrp2z~Yxabzdrp77e= zj0QdN2{7gmH#35KgeJ(KCzcTkU@Ys%NRP8pq1gIlH3Q)=-j@~XU!?w4L0h#QyD7-3 z`-~>K)L>p{y)JbyYKw~QhXZ%Dyf68v=q;o1lZ)VmQ|{ckJHJb2ARwLn4y|*Il=0yx z%D|4t>5}W}u}?(&Zn|1r!`oopeUsst%VcZ(?3=u1HV+k@xhCE5{dAj$`lBDD{Jx=k zM1N=BSR$Y+^xx4N(e$MtbUTP`hWs2PZz}hGA`vNR5I9g5Af?2#QWlsq_t|({+08A; zu6Uavh?$}kAWCPcjQlKgRLSqj>gpc184`FhHbHk3X!FKCIZ!B)0>#GM&?d%gu`r>S zW1PIU*k#88c;6MFqAJO8habU^(`wkYc@4X2__D~QlW+AI5ZP!Q_4kna#WgD8L7N0L zIuhXbA#TCU2l=JY7P3G<5TFG-){1K22-U}}S<{VhMO7+l}l>&DNPa}X4t(NKpsFU=hoAw-DF-Pdq5&d?>JE!vguYy{@H-gi zDIKN}`Fy!5f1vma2o|*)H1B1uZCeNp3oQ!!~B?k;_$h6`N|~_afNCcX4-cCm}+lvq3_6H`V(V z3zz!sxK9$-6c~u4ST1MYwKlLc|Mgz++i7#77-8gln{(6|9cCyMCFPANjTabXWHlNX z`?8L`jk-^+Urr>S@Lf)bOGq&^<4Aa!Z?M_KlT02_&;H_4ICa*q>?D5-^md8%{=MU% zBlRs><#+E=T^V`-ZGecH!qF9XXq!SY)+7w zUHvZN)!hPi9p|U-c4wvJNQZuIkIk$Ww3Z17%iX_|Kj?VXnm@I$Q?#3-jxm_X7rm>d z_YSkMMWn~>uiZ$pyC1ovCV$k=+NKkRR?CN(RqJ%43^ugvPhKXq&In}JL|I*5R=y9ZIMFv$}3p@QUI0Zt0yo z&hG2o&6E=n!ufEh4_ZIX&tp!kcR=DdkQ#Nm-PR}3+}+)8ii#p8E%s~IM)vHa{YzA= zuQL1c3b#%?B%wp~#3nio2wz(}RH+zr@ys80jLXMq%73wnY6*Es>+QpK@jkkE>{BzE z^0Q-pjZUY@4^^Q{uk{@x2r@Z*n{q4A3?FM!C0rT%!lEj;AJ*Pb8FQYV{v2Y*a)eb* zW1GyEMG#u?xD zjOP!)z4uys-S<7?nsZ(kKT-`aFfcd(cYhYHU3I zdEo(N*g=;WWN_VmE-ASnl=HwHv$hNUveUD({x@~Mqfkjgb`c;VsrJS66Ksi=Tk7hg zbzeodRIky0VhM=&i@Im+L>`x`qOQ}W`_Zr|gCyJI&n7ngY)kB&n|@QWWN6kzWuddR zGa3vlu2pwRcpHAd=j!@5Px8phK5dte9a;UUr|d#PR6xHxwgRJ}#^5`~RzOK{8uTH% zU7bJOx!--Ge#SpUM}S{>#NxNSNuYkO=TwYoS;eSgv|81+9p@05R4mK+UQ4vDXfpm< z(gc=!(=+PIX-wCXc=z*(2uxI#D$Bmj1^mJ@TvV~$^u=wzi?~15{frk*6omwGDG63? zTp6$lE$jG5GOaVbj%qpUuimzylH ziqauODfuOt@!?VS?XNi&&)#0+_WVGIJIgq?88J9G^v-U(u5DYlf8!I)#)+hp3@$ST zEGb|~q1PV8O@Uq#r3NS2+z>#HYsyaY3~Cg z5BDL{c@DdiXy!rDw0CKd{U2+b(Z`y-L;P&la40pBJgo%Txm4e6*JgiN+)X5t!Obz+ z_(ywe(viTkG+M^}N%cAmO)_6T)s-p+VEqy;|7T6g2g{Mwf%0#UXcaXJgfLJzIk;q% zRSvr%cb}d7IItd3FD}p5vrcEwEUbGkl*Kf^dIu#PbZfjs(u?k?qTYt0TmFFOR{{#$ zlQUkKW|uk~*-@4sazOYW%;ioqF-9A7)6S*o)t!Qh!1Op4W*Of@1~|R)(K1a8gJmv+ z86hD`(_3Q_o52YqH6!~N%IC;!Pn+9+nVp*QgKYDvloX?C4!KOm-VZ%udSO(Kx+@m{ zmdWhsrDEP%TJl;CGGFd{g=Y8E(zko*&#=>umY?!}TF9cNq{Kq0EM$FTwPJAWT~p5= zTy&n>O$)HZSvTH)!9KBXPQ`iq<`(C7Z0DwLEqOYN>Q?AZLUq09#F1WxriT=P>bYd1 zh30>0FGu5{y*)J+-4yBAG{fAtx>HDGf_;?7=pM1f{9zSE8JU}BJ7)$_w@T~3X-w9CpCrc( zpulU&JfB}m&1P5jR+_I6;1>|4Gz%2K?C(%3y`H^L&MY9NeDrTQC-|Ht*wM;n%njzI zVoN7m{eu>&hBbJG3`#!HZ_9iZA}@((Mp$+0YHjyyxM-K}<2(9{2dsXyt|z~C+irk} z$j;|=h^f3q_#|aa=yi$lo>5uPzcmtvLI=md++1LmM9XtsZLbF^{! z$jGWIc7^h(dz4nnD{@FoB_;gCJT+ww_a#u6Endxc23Dj<5^$Ys@0G~BuJD|3*kF*l z?Uz?(Y=!+2ML~CR>eQiU@ycPcY5C?^Y`hiw^`ilUioM0ZXE#eD&duAOd66BoIh}Xl zF$X}sCkBBfW`WD08Khoe$nhnRq?*DQR%Et1w+Ay(`J|;p zafLIg=oVH(2A8>adsEU{uB$Sg-MOOGq4$A&W-H|9ef)Id(huY=M2Z_dm7Ua6>yh`i zRJkM*T69;`@>Q56isZ5dar`tpy9VAD_Djw;mYqjr?FB_9X^1ZrKJf%MM1DgZyMNV! z`acV9P{Sq$!huUeC0Aeh`||*=OzJk2cAH?*mXwAD4}5VzKmZdH6AA$j8fQWo%(1YL zRP`kgk8;F5R7e%2K*)9=PF)eDe--KxQ^V(7a z#_7g2agmGoHiXNeisq`te_r7CwW*3noKfBt`iOz*dT#L2zE0dLkrf^PfM;pmII@P% zbE$Oeq(dfib~&=P-tv| zDDbF^y?^!tZ(&I`ix^>I^to2_60X88P{F_Mj1TMyja+c83Rp(Q7cx=^q(MY+`E4W8827!l(u`8XKwGqhT`eXJg|92M34h z2jr-Cv9XrU7V+)#)w3-zG4XLL;~Xl6vYiR<=(*?yD80q$jjr+dOQWjG&ap#n(;8=& z?2ET}aWh@)sm~<0#zm)MDfj9s)F(u8*PfHnJ6sfdRkcE&PU(ITXL3`P*ws_}K?e%E z`if6T*`bAfBL%(BAn}immCpWdkOb-&@n+aQ(Y5Sf4Gv(VKJC0#FzQH4bv8^AWvfUk zbAQ~bxK+u_tm$S*+i5v}k-#D^AK&!S(r4$1zCLmn7nd<=NtjTn2Ue<+6s<8~jdAf} zX=SypBtd*GuA4zw^$j0a#pmb^BR`A+tJn->>h#74ChpDWxv7r~KFk$lv~qIHK5x6u z{g@^D{!5nE_*rb2Z~#2WzFdBdpE_n!G58}>Qhr9ZqHF({t(X91w3l~9r&G~RvIEOh z`bh=;re#InPz;I8vWmZ=i&gLM%txEP=li~6)V z+}-F{{I5=QDmy>OrHwF?Ct{4oXPt2`oYxvo>LsNn5uQ#^g7-LA#@W&D_0H8d><>TL zp`g`Gz;jMY)(H+6qV1!YOnFeR#lG%nnp48g9MBhztt&mXs@GG#2}*K0&5RNrjj2v9 zF7le1aRY~2TaMyBCkb>vo5#lJ2L=Xo4Ch*xM#WX0nr$`GUEJF#Zr=T-N6sq8yd8A$ z{;?rGtDxf4PP#zUVMOo47Y9ksRuReg&SK$OLTMUS12npw*a2R2hff}LxHacd_gdQ0 zj=^v7!rdknO@~V}4F^`i7kGDeGUPKhp7WjJk^!z9rD<{My9BV03$e9^e z|0ToPm-8gIu;jYH9&13-$5UYwUkRh(Gh-4Lr+=7v`Kx(18lmo4Ue-~5EIyDdtBAEmRL zwcgtlT(~MubeM5@eF>Bf7gw5Hb2(TF`x>`TvGCmTif|T)Z8E>sPqJSfb=riT36ede z=iZ}KnGXf#GUtoq5*h|%F0fmdD4n=pd)P7Lpkc07|3P)UVJ>Mo_Vd5(QRt!QQfN>U z3VldUMFP(J0GbB}2iE~P2-27i{ogF$nm}knMqQn}teFV4I#No2d{I9Pta8PRLbhYt zizWPmydjB7&+%0rfBmVoblhHTfP1V=RVYPidg=9MbF{13jlTJZ32pS#x4oD_7yxkM6t5X($*xkcmm#EMHolemkIzlg`r}pFBi_+8!=SxWNHiw6ZaC3Oe zYAb22OK8@!UX5nG$lE*K$oRLVs+M;JHGlY=)=~E!h6V?tP#}oz1t}M>_sdyYURO#J z4*_;M%T8l+^B@34KZ1Vp;o%`N)BQJ152w*gCUt}y)$%TWYv7A^s6vI@J$;?vRYs|w zV8cGQ$6Ab(2+7n+;csUdpmqlLVKJNc-sFguawnOkW@)?)1q+xj?n0LV(N2d(De33h zirxPHCF_CK!7=``J84~i#R#odAK)^V7S#`|Mg=MwERJ=PyZ{C$jP0D=Elanw$DVxpwpZ#3f!@(%Q-mPTNFj*r8nPuHN zx9NV^6^~)%c zi$nc$Ic>^^FUw+qRPVOZxw&o(j;L=e{Pa3;;l}Ya->ZWJ?Y5A>%ZHtAlgI00l_1U9 zDZ2fLJb}(#BYR@0%rkQHA%QLz!w7b$qrks|CMwrT#B;yD6RY4_mc=|r(_l>Hd%Y&6 z^Xw_mYN*Rk9o(F9;L+;-zX$KY=4ZlPh-*R+0n99 zuHecEUtaM@Cti@N{aszHC#92b5Z`#Wl_-aFa^Yq2Suf3G%`ioK#8_YDX>a?_E68uz zF*jU_Z+RZzoJrD#{+RRq+1PhU@HAU?#GT_pEUg-V6U~zsM=wwE zDA~0NhI0x_7GwJQEv($Tw#DO=cSXPuN_{p9Qhx*&d!AD80+PKC@(Vw&3iS+r#M_!B zVsY9x`8?-4du>17fn%9JFw9epz2^zf2Z^(mlQOBqTC=3DuFa-R!F$SMUfT{Owk#T@ zW{dkfUJ%V1WMeNrSh3pa-%{}=0^`q!kyjmVa}}xB#21V9^8UR#UP&U!<1#*G67?~3Zgo)i#N==L zjptJD@@TaDx4$_HB#ruXixLBRb9(9YRI#jtwj|eC*em?{yax>BtXLjAIhvw$^f{vU zrI@Q5(+fLfPG`Ao!PyZ&K}8B#u0t|O9LMWm->4vy*ZBKi-jp9D+F@2LDe8S8pm1a5 zzI(?~M63Oy;dm7|ViTa~UhX$Ac(dzn_6 z)-aZvQ;{rK*_B$VywRs@}0hX7#3h^MoSR^dy?JDr>)vz1h~9VjXdb=#W%n zoj(Jbipd*KLKS${Mtun)T)S^qhh*2f9iT7E;PMcuf9=KnllOCaR9cx+aDIHMTb*Mn zA`fU0OMOMQy4Fz%v^PC21=`F|k%&|}&5oAqI3?q2W(||5X#BCYa#ob}bRW8^W{~Tg zFPD+)QvFRe$k96)15;gE0hbva`ZiVmz9E^iv@2H4hcAv3=rrA~^AL@X)zdkZkzv6V z95qzLFLOlV3Wrh7=}&HxT9#>jE~GJ2co?DC#`Pp)+;=t&`fCFgWRG|T4 zOZeTZZ|!@9lZh=L3LRu?Dj;*TZ0{F(<*^ld1NO^Y=EH>Kq^W_QUN2nBdPi8-M{4N9 zE~N$OHkZj3X#O1k3gj2V81eDq_D@IcLr9EJ3B! zu!{4J#~OE@h`hR5s2;ZaLRzIep2xBGZb6Bzf93M?r6=R^K3>kk|DI_$&N$i%xtjW* zh0`$-lRMsPt-0{YF5Umt`L((}JO7o`@ulO zx=NSZ$NT2j>ZC1Od3`1V><{;vSa?)zCB=_r+UFCkGA9}KPyZ6UtQ00Ls2-_z*ou$( zzEUKh#6+U5n>>5W>#HALtlAk-Tau)cmb;?V6*a4tHme>ai_3iB{it?$TweHv^zgra zCzr3yU3=KVYDR)vr>kYEnMAPrhj7UI>xaSqgI2YYomqi|a{c`{^&Hi6AD~J!QOLWV zomFTyPRHPk4((JR5hxNu!UD?Vh5=P1EST`1%l!#Qu^|Zd6z9!s+(*RLWu8-cd5^R8 znx_rfsP)X5qj-$O_&;M83!G!r$(u~ZH>Wk&I|MQcU zqN~-}doVbct*EJAc~)HIIwGFaKfu^3_eY_k)gB3l>0RQ})k-aiCGgL){yd!ba9c4v zS5X8bw-oMW>qMnf>FPV(PoKXRqV@G&-Sdod42jT)ADj}mWQboT}$j?4fV~+N2|IAnc$rBr_hTfzl z20J$XdSxdMD}g;dHzo|j>K?q;_!L@Frq=}T^63)fdw%=~8tbSN{wk{e5m?9^ig&C0 zG6N>#jAClnqdjk3zNi&}LXEhtzM?REerI&x3hrR%fg*#2b{P8-ksD^%4eeH07fXMO$Kw@i>r z@A|_AGXt(8gc%x?q>SwBfDX#V2y$o?DzWihS%|qZv8N3r`Me=}jPX0wmjROqCUE^) zVG5{Kv6Z@~m*c8yibC6O(K84K;XeBu1K@E53+4`6vOawHaHC6X-3ZteI5;?@p>;Ys zDyr@pWZ16uwQOmS1Cu!LXykdi`IN}OzVzF6{kmB{oot~t{~#ZJE}1i8*?Qw#6$j8B zb7=_NDU*l@jfBUJw40mo1xySWmkR97R{jY3f;zJg$#boQ=(uwFC|RmhGGbsqj#gBJ zcWuJwMC;#g1*aQTdAF=2Yz&y5HU@OH(5zMAeJAw&dF5 z+TMgxmS686tMT$J!&Nd;(w7KWzV~<3-o*u-qn2Ilb?Auux`B4`##fT*uO$pG-cr|w zW9HEvUswLAJYo|?B6Ht6L-C?9eKI~JkbwY~KNMYXP)1PGL%tq814Fu7A^R|g%B1#x zUj3YJXW!Mo_RB}r9FohIF#!#_&wBZr&G6+LT7`1+Ct*B+k&;Kaw{G2vy3Yz#!Dfih zR~-7C*C91t8YrMcsySq2Wcda)w2vP@R*qdlQD{Ba5q;Rx+DUnnA+w+D`Vm^Pl^&kN z{pVJ{T9qs;I0Wq`!a$0N8FVf(GBUJ5VXmQ}p`7QxAt}&rC@&Y**3n@BNGdZkbGLk} zvYz@UEbuRQf+w5Jj0h=LSDM5dV#xy(8yn%#y+^P*eTmrKbStHU2L3TIWZ!Ma+ZgBo zkOMV)m$flGG_{_-eu+^%Cej{-@`F<+EF!|p!h%W0rf_@dxH=eeN_>1|D;RgDNuc~d z=)eeiQSI%gxM|to-owHlkD<4=w|~M4*e`Z5{L_v?YRd3J6zYF~H4?mumn0=6gTur7 z#q6Fup_y~67#MuRDk*tIzw$*r43sdDyZDz)Xs%ve1u;PtWP(=P4C(-jHD7qHLgRmBY!tWJw{EK5_W5urP z1~8*Au>Tv`tk`*X4FB6e2;IjdG&F|_+fd0Thb(Js&>x35tvA$K z8Hkbq5)6V9bSFc_s4&cgZyqe9uJv8k55+J7n3b^{= zVH(uNQqR=_!fmJ|2LM0epVUEsDnN6sv~q9p4{%#k3)#}cQ!+L)3j}!81k}oaZeq8F zA0EJ`dh1_WE}?JUIHz%5#(%AncjM?*MOBp(-J)g7yklci6HOBZF`62XRg{#J6zF?3 zjE^%=aT_!Of6VnBu&6SZ`ra3VD3~`uG|_A4+W;p{`Hyk$F{b&02g(bYavBZC}$v~oW&(2IfKrmaCh8E*r}@l zuU|8>vR+uPJ-+n?x>@0^WfL9*h(?Q$8L+HyaB?6|FOy zTZXk^cw}r-khYVA$Z7xZk(lt_*RM>1h#^4yHFiz6lD;L!@#^P(E973GCH$_tyNJ$r zn-F-oAK};C?`+5e%HaLa3GGdoo125S65QrUMjTWaqtum2@BMLtudU38Ur`ZQ!kkC5 zu(4sMiaIxJ&Nds{+D0G)J)V238UI$%ooJ~|>1NN1)3|s}owFcb0I|{NP+L<8bI4#*!8CSFcB0?SV_HGGw8FQ)M+tfuUuY$$4NO|NFFwf|VFaEK)9vDD3Xqj}Cv^ z?3M@=is3h3JM~zgtDVVc`3x*_7oY_cwOuY!mqN8M!i5y(nrKw0tJs#OtqK zN|QDG8!3N>a1m+}B&sj1T&zMmWCHAJb%KZ|(j(&yeGWq=yS0wh5;gw&C55YfEYbIO z)S>dNf2^hft0R2>PY4%Ws*waDB9)|(^jth;_%jrMr6bdkg~9$Xs!f;x!KyKt*i}Fr zUa4LKIKe*Zx1<>2uVUa9U&cI9as0PS2`a%W040o_ke<&TpG$` z65K`tnX=)2ItB6`9-{gA`Aj6Z%bp_GAm3y$Q7v*s+zn-Iy>eurRFEMY4k{$#w6bBS zrr}>aXcZL|l$MrOLc&r}N5%~?l!Ai7FCZK^GC-@9eE;r~ab_fWGqkr{B?bMFrx8~r zh46{9)(ig6(uv6R<-_0pv(nT84_ypYz@i~EP#v9}E1uU&LudGJk!NpOT;jnb&n|h7 z`3znkKrK-De}5pobvf#saOUd3lmY)D)Rr2dW2yAW?>2g)=N@ByQ`1HG^V!*1IrIog z6jqu6w`eo8EqDt!6hu0{% z4KCT)*?}X4xRJuH_K*z}eM%QBmUu7)&be-Q9{(+4Cc)hR!CgxRp*Ufn<+^Rsh}-g% z7vAwfx6Jnbqert{@o{lT3{hNG76dct5K3%9=a*>M2Qz`DC%^>^+{;MB1)+h(==Ylq zKYx~@`FDf|^Pl)b)KcHph7VB{wSX1*+nAVAH1%a!7$}1o5o`hi0;K%|nt(aDxr^FW zay8UaA{nL7DI!k4U{VMI5TH;sUK^`u>Fyp(%FbxE#D$2v91IoW@sb6f%YaxHXzL=L z6pXWj=|G|W8|YMI0gM-_A;sUm$pN|L!$*%+9OnCPaB|9kiP_v8G~7;urv`p?tk#>Z zr>6&$W~jT;r6K`99nioP$i0Q0nK1zg9tLJ+=5n7?Q6dJ>fVsJ+VbnY_)_Ss$q@NGX zbNnAsd;{gj@VmmGhFdqSk zr3QzFHo)d67cmGBCTzIx53ck!B|UwkTLD=?812N5$4437|M2*^wRINhVe zs#}}<(M|2SY4TLTH^ujKm&zJqwJPToN>3O&9Rds1n#va^3>&wbO)=@yzJ$BGdq+n{ z7=y6ApIF?xca5mxp`oD>on^l1H(#N~wHl)=*&{jt>SNz+hI!FLZ)nUlH7T*`fZnW` znvW|GI>-|f6B3F$IuvX>ARn>XN#Ek|Zc@o3lg*Uypr=yp^31lFm8^ zd8Yev)XJR}iBMAz?*xa0)JHMPqEI)AavZ zb#ty=SY(FY0*L4Z1qD%I?DF7ETVvRf?sk|pOzmmT=*N z3v{J{nbKc1r|-yV98^nTx7VonYMq{(*uw@8_c|a6U zco^e0SK!c)Hn6+?Y;6spBO@U}L6r(d00*a+3AF^2yiM~93XH9EdPKMHhQ)wAB^-m9 z-P=$%M98kp%*+s4z=iJg$p0N&TAbeLs~$-4?4iD_2Eiue2c=!fNl6V|U2Ctys=j?A ze?!HMhF;qWHZSyLQ;6Ob6cu@30(@c{O@gcilwvlA&C`v61y9&v=7N0Wm2e(Y^c3u0 z6z2?ih@2j8-sXo>eL?~P+0pOMfx((DSdIlD+BNh&6@WQ;tf{6q@Qh4B27UXzc!klXuvF^W}#k=Gr{5AH)@Q_9uswcp&=X*EP|SJPocgTD=VuJ ze1N^P^Ifp^-rSMmI8f@DMTcXVUV@;caD84}3m*8-fAeWaP^x={IEu%4{V0SBcBW>3 z0_)#cFL2+=KstG}_g6Q)-LnwV68pogXY>*tbiE<^u7Wdz?L>ho(&BQBH)DlP;s!noC;g`s;FpERW26wy)ddlpi3h>-Q69OO-01SWHVHtb3xg< z8DQ@U={>ppvW*17{@-!1`#DlcnYE;86zR~!*DB^Nr7KMVl)sc{_o+-jycGh zK<2q{>icd%Pxb@1QaJQRAZHfz<3kK>+%Yu*mj?V0N|3?U`ZPMGJ){&A!hn1H=R`t{B$BaW?Sy za}8Ao8djKme0&8`gRQNt;KMwP&k8wXA9BRDS)Hfvur#((|3nNesInuXs%vX&I*WuM z^)TZNlI?vD`vlI7a*}oi;*(}BaGp(yTKr;y{R%rkedW)csixpwrd?e|MXSr?O~D?lLOuIwNJxkcv>|kikEh1Id)GJHmZznn zQU`ifPrSUuvFczQy5W}!_UKC?mT-jfp+%1C)~$%9#>U&q%F2SEZFq$L;GQ!NCpo?# zcxTvhd~pDq@bdDO7qux1^Y2j8Cz`;e|x@CY=i7#MURk~r9ew2e@Q)rRt;_3ux3 zx|J_1y#pHavV^y{w-cdvVS8`S?E3ZVI;L&y?KGy`@+n9h{4%C}9^AP*L{s4*O(uKb zQNBKFkFz|LQP1n=Vr2~w5fMTBkRUK~$EBp`MdlSER9Dof)S~zAna~NwJo9sN#UW(u zygBM^VD^T=sy~6ssD#{42!P;lxOZb1fuj2~67ukBZg+p-tbN+7Jp*3x#`eaB5%_55 z)uCtx5l1=eh_`Pq@2yp>^XlsAni(6{gBk0DXS^)@b{RY>%v2|X0-}?%^D}r;sqJ`@ z_hu87LV>1}6GS_^r{klw-eN-NC~7cA&Cra}0H}kLy}c2f%&9BGwzyWIYLnfxs7H#5 z^9z6ga1Eq^#6>+a|IA_bXtK>&+#HdDX4`1m>5vg1(1Z` zrS$vWlOAfQxc+N^v0tB%fS=(o^{ph~<~)Kh{rty`qA`Q%K?$C-_X!mkQWYU|S+)U~Hw<`}hk8lRFeW zdh}=*>i6IZIuq`*nm`ILH}Eri`IyFZHHgv22(Y^`YsHU!fMcu;!8|k#ijsmN({(Lr zqcbnVGBhDMxt-e7=6LU~0$WT8^vy&=AjOlR(t;QxI3zHwF`n@H^+hJsvX}JoM>PEbYVZ$RMUr4XYTL?To0r}$u2!+0u zm6=0+k*}OC2~7poI!==nPC>hCbT|j&l+mAugD`B7SSEDzq!Cu>qqT3;I z4WL&s3^$e`unwus6Ih}Ib)a& z@G3NE!D`w=;4T&jQ8|Kkz=lZ>c3=UlCK|f9puYj>NHq$ZhRxdyO7FK}?qtgqcuyFS zcn|UFm^pOnxYanNi#p?j`#}_3U^4H$IwvXI4+N%q<@OkGtO6jH0&;_j1Oj|~5^{2& z7NpjLoFXkP4Iu^imjYXr(!x%E2@XzAj~)`M61Pnge-r)hHZ-*dGX#1y9u!$wS%7vd zbiv3G0U%%U5SsyM~8m>XOCTGI85PJB$6Iv zs@m!+%kmY;u^7k2#f=R@vBJG*6=j5nhc|ZYI)lnOHL3b`tv$5_O~#E{noSIJ~dFD~NbsN=(y z1zIyKxFn$1Fh#;l`VYHF$$w!Gz+v+Y?3Y7+Wys>JmBPkEMzj3< zPzVZ2CusAl^7kGq1f0y5L&^uC{RbiR0m!6Wcy)DEMMozTNm`|wy1l@ZB9JIF7((8J zG*!jLVZWbQ9IkeEDzB_`+&(%wqWzZE=1^H)jzR(Si9*4qUYe+>8aT);!n17oEE67u zEyqP^3e^Q_VS6S3R&RSBy+E`hfN2^-#i88-kZl0Nn_vVB$SxybTmkDdhj=)g3;2sY z7!OF_jfcNHL!!f~D$jy^Ehpf};DUh<1kS+XxU=6E( z{~DW`esq-tXs6&_&fnG5+|x6_jTUQtomnr3DAjMlhC~t-PzwD=Vg&lyqznwO4?X&X z4WGr5DWEuj{|BPQS8#6sggpn#jzYjyh&m9hAS9RsEBkYBaKB<~1Om$0GhH&L=M+!L zR0o&Zz*}j<;d!jC-dOX!tgIQK5d!gUNW_i6UFgih>@;kFkVvUBYM|Kx=Yzz`exZ5f z5Q$n>LsJ@1F=gyZ+%l-fh2qIK087xj?w+0y2G4@)>%PneWdPLsPoLyg+_o1wd%iqt zw<2ReL2UmzC4xU5eQ`knI$szVNAzrUsr_=;823<%Uo z5cvW>c1Nlh6$JZtA!#xKTo~vfY>B{pgZGqPvFe4Xk#y$Y_%JSq29Whzgod}`eOUzY zBa{XzECcUdjn%OVGKghidbJ7QjAFoD!sta*L2}|xFZ2+HeEP%+N7kWvc4lS+=u&3@ z@`up-Cxi_fFj)4py`2E{3%m`2jzHCJcz9TaGZy#Kr2uU%c@-5B`1-FQ-!KAdp#*Vv z-u1s9a&^90yo4z40uIhBa26q#1*oaS_x#LiQcF)S4D$V_W@a;xz9V4^6XhEoi(l`v z4|bN7pd&EumVPKC$w+Pl&~zO*zf#HBzCLw0IZR?=x^^WZ>5%>k3kw^8OD+f5l>H}w zCr}}11*)#MmrUwp0}Ffu2^CckysjY68h|(?e+NDtMEn=A;V_Wlxlq0c&EN3MSYXl+ zl#`pF=7Mk<|Te^YYCb0=V9Q z(|rY(tW>?f6c^Wlqkaiy@B>5!h*LA`OnQx!IHd26_k&67fp;Jh!B9zX|4`ALE=3GZ z26`&7VLB>7@Hs62ZE*X9s3C}~fxHJ1i%04LkjuRO`0=VxP)GE$oAAlVB2J6eVS zXuCD^zwZ;$3zI;;d;q=ylJ9`NVElJ@?suS)f_yWWWAqCTCzKDPemwbzC0q_Fw%|b# z7Yue7I{2pm^#|8nxSmOBLIMlreh1X2>H&-GOcIclle_SIUwJu9nyC&nsKY=?0YSnI3P>s_s36^`(ozc2-O_HlK~S2Flr$(Q-Q7~s(%`1MyYtM& z@1Ar1_ug~HxZ_;M_&x`?_gZVt`Of!!p67k$3V0_cfrmqe1B1cvq$EWZV6a<^Fc@0m z9Zc{WR_teK;4fY~F;zQ7Yhyb{JsTsKte)K`3u`+IQ~gH{MmDyl)>iCHJWTA2k3QPj zeX`|aX14qvA7HY!F=1|BQdI;O!TuzvW($K6=t2LX{SwYJg~2o`r9@wUa7x&mbk2%Gf1d_F zIX#6xcsAk}#6}_M!WqgmgogIg^wze70S_W?OkJ8de5kLH}q$D|g z{W)IpmSJ&dZYm=O1{5|N_`$Him0~F+dLs%7n3Ix{3=Iw6sjCNuhRXYlq()eYiMBlD zJYYs31VeV~hU9(zUr)~wewVrSTb5$xt#9AHH74-dX4e}Rsj60f((@U0FF)KwRS*QV z{%#8)C$GKob=fQ%y@QW$wYRyFrUB-XZs+oNdVYI*+HhUiY3I@7$B$*pJycR3g83qe zN>1)0k{4*2s&nl@(%}8gkd3FS>wM0}MrdulO{dY2^ByeqT*}q<^;IYqwc9s1t@t}- zWn%{l#fQF49RoIsRK9u~&-R%KW-kW1W7z`&1N8?pWMPaN<-tEi{N~ozr8PAvBIxBa ze*OA2vS`lNQtG&^%~ZWYb8&I8GMq!gppu_^bVwj{;$<~iJ-fLn`{vE95|h6CqeFvs zB&%^Z>6J;=SNJukv|ZI@Ww&+H-;V>2srz4Hk?tvbsqgueSGtIWG=lKD0*bVQsU49cHQ zUtdYIBPqvAObDX293Fa}4JJD+Myc@Ft=uD`mouDe38+0=%dyu!Mkf$x9F!N9)z_yX z5ZHmGiihYQZ%sNmITcz>@>x~RVp2ITz{Qai9f1!RD))Q&vGMR0ziU{b&4B;ufrody z*loX!iD|Q4cWl%8K&8-rU0Fa-P_52|bG|*)WF%KDn3UDKHHd`WcBxw&#clGR72^0b z^NLPBN#W&o=6T?82TY@d^6B!wqUEt^I zJ5Xh7Qf`UDYy|(S1i_P&N6X0>1*UlvLBNp!B@GgrlO4S`A|kw>a$_18r#`ppHzl26 z2{>5lAFd4>nwSs~5g9nhWR|EhhPbGvG9c@G0!u#w_Qg8GR!U_zku?Fsm)8E% z48PMk<_aRp{;;JGqe2awHH>^t8^AzxHr*ETB`MK z&Sj(DnRVpAiWQDq*sTtH1tFnapxyK1wGWKPX5kLM!^RKu(R`(K)jAjZGW%Thvg{7F z>x5oCI2-}rU+S4Z-)=D3JPUDaXt>8rz_2|T_SWzR0X>cD{zzM@u|%Z!Cy+??3Op}^ z5c6%jSLfU4pFrpq>$l?2$tC;&$!5IFoP^r_01mc^Md{|0`|%{BR&``MwP!*izvJH7 zdI7uRmgZK~G8K%Fh^T5Q&b;z)L_@9I;-T=x4tm4+cv0rgi(M(D@oZlCRZO zWYFFn%&@!)?zwz8s$+7n((iUM>vym*9%0>Z`5inCo88Jgm*cITW&&XuJ3G5n%M$ry zq1yAU8b;MZudT_N{hell{V{`3C9TJ|ch+(W1}dy|JirEsh>Hu=o*hVph}_A(<-{6;8J5C}gL9^KaKS<8e>uI&9FrS5SE4 z;=;H2udKPfy?ujc;EvgO(#Z0@#?99Hu_pjC7o|~-4^eAa{T%H#uTt8oKih9!J-cj_ z%E3eB#c4hg^IfS0_k}8`SdAbZ!FG^R`rVCAXQg=_p)oPKI$QOn>{IU(Dd$!AmPIAt zD*ZpajizdypFDXoGe0l#_H8FG!{zamYiL^96E`=vmHt$$AmW$VM~7gkS->{dH!#>e zJWL1C)txNd@VH-8bYfs{5X0YEhR`w7J|EFNHsmzNcMQ|LJUfhxj^=-v>_5JyRagtM zqD(wjNG!WavB#y0%i)@sx;mM&voj}Br$`?I%BUA7yB1@GpFy2r(QmoKWj&?IY5cF$ zlu^4j#`F4o+5%M`0?ME=rz9cV6kGhl0|)Ig|EEgw)$KE<5uUbYV<& z@9EkY(x#@*!3H%r*_jp2Ycw+gf16Ceiw8QR7;-|eB&DTuxIF&;cnwtnLn9+SQcNAs zOHO{rt%U(;<~&3q*v2V8e*E|+BHEIe*C&AgD*5DF2~rw)w~e8iXr|UzizfevHb&QM zvtQP)Uyo>LQvR(2z_PHgFjOfcC)dl{-mvrguHELpsIf8C+S=O6jpD8tZfhzM%}=jG z))PQw0CA}lT3K0nR*MHV)?Qn~wEkw`wH`CSeOpI)!_d}cHYWwaa!FX&Ux}C*noe`d^`tvPXVc~|gBF}3NdU|5GDTPB# zBDUid^|(S7+xl28L#{JgQdX63%#jnLz)cj6H$- z1;0ek%5qR4c&-(AKQCI|3!Sfs)B{wI5lk<4kA$QhK*rUnx|*9iZI1|8{^MvvQc5>? zT#~Zr!azCy`RkWINTO&g0MY2{>qCVarkEk4H&&`lb)XL4z{P0+iFA(H>pPU*<;TjM?)p>?gX^-T3*E_{WG=tHIvSaxjd?aIenpmLD8|nHjH z)T>PUeEDKmp5X+eTFs{M++9M@{<&1sQBjQ~{P19v=Ruw|8mEb$fBv zk2;@knH?a)%p{k!3$T!%0=nYFMAcLDntfSMlA=GluO=>UH0()tSo-8xeffo~$Tym4 z{5+h0^j22Z2q0GgTVQ_+bQ(&S8Z1#<3W|z3c?LT(O$j^*Z*(mD4|O9I*3;s0TmLwk zX=wDrZE`6Nf}1Mb?GoiH^M)9hNViwy5>E73yOf6}Ol#G44{W>bV#+qf7q)ed$H`1` z+qEF>#oCd9e)?eyj|Sb{A799|xl#w`U^mU6!Vq~uGE$%+0gxS+#$@kjgfy{q9e!7g z>EYTM{hI>yvcQ&>7Cui;D2)S#;-yEbRKnO5%}fvQ=h)boc;7nH4LP{&dc3u`)!}HP z-!*y=Kw$Nk5A$$cY>bn=()_C3v-_Y2Y4eVTpjj<+_bwdweT#b>>71wGn5*?>H zt}f4GIZO$mjFTEFqz^&>6tX-q&ty($%--Ae=g0@ibwQ36+-DcNy_k8a@@~(l>F^%U zM|vjmEd<&IKVme~Qh_twmV{;LGXkNL7jL08mA)a_Q>h3ZPBmAB;O<-wyg0}gY{UVqfZ;N93C zpI$64oeq{Z@z8KBPTilw@uj1clxT}+eEAlvk)9E0)sI(0t*&4QD^C&GxL(tl*nia{ zC@30t7vk}BW95_Y3+>*@w4hS;=(}9Ta-W<;MKo;4YM(Dlhdh*TSzP({&EG#l>BEO_ zwvW)gJnE_wN2@XE92Xg8#(ruB1_kXN=1mWa4^*np{UkH##|1Pv!pPWI;k`B{m%PhU zd!7RO!%YgmRurOY8?a7t+9ZEz1&CxCMt%Ki^65V1Z}eVsEo{BK9bAWrRmZ+0!R18R z7NymjyJ|W0x0W`nQ@)j>$kZA;dxKFDG(BPX*a7}L<5SIIu$GFWW{0FYMMmPg?-9GOjfr%T zHv?{_zJQW z{-yk9h%L!X+Lw<4A_g5V7_B1@rMh8IqT28ZHWfFM80*L4d@81_yRV5`5 zJa{+UgBME4-xkAaa0eT^sjn}zi@BjT+aCka(3$Lr|X?uT}v#+ zi`nt9$2T3QTsK%Dba`|{$IBZFXqt+<`*giKxZ0HSGNmsbxo>DFfpz_r`~yYecgI-$G{s@=)Sd?>&h3s52rWXRVAJJiX= zg-!4G?YGj>r&~4KJIBW+;FqOl!-18RJVGZk=pOs=(}f1@_@IjC?135*1OZoolapIo zL;+;thiH3$hAcT4jB=DYD1HK$2ZN>7(@8+vVYi~)0nD1!^~gfoZC4CpEC3w*1_iAL zuzX1wncVUupi~UjIBuJr*K|DWdFA0zk4AcWdTJ~I3QW#IWLsAP*k#d@SC|e|E(p0tV20~E?5EGOHLy<_XB&WFm zGlR3^ZR-i= z3%g0LA<(HzCPx7E17hD3h}3@^&Q=l?3TU!wT z$w6rD)3p2XE>POoO$VL;3IPKf=NB2O%v`0muCAlIJJ+H9tvd!LCLtwd&)#BJPM!%s zH@KuMKbqDpWuQ`(@a)n~85cF$Rw@ID4+5iNL6@uLs}z)F*iSX;jNmuLAXu&F~J`6O20b35|`f z02bF+o&adt1k_5qmA{_>0M>RtR01G)Wr*Q(?~PU)adFuiJ$|v)bz)!T2Cah==UPxUH?NV9>Dmo;H9EAa)3IIviGsWi!HQxH>F&{_^Fb z_gyC4{uD8gCvG9fBLH9eG}DL%vOyK#WDt}?1G>j-zXY`r*!#ic+(=e~ww-_G1-l^C zfS@Ed?uly!l@S{sKLcnK6Chn4b_xQGWN&{T!h0QEU8#V0Lp*Xg{~lXJD~p^C#a0^* z4$d7M92#NaWH4e#V;@@KPHo$n_4b6@_kS#Ia7leXs-?#*>9W!gsYJ?{j9_J5b|(4A z9u*n+4anAD<0QC_ThLYl7AYksXWW~>Yb=3yUgj>pzJHpR^98J~;kledXyn+JqmX*5 z_~AF2{_|6!5B%)!FoGlEX2#s27hYU?XvUvnOSVLMKo|E8n z!C^m$8PH1#Z&XTYDJC{3JZGvGjD5AGcPzBZ1!Q=hb3EKu_uE)lD(>>+Z$VQ*l8Awk zae=u)t4FF&cW&TnI1Tl-Zh?&ry~ajF{g`f2P7w%|qGDojDk?cOwb*gQf&d7_q|xrT zPob%iWu&F`p^dF6JS(MPWvi5`h$5XN%Q2xkM;mn}yxiQPO0s+^w^7TWkpUnK4*JNo3EF!Fj^w%)~SE^5@sAOH8QZ3De-`YALXxwSnxh<{!%g4AU5t6@T4P_#% zyZX9(lz+lu7L!p^3n(H4@y&y8G+xQT^#7IHcOJc=rI@rDWIy6Ja;3QeM`;1$mO%D# zTfIlU9l0qc-g@hs{VR+h4(jS$H82b&h)DF{HKS$`#A$=WyeI z8fvPq)*b}-Rg3QluaPSy5d}MMJHayF|Gc;nB{Sxui~wfS{GoJ%TQFq;=D@(AP_Z~H zN6beKKL9JjI-A|H!EfJ8rz{}HqtVXgY#ynACITpVPC{W`7PsT(WX>izO&-y zahr=AEN2*qgrbh)XXp7HvGz7z%Xlg-hLOqXu$mdPB=;+fOiPut=c^#D!{{O-++ki$ z^qe6%3raST;lb3Z4fR2a6$}F(AmBP6irYM+nv_cNb{V;uP`&x`+x3HD(V^diuD_0kBdS(eQrv!XYo`COzY_y9f|08$fJ~q5bZqlLMAv3<6 zQemIRl>beuKSIlY)b!d>aFU*Z!O)MAi=^l{iT`4{TpF zZ7Sv87j=o%n-1^uiq1-J0rrV5H(4&J_!sa8Nh01)8+OuHx;nYaU<8zu8$mA%@rZM< zB#>0LYvp2b-Zyc!*Qn(fUT21fO-m0W;j>5S<<$m|A5%O~mD(5|%|a2I;{4~q9k$2b zj{kHoJ+hUPzDh1pdnt;^zeOAAUfZ&YA~Cgq3R&Eru)*m2jvu3SJC9Pm-C*ri95h>U zH$nf5iD}93^ZZ0ueqsX3Cp|o@Byj@ccz@wiQFgpu(qMoW+GCH{*@<8v|0JTsW5XYh zk-uf*Dr)xl9l06ALDvJV-)Hx83U0xJJ0C?f&4m@&?B0QC6Tg|Z&o66^U^DO`-#>%P z;XE3n_{eh-C9Y5+gvrf=y?S4T(N|c0TcV5 z$_LW=mxc!6%k$#`zAkOimPtcuVXZiI z?nAaOK#;CKT_WeQ{MQ27RbN6wdFitQ{1ZY0196hb+|kAhWS-o!z5DgCfyq7Y-D%wF zH9AFG{{-eBfGgdJC8eZ(dR||3C-RfPKua2GP14EggDPwiOwDWaL`+P~?QAtusQ{0H z=NrHXOMS@%jQ|h&XJ*o0pN%$<9nk&PD%*&eCnB0w1jJl8Ir&{;25FCpz8$On45Qd; zUG%%$#9@;gJz*G0rk}&POdWeyBEmA=9Pe=sA_?x*W!l}6Ze$u4?=S7 z$G`oc_#BlcsEzgF#S73p{&nOcDteojmzR?%A|e7TACTA~v4%d`Exe1VCYZVY#M``} z?)!Rv4HEQ6%G>Od`0N9{y}iu{;Bb{9_hW6Cz%A50%Q>kE*wxV+o2mNbs)+pbB%(DM zrq+Y5xJ?Is*r=v09uTZZU>zMDxvE9pr~Aw7K)GlC9t*_HP@%J5inc&J9Ue(Udbd{C z-@ck!x{8za$DRMML?^d9cu?cdpFN5z4Ok{ue8|Manq`u$t!+SXa4sSiP|Fe|!QH!1 z7Y{HnW%9vv>1g!=!fGJ0`~if;<=5kI|H|;mRiwz9pR-GeH40f;hUU3K$YzBzt>;_0 z+89C6(Ii0sHCi1=S1JIc@;j5(TQf7Wkgl|h3}teHLc@;m>|M~jhg3~Ueuod_CAQ0Q zbMy1&nwda#{QUXzFcpwk^{+pp!$ig7bqYl>PId3z!FY6eP{m2J^=ryD3g9#YKy(h) zM?=xjFSV4C3g94G}-O|wqEtr35FFLG?u&s}F94Eci6 zF;;C(trANqnf4iMrC`nj7&zjj)o>= zrDpr8Jur53hB8rfD0sUYiQf2BMW^q`YYJC7@AM5O-0=snErf}ey7vifJf$y;j=D!R zW9dKvOObP|=@H7es+hZ>NgOGZnerBv!+f{oGRosujBU9XBJs)`=CGkup@EQx@-Ow zhF;_A1o{Bd9diK-73emvMSS;?v8}&_lNvkR55t6{JW1N|5@z)CESiftOJfOMk%d)q z)};ptY`g)I&5(#|`UDG~C%-Wu*dZ|k5k(_cvD~NR>VZ(anG30@RU&l*1Ipzl0&{_4rC-gjWyg>P=v1R63;g+9aL3jCw|Pj25MBu0Cc zQ9T(*K48=X2K!^-!}I#hbN#W+mMsi(>*GKPjiSIZT zfpO^TQ>ZXgb_#y9Aq+bkeEb*$;J3u>N=+VtMl6DO^DDEE&>*y#lb-?+5&lET=2tm{ za0I)W1P+=%&JioG)FxlKbmK@iXVT}NU{$lYZ$RViP?;K^ONRRN=1SpPK0Qdq)Fdg& zfW#e4?4SA0$dEtdH-HhoK-K-*Bin!H+oO`yp%*lN5mvHtud#jgViLsDJZ=Dkw}CS< z1F<=;RRE^7^XTHKkps@#PGFQ$xS5JxMQ3MTv39KrQ_ZK;^5pc_$9!tclbyoa?vool zG=~tIS`b)VSkN6~Xf#We#u~LCQ|ZX5_1`nV8n4&bJZ-Im)|FTOVJuSlxLi3ez;e^t zCa&ZzwxeCmr01iqg(ozJsW%s~L?z;TNxUMRMay?pV}B)TcprvUGAtlB5yWIp46d+9 zRew^tEiEa7WuY82j_7^C)z&YtwX+)WMQq|Lgy8n?Pa8afH@HU%S%L|%k=um!v~ajN zH0%A)tnYsq|1SLE&*;LF<&i9R0T_KKb(2*^JeZ0tXetsiFa40{_Z}?#TP}dvz4dP; zzUQm+0So8u-5w;Zf(f)yY?6$pT`v+)N? zCPE>{OQ7MHXhlXs`ZgYB9Wgi*5}KZ{H;*MHFVFoyKY}{u5jxN)L)x7}drKZn4sVPl zn4D@zS+=1%O5?}JF2fIH4dPQD|QV4CHhySgLAAi4=>+Yrj z!$B^^CWxkO4f#P4U{^b%PGixb>Gawa1e)41KGHiqZHCmy$Ow?fxCF_C35Ye=P~k6; zpl|grmMiF^o)z+4Y4>#W>peyg+yKf)08$xGy>ArUqW$pv#UFwKe|)dRi{C^oP`Sdt z3D$SO;}^75e?Q0iQJ7#Z8jYfYxm9wdS?D_&&MtOwvG7-vrJJT4xo#h!N~X%y&h z639y9=Sxug+hY>auIA<`VnZoAIYE+}yh(CDCI*k^Ovy>iZNksi|MvC^)W7?&Q6*RydWl1HArPl`;1TJs7bgXr)9ymsHemS4Ci>vqL%l8M$U4=_h{SzXfo(M-HvJP2(k$20dP<0{)%F~0BR<`@Yo64HW zH?