From a054f66566bf87bd4e1afd9470829927f2d3b0bb Mon Sep 17 00:00:00 2001 From: Yury Kashnitsky Date: Sat, 25 Dec 2021 00:54:57 +0100 Subject: [PATCH 1/2] init commit: jupyter-book with topic 1 draft --- .gitignore | 5 + .pre-commit-config.yaml | 23 + README.md | 23 +- jupyter_book/_config.yml | 46 + jupyter_book/_static/data/telecom_churn.csv | 3334 +++++++++++++++++ jupyter_book/_static/img/favicon.ico | Bin 0 -> 2051 bytes jupyter_book/_static/img/mlcourse_ai_logo.jpg | Bin 0 -> 185816 bytes jupyter_book/_static/img/ods_stickers.jpg | Bin 0 -> 192770 bytes jupyter_book/_static/img/pandas.jpg | Bin 0 -> 26335 bytes jupyter_book/_toc.yml | 11 + jupyter_book/book/index.md | 27 + .../topic01/assignment01_pandas_uci_adult.md | 23 + .../topic01/topic01_pandas_data_analysis.md | 99 + jupyter_book/book/topic01/videolecture01.md | 11 + 14 files changed, 3601 insertions(+), 1 deletion(-) create mode 100644 .gitignore create mode 100644 .pre-commit-config.yaml create mode 100644 jupyter_book/_config.yml create mode 100755 jupyter_book/_static/data/telecom_churn.csv create mode 100644 jupyter_book/_static/img/favicon.ico create mode 100644 jupyter_book/_static/img/mlcourse_ai_logo.jpg create mode 100644 jupyter_book/_static/img/ods_stickers.jpg create mode 100644 jupyter_book/_static/img/pandas.jpg create mode 100644 jupyter_book/_toc.yml create mode 100644 jupyter_book/book/index.md create mode 100644 jupyter_book/book/topic01/assignment01_pandas_uci_adult.md create mode 100644 jupyter_book/book/topic01/topic01_pandas_data_analysis.md create mode 100644 jupyter_book/book/topic01/videolecture01.md diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..af65581 --- /dev/null +++ b/.gitignore @@ -0,0 +1,5 @@ +# JupyterBook +jupyter_book/_build/ + +# Mac shit +.DS_Store diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..44e7c12 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,23 @@ +files: ^mlcourse_ai_jupyter_book/ +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.0.1 + hooks: + - id: check-added-large-files + - id: check-docstring-first + - id: check-json + - id: check-xml + - id: end-of-file-fixer + - id: trailing-whitespace + args: ["--markdown-linebreak-ext=md"] + +# Too much noise from Yaspeller (have to extend the dictionary too often), +# better to run manually from time to time +# `yaspeller -l en mlcourse_ai_jupyter_book/book/` +# +# - repo: https://github.com/hcodes/yaspeller.git +# rev: v8.0.0 +# hooks: +# - id: yaspeller +# types: [markdown] +# files: \.md$ diff --git a/README.md b/README.md index 796d4b3..3a3e64d 100644 --- a/README.md +++ b/README.md @@ -1 +1,22 @@ -# open-ml-course \ No newline at end of file +# Открытый курс машинного обучения + + +[Открытый курс](https://ods.ai/tracks/open-ml-course) машинного обучения возрождается, как феникс! Соревнования, дедлайны, общий рейтинг, куча теории и