#W7f{cU=ZfO(ls|fP?f99$&F}_WSFRUmam*l#U-SM&)RF&m4Td4fayhEm%YPz9# zA|g06oeG5)+iiLDZTm#j2a0d<8yb?b6YYmV&23ws1iu!*YEUWjeubz_x=c9ljgoWt zL0MTGaRrA}+XZv;$~N1t&it|Z5NQjbZp5H}LL&4~E-#)x|7oAxwY$mVmA^T8{Oz5l zDonXS7shr(&B7i0hj#@c#4g3o=Y%X5a<{xZ7I~inI!r~)R0_P) zfhE^|eT3ERWG7i!w~Wp0 z0&nrV&Bruzxco;O=#8|Gf@5@#Ey+|sLL<@0c?WaYMp@gCh5Z}O(dBhJVR`W2fl0zc zYB>D0oSa-p7qH_b*k0&d?U4uw2!MuzO`=UVXaE6UPqu_+!g+ZcG5lCzYgImHq3h%1 zw0ajT69W`uJXzAZai8W;tZXqrGO;#Rs#?QqiWia4(r2j4Bm)KV@XZ1r}v1E32~6|2wa`hU~7| z+EjqNw>CGU6A%ypN?8eHWhqI?Ux>u1sVQJlRdxlPhUTV0%hOaJHyODBC-n-%h0s)V zmbaLu%Kt|zjYKF_50LxEDiH?5w0wMVtAm;Qr_0Hs$Cp6=$a=}|$p3E-i#yr-X}-He zZ3^FPe|FjUdr>o`ZC7mI{R{z)zJUTAVbCv!?9R_#ywC^kEf~~AkBK1#3ONSUnOP>SQP|1SXYSt(x!A+Ai2$pz8ztoH>@wgM$%&{z!rjkX!w>ylC2c;A*j?;4Sp~ zJvRE8%DCP1ezf*6zk@Gs+IpiC*p@@tQy5);!f1Jc_m@EUf(0<>C-n3sPP=p2MCR=5 z>_zIHag`4_KHjsgJ0u2t>Cy4Dr!Z(>FlttQ1C1o^sT$x)y4B3`M|h#~fIG{;yGoDj zz34Z<&(}*x0cfL~b9-?A{yorL1zo#d6QI)B0;gj3!`VgtV$z{3XO5~1eQErPOLIy= z{adGo1Mf=aCGXxy2Yn#xlzyl=&Op~ayqjV0VV`$8wJh{2`hI(a^V~BG1A=t|VT4qM z&IlvT921u%3eU^r9gp7C6kVpNfF1drH)Mc-ct{6{MxW)2*Q(u7~X;QXx|G6RHJDS zgX8PuQ^tKI<6qDrMW$m2pdv3;iL4xr0{cyReGRO1{1w)%R=4kw&zU$Rh>xstMOgn_6vx0{P%nyj!*cY0f zGd1@6Jf$f-odB7_u5g}ZwCO@0!s`DSiu%#A)j;wyKkww9ef_)z)cI4 z7^$0?*!VZU(nLrGH?RrM0IoaPEpM!`%V@aU(c&nWQC`U26UO)F&nJ!#LC6qxUa7&I zqrzF!l2>B98V*~W{K!8Kp)x%5+NwNNSgOVWdkNF@O_L=>G}rb-N#DdH8cqNgX%w&| zY>Qzl6F(C>q~he9BIiG;h>K@*NQw5QL4KWHU>!=q)RNXd@^EpKX5*KO2nYxv|KbG0U(QD5RZ>B;gV(QFEc4mR3WKs&hVS;* zn-rdBrGmT6&QgHsxEbmn-dt35{D8>$$9c;cQ}g-;E>}CVP?ZlRxA+cz=H_+-(l87; zK>qO7?shUzxGk!=`D&tvUi{nOk)>nhO8CWEQl#2gIMxjyx9t9<;%m{gunqo6pQqWe zN4i<}*S5b#_XO&_vU(i=uy!_dy1)j19E&3Ql&+;cJ|WFiEsr?G+noiMf3>O|x<&{z zv$i~O>nlwISr3nOv+PdRM?2ik_?CpuRlt`0a6>*Af$sH;FAnR~aT*eYyvyU)Xu8bw z?6wUcrTph6#Gr_f9^n-JTN%ze?JFz|u}#Q~aAkq`%kT{X52CKv#)R_y*vJ)hiKw1= zWVUlcC8-wJQ#Qokm4DvWVey3tQ@aVoU#Hh=5mJ^&(j%9Ejh8s6bwQK{{|0FPCcG#2 zZVm6iirm8Cex~Hs1QpCx?YRV!;xQv*H}t6+7D9}Le1HyxwhiI3f9RdIHEP^Oq~Pk3 zFZ}c&v;h)YL3w{BX!qq)gK9}Cj~IhBfj1%6r|e4q`Bn$e+xu`cZ^YX@Nv}QRFzHKf-u)UJ0e7n~)1i zNTAp-%52n6cT|vmp$ai}Aw#goUO>Y!E1Csu0jJwv2Zdk;=_cyu+VfCocY;i(98Is%^8=9D zjP#+)z}u&1Lk7o!ka*b`ID7%y#om;ao6{5|oNqEiuSv{hEL$NNg{&`W#G9BpvO9nK z({QQGz_bRMZiWIr1&epw;^YnSzuA21V+JmS93P*Mq#Xgur0D!F_r&)L`U}+-`x{Ip z))qzsn-ht@){66dUMYJYRx@xMOD?*=VGm`irjf~2Lu+-U$w!LapD*Wy-UyG@yXqi` ziRUQ^EgkN|K`Y5$GGyx7iPcZYDYy~8Zg=0z`BIXp&V%D2T*QAP>*!*R>;|u6##d~@ z9x+xMX$@#*Wea+G6oKtaaWf0L;IIg+)KV{+LnRQjeONX&dWMX8{`>dTVpm~6^6g)E zvUH~~fo6Yo{ZDDMqKyixkPrZ-;ly$fD{asv#grg0zV&T_vtxl{X=RA(R?skl-@ERd z4G{htE{_Z9ZhGy>Z5Xe;#yA+{0P>blo2cNlt%j{#`sdsA3_|TFtJ+xmQj~Y732uM^E7^8Z%0D*!Qeoq?1 zm*7gvufIUcyd*W|h0sq*)aQdbvp(jf8;wK<^fW(qB>%m|KXIj*Dcb%(fftKSMvf*0 z%Kz+)r*@B9)mlYyEypca&*_g_3I-pkS8Rh_1BW7_;b2kN3JuZtjxI>v6%8PLD+YHjtB3r6)s7KIhkZi(W3uw)EE!FwXym zHuq_4NPGpl?mod!bJVAZ!I-Z0L2*$A=FYnWC5Y&__JAsAfiAk&sLNq9g~obpL0;}UMAxI4fMZ|$%IGnlo>HJ z`{J|m2TDt>u2w3neQ1IMO&QpWxOu}$KR|TvG$*?$F2XLdk+mR?1b362S{Y&_VI>SN(YmcD~hl~;Nfr60fB@A&|nBajr# z191168F&c2IE5|1kEI{*UZ^hh#7ltVWne?4rKJ@D3|WHo1br>Zw{L%gRu`3^OX0`< zl zdvBOx@A_bcp)7-mdD3#Yx@ z#+_GNXo+?VOTYg2tu4iZ-KS5VPPlH@1(R`RkC*{}wHoLzD+$ic&8_WoiHc^cRhZt5 z7j{ZY$(tT{{su!@7V~gh-}pXC)Jmc z-%%aUpFLKO_6Uj?Hur7q>I$lNKQ9Kxr|eN+rv&c2r<|N+ZAOq0I|NI$*ifo$H>$N0 zaw`J&7C3g8C(j7f(qaP?F%ZdD&A<*^)GHyJRqD*jwagv+rOi0!cDPmW|M!?e)(}w!|WF{tIem<>-ZSubys$Aq=@O?K5e`%^h6IQ!P>HU;2^KPg888 zg$vhwv~%Mb({^~Iw(fpfO6eEMn&ZFeiYZXxf;uUs9|2M;I>loD5uJaJFM4bwZ^v}L zQmZq%tAQKjD-Mv;(!@}R>ZhJ2WedXeL9K5@YYmi*7XO7T`GyfofG$>AYiFm>AMU>C z5D6!KzDYp<&8_tQ8jUL4yC?5-{Mc9`j2JSum8$A6T_;7j*0-;#a_#=SGHyrQRnbmr z3k)YkI#+;lQ_2Ei(w8H}+uX2wWTWt$VSO92<9E*7>zyK|G`$e2P|uZ(_qhG&F>A-d zldV)mQCPb3>W22!Lk)*bz->w&K@Z#dufm)kR_AiW!W(dYXJ>bzWt7>*u)n1CdX>bu zJ&afsdKO8LnVPXEUM~3^Y#V^P5DwLq z>Khk0wiuqXd8JTxsU0^>k0-nT1u*B<&D0nT{|ot$@S<&QvCBRhmxCXP3dBA5`Dr|! zLT490s9swSL^9gVH19Rd6`z6wC zua=YC0cN@4v)j7W2nr~KS)h}drtjZg{@%s4?!yrAi=k}YJe1qQe$}>GqaDNn*~|v? z!AXuzS8eHo%H@aLd+H_gm34a0k;Iqn#m5TT+EzAXrcld9GN_0)^IOUQj=Hn!-{&-q zAcD73t^^C6Tnr+ki>})9K;RfdzME1~=@F~eXUyr2DBYXx(S-K5WbV8aO8O~}v#9+0 z;Th>QoI#R7tmjwHH>T^ULa~xC6uOavjGE3Ucem*GGVek`?+sk*X5GPw#E80eiC@o_ zy{`m&kb@SQ_8sp8L{d~EJca<)>jsc9jCi(Ycs=Xc%eJ}AcK;xbngLbJQgggU-^+Gh zC2c@lOriddWYA9XAl|%syW`WAY19HokAxrBmFh9ma-(Y~`*xWlR2XBR*@Ay(x+L^s zsyhc1*BLm?N?(jg?Dj^v9jtnS-qe3Sa|Eo}<3&~vVGVUhWD$cL!X%nAJhKji|Dx#V z!9Ci%|;G$pj045>`yowZmqP9s!%#cX%1 ziHsedn7&Bz&}Geh>V@;YRUJgmXzc{?w27{Gt9qcQW z1?nkzP-|%xGdMKp>9LEq=P@Ri{J1#)cd+V#>>{_yb)4tLqF&$zRiuXd&Q4)0rBvKQ zD6VoZ&(leGiml0iYSDhq0V`~Qw>=%w>*T` zYWz)^TENXOSF)s6GSFb~#OvRIbOf|7dqyS(6IC=?pCVrOLAt>eW;p?dZYzG`IeiH9 zatjWPWVbzR*d_DH1L6o5iP9&D-njVnTwgsW5ZC~BK+y@MSPtp0U+KqcOgUi&5|?cY z950*yQf>ZvCJtlP_xonAUjw94>Q_B;i@Ev2$ z2w!WNfvB>AqN?PebzyESs=!&|76G6oQ>@DPBei;~Jz8@w z5%WbeNE^XW+Auchm0*BX7Mt9E?NJR+W(N`sQ&lG-eE;|HG@y|GxtiLk@v!<8?<~&V zlxHL>Itsd6we|1qU0DkMyiraHUPLFjp3Kel7VF!ua9&C3GMv$UiA%^Zdb|1$DNT3z zAh}mW^Y)l9!d!E8!;NUzLuWT1riX$$J+UjpW#Q@LEJRr7-`t%|b ze=}#(I$p|g^KlF+)usI6@%UCSeZ`;bUiKT@68GkoK$;3BxVn^w<&$4x)d~!`w#v++ z2{~Qupq+M2Ep#kjTR}zq=At_r!qX`ys!UuBuaeH@uR$-@3z%-Oy@qu>-kO?bb(pqH zLJ7clcAL53R-;#!1mOd+k2YjzF<0l)`uhYKxhp)(^<^OG&MkrK`J=k{v~fw~pC0UW zbi3%r0l#hOD`9FE+&WyZXwYO|;FyCloj)r6_|OVBo+MhEKTxkO0%QhZ+w&6*;JdSV z-oAGi=>ArayP>ko)AQ)1HPbX+V_Fbki?j_K9xb10oAryL6X%c*L*pqWCZLRh&={}s zJGl%Q4ZmD_GBEe3%!jPCicFq>JaxO4JSda9YcNz%RRLrGgd&wO);+lCFLUwf*W&>O zCttAkPI{Wb{mWv`XP%UkS$4cQG~ODmsoLIS0v#}JNS;MVUpp-uj4++vE8JNgXTC=@ z(YYb1aMxO%Jan3a)Jr9LlXhM*tRtX>5@OdCitn7fpA&80{&8O5k&|C;HIvditNAwz z4`WsM(2ZQve# zKReqs)~>yDE`J@;s?W;*eMnIz{$87G9kti>#k|^<%f`b9qJSDGT`*anB_}VpVIM0f z>wPlnd$ttv@K+6MO;JNn!rSdGYfRnVZr7Nr*Yi99O$DicJ|$C<8gSR_T@#!2lmKu=?dqF5?Pd{&kItzGd=s`-GD~aP{S;?Q({2qP(I&(BY!_cD^4M`qZ#d1pS-T{k0p~FF zz`Fpt6L=#I*GC7zSu$`M7`zE22XO)3aR5#j-G^SJ0!}kQv>LoYpwM}LDVtSZ@bG@0 z@U_7HavyZc_T>CL0uXXws%)N)^{*_obY+j_yq?CbIwHmtIC#umR~zRzO4V31sH-mK zxX|iIvO6EWJ(y(~IsQI90LY30js|Qc#xgX|>dB9a35n~j1Xy=BCC?{sU+qrO1WE&M zh@y=0wyi37^)hmaI-87~?ZQDHQ>UxIReX1S3y!<-7c<`YgL+yZ4nMnbL-$03 zfOtp$M)v6CT(!+$vNnCXmigQpx98ncV$)2C{-N0IX2X4fHQ9a3j&=BVqW|Mp1%$Xh zdo)*>q1lhX1Xxu$nM!OH--7O*@@5(Es1h@2-gyOHR{`2(xYR;31rHFa&QdaVDglk<#fYTNdB)T8L3cr0`R zcCY{{CDfn-qM~pRQ4j$Ur57VzAaDdxgv0|JML-BeK?ofrNVfnsj0g!}jFc!rLQz6b zyK^(%mp8_JZ`^S|?J<&_k+t_)Yp%8C{QrOJW?F^|lPsO1?@xcq5N%wWaNBi|mQT)( zo*lVhm1ShZ>TCUYb&bnBub4g1%-yCcPNeD4P1NGV{p*^>7OU1f=l=BU)N;lOOY24p z66~nw@H3i3_7%9P`(5Uc+f?!OX7{d@#LE+8TnWv4yB~k1n9XSpBQ+*5b%?8v@dQC7 zx*b=F6kC>V$41oB3_=zj6op;qp?%CTDg)30LPL**<>Kv%DKbNEo zsq`qspa-H~ekG8-(S{54xZmOptk!&Ka@B933&B^ns(cB(HMtV?NK_X;L2fP%_7%Zu zBEyi1dGDv#S2fN(-!ZpH3pU#kv~r72ue)v(_lLaO9+7Y~xQk{MI=<%6WHY+NWqODz zX6IPI`1mft@7XxAD#2Uv3E)&^X(~TlpO- z@@e|YS9Z4jb8oYa^98e?A2ZjDhDxG#@-V49x~3?na!|JG{=%c|q=v5wD%MWL zUq1Ewo)s>2Fv2}w$W2BpnKv&)9{6EW@?v|vxMl4~)ny+I>9*BMVZvRg66fZyrPaej ztXpa2D%fUWklfXE#w6qRUl0fumy_a8{ z9lhAD^wx?N8Mjr>D5J-x{fx0_sWkkb&C+x|-JD>>c)oiijXU)ColwIEU{VdXOYxO|EBW1g@~=0U7t0sLI#qKqnXzlm8dLe- z{E|LpFiu5u1i3nnek^8-VI$J+Y|;_^42!3Dc)V(}qgKl_Sua+`Ld(`BxLcn*Pvef8 ztDFw;bRoF;m7cHG6!zLt1BJW|g;hSnuMSOu{()bgi`maa0&s5-bck(ZheJLEkh4eB zg_>;*=X#A~^!gUB@6+wLJCI9l8T?io;DgR&4(%!VDnuzQ4qICJF6GfH#fI@WEe@%n zEL!+?UIdeR3__y6{b}Ubfx0@*2-s~u>s;!l^>WRiw6nw^;hif=qJb74bc1GvEVlAH zYI9`E4L27WR+mZ9YMxMP`9mC2HZsb7dY8#bk8#P9MXA#EXK%z4})QqS7&ed)_}h;Sj!>GdEJ9L4MHbu;@F0 zf2bt7_%@N~rl~%1#_K>~%-e`Vq@RR~(Q&NFkJ73{+#p%hQ=e7JTVMT^EQXr1RqcsNo^(%)Qrg2x1nyk%-auqtR$G27QolYrcJ0xNs@kjrHPkuA6z)V&_pUbL0(hjwz z1(K~%&$7w`NjKW;zJv}$(cJyOH~?@4pP31J_5DM6Qjyu=KBb{Dk_3NCQKA8i(G)=h zG(eau;lHV^l|&F2OvzYD_eN&U#?bxb_|=sIX!OfBFIdaNdgKO);N*N&>t=^kuO6L2 zB_-l@LuhXl_3=;cA9>xKIAo&8i~2FEr2pVF%RZ5I;xo0qjN)SPRrpPzW95bGHXS5) z`;v31-Fu7Zm1!5g$Xja$pmZYy8LONaG=sSpmi5D|f!||F@oA~)a!#DS+?Nr9D&H1b zzsNsm{~AYsN6 z-^6P3PI<2NI}+<9t7r;!N|O62%L3Q(3b%`Yx>DRI40Lqz$}V)nN4KjMzz6}$ z_d#}H^xieJ=qZa`J5nNZSp)Z&{_Mo}j3UswgvPXS=)galY5ay9yQ^xZc%lBaad#^jrE*+J0Qpe7z<2!43!BYKf}%gB zXQoF!xuU(#_jrv3OCf9_gj*yM@?dY1H#Q6D&1?Jx9Cm3mU+caXqgEX$IgIrb*_C&~ z?&zkt>@J=;Zmhv_O zgZj_=h|tKI3$q&b2muI?f?Bw8Sl=ttk%D`u+X=U}6U8oqkbm4y@%r^^NLd!V&&cJa^ju)I-ttc}Fo-JQ{{erZ z04KM7>(&(@M1*~>J-A97I$D4qwqxf`n4_k5m5uFdJd;yX>M2X(Z18iZLr=ny;>fXM zYhg=i!k#x*8sl*Z-%rbis zrcxmL10W?f0)7bqg67AMC!~I=Cm|pfgc~(F>Inx+aaj!`_Ca6-Ndi6(c~~Oaa2l-E zI^kAHGXC&y@o8ykpkpbQbFB3};NLWR7HqkFuRA+SaeT12OJ;Vu8_o9Ew$n=;2>_S* z_;Y4P8_)k`p{g3HIm@JCm_exr;B@2$XO4DY3?w=FKWhUQ_CYBny}@taCLcHRo}C7q z!3H1*0zt6{v9v$jL?_TfO-Kg8Z%2E}NjQKA$$?>3>r;0(0k{_JAehTfO>H18O>#i+ z2s)xU-LH|{Q`?P=nF~N1Bs_Vd#wu%=ymsx{e5GgCHr8Ka%KNeWpQfw!3%Mi_9L-?J zOCsn6n3c=zmURw$4uHUR81k9g9*LUvpsBlf^1=Sxv2b(qn;Xz*KaePr+kaucT#dzn z81rm|`p%tgb%HrYrgmWic?vIl3{t4=Teh@@f%`sl&!y^*e+w=^5?4Y&`}G3gA6;Sc zpIvQP~tdD~9p8y^UM9 z2}W=ZSRna})M(iBy>O^xo;IDE1ze&%#ovkMnh)inDtM)3b;G|GUiM%2eo4t!24mv; z1cs=sjm=@0J5PJJZ`;<_92K!F_3Y8Zs;U;gxmMp0KhAckhw%>8Vk}D~f&XYLFTB6% z3LkppGOL|nb*#@w`?ARtvmvd#dFc+Mo6_OPTnR?^$wsafsDK~n2Nq~uYIqz!&dKzz zPk=wvy8QYN;L1Xg+;Flk7KmsA^2v^IpRr<4p#=|Wdv7o0cr7E(!~T`A(c-sMgkp$@ zazP#Z0P?wN`}SRigLxx=`W@i5z~SNm#Iv|tx46KX>jJVN5=;@CDSwgMNu-YhLkokv zm63pGo+78WoDGY|w`wYu1@8`HnDMYs#`xt%8JYM__w5)A*b6mV_$k0_)4g(%a&AD-=s{HmFjj}%IVZc>45q(WD|q_AaR(K@TLqF6 z@e0#iCE)9Vzfw1|bnK~yQ~lrIV}r#G>gA_0`kizxyO_*;G)+=A&Oo3UC?wgCm$wb! zv?zxSt|&Px$ig>!^OPhcBz&v-r9FqV_93>u2}T;MVZaWhFkn&J4a*o9Az?-HGipuQ zY3YsDlw?p*NM7KsiBJzLa|JFf_z$(b z%?!`iR4&lc`kNv`?GCT40NWshrZXiE&0!#cub--RVvo4FDdmID=7K0G-5a2ht81=9z;ktE&ZU%XEY5^j349G?mOjwK<-ztqiUsKf9k7oQ zOawoy-J4cZkjWT0vV0H1FD1ZmR{(_N&8}QiF;={y|9*~oT_db3%h3$>3=*wjBk3MV zl8U-=^78UPW&xwDR#I2K#W_NGV@deZ%#Y=m2T7J6Rqh@L&m#$%tpFX+9w6y|FZ70Y}7CV^=iH5V8e*|_52FJuyMV;j1J|D$|XPqDFWme1F)EN`HhWV-V`Cf3kJTyF90mbp$&re1KlSHL=UVF zhEv)Q-e&6vh~uxSM@EUkGb4ul{X1N zA6&YHx(mMC&M;IlBz44fl{FpNOMbVwhbtkht0g~!EN=VMFT^?ZUb{B!B(N~QEww04 zz!Hd%k&(T8!I{P97aAIxQ!e=T|9=VmzrW;U@ul%zeRunxFJA)d>!mLc1P%NoB_q?g zgvX+8U_d}ZLc$rRyD@KuSj#?q$X-`ppT!pdOC&H$OEVZ78|&J&A_Iu0rzf(*@wK`6 z#+)^}zMzVV%FNoD-6>-uElwJaA?@x{2M1Gxm6g@niuRg!P;6RQXy~nHH0Z#Ny^+F3x1q#FBD*?VtmN!0w9u0n($*#) z7#PTW^(wizxHwV8biJo2`|Y=Wx%aZ?W|{*+!^7pYv@S$3N?Z3o`Lopj&*#rqWf~4w z@`uFe(J#ZjAcx0di2;v5BlL*$4Uax1BJl3^=I(CCpXKj@HbVv7W6?}9j6Z+=9I10J zb03dkxk*Y(8~(F99xG=9gNuu+<-?ssTJ4)IF2Z^F`8|EAe@{PhZq8gxOl+d5A7sOb zsTae#=G7~5F$oEgm81LL7}F9GXz9fqPzhPEQ^_KS*U;!_`%U4ktu3lG4A{%>kGtcQ z_96NC+#b8X!mLuR_+neQ^N0+yS&0ltE-cuiBw$L@rYRS zsAt3pNN*mdAq=*uV3PI_x_)--)YjfUo9sH(9K|5%(8=K1^hii#Kc&p7Ptnn_^x$Pm zicf%&B3zZ7en=hRX?h6b)iZH1F&giq-Jr%snF{;qD2+@-qaow`LAm_FiictFQ8pH3 zPd`IL!!*s@nB-);QfWy^x+hPb5H)o4^sLp4VaZlLnVgxMd;UH9?zCG!{KCMxGOeEw zEfEeOjbBxj*tSS)S0KCwhJ=XjCv0vyMC>A@babBWyNJVV%efzmi>;HB_3i{5tgIQ& z?)>ha$;`|wefm?yYj@O2%yAAo#eL!8>-hKwpI=`={K6@=_@!y6@P4Vo ztQ;E$$NbK)iISWgCR`8>!pY6u+RfkiLfUh8=J;ScG$NvPr1Sw9DXHH-|J+iJdI?fF zM%A^5M8aiPS69E4bmb$&!IHaqv(#l(XIp;p(CuZ@+zy=Fyh?7gGy zyfMX)C}Jn4u1<=`W@*lD&bIFVD(h3%(!vJyo$xtYbKC9_74Hjy??*oQyZDV|tm-R) z?&XL(GNgU55nV-vfK1sR@H`g2Fs;4Whg`>R9mAKrTBl$ zJbCDkZ!{bcd+z@74+&9HWx_#~`_e1iG?MH4$ldD)Y#(mFdp=d~`QYI9&yv#8=Im6T zG1H^=2Co})o%!>A8uwpUcIq>sZsH8tEqs{K5am=L(lF;-8S)nwQ!2>>4D-P83hHF zl9JMP>-hMQM06mkW)xi^O$p=vShyu_TjmA&WjF*u85+g!q&-E#BO-dD|NQwwRrCrz z_@3=C^3>7MUnNWK*|UoF-Cw_KtE#Jo_i05%EAuO+%WbHiK7BefKaW*zKvZrJIWVAA zw?7xLxwB)pDP3;BOHWVF!-!fQ$N!Awv3YVf@*o=3-&-mwS7oH6q&9zd^UuTCJ+2O5 zL9NhDUKfo1{{FW@kI8X}=|h_Xa3Az%C~)%gcfP&?P=ta*EigNq!`$2)K~OssN_MFP z?9hvg*Kk&c3U7iP(kalxKpdVu3oa`wYq!$V*Kh9WAp(13I~i~Z77$VXjR^T1yZu;L zFkhdj7N8--BO+=CbJjzV{QcXvG_BJ?4Poac^#Y?>DyM}n&H2R*;p>yN559l6gGWH{ zYK0VzEGJn5k0o$G;gj&?%aNG-t&_>Col|Mf`V zf3NWW0d9@SBL+3jSG>Hv)4wm1Qc(qi8#XFG2_~W=rJ=z~RtuS#F|{52*lvEdTHF}b z)FeAHHkRSE*b8^r1m@xX@4s@u@KOpXG-+f+1yK8^_m6O(;EBf@&=Qt?Q`hYvX1It6~2nV00` zJ)=^KQ zXlrjTF@RAfpM4hd2M=cF=Dy8%cC@uM!4Vz<9>>1Us2gQKXE)$;^ygQi^J$Hu3V$ z%gb9R%GG~CFHWwktULnXQ!$z`5|_zqGkiPzVP6W01h+3qOV`KcgPqM78hDSqe)~4G z!TX3+LV^|`liNyec9Hu}otytRXsS?S&Cbpa1u85zgG~qXwAJ$m^~$Za12%F8t!F_P z{$-H!;jx5-E<{lCD?+Sr{p8O*3rkD0{mogh4K46EUzhR=|1s*B|zZURruoU|3C_>b-kW zElJEDg{uIV-(IyOKuqV_!rn@IR#cyWB`g6f#ba1S+SS$NcCs`4GA73F@%IlH$mj0v zt(E*@^S%`6TX*iX!)0&o&qrSZ|3xCT*%V37hu$Ko=mkG=a`H`pS1ps13~<62#vaR; zlf<2HN=r*2hH3*qSA4(-!q<7U(HLFrw8#o4g5FAvOTK%ClYv2kLJX~hGv`o|Q3NHo z4l^4Y_O#bFk%-+`U|Je8;s=iA>C>z0wHw#LrDC~GdyD?w-Y&Hn=7UgRQIR+v1XLoF zy%6h9GcJ?q&dT5|W#wjo)nObdZkTX39Irn&{vHTAPd&4`8c|bI^N_bn*nt7uCzSk!h-$n z`}bLJaFL1u%CYRisxRSEQYe~!6-a4_khfxg9?tBkRv@;&(T z=g(>1m!IUo+N>FGo*CUV1tCU|AUS_Hl$MT;j=H`_LgpJ&_26ObhA<%@3{4n!IhO{u z0287biKjpCglHq(Qx!9B+`5Gar<}D=7y}>5d1s`H9G>h=V<7iF+-{z0k8lqYLvf1g zof-mLIFTMBRN*x8A3GzoAT&b-`dGNQxG(5L*YoT|pG>&52Ep58<*yZSnE@1VULe>` zMHe5-SHw+gB=K~_LtWBX8Jw|}zJ6GEIKlQdxOE$ZPOH$st27>?H?_>6Ut@LZ7&S{OVbjc)ZinVJ)+Z1;B9krbN7$8`?mU( zn1pTo|DI-{GDc2D2IlVWF5+i5UST#-<*3dTM|0HzPxIcr#Q*rN3!s5_5=B@b_HI1> zef~+~$umS&O^ujZi49g0DOSdK1YX;1IV&E${*n>_2yGxlBw86RHYuaJ1#1mVBzz+O z1E&`~+Zu9-oBKQq3(LYLX3WV=j!NVhs&x=*HZ(MpeEj%vB=zmv5uSF9qyDck)bJ?x z2j3$XC@BZOSc1_eD^FoRm*&2`AneM3?xgSo$S;zXlY@75(B~@v_~*if3rG&r;pcz; zc~mj?_lo6WJ^YB7u7fn-LC`!00h`Na3u~x0K3ks{{f|RUJ2~2$&&^J$v8@G^Mu^i&M2(ubfmaC^{5~1* zLehk9+~@ZXW#{E@KZ7G+tE|?_ppAPIP9#%q^F#wfLzu_~f^*-#eG_n6xIF>Jp~rw3 zJ$5G>O~jzefdzE#YnCdtmX3~jTPPVG9-behbf!F33m1ye;4(*Fc$rH8gubn#W3Er; ztPKK5bse4H(~~0<{8g|1J>F--41VBDL2m+Jqv*cXIWKH(Z-X?@1(L#l^J;LQiDc%<5i10+Y_ z>5p3x-i;@_bQu{Ln;;Yqz(V&Ju>IXjO%Y>Sal;`2{9Un}#YLXf@92O_KX2l5U|B|~ zgdP}q5jVnc-HRquDY{|qRC2uvD}UR^H_OmGD8KWn)u#Jo&YYSg6c(sl`4CRvFMa-tbE8 zsF85fmh& z6MZ7DqCx;7kuoI3gUWB~|8QzcbpPVf-bN>+&t4`Z5HO{7Z(te&pjuh6-rfdO<>u*` zSye?tOiV255&H4#+uDznZ44uH+trcHwXGBy_qQ4whxdxau7wgmhLZ(E2#%CSK_U$P5H1lDGZ;2-B6II zH${4!Rm*4vBV%FEuwEEML{#M)GVsmX#%60KfJ6?@-?ICSQE9SHevnSSUHj)8amcPNi#Z17rp_(ra}tW}mg2OSZ;vo-juTvawO_V5Ki=H@WtRDvKTjaVBU9R-VRvndR4 zF4Eff%JKUTALc5jedY~Qh~fJgIGnb=&+;5QN|5NcYZFzJ4d%^$AEm9Artcr0#2BL0 z=GIk#7Zed0$~ei|bXpm>a(uX2 z46)>scUWmUmjavilrL62*y6iwT+c*DY$&VaNcozeseg>XIJt0kHs_`l9XBVXth)087jFXpg?1I5R;=4`1l(eA-xzW0D%t3Xs8<-M_sx10YTW+ zlJM@{z1!B-h9D2Wy!9u$q-Z+Z5=3+DAt3~)A%TI|1$w2JvflgEXQxLm0pFr{`jJq= zA}-`)Z)Eo0a!MPp&~J}>yR%02OYGfwq+~G1;SAw_v69tUUH4Qkm&eJgus^UMLnY}m zZ)^VxbBlPbOIPagl$RBjaw|KRm_?TuoHgkQz?qOiN@Q!k69N)yhP|k3Jtnxj*mB81?YNrOUM! zILcH7NBZzzdQYU4&3&aIdr7a{K&*b>S$Y*uz5Y#A3-_!SMuW_2{7hx$fm(_wUuJBK zqGxwbC+fag+e$xd+A1JNc5Yf}q^B$`KkVyX3(M)5k&wOPDm^{@su=suK#YvqPxJX^ zLYh06dpmnA!P%|+=VgYw+l?cXLY&(NW_=t!4yILoq)Kg1?Tik&s$pbh`{8pKIDS(k zLxkf>J?Z_Zp}ujCT`J$YGui3xg@XyaGrnhTr$g&BD<(4H*H3M)ubWUs|9Kw%@Q4sh z$2eOmmi!-AtEb(YYyN~t(a+X2MndF;f{T;WJ-?v zG4NK0HnjtOydX*OG8GnSIX*kfri+{emrdm6if!Z(uG@`K6>f3YkNq>N*)4(}iY2Wh zF^j#NXjFY=h>V$JA-N-nXe4fWsu1@s>dNNpm>gFr zO0aO|mc#;nBVdl6`IVuf*<~Nemsm&@M;lh}vu_jechc2o;`;p^O25xV_H>p$+;e{$ z*mUf9D74aGPSkUEPKpIWzc6W8wkxru`={zS*nXyWmHuom^SCIxc~vo?7fNt$)7^{9 z^Em_w%)7|T_q(b5O+hUxj|Np%n zC0c7eq)8!xp*n(XR#9KPx+8@|lK#dV*b-owE{bWR+J??+!8p#Ud*qXajU zjlz|cF0Nd$N^*sCVR&;)vhb&h&9M~y0#+ueo85PfUlMV++;QY&^?x*91N`g>#Rz57 zP&W=ZSv-#*51vn^YgQDdXEoxo#>x5D9@aeA1{3urDL`#Vhh}Njd2$2GK~o5zTr(p7 zDpc|%Q7lqZJC=Swp02i2*M??g&L|wV_Ei=`X<1Kc{GZWew!A;jx{h-G~>L(dy21gZFp3Fm;-; zG}KNd?81Iqzn*v3U#ga?LQM)*88uGzGQC!XFBz zLcZl0F^>A!bavt_xCHmYsQ1? z81|Qz9kAX_>QPEoZptqc_DUY_n@Hux-&zl>%y_=}TQp>AwwPmUB&KNT=Q^{CzWl2g z>%nIkAIy;q9gTZdEh%L?tEUqa^{OG&S#4NY^^QDc*f!5nJBRU?-4>{PtHw;+A4RWX zf|($jxmya4#Kc5_rLfcDr{)MJCsPi9ZOrjq&|%KZ zA?M1%JgI&5rY4DM);zoYlG$~TN-;Ce_Ef9iS$q(k6+OoYHJHe%mI0kD`TlG|O{ut7 zgoff5F*4#Ibbk39CAlt~jBX1e&zqO=fjET!0tV7@OzVo(zsm#9dLt!D0DmU`db~?EIB1KVA!i4z-5nwAR^$_}u;VE2bdMVgS*DEH-~a=-vDRyWRZ+$Rd>vfjEg zcMgvQBnfhF@Lg=}>fyg>Fa7#t?L0iLY7}MRtiyGi#@W$3En?dr!g~+&`-ndbllTUC zxIR}IEoGN6;qU8xv+d7!;VC@P%Yh%Ff&m7G+J$6Sf;EvHjL?-utmGcv*3vKJ1>>nv zk1t`Rm1!y)QEBAQG0f-knvswS*UrDYoO2D|xpcT?a_h6JVtnl3j(^?P(GG%hKZW<# zO>xkjD2Kv*{~|UrJP>cozZY`8e%7|-lw+Z=3g)*5#7hHD?{K;(N?HiOKOn90w5!#8u)XHGGU9lqwi z)YXY(dUX{QHMAU^Gx}O5u6b*fEwEKGhwrN{m_$y0H~-qlefPtm*Y<{7M~Z|IL+;p|lEk{snVf zU~UwA^o7H@SJjQI2>!0nsd3JZRr(&bb3#`eE~IG2Q&=C@o-s zefBL(suK@_8;ns42RG#H?x;Pctl(HQ@9Z*Udr!q&`@W{X*yU4&oGA5uYVC{i{S&L^U^^G32PW$<}hpuZc&MQ!kI8`8LhN*!Y*+e%h`JRDU#YS=p z1kG1Vd2DZ0`Au5==H1PGO&~UIJ!77&z(L2oRG?L&c}2rYD7~gPFe9AyNBl6XOVA!y zF80CltiYioHa|z zu@nYf>O~wSI%5r`Z^|nCEr%zMN4z-CXAQb6ta;bd3x3Sz4nCC3EY{`laut|Q*wDUb zC1-HsoF?IAu~!-|Ugb%&rS^2DlpTOw^$VTys1o0F#VaSqVXiT2r0>R2mpN`PJ)z6g z;o9^pb+iFnHC9CF>$OF+n)m_mJ3@Ex|#-L7U1$zJp61I+Db_8c}7)6;Z& zM4N%SR*9=VCSdCkT}kY!vDqk7*QBm1t?SngZgugs12{|ihwDa;D~J59L&5Rt=OE6^^Kg)ZV zU9MofHgii+5H6K$=5w{fz%jZ}z^91%Sy16GX6Xxd?Yz=PWKQ-1#s|9sZ#KjNdPQ{H ztOFYdEH!Y=$uYt9v#iS#|L(Ry25?g!SK^q;y(OV{E|etvIXH@QH*&MH`IDTjxVfyN z#^nyLPv@^G;hO(epMJRN&58+2;k><#S=!0pb2huFtLo+uBTB$+O}g!L)!audxLh$P zY_gewa198vLNeDUg;=foZr_D!7HI z_Ve{D06H>HDY^~mua(M9(V?{9sqQ=zs3)z?8Y~&k1JhSH@Y7ijo=!=_lJ||BOhENC zQ$QD+fcx82*q7wip17_Y9vhv?)@qoo1?BLxXYZIwP-0Cj^ThN;gL0L;tNini?1H*( zdb1#PJKyn9K~0WuHJc4cuZpy>(6|QL%|7n&$!C9c$hb(I+dWQG)#LI<4#aeH_nO;D z=X_4ywb|UnT9>zB{R1BZNyXys1)JQpn3prVjG%~C&+mLNZk4Rn;Irp_(^oDKNRclD z%wq7lnR%1H`WCVIV-dfq+LL->=sroDW;6bu0ShpDY;t(pKR3Wyt2;Z+v6Z92v@WZs zT$Z|N*GBf%ZeN$c1>M>5T92FU?qtsARHzq5B4iYXe@VK}S5CiUyHKaYQ z$@QcjF`kdVB3#VzWCf=_fSBLM8?UspOz_!qs@~QJ0{X0KWKjEkYM9NMGv}9#i66SI zy>7Y=mjFa;un2%2u0$%r7rX zHuH{it!1(01C|wHL2?)n!`urwYBtX9==ybaqSTGL!swVm!CCm#?!Q+!^%}gy(G1+9 zepY!!Mb^ug&lMHL@A3Sas;8r1zb$+FHsN~BDj!-mhbrf-+qdP>ZXIZvqHhf$=?oyb z9?FsG^|72pnTpToqO<#?}BCqJ9_+)Pn#h1(Mgq+u*R zc;J}ec)k&LbK;h-{Pa+)uJSiZ=uNo3KZ7N8@FVtL^)jfF?n6(>Cj2#rJaBxuNu8S@ zT2q8pgp0@~inahbLPJUj0gmrWJam$NIARwD^S^ z>1Eg~=Zm|^sg{Ij!y%^mk6`QVk)SN++r*~!iAex6^~W23VgQ=4bc zx9=~d`z+aduBEJ0xc#In=jrmH7#bLuY4XQH>woTvnz;}rU_*-uo!1>NFDb}2@m44( zDw;$8f~b}%T+%{cs_)GW7V2@nsYBMb+Itbx%rA>lAuPx-_OPJTWf9LGs54giwPoAJ z*cYr=*cS7omu8^+nw+;pdUm38&B){XwsW8Q+0+3!B==)u$YyDwe;|REE1M}(S#MJ4 zBF%T_(UkjD>O>MNmMiuD)ZNY0nJY4Nm706>ai=g zzD!?OIJ0Vd9@mE3`D5wxfL;QEbIkH5-kC_+(4&^H0?mPUw{wIE1}@&&zkUS^fc=#TambA9XS^+%!NEEd|gtZIos%|Ih%H`)!6DBu8lDI%@&zAtnL#f*$Im! z>f+pwqy=bgE0jm)6Uq1B2fH1uBTw7>Tq{4A4tGg;iCuqP zKa4Hg^4}(NZK_@tOi^0B-dx$z0Wr-$Nn$DGUok0_CC)GZ_uX);lozu1R z)3mwM%RU}&>?yxf&tGW`>0&b#!lwz6P1Z=u>kVBopa|ZV%>0x`bve$3voKEqun9r8 zO^k_gK+A91q&|Kn_i{4G{@@|-ucRLC&e6KxiVU?ng+d`L*%2(cv5}O$Ki}Le)RfE2 zli>p!iu;|wEK9RxWv(LB*n^XDrkQ*sqi7F$yIcZXWL{8RO$a zQXi?Lu>Gq2vO{!fVHjIo^M8kT+HJ8m_wnW8hLk>;@X5Rpvp3sXQ zO*d9zc_)7z9Hm;N_!gtD6_nk0OWxiUcYxJM{*!aLl$y&$@t~$ zTf-um_)$YT0t99$B$niu>=bG01A9D=2e@AA49XQ2Y+Ss@P5D(n*ECt7a2z8^g9u}rqUF_FFyr!jwv)~_R)DSBeU@Jq5J zHBJCVdV2bQ?YN+Yo`};OvHyPC+JdkjG84k&BY?|^xGklJAjtMYPb>5WO-bMmVXTS0 zi^wyekdoBTj1CEa&UoQ)x%4VAp=>#@Vv4(;3{46IZAOLIzm~@dJC3O^*u@#-%3Cmr z2D-VlKvMEOrPfULC4E3xp|wXIY5CW5)#E9;IBwic6j=+uX$;-fjke>^U*d<$=r$9+ zA?p6y0t%`Ae+-A>;iZuE0yXH@0dA0b;W^`gL%d8hm1!K3|Lk&uZ z`leZ~JGh48>fF5;Sg1s_ zKda6Tur%a+P@G8D7vid9BQ`!*%>C2LG4hIMGUYF4>k*s5lJA2irH``j zwcf}M*0rJw{vZNbm?AF0LQ-)E$iC+Z4on}6@iVioAdo(j-`SSelDVrjFu-zp`#Pl5 z<;|^GUJ+g9%+0$ALFCnNuHuu2zD~<3V)b9g*{N#Oo3Nz@ihxeIpWz%WxBU4Mc>2O-2dW%-tVKwXd#4z zXfCO72tra_X9!7yUvYtAS5+%f1L)^H%{O7(cUm8TzJnxNVN`&cebn4`snXKwaL|mx zAk(5ldI`BxqfD^N(KoXG`y`^cQzhkD=u_EUKOWws=2#~q)35307D=`hetY!`Npzq~ z`(dE7R|)UA&N7vlS4QEI&nHNydfvrPRWko9PmG~=+>Z#&ad|YLA|>*k+vi}hr%L!M zrDAN;LaYA%mIM0>b`}?R2B_2shqjtP0~ zwyuOP%m#as8Hf35{#_5H0x?TF@r1yF1LXP z-0fVJ`te35vn-NQ(E+`b9(;%L*5^6QNYh-^J+TB09!G^WYAn)s-mU^z2&#-i)~AEa ztkw}70OgImC(VTL>psnrQY+iC`gD^aX&}>$^!cf0PWCc)!}6h?mH*E7E)%5u(7Sjw zt)^_GR@;WiBYvRJ;QyQZ+Nl5(zvlz$LQ%`8T7)P+aS-pMPw-7Mv>=1{Z4etH$cxoQ z{2)0NN2sead`CmOXgWu$63Gs1C(eT0DpFRK`ZUbiz8_dfhS;$J^y(OR>?|ETIAVr^ z<13;py~Cr&$J-T*yoc@#_?~`vCLHf?;+eYnov%x_{kt%2S34}+v5SGg$p}SRKIJSZ z9l>IAa#5scP`ibTNC}PHM`=$#vcx??JFsi#v(tEvy$1Y7>7r+9twL^O{m=@wF(Zlj zVt2Po;hC~9s8Lm6rSZyBC=o~imiy9}P4dgdn!Z8(Mc=d3_?q|6{4s7V46PNP4R?B< zNT+LW4^cx;$;ORdBL|UgiGAMv_jZk}Pnvpk|LV2NTOxcK-jBFCg()54p*bG@#a2WKq z($+CG??oapZhgqJj$G(+jV9TStDphBp_<&;b$b{ngP2Z{bgFA=b2}>7QDep2wv%}4 z4@o_@XCFK4>L>r6Rzg?VC9JPK?Nne$-CS)x4*dM2PbhnpEwE`trVk5YC)xS=^A%iF zXs=38P*H2VcNhi?ycJZ6;cur8Nh zcmW#}DwTnl>gRnVqOMi{gj%_I@7t-r_iFdW8>>#hJ%>LKG1f~(YkRq>*4pqS zUm?l0Z+@5d0>R7)?qN%Ru&C5!){O3+i{H;*@_cqfyAc1b*Bif2$Iw_~EexOklKV>& zWDOe;u(Lp(EH868LIHR{Cs$j=>)62;;y77jePQ;3iGcG#zwvIsFWdqhWcRKip%hjm z+;QzVPbU2yEn1F=L4rJ0`a0gEq3ufzt*{W?bp@zd4Oo_o;iM5~l+@uw7mkH|nd5R^ zHIInq_!FR#8&d;aQ`WeE|M!1)3Ajn>Un)$)+~bevTu#!=?Y7o{#blp67G^wh<_C}7 z+;bzOkBRBaIg+r@rJ5>9gZX@pkfsguyI)Vb=OzDG_Y=ylO&rucov5@Gje7XHsY@rI zFPj(zJbw$-&;H3TBWmz|$SGGZnVyqDMWM6a3`%+g#R6`tX` zn#joh7xh11p{7U$&hdd-1#N-%RYF&s+Vmk#fwRtex5Egme|QVu)O>o_jtmgT=?x7r@1MyxfG@bOfr#Sh5XdFNl^fu!{$VLi7F!Np9 z*II*SyB(L%2BhPsU%sw~v=0FHa~LY#A@&s4HkSdW@DlO<<~z@Q+r z=>~6IyGFBC9BdpMx$N&OKvle7VOu)FAJ{Ze?KHc-PHbai1G%P|f!tk}vdXz|16%2Y zpv6XsQ2+Bj?KY4)H8d87cCIfqmq^D?-LJKhz@ZY9tAs%UIatQHn)16nkzb)=5Xku3 zvw25CFK((>-Hle=qi->9O!}XA1hZ{m{9DIfsn@|%^pSuF6#C)?+J9$g#Bb8>_HXG)NBkgjV;wEz z6so>?T|EPo)!$0#8d7y>p!QzkVZ?SLq*`NZuvs&Rm!Um5SG6kdyLi_AK`4gg-Jh(G zJSy)9ZXAFPElBx6@zEa=&Y%kO4H(8f2HiVezN%w!>i6yiVBr#*qO8#WE5SB2Dym|H z>f*&P=;p>idXpt_1Db)5iMQk<9Ic0 z{IMK|09;CPd1l@=AjJds&(lgJnT_7BlBa|BwGGB9bbl0Z+K=ymMCtaN7!6Dqx-`AN z;c=Vxy%Lm}qby&~+DxVt!&j~aWPF^d2eCW0y&k? zja(joDTF`*q4|-JT=DRITj-~~rKa{|QyAs zgx_1$G_Rl;%Suro9VEJh#<)GXPu^$OJzH%jE>$_Kgy;Y5o2Hwan_*eudyIeD+s|>u z5kTW3)i|)(W)~KQW^5)VCW^*Rzxkp+SYLnA&n_hNsd;a}y8Np(?{NR}K<@V)`fwg# z7H|6gL)GFm{uEXq{?`h1Hao|Ltjm_0w2?SiIE1o>hDq*;T^4eNhV(71t&lKwbE{JD zL_#AYg)8^|wnHZ>Btj?ZugTiI@C~%h`8VqUsU9%G+3zF-0)NDObEaAE(<3rqmIzvY zzJN5fg;C5dFNeK-OM^546Ggzh4eu{!pyNezjmv5bFj0UJg5;P~{|=%yZhC(1{MUL< z*KNy9Mn*d)TN4%ZDdTTi|8+!B zKmNrLF0T-AzLVU$*)T0c0o|*%7={uQd61W)3X~J z(W28{-{*XEq$+!&F+yqWP7ZfK`8w*{w_~71G$w`=t=4dGD6M=Oi(`;{HUq88ttrx; zzypsM8#6%3)4;A2tvpziISXU*Jtm_Qv26khd(69cVUF`1%6cwGWxi)VUcd}k8m}yF zf0i=-;R+8=TZvh#sikEQPy{Y^Ml*G`1fB1%cCvCxgr0qBChtFFV7;R1J@;CMhNz&; zIwvphRmty)4U``b>=BgvmL%qgiIP~Sy!VW}j<-4&M5HQtWl4pF6bll%zweg&*;ZFYRaF7} zf`YAW0ga$};9J25!KBX@cNM=RiQgk+x_%sfbca0_`iLnu>i1II?`vqh{Ayi32P{wP zNb>PQ!3Q0oKpUDcAFpzpZ@UyN#TqzMZFl7tMusAgTK-#poEtv3%^C1%F%UI1HN+2$ zVOmAS(3~MI4o*vFXUJmB%M{ObanOX0IeJW~O3^vU!!<$Xa;pi8q-k)F67H(?a~yZi zQQuz!Y3lfdfq{XHimJoOljvp$u>xqOT8b1t0;xUH)BSmp3CB(b1Qa^_2ltJ8M=^i7 z!HudDO9;Uy4j}3z( z)N{3{5RwT2h2X*c@Hf#)nOOBY_4@4qB~{dfhwb_3J=tV>b-23?LSv zH%$jP`S|!?>3AdF*yLm)QBhIY?KDgs2!<}``Mqi1kofp`_gbKESX*1GYiU{Zrz{?h z5z~wLB_+}S*_dXsE~kY*AU{n?Oy1bQX0A8xa~hXlUteFEtgURXFs}Dt0nQ8ZWih(( zQqeRz#sKy_3xgWufc3%X`AhJ4JM~Ox8arvR!cqXy$b9tQYa@>@`M3*K90+%_wHpns zKqSJEk&%fw0ekBg7Z=xFt){Ge!@z*HZ%6nAtuTR76#WfN%~uD44l}Y+zyGP485T6>tGy>3&w%2Lo#>BGCs6*mTdkEHIm##?9ZS z1l?Kd1T!0`lTQgFHON3Msn7O1W#qwf1U8$-)O>pO^PN=+8H~0tKiXYm<>u}_&dJFU zsB}ME&JK!>j@}2OBrhlT9J=ADp%hzN& zUDa$Ssx+#qszP;*-PpiH=rfcR3z~WTyXZN2}pX0CFl*=4Tk#Z*& z5fRa=eOB2148{ULcl{h3r@cP`-3Ay}I2PcT*4R!b2-|#xsVm(Tsgkb5Br?YW01$zO zIP>#oQ0aqCR&nuaO0EV$)OhIVPyq`#i!Ugr2lUf=QK!%#X!(2ggT>xt;BmhG^oCK| zV+O7qox$=lF3xhQ0i~Rw)*znWez&h6H}|pgxUkL83=lDerj?HjfXv}IZdaKOtdxJ_ z!3-6fM9<93un}2@4M!#L_PeVJBcr4EK#$$(;z)hFmw2095Exg255Lf`1d?*7C6P)bt9hNB?7`R> zog%|4Ko$bt2_=jHxBzsb@|=S>U1PGzT370!p`n((zPn%ET~itu79V#lSaJWYTYHDgT zdwYJxDEcd}UcKU(a)nBLhDoCj41pm4%drIv6x2^|`yl2&KgR*CPysv;;pc~JyPqC8 z8XdY98`m2EeJ>n+lBOnEGaDOjAZsf;eE8u&xV*gF9QbN2{rwtZ;^JYTa0ms5|*MJLF`WiZX0fjN!$DjORcp=t=n28B{Nx_TBzs6B$7$?rd8LT>yid)b=e)wH>x6fBW_eAbNsWj!rB< z|3nK+Py!N*97F)`rZ*z^8%V+a&W+nQQUZ0Ha@yyp(BbJ*a4jk~}my#UiKvc+82 zllEsrm{27Kz!2qr2G}OBu&|Iu+T#;6np^;C9QnI$V?1P06GMO9OOMB>M(g#P zHwh+i#2f&d<&BJz#h(5MEdlh6`yOakrO?U(+-_#zR?6$>yy4{KrKILFBvr}MtOJ5g zMp02wbLx%9k8_uX3KOfAKP0w+{I$WR+75SC+krAxtXE7b2iPzaEd71(nOAj~+96zR)7n4ikCWfNP4*;DB!3 z*1wk-Ow7PV#cRM8m~$3i8xaw)4@_7XC4j;o5MljKXTy!BmRmt$E-PAF(Z0v689lJ6 zK+W6>u%cXOFxJ=1=!xab}irrqIa0*J#eg_BW<-nH#u};ul(qX1a*wdQPXWwiKEj*_Ji79k2UpFz; zWQF0t1o~^pz~(I&Cx}kD-2^P(QFj)5_c|HSgcrVUHPYs}4i_1rBBQ0Pt^a9fZ%=gZ zLnPSnxL9Xr78v!`_ zbq~QAQT359NCbi@Z0hapJ%$`aV3$P;ki3ibM`3P+@R@$PI%@cUg+*lt17t7(wBJs> z&H&UsbZ`ln2LU+lh`#$JrWn0R;tzZ#L4X8pM+9KdN;AwufQJW2kkIbwx;92>RO2it zLxPXr3}yypH$veQ;nppZH#19j_tnrK6L~Tb3IJxHZVjbZr{?Fo0~yg&fM)Y&yb09w z=>fjW0)7H`e;$D$D{_rKCo?~OIJfWZPkW%d`1tXvn55+WqzK@3z3XcSH?!G6XRr6m z7XUtZfgqF)?s;-z1$N{-F_Sof*&;DYwv15It1g1}cZP5R8FINj$DSqVn^Z3tr*n<_@T>m4uO8KKkRTx)~tNW~avo zFrZ<=(hmI6L0{yFzF}cK>6}4`?7%F{peu*TWG*P@9UY2=hE!BXDDQVr*CZY6+Q>)C zi1r4cM&Fm(fU!YQOfpe^etuNN`Y_O^wG|6K(GH=;H`7G$NST0t_fZ|4dXtbamb0hJ zd4Wd6mIeZyU=X+r^j#R8KnhH3IP2MVYLhlViM+>BA=^ zYy&feF|gNk4AI?<8#kJ@J^fFMe9ul{?hQ=1fFQQsJn{AG*E$EIhI30xFlHzkWpG3L z8x8`q&QO{xq!$KPn5~HjW#!kt!X!8iJ-tw{fyNab-QIhXA?Q;;FF^+kzwiS=H(wdZ z1*vNRl!7#Q>Hh)8`d=zJzn7-MFph7vp|<7^ES2hFqLGs@m*xh#EwW~jrGhXK6paWI zjE!2GgOX~^bX#B-LhZtpSQAZ0RK&=+mAmT4tc*xq4uqmXOLKNkY_h)3=pX3%+??~C z_kEx5_u=_|BtVnY+AD;0RjWLd4Q-s&BAs2~&i!tDJ)}%}4agLb=QVo`yF8X9J zuqwE?fx$sD>VR$gAm zsvFtVkWKo98V!UCz}5$&Eg!*OTspGuUxfs=Bm5G4s#!Hm;I`yIAacZC8J3w&*qqLy z8Nf*Z!az9(Y9NLBB;!)Jap+@oEM8zISs4<9I8qm1l39;{{E@0%rwC4j*FEkG*Guyc>qRGB80s3L78#iGDDke+0|Q z+1F}?8nOpQu+mSv7DC~0f922T**>4ofLYf!FO9;6qHQ=Tf^(ifXQ1%-a%0q6ogp_N zY!B!j2f(aCux_k`kHCf?c7!6nQhfn!U-1LayMI|^BB8*)NCSdc%(b(j#*w)zzWbI9 zs!;%0TVpi3=SJ!)+xOp|1<0$44P7I0+(=2U^Rp(^>f9WgPQ;X3ca*2%qG#6vN~##` z^N-JBB)+Suv$Gg4ZbmHEfgw;7FUeB6$ytE98}_1tU&p_7I2;^>LScX{l7P7|`s!Xq z?P%jEYS@BVAu=7rQ0(Q6b#*lS@p$R-VZ=D`2} literal 0 HcmV?d00001 diff --git a/_images/48bbf4b7bbfa6045acd47cb01e5b0f2758d71f6ed8a72c4eccbbec98d3316ca9.png b/_images/48bbf4b7bbfa6045acd47cb01e5b0f2758d71f6ed8a72c4eccbbec98d3316ca9.png new file mode 100644 index 0000000000000000000000000000000000000000..c707012124e73c04da096ac4e4674fe12b7a1dd4 GIT binary patch literal 11019 zcmcI~2UJwqwrwFODgtIDtDqzW5s(a`0s@kwL>0+76d;lmBNDU#fg;-Etde740F)ey zWJ!`(1j(TYe;u*^^}oKiU;i=QV~p;$@zgn|_Fi+%u=X=mWjX4-^m|b#6t(=dtLiA! z4h|HGEN1sE_>J)3({Jz}5f>R<7Y%ze7q?qZrYNObE)F*KE;g38Pq>;oIa}J>@$(4t z@SiI4U=E5oUJS8&aB#<6Zy(+0IHk+i z-du^DE;H6j@s}JOZ)*x?V~_JBMYr*o1ROx2d}U7cc+^<&Y$pn(`@|Qn%skYMKUBoHxVR|lIQX!{W&BilT?f96425dA8PM`2 zggq=eI`iq%Q6#U75`l5e(dCcd6 zSQN@2wI(`{8qcIJTtIEMBR;EH`hVmJ=V&;33vAnp9EU=qqtAxdB~de66gckOUrDy{ zon1=Jz#v-GZ922pu2iWen8mFiPSQ)SEk#AAGusf|p{2tqCZ>Pn$Pua3{V3FaNj*kY zFvEBw+tdyz0{@VH2|kY?51_mktr1 z)rQZ~M-P75qZDy|U@il;_SWflNh+UfYt^;2@iK*5bK$u52tJcMiKSFeu#xTt#LM&!iAMCi+x1DV9OlwfrY4J~!`)-i8uYwO`<68Ta1LKP3_ zRk^siwKOym9#I{$S{Q3ti`!adk@!(bjy-?tL4h5COMcFy+~40{-P6;v(m4c!`M&7E zK(P1rt{5B~j6MxN5p7UUul9IQ%3!L4S#oaVnpyT&-pBHr2ThmGNFF(Q)M&|jes1pj z{AzSkS(&)523&sBYF30pX&j#wb&8c0J>MWinK{#2m?OD1#ww4g8ET2-H`g>YWNMa4 zOHF-IGi2$4YiVim4+^3g(Ii9pRz2vEe&+ArYFkK1_M@cTl_}*i_97d%=^@|x;^dX~ zwRY+~o;`aMl$1Iq zyK@(tuh5QXmrl15-1@Tq_~TSLX}YxMo#}HnP97d*jpXZUc6QkZ4<7vPTDsU}63i(f z5yR~c_)M(Z%^~JC-436c5^rp12xC)<6~B?8oz+TCD<1#h!{y=8QQ~Y3i_Xlq@dMd0udT0d=guiR_|OT!C+t9Ha$R5LkEC^P9IP>{8$7bt zLlpHO^LKolh|rrOMKulnw-`}YwMWy&dlmn1y2-P1*Z#9E|9w~aTd*=oKBv5Nt>lNZ zFPkLQ?%nKvyIeBe?ZLfgcSK-s_>~+IVmLDHeA7dir#%)~Z30H)sMXhVBrIi#N%~(vZ ztE#E7t_|f(PfN2L*MxP9uyVX4f}RN7weNWRg9i`J)MOdsjCu?0b)1}>{A@);M0yJC z<1X6vBrbour-F2dJj*sc(IbG0WIazB1#RtD@7}$`GR_Z&8&ABgVQypDT9FH6Vp!Rn zzfVr7si~RBB<5-{*8CciI9wNQT_3@xSLW`RaDUgOF{{b4!>FRr__&|gln*&$xir~5 z(V1iHHwAd{4-R(w@Qls$&K-_Zr!FTYB?V6B78GcECBd`3_kY{2xuP) zmijj4n$wx_>C>l5`Kz*ACr?TnKOR3f0A)$`nc~wXPZ#76wI+#>a@cDXU1XCcfe^ zOgE_s`Z6?|`tIF@{=4Q)v07SMVdBgx38cWFAZ-^Hm-8um<6{P+kDm~r5RAW$6_BT+ zqa!0;;O7^#Y-N*}`^<_-Tv%|?($UGt%)EZ(@xGUAw%^Kb05K^jDpHNOzSvELd62?(fK7w-nXDt2qc>0ah+23Wc zqfqZ#O&Y6T^ziyVPw+!X{vUsQTNC{Ca-c21QL^JuHK&Nk4S){AMH`2Lj*gD;@sv32 zt<8;&VrO%J7}0oh*w|(8(=%T$O)V`>c6K?tLjBp~T$_XF+C3V^2dfQ_FBsZF~~4wb8fLG13qfGyRP1 zt~j%nw)U<7se4PA>FMd;XWi)u#x5>-e2FY1!YX1O{yOwVr?aFo|5^ZWPjEUGkcKT2r{%Hgq=1dxOP zCkGy2%m~@bT&}A(F5LjWyQ#wCT=h~sQ z7sT#B<@q0_L?~T03%C6>UkS#z&+w#lI%!?v_ z;I=&8|6nJ7M@!y{tSw5f=Fzgi05d(RhhOwJANp;O%vbwEuWRM-KWC_AX|l8E0SN)N z>4XClE7%2Uwv{+v4~3%cK5;WyU& zWrY`fouS``l)+^9dX_gS3 z_;jzwrMt6L$MSDi?JZxQs}ptT_cijIl{trCE}Yk``s{xK-}_jkOr)i8w6!%XKAE#a zHP(||Gt=|U339X>({8vnF!!g%OQ*m54etCTfE@PUe(+72PSUdo$`d`-d{VyEcysQU z*FuY2ZEY=vjR|TGpaP1k(HR^;=&M)B7!2m73hd;=_;@$fk@`qh*mW?WsX&cLbN61% zFh=MbackRvYf@BDa4IlN1*HjwqtOIFIcZ6bLOrJ__nTYlwYOfJ=zwk<=sMMtB=pVw z%JXBqcn142$8J)6QL<+}hV5N)Fv>dtSP55XLXGD=L&h#0FoKb4cypbCk z7so3<=Pr&(1jpz*3h)%}46TXkV2tEEsm zKZ}aGx~G>(T6%iv3kwUf%XCak=L&n7w)@9|vubr9LyGangbuKr7S4NP0rbm6Qn*no zZlf0`k1^m0H*1VeJ7(lAUGA}{-V`e#2yPq^Hk+gw+9gDV?uOmIQQ=t(6r5tbK6orW zGgH&a=^eAzf?7kIR3F`ZyN1d*=o(NbSfE+K+n;trTjV@*=1kX55Bb@&!smJC{()r@ zcuZjUnqGr?f})|vqkDd*D$%I zg2`C>$g&x~L0TqCZ4ODfEOzLKnH)W*mk25$?adoi=*tsdi*vzOpw|}0f0g*>n=?PE zju~qzDEMn<8;oZXp_k9wn*<=XrPz7YYJFuElL!^10nF0#=9b?X<>=#+oDdZ3KeRwo zD>hS>@cPP=36`x{mavG3RB69m6w8TWV?QP~5BO89sThZ)) zgu6XMhj(K(*r&b8XVY0?b7jb5C{TzE(TEsG(+>YAgAbYaKC=2fRoOhM;^kHTn1(6c zcx$Z_lL*hW1pm)<_H6t2FCo0vajUDV9!uTkej-Z!?;H-EMH$e6)N=uu24BOuvZTU` zG_f)}gkcM=VUj$DqLFX8Ickz?) zr~oPf!UCQv4jXHoI6R2iRPcsZb1K%-jl34M185BFDlEBsK^wS8t@=@@t7_i)f*ZngLXZXi^ML!V$rNQkd2kz z2IJ&W+Y0VAIHr@2xm}x?|9N~!ibpB+dmlnIU;JNkbQJo*A`A?fV%vVAe*U7Heed{Aa zC5w1{a(ok3P;sV$lnqg1N|t`%1ZX;l@Ge^`gAjc9Lc8>*l!4U4V=BLM0rpUs=p`BF zP3rBlYQPGXjKd99WbDgw!(?DDVC8Gd_@~8g$nIsy6 z;*0fK>c&TK0X3*Li*bNs@)&%^p69V>1vx5(Y24krcjs0;8`X`Bm_s+9g^KNzhz|`5 zOMCZD9nwGTJ9iQxM9fDMwa@7nTz~oUCAhxUUjgEeGJpTQcg17>E0Gks%LdXXflQ#t zy!ZX3TziTN3t|8j+6i;^)`M zDVtN!zYhDNJLXRj3U5sz9`x*)nzZzNaMIbI>d2vUeKeo_{|Xl@L&U!9KwZA_d!bEH zZ<``f4vRv1Qr&*kP0GJjP}`(2aKR*x%0PV|>h*RC_xrfvqX-Aem*pYt;j7m1|2Udh zmX`iJiWI{9`7zeXC$k{WrP2*hR6U(iNM`vK!Xwa59#~K zE)57APS%kKB`2qYf@<+<$Kz{fmMPCdIeF$!Xo-XR!HPI1PZtf*5S;4HVb~zZZk$%hNVlCQ|!FFDw1(cH)`wZ`~W*}mp0y*nRRy=siy;5LFu9fSo|3|==_QttdYp!0uah^6C?pZ z;?gJ~du>or;4^O|Y;DeL zX@~O|M$apNR6WeVkO9=H6nR0WxVTv1+O-$GQ+ShLiDVFWW`^%Ue||6q-T{_nlV_C+ z+NXgrkmJtZtMGEK+m?&&TK>Er#0x+sgd2h6HiXMG^_ z<3|o3hH1=+E?x)_KA_^N;I6+SGs_N!e6rD5H6n_q=1~nz5W^JZUt2NxH{sZRi!VP9!THE)C~An z8kqL7(zKo>y|VDVDBB^YAY4PS;&RwzeODKqRW41fzI}Pp*RKZWbl+S;(mY=>@=(|U zupP2tDBhi(2pBJ~@dhG&> z&$?sfT6eB_)UA(?1&`xyzTd(63{qtHIlT`F!xhaQy(p>|2E;&7HV&<=c|h8o2Cdww z*dS}E1mXcsPEIaf-f#eUe&<`IdzqyY__O&Rk%b%Rxu{M zZ1FBcyb_bBiz+m!%C&9E*)^1qkZ^>FiRlfGq-2F)%JIr6SN&y~ii15SgsHb?X>RQ9t zf&QXR1fr{uZl|*difAdLVMpy1T8YFQ+@{|AXj6D6u>-<6Fk#Sl5(}{EICjgSPb7vF94Zw5Vkx@yehyploTYw+>$0eiRnA@iKR zY_kMSL?|8PL#of#rpMOCvVKw{m7sPZEJ>n#2z0%6h|s8+#dUF88#Cmw$E?s&^Y#3& z{bY(T|BasdEC1LzT=}HBzG;^}ou1AmvD9TUK`1Rm(mX6S9nAmN)%tAJERwo0asI=U zEC?!s#;71|N5gXZTS0W)$wMihMkD%K1FdozgVl0oh#r>1_U z%LS2j=*SUMBcBa)u6>^*KYBv*5DSYvH27@y27tp`$5O%>DXG3mLTTqZkeZ-<`Qj@P zueCgWGZ^`rL0>R~aDLE(jyom597yf@Y&!CutfsMuVyHYYWCFY!YxcpDhD0kl=aRAHapV_KGJ8`_SUndFIY zx#q!Q=al0;!F^JDr}p`5c^x`%;8vMYPOe>*|B>n`*QlNz zJ(B=F6^X^rahTgxO0sy2oeYVL92aK>*dbguzw))%`HYB2H;m#a-?nb$q+#1yTkGMM zylY><-ZIFWfs$-2ky;<1tsZuYL|W5vlX{r)-p;OAvl`v1JZ=)}y=K`48}cRU0xuZGuci2`u>-3LtQAW^wmZ>>^QojB0#6Rd2J)f4 z%jBTje{kG69iPpVFh0Y1ne`v{>CtKq_$Q8h7w%R1R&|wQCG)!uMe>h z6M`k3s=+gJNJ<((?V$1hnt?V(lunl@!n=|QvWUB@B7s2+pV9^{?{RVk9`4bJ@DU)d zqqEZ*{Ddgfu51wFc)ieJqNL}_8%#(D`XjXv2Si>lE(&LZ0cTovHqT8SueAj=7#{J5 zt8Q$*;xTeF0rw1n`zcmj=`qt(JVCQzz~gKP{Dm+}6LwAS3GwZu`Ujr)Ov6%bpgnbO zZ|{U&b2!K`@bQT?#0-IU%O2&_(`NTJ--0f43h0~ZEbQ~nKu&5v>}HT)(m2B!flXfp zw7ys%+>1tLDr#ykchNFuswK#dLpGu;0YaCo>3IM$TKaI>S`wF)#+Rj*>oT6R2pTi1 zq(l_PJX+AIJs|$e_ulXzxDN$3dS1zzhSESryTCDeZ*M;eVwOlp8Xvn#Y-lGDy1b?z zZR`4`!R1+!zE#OI6}*y98(=O6rfDL?%WtO@I~ap%E~Jf@d|ZUql!F##uEQoY*rEIA zK{GCXI;3I&5P^1V`DP==?OO|Y`$Ygs!TU+Qnk1|2oSbkriM6qW#!*IUdVy;YEqH7! zcJi*(5nRL5^)W~iFfm~TGbSH(=vjHUKJJoO>Gxav@sYLz=d;BvKGYA#U7R+(h*^bP zFf!;g_9_47O|peBwqT%MPe%i-5_zGjdt{j;=sKxOfRgtZi8SxInf$&@v!T<#S*eSu zuF*Pu8iEmpy||(7qzW9;TN!V4NON*?YnYlQA#42k^EDY+St~ekqgP-PiMT?`wliLv ztE0%wy+BbNv}7CCyt_DcwukW6iYLS3Z4)R4=;9q&`a%%AzHZ?Q%)hOlJ2G#%0^<=H zcOy{$F-QNX8B&7@LFE!K8qDb?FoJP?`1XjKoo5Y8rkkX;3;^8kkmegmFQ@>(Y<{ql zO2B1I6(ID`hHwlX-l-%+NCbiVd1!VF00Y@a#hAh6DH7>+h4J!T*ur+0s&phN9z#So z=xmpQM^^}aIWSgexaD@XG-9Tc0LiudfSY(}^Rl%aZ_T^vhgz5DV8{k13la#WZen%K zudjrKgdl$=hU3OdNun-e{Vripj8rh| z8iVT8S)L{cg5p6>cJbZhp`>MQhZH@g_+iiTa+N2}ZoIVd3u5WO5S7n2icyzX4X7?J zTgUR7D?>r>jF8aFV=b&_gUyevc{fZA>*7-{iU=<6wVLFLooSQdX()wZX9JuwPy!GZ zgSVqE7qEvF8-Z4tj2z%noQGL!L%LQ*{pJR#0S8&Er zVj{)dvH`k$$TX-rfLWqvAHBe5h~lxql53wACOWwL59R{`LPA6DoKeEwS(+wTJ$Jfc7?VPOkHVq>Sp zr8IH4sPx{^`AFE6Hk^--GfZZE6$OEs8Q!6dC#=0*JBa+E0YNS2BIpBtzE1CH^ZBY7 z#a!#}n3_gHmfHr9nExK4A{x&9bG#b?r(UqI56;kMBj7OF#jfSK;W{N~u5c9V0vycY zhqE=bmu157x(#4gM@op<{D@!~A0J1A#lEghpRHw|k%1>H7s1nqfg%}sDaXtQwZHH9 zJXCB|z;V70SLNiQ5N1AWQ1s@#H5_y69f4zQ7Z46J#(9%TUCNsJP(sTjdgsjbh?`*D zl~R;r>az;J_4KQkt7ed1KViNA01$%fM|!Mt1ZgD}R4ebVLSGfctyJ;WBd0)ML+&uU z_mj=T|LmM(J&dds3HbLshTaf*D*eA!NHAsELF`YWd{TGZq$k-8yk&FI8&M>>e@OYa gHt!#V^z&P&LujH2i78M8vL2MYjPlj&%QqkVA2$_MsQ>@~ literal 0 HcmV?d00001 diff --git a/_images/4bbd8449718db0a3ae3bf9eef978713e8c7156b4e5bbe581682d7c11855e6a3d.png b/_images/4bbd8449718db0a3ae3bf9eef978713e8c7156b4e5bbe581682d7c11855e6a3d.png new file mode 100644 index 0000000000000000000000000000000000000000..16c23c2217902da4c63834432fdccd10533a7038 GIT binary patch literal 24095 zcmb5WbySpF_%=KsB|S)|3?PDpbc5m$0wUc=cQ=xff|P?G($d|HNJvXbcMH;?5+d>K z$MbvN_5Ja#^}XL&=d1(F%=7GL?|t9*bzS$hCsIXOjsTY$7Y2h7Je5bP!C>gTFc?}T z4i@-JjX@j*_@9WojE=jylcl?tiK_+dnTflzy_37Wjpm2 zY3b=`2`_LcC@3PwiNOFg3pLm=Ffg{-dLNh_heel*^>=rNLAOT@F4*bdVE-inKidEQ z7$t`}7?XUxP9M1X|NdZn?c3QJE24|v+qVJ(1MidK+AlP!29`HAQXaPaA_Nb)vbBW+ zUcsjk#0QV}j_V;9crw{jyyTV^@mkwSTs#Uc4lgb#DFz-Mo)3Z!)TXAUl_s57X<}Z4 z&n5rlVmytEi0Gqb3niA`A%3)-uX6Ku`Q}@NQJVsT+xd}+_)+_5wQ$XghWI{=YRgJ&RS*4 zC@J9w++2BC^HVdkvfhG;i;EjuS+Q!`Lm#~ZJ}MVW`}pi&@#KtEISmI!Dd{I{Ih+=0 z6nI4j`_}BS%R4gPN|E~|4Gf8O2{3>cv>%EKM`vM}z++?@N969`l#;IJ2%Yzh57`TKyIkm3{ zI&4kdEo%}N?0Hm^F^IKl;_ury`gWKC}24CD)D zvF0+|HQ|+{!r^}}pjgm_Rccgh#f)b@`}x9ZE3;JG#a35=#D+>kj(r_PLE9CQM37^xw$n$e= zn=d3N-P@nbWMn(RBY3>e4O4pYf?luAHY^N}Ld*L)CrS2+Wo0bb`T2Q*$ie!0 zj+8cPYs4h`#_5wte>O$llL8iBNzJXScAcI+eG2ZGt(U!w znHseQpVYO~?>oP^K!>TRsePq={`Bc+W=VuvQD{_@;(zxf-NUm{}0In0}IRaOX%$nd{%_g zPoBU@NP=y~^E;N88Llo)-f{86lL_n|V5WGBtxnX9B`Y#Q_xvHR*GDVjim~{~YkE0T z*aZPIK0jL3Y4sCX3i#{rePd&_o5BdGrA034br3Ceb9v`vXYw68FFZLpUvgO3<5}2w z0S8ApInUdEkU&=u`R}Dq#=TWC;f2E{Pz+J{)Y!2xauTsnmvz}h^d&$sxF_J= z@cMI^z#D!&gS8AW4qWIKpXaT(T-v!+7op_CAzesRV0`D_-TDyx8_=9bf@sjiSR7>W zE@C3-UrOgovM>GP zORZ|yE}j2=U(^NtdCQID&q>?!#-`PgWWM9BzlWVm!-QJ6n3mm#lZX+#The<76Z}J8$;o-E#!X13WYOm&m~D zZaIeTqFmz{ z7ieuo_9({U2ReNd)yhLDCO_Yh&3Ik#FX>ccIM4`uNjup^Y3oGz)lnZ-=)dl}_bfN| zsX6?&dL>9#8djBWi!2!8Xd~UUE3yX?*v^0awz2m+l+e-F?Qr;Zw~>%GVzEHkp{v! z0_sqcOnbsdKc)?OK9H@^x~;!JHZ#VjSorM)~iyA*M|r_9Qd z_1E`sRra9l#ypIe~*n>@KR`E4##i=4nps}Pd^Tli@5LIZI0L;N=C-p7Sx-? z7Jvz=-S_l(QA;S4x7{pnTB{!wyrZMCuAa;7y8m>aMM2iQDaA)@eP)9L0wmQs9Og>j zLD@uu)l8Q?@KVlFc~s+)6L|-&E4iqJc?{4)pJ~-w9{7I#Gc~!p#cnA(R$L(a^{Kf; zgX!cjj2i5Y_A6B6Cn;deo@*zky7Tn`N7unSRu>UY0ua^~!=IN5;*doV97z?5+k<(u z9=A!xe-R(-A^=F`<*nf|=cgusfMwzXZG?yj)%Eo?C66gazH&Nln6%3w#Y3iEE`#>< z8Y?EFGT9dwHB@aMA>3vkWPrS1p`e8sfLb2b1@rilRV6)wJCy`WF zwoKH~q_)xOU^3tNQ76&ys2s!U0C!u0XiCS@`L*xwrkj8TozK*#3M|)G=Vk_a)foHK zLOrZZatd^DeWu$z{m>S%;N6wByt%&Gns4CtIXj41Suqy>yI14=9VO?y^^LJ8hicE; z6tT27O{ArzRasvh+}ucs_Tt64br(*{-}N}PUZ!fDtPAOIzN82alr9A?otS6W>Ha*N zf&v>B5fjtB^x1c`M7u&E6XFnRMPC;NgUadzN=p^E8^8l{73878pv0e$!DYdZh{^{A zKUI!Im$`RKu1kLe$RVLcl zIJv?$spfj?pzRWECd0fhabjNCGAeH;jw3j<3cYNi2J=AiOAwqo^TvYrN9s28l^V6t zmuQuJ*_kYX-?{Zi<6p@#lTuZez zd`yGgPt3ElYa1+kTolRhiT%e>T;^Pt5fEKwQ=Gg`pHIl|Jq*;X5~b`cr_ou$q!;)T!75EEc>6W&QzJ5{~mwNV>@xb zC`VH_^?3cTX)`9KPQY(*@z{BH%6ofM&cw>jF54aH5#pGp1i@fkTCh)BFMld3r3w;M zv|g~QsjIIZ9>yiT@VPx+@H|OWFY#pe+iFJKC~go)34^)~gjVtKM<)*|KHQ~JT^vnN zuZ-k)FO9>POQ@Qv!A@piXov#zk%EHhEav7kRn^E5RDrFVQ91eR)z|viO>5k$F?of! zqt_w(m1?j8E2(gwdgy5niZ8Aljwq8i29mVBTXJ(T)bo{ies63EI?xF9tdtw(#XdH7 zX-Q9XF0#5+1_Ovimofw|dD zL*ow;lnjq|rPF#(OqJ8Jq|%3nXmJv!l%-{5Ri@pz_|*J`fg?v$dA1xFXE$9=B}M~BjV`1F4@rmj#ZxXIevK(|n{>Y+gBI?da#}<} z0%*v4lD z%yALX0|UCZwSD!?DM;6)^|%gxc_oUHz^Q^d!Ujik;DvJfl+X!JEiE1g)U59(r9t1`(q|g*u)^L)cLnWdUM(z)1-VsKRej(w z3m?6u_lAc^Dthvhmm*zAp|ahMzuP7Wv`O(pKD~#6O2lo`c&#ha+0%21A#f|}HIxLY z1kza8IJkNm^c&U=XLM@u3B${t%_@$B9Yxq06$Xs3)b|nV;)2a`hgI1a0Pu}iUteD) z35mt~SsbH*6x`V!IkK=!LhwGG3^~3q(?^5I}%62`o6E+J%1()YOUJ=rE#?a8yUnuq>(&!b>$_+ z#jMri1gY`$(|7kwW-3kUP@`)GPoMXa)xUrzr%7i$Qg=FlA|Brn^=Bo7=%MGH4p5>V z<&1uO`D^o=H9w`e_d`%N^k}F!gSAS!0XXCdT$lY$PL2*s+uuL7TyFKQ2n^KG)wDxd zAb3>@L0WC@{H9*<~8el!!&~(6-h7_J-xTbu_>U%_ehE}gNMpNPE^U0wggM28PM@u>Z*3mghSU- zneYpZAcvQDi^&u7&7VR~5bC4PI$G0`An(EOvHwwRY3P=eIeLC2xuS>R$4-dLMW5_O{KnP?ZITG(bA zps5Qi<4-LxgdfA{7gB*2+XZ0n^nhf)a&SNhYjj!1l8vQ} z2nmg#eLH{^&KqCJE`JViQ%d;oX9QeqL+Q(0<5>$}2_QTjQMxVOJolcZgn}HA)7aSf zTgKl0q0et?zsuuZSt9UO`)2awTpEynnZ3Y1AtWR`zu2ufKJH~${}P4=dj&*_PVjJB zs}T{lPyAU~#A)~6CToWRr76O?58CLO`yR)1babQD7K*j@v+*)O@=z{p^^IINkN7^g zLJnz`gQ-G9^9@dNAT`wLIVAtOefzd7o|TOPKlL7YQ zD5%CcdpftjrV)H(Xb|09(aP?D%oddq!u$)By8aZ9}qA>NwrRXXa@DjAd4k(eT>VGmq!RduybDaG^#NbAeHVDgd_6bGd+k0Eh2YIzY2d z5$m~w)}9!RFYM-rkLrIZ%C@>~jSUmd{0i`R6K|uP&GqGJ#_)~5=HKPT1>NqY#L-0oGK!xe#c(`bp4A$KH>H%q>;X`FQBfS<^|L;t zI4EfS@4-|>Q}Nj{z3#?4`YF9fVPw20b#qsc2i_DGMtODANjX;cU@uXjXdOQJG)qYP zJjQC81Z7WU(D!!rjiLha^-jsT{~SO5_7uUBW{-EE!~_8~M>m+Ag7@IyKvR$J9v@$g zY!C;k45Gx-1q?20vd>X_)M%V!Z9}1JKs#M$c%WDF6Baa^^r6d zv}H)~sP5Z5AU11lRGX&GyNDz6()c$mKVj{8FQNiya7~dWmEAPgM2YtE zz!o6o=`=W|t9DLeex9rAq>Kp>;43w_sOEzv5XGiOI+;CY%`p z&Kc3s(JSp|d9SM8z9r6SeO>h1VYyX_(JW7;ePEJo5rH6Hs>}-Qk0{(8B2O;S#q85e zYL5hY*t~Nku#Ca)2+ikYCk#Yw4uGMVf!89+nUXPAf6vT7`jI6#+pTC@1AMF7ZA9WV z5dLx=hhTYwX*&Lb$E|TeTc<}*r&rcip;i=~Qq*ioNYCMcfhZ154WVmEOOzi_Ws+pU zc0k{l-ci)hrV^LU2h2t|;8IvYK>@TCg4(Vx@RpXAgq>GlpmAk2;S91R1Pei}uJYK` zYWex~f%nzP^a)=+I|&^ffws2x73bZ%?S;w31IXyUrWMuKC+~OEfem{l=rFhPz5ks~i?>T&s*Z9pFDAf96U*8~ z8kVYqIE?J#6hbknPh@dhAbPSd#;#p5Hscdj^n``T;^P)&jY%ii9eEv-WD$OsWw z4Q{tm-5SgDjU*#>|5zZ>{)|n}%lqB!)P{Edv!o(;Hs#aP3peUAa$n_iY3~p$AcbY8 z0#Qo@lzc6GF7t(jg#%HsB9qQ=h$veQen5LrlH#xd~&-6~Ve z&5_Kw>#M)JaVOj3*Z}sPZ>Bm``v3I=2+H(ep-F(t{Gjb7;PNo=23$}5q3@}EXlST$ zM=&NOuep583vFDnAH#{F=YQ7TtZlo04I_kRfd?k`K;VjP(CvKt4KL|nv*kowQX+Fs%V zYdB>@R8bKzY);S?ln;dTws7+2ALH;|wi#r#i8JG`e%8#DrXLxdpx`>+T%Fy5#nOrd z*I13L{m2Z&g3(I)QQpGBf9R-|ocgnq=)>;`^$!Bx57V&m+qu>A+vg|AfWFjg<}eQg zi->k8k(wXXX0vAckpLjqxgIAKJ2VfD1*g1_@l#H7O`^mcL zrMS5B>V?Mw1tktlUg(_zX~a(RH?WnaYw)tzIl}S4%qM@gWp-`38)zT^|#Pk8@CIB+t z6&0oa?0Z%olU8l%;1DBcIoO^YhPT?2=pQ+l5*Q@Id)J={+FHDyZvjkM3XJB8 zKV@bBP)i<+f{P^ysGi9sr=q-~06bd{u$&$i*+r29H8Gprb_b{qU7(n54zEbd;sk+8 zLM7&Pfc#%Tn5JmOnODLox&6 zh3Vjn%0eqiAQx_q06@+VcnOEN1Bjp(G%q=((mZx6&nLBc_Of1Ao@NIA?iCZT3m4g) zR{RhhagduDoSv=5^ywpI`6)C41F8kY`p(W906->X$)h|E01WV6_TPy8Br1w{!2LWJ ziPWG<@~J;^E5m*zW^(7>)=uWLG6n8{`;ARb#F{Y`pTvfj)9M30L2-hrsKAJf*m86i zGjS_HNBpvMW*lz|3|we*xdnGdjWyF>K6NcFD;)b#@f@ zIQ7G|eNN&<>EVl6MP4>%B)$E_$wDE$efSKLv~qFu-C!As7#K2nqduu_+>`ptQ7iqi zx7MalyX1H!flXy@&Qz@}0BZT<#>yeRtbJ-^ASrV&6>I>I0HJ#84pKB=2^?Y4L1!0d zz5353!hTIxFf~*X58XmvF?Ztj;71fcy2AibgrE*XMbO)Hc5x|+;qVAfFXIH%eD%k{ zFe1D!I&5iAPhm)vNi5SB3T9;Nsna(F%JJ@=cdM4p#`10p-y}8qus?7{^y`K>;=}_8GPt zkS^WKK@I?QM=!$UkJjOANS)K?FwnEuj;q7J{rJ(<1?BI4R!}4cRn!?+_hJ>FKqMi# z%yvi*(aGijRbImb?}#{}J$u_0FIM;@`l251@tz)nS05nHCPNbw#(zCxO?!jGCGWsR z(JOjI*hem|o&}&}lzTbdeg{{zkUp{NuLSBl*kz<|lagM0Exp9vovx6Rm6dJ!MIF;~ zzk_3_Dii~f#X3<;qwLHWFyhn?5!vx1zpZCUo(CQUT~|Q>A9yz0X$+&3^kS)X|HwGI zRlWl?da-{+dJ~#&U?Zur9!22OiIM{4uWPbI`*=ub*?6htB@ks0jUu9J$+2_;w0MO^ zM%nyG4Kif~8h+=R-pNvQK>F8$h(WsJ6#`tj?dp^!;CvO^eRqn0NiG(d#AWy`_vsyg zPE00?HKFS5@IB$P#d@zIT~I_Z<3#WFe+jz}AD})!e$?Ck)vcULcgBR zgoyv(Sb}~K{LDN9aCe)DLO6(XI3;Do(UCJGTN8;N!2BP*q*ZInvZU#7L!0SX%L5G^P-C2)L z|1kzBmH3)XZ*@T*|8#FQWPiRP2hbFY;r*GaTfhte8Zeiy07j*f$Yr7A4V1KZu&=xr z5>mwe%Pzc-B+vER7wUzhW{X@IYb=MTTmBw=+IT|=^9Fh)#Meso>fVGYu_(W24mHCg zzgueZq$r0N73BD=!xFGbKzb>YZ?69mfl8*6_rn)3k(n8toX~0{>RHNNHVMNWN~8wC zv)_D4Z-5lT40MKO!$f^^UOv9n^>y{_m%z;d@@FTcZQ4B-4}$cKhKvAe_~Xa_`edyv z1r~RbIpy*QsGH~4zs3M310D3d_8LuZN3HoQtBNjHr>3SL{Z`?=BLB*I92zXA^;|ko zDNDtyggEAB{1lk8VRmVmQ#h$>@A`=?c|+p}wf zXyMc3G7l$W2pH*g{^+z3-10du_7PHm_hvXLD~W8?@Xve26F}!4{*z@SeG~qCA7#M3RRoIXZHM<5LA6 zw*DmqT83J0(fh6h(pnI%3odzOoIizCQsl`~mS|bseyiOpU+Aki@)Rh6QFESUF!3f* z9|kz!n)SxY94>txt+9Fz8hAg-<1|YqEi6@vG>Ye9wOK&z7tVOA;`r?_lZVH;XEGqt z9HbAb`H}p!cWrA&{YEZ{l3c|o)&SZon0=|m@h1eTG})iA#&ch28#lX!}SB+A7 z^axg6Q?t6ZX1eeSi*U>k)Mv<$f!E&;g9Q>14N~*tOVtYt(&S z*PEpRE9t3~>+LxKd4O5*KSSc#<+UJaO#;2dd#9-2D}L;xH9rtv0Wb~LE8}u2M`(T~ zo>Uu}mHlHY;EIR4vcKthhz%OP@#zhLvE3I;+AHhXUGI;HzI2W%@5m#o)q$VCjNWLx9=-w`u564jh!e;%>YTrGXUxms%psZ zrzHQWEAov(%u}iEFVTTU%<&SSX$JhGz|$DTDn$eHre-6&ubs-ENHn9;a#@OQ{*{gKI^liJL#}Y9#Sa^Na>L zlWQX%DEW`RW4R;W=Qp+C<)1o+Z>K7oEWPKmW>^a%Coss1l`(fQ*Y4Y!t5e*;!LpGs zK?hVE{7auATDS1hS4_5rpP+-u)hGusDFrku<@1qF{hJrXB%7!bvxAhzN%93tOk-h=>Sfzq-! zNhYB+rw0cj>I<;rY?HT-JI*n?kRalNfxbbGZyyr0Oy3@ErafBp)L(o&Hp-ZUDoU5= zlm$_ZK@{q3EIpDBdu5ZVj9`rM6@XLWL8jh2l=Gi&i}L?`6oA62C=JVwaD}4sZQ3BI&>JvVp7Dul^U}$k~t7SlnA9l zIX;HyJyLwwhu`WP@ilmP1W0DLv^tHb1#E&~>8!#rGd}H#@(sw+c<&6i7wGwE&G}!z zW~{sjBdn}1p1UDKYLElZPp$DFko~0-4Te3O(LH6>`_Q2sR)ioy zVSwiHxvL6|`0>UITBX6RFX=yyed1J#%z*n(7eqV$X7%3_J|Lpg!-HI&i>q#)Yq#CR z0-s7%Rdozg(_aBp_r=B*S<4@Fj#AS0If|U4M-i_lP!WUSGJ63IPwVN$!h7fHIlV5c z>K%@~>`MV+mbV?LwTmd2=YORIyE8@qL@NLVK4AVDcqY6>#mvS#LN;QZM7@bKhKGUw z2I2PblMx<&WtdA9{jH3sr6>+=HdgV?3=M*&9roCjy__PMlM&gO;`#z}rt$bLDi}w!rvXiq^ z(}SxH{X{*}o^{*VnI6sCrLP+I-egA}gmLoTa|di3!oeX@e=v%4bz!eK<>J;RHU`G9 zm=OJ-Z|-+#uXx^g-v#*8_yQ$Zfb~Mxn9&UJ>3IgS%dTQ|rOEBw;wIob`TO!sDgYO$ z4DjP3VBVr^$Fr}dRPMhzkt<)Bp0NY*$m9zd+ufWC$#@P`vbw zP3?uN7RAQwuGbwrgTW3Rg@XpD{(y(!b%H!5U3rS$#ZO+l_I?K4@A9>FNksF;34KJuKkKD`J8t0|WcLwau-FT_MK=u>hd{5{OH%$Rm-PUwh_o@v!QHN)+@ej53RN)?nTtHFa1Wm_pYvDPEYr-k&EqWZwQmJfOd= zNEg}1;mj1Lw<&2&{9lSpX}xq!HkHkpL;w!QEp_@K^me2?A$V<5auU7wo#S1$ntzK6 z##eMi!JOS33d~{p4=wRAUa11lt!@Z*=VZs@z~SK@tPV-Z2wb8huDig*tSF)HCsN3n zVOYzM`rJV7N9PI8R?s7m0-ge-$4Rr4gAKde)r*~;A`lW&SJwq1cvug+akWgYllb!n zhvl^o?tbvX=tQsXjt(+@m6Ga?OMOFcaxU}L)w7%Hr~tPgYl{p4k5qa7Hb)ljyx1DU zArd?ZZbnAAl$fdLl%hmQQ0CC|DdJHe4)nH_>u>k>Qyv}nI;*fBkGJ}J`~GnS4I)%2 zSf+cq&JnmvO$tC9K{cA89|Ibml}2d#{W_nQoLZqD;wR56_JH{&7nT4 ziHXdFBG@t+jVV1fL%)G$SVzGM5Q;WvQtO_!I&0x6IFO=S*fv|dcTr4P;ii%m4DiH zDL;u~;bK<0y8F7@su_VB34D3RWRabbZnyzDnW|(bj@z#v6Jb2UG5*rLEa@3im;>HHAZUi3o3{6|vx*-_Wknb|KC6UjX$gd$(A|6QND zBbh4Ml{$gmx9WWkDt)fN8HWl#*t&&0kJf ze{QN`2UYm(bAe00-*3Qz*Cf~k@FxmN?shyQPR=)W`EQP znVzD3Vp0VG3t5Y)FeLzvA=O=2Oso?qmJp*8Ngh6myxwNzSgbEwIL@1|U+pvsK;4DI zCo!kAaQy^73W(F~J8w4Q{;E#{ei@W%vIk?0@0nvXoftVFYuxn?^WgydivR3m>Khn% z2W)t)v(03y1T^o(0*s9Bk~_^J9wQLN5Bv;vR^MHh!C(VtMqNe)@laTZTS~}oj!4~b zxCH{`{^<0y2N-dVfel0aNOFA2 zeUl|~OZ)uOtRh{>6b>UWqs{1~9v<#em%Tz?*%=TpZw>4u14n$YVBX%|8W)tHL6xYW zxoJs=zBAq1%4hYJZrN)S|MKwXFJd^=fPP$fj>Qvg^9>5Kuiz*7@{ZfG_f{~$_}shZ6k_*x+K8S3N#{0oQ)kc+|bfD8Rck6ztY*E$H3qwff1 zQLNlMY;$1~AWKqHuX3LkY^gH8{lfb@9Ml6Qq6ho4-%<%V z(n1G}_GW9a2_8^B^cBlfyPc^kQsH(ZAa%en4IW!{<|+AeZ%? z)xev-44!*4L2rqFl@t>s`mJN}y19OvnWg~Y$VH=!yf@9&M^|=hK_z$8bh1NHt(T`c zbRIVu5kvlWxIpnkeoHn9=jqb>qFR~o;(=1U z97v>ZXJ>GI?JK-6bt3Rlk>Zl-4wDHlqBsiVqOeRmiQFILtJCY#xv^#%6nqMJ$@Hsv z>&l)P&-hBFoD3V{xs0ldiT}v3sL93)06rEX?Xeb-fSIZ%fkr`N zbuN-~m1v7hh+I5ba2f_MsSKNG7_8F$P{yW{vL7gqq;`O0XdSr~y*^l7f_)t(iI3;% zz3QL`UdSlokum9eJn3Od9?8>w{CKC3g^9<59r&i>ve!&oKKqF%v#>Dov10#~yi@@S ziiTXw9%*pm&5NGX8n(s{8LwATIWb)G9^eE^(3x1|Jvyr#lit)(Bj^3~W@Xiy)k6HL zef_l~xz4}N`(!ULLEFGdLmRuJMw?!`fxbHZOIv}A*f(FQF!8?4j6DB$2Z2*p>9dF2 zII7KAxeMEP$rpq`1Q7BK{VVze$Ji^awv6}X4hgMN9|p`{QS~8SGPPM$^lj3lgq5mf zzADg-IDT<+t=7wkU^mnFLA)oP6n-KXf7H|YY}J-~*~PcHXqxdP{dX@t?pe?5cUlmq z;RSOG{;HF6wP${!;9LrZkMPGTZ5y;42BuEw{J9x~8G5~-;Q8U23~+bAH4EL|U04HK z^(BH}ia|MER5^xu3y%u>ipNlB_`t2`{-`xeKjs3p^QB6o5UCIaYP7D;{5u&V=r~o| zyF#@z<8X>#*=hbBFqUS!0_-TexDaRk=Q=7rV0Jpe@pNRLlh*-#adp!ePtzpQoQ5Bl z@%Or!`=SDDCAT){Y={#v!>%p?`PfNfuoQ2uX##tDvJKaJKx3|A@XvF(xc8tr1^-s@ z?3Q2c32nJ0*$PD8#iawx&L&u>4L++j|MWd_;N%5`$=zWm>{)MxN$;$NIPsdvPy2%M zqPN*);u`Iyfdl1npjgJ+ zyMRj+ukXz2naTfs1ft_}BuPP0M(&`WwT#V!*GcNL9-rJ771hdEb9|STpY7yilzAk( z#R#u7$U@irpC7!!9+YQ_vgvW!D6)w8jKMt&SL{$FlEnRb8P-@VHA zws}cj_am_gTo-i~a0xeZSc-nx8NNCLWOC>~z^smeVECclHW75_B4991>PFBSAWE>t z3=no!-4VtbrQm%*R-s(FJ2mUYNCybhyN$W5Oi#mB0W2801nox^n8*$Z*j33KNqG=k zec*Y}74Ncs^mRQh$3h-QFFbT*vX`M3pgq$+r~43-9vgqw{lb5X7x#_QS(uS}gVS>r zl(Ui5dD9d?HdE%Q=I^a*XYM3neOx={d9?k=?k1H}fR@!v7=W?(Q!OqxjDURItW26**5FK)We?zf7+kO285 z+vAmQUYyD*#5Gt#U&KFiP!{W0L)N zwl{k&CP=PoVgh@0>&Gx7n*?2;QYII`jM>!}a)Mn}^J~t4>ie#Zf8#7&bA-FO*wyrX zI$T<;ie%lhFLmCKMH?>IL`?KHX}N9d1vG1qmF0G_&HT$;+jH5NYvi0?)agX;KHw$- zu1s%HcHAGW*VKjwpP>vU z-7*S+EPZ_L-1wl@24CPc0eA;e$zSZuHBRyFi))MaH5k7AYxwEYD}7F03cjBoCvkNa z^Jw0DH3hf8^Z#R!Yhkr}NOZo%l)KQ#2+sdx7vDZ|ZU;*V`w&0F|Q+^mn4dVJ-pYZ(j4r2#vaWL*p~DwxozoyNSnPE zycm#L(uFEsf;Glo}X=H(;CmZKt>V21# z>f+|&!*ur&vdorZ>Ef^6>KRV^o(?m%eF0o2A8V_m0sFJn3L5>XBMLlrNDY=8(Imo) zMIUymr^$av3fNdezcuvn^H#n+cGb$(e4-6&A9m~6e(`mf8=PCovkRlr>jMIVBf+`F znOY)r7&@EX1~k;TvQDzd+TUDJWd>$hE;9J*x zk>1PT-DLyC@GzzS`81UAyo7H91ub%XA!QXhgm+?JMi9_iK56dc*Q}cV{;<@tAzoSD zpB1)%IZq6UzlC3$1y7`zxaGbVDjtoan2Xl8rVV)9KUOH?1!_-tsUa%lLpmw=>=I;h z$Y#j2o7J2(wSJY!_YFbE)QkUna0@Lh+~}5B_8Pw%8Eab;9+4-^S}xPOU%}ITlPGn! z+DY-`?gm@L@&!C?clIuCqtEWxmcDu8`~L=x2oWEzM>E)WaA9L&m>l!I4^NLQ+rcP3;+TsK8uc?nwsDgdZWW830`tB^fdrTtY2<* zz3cD**sDBWZiRS8UCoFurko&eSZ_HRvZb2=}rWK3=z1|PjwGzu|?tkmd>KXX6+Z;l8&m2)fJ^r<%=Bc@b zwD>H-4CmiA;{=@Lo8UJB8EQ_gYv0-LhnXrvWw+VK3R{_i#pxh6bNI(SB%_3DbSqPR z@x;ur;P1;Bgu1}L)t+;oCojD?Bf*V&CN_}YoGPP*%u?B!4&ZS=9Rs@lcM6-8jnXdv zYc7G|?7uI$s%7#Oz#(S1YMq2PD-C` z5Kl|%4fT(2WW4>w(%&hbw)s^5H`9~g5N6maT?kr&a<^bEtdMQd)H~dfTsIjsvsa9* zVn7WAvs`@HlH#c7%qoN}2I?oeafy=Vzd53&@(#R9yI1NWD1!Z$+x)|K2}N*{diefT zypUE@^jHsddddX0%E>`qXsv<4VBhPqI`s4>B~tqr$_?PuUf8lPbTS($u(o3yWi>B= z0lFV{DVRS2O8kg?0D?F;Q&A%4b9uR@g&bLd$!>EZJ~@E*UwYl{0UE`&}o`{8}6rlXo0Rbg35618>`Km>>N69+XKP zd4IXzjk76LgBbJVlx{s^`+kPISxuREp)k+oh5lw<5UR8a9E&{jIsovx>vL7gY%ZCr z_CY6-IyyQEwJYf78l2*uye51~2c@Tv`gactn6%%f8yS=wTI^9NHjI05FPfzdE}ioO z&I1_9x4wb?LMr!EW7p`x&rp-oaZyw$O&HE+Irs>C$p_Tqmt*iJEh-Y2&r67ih<;F9 z#rnlRT~(#DW3IFA)1!<7yd@pJ_l^bn8(z;1s1^9<6d0_cpCKOP*x7s?d{BInt#S}8 z#9Q><51b6~UJavo==xnA*1pyqRRse6z;MAxK zM2ZTf)42jwa}`tFC}Lc+o#245z7b^<-8Pc@QRddPYaASX=4E;9ZvV`>8LVB^=9ZHc zi<;YnupiHz)qr8yKq50&w@SVpW2+}0JQ&qAG(vOa;!M9Luw9se*O%AFh{zn>T5QD*L)@9-q8HD6kl(@4&&a5W=cAe%VfAbj)@_)Z(h zxLz4}6M&SF*^UD~n)#W}zCwib;yMQ+WOaQQ7#MfO#Avv<1eR}w02hdDrb1qDNy)B6 zTiXyg@)&S+QCVLv3;fc_>uhXnM<*v>zzTUJ3VCBtjgOEwwUn^yA08&$2cC9tOY)- z{?+)UZh)zZRKjAb#hY=~;C-#EONYK*IJ?b}7q;)ffu$5hMa6A@edBm$VxkVAkn{`JOmGOX0V!yDnifb3KZ0 z-29><>GcPbq^L`H0I{M%LMR2$cY6VdXiVK9)L7uMJMz$-JmkDcNR0_7r5!xuFYv;} z0%^KjjJK#B=eCYBG26&3T&R2bQfmA5?atK^%Q)~aQC3pgex{?;I?;qqn@hm`3q$l@ z05k)VF7>3qk-ab~Q5F#qS+nowV4%Bofildq@7GZx?r!xHQJM_Mxl-cOCvx!MK^|@- z3MMW*XugEkuV2rb>PzM-xV%c6QfLv@_7^(l-6vZgaBeXs~>Crr%Jf^P5Zy*H|OL*lXu! zSCyzsM&}F*Pwzbea=s<^SQPj%WQh;`jSN*y&0Y0LM&oh9;^Mm<9Tkxr6`d?cHvyF# z8|)~1IX)kAJq7+blhe}-3&t)Y?$C6o5DRH7$O;yWAAxp-13CI7CR6tvwDK7C19W3; z?PZ8=*IY(+wmK?PJ=cE)SRI=Z@3oM)E()Vo)w@Xh4zw*J{F=SJ97S=<78xkPcIMIk zK}neFYvkz0Jd%Qk)HW+CDG^aoNOD8x1Vi+bo#pz(kqRPYNcG|a%H!h1umAR2y71`? za#KJWA%8D!FTsW@tyaw)RysGe9AfkHf3&X*UJc0@6=Fiqk&k=vO|w0FoK^V!)vGPV&-n_ATboRZ>mMvTI3ks?* z4S4X|c~Voe*x1;(Jhu7cr%#tN_TS;mOpVSM9=?X~zpd**`(%S59y@lf^t5l^z$#kp zi({qdgz0kv-I{1whDl95rt)};U4mhN&SI!>At5AMQAi*cr!g4w@YKoZohmw-+3XGy zb?IXmhExQV%>t6@^PC!S#dO`9&`>_s-?#u1;|cC@oC)4WOjgHq&W%?4<@uj~vSH-Z z-Pc!3CfAoY!bl|QJ{p>uOA+;y5D-hSJGxmCi##qQF8|Rtr@GL!uKVlP7}zOr<9MSs zo2RCx@(b1MmXZgX-8}zlRiDL|#+q{;7<`#Bzag2($Vg7*+^i&d4X25j@m2?FMAPRm zh}fM$Fms>>RaR3oBUhUEZl=Q+Ck)6&=b^!8LnCVH?3~ud^hhQQIMKZC*}q?!I&5&5 z4QeJdCME{ldTvBq+zNOoEQjWuoFVXQ0eK$8RFB+$XGquW6Jggf-&xQ-*1WFk8`7#UBPy9D}81S3$I?gh{%mhNl|oy zT^o=vs7Q>)c1BB3aV`;Y#39JKxU5W6NJxnH=Fq`NXoG)Bu#q3sIPSkX`^1xwd93>S zg9wbs#ow)pn73f@4cocU)&h4Tn1xPD6rOTB{r!sx$Wxby6y=Qh%Brp1jrxW2HgPYQ z2ShgAWP2`_nBW@%*9yJX_?^j2bg7RCt{ihJ?X)(WCY0^3v4y$LADK zW3EMe!Z75&D*MFWuvr$Q0fb4a%*d1ya(&ArBq-|Y>KZorDeY5HE3~Mo=G}a8NEhs}I zx!`E7NHTXZd>WvH{YzmDeg=Ly6{B^SWr4!j}Lh|_W5<)fX%?ik85^n zToT67;z>srms0v5awI}^LaoOPYHzL0^f2 zytUVyKu{Ae3}j}?Hdsf(oIzYyR~P4~DIQ%F#r{0!^j3SMRs=ggc>@r2ARZ;NGthJr zhX~*_dy^roIMz#ZLslkDuJPQAkDy1BR&JAf`VBLO|1z!dT89j%XoSuZfzW&6FY=rwh&VKdC<4$i2U0Kb|)^s{@ z00}-qqLY4wd}Td-x&s7`{SqaTP$-Ic&BpNj0G4ut!MT1#;Elv#aoxAU4s~EcrpWu% zaIndtcc2uBqCwGid_wU;5hRU^sFs!%;q$&IVE)SqxU^!=?HYEE_aSx(&#DwE0kB4j zVhR~C8?79WSMy%BT^ugxXy^Txwt zN6{IPG+aK+66M#%-?-7A_a_?8F?t?K3g<((f(#5kol%onuU{V`!h$sTXmWr;a*!}3 zVd>zE6%M~uVdIJD{;7iXxz9~IQL0Upjg4tJcFY38Ii1E9B+nm9bc(pFvh>Rjarc|uojg3W9{=2NzW$5>RNB(@hNJs#O?-LJ95PBi(zwEZXP6kpYj!3;;6gk9 zdF_YpZbffzZyZGijal&E>msZaO6C?8s4~c_8%Ez5ogb5cDB=E(b!1w?I);sy9j}F4 zB3;WqRDuJ?p7|kQ!*j;mN*`Xm|LksScGlncS!G_cdl-|+1pRvrlgFcCY8Uh>QPI)S zB3(Y{R9ID2+hLI;C}4J;{|T-)6-|kzH7so%)5S09>Yk#*AU+R&&8?obYuENJzV`Uc zTgy2&-~p5dKc)WI^o)#~0S8dTySuwnDix%q!`j>J*WjpFS9b*(4FAaw;dO@hGBcN) zefQ`G9}OLy!j}U4#LGl|$ve6pHOSZ&mX>G+=i65VzP+kYX^HyhTEnicsUhtaOg1z} zi?NJD)=h0{wJr8kx(OPR)QFT63hGCZfl5tP)jUl2maYjNZ@Z_b=Phk>=A6-8J+JwY zSD}&EFlyjlv55uFWD*h*Ay`}q3LyG_3R4!hSBX_977kx$YD#HL`eEOW%+lm3 zlu6=kVrXcn78Fe0wDPoxNu_u4Sr~Z1fM*-LPbeWoxeusA%jea*ccm|b?Ck6W$-XWJ z1`RWs-MDTQ_G3Q2M)Un_ut-h5!8E9(6_fbJsxV# zuC9xeOmDfc+3a30KG}6k0sjy1BBlOz`sCw{H_Ky_tQI&Fipd zx_E@gBOb>{F+U!ECc&r-J_GkY5s@(md7?!^b;DRu5Uxm%csjDUn$7*b6R@9Irn0O1 z{=KC6=KQe0z7Wf;Tg!AV9lh9;rUG{|>XIPs!|}fR-aS4W<;!g$EGPB@tY2Y@?k?wl z$>zKGJ?^x+QJ`!cl$eU%X#tp0^xug5bhG+XEjhB+uV24<db`aTk{l%(@<#WLQ;m|B(SaMp(N4Tr@61(ctQ-z{9iHnO3KRfF)!F7y>-|? zu1q}tVQ|U^{f;Bn^Gn3U zs<9&x15Y<6Ong-hjhshepVEJ)vB>|Ti%&tX^X%C()z|MR6s_{%`79PoLRMB74Z*;B zW*)2cHX;*I(^wwh;~x+pdsah&LM9Cv+&dl>k?5?(xUJ&h;tIPQ9Ua5sj;KntJvt=` zFBfvBY1r>P3Cs=;@CZZBx`YPbEEXQ&c-SHQOUylHo|zqUme1Alzi^=k(~h)O82KZ) zr(^brhiFyb0DT?g)Bpeg literal 0 HcmV?d00001 diff --git a/_images/4ea9130c18f6c9092edcfbfd3d9298a271eb7716b3050b7debeea5b60ab82636.png b/_images/4ea9130c18f6c9092edcfbfd3d9298a271eb7716b3050b7debeea5b60ab82636.png new file mode 100644 index 0000000000000000000000000000000000000000..b1e460250865858cc8f4fdc64a7ca1a1ab614aac GIT binary patch literal 9476 zcmeHN2~bmMw!RFbJ{y%rR8%0es13^2i0qr)Mp034LqH6)Ae$@^2nGlcMq3SAV!Hs! zrqGHD%LHTzOXzNas9{GzAS6my!j{My*6_|ndtTS8nKwN(OTDQYsz@dGCinjT`Tz5s z@B7Y;K5ApN`m@cSAqcYi-~sG$1d(n+5UIKUS`J6pNlNGmW5PZM!U?36PuoaaPxA{e0^vfCiH?rnpT3}t5A@Vw^*Nk?i>$nGz%d9x zWY41iQjaXNyb)wuz(MTSCqq(3x+1Q>o{ac$v|-DIs0&uM7^>nLtl#dM0}m;`FT|=! zTjfZ(?>b+%%4pTgx6gMtE6TK1-F>$2rkAhsPH!t+8*4(+%IV$r_0_HPmdPL7P^iWb}D(aBx!=ZE^9;sy=fBckt^13ymLn3tc?-MBGJ3gOCsJe5XIWZ_jot$T#GM zY!#(6g!kz=VtbTbW}6dlh}_z8ajfvl=kG5VDdFC~E%dS9;#S~fB41#^t|eWA!-Tr6 z?yU+FhY3MJLAwnMYO12;`E8YwU`}uwPB&t9VtS^5jPXp5xF{@NCbOZcjX71wX}i39 z^&uv0%igP4Y*j9h*LLE}y{|846crU+Pp+R4Y{%Kz*@VNub3EcVEeBi!D_*}TQg&#$hIwbo{AOVD&&s}la<>#X7?E*InH=NGyH zY1Cimwsi9erL6g%Tp_e{ucnNWu~!=W8`jz{aS}E1n40dz;kS>TK8>|^iO`pf=`8Ll z^6%QrTa<`tBvb1|?Rb)?LVPk&3b}QF?h)}_sO+AGW8b?wUfjtG>GUhEmW}*ydAf-f zxh~U+CY&f&a0%DVW%S*BTjb}ILYB<1&hTI~BO@b>Jj*bxFdv_%iA1T!?Pz#lIrEZ_ zRNwtLJEtuLl3Quf&LtPlnu$3<^s~>e%CC7tp&Y#V|_Eu5M9qt z138NIblgzPizH<`SD3Wsxv21K;!Ov{zU}$jRaN)LZw@{r^LwOTsQ`o6WZ$Fs`})S+ z*08T>v9(m*dv#TG1xXB{gmJ7=GWx0r&%(P`XcB?)1+J%+K>GrcNuF5Yz{UhWN8X zd9*SS({yIRreZR}6CvO#ybV&L9aWmjrq)H}=A9EoTR7s|+S;sOzilyGi4eAUm?J4~ zy%)>@H;~3;%Kx1$e=&_do;bz})Iq{71u0m%2)7dkN9J<1#A}gzR)Qzv-0W+5Y(4ZQ z*AHN&Ay-x9R>OyA>~477w)UTMB7@oMj5M02mQBwD>fAqp=MnuFi3rk_=4fl%d*|<( z>feGfe@53oZx>r|iTDx_B9HqU$lhvBzG+saR;kj%kovvGN+@G@1EaXD%9X++vr%%U} zdLj3A*M=cR^h>Ix42JP$MMbxkhet+#meHyDeyf%1?8HETpz%J(n8*pRGMgJNpr3#9 z#LM5GO5{Zt`j@=FnxUhFs9P*09e#^i9T~kz@0N$t6IqtH^4rqLKF?O^AEQ%SNf}N~PFqzo9zOh1 zRn-8`RkETgMZ*_+>luQKSl8MlU3vh&hR@wkB9Q=GdXm>o&(Jfj^S{rrjWz7!3U8& za_fD5fl#HU`1ttI4xha0o3<9Ar)3=S&mDYLRMbbsm0e729g#w+k7a+l<+_P90ZsEv z$yaG4A>-{I&+d)Gn41to0hX04!i}axymT@7k<;nZfcaA;#deO4n{MB}ot3`|xrdE0 z9@<((j{ExUgIUA)LKZKl@+fn5eYO9&+`Y(Ed~f zl->Dt7AcEoU%h$-srm{AC*+?iu=u%r#l3#@P;BLRy(t~fV{X(xfAX>DGeljw029Ui z;ay^oido24qQ%{!xAd(=zU^!E_4SXPI3X|QlJF?dpZD=`gINdkrxI(HDV+IS&!bj- z@Mo#0W=Q{~P;2CsuRW1vQx~z&G?(00pQ=bR8#_=wJNR_8OB87c2&MwWX^9ulwpC&P zy{et`k)ykS!w_=cQ2;fbZe{1&Xme14T@5<`_@D!i_}*Qh-OtLv)1Qe)#V09R~iK5RS+jkEelJE0;zDcWvB1 z@q>Nwf+a;!_2T=j8xTEkX$NG0jOfBSfmil>YTWc$56KiX0Zm*V>7Go&V9)Rqmo!t_%A?*AG0M27+ ziiX-~GIx~*GuRy+9o@Z&F4UJd)fC2ak*Hme&4Q87Bn08*6|yx&ew~3Xzrq7ukJ==M zXI{tV>v;1=<|U%V$T+wdbL@5=7Kg*trkR%|4J}6wRe|KG2dK^~A3Jn7)kI$$eB#6j zEVee))DT0SA1wg{;y2#kJ6f$1sf*%*JucWT8%W>sRU40%+esta-CCvh^zY2qWWTDQ z@LF42Hvj`^>gX6;IPM-O?Cxh*{QjL0mnrH1VbHcKIi?{kAw5(UM{{(sxKjH7qGSks zfuQjBRc6#&K)$H^NW`f_ztTf!C>QP}qWs>C6daYte)H>unnR{s##5bgC22B1`(oHIr>FDxRsqr#Ru`b=6D_{LfpS?m2OO4Z=R7JKK9a; zw+(5$k~E1-cx?Y964w2FN&mNRn*aRbxBIpK@K_ytsT$Uv?;apz^w&g5NxPys#8+7? zIY|Wd_y;r(Pu`$J4nEGxc>H(=d?{^uz?Qt3&!W*b>3LLvPiY@hCXLj8g)-nL+vFC| z+_|(&rn}V%A0Mm3G)mBM!GK{K!@`iV*AZ7BDQ8hIu;aP%-o1Z*%?$)D{oKnN9Ct8# zQE#CdeZ{BJ}tt|`hdGY;djUrwt2+e*zmn1Up8(UHhtD~GB&ff3laseAM zN=r*i3_Dh%7XugIQ0CH=aF4cICt#uM3WumvYRKY(n4c0<9~~1Dvnw~7kRp zJGx9zFb2L3DZ#CdP0h_Wh@rqdKsI55B0nNTAI^XvXmr(i+6E$IOeJXL+qUk4tZGl& zSW&U~wO-?5UL!c03;h*~%tI`00<}U*YtG4}x1;klTv~R+5U-MaIO(e`;5#LjWoKq? zg*OT})oit=x}*@#By?#{-AD{F)Yq@(FoO8`Z0%UKPNf+pOmN?bAUMhaHu#{#6nVD_ zgrFej(Ap+&_}%8a6)GtxaikMP-09a@7VE)>HSd!?pq>U|siZ%RL=Ancl*M9hNH_l& zj)|TycDC3-U76%$GF9|!7(YNrtjKvWAE68k+n>!!xW&+!$Lr?|#bg~YJAkzzN= z{EV(Yrv#U@oqLTwqr`!@S2YPT~168o89OFE6hKg2%2%@yGwU{Nz{<${m-i zI`}?88@E|r%_a`|A)v0ex=szZ(?K-{>I{8{B`6Rf78@-i!@&^BZVB4Fd9!OnnmL0{ z;>|g8CyP0O*7INl#ws|6Z284B3m=Vj(VT29gP9CK3E@9^ni~_VU8;^c{dvsU^WnW3 zF40ob%X{h>VAOYm28g$NdTJjS>g997vViBS4O1Sg+-DoNr%9&xL2$Rxw{En3@P{g3 zB9-OMgyn#&LfNXM*G013nY=KGGU6rYF0}6s#~72vGHGIZIBqELY@jaAq%THirAL~e z#6qKns;mgUXzbo=YkKPo@+w*s@#S)8`zlowt`<2}kX~I}xiI3u3=c(HNWIRdX&0bD zH9g;NsZ!i^(TS1RJYqii`b5*~*Xy9;VLK0=XZ$FiwPdMPh`Ac#=F*B=mWd}y`uh63 zpmlL1*`QiRr~Gr&`W$G<>aXK!t7UdlD87?}Z$cC6fQ~1Fs>$MwkEbu1#ZrdBbT}x? zSDAme!V#uiL=p?v<~*A-;-+y!`0?!u%nw&=Dm@n^3yzhM3;7VYUTxCCWLp8{1!x?H zCl4+vvN~IM`aZ4M!v*OJzCs^bi@Yf}EwWoa{RQ;C@_KPoE65*Kw7V?4adCI-3%J`& z6vJZYIAYJCeGp+jbc8&h&^JgRYR2qcbBCDtaK2)DNdW&D4VEe@b8lI$HF2BJ_FK|! z@8eu{@UQ)3?Xq9_$-A;kN#5Sx(f#RUi@t{R^s-w1vkUfT0`{4W*Xq$BpwO9g4jXt7 zGG1rs1~-#?9}u<^NZMA_G3VfBa7iC!XUC~52(0AJy1Z=b=-3PzegDj5!x0rFKugv+Y9(m-(%C~d(`NW z3$uYbIZlJ{Lkh*Qz@u83$dOB*eVyex+Fd=$BG0o};a>7teRLKk7KL3=yTxZ>=xwkb z9!c)LdDX1}IEuN?OKB`7f&yw46|zVU3D~5=z6NsoKju|E&ut z&2n+vk`_ANm--aNq5Y27I`*nZC)-(gMc@VK&{AvdXu4~O5Gnt z>ZO;j$SCw#oVf@)ve&tOWwZd(hqC>MxvA<$$1+t_UB`M}(#eaGr4~1oepOXx*jVW5 z!`*KOJ;oge=yB_=ie`mpOF$!R0=Ffe!kgbx_DgRg%NpNRs((?)*#u0%g6|`=!9+|n zC4F`Fn>ZCq3sE4gAh{=J>;?&hJD+X z<^|xZ8$SKvhakunWw18m(a1mxxBQ#;+dgY|iphl0>Yn}iJBMO_)ci12jU3-uhMK-V zUy)͈in?g3CUS%Yt$x-HC3qIEM+XW$34vVC~>6S~mCAynp}!G=E7`Sa(yf#k&- z2lZiLL4A2lb7A>-eaX8^GARDYjV5~@1#8*$r%TJ|;WJ}KfjtM%vg2Pm@DSSZ8f`SY zQ)(S8x^6X9iI7DlunFBD4RwPDUptgt^h5h@jKmlA_Vz50hnYZ#;ePP=!A}3mg{dU7 z(7^E7mUQhFTRUg9&K3#<%qoY%^LAz*ew2oXAXo!*o1(1rnOe_ops0ap`x`B0sHy|h zsk$s{u~80_m1^A1%spMW^Qx>0#;qnU8qIpDsuIN5jtn!I_&aNn_F}I zpN#2=&S5)ZDQ;9oP`?NI2!sI;c=TD2rNTycV|mDI(0l>?zGR{zSl(=Z=1iY2te7Ln z=Zix*#U3lxD5` zl)!Q@7jl_^Q$Qz*CjjI;VP#&(0s_)f3euo-BhoG1Eud0@bV^G%NP|jAcSyQvgiUYQ z)SdhD`HktQX3l(_17qtU$qi{X;|A6k`2;pX9r#SDzJl@a@j)|?;Bd>OR z7s_j^$R5u0o~2hmKXJeITSOqq<(NOqVL*^aZa)J23K)I12Yx-3{y(_#4I?m);$<0Y zypi^Vl>CY@vOf{aV2Y=VpXI2Zdc1UXb!B7k6RS5i*sBCxCZ?v&MQ=gS%Ybwd_pPHb zl_9SP*N*NA;~$LFls;x=c|$qi$!G7o;YH=;h}I|z6N9}NUF*V<62?;qqJ4cJmrT2S z7p(N-64w9W^;aXa2?VuM8+^#+uiKeg2o7`oRY9O+`E@ja2Z4OW0OtLIT{7P+6Q1F1 zN6GRL_ z&q~;1#<5qV9K%Ccni$DnfJ@1><05WeYkq()<>cf%hj&G)IXgQ~!ZphcOMyLnEh{Tq>cD^k z_8jL-ZP)sfQ-qw&Cr#XTX7ltMS~S|u=MgS5W{LNn3W9eK>k>(0Cc!uG-l=VbM~OT! z?@vnWc6W0ts;;g+cYI1CAj$|qukXO|3ltJLC)xwCj^VIt!E$)wBb{u^C$pEYjEo$- zWWmeOzX*kf=wBEm*y*_PHsCV z8hRC$wVdc0_+K6~XM&Bzj)O13hqIo~R+%Xv;dOQVwRLqxMMd&I!icq8T@j^TxP%XK zQ&JwJyH4tKMw5X78DPLp{o-UCt6C#$C|yJ=c6@w1H=bSV0VM@^-ox&W?v>up@rulc zVt&8t?36RXs^3v~Hvw;=atD0%|36=ah{PsK^$NPWUQA3(umV#WNa1T~^_wzq-~3xW zGzs?6_0NZg*0VKMUWWq$N|EGXztaAjkXg3Mlt*VzK!#qo#jDnQC?kD8$>V96<&z?EBcE4`sL6V#tN!u*N^QmX z`1lYaLf}(+dXK%oq+$srSOY!lPGD9_(CwEiZRBK^rAW88%EUU-6ZV zP4R*UoNyqC`?;2ZYy8RXeCo;c+2J}nS-7kJ-?@gdNIKvG6~2-9+@cm%&v_9!ibJmd zrJKfE5et`S+$35w;bi*Yz)3?>^8^Jd^!ay+&Al zZEay~tp@m4R8}_mr!(C3Y&EgCu1+)44^^0wnp$f!#cANV8vg>92!euo9ryN6emmIw ziesIRULQM-3 zpyXxn%_KJvE^@j(L%(vES@8b%?45YdbI3|Zubyazdl*<+w(=a9OY}7sA zoEfxGnNfbIwCe;SVF3NG9iP5ay2?XKr^NeBv;Xu-(fdT=sFd+AWzOscKm^iXep|aq zD*WVg%up4AJ!$BRFe8UpFy}RS6`1T#47x0%sVCDkQft76%Y2cbQ+AkqQ)&0$`G1Y{ zl2rP+<0*DHf~=XH(->!d)C5VysP2@Wb8?MqH#aZwKm72GR7TTVpyH{iaHeS9o2ald zF`0)%)Ku?%$WlS53%~%8ZYy?#FHo+;MQ@nY(K};^e8FKVWpaLY(J}XYJC8~`MFKo6 z^cG9FwmUf@@iF6{{K55~F%u}G#7O3fC+`7tc&*RoSS{)%Xty9U%=QfL(EvR_74lMA z^o0qf=SPa$oVB*|>(*6ZF+HKl#1IRH-_dW{JLJg~l~mBXG;+#Cv+Xwza)}C9(mrns z@WP_qYDeIA{JI z41j=lNvW6oa~T?v9^m6jyl-gOHyCb8`Y!&zin++CC>qfs&%?FNZKLbPP$KH0#ztXZ zWYglr?tGI{)P3mFLxFR(I`|L^p?G7NQRMQWNV_B&->(WM0fM? zq+ZHnP>q|ICN`zN{s;~l^|CWT$V4iW80esaoW&hIi$o! z{BV6p>k--Z)pUb%0p&lT{ju0#48c<|)CNP#!7uirvOyaBL=efFo9B)mL#7=sjG&7Z z!Bat(jZby9GozQ^N=ubWOG`ntR<*M$y*hEY)=cHM8$BEnFE1*vOM2DRfZA@Nf`Rk*8`=uC{21Fq#Z49mPW{U*HI%$Ci4Sj`ZH^xw9_-G@84^{& zL1PE*%V%@5x}qgc^P&pfyBSIx9iRSL(!91ChWxG6fYqUG0=oa20dx+U#(pGjxG4Jh zKb-<@HMe>*b9GZKC^P|^X8Kv|G*TfuFKW^FRNAFvt8- z+AtwJlr@tPZAeo`Ex*r~-|hGwks|U0()8Q#!A>kqggP1TFyEh?G9w}P03KjtGG5kt zbTpAy(=L|;fp%%*o%DZ2)|?y%B9?B&R&NUk!6bS-M{Iky{V4ooHSh)=_@^*Ol`!v} zl5q6D!V4m%U1??^&r3D6Vhi~~x(o34v%zquSB-KfS_JXZ*y${HmAV2x9cIsv%rknk z$5Y`2Dc}8=j2>lKw<05cOD|rP2wUv-jb4g80~Dvn?xy`xZlI=t6B85{g6Qc=plIC z?k`g+XW0L?dDnpm`8q^(lW5DWUPn-it<9U?cm^lnUYZN;adGaLx|l?vfJwE|Z9nAq z&?T&Zd$x;o6E0#B)2KJtLa)Y77F!(|A`&1KssrII@$zaN0X5RjkB_{ zFy97q=v<+vNF}Z~K-zibyC&+^?e--lO~=a?nQgbGb>m2DlknMH&fnzi?vRm@3G0fa zELdAxi!jQ3VilXfX`p+w1byqP3lEEor#&k>T)g~!J-jGBQB(|@|01Vgv`b!tP7XgO zw3dLDPsiVA9b>;*iBS3@zxVG~_4Oz7@;R^dM;Nu8%-S%?0Tj>f@e*n_Hc4o+i>D1K zIYb&b;r$qu5;j&Cui0_u>h~Es+xYue-NM2G3HNxq3%3jyeY4&9L!IgU2gX?+x1yb5 z3(lVLY867eL0Jk?z8{()rtFKs(M$>nmLu8He#BTTa>mUbxk>WbN~>7?06E?1eFarL zbkkO;v8}du>%B|D_ljjvByBKL+^AB!6JwIZ6mivX_GWq8_@1qPVg5CBXr%R=> z!f0W?k^UJ|j*>bl8y}>U?*2k9yi>uhfoUqJW~%P8a=c55GNhXm0Q6Qk9mVq zc$VG=_$g{!m_2|`FC)sNRDmU=IVYQ3HWzl8Q+nONc}Q)<$&{xeB7Ba6*NIJ>j~S{c zDx;c1tAZ5*4#3M%RdQ|COP(-2a_xHayNWos3fmv4DMwHS-j@&iyj_o&;DlbM!0u7l z@5HFd9xLaIntmTAqV9N6doy5oqp4(nmRjv-@MK6|CEL|`U9Vt5WX9Y`_&Tj;TPS$i z8M^~8Ikb1H3|uTC#Rn$V-Kv|Xq5eg z8%yo(HPVkkaG}}uHWo!jkQx-n;n5dV6EP<~{aC2$=pCJ=&#~t`(0b&GbXY9N#PtE# z(}QI`q}F=l^$tQXcHjGBVO&qxrl{D*S3M=qx3W|1HklR~f4xb3JGa2_@b?vK;Y=dT zZ$_VkvfjTSKp()iXw$|D^P5k-oN|ysN}kLigTeq@ZX7t)q9z*aBE-+ZU!FJ+bHdw; zh1Wap;5Rng*JTcc6Z~lQZccCp;8q!EADT5HgBDi{eeccsRs*`I8etCGu14(k7SDDL z6y58cx6U6w>lfJjw6TtH{rC{WgLW!}FZB%@6OUsxgGClWx@*sR%Ygfb4$xV^B023w zz5RtUhBCV6m*GvjdM~c&Z{0FkU>AxFR6R*!XT&J-Es{}#Uu>rvxe!ZWDHRyJumD_w z^aZzKWKb%#&`rLqEH;bQ@A%z>TkiGtUWGqhCO&TJ)eFC+|6WQMFWx?zRe7LWmhy|hmr9^s{Y{m1rzvTTqFf(t zYY*3uNr#z#;WnrB>n^NTa6F!VD#h1eJ{OMKNZ-lKYoWcDD!ycH|2zxOazn|F&SutS zj)(hTn}zjmC#{F#_Ail-g2rwbB?k$rX|U&;Cx4XFRZdr_$0APsRc9;^MBL7hoPSs? z=Pt=JLO8J#l@`*2r1!lJhaI2m|Lyz2G;1-#JVg>rp4SD&5-91OZ28Qp*Abq_ye06k z?3&gs%@okM$$8$_9EI?fbKyFFeT0(Sf z_fm2V14mbVgT^rK!Fm(7ewj|bPjGeX8O$(E-}6D>LDEn!#Ur<6*IYx2m3-^496-96sfB=5P~83fU)y!l2|#+Sb-z;#0F-6+U%@}Hooo+_pGlG==k|at(BLB zJWXe3^Q@-Qmh!}84Qo%1jwwA~;8nG8S5AQZ!(5*20$5HF%t2sin_jE7st zTL15(&yk+Os>>Lak!}8aL>;(G3VAwm6Z$Mb^o(KLsSMr~_LOb9R#CaYX7_)UM=%hdxWGIZj-3*C3`Y>C}o?-TfWtlNhY1 zWkdH39NEl!!h{C0R}yr+fpz+ic?_0{4i#Udd#uT!2J#Jb6g-PViB$V89L#L3qWcf< z-`mZp;aveFsQ-zboA>zmWSYG3y#9K5rsNrzfZyQpsKL^pC|t_-uvN=xjY|JgcUP_scyvcnRw<%M{5kv@eWtwTp5lQygHstIF}Y@%0Kpf>>WQaTuklWM{fc+mwTI zBWV=nI6^zMNLv0wYKuI}A|crtImYvY-WC5N*Y&_KQ#Z{HtJ?m6Dp^DCk-1B~>*Bj_ ztlT;yef?^Tq?L!PV*s5zJ6$Jk5r3!ut%(XtW0XN=~|)P_@YTLQ~RyVpOn zR)zfYGc^c8G*{l%|0Vuht-`Nv(jf#++U+s?MEm-FH&qT3wNWeK5cQSezrTz+-Mp15 z^B&wB6f|_xskcvmKuHPcp#oXPY(AUGBa|0N;8grkY7>)_);*u-Quyss&qk1(Nqym}uu>H)sMSAZ1Ry*}{}^@QW-iaQkD3k-|9jwB( zfvr)dcy)H|TeGj|U;gb?-fQ{Rju;nPAts|aj^9J*?YOTbXy@RN$e8Z6RoEitzg1Y^ z=3iR=Ux<%6ERf{2GjEoD@&&pCur*V#^&!D-w)NUM{grE4S-K$o?Q}l7-Iy2^tV+Ob z94yQvG_5Xu@zmctHQeFxzw#MK7pX_H>sr3PEzt}?J3%jLk~uz$&!1kK`RW*+Rl zH1d{0^*drdo88?_2<}{Kr?|XNC;KE7EFm@7kVX3HayRBY?Bd*&ms-@5nusmZWAQ!u~AIP zb#-;t-BHw_JkhvQ_uFMi6uB{DkvZXwXemJWA)AVdi^u-XR1*?Y=XJ^P(oxidH zFBQelXNEpLpcvK~PQ?dnXbUQ{?FeC%X<)B2z*e9W;+{VfG47!?@E^fLziO6ODIU#Y zu|a@O-sJXgldv&P$#1pzsjMMUi_u@$_1^p?*0LJ~(fgM-1DBqK?Dw>^q|FQJ(?4H# z{r4G4Jxo&luEbkuigakO!!ILo0=Q;|6~87?g+1#=xZ-yEI4Kh4&NQ~Ja~GP?l9;t5 z?p)+ionEjY#C@dq0wwmV`_^U$yq{QY_BEnL2vO$+x~|7Ll<5CQT?LTy_>~8j=?gKR zSx5UC+hyA(t$JU@{<#eE*LIU!I;}KxsA`j?gClw5M%8zFuA&%hU3ak_u16zbesrf2 zw4M!ynKt*c9ipC#5!`RnlGLhfU?`l6FM=Q1&{*2Is=gEw^>4o3!|K5O6r7n?=IeRK zW%VZsSs#AcmEj-)oLmF1gr%O#ejV>I30~T%I++1fo6z zLc+^^hZE!o@e49J^KFW?;D5^n+K=*o{gQ7B!}4_E+cFo*LcH9?tAE5B5jKi#KW+BH*0C4?yyj#M+dGl2Ix;|TpCGh z(Ovgr`QZgFDEW>L?cKDaKNW#m9kFtLn&sI0mzbaKci>`{gEvIf`@~LF&K!_^oOv?H zN*SEzW7uZoy*+*EhrvQ61jDOw5rSq+f643#C$`shnJF8#!NA=UaF>V|hF78}1Z|r3 z$?P#Cwui0^#62@?E1XO8u}HP`YJ=`ZClh0<)=>qtR;@C8tF+P=JD3sA>k6Kn@@w(y zov{t)K#)VcNoNwYtG_TdSoOq$j2f`(YG{z#$0F%=m8+MSuWx`=vM$zM>g7j_0z}5U zW_Oybu%vZhuHx5x^^9H1)}swd>ZrQ;Pp9w~>2b&Q(+GV`@mK-x1NgB>vfbwI_%Q_X zX25-H7#^dV5X8Siayo;Wjh-_4YkRZwd*G7E3{Ida8}65JXZ#C~OTQt03^ZYj*{4n< zQMgXxaf!OLA0uk_2PvhMhWML@dIy-X4F<{zzV+%{M*c;!(yHaF8ROOQ&xUc|MFNHx zFd0S_&pB>${>!}6upQ6DXMEMikS7OV>(1`cd5#kfixS}EY4%L6DX8G9_MOndkAB=G z9&w}!t7|_$hTEGpthdQV=LK=X=BX$XGQ7Ii=!VSm?l`u88~BaauzJ4#OwV4V7FF1{ zPn^kLNWuxS(@#DV^w|4C_DK87M6s3)Vxa}qCD59MOXDH2p6;GOse=3M`*?abdZMj) z&T1tiV=_E`C$ly9`Qmje;8$@(_kWUlAzF}6d{Hh+sr*V!ZaYr!O$e^Iz>2E%S7cq> zL5co0B{dIx%>eJ{24%IZ#fvq8Mo^J+-R~r~8UOmKal5SPiS;-Ohf(X?(HKV8YNJ|Q z)I6)OPV1i6^<4qO=btM4`?bJgBO|z)F3yJhHMO)7+1R|UW2kvd-%pksEh0__2bEpj z+}y;Yy5ad@*n)pnlt<)(A90CzH6A|*qUZbl1XPBkE~4y5~8Y?iD<~ ziA~uM`xf<+RAnQS(tg;gAUz)g>&8Z!^WX^J5=ud#xnQvpP|#Cz4bDxlZnz`n?Ylq6 zTUm|2sonZv^EmL*1iV_hKEBwCD5^qGKUSiqrv3;74yC0N^=+4S>7HxJmr)#CTw0!< z4U|75@VRv+mMvUAvKo63=A$>JTEh1_dOS{ImGtjjAk-+cNb^0Jv9PwZ97f}!RQpEO z?Mmgk6`b7iB4N}OeZelAAo-2Tr6TKP`kUMNJ3sawye4a6`=JDE50oI$CHFW*W>AB+ zuG2A-C1nY;scgHWm0hvFlp=Gez z6@A0YvFV?Cg;SqWocyn@cbM@ome~0do`0Fqo-l?t3iokAw$DHSsxB@1(G~8K|87n_ z)s;jA!z0qb?vAD3PHJpaq<3MQSE?)IMt>@?G&9^gIvM^n^&>{bojy)HoVH?N+j)f$ z{%y!sYA^Get>n1GU zSBXLS!Gmv8IPJcz4v%o-s=n;vepV@uJvX}edhXmG3bEW3fyy$sv46 zSl{2DY|+4p8J*%o8|Nd~OPVtrF_s963_eORFv`Y-HnPV1^VnQir3hA~v}5661Vz&i zun5-8)-Li5n0ou~Lk>GjP&&%E|G!J%{82_uq|y`VWV8g#;lX;RE1|&_}ol z(W;kFx(j7wF;YTaykduyE}N>rx9Ov6bLtoU^uT#)$sYOYcL9f``U$stfd@-C zbOlEXEOwz?e@9f#2$#;l3nLM zPmjmd&@RDc(HCjepTuo#XE$M2Kc8=Ob&v=E|CYOtg++m|h{!*F4v4uZ5r-r3vZ@3& zw|&_Oejw-qDx5~we|YQxDNeZvqFD_jYtG2^-G+6VQr%j4n9rW%Ai_PTm%@F++?6Rd zrRHcgVl}6bD)jg;-^my!fMj_EW%qO)4hnBtIywlL$m@29i3ER4B|dSS+H3Kq+5ga9 zo${2?I*-<4LIJH2>poBT`K|Z=bUqOC`R5CWUn~=&R=NBODeb>?9I35JS;)B$gT60s zfe;l;EcO+YLN{c@Q87S$Q4H#+mrJ#MPy z;TaR3i+E=K(3K_rUqcq2*ym9UMMhJe{Vn8|}UTZ(LMUGSz-llWcX(mRL;qM%f0G(P^ z#@VOlmgiiZB;!Cbp+u!q`d|1Bn+6ITgdI&#H>R>k;y|?Z zvG`)m68J@J-}M)6LB`MajBhi2y~6kQHm=qVxL=V3tOdv9!HyzW2dC94m?_i0z~k{Zd=;N3#{u7#zb+fyD*JX zV?aHiq7%3_c_o@RT}lQuqaC(Fynw zw^LU!_JC;a<(uh8!~u)w8XF#Hs=xqE^ynsze=4Tto{%l5T*cw>_hG%h8AJ?C zpoDIV+Jppug6S{JpPqVbm)4I1$z1z=l5E>A;Q9ZSssJ6GgTH-Hp3{8NY5; zNMz0oH&6+DFe9fx%SC|Br%-E&PHw02M+!JkllBYnu^tHGr#lU}1Js-7v7>qS3&j3a z_0ZnA56M%5d8eoA+7=^ZROIA_G^Ro$C>AZ>d2$I9 zO<;%xND$HDqX{W*uF`QS_L_?n=Z!-Q=#$iEZVG-A+fvT^2G7IPAc+^Cvpo=M0v!ul z>>7{_^G)tH(-p=arM_3**ZG&*aoe3M{5OSlRJQ$bRzbY} zlT%U<)@!PY9&TWe{_9tjg{!u};VVte{4o{rd4%z|?5e8KS)&xyPNB-1>p#TONSmhp z#GD2^azCM!r2i2JF9!la8i)S3m%xDhh;fYmq)mq$8p8%Z7<_jVD^UQ|XlS{sA4n+o z?t)C{f4+uw*V+BfNBAPV(U|rV-Sa0-E3)X>WTL3{y)Bt+fMajm`+n1P&ar#*9jWr3 zw;)qtLxT>(i-?!f(jkN5*FNX~ilB=x`Ja`lk&DmStbh`4#B)8p0AvH3acasVfC)m& zUr?eY*>`+A{(^Aul0Ig*-0ztEazEOC{1UlX9tQK%7C-A%xuDVQ6$V1UvgQN%fn?rp zL{?m`|9QRt7=ZeL5+HAV`IzdwOkTg)vh9UMy^FHLPFoD&B2ARL+#qnx&6j-u2l8(#H|> ziAE)}yF|veD{TAO+gK($~>R271=~gak5}%#CSQ zvT!-orE&l@#eP?rh0}n5jgF0b-Yfy@X!##Vp*F|WRCbQf)Ko+@c6N5eA_*$g!1kd* zLO5rmtVws&vA3W!-Ra|%K@o&HBS|l6zXKO`gvu~za#Rf@?rk!Fp_+i6rm>_u4dh4j*9$G)_4$g)*?>D4=M>%+jP>Xf$eutDus+_J@H(E*niw8lLVk*%J>8owGiU;`AJcTluKTD? zF25`lv9sKBo4L(1uq)KFZT@X&uZb2E)z!(zzKDE~2bR0A*byJl;JjW0s?q+JQ~ss+ zq|BB;Rt+p<_;|_)fgF|}&3YbIW7e0j+ihoO2M`$$bjAb0@-Dnber!NsvBc;aHRZLI zZ1Kc)x?)%VD-gHRJr6y7+DOm1TzHRNlaVR!GC&+~nWGueT85sTh^%;kYp zEOi8bCS_KXwV$r&K%XGcfobPDEI*&QEle|($AC+-M0*)I{P9^P@bgQou|OdkPyos+ d{~xbc;-;$D+epp!E8r6$Ica67vS+V@{x335WNH8a literal 0 HcmV?d00001 diff --git a/_images/54dc2a5ae8fba2c89395490b69cf96c3aefab9abd7ce9143bab168a427fcbaad.png b/_images/54dc2a5ae8fba2c89395490b69cf96c3aefab9abd7ce9143bab168a427fcbaad.png new file mode 100644 index 0000000000000000000000000000000000000000..30ab2eb1567391f749284aad4f76e1c3b21c5079 GIT binary patch literal 30965 zcmb5W1yogA^f!uuAV^84(kUR_NK1E$ARvu2NMnFBh;)|-99lp?K%^xE5h>|zq?Hif z+}{89y)oW+G2R&W4(}Dt+54=$)||hZCrm?40SAi$3k?koNAbR_78=@RQ8ctm6`0rH zZ`2jvPQf3-?s5k1+D=yPPt9B{(NxXcogJLq9c;~Sds@1>**ZD$atd+sa@@9YcXxIZ z;o^Gozkh+#$<>;xYuP{>-sHOTeM2`iG(0op-%Ev(1-58tUgnCjQaWDgTT@THbS!^% z?fy#1q`8SndvEoj$bEtYCRG9=>>f6@(A#WEnnlHBSfQ48ZnI&PZ`0XZUV3;nmPuD> zHHZY0@j5N7_|U+qLf`$XSEb+ZE}a{X8u#}JyDbX}E%m!)<`$w*bV2yim~#d0Mi}rX zZ4isP)+YRc-&(F%Nss)fnW-Zh`N>%-ktp&DJNEzAU$FWn@=VaVVJcnN?NvnuH<8?+ z$iG*Vy+ENBmzQsnl7^@~JwBpj^?b%_-LFw)rCMr%Tq2i9EmKS}ih`fB;bA!SZ4Qnb zEGJ!9czB~iQOE_$gZ~(1U1Bj_;1=JM}EJ)1$5H*x2+; zOs}3_!7w?vR%28eNh6-Rx@sdWBSX$-gKukV%Xp-yrnY=E;lwN?l$@MQ#-x(`Y-p|I zOAYy_O9`+5@CU4*C()`ug`&in=>2E>0; zDJO9*ZIm}#ZT+l4oi++p-@I4EQy(!YAPx>>_^L%5+69yii)PO>7pu}=cKpmS7^|1X~gcwF{zGK z+Y(ZXdM*ZDoZfmm>4IV1pPpkkj6&e4W_3sN`Ms?QTLjj+VR2t2OClpQ z6muZo>TBxK;TvS<=G-l3^_+AR9FREW5S(%+6r6Ovf>u;il&r!;M^CT3`Jl#5S4&%4 z{M6WBmB@)}+LM)#S&czdbiz&8d+#xMGX?A}X)o-TBbUOX;Ndm-{@#N%PCRu>`D)c? z881E+IkJ{Gz&=&)mX7 z{PfJ*U2k`5-XFO?f;!kOI=V~ny7|*z%_~W!0Xb?JB8(qupG=VC4SqrC7K{C6WMX=g zo~}}$mVvhVqlnP=Xmf6JyeiXQugqA{%S#BBq%@fn*)hd+#+;?}m|VGQwk3mk3RUpr z&QE79Zjz8JuUQZh5J+igz$z2mpcII#wCK7?Oe_a4SC{x zGSs@VrC!1#KiHm1gYx2aG`w-h@!&(GW}f_Dkv6lmv^1HBJ4<=vo|0VC4Omwb`EY6% zTG-dcYxk@w4U)xu1*)tEK5a_W*bUEj-3sLBwSf}gmpp7YEb?N9&SX%^5VkCfGCDfC zkpjMnY&bQ%Nx)od6*?)WC_~V{(sb4u{MUVNZ;wxft}*JrzmZl`i(c_@bS!(N7*rc; zt^n_0TIYQEr=+?(`{lI%e&+>|=)CLOF#@Q9q&z%4oZb&HSv}$T{0WBLjHV-}054bJ zU=jPDU+K>f#dya4mS;y{m;QgQD{W*%fmZen#psAl`(Igj{pQUJyNX#{)MEXetM`#Y z+KN{<2YYy7mckk@dmAtV3yHcauO21j{giBf*{Budj|D?LJD5&=Jzxy3v z=X97%bk?!JU%ino;-R#l)B51QcUo z1^)YOzL2(-6y5@tzb3P2buZ~I*^U#){kIN7YFQFd6I(|_LbnSlWflLst}U}#I@&pl zGuk&wmo#aifU`P*oFM)G)?J;Q(Ekn2$Iw~f9fsRjj?PmQ&j;SSP${C>jT)xfcW)ex~4IC*iyeZ;}I zB|&UL?or%-tHs8`GP~FvSN9_Co~Dw68-~Iq=RZ4UcXF?D(fxZgSssgD2y}EisEv^a>RdTg2%qUWEUxMv1uZ5!x(Pu}}9F zJZ&K=TwH1qo!H8tr2qMZTDl2S4Nn&Yf^$=)IqPHCs|zvNIKyQhz4>=*>LM=lR}Bpf zlb#Gemo)P8gzBeR8ASR&Km6I~&5PC_N|7|Bz<+HHE1HRx_EPb%k>=q4e)pg6EwRzc zcGd&yvv_l_;fBZaUs7sQeeU8Bl=l+&2@ZlQdy>Gnos z$@R}Cha2p4sXNkIo1xEmZND=la+#`0OTQS=48qT^_BphJG8w)4QGarjS_{2aI1;*z zdDS@E?Tj4(@|*c* zwszjMK~6%hi&Cdqj$%Ao`<}lM8qKOILRTQ#w@Z&vwHv zvF1Na3Mh<$z7u`rGetSYK%KD7STq;^L8u+>iDrVULdYmeR$2KcwHpa$@L+#x#J( zJof}AMEb9h-92WvE)2`)@pBSv{~|?Hv0VUDIp-2Tow+K z#=7<+DBv{Siv;uY^O(4}(BdViB>d{yCG?6Dpx6>pQ>)t8u)Ms6LwDy+>1EU49bH!n zWz3oPHiL8ydhBq4dj(v>chd(wTprLF9JS%W@lSM-o-2h000+T#{5>O5{cO@us2fy5 zuPwTwcV{lnlQKk~Y8C6<@j2R53<&sS-Mo_N8=bG5w0AgaTIIQA)SoWgHuZGoVJw%- zAC}sQQje>&?Yc_J$_o=t&2s#~iDkM4$+>MLqgY8p-PT$DdY+ep^?7ZM7yVC<@||Wr zB~5z5$v^vLo~S$B7LcQ;VjCH|`w zJu`DbyWCZpkhYwEpX|Ph%HyS;gt`~(3y~l9BD?k9vW(e%zz9DNO+5EKAFz+en9sGG zZx2hC45Vq8>hDY874}#sVr6ATimf?MN@!#x$L<(3)$^tLv9+NB=!tXnfKIB!Ov87y zcwWB8pH|n^oesS4M|0Q}G}*^2>2(R#ZzCWdfRZmBcn|wxsiq@(&}I?P)xx(N8Cf|w z0xGJ$_2J^RiCQj^sl$#;As4#w@$t;w?l|UNmYN+#WW)W{D>wNHE9|0!iel&Zpc3<> z*qfe3#A+au-rnk1xcrVM+RqP9l%=IFLv48b_HBjVu`9Hp!Uwg51eCtVc){ZiOk!e<$jU%f+Hr&(h$nf5@9r~TTk!s^QER2{6L~v3EYrZh9x1m> zz3|F8J;UW>Wi|4Zh;eU8^nG|TLB{h&c(n>{FjV%AQ-HzsSIUgUNda;mineXx{q1VDW4_)!p(z<#5 z`gLSMZrvIfH4RivVABnaiLoBY6ptk5MKJL9VtuacLQDz)2Qt{*jBIS-J3G#q0VlR_ zSqA#bc4EZ>S=vT@B_%BE=Chl_L@&fYcpr<$P6ySVhS@#xqj&~sbIDlHV1mGg{h?8MG?+Eg+`YTEBkd#_Nti%`Si zY_+NyYH1W-!4m9U9><^)UfnMPqHi5gc`5 zGK5(&>wh6<`uaJ$Q0fb-D`h7x9~<4JaXIo$ntYItLv|ze1A1t&drk9<#Gti8=-%yK zIm|i#O;6EZpH3YIjfHAN62>+5*2^?PoI)uGqq(SgBjz*6E(4=}3n z@6iNLXiE%IW=9Uy)L4U9MAZu7Qh2TBUF%s&{I%)=qB|;k4c^41(Egf3G_tND6(BM6PBku{;p~~;M8q>j8Rg(_Ca@98 zKb^3x-XI#;z`YhX5{u?6KiX!Je^()zYL`Qn%`XW$-=l6@4%+I3w6xy0igDe&y?GUS z%#$seMha{#Br})voh=jZJm?gh@yqj|a-oLxxTI|48T2jstCdAhJSzhub(={Id4CU1 zb+r54jLg=PDNR+{zD)77;bMLJjQjC#kSmZ!{fs=qr~6iK%n3!mzwBXyv+VG0cz{S! zUaAbM%{Oda>&2Q;6N{Dp3?qe``L~hJ3Z*|Ze8scDd;hDTVU-n5e}$dF#-x^66+=>@ zXx&ZpL*H5VVwH5EFn|*_)QZORNI!ftWFW0mGB3S?P^+@nY(xU9mqcd%#5O}x`atW{t5ZTAiB@@S7?5lQgjM=hJ0 zy8&ljp1-C`;X=g!E;Q0akb5Sap$03kE$p$>8?1KMI{zoUy?jp1YJ8%*(NVy^-tXmI zaG%yMV`vRok_9*no#aLdFXa6{KN=CyOL5ji$w~dC8Qa7)@tTu^I`qziVVCsZHq~5) z<^kjYt60ChlUy&V^;Hw!gUPDKIy!qTjb>)gf`~9e=J%GpB&GCWy#R}^atKE;${srl zQ8gZXSB7qlYwbl9jN`c9AYG8mo-2Zm<1_DEq>?F?@-qPOiD| z+uQxD;T!8RR{1ik*E_WgCiEBt{QY-7XI_M~q1_w!nw8zWqEkMgK9I1_kea00u&9W`q< zXgHVk%*=8|2!eJDfsCspb3YFXx=N+#Q8BWy%^TsPNA%R@#&Oh1_Igy~`N;-{;d|MQ z`_1#FwAe-!COTtL%sgj* zi`ARNwE|1PASkH6VQ@(X?pK5J%r%yag0?Igg*w|Xy)gg&R*~o@717AA=sY{^Qj24% zVVj(6O;f7aU5AMeQOucMFW$aoD78Sp3diqWeZ^kpQZ(gy_|Y|YGY=2?)ozX9!jcT_E1s3i{g zHvqJBv*9mJuFTuBHgI_fxfYWqoZ!O-3%5EDVJL0|o>d+!uqq%A*43;MWP<#M__U3a z;l%7@yX}Nj>PoFpo`R!%@+j^Yb?veDE7f#6xnjV&VUuz$)~{qPfDQmZQ2zG@=V!+^ zM=dc6@fi(E^`^ZRa7>{8JK#Rm+>r6ZAa~JKo0LlU;v|Bmp!4u(bG)r$t__rmh>^;( z=tf_;d#sLMH4m-Q)e3G%lFna-RF7{%VeXxukiLqFjJyH0 z0v)hYl+0bNZx#B3w(N!{QiR*HEPH9VpOLm0O*OaMrBLy>`=;d#F$2e{eV8bW1RufWO;G0AF7gr_|zl)1?PnX)Gl(R~jD7ZPm_L!O{PI z)1UgWw-JE`;4f#&m++5xZ7?PuG)upo7L2n$3o+TekD`8s(!UGqd$nl^+ai`!3tjoU zh=9Y`=TH8pUgyUvYm@a=BZGd?)$my7+(jb7skJdtMTKLE>guCH3HZeJzowf&gDEK_ zbal4eOPe<2qkK;!Vxq{8u02*E2z&kU(jpHKv}wP6RV*y5>gZ+dx0VW5Bm4SPpwy#S zuMQJkzU^id`V8~}!-_|jOatmMb#*H{YFbT76H4^9v5C+XhTlO&tDt(&3ng>xlLZE$ zsb4I~9V45JerB5!PSaXP>c6MInK?OeDAatJoqao1;7QM9 zy_@o;MU4@;xDVgp;9$_JS3EY~Zh!y&ooz=K(^S)VtWK4-@EZ2&0kZoLhMnnU&Hx*; z-4d6vxqEA@xHeY0s|zFpRvT9g;6IAOajnUBEs{l_I)uB5>sXGSmABS0I{Xg&?O)jZFui-4BWv5C@X*#D#i~YVn z7n82Wj9?6Ug=jj~HL{~*rbR*OXQF)a8#cMs?mnCRKi|NKHePmy1!*T#7i-Cp38_|F z9_AB|8m@IRJvrL)9p8d#|9JIVj{DY6;%5Z(@;ieHw<gpOc`S6F}Qs?TIo1i(&e4-9%lLGuL9`iq> z3fjur`>vXC2f(rMb(j~w6)Fi$=9@cyW6$9kbCO1o+%f;NGe;%ng|Fc5zn6*=FWq%( z4QI^G<1G};^jEh@I1E02iKQ3z+)N(nZd5DkX%36M0SsWttX0rn&x zNhSrNJ~!EoRd*4I<3&Qp`Xv%HXe4)2RAlAl6TOUwQM!t%s!f|N1+W;sT+POuDZ#%* zJU7W!qY9hxM4w{F`D{ClRph+t4q~AM<=eiE*(ECIwu|}HytQ%K34*m(<`EW{a5paM4F%zvR*$> zx)B~5BX?mvfzK;dFB=yFzTolPG#J=QPp7gQDKR984NiJL?m#6OKxOSrJb?c|Uqh39 z5jq+W$C$+3pgK;++O&=cQr@TA3S(OWRGNnsBkP#g;ONWB4N_JPf4U9`=_>U_0(6mG zP>p$9=4C-B&-W1dnt&QZ9!YR;uw_PmP;09+lWJ=F@0q{>s6x2+;5ppCe}DF?;LKZ~ zPwkzZ=Cu>uJw0rLAL9}e6x8vE`qUs#gPxo|_SgtR^1R+pha^bvQgrF;g!&76j4@x;~d@dI&JIE#6%s>Ut(B#n9aHA=vqRv5jz>P0Humh zA>U|Guz~$HcE)Ve4B`8IWogfVu(E8MCeepdOthlS3|_x}Qxpt6Yl*Ds|4PKS8uoA) zxvNb7qw!}n{zj<8j4xmAySloH(PxJjp~7=n>Ws^ZMbu18Xb@^JsivevM@##>u#jbb zVWIwT%N5YVTPn=j$V5FkG&MDYLPGZ8R1bkvO&-Rm z1Wy3%GqK+Ljsaql2>LrOuVCQDpV}JI_9*G;k$@m+-u4RT5x1tnZ@qL)k1L)ek2}od zRye#rNJ+`Lkj#&;#0fgfb;doFxsgbiHdbYg7lT9DnQWbz1G3T5$mqxe*aGA{k1^%* zVuP_sP4qFAo=kigEPWt2ur(jRCli8e+42IN!>BqG*_DsK;PdeE7U>p~ls6qwz!Y044YmR?v&{d+5*NhSnaBmQB@toy$y#6Q5`;Hd8_>t0=TZ2}HN) zOBRkR*uGzNy*{IxyTaqZpsv4H>Na!C+3rNF0!(+HW_8DEOx9T zQFyqxRzPp~?0yuA@#xmU0imO#`_kVJDunTdP;Ml6P7!x4Iv>T@z9=2ZQgix96|{9G zh(q~fWg$j#geeH ze7wn5ker-cRzbnkor;!COG@ezSMwRqgAWcZ)I^GAP1~8|&A}|Z*LX)x#GUiE7#DsB zz=1S0@!OU2Iatl{c+aDcGFPy&Ao`STBVNNVS5VP<;q&mewGQ=-`l6DD4T+$cHJD$< za=8vg4H4<6#C?dYWmT~@JkXnV!(#|@bpW?GxJ|YUUcGf39C)^H3-K|V|86-2@QeLT z6=4CvGQ)A|<3rc^&!9_w^w{VGF5bhDjz5aX51{bPhL)@e2YU$jE6JgsLHz=`8$Stz z%DeJW6dj<^R(A2_S4iQpy2}PT2Y1B+2+(n3$qG1Og;m-s=42h!*=&Sz;r?s-@0+#; z*y43tA0~h%>!kz}&ifFNaz+=5=#TBsYa2@IR3i%QX4OD!Z0vLXPggz|QA@E7KQp9N z>Y&yMJ7fCm609=^==m`yO##|F#zV}u(1dP~anHV=08xCPGm5fYG#-CcSyy+YUu6;QlnvH5{vZF7TN zujCQ*sZ7RHzj1zIQRt*h92}ePCuC$~6crWgw>6}V%NM$0+?Ee)sR;PXys(N5c8fRw zsmqD@pYRPx{H6lRVqpKY#jyVQNUUu35GAX_7`Fa>VsHlfMSnHQurA*^VuMA|DbfmV zZ*T8)l=RxU4Ycypzqg)$(LwHgn6aj-jal}(XLGDRuCcLkFPteT1V}9OgU1`GZwwW$J+4hSaZMoeJ5&vB>Zl2Kn%}ywdUA80SF#I4cGqb-n7`rA~ zn{8CA=uv~`)>y++E)ZM6ejwA;wH>RVEj6lP3-OXRZZHivM%UnM+F8+c)wXww78cw^1eFSp(8Fqb#%TCZjmdvyMQ#fAALqMx8Q0T$*yG^X23;+ z7#vE0#cAJPOP@}+_lZORt2FNQuv@06huXi1k8cNW#6|wcJ^pJ6>txZZxr5vwKUo;c z6JCA>mg%SCWy;BA4JzF<8)}8n;=Cb?;%O4_5zmhIYt-DnLN#hU+v`oDD%EPtjKDWy z<(>T1;?Z& z+D#SSh^XB0+#1$|j*V^oqs(W#VY%>9;PssBLa}h`V z-r!uJ`%+3%@D5w}3tkirZb;k8GJV54^8&4WB~Y+)Sdh=oz{b|&#%jVj51*gCyhQpe zAK5gED=TIZPjEkOq*={?#ZfC951=yh;NXBqiRJP`S63cj&UaEbzdJvnM-Se)*3tV5 zvH(U445Q1bKQ%6n2Lj<3GbCFrze0*(~NK0Tp zVHI|xQJ%8V00?RQbuJ5K7s+(9TjNz2X!?tXHDXvf#KSkEdvA7wbHeGH*hTqJyOP&^ zRRax9pA7WtyA+oECUew?pMh9VMj5>&w}N;-(ro__=Xh{*#sB0W$B@^s{JwEkTL|8j zS**mA<=|hgA+m8PN^9pm8-(3g@u7G(*~C^naIDW)X}#{k zk60Vg?Daq}B;ts7eq{E!GVIks~8{kq6ci@6xPs$e6zsS35 zMYRMC@BHDW!*pW`#x1|s5WFz17D~=#38-Rd+zEhIgdFm0!AGTTyey-m`YQv*W40QR-ZggH=Ug5y=#+5fI zDTX8D!F3F2Upt{9z**}sT9E%SBl*noD@Zci*-CyFe}BVK&o$1J`6F2{)O`#XiPG|> z)ZE06nVB}Y8w%!npM1MCN~cCCV`C~voX8xDXYDAj3}h+j>grfjfZ5lC(YEHwYuQ7TW%r4AI>+mh+_24vP#FHG z0zXkx2p4~SMeWD+#0+4hzGaes4~8Ns1*3ob(1D;#z+hnsP~G^4(zNG~f&2IYvo2iL zC^>AtR1T;HO_w>(AUH4~`!Fhnv-Q z!&q{fO78aqHY>ZtMk8t!F)TGR1I~}F5t9W>`C}a4B%i;<-(B1JtqTC)#bt& z+<_jDx2_73c9dOM-QLTd=i+7j;k_-pZ~ax0cf>&TCZVPMzNT|lGtVlbb1NlCHMIGi zG2d3CV8gn30b*^X$b>dmyDZ4RQ#}=Rlv59QIpK_9Uw17n_YqidbyN&YG>=<@R#Nyk za9F+CP51iviq8)Na@|3Y>Q;8*)^XTyn$;M5xbj|%xJW0jGLgg3wfmG5M!5@2wWhY7(wL>L1lJA7y>I9RQ62Af8~T^zxz z5nP|{o8_D(hehZXX`!QaY>Q@y1lJLDXdcjT2B@FDfQ^fIdohyd$>5LrZf^|cVUR=w zgIrSKG$U~i)h>~&l(D@AEIEugCiTuaS6`WR;n3?3v0hqX_<4j$x!klkkhmQVg004#rbD- zG`(!mnw$0|_?x0m#WItk@C=}}JZ7y|zYh(G|IRNc*gxAJ82aSzn{A^Q2GBcERf&Kb zuH6~IrPglsR70a&v@CSpNa3STIIjIvnGoH=F|cQs-1}Y`>_vEn1v{{1R?#Jw(-G#n1K|GdJc^^2mLQ)XDJ)WtMbhWRz#P%Y-oN2jqmx}@iI%=` zyvFA^Iacs)f<-qg1E6nZ;6(sp#DmNw_It{6;z_2{Gw(l67Y(Vg z!bl%Htd7?45xD|T>Za?C!l&~Sdp7;DzQ4a`%01ZT&{O$rr9syb@>nJtNfmq{b>eY- z##}}H>ac2-gnxCkE7FkBK=J{xX2Ffi!0T30ZwH_*CD*;{o0VT(+69J0z8~@?v)YWM zy}qKHBKnjQ`1m_uyG8{!DTdbEk>mrO#2>VU`ZghRr*9%}@b%R_ER@t4ARY-l&Msp) z6)MC&ppv`h?U)=S*uR>7Pn&L^f=yujl$$^Z$trws7=OW=%k+U_t2$cSN=KU;%r<=2 z9SoCzC1QzGQT>z3>yR4!+UUKnF?2Lv`2GG!&rOLo=WWbz@vKjOF^(tw%%RLR?)Qt{ zAm_On(a{P>*lqkTksO#j#x-CJBC$Hqt+Buek>I0W83y9@uELX4=tH7n9P|F*WWB_1 zM%o@d0|PRIMnc=R+l{pEQ7Na#G)- zkxYM$|A^6{`T1p_Z#)D{OBal*HjFxYA$gdb96GedF}yHZ`at30{BKx9gp4K;373hn zc|$HsQe$5#e{Yq#l@*iBs~d3s(m_`NQ%c^%Wcsj?L-P_AHg*d56ngfw!8K0uINz<% z_ruML2XVpR2Al5Fsz2vtb;uL~dca5`blYQkP2k%av4&N}U9e3nB9eN#-Jrf9l&^&{ zF91WutnC$qB~+ke-dE$KkVhm`UW?AiVhOc?0Es&fK0Jn_oHUvF=8e|;-nexZpfEV( zdz-wVejII0bU{56SJsUryPM0$rL2PwYypz3!U1PON2ssP^1~w{TF0mUxHQ9L?HITE ztY$v>8!_Lc*cd9n1905xb$<1gitQaz6D1D|MI$^%(uK|_dX_JO`mtQPmAoL#d2ape zfJ0tkz>#?h0n6^d^ZhKiGk6rpLXG^_F zybyg6abLX$)!PdisA07Y0iiZ!|Q z<3pGFhY(QEwIaiF7RiW)^z5aoju(vHyx}qLUu08Dbb1b=7m`vw1?%w8zBrX^ zZEdZC4FIL|-8+-`wnyCfkT;j2Sn9~}Lfi2?f?QdyR8;J`|bg&LRWArD%#y1Dth+~4Pr0v7f?atJ#G zpCTnC1q9wiZ(L0gX7x<)^g6*SRW;k<6w2EG+UzSL4xTo>&@MA@atIzhhOi3{gZMpQ zW4n9GT)RKC)d~IF`Mp)Q@6~*{WhPDej#u=q72{CZL(x|^$a6i?c{D*S<$U<@_3PJ= zEPo49G=SU}5H%Ng@^jH}wT#36WUT;XwnWHDB-S+pjCpKn`7eLx-+Z=*?O6NZ-SY37 zkcvba{r(DX<;Z$um6A*;y*FM{?2A`T&cQlXkm&>Q>`KE_nFm`=EJ)ehu&mBT*CqCN z>lT}Cvt`mQkS+6GZ`UpFueKffw(&R5)Us%_6Qy5HlLa`-L)`oSR=K_OrMr6$bo1rX z+Ubw0yO29W#8a{JKMN2wCj~aCtuEdHA~w{thBAlwlTyQ~SEHs`(Nm6HM#Y5D$(=?D zdlJ_W)q&8@1|1+VAq2q?4hs&1U51KHHt0#=_RtZF;-H;iNOr?u zy7$q$Y!_27tG`Cc!++k%u;^yMFu3CY^jS> zSW!NQSqvF!zmxp2badr3iLxjk!XA>5mAwk`PJnK=-5k(vDD)8!q0dciW3l;0_*8?j z)FJ`D@mKRIHjgv9g7!CuXCp4>*{EbKPcw<8D-n#L)|uX^;AbjHW}-c=G4h6cM(*q= zxpQn@^myu{izVyhm88}5q|AaZPcZ445A!b!NaTp@acMCE@2ynxKzcsQXz&b#+wwKO z5s)0kM|E}cO`8J%<;1}MCP@_SP=d#{hy=~q*|9-<8TnXyZF6T&OOt5RrPTQW-CTQl z<8CJck?W z^Qqw(51g86+MhI;sDu11&Px&TS;xTO3rLCvAKh734-6JWXG3k-O#AW|BT=d*_boXT zH;^#mc!Sd|u1`CcVZ`BwNNVA|oSYnF?Lggro!*Essphatz2wH&6KVdHiNQq}FawBu z>0npdQ5Q|#9}v{EL!sUW{PlT-OWgxPmkYW=+{}R*2qE31dmdVlb`n^B2|(-pdpED$ z4$|W;$#Ys|m8;2032eK7YBYgVs956>m1@52NmrRaS;OMFF8qfcuELz<_uc7LGBO2| zs{<1P9oSrrpP{Y^rv>0XFlNU}ot*Rd>*kl5I~)2$K43`HCAhu9ZkUb6XO$K)*umEy zS(8N%i;P?Z;~>X&$cl_N`jPM+b{&;b*G&nPtT^fW^B3QQOMx}^TkG>QlZ-yxyuZ@@ z*}TRGY1H0}u?k}!J=pt0*B7UpNsrc_Tz1ST4xh(G$x6jdu$D{(Uk>SkwI!4A69Q$* zNP&=;frBGba3)<2v>9$IM#8gG(?w}xc9|2}7kGbzOg!$w4mtV#tK8!)mW!&tC#P`| zR(QZ4dGPVTc?mmhhSss6&eRwVr4)%nVUuv&22+2SD7+>BBRzK4wFgDVg4NH4(_O5C zy}z~vF5PPgxF$k#2m_#@*j$f>56MiZT3&z=!9%`Ii;)OHBI`$7O?#pc1NpO8J`RLg@y-xz~J zA$m5{QkV4~tluarz9`0W0;3E_rcsYcSuYLrr4BW7PD z6#e|}yi*SppOx1%9TF2gS6Uvghe`q#Z-%-qm2xfBH4P87mko4yg^v|UN0%(qUa4Lt_F-4BAv^z=6Sjr|n zO`OfM*Vyz%1PK`az$YPj=TX9=&AGpcc~O931H)r!e?Zb2a1k0rzs-uLjYyad1j1ji z=Uzjf8@~IPrp?a>1N0Fb7)P>%^yFmV#b2-#>@&3D;~*-}?KI5{wXYX=w`^8mGz9K6 zAkiIAu@i_2zxzZoQM)+@tql$o28|cm!)Kh5TF|{3z;1a%9rwRkH;vzp6b#qsFwyp= zRc{gz3nOJ@f1vsH-QC-0(O--pc+g6{X)2i+7CBI#_fJ@^w zd&%6~yjqR9Cv3{mdV8{7&Y$s69&pcW;pFW{r{9maR!%9PmT+_hcD(j@qm+>Q=X9oE z5T(lwH8Z04?_W;c%Kb0&F%oT{Z4-7!kE2i{FRU)vbp6~2@-yi+eK66F-*t7YH@6hm}@yhDN z2L>d`2xoPMM@22QVBA`Ki6^nc7gj&z2pCERC<)^6gEZE-(~6A%mV96IT;uUAPlO)k z%0+~W(B#dAmg(y(UX`<>RyW4WpixM8CB!z`_1cBVt;Z2)M-L>8@6|d^dCfk@C^T*U zG{P!JzVWk$9nxBs;B_FWgSJoZSoSkP>^vqAxS*?}N{*|2B=Qt9ue&|YqLbTs_Ff9j z@>7t~inQ{vz{bml^UAmlay&j{8I~b+0->gmG^bA~B_$>AdyE_}7g;h(N@gLccd)!- zLCO2ETj%P(S$XI3J9V|sf0qhA!oKT@|48XC#e^m}?M08s?r^}~aLGt6cs3YpaNlLufqwm|3LUQF*as-o{N6uC5! z)Ws!SYVfAkyie$biPNl;Ovv6h89X!YFJpO!Lm-~v%R@BQHwDP*}Da3 zS}S0!UV8*CEFWx^%{Sp%NbDU^n+-ns34?ts8csw5KIuLs3hR<6MrWbe0qW>IT`11VmGl(KbL#fN5dhn8dpA1A~7@N?S zc(!AL3ZL`4nYefdjtU&dK5Q;AuDFQvV6BW!*Lq_Bgs}DgJOdE}4U!=}L+X-Wp=CWY zDQ6ZICeKh)02!f2%-wLmYsdf~{vt#`9s{c?M1@b>j28bO9KGsuNs?6Iwt$;yv^i+D zA4!Mm+p<4G=w%-9BoKSb#>#!J0m(T)#&#TZn!(W0IsqY+z@?50qy4kL`=thM6%0Aip;@d4^sQmESRzxJm#$oMhK_P_ct83cX!%G8u?=qp09O=y;Z2Zh zT|#t+MT}DRCI)IJ!dNZwmVZpmdJe+v{Yx*TT|XXRD;e9x_++wKi0T1O|7SjeOUQW^ z4F-SK$1EPqVnrml9R$wTn!d7ZvF!2^AaMKnDfjZ1$MgN?f62wXxOGuFgHRQ&0JcM* z6r767kIElulou^<>lK&R<8m&l|*zzkP{9i0cldpOcoA(*N-< z%cO@Il~=W7&J8uH{1%+DXMMv9%m_J$$Dw^NWyVdM@iW|ZbN|lgbDd3=5vo3B*vV|` zB(AVxJYY<`cxkDjSm{a~bqMwIb$WUqAebV((o~%!;=V0UBrkdX>*72HOiOyVMdOtD zid;96#6~>g4#QQ$JBG&h3c57&38Gi8k?}+d0d)1&Yg5~!+ zZLPq+$kH07NfCnqG6jV;(djc0>Gx9T3#uWb;;mV!-S-deULj8Z(sd@GA0y0o>7iL7 zhse4$GE{`5!a!a{q2>#9C?9;KgfTxOg$65$srPv(GM>2bk*fDAgoK1`aq1G?z-ri{ zu#z;(?uf!|H?ICjU@;BByR{5J!5n5ApuKKDd%ZTiDOo&<#pT&zEdHvGVIVgTiFqRh z?)Rh{o|M${TE6GaFxK)I5*w4=D;bS|n>ME!NG*<79V)+8>f6)o&En~Hs6P zNv8KQIWW0A51uTovVzKg;1cMl*_a(8*3CW1Py# zMco?~1^f&1`gO~(ICbZhjHf*-`BdFvqF(B~(Gy!%gSm2uRU?$qpR4wwMkJTQGI{Rs zO=3p4nNZ+mQ*TFpjF9YN5?%lhq?jMysrFC?P6Ohhnc<2XDHhl*V@vXJIdpz7a<9*wRDNWp7at zah_n7@{$i>@GiBB{OEqT_SW>s`#hnNWOavjuX7=*suYD={_(!s^$Kc+39&p*<1pN0 zDrUb3=IqG{Ar>0qBESF%;tN9J8oYl0fNR>c*@X$rGp-m?3VOTX;{V<^y#)N zzYz@N@Rr@*l3(za>y7RWWArBMbPKtgsuJmS=5h^(g5lSxtH$yj(T1nLKCLq+?Z4Jf zOib(yTFEN7Et!RAjq=LOYI6lQtgt8#7*@YwsblZ14(3@(&`1(cQuYE_?wIe0ND=)_ zAK%7~WQl1;f3mCD>+*G^%6yA8{YGl_y-?EvFy{SIqv_FD(QhEc4*@17lG{D#J!bzj zVqK6+Ohm*D1`3>fc8bB)Uk2 zds$ghW>XK4IT4fKLF+8KKVwGDKkGnv_1f!Z=1L7wvspk*{CM-`jS!?nA>ZN$@-MWH z5EwPDa9dIH+@9765{oHFCStfoDskVB+mgA48a#t5VwKKV&(*%03`44LSAM> zB$mbEaD8|ID&IUfw(YO|-+(cpSu$?ag~IQQ7r%PT=(%PAlH3IROdlLgS`QX0cG}!_ z({B^x!9%KJrM?^#B;+d&5D(vZ_A?L8nmRIa1ye^a0nC)ji zlVsI(DuT$221H^bw#&5(aKU11-qtu*($z&u7MS#K@-JtYY}}XD5wgxVLMFE$wv4ck z(uGjh?9mN!py;4}%dAx2eDg=rz24TSi_I5BxgQpltoIvdAp$LuQAA;DIy+hKErZf za{=XLds94oU^03d40M`w56p5<^qFf=_QeY zl)$ zFA^O4$`alabdVMi``zwFq8>FZn!-}<@;QXW6c-qB8$CA1VnN;e#o|cX5~BadufTFB zB_sJe-uG;&E3EE*vPCP!xYw_nwTBW|rgW53i~GbkHi}W*Rek*GF)f<)V=)%2f9ePU z@$7P%lhtHhW#jR3S`gI<=MT%dTRTZk6@($ix;-RNx)eI{*| zCn3SFA(It{cnh&0HNnNTinJI($}ZMHIVB+)0wUW&q6s;tpDxaQ2P}8zJM{h2!NnYG z4h)1Shz8Npn;3CGs_b~YsFcY-;)_pbmd@BoY z?t)0p3cX{?`=s zlmsGX9d2~N4w|bkhw0AD4Z!DqAgv<n;2qKRUj^J^S$G8aeOA0k#3Bc~h^Z0~>`l9pZ|!&=5qD`1NKO;S=9qP)QqMA{d^kznDipwLeGY?S_AMzP%n~IPSn`gSTD_lgMhwQut~at zb#DtJe09aW!IewlYPO-DA9Ir>i+SH{dxfVUUitj&8(DdBU{~@7QW;0K+G!v5+9}Vp z5tnw4y`TH6kS_y*=DS?L>bd%jb^vP=(gGbeeD6UVhJ$*Q=&N_H1OllVkn|93m} z$ms{Mm6>qUOVG=ZM1A-{&4G75rzfISzhP9qucpRXd7I@kd@q5&Zr7LI-US#W$((>b z&cMKcID>wEVuVa8v*)M3R^YpbazJS0F#VJc^!7b`+Y%bMmSq2TbK{G;^p$7;`$06u z+%Ab5vzun2PLTUNw32?QHUhL@#SNBLY$R0x^tK96Li$R~LL@3r6@NI2aZTU3A(`7u zjDX<#&0l!X?n;bm!hy)fL9*C&XI9FwZtfaHaAB4ZT&rbN3=*q`A1&8EoQ$!8(I5_k zif5orM!*K*0b>;*5TJv!gCqmm=R>g=U}H}q_Hl!P4>RqnJj{G?O$f>;Uwio+szfa0 z2=dtbKm&vkTUtI#u|TS4P~Pk*Wxdehi*$g*cpnUQX~YS}ksqCpi5<0GXzEBX%J25L_9Vqz}}GJR03S*Gz>TEwClxKy)<92IWF z0r3H_Y?l)BP0Ts00NOAtmhTch$V6~MBH^VdKs0an z+U7o)>{X}LqUq~?@Of#m=>KT#%fqSM+qRK1G$B$lWXg(+(I7*S6h(?ihB9QRWQYtI z(jrr66H?|PGh3NTN~ThVRzfI}ObtRJ(|i8xz2E13zVA8Sf4=XJeH`s#t$W?;cVEMK zp4WM0>@%0Y8$5dM?(Z06&>s^tzy>_f1pPdV;@G4^WL!NY73AA$zhPiSh9f)FY}K5M zWbX=ylsorxtnp{1N9CiO;4dk*?P=25c&U9TK?=|$bQI_EC6u2(Xj?;TAJo+=nEDOqwfSxK|`f; z9vHpwzA(DhYts{Mi}fP7wDcmTplq`Q0G!<{&z5ze z3{A{DMD^X=YMX=e>6v$xN|m|ztxIk>C$q!j>C@;{YQf|c7*^0(z9aq(ofsmf7K$|M7Tb3z$m5=}gIfbE?Gpb~&| z7z-*LoCi9~5fE7_uc7DuF<6XFCh6U>tSl!X!52wV3%s>2Eulf0Dv$AEzubpe8h#_go=1%6&JJdecPvpws%tn zw=eY$pS{JhV59P2r5`MLw33*e49E@BRH45Yr*mV@&e!zR+VqKMZ}N^_#Yc^q{t@u2 zG~Ml!sCJBd-U3h=(bF*(%1p=u4zX?Q@g2U~FHJdabLgT@zuCrGmEDl@qUtKGERZ> zGq$+ZVtWS|3YjCYUfcMg6&(sB7zNJ#S}Tq}e_!-2pUwJ!fowtt3#Y3h*GFT{q)7n< zd(L#)F3MSxZIUwOvn#>|B3z!W-0t3O9FqFQlxDZ3q!TVn#QY4Y)zjf&w*w}Az{qzw z)$#S;Xq8r;XjZ3$tfJjy9C|1``-jSQE~EiscD9m7zF9GRbPr+9@u@U2=3HnmKEch zB3vzOy=HJke*aBg!>P(M;%<#es=BRNz7te)Jg>pMo$B$3RoBAw^IocV7p-*Fe zjUc&X+ED3C9;&1&_dL$r9AXGr}h85t7 zO~x&MmSqlt82tV|p{J+EdB51BR(yhmsXA4Rd6K*XDTf&O58irBlhE3Pp$@*`QNJ5P zF6qZpLN~-UPVFpvaIXx*!yoUnUlPuF@anQZ@@99woRkDyy-LF!J%dWZG& zU_z&#ra?RVcyFxlDuP;j*a5ZPr#!xb%wP(z>GeXrW%uqr%gp3=rVPFnvEQZb>s6K> zwlLelZgi*phaf;j(pJwxzk6x+huH01QGT1}*xvG-12o9A)7$a*((PUSW&D4uUzjxY zpneI=ymZx~sqT{fLmP)E5_ynj;98pDB*$J)5Kd$jnNR6GITxmnmxEzx8M=U?Fr9(M za$d+ce0m)SEgZ3_w#vsn7!zR5CareJWQ6N6WVA~M577T9oWhD6sO*QLc zRIkwRe5gdu@Qu|%)%~DX8~IVQG1b@!qyHvq6g+p&H%s&?pl;g>6#Cokt?g1p5y%Vr zB^fdtmk)&S2^hi(YLm|GdcbiF0B<`APAv(%qS_O7FFe=tM3>-=2jP@U!JPrJa~nTL zcZ1-An9qImsph&JjvFyZYn-trmGR2c-C$9O_C2J6uJytX4z|E9PCDZf2h)}xRPO5* zb-Hiz&6C>9ysqJE8^wg>pQxV^z@7HKtum`n_?DeutI$;vp$5~db`aEB$ z{DSy}?cX2tc8FS<0|K=O0*Z;U%{$Vh&2H%>MTH>0;?DEjS@T{kgin=r=fE1`lR)&F zxIr(_Ys;Qac%qlN3W8fl0`{klZpzy5tV}rWC`WV0n9QwLD?CT{kQps^_fqm6sZco5 zo0PXZy=&pNYR)mxhOcMM)iq`?6j5!(iGA<=%e46XheoJNYBBUAo2XmGZoqxQ+58aI)WQxLR+jp=FNPw9PN3!SL1+0@+cqrB~cL(#)}T`H0InUJna0) zDEfn-O^<>&clkhCh}fqIvZn*mnk4VZ^~mb$wnkw%lUTO33i(zrMSl=ulqWA9f9>hX zlTVWOC_y%|D5%g0I+NZuQq~)|0piZ(A!!AliXX|-p=L_akne>$-p_Vz#{|vIq$l$2oL zUYZ9IYR+x8f8cgPsCghg1wz8g@JI`>NJ@wr#*6@H2xFq4uc+xWddZ;8eaw^M*9r{J z1lvcmZ}-voTZqE++uvnT8a`6@Y_;mavuAT~_bF>?YQm(xZ-J~m^xK7pES=NRh|gle zECHOmF7MBvwLCauNNQMoM>RO72M%;Z;88A)OK;CsV7hYQ^SJBpF8zZU#g_Hj&^3Eb ze0h$KyvYBwP$@^jF^e0ENvL+aB<0Dh>C&-lW%uLUMSm#2jRr5W@{8Xa;Wu%-pl4x6 zZ25-qvMcQtx8S6;%+n)uipO-%GI%j4kI=ggy$-13_Xsy z?G(j{=>fk~_AIq}>6=eZ;{NenB%!Vl3?$SZ=AUlA3*UTBwYc;cCWIIP%f@|VMPdJ$ z)+u{>6TQaKA+ULUsFaQRtkj|_QSCT`WI$rc5@j&m6FA@_h=E^zuoqt6D`I`-e*Xa1 zkG^4+slR&D!A!40gY#FmX60?!HXHyhD19qSTq7StD+%T6Wj{LID6?pHzwf0T&@%41o~q9n=lL^a6XzQ)E491t2A4M-eQ3tFV%hY~HShwdWLv-f zIbk>h*`)_%@+0w@$PY8XYGCQh{Ji4zn zOE&JvFShc56Jd5UPrtrZOf&}zVHBPtG}RL^I8GbtC=w%PN%(I6P}2-jMWmpQU4nb% z2fEe%_I~%}hfe(CBT429kzjs_{=!?Y23Gm2Yu?3W4yfz?0|!o_w1jOb{BZQ(((x37 zr40&R$wxT@5IJdgwYkYTnEyWBr1!^mOGPg_$Yo5}74C-*cAB`o%vd9n(7ihA7KCx5 zpQ3bM$T$nmtNr-xQ2t?{{rb=Mdu3tfi$wXlk(@pFz_~sd#GD z>!bl=lu2P}MmlqWA1NYIQsIO`W|k1lQ*&}kTksA~fa!x|-(L>M*@Zxk(8t)mxyO#% zh9dD<(K*;@LH_H>%IAk}}BX*dVJMv*MKSo&zHVgIz?8OmHB`m5#IW;WCVjS_BM3I)k5{j8rJ3UNz+2Rg=3E zdC~#^2oVk9_P|?@4xo00ZOv)qQ21QKk2+TQ8-|#kH#Sb15KVkuzHlVrwg_lIe5hXN z>46qt`}3FA#7-OV-W4V~z(rU(N*LA6c+ipeVN&a4eWV~tZ-njMtsyYN92wK}r+jWr zD@3mQQU)f#1;Km|#1cmEqf_>rp!{@tb-HLptE49K1i~z-aw_M4N)sisl+#WU!dq=u zFPo;9PH#F?<2-A4;VrR6d5&Q&yYBJ_upAgYASfu9I0A(%&nEWwwb>`!=5sI=fin3f z6wGuQ|A0LN)RbgfSDa3TGydq>bDtw@0j~{dYwg)<_ug zZWd3UiUP0+0K^30G_d8I@YJZ*%ew8$&YJU^&hJ#4l&rllNeAA%AF>@8OcB|gM4iw( zynd{tQWoNvuzhK7pHoMdbFba;`okfU{j`__;t7Hys7v#9@(n=MlhQUqRM>=p0T^V} zUT}&?_lb1JU3~%OwdqcMwdjMdAXT*BSysVFcCOhUrT%#GwqoLdm={efT~GaH?k_lA z`nK>zQbTzEAkUWPw}Qi%$&ex}Urlg~Uo;1tc?RD&sXKNJe?y6XcKU+Nkl+^<7uVXv zHX)0gg#P+9spwyMt_h#_&rKGED)`B2OLW(hYDwPlk<|h%P%vXqfkXxKTWZn5 z@CA;A`DC++m6ZtbNF=Zb@NGu1`PC+Fxt6BfbJJG-tMjYx8M*_eBy2Mb`KTWr7Ca#- zVt)uJy-9>}qd8LS;t&siyDKvvQ-g8@AfLe^iEUlzAO@V(lL)yFS8|nK>UA z2oc&3z0KVa*ro3up1Z7dyQ1XCSQGmtE3SQ45)sa6sT#}4n;o9;tQaVVZTaFaS}yVd zazy(Wm=gs~&7N;41ZFDWC{yn_nE4EeE=pTO1Q{9wmiubqn}r$js1~qjLT0|nJ;6=u zm|I7iwBs8ZyFHnzR;O3LwMpp^YP$zIB72`i9ay?}^UWkgM5wTtX5-_#ChD;q@<~u+ zaakM}&PtY7je}EBmK)Y$mWBa(X(Z>as_YtY*C5}JKUq|Y*VbUL^A5*B8#fCGnn6&l zQ?QQ)0?bw!MKk*AW3=7V6RwRASPj{;rq7Rf!6E2dWs(kT%=2_jKX~&>ZVwG)31 zmo2`!81b1W#zoREtDP-`XKUi^x%L!(W{bYRs;H(adtr*{)TvYPpV`%-;TyjA`bn~& zuYiUI%JxxeC-#2zFHKoG?KqV!7B^<`R8{C@?hyAL5#P6ryl7dCdmW{@jf<`y(Y+&0RJ@$LD>u zz^CqwmtG4;D5)W9VPO8LiBS?VsSzixP#)eN_e-9VOum{yZ{?-R6_JJ#HMh+e?8g2myPtUf?AL zn>WahZVsseiXIdc^u*bISBPZE!HDyU6>Aa{ZjnM3876wDFo4Zk8s5f!aGSdp#e5#t z?4uqqQ^DiAtV?H0U4w(0HL1bxS5(*3$ewL4klUHgmU?NfPhjCB$QQUxn}FL1MIAe< z208K|dXT`|v~_afW()KN+hguvm~6eO&!e0oVQPeJb25E|%I|wCl(|LgAMTl23d|ZS zEo4q?K_RhBXU3JUDK0VS@y07E-oKksjmc?khWY<;Jd%}qSP&7YGAk33#x{PF`dXmg zuEyDu>8YS#81K$MUyiW|LivCXoKFrv2Asl&zW7`SIDS_#aC%~uIP6ikh)}Th0KISTMG)3d8qme%r?_eYE9sjS!Rg+Ir?x>N5hky! z*kv-RO;%oDze82ztq_&%U$givwK`Tl0gYpw1(WtsVe)1Q7_p=a%k;`C&4<<&dMN-q zcY#gz-#*AJxK{)A^i#PT97>5d68F#Uva0$mM~BVmh>#u~l^U}u33_M1AqgCoKhR@c z#v3OW4(vqC+m-A*KpvSjMzV%Tu{zF!v+JAoH_Q5i3?)%WQpjf#J5q3|W8_lLARYm` zNZFACpCvPA0Zai?Lc;Mk29Ap4{_VkM{uL6s?%DJj?sG?Z1J;ebw(TzG0^GyJcL*1{ z6i%vBC~$`L%CxwEH0+l25Z6xfW~C^0V|_)HD!G!xRLX_ncJ>-O4cxF2Q3gXtdDyT7 z=A<4yfjc2cUBHKBq=GSBaLcQrOrA@6 zt(+To+nx1z1G*fatu(ITP-E7kho?J`i+>xqz0~22DaYVc$}AeVEl$4wVdmCsdKtG$ z2Do8peoofw{_4tDnDcZJ6d~6RM|xO~&`7>*N}P+G@kT2|oHI&GOGArSqGLx;DFn$t zgpz1%ltOp2I;CLt8wyQa8XbyOdOQV}V+wJwqqkm((S84y)8S0)46Fm=0iDD{;}Q%S zv7);8f2rA}kMq*EpWSwL+pPgN9i2wk#~i)Oft}W%&urm3-7B{&rQ|d{;k6DS&`>Gn zX5BV*U){zbVwZ(749C;0WfG^0ef|0&vc6^VOR!FcB`^^bz-W|$gMvm)i1(hU zQuY@rxp$UVZ4rm7I6r@$DFvsXzcD*B0S?s=Arl2Jrg9Y&ex?TZAo5`%71{!`$bske3uIz=NcLzEhS!f^jEm z%W9WhU~oWGrKYCBc3n(SvAlX7=5p=rMt}hs|1MKk!>VBi7LC;Wd#!po7l#fXgdst) z&E*810$5-?oZ(l0yx#n&xqe{3$ z3njL>F1@b!&3R&2d>9;p6qdLA{TxRxU(P#}kIgHW5jxlp1H@En!>SLppeKtiv)p;X zZl`+5VisS728LqKabkWh9z@D1e*rP{}98TY0QE1Dz=kJ)q zxFxOS9`+O9@^|BX3dr`WfBj-smi_Mf# zZtOII#LCLXror<7eR4qo@i;x4Z>F4^hR;^I%5Y{zQW9%F7?&_`h)- zo0>@)co$TlX3o3A6kqRQ9LLupiCB5i5n#g zaq?R;bOkV@qGbY0rZkAD_bvrGxd{rU)PjO$mn1l)L7|RdawhKJ6c4_dZ=!vqHD!a0(@Yj?nj44Fq%UOpO4Ihj>*!a$v~m!uj= zr%7ZImfvUU6vVU7fSpgnoz)12#Zb5z2hYv_i0~bSY%MA>ayJC29`IN8fRZ2%8#EC8 z)C~+0J%=|p%_F`|jI>3d94Ul=2hsp_=u5FS?eW^+Vze&JQVA+z3VfZ4712JgXi%K%`F=j@czPiTX(YAp01!H!i%>O8%2Adt6EB*L0O9@Z`!meW}tzC=ej{tK-(}HO)Pv# z8F0g~ff)8A>?1^tonZxxjUxX34E|TH&_h5QVB>`xNN)=aDR?I5m;_AZVU`*Nk)O77 zMKzfRgpwa158`V>@fTvR2hnS4TAFs3xsj23&1V;MKiQb|1Ddr9n(W;M1`d^TZt#^c zu^`4{TOm7zX-gF_Atgygn8}htikr^`oIcs3297thm?&uh=fpIHvd5E$FgG%iZMZGp z{NrQ1m6^}9^*4M`p_3)B?-<#a*5YES7v1pQaP}@{G2P*N^c?uy0o-R6R@RS+Uf-TN zl$gt%faw4}7BSc7J{KAm_NbhjLMk7pA081@}s; zR>C{m27n&-IUsw+9f90tq%=K>9$TF_JZLokd6U(K*p+Fm^eYT;#ek0bf5aj}{cD*0AxBQfjXv3L)JU4m5zAf+C z(~YWEF7L+5!z4M}GL?l{7xKwbtJa|_HG=5~td7d^`nK6NFAnXY7$B?|xMcT^#%pwt zUED!$NW^el62}~Il%Rj9$D!!Jad)*wpM0lnWGD2!P?T%tx5c&}gF+bJ;xs%EF>TLG z>>!{bnQQ1HoABU8PU?RG>k_RyOpU6cp$}>37jKFck|)jFW@1W9cHzNq0@ny@Y)v9B z!u@nLt@DO>A9ko5h*jyn3-hFv2S;V%=BuGM1yHCA^fvL0Ia`$k%22t} zFW2FOM$}l4?TB3$XorYl6DKF9EuSuP?=!11LqY0iG7SQS6XX^mh$D))T%hKNX#51Z zBXTu0*YY`{PzB}8aMoTc~fr>M=;<}T1HfS6ArPIe(wlN>hPZF!);_6Aiq*vSC>hX3WR`UV-9@Yj{p{U z4@F1l7)pHrGP+RiLUjj~&MNFmsx9({H!<2;GG+%2YY4Ux?c7;5JAawV)&>+pkeUwj zd?T%EsWq>H`iY7@QTm>&nxF&J}8 zOsS)litbkpWlP| z%s?ZfJBMtgj}S^AGJ8kIg7~PYz77?1F%NJbaE|P;6wqGo<{L~ByeLu@7FJ)$%6bI4 z=QR8q)G;&qk9wtCg=w7U;p+S(QrmuLy zaqew_3I`7qcAOPW?6i`D9xC)tk3yVGA|O^f3anUDj}w3uf-|UkI)8tEI=mZMmn8bT zkrQ!n!el$oH6oYx@BI3BSPAJDr3hM*aI<{rLP>e~H!jK)O1+EcA?Dt0Qf1nTD=Nl! zIy}5a#(mL8{{C~$jYL9wdvWyhK%QfV%fRVgg?SCWUz9pa9Oq{}aOKq)t7F{_;@GLo z1Vlj$qF$MPlQ4Bu>NPe!rj(&n#6CN_wmd#E$xLQsL3)w39v?BJjB6r0(SR!uO#&HU zL|!CTA+VH#P`5bSGZCW*NEx+MmNlf2BA%&;$oqo@`v`OnvVaBDfT}X`*krg=p3RgFkJmi2cQHF+wNE6r~ zS%R9YHQOf-Qn>4}u>=ReDp*U5XriKzZMVU~073~6heph%94&LUhVy+r-^DJyx6-EQ zFgTI9bJZ8aR5Ul%-29*A?f*l#!ms{oi|@kf^v(?;{52m|Vg)hX0S%qKd1@#9{|hN< B2%rD} literal 0 HcmV?d00001 diff --git a/_images/586a376aae2c4d957d2ce6788fd742e871b7b5cf5ca1c744e3dc3f4e399d3f6d.png b/_images/586a376aae2c4d957d2ce6788fd742e871b7b5cf5ca1c744e3dc3f4e399d3f6d.png new file mode 100644 index 0000000000000000000000000000000000000000..add63267fbd3cd9e1ea833910c10838c81d210c6 GIT binary patch literal 51200 zcmbrlRa9GD)Gl0F916u9N^p0#;x0u)@!(S2iWVpm+}*V}!JXn(ytoHey zxi}XYN%q)#?X~8b^I21#306~){fJ78`tIGkkMeR->hIpY7kc*&t_B$qc12aba256? z;3^Gt)o`$I^)PWZf2VBX>S*WSYG)1l>~8MtV(nnh#mdjh#r)aI)z#5Okd5v8|9=Ck zgR>>u;4V-DHVBHNoUY5ecbF#sec*nJl~})fH~3v%N?g-3^Ek`H$J{*YZGG?7&%sNz z_zn?W3)fm5S6odT>+3^lMNe7tK1dIeXDjJpZZJCXO>O>tAZqw@IlIysP1@hW`Q;;l zy}QA?wM6+e>I5au-m7dK!-N&*Qx{cl(TOITV(WBzT-0ERJhjY1poRCl|M^Le%LT?3 z`rn@_Hi-*g|K}Db^@6@=*p2kK;R(bv?*HehfAo+7*d^3pXrT<4?7xBNap`y(7s>zV z|6xb}rl)uD^kS9HyWIP~gK)qp%}^6ZsT&wX^>a49z#hqMXh>>pZCxY}`QNb_9QP+F zZES4^eGI{5f6nec)YiQZ_`@6{^WVs*{Ze64fPb^IAOCKd=JjEqH&?w6`1yb4nrTeR z0xyj~&-6c2<1hURlKtOji-x^36T5Hvu7!)9nI^7y70ZXEaRF`;9-gqPLKk zi%Ch$i;VT>5V{!^94KdE9vSI-K~01IQSmv!7Vh{5{#y> z?LF+}>{Zl_r%zhS0wfp zo>qKVyXzc0GQ1Ofx3s+M#83K5BG2Tk{P*wNjt<|yCu?r=2Jk`M0XZC3zCNApMLGCTy|bOGFqtV<_Sqs?-^h<(&9AMESE7~l_kUwQQjwKK zN=iyHwO>APg}Mq_J~Gkcx}*R@pMM=v&Y^7fs?{1d$`;WZr^gv^DQk<6;@Sg(ayk3|19OR{ z=T94RdJa3sbrac+w8;`2<%EJ}px9{nNSWV;@Iy-2--D$1;LCO#N+^0*ChI85<^%c# z>vF`%3Qa)=sbI*VE*4=jLlwfu53L@Of~-$7g2Bsnyp+~^rvOJ!YJ1s1ZArXZ?bY>NtIBm&7w{F~LzlOmAAwZGK3J1+}o6C(b?6rX@Y)|5DiKfn<#W?=2e z_T51La*#jV7OkWqWvc3jMNl4SJhnX;uRPSqjmF>3S)~czPLr^nERmNgcrzK(#>n>35v*WEyQoVDiV<<55*J`x@^*ho3GAbaPLYYT5?YLQLfFwHV*?lmyK1 zT}+&M+|>F0C6u-?rZ+U#g|7KM)XSMbJRdW^GJ!&)4D&G~&$nFI z!ejVBaLQDKVAwp@rRjLW)zxd9Bp4L zcrG8-)YHs5%r~kD{k@ABddjo6lT!(w|n>%9Mb5C1dCtj6u&JlCQmack6_&gHtCj_|AnpkKb!uAi1R z9n_HiW=@JRVccLk26!rHLTTT*T#*{0?Z3R+-`f`I+Dd_HD+W{IB)zx*rajcExReuI zmhs??g2Nm_-xexeQ2Y5|hqmWU-d?U{HIM`Kl&Q;rw$l!KBxU%cr{J);SZv>A$x z%MfMwuqJ(GTv-(t;9)htLldaxzx|{!`>7<_97Y&`2_2;^#z#oU%(xiaVmzAfW3D3k|^bHTuHnMp91r z`9)%w+P)Zah964FDt+}`vU~{e%nzdA8BRSgr~yb0>9qLK6_+#^UGJV+EL>tK^_(iR zCY=+_nYzSCw9X|InOxOLG-E_CRjbI-yeF!D#EISc@}Z!g zl?*&aGsrSUwM=i^5Y!K6vGyYH%`T=G?1;fP`mme+Mah_#lC|Oe69oap)J3l0NbO~+ zi6dpG=xTkC6qgHO)M)d;DkGB(kBP1^1~*(j|367cx9c%8pKc7HXx0rC;-4i0KdOS2 zo>jV@acSLV677DwN->iLqtuw?wZ9Fa2u}&^cc#njs&%*GSd);)F8Rx8-%8dMaewqN z|KXv1AUChkPSScC*57ADxx8}k^5e7ubNK1)72${7<`Lz;&oOwNb=gg{_3fPWjGRu8 zPf_N1)7-k1dUQmI-qiRc{Is4C&Imt!HX3IItfXtVSrlYcpi&jQSQH7$XH7uqXMA?$ z#o}y)<6ahQFGS*;z(b8~Qs+l${X2@lktEr-3Qb%uBt_@R7D=gQuFrF^N+2jJWU)9F z{?i$;5YyOh;(dcvTQfS74w&a_UaAbt(QWsFnbB$hhaZ8pLuorN9=?Zc_suryh-$tb zh~JqZ4W3Li?S6@O)P*Jjv8md!-`wIb2nUoe`#$LjBV6vl7TY$V`u*DViI1@4m+UK@ zk-lWq2)92P+|$@5F2mGob$k?O(D;cHhw+jx89^8H6K^F-1G6Q6deF9CykAj64S$w& zqUfxM2xku+e(JVN2c1lDpZ|5XdE7OU-#E2(z~T7%2XBM|&EU4lI?Q}{=x50BXaRW4 zEC;@FzKQ_CgP)%4F-u07dK1~V#NG9oLu&q6u5pVcWXL4#-{9yeC%W8im@T&1wCXLG z$#$#(kg2h0N+8q{iA-1GZ^6Vh*mfz=Wp>Tq@IIKZ6b7{41H!c!#|$|tVQ`W9WQGk8 zjjT|D%4q9z1*e9>?M5+-tyi;PbQ80t@bDfq;hTAQE#(iW48MrcLb$B)(Ov8K8e>q$apy0uvT>`|epk&N^ zzfE$_G1+L}<+fM!2_L;*++p-S_c)HjDKUO4;>_OuZ~5&Lhd&>xgM9siQvA^)SU*9w z7~)KEe&fw=S(zoMn<5nsO!S~_Je+|W7^VTbiWjVqze>gKs=N$6EnNZ*M3*B@sW&c_G(|WeZ_vLz-$>bgmu24 zWc&W#R643J($1Ul3HWQrGrTmItbav%Vpy4TQS2t)-=b4CE<28-WsHGoQ1&$To&G1q zfYRR9qY}%NQ$U(hJ_{#e7N2^_7IoKfQv3Y_PCBcAKhiOwkoZ=5GaX4_;b4{^MM*fmF( z>9LR)zu^EzOv$j>EJ$dCPUM`e1^gc|!)u%#LrWIgBDNt?n0-dcC{4djK;k`K+7)WU zepoIT6B|7es)`lSO`6O#F}`1KasFg?4Y~PF?Mc_fgp^1%E;s5{eembGAKkedUO@s> zI-hD*k&9$FG|CSaLfvUafoorQe6p}KO+NIm6g7R-u9K`Qrj4+OlP~^cywX5Ieou!b zcnShKCAFVYh$S)?9rUDEkLdsY*>+cr&1QD@=YTKj(o3kqyX3j^Ks2ooHBA^2-A&?F z|MB(W!$Zf8`Tbx_h{K=(HH1kLg(76^Zurd7-}CwpDB`2x9b0YJtr+4m#gN{NO!s6z z@%i7T%{_-;qxO%ld+PUHB%5qG_!l)-F(9z@;%5%RETKN)*=2g|hT%_V_)h7{5;vvT zM2on1BS$gFdIjO5%>y%I|9<$q8ZCJM)0RSh?%)8#7jXv&i~z z+X)@oV6yr=&yHuQ);Jz26IK+QxYM54)7K>;R(<4SV-JKcy92Ne<<-Ow2B7rd0{^ zH8e3kLOUPogWt%((cjg)TY(IyJsb(2Qo_2NCvC2KL~3^45ZBMDlM`<*@c?TWZ<2xL zI3gNrWLEfK>#}cXNw&E*H*x{mpEG_Ui2=Ij^AMXa#gI%xl_V>K#@L3O+8?_H*D!`& z65KTr!I$BwZYf3 zcGz9twcoE}N8tPpXnHYwPCO2b7}3L+e*t-(pRCE6$JZ=vroY7*L&v%jhabzlsV80O zr`$cajm$IM`Pz4oK9wcx!QiX)RRJrxyFG(FC7C}#@@;4kJJQM9@!ojNmWI3tCW0Kt z2-1XelLxUyvDEDEX8kOsB|G=z^1sFXe0F;Md0!=<#`=`ahg~v=yTt{LZ%F3B`Yy!! zw>)V+Xp2@INZTcrImnrsZ|8SU<Nf7S-$O01Z6r9tO}?z2PifB-?Qh+ zTWAkUU@Z^V0Dp!I$e2U1bFS`FcJy0L34$g>o>2s7kJjn-ECm^p(PrMY>A-`VG^33i z3iQzsnocy?or7>3rko_UR-ipE!0H;*Y475Z6$hP*g07b_0KBpk}q18R1tAzd!iB zG7;#eZsk-q=vccw?cC`-I#6xPGYH#LY zQ$t1ltqJ=9^RE$Rmp_q1-@KcU+h*Q!%nk@!!_oqa_E^>_A{+LXXz;Vlax_aiu372H z)VuknX%kF_0a!8Y&hf*2+aW70l8leHd=W{On+O2H5--U}H-&TSW&DS(YU}5Dy_56e zHgji^sI?F0e?qt0e*r8JXRlWFrK)*Y|!6P1+owJI~H8`cv%@LD6x zb7pgRZWrE>zwlZ4sNXK`7^MsXSg=zKTWrqVF6{4Ty8c8znOx8~zLGhM08g+dZno#C z2X?;SVRR01ODPo=1R;*8tGDIHkao#xLO zlXL4shmTgCist=#+(wN}H+-B^niaSnGL*SDu)}DyFOIeFfges80a1cs#veues@r}QZ$91?Kg zeJ7yAJxhEuC4;tluAbCvv|ltq-Z&Vd`ElEH!a4ETVqer+rD&tKAnLrAZhjTF?Hj%^ z$UjG44Wc!8DHGgQiGofj9y2ym&OXgAv{2x5lZ_8nq|rVfv(!d4y_#L4)HpKboK{fH ze7dN#?1S=S#XZGP$Q`HkB00Q3n%f2>Cgjd3pllS2&)avX# zv3jaH0JVWUfX7Mjc6geTCc5>}rgv9lad>51=HXa(&4s zcL-{XmKBy+K!L85(nOztZTbT*xw3QRqCstSEdv84I{_D`tV#Y=)5w7OU$XoYC@a0b z8B7ysIk;P#{^hWU(L@Y%<#{V?mpmp8$C%tKZ-=Zs`-t}TWxQSN*d8UyH;%;dLDFZ; zYEKqep<7Tku=K`8opZ0?Q}V^2-8OaB!e+pZ&URhNQoq{{16E#vt{IeqQBEHYCERzT zw^sf6>SVGNi`^X1alS62eWyG~V_3*84sUY_&38Gx(ThgV+26;n&Py#`$utP)Ha-d_ z7gfA&Tke5wD_5bxOq#Zki^o03U~dw8fwP(3T8m*d4Aji^}_jwo|-=4+61f@5&sPQxKF|K42pd|I(mm}G{DO`}hdMM=BERkaxi zU32s!_Z(dL8tUE(=cDD>Q(NI3KF}{1-WLN;rkH`R$+#nRFm$aCrvnP8Z===LvEY@z zRiyt)D<~Z0)hc&Aa_GaT6|P~Db}o5k=2KdOoUBRc=hmS_z2~bAZR6y?B6YJ2!?T&0 zfCUxO$gB6UVXMa9*LHx+?>8>0<(LPT{RMwe5}aY9jl2%_UBam~sCebWP;TW`Nkf6b z?(JovTGt(+{d6nHpF{vlqTohDC|)Wi(HItFE@C1m;78bcEM{D$StI_^+Yu}UGDJiH z+kny(?OLyhx_y~1n^ToSA#s@B)<1Nr3&4C9NGF1g^fiC`gU$Yv)F-^9(#R(N{1ayu zttw)B8tZl1xx|YKLCL$IF$6bD^0sq!Wk`OAo|IY4>~hto2_1+!=-zawEUkLug?C0*c$<;OIp{Pjc!t7#B zC}g5{(q{8B3UnqgpvEzQ#scXAXQ2x4!<>wyLjFlWnSZSmY_5HbU1k6)DoF5bJOnx)s3F;83`hb%o0^DB*0~`-`DR zU~^q`2)0o8V*jMM7T(DaS{BKrHmJ>^Gr+JZZ3M}~S_cNdzQ=<#VcNqKe>o*pk; zYxZ4}Pa7(;umrmAVvQ3mcx|D0bMpKM4>B2<^|GPitz_ ztcXYWxk^PSN>ia2a8B=mgFv zOGfWWu`nZaI7BS`7g((?H7DiOMkde5d|GBz?o-uf z1(HU~@^kXIJN~f8fb%xqQtwkd#v_pyBy3Oy;xZS3(P3_Wu5RA zSFt6hI<+cjA8Uxxxo+J+OZ1vmh&JTE{aH&Bj zf~Z}#$=!40_!$-TEOVv0(UF-xDd9-~GhaMt{E-;{jg~`zR19f(59*3WeD$Yx|K}?J z8J-Dl83_Y53qHiLuk|wUZ_=6Dje+NmWzDv_fMsu}Iri})(^)x?L0d(~4|JKVkP+sp ziHgoELdC%`>?bf0%{*beZT3XsPdnJ7Ly6ZykSTU~-?dAnF5q)jZM+u*XeNIxZ2mER zpW8Qr$F5vjW#DMgae50z$#TV=+q96-F- zl!v%D=kmso&kv-VD}o}#H#EOs_EriRv~9m`VML$Q{;ThHF)7=tSXFA1Fgx(Jr4$Jdmsy&P@zErK`(c9Jks*ioDV#; z(55z-AK#UjNs1`}y_*zk*X${A84_>eY3Q`3H0&RV&`3MJS~N@B4<(fkbaq=Ns7uPt zAb!x1rNYA(hcb})H>4;=XysaES1iReN|4YGxPP&4l{`AO`X;(1n=lLMPwo;Yu%AvA zchb1;P%|x=1g}g=*DS0;r&I0JDw~8U9OB-_59mp~bZxq0bkrP$<9#`+MrM2Ia75_# zq>Z+Q@O<;;B34C!p%(Qr>BS7E1?QAlW?qPXH>{A`%omfi$b=V=$o=;<;{?_c;<`*PVlS+l`mie;Z^p2bTYrHN4 zulfbCf5)MBfA2~fG`eFe;ENQA*Z)S_O=Sx$1b|qEY3LlJxt(F@s{S3lR`|7NilBMB zGq}qi+CALUhf+T$ohFAQ?{Kc1Q=^5o9yA$R zIauKB#92(agWc*r%pv%u(QCBapodMy%-j6R=e*Xe*f-``U+*bNQ4iET*=iCLAU^m_ z+PidfNp=$n9CtntXHscbJPk;fz71Zbk{H$CwCc_l*F1cnh6P~wa?(=!`$Q<{&x)@g z|K1dtfqj^ZhRX#zFR$EKd}=|LNu$&r6~R5%6)VP%#5({o2RyU=pau_A>D9k08;p(> zXSVy!GyF?q4SPRVhJqRjA_9~o>^ZAq`!*wKCY`MzjJRV7c#l%bQ;V9N$!eQ(>}Kfc z(lBYW+Czrd)3pW!mpng8(*EvI6=Zb6hPflN;J*ItY3vzIk4HI0nRRh2+=3RsO@&fp zG3$EoZsJ5;+odkw3&5R8XHO4@^r3}le}%PtSz=eYUC(_?>Pe2qi^hHMAZcRlLDut; z1hmt9N&o;hzQJWbMU$4>`Y|Vmw$>pUfQJ2s8(kiDZpfCUeOymt_e5yo%Q|1+oTipK zppW{ln^SiuaZ<}g@AlTZ-dl)bSQj;e-WfhQq5Kph4&Kl;7Pv0?LVNx?ebe;LB%k}it5cIDgo zsYCdkX>9z-`9uOES>2y$AwDtDC(f*kD~`KJq3cY5?++)bLB5Dc#4LLV(Y-<|hvvkW zqDC$HdRz-w(bn{=pMWi^W(P zc070iD#l)gdXautCzQ)NBd?gyL>~D|OJhi@#?nRCT6F1HW)vMUE7~{-=aiDfk}@Bn zxBU!b2Jl$sll6%F7&SGbf)}Z|p7ya0(00Zt5;``fufNo)oYeL+y_frbVSK6Axczznog$!G z!*1DK;>FZ%9H*8}{dRe3VL-r_BgF0Fe?QVse0fgS572MGXP4dwk~!XnUM@#~H>yRY zE559HQ-{6%#l#>G-0VG{pBNH2V8ypxuxiM9#8g0w^DJR*WPQ%elngE#EM+J46908j z@J1Uf8YA2U^KD+;kJhh1Qyn-8|aEsOOF@Gl_PhJXbo0lUjrr8lgZ2%1x|lqDyFw| zNt8V|wlh01=&W)Pl9;4FNLUD5v>@5aAYPBdhj653nGkcf;0X!{wL{;#gqmGK$gl>n ztns={UC=#B`vj$PXES*(MNFsajI{M6VZI<`4pv3V@VE_0#nV)sDlLk`LvBQoYh2-> zip)N#D(YafM^`g9+CjT)_=1xDFNKo>(tOF(sw;_*}D;-ZL)8&(pA4-gm0(}3E9Nf{sYIU1Ibebi~ z`S5C=d$R&dDee@^uD zFoPKqEZdIuRHJ$O9 zb!<2nvw+E|#;b^?;XQ*(ycU1zCu+ay8dbDCXGTEPw36m{))ao=!EbJ%HNQ7wB(GT8 zT%WWR9d{Axn2uKs^{0IxLm?!TxbX22{ol#gWLUw5h6u4-i?ua5We3!@Q5PfuvpAx4 zqFAk_YUn*)XdO_B8n=QP#ytXN$$BIqlu5_dJ0JjRqa@UvF9N}6WU(l%)w=d-!4Oy= zAX8#DykTYw3A-6MNXc-zuTkPGinwArw66D4=1b?bB0{4`Mq!zQv+6}dqCJj*O!kvx-s_@fV|!sH3Nb^jfFCKBx>kin?QAdB1*r-x-w&FX3=+gr)Mi zr*xAisKFI=>m0Y2>5YlC5&F;@!LNc4p^V?~g0%BQP_b9{v-UWbS!fVXGNr6%)w`%A zFAitsKAdm#>fpEjpS*7^98t*)-17%Q^sf$~I<&i zUTr$e<}-`u=bo{nL-1NwL~-&%63d$jJ>Iftu78WooG+52j{k`e4E6PQd_@*rf8&3C zQNb!Hrj*!yTpxi{iP>Int;|zj$j=;DWTFhtEE|_owYem_V;6n)wROIb7re zmeZ}#h!2;Z8^5(k2>d*BgG$&fz8fZQ5q*8s#X{sclAiq8ygUA|Cq61U;pcgH6a=XM zGG^^~K|rVNSnE;(^t`Sx3&^_gvqoKR(Kuu_I8U2ew@i1&C^W4Fw!Q`ZWVkRmh586* zN#m8$TJB`<+f!t!0!LZ*=uynQ2{`v_Q`4iDYeW}0~Ekr+{u8ML&5 z{yD}TlKm*Ew5;99u$rp9+{bF7NVqVM(O+5+b^Bbp{7JaszYKb`<@9Yx;d{zsoOr*n zn{+EA?NfI~2iQ2y&J}1@YH8@QC*fLtJTc|kG}I%M3P>~S_g~Q^PnmcOi>60NAZ-ib zj^V)B5o6=1x3lMz#iTyC4EtonbG%m+DXPtqK-|z|P!e6-{b!N(06$;ZmbYR++(d@}BjVubYy!G7Sw<8e z^+GV%#TTC+?kp@ECtXROwdb6YV>HL3ZH1o8spWUsoSbrK3$Z097B@>yK&`^xKeD4? zglM5U6@nI>gd0*IMT-K0e@YwYLmt%zVyS+xk!j)R1eyxD24N%fx8kS0P{Q zgt+6JXUhy3(Z&MliqG!V&lKM&$a|f*IXS?1OnQP_*8K&bhGEOLz#mLVwMJ-Fjr!jP zbh!N;#k>^y8RJoVA2YT&JUH49P9YzvShP{5J8w%s9K?qBIaFzUsojKlz^YQ`4GT*QcWgDNswM-$9e5n*!-d zNRHBed9*w&t;j0xDjz4|BfsLSc=sX}I4q$XCVES=aDOF!q*AN;%e_qX zS6!Rjt!<6r>DN3#B9}dt;ac0}MAhseJy&f*5igwOEm$T$d@IyiVT4L1~eLanrJhMYdO|jspTVCT|Z+_qi;FT{PjYzbdWoH z;XveFjGszHcLXc3y+9^2OiLIimi?IQo2SAWKhAj($9&;QWKNqE)q`=(qbU}DRT#sS zsV2S6eARVJV$RlYjF)iA2SLIkVBACqmAi*1a);`Q2hM@u*#v>w@d9f=^D7l6J{sA; zcUGs5NH&AfTeVBlq@D`Y?*yj-&{5D>iL3WE57-`pn8cDLWWSpq;*+UZ7ZxmK)X5@k zwQY-rKYd#X@RD&sI?(+?x^AFlWn<$Zx#Nto!4oA8F(t;9TAim)GftN_6sqT7M2A?h zQM8RGw8_EG^h9jzcoz-o%(Fg3%VM7;|GT%7IK;@h1Dkr-=D5{m@_`K(El&Z9O{V~? zoeO&u`F%0&dw*V5CuyxC>L7?sCGvw@d9#frSipIJ(GZXNi3Sag8hLSOn6Vr*D?g*F zlb8A_8Ew33NFCka*Y%Ts5Uyiq-u*yr^k_D&^{W9D?WB^>X!-^Vm6{_}TC zp0UCU--;?8=J|A#2%g_e0E23+J5K?+0!emmsYQ@MMH zXzYQ&*j-}xCbLbVMW5X@{zY|+803*tgP)*dEdeBiL~kBb)i#%oXU>^C(N%)k`umo;_u7E86?0uTlJtKT9~A(D7pn z9DVh@z8d1btW^0cew30O*Ib|^F_5UNuowyfB}Ru7kICnK_)kOWka7~vMpaa0hWpj6g<$jl+HBE-EZ869)uns(Tn|^^7S>MwBY$-_@S~nhW>GNAbiR*Lx;DW_93&CuDtTP|}CEqdaHHY5bdlk;ltN|5?@_ zKr=1!wK+;Ce6-Y!Cv_;(WIHdv1_qVWSSDUFiy#+~|A~R~K-!Q%)zHKDxc@Dqy z&2;dZ5szPxLWZOiSj?#MM{U1gB`-KbK~~yzAv0H*lCsx`A%B7Us`LaO%c|4)pokYA zf`K(T%Oqpr9VMMBQvrn4ffmSY#mcQhkvnuTbkw8~@CHM(U*gB|bT3zX6nEX%X@jAj zo7M5QpsKcT6m~G`Ci7>!?t+tO*`vCfb4$%yzkP?+j?!Kxr%^h6Su_((6`{}bhRTHr%<@<+FGC+EQKKPOZ61t5O*x6bItr!LEfK&CHLFR_K#3iC}(dd^@|uz0tkY`V)cVm4Q?bnt>i)a zg3?>@%6x!MmtXn6R;P#EV*FA)({!pF)!X5h2G3U*NgyU!VE0se&MZ+A#0PD&6R|70$&+Sr2#k-}5SGhUOHSjVWv@e>5-nk1uIqy$tBK z(JtYBaV76R3w?N391N zO^p1jcKW0VFcg5q>I$9r-|!|1OdtjbgBed zQ@BwE5QeUGZe@(yK7mOxOAqf~n%X%7Q)42orit9E)}PBs>O(aMx$1pkvl01^2`d0# z`Sd+uUGgJ#HP@_#m&?yrsSuXXr-Sff4%u=ir_7;4MCDbdbZ;Du#t~PUnfhzGQuOBi zaEpaia+(C8kPv?t+*NjgNj%f5yjLPDSF$)Y4w@T@32?+W;S!hfKFZLjg06t z*-j|+>FhbW9RZ``jmRv%^1Kv>mO9?Q?)fFC%1K-Yr++0ZT2m-maw|IsOL7*>kgKRX zzLZv|n0k=5^#_jH7xkPKvSfmcbX*6RKi7#1mejS0^khd9p2XoIwSs0IUus*sH#@0^ zE4l-!2;=@;Q`r8u$lveG`~MoJJKmc=bod}xC0l<~QL%8vaP9w%+QM)n7zmciDa$h#w{* zJyhO+EZ69<)CX&5hOT&$;&dfq-q7wxSpLRnfveGFNqorUzN2;ovM@7W zljD;xlPT`^tU?$W2(o?>IcWPK!>{9nNUb#d%VoNb0?hFG?%~3qO`%D=Uih;2y$CfE z)>K)ui}P5$TQ!?5DlfP5I1`fu6X;>I8M6|94ssz(tfm4zOR2LTG292O59M<+XnD&+ z=1mIvjy~@7JT>(SVaB<0D<&@mb<<89UZ;C2^Y& zsL)vuZS=XfZ$J~g8?3^eRMaEZI6Gv~poT?g)E6v_0n@RzrGjnOgb-}DWQMTNak+3g zMp-S#^Q-r)BrtgzOmVyQZ|RMHdrE*Qq9$Tr&%c}@<2vAZ3!=jZ(UOm=?2Bu}-4;_d zdOXM4Sh$9vA46vY?bEl>aeC>WF)=biCK#YYX=1Dx8Nr$MFe@l@%TgNuoHRRpKr0@T z^>Z|O&?Kwop6jxE0I78=(KD<0SlhLiI%)PG!qO^+nnU?q=mdV{_G{DEW4B3sc}O+Y zNciDKjSEc)$u(Ww^#JFu_FIlhu@IB#>6AVTBG&i5tR!Ho=ntzL+Cq{amZOWeGrz|a z!W7a;sKU%GNJ^%plrGvNa2aNqMLCxRnToLPP@DfzrEh#AZ$*mKhL*&rhURWT1670v znJPxYqpwwjC36IuP75`<%%sQivE#(dRp(nGAzI$lN#;6wzvMU-&5gZQO#M>G%B4+J zWfL<^)QMb88mxfaAC*5u6r0S}b4aT(md~uD^zGF{I%xh9ywxWhsZ?(rYS>;ZRMub9 zlp;3|;CjVrCKr=K1c5BXp-Sc_W;Hs+cvwuH<`$6O(mNmGj5c$mV@1i?brw7gH%8p0G6x7Of!>r?qja``EWiOW)? zMo_BbVwu9)+Y$o59X{g+d%=8p5K)#wR{|&}A$M7nfk25r&fL;_EuTvnX2*1AeoO0k zTWUriW9a-PV6e>kAAU75GPAS50L> zsepLrR`3jEz`p{rAWdz$_@OBxln9a`^8!YCxIM}Kh(4?S#dV^Bp{>kw&v>G&9O3z) z-sPoI7U!#^a&3)mH{%AYL{BpAn?7)1?Jo^%%N-{m!xb3$B(iv65#K~hIdfri1NXo&SQ2KOkr}|0|wj zL0V0h&^Qy)lV?k5O3;J+iB*HsBb2DIDFj^Pta)$H``%MSH!DYUy^rl}O4xqnN5EL< zW6K`c_xK$5{vw%ALuJ#;XiFknJ2k)}7lNt@*!ex2uq_wz>U9nSi|?>Y|QwsdnrXJ2G_V4_m}{ z78BUH#VH{9OGPI#b}(Ssq=+gW8vH?IYi11%L-q7*JXi! z8T>Xa?^oIBw2VsmD2!Z%Z6u3o<7pl)yA9nNl{`G8I>dXw5)b1Bp{hU4?H?-}z zzzjoCO+*7+Z!#+F9T5n(&~iZ`S8Zh;e%Aj-(^bbs-F#gX1(6aFkXDfHZcq@B29fUW z?naR=0qK^K?r!N?Vx>EmPKhPoS)bqg2kM8A-S6DF_uO;Onek3zYdxM?sQxQ0OWX$S znUgPDizq7kU}dUn8h-EH8X_BX^`P9$Zn&VPc`f`(k?DcNPh#rZ5DdbFOp4{7rPE@% zf}M*HS}HPB@|$jkzdanqzn+$7Gl@p`LZWO1NyGBSa3m{hOM?e8!(G2VQ;FVkj4`M2 z8*EBr9~$M?1XMb(YE3PWktN=AccecW`;4CfMF6X5OH;{!j8WdzXX_dfxsLCZ_!(A|VwQt3K3FCzl^?12c(}>RiOkQDzj}iW* z9y@3_w9_JsCf&qRI`L4bmApuNZK+JXGv=vCkO!{UvAlp8dOlcqufM;$n_cW@f=52W zoPPH+f|%H{SHN>p+;LoWp4|$~o0%Ycox(wPiru6CGOr(*So3lQ9krhjOl?ugg5t!y zDLe*lkXXyQIwe>%*k!^aBvg2|B1}ga z^~4#ed>1EsMs#>THZ1k~wyu2^c3MJdG$gd)^TkOhF3u5%r(UkD$o$j$<>00E7=}36 z_1k!PTfxqfHm`t>^t~xlDyMf-%r7sS#k|oDu1@8!&ZsKXIhl2}yVcR9)D-a&CqpWD z(mV94WN2{<^*R7Tt|wI?YBKb?^1>3Y1p^&BrB%g$wsF9%T$g^w^jzuIZgy)4mFSws~l?i^{|! zWuT?~{9`)lk<^|H2g@Cg;0+qB_EQ2MteugEw%fm0BJv#(;Yub6mKusHol`sj)^4?>rd5;bXK`dh5rHKv}9V;@{3RP5Xr}xmU zzz~$wx}5Oc5vxr0tyTE#g4bcl?YCIU6IxK8iZr zUfmYbejilt4C*lmXg1R!7P8uiP7tZ}z6`e^jOYW+UT`2{VjuJSlDU^<|Bi1Vlad~0 zDlaJJJSwZgQ-78~j9ToCG)RAYvzt2@m?n{DesZCm=5^nHn-gW$dpz5nJO4Ks-l>D_ zaL_=aB3FQosf8V=U)jdcbH|J}>N3k1v#{Y@UP#SL5lNR88-tM+{g*X58j1;actPqr zkbFaTD!RwrUVJUYzM$R;&$Cx!>YVoz1KrHW4UEkMH#6EZkjFvh0^N2?2nOFm`|fvk zED0R~3hvk;hU3bd-y*q;J!`TZQqG)~@dh6Mb9fBT-@l%|L05A?OFe$~OT_b!4GdHh zPXU8(vClCC;~&2U>G#r>d+blFp0;+dz*4h=njmJM>~a1G&oOwwon#rRtNP$8N;{!y zngm4WgsaT`AOi<=>ot3oC)f%#2AR2g#W{%;ovVnBvF@Lzo_3=q$Wee#@tXpDZ#eIn-pJ` zGP?h`_1-(gO#`Nsz_hj(ko!JHoihRlciNVRWYagp_P2S}(Z1!BqAI6Hd%byb^XT;8 z>2;GkT#tP0&$@?gNio(@PqT90PjkV#wv;7XD}7y9UtTUgCPe#lkEVQ){vEG4PRfZW zP0T<={d_M$sTS7|`;Q4s9rJ^=0wHbCyx0hOE+(p^Y%V^^Xa(`n&lon~mD-S*2nklh z=l@9uvLfelCPy;SNB8^AJba(OGL*0D(k|Lu9$W}EM7e3utk<4~NXJ(; za=&NKKGl^!SUXiaGut#|;?6Z#wgATxb~ z$y%s+`4J%3#cwZ`WK5jwnKVm~Yf^hC)1ckXnxvU7;ioQ)pd$u>Zy`!HADL8#0lFm6 z#e1v~s;HpSyeM=2`H5DDjWky{@-dYQ^_S-Y(BO3c`-VpvI)NO*NDQT4109#2oH|?b zb}vTK20q9Y?yXmszrS7gxvQ^<_&x`5EfWZ!DD#(*qt5WNbd!xsv&PY}+B1e`37@-m z2U)|a11W@^XHM){APLDH@RJNz5Y%Av&EEy)t}W_O_A?@~(N71FBFnFatq@S&7w3jA zGUi3}0%$J;8VqE)2+DrFJd|bImO_P|&?En$7DVRa(8Y{3}TWyXV zpZNu{jo7xOuQrK@Ot)D6(_v_YC=_4;i>RYdO62!uJ8|52SPYomWJFTUU=JziQZSqa z)zuvT{*wNs{g@(3#()%#Hl|-?H+J&0R6|u(m2>z|hfh#11Q{pP6vC1Rz?64|>8lTG zdh)6A3oN3hiVaaLWUrm_evev528@`m2~3p|*Br>cN!mab@lA5mAh&y68xT8xcEn87 zw1#Z2F|vP{l`9e=?hkV9a!LLKR`B0jZMM7JklQ^7YWWDm@e!Os1xwA{V4EZ<71G#9 z(P$Xcs`I04jN`}Gi2^>06b`+LiG5lr(=2VM{j*5*lNidf2|F+OJ< zoG)l%aU`#M!u%utww=y${lMIZ+ch1Jrj@@I(wmee>F8z zu8(YOZ9VUMf2-v@q1>rc1;(Dj@P7G|^;r3s!40(vgU4;x3x~hT%1~d$NgW?Y`KIdL z?x^NK&6yk4pC2^9$mr?msRgm9T=JqnKWeQ)iSf1@ODo?p_@#x`H(bh-p2d{*Rsxft{R_$6FwJ$>!&uw!_NQ`pq%Lk@NNoGd*7=)_rFe{9(sF7~gqo zCHQ9~*0Zs19Yd~!Wfhtb#q3r~asWHUwx%gcX|}PaBX2S5|MoSMMogEYQ!GUjG&`7wga# z7U~!KDI?bRevtXxsY?ySeQA+u6ff%2RZpFepr$e*)W9I{RgV7jdg;i&}Ybt38 zl7!#&cePdio*9-D$#ohF&SyJc&>8?(?%K`dNq@an8>Oz#mj>OA%mo{%*SxMWo9pY6 zF=foqan?2W_X$}m{0ISN%^t$jAoTP}yRU((*_y7iza?Gj!~sGP7b}+L_+r!N1D}In zEmr3xpT>X0(2;l}-p=%35Ep*)Sp~M?@BOk-k|HIWf1S+afj~?uvo}m8vvrz-F8b3m z{-CQjyJJ7io!-YXmSF%Gs97cxS8A3#9CY2k?gUa+yy|0<;opv;!D&I{K8fJur+BEG zKtxeltH-zLnKoY$(^PvDo&_h|L$_XmCyyRlEw!dqLHNT?P8^W#wlnTRL~gg`5vM1C zF3zT51D_EeeMIDKB0E@_I1<t-HGQjF9 zh>o4!(r)v{;O=bPn4^&btV#MjwA(*L6ZKR71Bfa-+keBx-bHirs zh(zk1>#(*LoYO~$0=V5JPXiHO5It9c6nECaFRupAU0UzgeH`2wCKAdtgskp!D*1)r znd9wmc5x7}-mRb@K?bs1{Fq82EfK5`*}~X6L)TO>?~n(U3SY*)$ot#DCKr@l@6JPzO~Gm^FbsAYRAxg#yeSR&}Ld;`*$ zz}(NzsM_lou@JN5D+3|&Ty+z(`est@TXv3#0~||)lw$sWpxe5gl@~4B+}A+nNtjT#g$0Cv1cYeI*UU=&L2c9GT63_tK&y>{f$9NpnYJ!a5 z*gqg;rGgIH0DSafvY5zZz%0X%O)$kCMo2Vm^*k4hSYSio+2d-+?Ch%yPw0TTdhW}- z5Oeke%yv#$ZgQ;C(M=VAawvJax^V1f>}E><8?05`oEoK7|L8j!eRRKml}5QaK498; z?!Azyk1`H<17<0(MSM1qu&vFJm$^Vn+X@H^3c;#CG5W=F{!G$1m$H5fFeyoJ&u63#gY2ShLMPb5@HNE^gjgdcGD$$yFXk=jfG)~C7LWGTPuUU z@iIjt&Gvkzn@kiLzGec%Sm*X&y9l55;2E~+@(f8XT-JeX?TBq7!6UQi?SgD8P-4?% ziFHO@e;PFhW*K9CEIJLLHDc_I1_dPQVvH;)*k`9nB37M0I~Jx&*QQv=Hv#Pe8sLmp zFTPzE=2JxKf>Q~{f4-9N%8Pb2=Dwi*h1DprU|Vu4iP)RCO#Xb@jKsB097K8ZUUHxd6SxgVo0FBcOo_N zMF{vbL%hMef++C~VMcr=-7xy$R><^QY(dc70%miJx7&A5D&pyhx@%wuD8 zcLSfd?qX59{ARyf4iKPLA$R;i>CDNIgw5efj8PfvNg!E8y^$P7Dw zDm`-;cTWy0@iLMDjv9mGPpaT z3xDuEQB)>un&O1^6=x~v=x+>ByO2|BGQaVZm27qlm(1VRwRpiaSc0x%5FO|6&*Rpq zA@b7}*4B2?2(Fsf!bh`@Z>D0e;WMYG=CtP+j(pbqe@0Zv7bOL=4XeyR60*H<=2>bu z`0>RuPY*th8A~qcjpPS#1zX#n-Zrh~M^H|88((Z)cQ=}h2Cwe7)|ubuUdKB0ajho0 zet?o3NPpUN#LS7U3sTzK4X-F;=&6lo^$dEHAz+0MN!AsW7aTsHe4^`ZM4(zyw9->W z{GsN@!EX5R@+N-z^g=+$4=XolvPG%3ZqP#B@%D9HMHA%!!Ck$-ZL>3za6*J1RL)S9 zq-{`m^Y$m8ERqLsWK9tDUu~24SIxvUZm-4IFD4hqUp(&s71%Vv&S+V}zm><3Y_hxJ zgCBqW3#}o@xVroF-DKJrr}eGm!0o3qEgqS>@`8Xy18l%ZSHaHETp37|F_^6tk=qDGUmY!**%@9n+84?CVH^NC~e-j?>-x77W2VCYU! z+2(OCIjs2@#pn>G}KtoE!Na=FjWx$bxW^|knIjWO?ba&^YlVN#nU!{}? zSo%dZtw`&q!`Vz zALr<{HiqV<^CHF$#J&riQ%jA3V8Dm~Awu$dovixq%6@Z8;+_n&=9P&*YSXI z=lOL;UG3O>O8a4@{VgFyjI|1SU7J4L{awO>pl@an%dIEx|=wE z1Dfc5`%DHv(%1Vcp@ZyQ)yBa6-CM2wX9wtdblR%Jt2PssUDSe%C4@m-wWKKu+xN4F zwqSu~Hvhuq_^9?=Uv%3!OuAuZ&%JX1$Ls23WBxp47;y3M9ZCWC4ITq3Q7PCHkwk4u z|Q%}C2E`zBdv;EX@fR^rFP6@_@GN6=E^8En(9oOoTo@;ha)E?w)|eB7gjlz zF*Hg(5;G(zrdgDSDG+twT^fzbU1Kn|3@F^e@f)Gc3IVx3YmvNk?77URXkhD7KGYyGGbzOR!UYD6M;|b4_mKMbS^e|+6c?023dUJ(g#h4!i(Uf zT&${bq*VJJLd3D3h%G>TR`sE34;&gy$1_RV?hB*DUlG_H*6Rkvmf?In$H)4eBa<<4eN$KvnT3X?W=m`+KN*;X@n7WbUC{ zWzF@?BGocN98LXX>X2|b&NOkc)$mXum&TujSFwa7Dh#iqyq7*{o8cC_87DVs}1+BasvFGYT#Ev|$~A289Nif>Sk zH&A(Ntm5OVhHG~dypdZ|u>Cq|_q_9Ex{lT}zGIn4zdCQHLrdJl=qq9 z*?qg249PvoWqV#mgkQ#jHw-_;t6ctKI1i@}hw>q&KBLy;7bIZTa_-v0JD<_MTW(lq zfs9`->Nxoj=tIbddk>K=wYh!lI%K{dM9;v`Z^Zuh;sU$sz{$x;L7mUVqXfF$wN0|XpUI1|y6`NTH`>OMFu5r> zRsU#;G;O}EBA~WeWJ$m3C|=2;-o|@DF+duO*)xU|RvpWK&GQsw>L+L?tHq;gajt6% z0Qxgmn5M{5%xj}?La?bVg<(o1s-E@wIpK3c(z;Gj>*y39)X6l{@D4GGt2w9H?$@*e zajrL9KzD-CgrjkS>lHoqPFpcP(k?X5E9ksGXY9O7{3B*bu_mDtbT)&ch81wW#Q53b^ylV9?>4L_3 zrKY+HUb}IEuqNTcTb>+_rYwIOA~#ZQQ8LuH2L$8|c4)f&y@y)9CY?Fo#pXOPE#5bNq^N3!XJNB(e8CJ4jM3?6foyU`38wT=mVggT-X<9>2lZR?l4yjjQH#< zym8vxj$eW10L)Nq)f6S!56`7GoY?u0gJf&(;X$=k8+M80!V7(X++fpNFvre6YTEm! z{>mL?h2Q4Ie_=yFqDG2~Z)Kg1`0?WkdmE)et`6lq9h7t3t2%^s_S=P0%vvfwe=?8Z zxx&Ie$DdkHU}=EkBz6|JL9hYrZDBx*bHjZ77T=J*$nh78q_l2~FXx%Tn4WrWwF>;V z*c^O7Q>7|%D5zIIr99YfrsU6~Ufu6pF1?orhMo^9ZiL#}f+p=k@7-&ov0Hp_KrkRm zVsoT@%I~lBNf*u^_!6UHH57$hP-Z@VG;soC=@Gy65W|_A*&M3ps?+;VYfnkPyY-)c zi~-UR5J!&ma^{dwfG0Y(^D`g^3r#^nt)?SnL_|h-j^GS&{kl2$_0m0rYf1~b9emZ? z#%2>7`Ye24=raMWeay->-~D%&nap+)-X_u_^R`lvmKl5ZDVLGms zn`E`q=pJb;A99uXQpMa9_t;pcmgH&dzz(3A<5jNI`K1(0bOn)tReJVfJvjGl`qoCk^K^!MLn4IyfqIArG|yUIk|$7cVJY} zu+*J0H5u+!W|Ihh@^ipEW5Hipdg_8cgy2Yt(8->a97)(WxQ}kRTwU$+0nL_6c^ktA z%ex*j*^Li)Up9OQUf1~pZWwTWUE}Ja2hCKBwpQFSgr4lNhV}tbSN7i^Mim;I0P_K{ z9F=MCG?+RzGBeS;)QTUicX!O7OI?oc5{#3{*>4Z5g#A+Em*7nze3`Id&|wo7xs{aq zjy)wC%%EGlq@yKPCxH$?CqDv+d;k_Y=C$f94f30Vm@d|*%HPP*2l}r6?(SqSdy1Gu zfeeJ;&FaV&5M#?B-4laVs0fF0dW2=+pF@NF_Jm$(gL26c1jC<{bLTFuR0ozJqeHU0*o zTxNhcCmu=aZ5iP@?##zlz;$qx^2QO)ug~$4BNo>|O^bdJZ4|#`^-TItHv>J~7Y0Ev ziKd>G-$sP$)5^440+WBP#Jb4wxZSzH28`C|f6}KOB-CNo&3GhKh^^{0X{~ZoF1=z6h!7cLTl8f)C9wrSeu4h;)K zd-QPLW49#L`+No$()CG((mDm{;}xu;U}+eeTWanL5HA!>PS_ovgtD!PI5fV~rI4N+ zJzXd#{Q*yVH2>*?4?pu?Ku*t6@Bl?=p;)$Q{EM%dsuPb2Fd`3K$t)_8FaXlRv0HIb zLkMrcK(|Z4Wj{t#;p8{_Qt(Kn8fT%H4gcvrePlBsVV9FK}T^N+OAH*LS> zCB*uNjNF5FEiQ%88u!1&etKKR-}bZ3N_isqLTWbvBW%#yEtPv*Jxz_DMpT=}Zkma) z6eEJ(MB9a7kp3YBmVjZkL`}JD3;9f zym)SLAzDnoWK_dICUMX(Xw$@a$xoF@9ULbbiF~dH^nEU!D0g>4kNBymbAiypmqJW1 zmiQN_L=C4==J!o|D#C7yztP%S6$GBV3=V0y`auMCreJMRY}vgr&r+icDX0)YeskSu zz*uv|H=kexglpRS&jn5*p}Qb=dYwlwT>e4U1Tsz-hwpUHRH?cwP=W&e2j$!xLdw&E zW`2KidBD8r2oWsR()9jwSWHZ=bM^d@-dxlN^qynuvqz0qy(G)2eZj$pp?L*Q>)B)rRO5$s zC@Uc{&>V*3&9`-_=;G;P3(#!+It{xSYcSqb*mE9AN;jz@sygk$mAAWt!=l`7dWdb; z7d;OjFZjMmBByQGOzm@@R9@H0q-0Nsa8X_f>fg*$J z1IL;^Wi2_g-4sfjs?672TgAik+G-9kOm1-&qdqCN0nkDL_vD$K{Ct<7IvAD#QIsSs z94Cn+ARYYlszC}HAjf3AKib{jA+F~3e?`!HY5 z|8tdELm4-}%eaFD~c-a_1$tlEPQJvY>c?Aii(B`wZGZ zeo8tZ>Ye<9GR7GJiYU-{p;C_{rG`y7Au96OJ$CW8Kk*~;B=rtQuL9dv(S!<^JuPJ)_XhE4-ijAr}t zClf)g_P<#A=j4hu7EDKor)@w_6WcZ?3c!8x_mu7pVIaE^QaH%!qdX{Q61!UQ2HAQI z1#jtE3%AX4gB1YEvNmU?Q)yJ_3V`ZScOJMv(%WpJkCxHwM3_u{90rEa$>N~|lX#xN zxej|aQO`%#X)l@r)mxrUWUEdEM$T^dFs`~=8p{jH2Kbf-1e;5V2mxiLqVO&-nVIi| zK*tjR4jPS^Oa~K%7Dl>@sK#lAE_LRjzihUtDy+~BG*wemZbbuAqP{%V`(2Xi#oL?Q zD>1L5_6A;Se4opMvuqTWoj^&j=lJuLfDBD{FG-<%*=dwauA(M41I%5gV504Y*22L@ zZdb|Z`y50~204`|jph%jiJr5jaL521N3Zrw&0m@sm->u>OwZ+>H_C-2#f6yZpT&nG z2|)i~WgDSz;28PL$~z?7==B5vspIw2XRaN9;Rj!&Ty=}QnU{gI8`tT*#E{_}IXv9d z^quR(H03(ltl?UBD)6o>73Ta-7z@R$t^EerQ( zQPkdV0H2o*`K@0O1Eo^`HZ@=8tD=;bVisbUX)?`nyE!UnU`9+Dd)t^fBn{fERQ<{- zCQ(gZapP8B9Wc}Ey|cvy-3=h>*J{J!0XZ>CNe5*5upoJ!RoB_ejwT6|7*}zq*U5$E zRwx$rFUF$3r+Hixsa55VQpDFrH0LhII3fVaRhSv(+u}46?Bfb>Iv8zkwq?Y;xR=+e z{4vGMOnjVn?()9j)^)sa1HpCNJ##gph|LBPz3JUoNyAyYhINqb@Enjlic2tM8@a?f znC6HF6$qUoc7!o#s@|~kS%eAxrDlJxq%L*py&Ub?xGS#brvU+@{U}a z6)~w6H3!lPAZMP)cKR-?1Ewk4#ZK-cTPR6hy^gZ}-5YDBS)}UkOP;w_0~N={#BvcS zkWEiM&*R`1WUYF}*#Gh7*ZHAoP-}x1A_9n z(JEC#ms6(xqMHNEC4+d#GcA*;@2{>)fHvz02uZwFV~jyxiG90@2Uem~pd}KFhhHU) zZA(kBiH!n{HW&i96g^H67lY>9rp4dqr=SQ`3=;8h+;`@WQW1zF?(AY=^mf zobL*kf_7g8z0IQ_Nw;}Ad`f?#>5$i0O~a+5(z;F~a6eyrA4lUVrrF1wZ_?|y6ZD*b zImc7>kMH`t=u9MSe2Q0%-rM!Hn<9P;pitmmphwO|Ps_S)5TGXXe^=-IdCWMGdI^55 zLpC?Tca%72v!ctQ4Kar|%8CK~DPRW5n;i_)&6M7Sq)BFiiC+0V+T~1K4wFqhl}~W5 z{+h(0uwmwCl6ms`Pch24C%j;Sp>ROnU?8mXLTWiBkguFb8z>35YS-Uq6$tc{p3@5F zrxlmNs&Y4VTEcKcfQO|=%o`|Jz2xS~ZC0ciZlONNQ<$-NHc1LCSj0XF-miRehYp8O zzernLmYzRBZNjBo9SQeh?Ab{k{dMMd?)-jc3NM@9_OT$4LmJ-Kp>=*MYc}Tc6!>|w z-as8Hgw=Xq3bhj`2CP+*>S|WsZo7VsUY+{7ZxQ!Zj#(mb*Z}%BW;n@kQjc9G*6gko z$O5AX8HuG~)05As;|DO+a>=Iu{Eo^n@A}yRhJwQYj$D9gQqofYMVSaDfFPE>G0!vn z57bQN>w$4MuhMIGOb7^hY`YxsF)c)GfFfrI({z~l(q^VvyyOoolOZOLe!Yit1?2wU z;6KY1Mn$xhyTqXqR#iuL87+3-QMqgNDBf+6H<_WSgmEvM=&J2>+CaBLOoMYBLBdR2 zW#^K`?Hodd!(8i>p|qz_jE=18GSKyOn)B1Xa~DRUo72Z(?gsJ%fM_)wTaG^^us_C; z4FtMnJNiL7=PY}}k;njC;WI6JgJ}Mnr_6c@icui}b;Zo2&-erW7-kGY26m9}9$XZ2 zMKCNo&#Ecx7z0|m7$3dJ;ww${=mXl*CZPL$6&Ls0Q)-Ju0PJsfDl(TE2{7A7R{84A z@d642^o+EptL5f<+u_mSTk9D8e>D|0iOc28l6!7Gk*^@UKqhXPmh94_8!tCKh@`A5 zf)3mQTW_xMf57XFjHwX(Xj}Tcysa?nWndK%SU@;RIle{cJg$p`8Y2;q!U+dOcx#X0 zyt`Cic$LaBzU?~mfoX>I1sETl3?ON0=1xi%jP%D@7R@9acAwQqxI}YdAT2tZ2!Znd zkv(kgb$t1Efo|Yo$dY_Cd!_9ne4U3USluAS&KyZH&nCo@WVGY!?^YBqDW(^&PER6Z(ritZFuKRe!z6umPte!`8-=6o>aVjh6C&f8cj_*A{#zqU5xz_0^*k3St;P+}dIPW!^?Ue} zlaP6OXWIRh7qUY37NX1+qUnmrH3HdmpqIwAn*rVsX0{ zla37ASMiVs&pA%_>&iM~u>EXkk7ejdJ!u18-T1el?cqm++vtsPN_kEvrH^`3V947;L#RcmN;t<;G)Yr)%M0Qi1O?`yaU?bJ9 zRc=&Oe&m#mMSR0j3&mNyu)~T0SShwWIAVh>S@B}DcMmdL=1;MZJS$!ODO1%5>d(O1 zTGqT8;xJ%CO0uZz`yVza1 z@$FI%vY(WJDVv>SqX;-)nxuy^*He=jLgt=H;zfZu4(dI$3ANsO?_|pl!*6 z0)H2K{orx{D6O=KDdOUuuI5h=kjHL7Ib}hoknE9TEh^qFK5CsYUNeOwS<%83-f2Mv z$S*Rv;|d@UU`$&B_4(`BY3O$F$GS_dnvMsSU(J(&m99LWBXH1!G&q_~Hr5I9Dvjf# z@mcd@-PVyMAt;_ylS7to0T9S&+JTckKpaUOP?_*{oRNfK2)7;|$= zNfimCV{T1>q>TVk1*a?kBOUrR<)uDGo>7M4|J9I+iu<>e6Cxt0b%QsMZ-5}M_H5j_g))ZdV_624^okP`v&L2Io>j!M^Yl?e&b=1Upwpd+1GuxAL;`xl z510_!efi2JAyGM0aa&?p|ld~?4E@%T9-u1T*n;nM2hm^(UKq-NcnnGS~!2h~` zSBuYR1F88`g)D#gw=AG1#^WeGAK3`aj}Y8d`+uI)Q+D=zD zNv>ObfRLg9Ww9|FN2RIteV{~b%_*$J8d+R_>3$ZTjn70nAVTB`$hhk#uq8(+?O^cm z_3Nxa7E*Zgzx&|5u+_W3@P6u8$3~TC(Tr-a+tlJ4};OyoY@R z@o+W44`ocx5|n`3shujqrbUi{IR!6FoHAyhGG9o_l~dMT@1{{=?QDzwJ3!8L;%2+@ zSVq41z@M|ya4V$MSn2Ry8J2}WT5!}l?7uIIFzRVfKE8ueL6a@pP!taZvwhwl9jgKD zici(bGvDbyQV`Y(GrR3VdO(Om+@%MB+*=lW5P@|9=CM4~w$3L0wr-uBm9HbunbjqR z@K?dWKzT_#i&u_hD>QlnGhRjRhAe)9imX5+ofKzOhgPZ{YicMt*b5zAfxlwG~b()d}(!qA{3E+5fWj7-4 zRw;o$7P$o4q+JeB#1tzE`Q6+NuEC}r#t!khQ01N|I==JqjyPB{iWIf z4W3FhTS=YA4s9VHM5i)$GZl%J^3gfHWgiEk%XJKUyvN#DKyh<2-pOdvnw2j5$*7>volQ`5F0mco` zbpY*&cL<|*h)nC#7QRvWp}zb~O-|n2*5I)CxTtc-1ipLy+1Kvo({K;6+3^A3Bm&c; zZPB(`kAVl}C9TR7RMoW#D~-c`1w@g$=@pe-oQ z*RES}0h8|t^2W8BXTbPDf36o1I|K@}$pdXg#mIRwj{1oS_^>APmP)Q3_o25fC1 z;gNGTq|~8;SaZRb$%eUIuyrBW5RBCHPd4#pbzPjgHtxEnt!}U5byKf16ND4^)$`uF zG6JE=OWzsd&DhBgNDi$QKkExv&gA+144Fy#Z8P#}(AICc&hU-` zdXT~##vS%JWAFnQhfn?Gvwr`Hub(q4k2M_Q^~HMO+mT0&(YCC6mAH0uDD3Aw3|5H~ zxyx%-Ql^O40NfY`fFGl|aB<8w=0NISRW>SDQc@AzoruPJ+Pw~lkFBSTK=42J;2UBs?> zl`plk8x_&_N^Cu;%<%NYRIe7}iqyfVF4v_sI<2D2M`TaZTSC(h~i2kx~CJ&Y}oy zr1zo>1(=U3_^_@H=q(=eqqf&=N5XjN{0S;meJUXSBnr*IZ{< zW$igOFpw8m$4==sz|$`h?=+b>(cYo)@sfp-Y#G+({FV?4aZNmO?`SoC zHLRIk095lWU}ik*agzWXqmpB!BS)i~+(^P|wWOAu60^#I`Sme+tWQ+pY)TbU`)IQ` zE`V?cxU2zkcKYxMShdH<tfGx6t+eefR?VbjPB8m0pz@ zP~SSq(WG(oZSf~A+s~@0<7Tq6HWtyZ+m{#9x1YzedIP~+*a!Nes_Joh?XfNIg-9O6 z(~$v(2>`Dn6O(>1k=E`ElHwMNP#k;N<6&jaIkC@(vobKrf+E~=h3WlmR?YiYE7j5Q zNe2D6#Cc>Y8>8>p`nSi?8Pg#+vapY)&d>WvW>P~I@>VL<>5lnO4EzD_qNp@3?Jb8R zSfW3w@9ylkv%Ixx#*K&weLy+_KP$NN0NF2F|np2554|`_@C|?Tl|r=?SX%j{Fil)&o5%J zs+BZX`sDZrDZ5+5h%1Y`Qvp3Bqlv#CZ7s3+l)g@ZP2Z>Om=#I2ls-G}P#kGIm*H68 zRE0EuhXJIr7oiP7V6o7u@+nc;)w#G+Nr@knbEcvtJ#riDD8vXr+^L-CiSSxK0~8*} zxJc+}`hvHf5A3*8=~#|lj7*OHyS(@%LCp(QnP4!vK>`|puO;$^Y*jDQ*%=qvSur+# zfBN^j#MND1;2LOJKJtT$W6hJYJkTo;!L39)iud!jLCFQjVt^9@s0QWa<*_ra=V5L) z$Gt!v)WsUEKXP$?E;qRR!ZB!JpTfn$`ux-UAVn)eD?3)1!OyqEAkV)4f^&+syMu#+1??3!;p5~i>fNC8TJ?;O^y<0lK^LL zP^NJJdWOg#Wuv2!<8{hIT|U~ubi}RDo2*LD1;7og*oYft-B0>ywzs!mKM%pUR!r5h zvhGKvxt6`r-*%82F3@wPB>;D(f*%o7axe@KeN7Slgh0!#qr6uZ3eI_O($0wQpxZ4bl8`MY;oOh^rHl@i%6;m4fl^`ccg zpiKZTh`R4b{KoE78EiC53@U`*P4XrkGCrHpB^emwR3)g!smorjH4u>dFNQ{bFbdQy zdN7c~`y}db&*#)zJh)t%yr)mWO~Fav4VYvAep+VPY3em&-j{89QE+RhCW^|n;!@ea z*JXux6ZMos0?3Lmz0=y*)<>`D00Z!{EtEwAHluiIVS48#v6oZE$((f9HX`XGhB#jF=A z{BLpPXu%KacpZzEHlGZzWwe0{x7~mPBGO$Uw4not`;cIbZ$3yfs52_Z?t@$fUgBz( z{wIU{+}y`)OCp=6!WmJuwY7$1KMZWjOO)s1@-?V*BpA}M1?@J6u@2kOkxVoX#o%|;lG9zO$Uu%Y+wK;gImVQy#FfVGih*AA}f>V0`?e;oAdeJ?c)LrvDA%vw4nQq3Q;vnlBjmrNfa=-X42R z{O?)40ejhX(VeD3&8llHn$(bJ1UIe|R3KZdIFQB>(} zmjRniD}2+OJZJTCoLCx)CtC%HFDp~3L`o$qNH6~H0rY@JxZt`J0gP~m-iK>oI`-xz z29_YqjyI9VmJE0#&a1IM*?Y}+seO%=uL?2l)eyuMEL6)u>}fd}5QjF+#~+Y3M>0nE zV5$BKHW|_HK-^lF=+Eb<^}R-_UJdyF*T@(vCxpri-YqMJzmVto=*&!r{>#pE--TTr z9wvXKAuLU-vnnae-=QG~%pE&r3dj8a?Z2d$Y4?=?0ymhzQh$d(Dx0k1v?I{d?_O17 z$l2e3-oJziXYmKN++-MmK}`cVYwKS~GJ?mkmTWnKV&+ z+Ri35;g`K4a-N<7Kr%-b9am#AoV-n(wOU^ZEUjE{x3ttY{HCUtB=o%M|K0#IF22C- zWQiEGTK_@+q36;yiVurm{=*;gS_a#U*Zc-rHZ$mciq&r`%dH9%Gyg4z7B!;_5izl; z14$@fd)}rGdt=88WZ~rPHpS5ozo&0i5lI_u=v%j(m{_Mwq!=42aCug+)bRl!;2_rZ+UT=yf^_*j5n5LVL%Hi#nxkcODPFAY~~8r`R-xs4;TKm7NuC zf{DX{S|G=%K`*2FQwWlp@;wJ)(Nm{o`YTVPqrAS6-z=l1IzoUrSKDnRpk9kv_~;9E zx%aipLF@H_{)|R8PE@aYlM54KE$Xj!ih8{kZZDQb&{>+_Iy;{Q!w|oAc6Qbcym)W~ zOY=p`;RZ7KCDH|WU7uTLi{b&_TA^3I*ocZ`Ib(1{Ta@~5&Ajs7xSSs@$-jE`^4JaB z4B!3*8HrJ+Iq~4&z`o9L#yG(qd_-I)$H(K_w4AAc1lxAh!_#U%?I_@SupTWzwvwBm zV{m(QhIG^GdxM&w>%+Hn*~9YzPXcM%DcOl%=*acWb3#{)G87P`h7B&ySm>NmP(AJa z|F?3nU+EeuK8XFr?$aZ&j{@DWnn&E%NM76WC6KQT2sBhPa$zylDUsvU@ zF@Q57a({FBO*HF47P1{k^ZFHPZpYmOz4He^N-fU%lH`(a(mowrNYEc2f8>YGpj3%5 zysiAd4NV6MDjfLtWDE@{Yiep3HL8Qf!|)X~HKmo5a7C`hqL6~S4ZJovGWha3yn%kT z)1>NnY8g}C3>rqU9j{Q$E3Sg5jR;rW5Ay)7OwDU(7 zmS4BQ%D6Pk2KY#W9Ag}Tc!ti*NP2tUwi`Bm9~KvnTr4}P+t<*}XHe1Cfg1EM$K8LN0r zn}z@&ys#OPVeGa8f|xXG#YGz&f_TM783X6f8%F=O-y4|%oGmA=$KLRb1U?W{sCTXV zwR1@I$34Ui7mJ=W)e*Wks|527gG^drSE@1Mmo{uBXKSRt@CVZ@961v{XoC_NtvcU^ylo=lznXIfVB^d)Vv&!Q~QD1=a zwje8vs03B1%78(WF)kJX3bS}66UR@4qCeU}WqDSP-P9T!sD_7!kq}ZQud^cEw8;nb zCRk8TP#&=JVcKf_?Ov&5ZJ|^D`X$NkA6*bq*ZGdk;S~4P5E{D%E#xR&uuL~sQ*Hmy zV7%LhRp+N2{T|y6oJ|t{jt~r3%`uR&DF*4x4`GH)b)Ho3v{)|IYKXbLzL1|=e!(H_ z$=jc`_$VK?yPHTA)=v6xm(88$--}ID0tpN{F~RlIf$gK=$Tl<5uSCA|g(^8X&TmW58tjV9ZUUoU4+WOl#LAxiCRG@Fe0c?*Y{oY7YL6GJJ;p?$bp%2{{&*V&|-O3Yu z={fHibwcN|l6~nBz;oSDDn89|L?}Tvg*zJfcmb661@M-Rg#`wOWsv_eDo&hh9-o(X zrQms%Y8B7)IDy=%&@}O1Ze-3Q32C%j5e1jKk;}oi1tB$Np$~7}WM6_5YCwIr!Er1+#f8 z1}NtkC#LpPl)D~i?Fw=OHt#Sl_MnGD=3V&z@23LaA0={k*?yR3?f~NSG@JZ3 zI5|1loIKIMq;JD1eR{m_Y_d(U$T`*p-;lBSNf=#v4$cS3w#H({|+Tm|{R z!rlTXtM=U<-gI|Lw@7z42!e@Io|F;iuG-~@9l1HT>oMr5v#3nSMtw4 z4Ju;LK3#wW2BoFem(qD!O7UbQ4|(&f5avhf-{> zl&u&X@gC6J#yV74L_!I3FnKmLa8{2*@>z3nk^xcEDuQ<4*j#I@12XMUzo`?U$ z9#YD9VZLKJw7-L5j2G#m03Gk|C1njx$WV*xzH;QRog2a2@mLEGl1jw>NGrfi)aIPE zGWL(hdleunrdZ+e`yIb3a=wSYNzDnLlo`L*pu^C1P3pggy=llCf^sQ9`b5)oejnVwiu`y@vkP zr5&1~{kQ-6<_Xs-EGb#e+zvc@@;mD!s+%LAPlQ-$?{UKXufM;}Ymejd12ooF8byY?ktS1g|F&sRRWsRSX6DoO)^bK0F&hSt_W8@Yx|i~+RY zcP{>(U#7`0UF=<|fw!BTcAlo!!bk)dHo081tlFwxjTxToc*n&au_7Hz@O(~}6s4Z> z87oEIoA1}x*5*O^$!=_9cs3M1>CC*Jo6gDPj~OiZ1yd(b$VEu_JWKCJyf&Kpqn8Gg z56^7h8M*5O-tOwGBLScpeA7Nbw z-pn=}EqeaNmiJYPE~U9NCS^u*MOWB>t)U#FG%lCnhtnyuRM-BETJz`Se|IQTe~Q5(M6J z{`~ox+FAoED?K=0s*K3vz_6*O0>U>Vk;}1Gb&(Ms}yvuv`x?74Y0EL}Z^H=R@99j6g zmGb{RaNr@BeDDxc_?vE1~pib$DZ=oYLQ!k=v8TrkB>)XsBN9 zo*NzSayh@DJL%p%ScT}weJ=r|D2u_p*Ux{vP#VcF#R zNM;*YFLr{MZ`9s*x*}*mUIQ!o?XAXjA+aZeZT3%e!$Eh6Ss6$}p-K|lvxi^k5Pum# zjK$hKRW+9XD5T|XuOz7MpZxv28qHspU03JJ_T70PRnY0_{>g09uZn`ApJel&Nd}1r ziN!hn^lel$M8=x)oUU`P2wveIs%lPc)pNcxL3KxWsL63=GS`vM=bgQ@WWv*%pWM$` zv1#LU8Azx|ypDV8^M0GmJBw!&dGKKO@15s&SoW=MZ6B4*C{H-q%)vA=P(#JrX;|8f?tz7o|R2>e8G znuf&~S7+?@rM?^+$xk>8zUb%9m0-kW<;ON+HS80}VDNE@n9xK<{r_&N(I6GOesgMN7jWg-Je}v`1!*1ocHPZxwx>$UtQ`1q8J+)iO);@ zp6b#Y$g8!KOvbAHCJ5$?(1Q#7-Vymd1aAUvNElSN!r)WrcRH+&Uset?Dei{zGL?6K zxfP3PC#G*qGIn?4Gj(HiGyhW z-No}R(-jyuZ{9SadWhMUb3SHEMx^Lr@}Az}S(;zj^n?m767Y)c`L9J)o;L6$60Nwz z%+1;QB{*2D<>4Wsm!%Zs(&@#hrcL?2+*&v-B{`XmhX)sianwm-=ll203fs;{&!4;1CV+}%2aJ34tG5U} zF}-4d#Nc(WOHU^oGUf=7X=9UP{Nkm!`U>wrqL|3Yw>mIbLY9qaIRy!RbMLR+yO-MO z@_s^^aSUPbd$=_~5_PC0RKi3MI^y8q$oOv1!n=G?2ds^DfU)|lm%*6V%qn;z4`6!gpVIB z*1Q{?d#$#sMzC0u6N<;nJkD(q{Al+g3teEbRy>@WkRpwbj4Zgnyt1NNK6SG4vq`fa z<6%h1N~gdD5KGH8(dQF71cyHVDF`;7^VlqN?YOu<`K`l9H0jc(0M;k}{cn zy${-40&Mj6T5o+ijg*{!UX@Un@?N8!#@5loTbn$c0C-x%4|;wX8T!_f$YO#S`+d?mtsd>!tfCiSWwUDehm zz$IfLX2(tyxO%(yuVJB)ej&rxw!5@M9_*xu$6LyH-#0oJ;z@Vj%YGL`ucTwdKLZbg z3OW1*j0?ZTN*LB)itXS1O%aB;T3V)^R*hB2RMVCA5tHJwtgNgML9b2<3kr5m7Mm_C zEg2SjO3>f=s^a_mqeFzCt$)rF7Q(Z5Ych`@ei`HyrEGlMP!Q0j3@2lCGlqhtjReCk zfSdQ`9@12q$;s3kA74{}@@BH~`0?YneSPg?xmsf{)bWrum~@*;v(eXHtL8DesKGFGzUES?B zk4dgyZtHM+m55UY(qe@tY)Zq#bb8|gvB_`Qfjjf6=w{$a($@2SbFfH+jf2xZFhFGA z6I&UO_qUu$_BJ+bBK0QUO$4DjtET~f5xMur`*45OeHzMELRQU@@LVIhH*es~B`A=4 zN+zY|VHFi3KQ?BlAeME5(3x;q`KU&2$XOxuQSX$j1A$gUKBZ0=C$W$YBc7&)#)OCQ z`tb1J6Yh#|Fu_ykZcqP}EwJJ0>B7&ie@2r!ovls=%m>^tSPfZOoV1MJBaQW40 z+)R1D9>|9xo{JiR2MZAgpj+KiywJGtkwwMKgTm@0ZKex^A=T;jjG)JME zs^KWz3+ zpXzF8{Gfvs?(gq!GxA*V?a&b9(XiayT;tzR2*D~fxmJwvjzqd=YQ~zDROR8=EQvWO z*9G`enzMK9;gSSJ(DIirzFO_0g7_E~GT7OH(fG=xSPGVtqarix92|cxZtRTFQy-FA zD3N3b24>Q-411W!b(~)~pkt(j{E(E{Gk>Vsb|tzv5rbzT#0FX=siQ}ss-aavmV;caV9AVV%DiSfvj%t0HXIPlrs zbk;1WH!@%xjYy!yRUHa!tC+~VX$-}X;^gRS8P$ciUHNko<1Yk=N)9)^>XwklI4`?)#$gh)sS(3yOl8Oc?S>}$6*@93M9=IY`MWLxxj3SU)71O#U!>*Ep76yw zZEX>U#9)$=Zj`ITAX32y=P1K#YPJf)hR@qB1*5$ahFe^^O3=09fV2@%gp#u=p5D3< z3qJg`#PE?o_ggAwGYf@<>mnY@4$y7+Hi!HduSIX~mD9o)^1d+Sf8nuw6CLz(R_7U? z{#Zi#Z^)7D>vzuQ)Oe}@Y>Q(|%EawSv^wT_PjHd^>D||Aou`0m3m;ZU*A?8yJ`9M* z@ECs32+w~eX-!XL=H`X6mu+KLLT{Ug@w!RH6+p`mg=e_X=c&tC+Vt z_3mK zpd%kl1@C`TOuJk30WljsA;v=@1QzJO%!XzrMMW|oG2IU#YF>-*GzGQN!@K$WEsiAS zYXjOLA+lI`9T;@U>>hr%FjJ_Kpe@(JyDTcHotgKn`40q%E;!Ee~ zt_LYzz#a3Ib8zaM8xJX9b0Vktejng;W8{C)iD8}ZN zSJJG*lai?7nPeYA@tqSeN_%_z+UHhfDc297Yimx3ik=>+mHz^ce?Wj*{`kT|1goZ+ z+Qa57$T?I{z!5$^+79Y;l29w3vVZ%C{q4v|+PX!PF9|$qECkXM@Q+Ubvk7;pX=rSL z2|0bJIVZtDBImai3sPm@N@Zmw&C&2QW4wPNQr;w&ob29(FtP;X}-3sPiAdLmqb4%Ue4J28yLxQ{~!w&FT{O zTX%ghpB316*seOj8twzY&K9Zy0!ZomyZ-*!6&2)&i0_7(hL+aS&O+zg{{DwLd6)=P z4&>4Hy*b*y7JEhj(NT|5IqBHnRnoQ-lKM03Yt)rkI%N_bUr(N3K z0QiA7HZ}&dCWK2HZr)=2njCXH|8fM(m4$@`ISq|tiX~ti$pJu&nOnR50o3yZy=4hbiw$ z6s*CC6;u6nmw>Pq-%W-Ob*?c6xta@6XP+179|N{s>LgR{0w-2HfO6euQY0+_KRf!8 z&Ms_h5F_+*-n?RBVimw6larHemft=G<%Za#+{*IvP@&wo5`uYir`wU<#^H3n^e$Y$ z=h9ZYawT!{&-}a%a`KF?-9@T%YHF%zd+-tvv*T+o^vzPV6OBrvbce2sGchxJ{#Y9$ z92Z0T=uStMrYSw2b15lP>E54g0G}zT1nfJoR+r+WKdGD?A7LQYfx9@c#VhY01rVPR z!v<{H0TcD#gj4Cy8t0GASvv5~#0N5#wZ9&-zF~b+2FVUf;Fmv3MKS02ac*w+EoZ_! z(Bz(j-6i)K_k4ivZ-Lgq{*BeNkBgsdzT*WtI+L6?J_ZH`61=hD!gcm6Ky(%)7;INB zN=k@fpR9dqxf>Tht}i*wU()BGcKtd}PEO9UPe2O`3cA}vR+h&9H!?aZ_{-ABD73j* zq4;u3qv)IAkyH-}PtVZue?dtTU1s{`=Fz~U7U7Yr9fgMZkCKx^g&By69PdlodnGadOgBUzou~>oEjVB)Go5eloz_-Tk$IxOlaiu*W~H z+vme44#MYPhHP~zXIW0-y2|@=NE^k)i`WgXE4;)&ek;23{fo@~Lm4RQMu28B542yu z(8y`Bh=%9#^H?xloJr)e{r+VrUCxJ3GoC4GAWgWlw-=90VMitG*7Bx+MFaWu>NBvb zVCQzf)J}Tz?Aa~j8!P=O=^)VYTzVS%`Tk#2*IRp+N5pb>qw<4WKucmMdB=NIWMzbQ zs`Od}j0%FFrQ3q)k~M6SS}lcuOyO9=u3;fQ=obF+xo7u`ds;TQif z`(Jg55AGjXEfoj@_eJ)&O*Jg6qkCr$7P5}a+qJeW>U+5XN}m%D2!+Yl*MIa;IoV~^ zca>9Em@J^>Sh)N%$-Zc6LIN2w|1R&M$-1y*BUjq*gM+tV3;X}AYo%?5@@_~VY&KK$tF!KaRWNfSkq?33S zMZT$-N_#v3+L+089}=B_J0+gnD=nMX{BQk3N2D_~Bk?mXJrG5g9h3S(4-WiM%>slP zNTh8UvRIywG~Ha9Y_IQh4Y|Epi!J%JzV0WbfwsRP|zx{ zRks(hl|zWotwb@&{)|UnE1s!colKES_;Q8}1tJo7;L+97vsgQ2)d}`qk?Vu>%gf92 zu!DPHmzF%ADFv+<=(;+D--Y@4;ImnQl&tp;Y+LH{baY}K@UI-jP=--pxH+#`QU_H6 z0;iZGfSZsh9k97gDVry9q0(LT^`S;bW@+jAaK+$xR!b$4ymn?Ez^4EU0|$XSFGnelJs@)gJxgNqjQ0Uf2bw%A#;E z9|9uf+J{X|BbZ<1^M5-t6n^rW0L?@QT_`y$d8e!+Q5B%z`hr zVm8dk&V-%9*r;`GM<>Z6t!GSsmrJbl`L{Q&wD@gX5i?2=!}PKPwU3{eFhWx^B4Xb| z{Q47QPt-35t|oj@QBnW>nHv;LOtBC%*kEzyYQ}XmcrNWgT0(fU_6prUzd=<{BR(2b zw1M2udF~tmgyxhUF~AiK4Gr_~pz2_&@?Ka@51%XE<&c#<10s^&#PFMEnYrZ`M z1A#Wert7M?IX+r!DvY#2WR8B!sn!1zwAdH`1^olnH%59u6$RZFHcYkBK2dO^8rwG-Y@;;}Q<22y&uqp9zY2YllSuVVaThqGGgN53(L#c zxnpL$2pYH#44Gj6e~Lr~*Q!U}lc9Y6*A&u%o_2Sep_&%dy~TLSVINpgEfO%tMgV2kwP_ zi{>i&OWDfYKQIttRjvgpx3`?-=GNgv(1Y^lA${x!8I3^OTQ^PJwKIe*Pu=Y)C?qw) z!onc4;}a5AeH&M+^KANVFu5+hy)jYyxnE09$;AAVtZeeXXh>7u=p(4ef{KlFU6@;UbhE71SQlS$5(+4AFQYI{rT zebwVPd z%7CBF*x1<9B4V?Pll7!WPoLuUibR*sd@&q)-8ftCP8Jjt1S`zM zs@`|g9KMzfL~XAT3gu`vjA*wBZfcST3?usT)vHgwpJ8FHjpviqm`NaMYVke2DvCvA!e4NMk>J3 zAIl_53CeZiDS<>~Y*@iIQqM#|$tGr!A>ZBI_3$Y0X9Y})N2Yuzg0fO{oi^M*lC!h3 z6Y<}%*_f_eihpXx>W@>V9@V;niNvxn={|xC+6xx7Q)CCl1tb_;clJQ=O!|hCE-T%v z9g3#mpa1$b3dmCqoC~1Y{|!aITI|uv&*Q;@xV*tNw%GQXB6sMdV16m>s6SKDd{DI^RDYVx< zk*mEs$`2%}f@3si!)GCO09mTy`wPndV}R+71F0|W{@Ox9uGHpczs4PQ19d2vjhdHRzB64H>{iET!^H&<0Xm`ibvRek^VZt6l!Z z_}A?5uY4tb9v*E#a!)xu^bp)?pDR5UI%c;9pv>_1*R~cMUqKInfB<6C5lR3$Ldu(# z$>ykfmHX87^z;C>Gz9(@gWu=UYxS@Yu?{AX&Cx*+s$cpZd5aPvqst_|EPiS1O9}o zd>A=gG9oMMvnyWEawcK55Mt+lI_NMX{T!SPx zb0Zs6dkx>XQ~SaHJ30Sz6pCzj7rUX5=;7;&Y73qRJGR#%ytTjw9s*LV&B=UE-2u+PFDU7Yx6*XZ@*SNBs~+?L%3>~$Q8>hPaAwM zW2CA|3{^JJRqN@g3KUfI?!HU0Y_Us#5RP#lY>&_@h1C2eCFHHge~M9)eptH=d76-A zm5-BT-JS2(MSZ>*!I>*_3>C1X4HpGM%Rs7&`MEw7188a&yi_qDo_K=4U>4g#9by6{ zAbM(u>KsZ+Rv<{2LI%LEo)MV31Fk?2WLrU!YLdCV90^o52C#TBNp9I25=N;=;Nnrs z%MK7sxQ>611c8-^osxo)@E$c2$Few!@j5E0Rjr59BLA>%@Z;$4$NXyqdCgWJq^512vJtddIu_)3Lz0kVP{ zcq+kM^MgFn4d6Je&w&!gI}R#qiy>r6kJhL6EW~CCbN+5MU4}6=u@d6vr@DXtz8$<3 zK`ORr|4??O(oCSEw^s{DyuMXhQWB>TU&_Hq(6N08{;kUpug$w?4ietCy9QrbFhx ze8ELz0)Fu7=;)MuV4$T94-O92oP7_g33e$iYQ}JIcsW<=2?-N2R+jNy&fo@`GH{ry@*mNo(E(A8ehnNi8L8X_daMEOqQa`O+n3& z^Z)}V6cu3CWCIX&nroB{-mBwF(E<6fxG}D>^sHWnih~0e>_s3zm2Pu#HO`ZSfC+rZ zdnDljg#e2pV`7T+uM4kMd94md#>Jfn^%Yjv0|5UyklQZk>ef7y!fczVzESDWN2v?6 z|KxC0nF1^yrdD@wbn+-WBgpCpKEHsy0rVM1Zaj**r5XZ;ILkBv+ z1B6PWNL}kIk(n1w{c!8Y>FJS>I%njP<;JQUFLw3za>6`->LUp3EFLP-vvMWoUJD&K zsNg?c=gJ6nAXjF+%-6qLZ4syOSEq`2TboKC9L|M}UTN!4J78Cd4m_&-ASecd_IH6K zBMM3dqn4?3s<3rDkifQ)kr4omML+}@z`)W0+sAW6@fRD&u@HWs8e$zHlNK0jj05Tu zlvGMa<&WVasK3m>$Y=d}(?;PC>Oz2>Qwe@GiCgb=t+tnzLSSk^|1g_$k99TXO95V_ z8bQh|0wP+C>nts6;Ld}&nq3g$L7#EwEtao&Fu4wu0@5_51AKp2HvIU&|pj-CYzpZov`rkbGe|o_e z0am65pzgAunO_v{jnpZp>G~F_6dL8IN06d{sCn3~(gqp;9Jj{S0UmVAiw|kk#C74uMnM~cqk<)q=JN^XgC6WZ%>pAn3PwhLz2^$&dScIT z661z|j9UW{J2fjyIG$Bm2>pYg$EKo|dJ|$GD-p5xTT@BU6E8yOpldzci-8hNQ10Co zLwxq*{rXk{Fwy`^b^Q6~hN|iVi&Z!?MhQBD9l$VDT;&iGyP~0~`9b8{x4W>wQ1cxc zC(-Np!_Q${+IFDGs^R~2vUfZ_kV=K1Jq&;@3RWFKQXdzbUlRuLHZ&q40w$bNZCZ;l zjF(lZt*=iTW%j^&BVkqvYRv`T9PV9w9p7?D3df$Jf`btXDk{SlgDk_VQ1dtsWOc=K z1Y!@rf`UR9JYtw%AY3@$vD=b@Hx!1lYLY(=5B~3~4!tZNe!~(ZvbMHJi|W*#(iwJY{xZdldXjyoeD)lVZjQh~m5O5|U`>G1MLez~$8q zDdN0=!DEZw)YU7Li)5Xr9*UVW`~L%0{!iorXzu@pHUIsORa8Ka9&%~Z@T71x&H_Yr zb|7U@z}M2!D(=I+H4gbM62hlZq1)}-Vqi>xVux$(CkP|Arpo-k73P0q>nLjS-{nZw z;Wn>#vwR^SB}I!H@}eUEk_emxriHYKA}5e3M?qMF@Z8A4@kSgL!Ff$h+#dlgrRwa? z`so|wl478L_d*S#5}tAGi zdQVS}-Ohab-bQ~=9(bP;6!!4JdWK>XE^h7x5T?`s2gPlt8lC+lpJ&7eW-l!5#BZDF z8gXhZgKg(EYB?aiLbb*7&ySnCFkdmKSt|uzDENzmi%SEx)Gm0AqNk_LFjO3F+!*kI zv)=q$tta=<83CNc)04m|Jb1m@;&?Sm5(^8f8=`nO>lP1W|j_xfgGSqb^tX^L|gYi+yXBtZAW+ac_`aP zNq_QJ2kB^F0yN zf*qNjPQSYtBi!$pa_ONw$c>(d2c8%zpbl)+t)j+JJE*Ykb;U8uc|SUf`^LC=W@g3? zfCfZU^@hgA=m?g83y^uPZTi7^(HxjJbj<>~+x_y)JvuRw@-5w{fEFv4nX2=lVPOPunw$YYzj41CA760=1knXk9cEQd2ht=ekW)cz zmkKC!>!zQ|L^_yZNtZ-Ky!rV z9V0L>P~+y!Lg2KaP~%BSdXbaEu?s+sC{yn&lo=tqh65p@qZ78G2J_}3yl#jB3<)XE zLx5?4LM(uq#LyK9#_%pv>wDZ#>hT!x44mW&?r3DwKDuTu97>mxPbdmGfR> z6COzyRfp;&=+4~b@&P~AtUo=t1M+%zC;`>-3P{z_Dg37W1Jc_8hcmsbK>}d%2>j&; zG8c!Wq_NNmyhb#%xVSjO=J2ZHF61{;C|nzunK>EP!*blStO9jC8vb@Q1+c^kEv%S5 zF$B(_y1yN`UVRlIS3cYcAn_z^Tm}o122P&_dy~)KoOQ^T<1x zPTz zwDr&4gCgMC`%*?&huM?PXv^6I1&5qJKX~w9=f{s^ln}+B6$B0r%n)3X4v1BcGBX9! zR+pD;pk|7a&1E0Jg&BvIbHgZJeexsP z1Zl`KW#3ln*>2FuuOR=G6jQ!r9Bk~5x8=jsY-_>TD?ocOEC4hXkK4Bs6L1iSuId01 zO25g<$zk#aRl9(DJYCj{2OVt?e^6cknW(m?e9Vc@r4>|u*mVf7i*7B}d!cCM8J<=H zk~4~$(Z%9p!Hz9JOO%+DM8UuiFi?jXTwKhblbeeQ-?Cm`vQ5ja(1I?@on;Cr-hA|( z?O&99HiUY9%PgDtCR%=LrbE#ZVjJr3G%8qv%yVKn>E+q1Nj7Yd3>;)1y#H9**uL2(P0v+EH{&jb4lpUp`2}*x> zAtrgij}~tN&nzq~L?$HkLRF-~d6Eyhe%19C>|%6Pqmvt}$vJpk9729P#2mF!6Hchf zK{9XqKBAleu4yoGpSp1G5L#%*DfFH=H5scVEoS_V8dg zT{%ceO-+p)I6QO&AI3EBUgiejUw~nl0K>H4m}Oo_w;~+V22}WMPE;|Y(*h6ciNV4nwSmH2&}-{Vy$CQ_WkZD%pM<2F(Y^Tr0CzfI`|YsW#)^!K z38P36RJ8|{ce?qGc%$!TG}JE$z-2C>ps2VD3Rv#d>g%8iq5Bo}gTd2QmH@%F!S-3% zz5>Gxlw@abPYn#$(5weIM6_=czVLDWUuCDx*;z&eEpqJD<>AbxF zhx{I#6(-7*^LYq$5MV|L;Cr_NalVc;hM@vBqCGSl9YZie?LZk}!0RQ8NR1GhAVR=EC<#5e`_psondizheDzF zH8su~qEH)DP$;hFKk~p&@-KTPz;7qf7cQZVJRQ(}SG?>|I#zxbjqUolz*6 z?V9J$82cyF2LjN>_Nkm%y^R{_&+edl6Q4Zabnrm229L%5A2)D0JJUQG?w#3n`mXY^ zeb>~k(NcBY1Zh2Td5IQ3&ondgHP_O^71mCffWBPK{rd3y44F%6foIQK?T1juU^=1?*Z(~a_n!OhA z>h){MgL%GoCw~yrM7}aIGE!{~2bmZCR6-BuPAwz3XfdL;|MJUTTDX{%lT%(io@-0< z+qZAG@7{fw7S2JFoZ4Ts2y(GoK3zX3BlDi=SFP})O7s-V)XC{!1MlhEE*)9-r=~u9 z(7z=x%;l4i^Ww9^|8vn>f>Efjqd&r}*6;iqd;I?O#K0;PDmDIyqjk1>Q%QJG`Y$Mk z^rLTw@Yl~HmvGy>uzb&zHhXmBe;(hFCf+0GU!A=0PGZC5y=vc@2BSXVzFE1}#zpb(H=Q1hFGHrz(NCWo05?dN2x8Mg>l6^5e~$-23FHiuIo z_%>jNg0H=zde#*_d9p=$u6dsaHCGQyNL3D!+`ISeDZgoB2Zx*o4<3{{wP(1r#m2^F zZ~SS89QqAhWz&)l!@SHbp`)Xtt2)4&Oy9L@7lF8K+cv>HdkQq49)SI6`Bv4u^|p6# zs1zB$eqy_j5aq}nxDxCqp@#92HkHn(ed-H?K{Er--MzeuVQCqoO_6x5co~zjA}YQ6 z?p_pXOZnQ>$8DCLHQ6>bfv_>!UHAFPa@2 zF6FJQ1z$LSKF_+!H#)SOpV`1GHjy1~gF^>NR)St6UD6E zAi4Dxx36&d?`~V<3hSG7Vf0q{5qW;zIc!mbMF zQ|T5pfut{OSlQgpd={PR+EZZeG4BT{N`QZ_si_%dZ!TY!aNnR7k6#k+OG>Bg(yL-S8?aHL|F6H42V2Q~Ea-e1AS zA2UX&iI;&&rE;U#H@E)pfYSguEh8x5EY>DEoqZ9NcIC*oL~6JvaQWciErI&;e6OKwB8*89{R>ASfVxG5y{5Ui)lF#Y8>ihJEWT0W$o8|X_u>8!T%G`9-OeI}UORF>eTzKh~ zMxKzlHxhldAyshjA3tP6xT${bZkxQQqhsRY;u7Kh)we1mGZWwMx5T(oXj^9!#QJJ5 zGgz}$W|rAbs&)MQ8Y z!vlJ$1)aHiRjjcuUnG^3`UL~Uoj;_V;p5}$m>#IYD?6H+#=Us)!b;1^%IY=?Fnoyz zyIJL2_~!0YGu4?oNeZ;(aV(|Gof?yvh{Kx^FGfFj_)u`yE}E}4B);I*t?7W?E^SE( z3HjdR?3f=E4A+5zd!l0D6`CC0C$s{w`aB5x60bL zYGB*`4X?GHl@L10Mtd7;^f#gUpXo&|8F!_h<0W|vSZv(5F**yNBt_BZZDDKdVKelX zcL^@z8)2c|%O;HFCRKJiZ13=a18UJ-WKY`^(;Fn&oAFpixAF+mx!G5)oxRof28O$nf2?ryBg5| zP&sg6E-!xHWKoIEm$9ua$T!M$S(s?=uFV7_d)9*ArxLU{Z4xP}+?A;=plPV4b~kWg zB7HnHNLMFOuARNU%6y7lJ5L@8twI6?@PP)H;+=#o@fy46L+>-;=H1-&{7NHwre<-H zNwHltjfb-nn4i3-ck$u_sTQ0sCl?zU*yw%!{COw9$W$qK?GFd*5=S9st{?kTZr;^X zt=Pr5V4|GA6E!RbW#hk#@*lJ7Z`Zf)&kxo(6sGv;oCVj?v0DPyQ*i7&BYET zGcWG^)JOKjetDmQ4_Re7w{10~O;AvjgVE>tO8UY^Fo9nv_KmASb&1n(KU7=9Eg_@3<#*p_(NDWSTh zJ5ntj(fhUfS@zeimDlQOYa3s`{``PWVpc(cR4<(+*%qIWK=Vy*{G<;#-?$whIrwfH zFV;1E98aw6_|lp*pcaISPEIa>B~C2OjslEm#R4P+kkq@om~<0F}_8H8HzM3}Yp2S+-zGhC_;+ z`*Yo!A8(^z*$Wby9Rq$tbl?6sY0H@C=)F|~gl@cC(OEJY|sI~?kHl~1qk~S<% z?r6yQtg{;cb=#vAIH@=HZ}qL;N$%f>+&^;S|L}D+BTpfeztM|ipFtTe)Q5Y2J7Y6#8gc=p6+>3g*>uOY zR1=_B9+d~-jPB|ahrQR9ZdgO@@9>4nPpo6Fpi)qIyd)QD=|LbyaTQ)u>fCt% z!E*Uu(5=PxEgqFe;FWrKGln_9@D3TPyuq3v1k4qZT04Cpas91oZnZ)Dk*>btix4^0 z)5(PI%RLKJZW@Q5PEv^2Tvzy-lRlGAg|pViDKNpC22}2VW8g6%T3QRq+H_43>j)9M zk4qjsY5+U&rq(&N?~UBfTfawe=#Ip!t`aKMj5u6^;e-x^EDl6x-R2djq}yd2gD5s( zR(3;-$GOC}CLO1&C{f9tlzUtEAzcWZ4TMZ3oh+r*ro5PZ_3Bl0i!|8@Dyw4PLY`&P zF~|1@rKNS!)6@9`1SpV1P|2w0VWFx z%r7k0Op=z8(th*i&D+-2?uqtHB$pYC>t+*CS!ZtZ90F{p@|)?=!>n{lwxxV0=>A!{ zOOdz(Z5vSU42i?@b1kxF6(NwWqDi(!R#sA)uwpN&sG#6jpP7|aL36VPc^&A8319_Y z$KR<%z7kRnu!t<7(u=9|K^bn* zmrjp8KLx_Iil+1@!}gb2*Ry|46*d~Wln>rRW)1Bprj#p3y%L$!)Q ztb)0@xh}k!tfs1VfsCxI8MF}UlkmiwkiQaAQt#ZA;b^QY(d|%>=PWOa5{_in2o5)I_7vEQ+q)Ne%e23wkE!k(c+81y9#3 z+5qJor2F>0jXf;yGil7f=Y;;5GiQY5U1CBPtA+xyphwD`^5=aD0R6$2C858M4cv$|%GGrS0@YXPgMZQ3xL*^n zt2>N~yEKsLLUQhW{Zt+n?0>#yuv^}}PcB6jV*|j}k#Nirh~F*|C4c?R;pc$xEutgf z6h#e)Td~Y3itFg>h{>M9Bv-14Uw?XXaqS#^z%}X4dhwE>ON^e0C@+a?q_-9kk#@XysLCQUJ zq`&;~OIMMdy3f~-22jZ28$W%3{28GM0}Lr;z}IfvxPed$1&{tb*}65u4grB})$FHT z@NuwCidwLO=U~C9>GE^159p%>RF={J7IT1V&{Bh@+f)1o^V?Kb3({QxPRkDg&^{EB z?fHGvw(Y{g7S6VpEMoQ*P-2 z---3Kt3w{Y!lHWqYwx+k^O<7n8b})Za)6@>ZrkSFc>z`^_q*aoEI@(tbbm#q|LoQ5 zkRc4G1`;JVTr{xR?iGB+-!NtHJsYsa1<w&u^Z_CL|ncDHhj+y`Q`Lvw^Pe?D(M-kq>qt&fo#{f zMgx657>#=(pn*53cy2? zvp&Qr%uNlv2xXHLGWIqWDl)0kZ-(&howhZ+;`RKA6y1}1Hj^Q!eo(=R%~lLTE%0G| zHHX6Zo)B#=nr>DUHb5&AT%7dS4*T?=6tu3 z`?ck@S%*Q6b& zMdR^6#mNJ{N#gkccG4E546h4e9Iq35_G6>G5T6q-Anw?$&=>M zEWtads~JLvd4{zl2l<%UmbNJ2cwp0T zG?OpyZws8v&+RYc<>f^{#-iH42+<*hgmMis)o8trSf*h%1YP{{1;#EV|L3^G+amB8 zNSFcXdx0rMt~opgeqGv|-B*sRt}^~M7T22CALILvLhqYah88IynGbdP!e5FjclCI&%k$$c4kZ=R&=>j8 z>!7R2(N4%PEwrGOQ9U~I3^I)k4M$!*fS8w^rw#AZ^cxJwg@SL@@>t}Q)hfdKBURa# z#DW<&L3+sXtX)=%RGPadgogmGeK(FB?JRXRx}dIZ))zY6f3gM=#De4!E9yVYrP(nz z*3w;Qc^rzS7H2_^)AcbM0!D0nexHhZq^Jp~I*RCtw9-DZLc{~mYqpDs6oTwX``TOL;SLHDE_oYT8M+*hxxeRi z9UszjDf)hW26Pl59rCU{+DQuTUUXIHZFQ4Rq}PV51{OivK8z1uF{RY4Q|p{x-rI^S z<@iu=X2ATHe2_$ik2ySo&H$8Ie`p{Nf=U9}o2cNPxWb~hoC4l?IyP8wX>C-D^WoW1 zJM_weGt_Oh#law=FTF2Y!M#r-+9q__9ypA1SDpdzNQBFVa#n|eDqOz3T5+ksrl#`s zI*@8Jz<5`IB^d-66yuEGkjU$8>0E7>{~&TU6w3H_ zM~Jd`P+<~(mht~0d#kgk{Y<46KBsGcsl+g7!%u-L2TfO~Bg(>~M_tWP`+Pn(ZzU^$ z%KS}`?9@}GXa6gWO5CXmItjmBfEexokr2H+XU{LHbP0M55BdS^XKCM*$fTjQ*IM7e zya&o!*R}N(rpFX$$NJZ3V6!*>vgKijgj*dir;`wJVd)3lpjRBgI@)6R^JLm&6z0#ESh9Jd~{M2 zO%T1I%&j*A;H2lH0#Z?o_4PmO%mzlII?}mM1w`|{Qs)&$qX5Zg%9P|e#QvsgXhp-* zh07KDHB7{6{Q+8qB)Nijiy8CDiGmDbl%w5_Gr=#ktBV~1wf@zsSJ7F|pC1|UYLQ0L z5a2Ew$W%U5oxVCu9fE3*^0uIa+7Ltm6NKRrT5(cQ3ytUah~(g9FDN;>4Gj%_*!q^$QiJLzhV;knU^orUG8&$gbe=jkA6g`&EzQERSDx28fbrOG3Fam!z zGx@-^L68gp5q1=*J-7W`(Baf8472aG0+Hvr9xa~=JN0LY@XJz~&9mdEXLm63KW_i` z*BSR7WS&)`@Yde@qX$5))Zg@UCzsrIy@Ac6Wx|sWzki54l|SQG)h&W~vVVHRqp*b0 zr%#_|3fcIdfg=U<{MPiUgsk{iNnwq;YrF>ex#}&2=ll#qzVLK^2|CW2F&J$4V$OAR zWFE|)L;LofoBz_<2>==s6N8Au6J7a6gEFAJEj%&&k)-N>z{Q>D6Wp|fUNG2xAC}F+j?1vnV>-feul8aa6Yx75D zn)}uUag&R<+|VI;V`b91rT)-pb$*dct*=c>u?yzO*mx~_#Z@bs1TrF-&SB4RJeai3 z+_!eX-W)ZrUitRlrm!*K=%n}jp{gTBV*g6P`1trK=sywG1gfggVf?#qzN@Z;UaB#; zv*Z?M^a7UMiCNL(&@evh&?6&t5tM|&wyDL2T%V~P#E^wU?=Opwi8-jKSozit91i%O zTE<{7?n<`rJA3Y2MDQoua~zuLdM+m?gCoDFDkW8*J3hba=L1X=oCh1o&!?`IAnHSn z$@*5xeuJvvx)%CUJ^Hubev3&>B|v+N^#1>(X;w3HP_}yQc*?+$#bweV4ulXbASm0V5w7|u7O@Y(23$X)$$w;JTX1#3zeVuQ8$j|6 z3=E=N?>~Cvmd3aHJz%38KrF(Xb}P7jKooX=#%0h3OoHCMPdO#;@NQ>>n5vC!@a!G6 z$9wX@7@dTUCgM_sV^=PxLqP9n4Z9D+>^6%qE^;KfQ%!q&d!ZfegiB%8a|=v>7S#iN zD$Y$zgJOdV;$+uXumtJ7CF;Z)R^l()wz;|qIT3HVx==BP7&hDpBecZ$LKEa}8EMT~ z!6+S6(urmw5BcZ-sTC(a1%10~OrmfncrsF&J+OM5`}{-OwHLxF!R6F4U~H}(S(^OT zHn-t4;$>|;K$w)bF^DJtNv{Wd0`sxj)3q#0R~P4W4GSWctmrrG=Kk?{!{kt1oxI)a zM=n&J5!W=Cb%9b!eRaTmK~`3l1$nWH>G-lq4-pFyJ^QwRN?w~Pr=L3J|FXh+TwD{x zj_$HIpn|2Hx!qsJzw0-|#O1fJw9C`s>__??q~JY#SoP`0n|0;T6`B%l3X6-2T~u8T zJRyd-ugGrvLc;!L|KP5Gm<_GZbpIAxZXa6Rc7Nhc5LhG?6ih`F(fSq^iNNRJWb~{# zVg6nvnoy+>*kMi&SnB2)0bkC6Mzl0&(S!N5x05>7jiimk`{aBv&QjAPTnLE{YdEYN zbxKn5t?c*-Yhu~@47i1$o#(uKc^+xmWNVi)R+v+W$ea)TOvI%k$2}*mpGLy()k7g4 zsymt1D4^N}f{TGY^>j7MhlWYB4$?#%XOM++m4jGaxRA6Op2PvB)lPc`Tk8uDaInFm@mr z+Up4jH~GOK{%a&UW~eq~K?NEDk+Sj#7@(=KfD5nz zlhr2G4_(=uo4$0tRHgh~#~hqMQw>!(kwqK zWRnV48lXz3$j%(y6r7&Q@_A5#>ppQTz@s&RKBlZNE9*Q6hy3POZ{xH$hh0EvLR`RG zw{G#^2v-pJ0@W)z3*0|v&;nNIo)|pECaBQxpXYXg9ZH`E>NVMQh#WNuQ0D>)UmzqB zIJ@0hn%l^B8))+SShm^c8RE?cpqlxt(#d92F+FR{m!%)VV6U%UzVxqpq*x-Q1uyCj z7Yoe;a*a4!$CYwGh(wT+TE@Ryq3eX~3$yNAjv$x=CcK;XFj}T;V}X{POnEQ4xUqvo z)YVxhHV+Zk>u+-V4A*mkOv~+ioT@#KT z*+jsk4RWfyFt2|TarCU-}=HkKM7g6zkV#@iadkF22Jv|_Sns-~5 zAM*b4t_VQGL2$1Fqh;}8_!uQqH)7)nU^AGFQN#kHMqcqrXr2&Gf z3?gTR*wa&JSqKvC)O?#NnTKEa8o1Sch;nRi&hNLrNyWyOPNxaRgMrdgECm|G00Jub zb@;X?2s`aAgVhyao?pq%%DMzrHA{E)cs?#vs~9wmX_wAA42IG+lDIg88A24c!r|e| zQ}0jBl)^hH<#&QKLRM70zi8v3Uo{1554=iyxZ8K2I@*p3&2Z@{Gh+nB#5^JHEJ2tq z;@P}sVkOhl{ALJU8b7@*kmYKd@&L2My)Lic9l5ldnUN|k zAm@~`j(0K1aBB?le2{YEUNA08SUVbgDh-H3%Y4 z#1Xy=LZF`NIyyT9$aGYzLudJoQKc2-#jm}Y_qRy|E+nJ$w}A!`4?+?$+k(iEu2cXZ z@Es+=fq6eVM1(k~1O-4j)CQHexq&xK3vx^lR2XP~%gaE~RfB?N1P*-CD!DC1gb$E48$W- z0sZ|}a6Sk3@4o=@m4035dVg&jtX$6Pvj({j0b1}EDS=?&BjPTUWgOHTh~tjkp4I6< z>y?*3KSeywT-}s~_`0?1K5Q#ytqF7R{nuT z8Cie};2P3fY##{oCx=OgVY&-s2iEie9u5(4X;jx~dL}kDGMa%S_a)@qJ{|!@fd)PR zEFxtvcwVQ_s-pO{K`KH(kZ;6bu|$G()g%aromrYsV_*uTCTQ_(u@tmir1$HAfK%O- zKCbIbBBmRxKe>RpYwJL9%;3OEJ%?0~?i3V5pF715V1#CYQpfI=MnigPKsr+FB9#wl zDq`5x9i5#dyQa+uEdfmLL8c|ZCQ_sXwF3Cap(pesgyk8S~W!jg$#KRaMV^b3~+fRX%>45`7Jkp9tik6? zTTcYcKv%b(0{xbZ7%G$%7+om2q3Qd_tTaL@@o-7>)-*9@{6P9B2$2#{ldV@D^~t|Net! z2V|U;yG5B>K7_dzLOGiri^w~^Pu?BM0aiev09%aCf?=K(cO(VJuAi9fB2KkYp+rGC z;yMEM)1WKrPTdF90&iLvEp8r{4OQL@hNTGW;I1JC6>zKqh~_(Y@8U{JyXcOFW|&p# zP$}5E1HM#uf_?LoUnRk@fo`Ox?WbqBe3&{N4oVH2JVYss0b@s!`UvJgfI)0469#RcHwawr_olhH+8j)(Pr@MdmbAYw&i@C=hAmc^7OeS1O3x0=FO=p5-SdRA Hmv8+S!)}u1 literal 0 HcmV?d00001 diff --git a/_images/89322a4dd57c9d3d1a7bad9acee2f404fb77c1300ad0573d470f2a3e1e211813.png b/_images/89322a4dd57c9d3d1a7bad9acee2f404fb77c1300ad0573d470f2a3e1e211813.png new file mode 100644 index 0000000000000000000000000000000000000000..b9995f8770d753490935fabd7510dfe3c65bb6de GIT binary patch literal 9652 zcmeHtcUV(vx^JvVSCA%61yqzG(m}w67!j$`n;Yr97lDW(mQ7KbQY4`CE(DMoLmID0tQ{&LjI(#_r0 z*-2bPMnqibsEvn*i@ThtsN-M1AmZ$1E!r@puMH=mcDZKYjzBQpru^HLsgz-hKnNT| zUb(2_lejPx;G)w*Y*<$3xwhNxeq^M81bcV)aVUp@Q^6E_STifP<8L>1xd$?4$n0_nYA7X)yK>9uWo-R z@@l&8aHFrdXu#dU`OSpE&U?L&hTX5CU=U(-@xutngmMCG%Yf#8d?2Lp<~dgbcSLTHV0FAZTe>`^l49w;c%$JG;|x$$O{Vk-YA?BK^tLw$4D&N%*aR~(C;Db5_p#*8?*ue!|6O&g1 zgM%?>bU|b!6Mk(icphutDIMv4R-GW#lgV&9X*VPiF)adEyk4QTu^7zf9JR|nz8D;pcPT6j)OjgVn zHDUblb|$`)F^1T{01fQK#2s0#@LD(0)->b)JsXYCg9i`n?CqnPCJ8Q7%gb)%#&)*0 z)a7cbs;U|&V{?szgX7`?99I0QkCiR^RrB_vhO2xDpF{(XMKrv*yI8Iw@4eXFqi2?vl9KXl zJGY=f&(P4&{7YjaO$Hro&@%U3-c|)JpLWOF)HEso-58CD|MI7Sw-%44T3_A0M2?R? zQa-d;iw#iZO@T^aXZ=d2>gQL%#KhD+G{oIKJTxTy=))m5PB`eIkQFnpe~nH`%I`J3 zD?CAf{img;?}xHE>h+LCKQb~>M_>O`L<6(U>Nau3=e(QTt7B!Za<48D1+vP^w^E4$ zvuN^81_?H7+nI_SrDH@OK4um!F}YO^5&GK#(^Yr_bWq!aBOa?Q(m7bHSxih!Wa>j& zw(Ruu6YbdS?CXPN&b{%H_88|8#Ua-QZaYWEo+8U8e&kZsYIv-uSw5SYzh(iJRB@gs zqGlzgU?x&kL=%bpav+8pfp~4u*IO9<;sx&WbH41nyqI3xt&10fN}We|-W8VSZc?oa!E=`+7i}gBU6Ke_g3$$H2JM{sCcf;XhIXt(VA`E z*DWy3o0yn5beb7~xKa#F|77i`q6oSz1A~#kNKkT=(wmu^upbTI+P;A{Mxb56uq+DKJejSO_gvtjf@#?IR z9`cA98ymxTEewp(0VIA*F5J^J)sisjRe4KKFJpb(YjS!zCpGnof`Y=a?WKVdRa#b| z_OVaD_H=Zl6cwF=g3Kx|UJb5MSKLZ9^vg zLV8HZ{xDAIn~Vx;8lOqHuX$YnU>N@`HxsXZOT%ivlKiTb>v?8a#mo^-=c*JVr*h>8 zh4q*9p&a5>b^ro500ih57@$Sn3*1VRDEYH19Ua~0>D7II=}N!5cO@kxQbR*Slh;E->3pk)pAGs{4@bSpzuZMQD-7Cb##+!iHE_SsTZf_YUj?Vxfr>Z(4tL zgabgQos$#88g?{zcgGOBp@!X-Sk4VSG?^!vlDRa(ftA;l|euX%E}L|nqQ{8 zetkU8q*9kiBxdL4M)M0Bztf01sjeFkP|cqOSmHj_+yPjkV`!LNUw^fvwA60AJ}feo zn)!rHT`=`UC5z^lVs0{A6>FWUN=^Zk(+6|w11ot>d_L6k^=l&zpPih10T7ANSbwmm zCv9_+@uZVgTT&j7i0x!!jN#i~9=f@?b$55C&UR%)7_-1B(m!!n+(@NbcHQz_s_fhJF%ZD2`+FR=W-Aq6Xj6fVE0;pCLx zDm%^f3Psui9v`T_yWtW7%JmnGz937`62My7IXT*Q?^dp?uHMqpdYzP%^o;1eFp##7 zmepo??9<%LjD~?h97vGv{(g>`)hzXZ>$u*6-ZKSNuh~p}F825L6YAJ%lKE7^>9FU3 zti{Jd#ZDyBKmGMrN%yH6fDNXR6C2wAI%yPi=;`S>xh5(qs)s^hOPz*}*d$2W$I{Ty zbho!3T(RE#t)gc8tS0NuC1;8p*|^BomoYbtJW8Xa!e|{Y(d>rtPj|$`rxV|(ij-d|wrc5oz^F(;8->m9 z4~}ibB_`%V8zzIe{+M65TUARdl7^Oca@l9MBdBbi2$h=|;uBJEfNe`kOQSJl)RMQk z`O(DDU7(0!*cbOZl^Lz+>9Y*3m5z~oIiw+nGWf_7V0NNP+L zd`D>LOCJWn-3$B&|Cty0@6{d@r}NmVzegS2z7E)Th#i>pZ5YSz3{gh#&C8kEO5lB( zZ--FK(SQGfYG)Wd^- z4Er*I|B12t=WG8!Bg84?pyB0Js->l+V{DwOaCbeih#V_y6rGTe6CHgRio6k59gmu^0~CV zvD7QsYrMLAnsQ#gR(6ZJ{$y}#;?}L*1Uyav2@M2_p<*)DNXNt^;1YRd#SMDH9^_6? zsX?(-7EmM@s$-~nRnh8HU}OsaYp37X`YiTW3RDLPFdFS{Sm#@A&OhvTK3-I5Lbw&- z;w9Vf-Du;_8@x*7{yG>>MMVX)n;st@f5FJ#zsgwT1sI)6PF(V zNQpHyiXZ}QcQ%)g^)k}Y*+3`%a7MRz6O^xfj@yAEI{G!3MgJdk5j2|Ugp_H4^c_?| zFJ}=Mv|PrZGu8z3pN#E5c0ob!EAL^B*7iK*XS)#J-+{;SJ%LUS?2)e{IREUH6%tnin;uVVYYlaNq(|C7c7;) z$&-)7Jpd3s)m5mT5)?!}eE1N|RFD*QL^Ps-FQbdYjS~*tW|8p;2@eRojAy7AxY~=` z6mvkj1dBs&9~`e!6qo=>tErj7A#RnKnR(5=H~$vU#_2O>1dz0BBHa^TqHdX)i6XPJ zvpW-I-7!`zM`B`Qv){he%*)Fgc<1^im9ef-x@MWaq^ykcFpnHLLSsDQ_I@85tjIRi z4(_7n>G@hMQ`3B4ugua?UDE=+ef#ze)CAo9UN?}RFY>7YCF3f7ciq8p0E0ZEm*4%A zpaxk!RLpqw7g-vX zIv9NRl=qsKNpU3YY{e^~0zZ?0H)&Qi&jKh2eW?5o4VS~i^+>yznBsB1gbi`l@b}H@ zdi}s5=DEX684(CX%GnQp%Q(iPpQSlq`3@lNi9e~muRW$~iMU69K!}~y>K;5lrl5Vg zx35wm4$`mMuqL__;p(9Hvi8nQ9d)w#D06} zx$9ov2fDxIJwIWgK@y%E&NbsGT-Nhj=K;j#I~jq!|1yPfvfq!;f6#FB`yCK@F07-w z93JZ?GQleUouujafHaOQL)^<`nfp?GzC>E;=Qe&H0J+lBy0DJ#D20y;w-$0!%Ixo> ztKLGyg;2SEPr(Zk$06ftr7_m$8iF<5iyFImuJ3;B?xWd>EhqtWOUWK%57>Mz+z%Jl z?_;Wn4k!H}%MT&+gfHrW#|wIMc6R)SP-Noi)2HQZDS?npPxdW8BEB~Us)rJInC*=Jv_g}C5TM?Yhn!OZ=)r0DYH2cWA;fV)B2 z*pNxYcp29*>c7af%$gcgGeYMJjBVEmipc}a?8;Do!4Fu5%g)K~Ea^4P5m1fw-^spr z_TYhg&)?tRxvC9$!Z*MP!=gJ+ps^$!2P9xYHs9X4LUi=#(z;oh(<|_n85C<))Fje1 z*OTKp8KY-MB;bP-rN6mQa-vDM^1t}UmcO_?kZeJvn|~+Bl%2}tGxNZgs;Q}sMyxCC z-@jkt?Ae2xWo^@(>oo`jyKth@5m|6h!^5Tkw}O0pe3=S-e3!S^7ii1FdU5pqBRG7B zY&T<1Z!ZoaMXvSrS{GNs%oYEmdt{hjuZW}otR@?9LTr(nn|mPqzyaYzQTJAI!~RRc zXXWZ>gl1=FuV1^S;qC3Mao5|sjEh0#vm+eziRvnDZbgw%QIDz>5W$yh_RfPWL|(tH zb^CS-_&1Qg{1l1+jnxz@3`^;njcyq4$SWH@Vq@>*6x%h+wVu4|J4&oLNIYny_%ro( z^t1n*feQ+#A+8V3&CPWtIM)aw2e2q?Dx;OPV(SgMdq0%N_QZ+q>a*fcn!Nv<#mih! zRJ8XwpNfu=(HW?_`}cP{j?^f)+;-H{doebyRAuD1KHoopv5nHrH_l=?qkHP)Nfmei zLDq%WIB^*zrYnzs%J7P1 z)Q+puZM`7&)GM&czp~nPyjK3eL32+$xKK>)>Tw@82N$WwjR0of$G_9^JXYMxdNibO zMcJWA2Jw+$H?0fPsQ>KBzOZ6y?9$`CyJ>%6@J{^5P{Y29i*3D$5!6Ym1jMSf=bD9f zorLbQW;eTP%}Pe?c^jmCiPEUeh2L}En+-hX42J3!ahyoZNAL|EJDgA_wX3BYE zpQdwg{LF*@=UCK#H*R9Z470x(7%)_emq1!HgvT^Zb_VUC`p+cT7tp-q&4!Alnr*Or z$wQUiIEwm1BA*Nc3XSSftm)N6vHIZRi>|J3ty&Ya@VH*pNJvtOii$j%gv&B3DhRpj-OTFOG_Beu7(t;2a*!@l@MMgSRE=UECw?_c@z&iqfM4VrFoL{+E5y2JJHmz-F z7!QUl8ZzUXvKa!EgxNzQClQE_34Eohia&bPA9XUMc>JfU%%ViLth~IUFPhR~V`HBU zVlbG`3tm(ufWDboS;$C_AKx$fR-2X^=hqUzUb3*U<$&?LW6r_O-dx2;j82F>zj(|){FePwVhz0Qc{jt-np~4#QM%1n~|D;-}3Qe+jpyn zYYF3yCvmITIULS&`jvN5dlCpTzlR{r3sdvBs{?rDy>8gr+QO7X*Zi$Av~+uJ802W6 z_wqnPLDJ=oKR27B@q0OTDNY+Of|>7k+lB`CSNBkER2$=*N1TmAYtZGf&XfR zN0B#BjbFZWbZ2Ro*!7%-#1rB)hl$e^33%quB;f1*e<=YK+NY_MHiKYQ_yuQ_kxB$l z&n-QZG!Wtt<67>$eqI6Y6$C8uqdM9`DfNA>Qr*a~w?RiN9?(mM5V^o4-V+b=rUvl) z13|XC3FXjNNJ&^I`7g8sAUX5wG5SGX(hsVDttK;FsCGz#cP}~0wf;ey9vAPsO%eUg zapIoCzSFj2A1M^yMIvrLAXLG?$gsjA>%@(h$?k0mdS+xoue#6UlolSJ@4HM~Kd}T+ zNy@&u39%}cHaB9OaH$-8)t(4B8Ib{8)p)r4VKz24%*52x{;w)`0~)HA>p2Ni(%39Y z@HpT177|8ndwYBH01RsJjPw`671*Hk%1Zgp%bc-}gQan>|3_0#P9~j= zY>rY_lyDZPIVV{Q|e;)dh5dQ^l7%mX;h54Hkw*MlHDp#m)2m#e6bzKhER3wWnq?&{738 zgzSFcVFL(6!H$H^&d*EKUqJ%zR?1|HL2gE71Y+`kXU@G1d_jMoP%8Cq=eyAAqht+InS`dnn zo<6R*`G&Tc8Si_|uuw9+P#|_hhKpe}3cbVM?gdkysKi7E%Jfj#JecoIMn=Q6b1;6B zsQ1_CdMRen3|@VA0BOAp%Yme%Xj&h3`dXF9{;QC0ou8Tm7xNNIS`1bQ;4B+d%S8Lz zc6WAmp5cB;QM3pxhfTIX6L@yw-)@#`-@0WfQnUHX_{O%ylnj7qJj@BiG8gR4w&Tl5 z1YDTdbER-=qF~BjbG&^6W8>o>DZ4v6nchDS3x7bx2r>2ko`l#~O0j3=mlYJKM|yyZ zyB0YxFtA42UZU!WgLFYqJN=5~tIL-!+c`MsfKPUv?eJSffl4x1pjOsid1asGrG?t0N)dN9L4o!#j%AitE@~9))90P&-3E> z^OS(?b!8i!Hw`%ab*;~S5e2_WftoBE_RCRRjcePRlsu33148krQx$uY*Q#ggt9&y< zd#QROsa0XaSYc}-DqhMl9+E{)W;{~M!r~3git(MQqOS@?Si>y<6?l9n4pGLiez?3c z4`7NpSbMIVyu8J0MI@m?iIhUc<8uMRzcaeI?UVpxDR86mI;dNynC5^*2}#M>nT|Jx z7@Oy*eVYm~sdIC7kZMd$O`Se=>>}&}=B||<;9OLn?rby|@ai8V#)_C^x3=D_{!vH! zoTu?|B@7ozyq8RYZD)J2q!REv829PcYmD|ExfK2NZ{4~DV-LkQ1!FQ%;bhO#NIhfM zhu~s7M<24yEjRG?_Pw>>lPP)*6(VU-Pe+_lQHtabAatR1p;>{{bu={(jdp}pQStg~ z=$QqSzyst{h(3hh9FM@gZQy}HXM)Gp8{10$~W1j7NO9-=_k?tS}+(( zgx?>*)D#wKSk#A7XS;)61d;zVTaNq!gaYW3=5A^4MdNDN&p@TOvw0ju!}(Yep%&F} z=@oeavZ9U=GRYgXpP*IvxHVKOGtZeHb2$ZbfML;x<$WmYVg_v{~U2b6+ewQUeSHo)o5|apx?b`T{`Su(!{F(S7}_$5of^(X9M@DGJb0G4e==Vt0xt zKZ8D)0*_}>!Kw8@XQkUFLR<}?V#Iw{CTbm9 z)Xy&mL;f$VwE3QKcffI9E@~mNE19^F0QmJ1Do(_Pc ztMBt{b9D30!Fv=ZWM%uCU&;5*k6@LG9x!NU68PgD@dnDYPs8&n+iLZ$v7kV3 V&y_Y7NZk<#r1H%x`IpS^{~rZCn@Iow literal 0 HcmV?d00001 diff --git a/_images/90f4869aee8f2f3f01101280efc2010e41175b9237e9445902fd100dd33f0ccb.png b/_images/90f4869aee8f2f3f01101280efc2010e41175b9237e9445902fd100dd33f0ccb.png new file mode 100644 index 0000000000000000000000000000000000000000..1e2bc8551bbee9f82a36dfcf6ec105858d2a599f GIT binary patch literal 22347 zcmbTebySsI+daBb0qK%%5RmRJ1r-IPyBq25RJyyQ6zT5nmhSE@Nhztbw!GhazTY2b zoN*4rXKdZvv2tGXn%7)Ukc^ZV3L*g_1Oh?%_~ES_1oDId0)a_=4hOzrMR=77K6vfl zso2X~8QDAO+8RPW>DpVHTiKhN=#e=Z+S-{|S+XuAP_WN=zlP|!Z{`oh*Isxw{H}jQ+_YHXiPZV!yiu*4OsgS*&?ik zJ^va^VUY7Op15*T(Z%rhmeK6+6k|i7gL=)fQp>{RVBvuZrv&$>eg-N|v={GWWKVD+ z38U0?!jFz3lCGcdr3~?C`%j;ptV9jD8*QCgM7o?^H!dGVNTNT3c?*6pscX)k1%jWs zc5grM@iGDi2?GP;Bgs=73JQv70XPP5(MuO(74W+cr+B647#L9-tUBc2m%rraT%W{$ zpWcs3Pe6W#Owx$Xbwjl)c+!Y@IW_H%2q+u&PL{KaW|%&^)mxX_BBJ(dm0 z->W)on8iMSenmt~j6p~kGBGis)Kj9} zLZYjyYi)1;*1+IpwdLa6!F>|Du?Tex=M90dr@L|Xd(d{A%t<5&B&)sJjELCt+^YE+ z?reLwC*xg+^+qqo+jsBCSy?fq9SK!ub8bp zS?~Gz{rl_Nzkl~j_?_N?ry8)TrLyYmn$k0nx*x-&xoqJNeB(q~U0qcv(}PV(O)WE> zq^np@VA2c*_v*KOg~bzaX2D_B3SI38(4Q?g9PG}UG`+gH3DFjG{j;-x4VFYy*XQ$Y zM)G&Kh$;jG1d;La{=UAx-87N?QIV0}v9T{IB0hfnXu?GT!NkI{!fP>`X8Ln5i{%4{ z(w@R=XT8}MhqEoKtsT+V*Jq>+ZJ`U_czk3dk_AFse7s1`c-!!B$?R`WPtR8j3>-I! z?d|PcJrShBB-$S5*wHaDCx;D3dY6ZbwMWf2-^X_cgtnupBvw{e$vt7=;hi?vz_QCt zDqOd>{JS*0$U^S*t|M)|PE;ZEZk^nu)1+))_L>?BN!&4zqH) z*h4O$djQ91~_Iix8P+NkwXAqcR-JulT+`PQDLe&ZgWIRW@ zr`->!>*Q=}u%p^y{`mgph?1Tj$*Sob2bEMPw9an(2_(OupiHOj2@#Jq1k9)ics+^d zmF}OTWzwLaAe?$h@UA`NJaYsGo&dwsjbE>5Y1@*mnuFTgMc#^u>CabN=;>KVNuh3h z$|$|MaxTHUc)gy*rSIQcH4pkSama30K_)0co4~HY8s)~SyhNhsPz>*HYrT42RpO!bTS-6fu zE^f0&^`?FJ&`$3*_b?`CVFr%LpRreFM*lW6Zp=lAHW8IhC{J9ExhPD2=sK%S?%%P@nP%Gp6^wHErf3O51KP1 z)kPj({cG*tc)fJdLq+<}2ocz+)Pl(dXipW-X(s{h4a^KygnseT+_I(cS!@%Ppywr@L!hwf1)gc^wQf8I$o2zhM(+ud&p&wm*_hKa8n zn6xHv|6+wKl6^N34*X*jQ6$huMS8roT#}bToG^jo>Ejf^%JJsm>pV^jy0q!zB9P14 zj0fP0@saqk8>gL&%H$o~c>1Bb)0zRIIk=LR1dl3v>U>($E=*4_BW02Zs%Q*Hzu zWgZ(pzsH$Sikhi+FbmO7_qb36vCjQ!H6S&K06b7NP-@zbf6?=7kULS>O9+Qi z&6iRvoQ#eR5$wNLOiWz-o)7nTiF^)pM#E`gfBx7*ft!{VAt@<|J9M$uh7y&C$Gf$) zHC!9oJk{80`jS%j<2HEbtt4X>vndAOfB^ljU~Fqg$L@T^f`M@DdVAXL2+{~xBpjXN zl{S?|XI6hS(s0B6cuvBEgoJ?YbT1OKslqQlKBC*j{-B=>@8=cO&$u}_$QT(>5D*Z; zq{$K}$;n}8X=#l}W1^$S%mpAXsj0aLOQ!c(E#^2FR7xSD{>UbFB;3(GQTTF&F+&)wh?VuT`;<_IG$y{o@BXVv$M4&vy!`iK}s4?Wj4KbKCRtTP|_R>^At`8^Z@j_ zbU_iiFS<+|#%Rsrp?K_y$z4!hj!8m7lAD{WBLoOllpn+GAy2c^V4K7xYUi0gyvpr0 z|LL{GO(Z~@z?UD*=*;3<>7_#^lHCOe62d zPX36KQTP1M-*v%OT6sjbxb9l2&PSkS08sUaUUA*A9TZ=xZy}F^FG}+x<{QjE6g7bB z{{{^Pr;isAO|DTvpPJkwC@DEfmCsn9khRM7kr~v$%;^XS$ETt*^ zXG(Y&`Tw!%i6phNGlqYN$bj+)x_keL2U`Dy?udy!bGsZbc5hV`5_38T|>5 ziHT_qFmXsS3@lED@BIm!UjIK}c`fnFQ+PeVgLyn}c`gnYLqQ+`zXkA=vqD&A4V`(&?5*NH^EPj07 z`AUEL&hIbpp?frf*U65IzZRn^(3erPVom6-1vTZn0T z2>AK?_wV5@j+P^!DaBakN5-u#2G#Os0C3int*wt4)4(K0d5j0=a7yU=Wr@Os{6Fw* zt7&IkTwEx9{V5jFZJh1_2he?3=w{%+j!B~y9UB{aP1(}YQjEz5O!3@Emik$N0$nH` z>yuxpC3o5b4MTBCIsX!9Avt^PKCs`28F+siF>$E|uACibGxl@LzJ-CKmWJBKrLK^VeW}9#f?z`Y1WH_F$}B^=LdtN*{6ltw}QM z|9U2}JQ|KS{XZm;Rntce(SYm4|HqGCBq^z6mJ>gFR3p)p?;CRCrURF*K z4dTo~hh8F$hb-(Q<{lRvmQt>^5kE=MJN~Pi9lWEQNS+i29^p3`i;l^=+z9rC3Gv#z zxU2pS3_SK$u}0>Z{*TBi?=R1*R~bM6VUP$m1PPMb4<)+e>%yqxOKV@Xyw8r>)@a5M zlZx+;I05quN7(jA0=D)PWWMqYQVG9S*U@B;e8;33|KH7Lr2^#x7J=b%VjiL>$ zf6L_JUC#DufMZ8xd$c-8$H8UHVF9FUI=iRHybP~p6^Zw%_y~sqEA6!f;VD)skt{XI zo>i!rj)(UZ+4I+)yl!Ra7*TgCh#|yLzYM}$7$h4(-}pf!Eh$Wb>Hma&rjqCk@-N4? z^lcTsc%=)z=+sM?7*WKS;At|XIJ*OxNO~q9Pnx9!$&s?k!L#HZfIEVw3z*T5FME?c zW>mcmIEh<39XUVNf#D1$U4hB#Pfb(Z70~vEb_+2es~mhy{`piOl^DVj0T%E9y!zQZ zxs7^Y9N-iNG#st~O2-heGTCF8`YIVaw`{<-%=Ua+r8BABo$Am)Z9vMgfLSiw^m0z% zu*D?dM0nYNY#Z?@Er=a>v|Qm(?Mzd%w9I9}FsQKf`B(3Uc^jMuNg*W2j7|RYqfenC zYv^8t!=Ye*Ay#kIh_1Pa7*?S_YsRE`=nP zpF$AnGOHW_#~;(5!?e{IE4s6`muVf=L}_)56H#;^82EdOUQNR6D^A{1p4Y)@VQNi*=#1?Xv}gsmLFMv>XJKl&=b#oW#H*te=eOsluYHsvP)ri6P9%c@a|=fHk~;JfB;!P?Rdhc# zslY*;*S}c5y*T~sQ25j5iFD{83Pi<=XL{>nJ3zQk0usGa=caPB_Vkk`_B>JA2oSu{ z2C)Vbc5*fd6CEs*W?t7D{ZbHyClvHmE9~2!L6;T#W~oNAt67b&)Q0lw0^F7L{P)c3 zbkgb?6XF7R*v}zX7c#}1Ibhdl#sW%5gma_EC;jSZk8|g|#xj{oFoy`j!qADurh3zo zM;(R?2QeRHcx{;aTf8hN@WVHdzoTmCmNCPSNC7nXJhCgR;IN->^$m`Jn3Z7$>#1vf zhSblVtx)%VY3QQhC<0;tSlz)QOrqa&b|<#fYZznG?6AQrYCW#$so9c{W5Nm;mPxj% z0g!P{J41PVgZ>;&y<$*}AGSkpNv@9u9J0kvzTOluf7rG+kx!ihLh9FzRa_hLqgZCpAjc>%R$$bFy337reG$fzKH@qRB=ZEDP)zeg8X+xPRPgayaOov%s8($-$ofy z0~J&=ZMV|M5@D8n9I<~>J+dQXbk~NV1Ug=s`Uo|jXgAmdxH51d)XSi0lnr^9YR&Gv zBBG+JJ3E0hGb)+c+0}fWcYn{HBO&~{>bRrb?-Uoz_#TBiAx&oF?m zra_})Me*orlKcM;E(!4lEQ*NN_L)`V30yc4?^lo{qvlAbcZ;G4+S@5RhFsU?uWWqx zCWBmWP7UgR&m;5gljU1IW%2lYxQG- zc}Q|CcXxUj0Z##@0c;E3XiI(twE2+{@5)LJ28~*o#!pQDhpzAyNSoXZjI68}Ktwb> zaiF84Ba8X9vb$??asT(P>%{bQh*wEr?0eEE9cJSc#^UbL1>21T?T(9>t{J!DXAa*8 zYXV*C^G2tqVaq%kS*;GdQHx>&QPwRfyt4A#I_|#9^+w4ng&<{d?riUyMr~73WE6{) z;Og)hz85zfBt}#bmyq}|zPqx$J$>LPEG%qbXqe<7sjK^A_QcQ6&!}g5a&mPuLA!e* zPk#0A(9&@LXv)VI^HxplzX>#ZG*$tS9MG^e=ge z+sBgOgtovsQlnWSt2FK{p^Qw=GukA;$Yy06hxzlbv+hxy+yS2^w62m%IL^h3B`vNl zLVUzy^o}45E{6IONFJ_senzMf)mX2#8x?Rp);*fB<;@ipN@*gaEw1dC(Ox27h>Fyb zw%;y(BbHLJ`Q#Il#d-C4n)lW{)nD`)8b_WlzzWB8E4yW%&^-QHPv6+M5- zX3oGYO=p;4mh#w7GLn;$lD>L@_yU{rXjb-riQ9l|%a=x{riN*I-Boo>VnbvKCcz)# zq`!<&FNl57nT?;h@pcR^mUY>XNTCLzUUVL?dYqgEQJC|~2DS)c!c@tPZkcgxm8cl; z_iljKU+qWaSRaevn-W%9D}AJk2XmtS_NSGke&iUUL;zQg0v-1IP`oc28wMv_OCl$gu1K3PV=)?Q5DC%k805 z`r=3ptLb7*?gcKJwYSiu<=|>$WW@4r6%T*oi;R`AM!j4JaZd0tU zT1C6P4KI^0W2dWAYV11OQPu}c2J~6ICZ2$h!JYc7Vc`j~%1d4EbV9K5zmFnZUHe}9 zy8`YEPy$YeN3>T>5+)?Cv5xYOD~zkh<>C@0ML9gd2@$!8-}A9=pSX?YaOM`;t4Ek= zf&r;4O~7(rES&bqPA{SVD!{L`R5*^5c(+L&`d6JzykLLc69UwSXoVO{{L&AdKB6cv z5`EY7uZr`{9G9EzvYgKw)*;^Tq3eZN6`OIww67WL#S