практики, юморок – все на русском и бесплатно, как в далеком 2017 году. Ранее курс вел Юрий Кашницкий (@yorko), теперь – Пётр Ермаков (@ermakovpetr). Курс на английском [mlcourse.ai](https://mlcourse.ai) остается жить в self-paced формате, а этот курс будет активно перезапускаться. + +Возрожденный открытый курс машинного обучения от OpenDataScience "ML-курс ODS" стартует 1 февраля 2022 г. Можно записаться на трек, чтоб следить за новостями. [В правом верхнем углу](https://ods.ai/tracks/open-ml-course) ткните "Start the track" и войдите с аккаунтом ods.ai, если есть, или заведите таковой (пожалуйста, указывайте реальное имя, оно пойдет рейтинг курса, как, например, [тут](https://ods.ai/tracks/nlp-course/leaderboard) в курсе NLP). + +Тут происходит развилка: + +- Англоязычная версия курса mlcourse.ai остается в режиме sеlf-paced, ее по-прежнему поддерживает Юрий Кашницкий (@yorko) +- Русскоязычную версию курса (которую вы сейчас видите) в ближайшие 3 года будет тащить Петр Ермаков (@ermakovpetr) – сооснователь сообщества ODS, Senior Data Scientist в Lamoda, руководитель школы datagym.ru + +Курс на русском возродится в том же формате, в каком он запускался в 2017 году -- c дедлайнами, соревнованиями, проектами, общим рейтингом, кучей теории и практики, шутейками и стикерами. + +## Jupyter-book + +Инструкции по сборке: + + - выполните в корне `jupyter-book build jupyter_book/` + - откройте файл `jupyter_book/_build/index.html` в браузере + + В остальном см. примеры: [JupyterBook intro](https://jupyterbook.org/intro.html) + mlcourse.ai [в виде JupyterBook](https://yorko.github.io/mlcourse.ai/book/index.html), [source](https://github.com/Yorko/mlcourse.ai/tree/main/mlcourse_ai_jupyter_book) \ No newline at end of file diff --git a/jupyter_book/_config.yml b/jupyter_book/_config.yml new file mode 100644 index 0000000..6e8ff38 --- /dev/null +++ b/jupyter_book/_config.yml @@ -0,0 +1,46 @@ +title : Открытый ML курс +author: Петр Ермаков (ermakovpetr) +logo: _static/img/mlcourse_ai_logo.jpg + +# Short description about the book +description: >- + Открытый курс ods.ai по машинному обучению + +repository: + url : https://github.com/ermakovpetr/open-ml-course + path_to_book : jupyter_book + branch: main # Which branch of the repository should be used when creating links (optional) + +execute: + execute_notebooks : cache + timeout: -1 + +# exclude some content +exclude_patterns: [] + +# HTML-specific settings +html: + favicon : _static/img/favicon.ico + home_page_in_navbar : true # Whether to include your home page in the left Navigation Bar + use_edit_page_button : true # Whether to add an "edit this page" button to pages. If `true`, repository information in repository: must be filled in + use_repository_button : true # Whether to add a link to your repository button + use_issues_button : true # Whether to add an "open an issue" button + +# Interact link settings +notebook_interface : "notebook" + +# LaTeX settings +# bibtex_bibfiles: +# - _bibliography/references.bib +latex: + latex_engine : "xelatex" + latex_documents: + targetname: book.tex + +sphinx: + config: + # html_extra_path: ['_static/data'] + # html_extra_path: ['_static/img'] + html_js_files: + - https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js + - https://c6.patreon.com/becomePatronButton.bundle.js diff --git a/jupyter_book/_static/data/telecom_churn.csv b/jupyter_book/_static/data/telecom_churn.csv new file mode 100755 index 0000000..b3343af --- /dev/null +++ b/jupyter_book/_static/data/telecom_churn.csv @@ -0,0 +1,3334 @@ +State,Account length,Area code,International plan,Voice mail plan,Number vmail messages,Total day minutes,Total day calls,Total day charge,Total eve minutes,Total eve calls,Total eve charge,Total night minutes,Total night calls,Total night charge,Total intl minutes,Total intl calls,Total intl charge,Customer service calls,Churn +KS,128,415,No,Yes,25,265.1,110,45.07,197.4,99,16.78,244.7,91,11.01,10.0,3,2.7,1,False +OH,107,415,No,Yes,26,161.6,123,27.47,195.5,103,16.62,254.4,103,11.45,13.7,3,3.7,1,False +NJ,137,415,No,No,0,243.4,114,41.38,121.2,110,10.3,162.6,104,7.32,12.2,5,3.29,0,False +OH,84,408,Yes,No,0,299.4,71,50.9,61.9,88,5.26,196.9,89,8.86,6.6,7,1.78,2,False +OK,75,415,Yes,No,0,166.7,113,28.34,148.3,122,12.61,186.9,121,8.41,10.1,3,2.73,3,False +AL,118,510,Yes,No,0,223.4,98,37.98,220.6,101,18.75,203.9,118,9.18,6.3,6,1.7,0,False +MA,121,510,No,Yes,24,218.2,88,37.09,348.5,108,29.62,212.6,118,9.57,7.5,7,2.03,3,False +MO,147,415,Yes,No,0,157.0,79,26.69,103.1,94,8.76,211.8,96,9.53,7.1,6,1.92,0,False +LA,117,408,No,No,0,184.5,97,31.37,351.6,80,29.89,215.8,90,9.71,8.7,4,2.35,1,False +WV,141,415,Yes,Yes,37,258.6,84,43.96,222.0,111,18.87,326.4,97,14.69,11.2,5,3.02,0,False +IN,65,415,No,No,0,129.1,137,21.95,228.5,83,19.42,208.8,111,9.4,12.7,6,3.43,4,True +RI,74,415,No,No,0,187.7,127,31.91,163.4,148,13.89,196.0,94,8.82,9.1,5,2.46,0,False +IA,168,408,No,No,0,128.8,96,21.9,104.9,71,8.92,141.1,128,6.35,11.2,2,3.02,1,False +MT,95,510,No,No,0,156.6,88,26.62,247.6,75,21.05,192.3,115,8.65,12.3,5,3.32,3,False +IA,62,415,No,No,0,120.7,70,20.52,307.2,76,26.11,203.0,99,9.14,13.1,6,3.54,4,False +NY,161,415,No,No,0,332.9,67,56.59,317.8,97,27.01,160.6,128,7.23,5.4,9,1.46,4,True +ID,85,408,No,Yes,27,196.4,139,33.39,280.9,90,23.88,89.3,75,4.02,13.8,4,3.73,1,False +VT,93,510,No,No,0,190.7,114,32.42,218.2,111,18.55,129.6,121,5.83,8.1,3,2.19,3,False +VA,76,510,No,Yes,33,189.7,66,32.25,212.8,65,18.09,165.7,108,7.46,10.0,5,2.7,1,False +TX,73,415,No,No,0,224.4,90,38.15,159.5,88,13.56,192.8,74,8.68,13.0,2,3.51,1,False +FL,147,415,No,No,0,155.1,117,26.37,239.7,93,20.37,208.8,133,9.4,10.6,4,2.86,0,False +CO,77,408,No,No,0,62.4,89,10.61,169.9,121,14.44,209.6,64,9.43,5.7,6,1.54,5,True +AZ,130,415,No,No,0,183.0,112,31.11,72.9,99,6.2,181.8,78,8.18,9.5,19,2.57,0,False +SC,111,415,No,No,0,110.4,103,18.77,137.3,102,11.67,189.6,105,8.53,7.7,6,2.08,2,False +VA,132,510,No,No,0,81.1,86,13.79,245.2,72,20.84,237.0,115,10.67,10.3,2,2.78,0,False +NE,174,415,No,No,0,124.3,76,21.13,277.1,112,23.55,250.7,115,11.28,15.5,5,4.19,3,False +WY,57,408,No,Yes,39,213.0,115,36.21,191.1,112,16.24,182.7,115,8.22,9.5,3,2.57,0,False +MT,54,408,No,No,0,134.3,73,22.83,155.5,100,13.22,102.1,68,4.59,14.7,4,3.97,3,False +MO,20,415,No,No,0,190.0,109,32.3,258.2,84,21.95,181.5,102,8.17,6.3,6,1.7,0,False +HI,49,510,No,No,0,119.3,117,20.28,215.1,109,18.28,178.7,90,8.04,11.1,1,3.0,1,False +IL,142,415,No,No,0,84.8,95,14.42,136.7,63,11.62,250.5,148,11.27,14.2,6,3.83,2,False +NH,75,510,No,No,0,226.1,105,38.44,201.5,107,17.13,246.2,98,11.08,10.3,5,2.78,1,False +LA,172,408,No,No,0,212.0,121,36.04,31.2,115,2.65,293.3,78,13.2,12.6,10,3.4,3,False +AZ,12,408,No,No,0,249.6,118,42.43,252.4,119,21.45,280.2,90,12.61,11.8,3,3.19,1,True +OK,57,408,No,Yes,25,176.8,94,30.06,195.0,75,16.58,213.5,116,9.61,8.3,4,2.24,0,False +GA,72,415,No,Yes,37,220.0,80,37.4,217.3,102,18.47,152.8,71,6.88,14.7,6,3.97,3,False +AK,36,408,No,Yes,30,146.3,128,24.87,162.5,80,13.81,129.3,109,5.82,14.5,6,3.92,0,False +MA,78,415,No,No,0,130.8,64,22.24,223.7,116,19.01,227.8,108,10.25,10.0,5,2.7,1,False +AK,136,415,Yes,Yes,33,203.9,106,34.66,187.6,99,15.95,101.7,107,4.58,10.5,6,2.84,3,False +NJ,149,408,No,No,0,140.4,94,23.87,271.8,92,23.1,188.3,108,8.47,11.1,9,3.0,1,False +GA,98,408,No,No,0,126.3,102,21.47,166.8,85,14.18,187.8,135,8.45,9.4,2,2.54,3,False +MD,135,408,Yes,Yes,41,173.1,85,29.43,203.9,107,17.33,122.2,78,5.5,14.6,15,3.94,0,True +AR,34,510,No,No,0,124.8,82,21.22,282.2,98,23.99,311.5,78,14.02,10.0,4,2.7,2,False +ID,160,415,No,No,0,85.8,77,14.59,165.3,110,14.05,178.5,92,8.03,9.2,4,2.48,3,False +WI,64,510,No,No,0,154.0,67,26.18,225.8,118,19.19,265.3,86,11.94,3.5,3,0.95,1,False +OR,59,408,No,Yes,28,120.9,97,20.55,213.0,92,18.11,163.1,116,7.34,8.5,5,2.3,2,False +MI,65,415,No,No,0,211.3,120,35.92,162.6,122,13.82,134.7,118,6.06,13.2,5,3.56,3,False +DE,142,408,No,No,0,187.0,133,31.79,134.6,74,11.44,242.2,127,10.9,7.4,5,2.0,2,False +ID,119,415,No,No,0,159.1,114,27.05,231.3,117,19.66,143.2,91,6.44,8.8,3,2.38,5,True +WY,97,415,No,Yes,24,133.2,135,22.64,217.2,58,18.46,70.6,79,3.18,11.0,3,2.97,1,False +IA,52,408,No,No,0,191.9,108,32.62,269.8,96,22.93,236.8,87,10.66,7.8,5,2.11,3,False +IN,60,408,No,No,0,220.6,57,37.5,211.1,115,17.94,249.0,129,11.21,6.8,3,1.84,1,False +VA,10,408,No,No,0,186.1,112,31.64,190.2,66,16.17,282.8,57,12.73,11.4,6,3.08,2,False +UT,96,415,No,No,0,160.2,117,27.23,267.5,67,22.74,228.5,68,10.28,9.3,5,2.51,2,False +WY,87,415,No,No,0,151.0,83,25.67,219.7,116,18.67,203.9,127,9.18,9.7,3,2.62,5,True +IN,81,408,No,No,0,175.5,67,29.84,249.3,85,21.19,270.2,98,12.16,10.2,3,2.75,1,False +CO,141,415,No,No,0,126.9,98,21.57,180.0,62,15.3,140.8,128,6.34,8.0,2,2.16,1,False +CO,121,408,No,Yes,30,198.4,129,33.73,75.3,77,6.4,181.2,77,8.15,5.8,3,1.57,3,True +WI,68,415,No,No,0,148.8,70,25.3,246.5,164,20.95,129.8,103,5.84,12.1,3,3.27,3,False +OK,125,408,No,No,0,229.3,103,38.98,177.4,126,15.08,189.3,95,8.52,12.0,8,3.24,1,False +ID,174,408,No,No,0,192.1,97,32.66,169.9,94,14.44,166.6,54,7.5,11.4,4,3.08,1,False +CA,116,415,No,Yes,34,268.6,83,45.66,178.2,142,15.15,166.3,106,7.48,11.6,3,3.13,2,False +MN,74,510,No,Yes,33,193.7,91,32.93,246.1,96,20.92,138.0,92,6.21,14.6,3,3.94,2,False +SD,149,408,No,Yes,28,180.7,92,30.72,187.8,64,15.96,265.5,53,11.95,12.6,3,3.4,3,False +NC,38,408,No,No,0,131.2,98,22.3,162.9,97,13.85,159.0,106,7.15,8.2,6,2.21,2,False +WA,40,415,No,Yes,41,148.1,74,25.18,169.5,88,14.41,214.1,102,9.63,6.2,5,1.67,2,False +WY,43,415,Yes,No,0,251.5,105,42.76,212.8,104,18.09,157.8,67,7.1,9.3,4,2.51,0,False +MN,113,408,Yes,No,0,125.2,93,21.28,206.4,119,17.54,129.3,139,5.82,8.3,8,2.24,0,False +UT,126,408,No,No,0,211.6,70,35.97,216.9,80,18.44,153.5,60,6.91,7.8,1,2.11,1,False +TX,150,510,No,No,0,178.9,101,30.41,169.1,110,14.37,148.6,100,6.69,13.8,3,3.73,4,True +NJ,138,408,No,No,0,241.8,93,41.11,170.5,83,14.49,295.3,104,13.29,11.8,7,3.19,3,False +MN,162,510,No,Yes,46,224.9,97,38.23,188.2,84,16.0,254.6,61,11.46,12.1,2,3.27,0,False +NM,147,510,No,No,0,248.6,83,42.26,148.9,85,12.66,172.5,109,7.76,8.0,4,2.16,3,False +NV,90,415,No,No,0,203.4,146,34.58,226.7,117,19.27,152.4,105,6.86,7.3,4,1.97,1,False +HI,85,415,No,No,0,235.8,109,40.09,157.2,94,13.36,188.2,99,8.47,12.0,3,3.24,0,False +MN,50,415,No,No,0,157.1,90,26.71,223.3,72,18.98,181.4,111,8.16,6.1,2,1.65,1,False +DC,82,415,No,No,0,300.3,109,51.05,181.0,100,15.39,270.1,73,12.15,11.7,4,3.16,0,True +NY,144,408,No,No,0,61.6,117,10.47,77.1,85,6.55,173.0,99,7.79,8.2,7,2.21,4,True +MN,46,415,No,No,0,214.1,72,36.4,164.4,104,13.97,177.5,113,7.99,8.2,3,2.21,2,False +MD,70,408,No,No,0,170.2,98,28.93,155.2,102,13.19,228.6,76,10.29,15.0,2,4.05,1,False +WV,144,415,No,No,0,201.1,99,34.19,303.5,74,25.8,224.0,119,10.08,13.2,2,3.56,1,False +OR,116,415,Yes,No,0,215.4,104,36.62,204.8,79,17.41,278.5,109,12.53,12.6,5,3.4,3,False +CO,55,408,No,Yes,25,165.6,123,28.15,136.1,95,11.57,175.7,90,7.91,11.0,2,2.97,3,False +GA,70,415,No,Yes,24,249.5,101,42.42,259.7,98,22.07,222.7,68,10.02,9.8,4,2.65,1,False +TX,106,510,No,No,0,210.6,96,35.8,249.2,85,21.18,191.4,88,8.61,12.4,1,3.35,2,True +VT,128,510,No,Yes,29,179.3,104,30.48,225.9,86,19.2,323.0,78,14.54,8.6,7,2.32,0,False +IN,94,408,No,No,0,157.9,105,26.84,155.0,101,13.18,189.6,84,8.53,8.0,5,2.16,4,True +WV,111,510,No,No,0,214.3,118,36.43,208.5,76,17.72,182.4,98,8.21,12.0,2,3.24,1,False +KY,74,415,No,Yes,35,154.1,104,26.2,123.4,84,10.49,202.1,57,9.09,10.9,9,2.94,2,False +NJ,128,415,No,No,0,237.9,125,40.44,247.6,93,21.05,208.9,68,9.4,13.9,4,3.75,1,True +DC,82,510,No,No,0,143.9,61,24.46,194.9,105,16.57,109.6,94,4.93,11.1,2,3.0,1,False +LA,155,415,No,No,0,203.4,100,34.58,190.9,104,16.23,196.0,119,8.82,8.9,4,2.4,0,True +AR,80,415,No,No,0,124.3,100,21.13,173.0,107,14.71,253.2,62,11.39,7.9,9,2.13,1,False +ME,78,415,No,No,0,252.9,93,42.99,178.4,112,15.16,263.9,105,11.88,9.5,7,2.57,3,False +AZ,90,415,No,No,0,179.1,71,30.45,190.6,81,16.2,127.7,91,5.75,10.6,7,2.86,3,False +AK,104,408,No,No,0,278.4,106,47.33,81.0,113,6.89,163.2,137,7.34,9.8,5,2.65,1,False +MT,73,415,No,No,0,160.1,110,27.22,213.3,72,18.13,174.1,72,7.83,13.0,4,3.51,0,False +AZ,99,415,No,No,0,198.2,87,33.69,207.3,76,17.62,190.9,113,8.59,8.7,3,2.35,4,False +MS,120,408,No,No,0,212.1,131,36.06,209.4,104,17.8,167.2,96,7.52,5.3,5,1.43,1,True +ID,77,415,No,No,0,251.8,72,42.81,205.7,126,17.48,275.2,109,12.38,9.8,7,2.65,2,True +IA,98,510,No,Yes,21,161.2,114,27.4,252.2,83,21.44,160.2,92,7.21,4.4,8,1.19,4,False +MA,108,415,No,No,0,178.3,137,30.31,189.0,76,16.07,129.1,102,5.81,14.6,5,3.94,0,False +VT,135,415,No,No,0,151.7,82,25.79,119.0,105,10.12,180.0,100,8.1,10.5,6,2.84,0,False +KY,95,408,No,No,0,135.0,99,22.95,183.6,106,15.61,245.3,102,11.04,12.5,9,3.38,1,False +IN,122,408,No,No,0,170.5,94,28.99,173.7,109,14.76,248.6,75,11.19,11.3,2,3.05,1,False +AZ,95,408,No,No,0,238.1,65,40.48,187.2,98,15.91,190.0,115,8.55,11.8,4,3.19,4,False +MI,36,510,No,Yes,29,281.4,102,47.84,202.2,76,17.19,187.2,113,8.42,9.0,6,2.43,2,False +NM,93,510,No,Yes,21,117.9,131,20.04,164.5,115,13.98,217.0,86,9.76,9.8,3,2.65,1,False +CO,141,415,No,Yes,32,148.6,91,25.26,131.1,97,11.14,219.4,142,9.87,10.1,1,2.73,1,False +UT,157,408,No,No,0,229.8,90,39.07,147.9,121,12.57,241.4,108,10.86,9.6,7,2.59,3,False +MI,120,408,No,No,0,165.0,100,28.05,317.2,83,26.96,119.2,86,5.36,8.3,8,2.24,1,False +MA,103,415,No,No,0,185.0,117,31.45,223.3,94,18.98,222.8,91,10.03,12.6,2,3.4,2,False +AL,98,408,No,No,0,161.0,117,27.37,190.9,113,16.23,227.7,113,10.25,12.1,4,3.27,4,False +DE,125,408,No,No,0,126.7,108,21.54,206.0,90,17.51,247.8,114,11.15,13.3,7,3.59,1,False +AZ,63,415,No,No,0,58.9,125,10.01,169.6,59,14.42,211.4,88,9.51,9.4,3,2.54,1,False +ME,36,510,Yes,Yes,42,196.8,89,33.46,254.9,122,21.67,138.3,126,6.22,20.0,6,5.4,0,True +NJ,64,510,No,No,0,162.6,83,27.64,152.3,109,12.95,57.5,122,2.59,14.2,3,3.83,1,False +NV,74,415,No,No,0,282.5,114,48.03,219.9,48,18.69,170.0,115,7.65,9.4,4,2.54,1,True +MO,112,510,No,Yes,36,113.7,117,19.33,157.5,82,13.39,177.6,118,7.99,10.0,3,2.7,2,False +ID,97,408,No,No,0,239.8,125,40.77,214.8,111,18.26,143.3,81,6.45,8.7,5,2.35,2,False +NE,46,408,No,No,0,210.2,92,35.73,227.3,77,19.32,200.1,116,9.0,13.1,7,3.54,1,False +TX,41,408,No,Yes,22,213.8,102,36.35,141.8,86,12.05,142.2,123,6.4,7.2,3,1.94,0,False +MD,121,510,No,No,0,190.7,103,32.42,183.5,117,15.6,220.8,103,9.94,9.8,4,2.65,3,False +MS,193,415,No,No,0,170.9,124,29.05,132.3,95,11.25,112.9,89,5.08,11.6,3,3.13,1,False +NV,130,510,No,No,0,154.2,119,26.21,110.2,98,9.37,227.4,117,10.23,9.2,5,2.48,2,False +AZ,85,408,No,No,0,201.4,52,34.24,229.4,104,19.5,252.5,106,11.36,12.0,3,3.24,1,False +MS,162,415,No,No,0,70.7,108,12.02,157.5,87,13.39,154.8,82,6.97,9.1,3,2.46,4,True +MS,61,510,No,Yes,27,187.5,124,31.88,146.6,103,12.46,225.7,129,10.16,6.4,6,1.73,4,True +TX,92,408,No,No,0,91.7,90,15.59,193.7,123,16.46,175.0,86,7.88,9.2,4,2.48,2,False +NE,131,408,No,Yes,36,214.2,115,36.41,161.7,117,13.74,264.7,102,11.91,9.5,4,2.57,3,False +NE,90,415,No,No,0,145.5,92,24.74,217.7,114,18.5,146.9,123,6.61,10.9,2,2.94,3,False +CA,75,408,No,No,0,166.3,125,28.27,158.2,86,13.45,256.7,80,11.55,6.1,5,1.65,1,False +NJ,78,415,No,No,0,231.0,115,39.27,230.4,140,19.58,261.4,120,11.76,9.5,3,2.57,1,False +TX,82,408,No,No,0,200.3,96,34.05,201.2,102,17.1,206.1,60,9.27,7.1,1,1.92,4,False +AR,163,408,No,No,0,197.0,109,33.49,202.6,128,17.22,206.4,80,9.29,9.1,10,2.46,1,False +AL,91,510,Yes,No,0,129.9,112,22.08,173.3,83,14.73,247.2,130,11.12,11.2,3,3.02,3,False +NY,75,415,No,Yes,21,175.8,97,29.89,217.5,106,18.49,237.5,134,10.69,5.3,4,1.43,5,False +FL,91,510,No,No,0,203.1,106,34.53,210.1,113,17.86,195.6,129,8.8,12.0,3,3.24,3,False +AK,127,510,No,Yes,36,183.2,117,31.14,126.8,76,10.78,263.3,71,11.85,11.2,8,3.02,1,False +NV,113,415,No,Yes,23,205.0,101,34.85,152.0,60,12.92,158.6,59,7.14,10.2,5,2.75,2,False +DE,110,510,No,No,0,148.5,115,25.25,276.4,84,23.49,193.6,112,8.71,12.4,3,3.35,1,False +MD,120,415,No,Yes,39,200.3,68,34.05,220.4,97,18.73,253.8,116,11.42,10.5,4,2.84,0,False +MI,157,415,No,Yes,28,192.6,107,32.74,195.5,74,16.62,109.7,139,4.94,6.8,5,1.84,3,False +VT,103,510,No,No,0,246.5,47,41.91,195.5,84,16.62,200.5,96,9.02,11.7,4,3.16,1,False +VT,117,408,Yes,No,0,167.1,86,28.41,177.5,87,15.09,249.4,132,11.22,14.1,7,3.81,2,True +MI,140,415,No,No,0,231.9,101,39.42,160.1,94,13.61,110.4,98,4.97,14.3,6,3.86,3,False +WA,127,408,No,No,0,146.7,91,24.94,203.5,78,17.3,203.4,110,9.15,13.7,3,3.7,1,False +UT,83,408,Yes,No,0,271.5,87,46.16,216.3,126,18.39,121.1,105,5.45,11.7,4,3.16,1,False +LA,121,408,No,No,0,181.5,121,30.86,218.4,98,18.56,161.6,103,7.27,8.5,5,2.3,1,False +RI,145,408,No,Yes,43,257.7,97,43.81,162.1,95,13.78,286.9,86,12.91,11.1,4,3.0,2,False +IA,113,408,No,No,0,193.8,99,32.95,221.4,125,18.82,172.3,67,7.75,10.6,6,2.86,1,False +NE,117,415,No,No,0,102.8,119,17.48,206.7,91,17.57,299.0,105,13.46,10.1,7,2.73,1,False +OH,65,408,No,No,0,187.9,116,31.94,157.6,117,13.4,227.3,86,10.23,7.5,6,2.03,1,False +RI,56,415,No,No,0,226.0,112,38.42,248.5,118,21.12,140.5,142,6.32,6.9,11,1.86,1,False +OK,96,415,No,No,0,260.4,115,44.27,146.0,46,12.41,269.5,87,12.13,11.5,4,3.11,5,False +LA,151,408,No,No,0,178.7,116,30.38,292.1,138,24.83,265.9,101,11.97,9.8,4,2.65,0,False +OH,83,415,No,No,0,337.4,120,57.36,227.4,116,19.33,153.9,114,6.93,15.8,7,4.27,0,True +VA,139,510,No,Yes,23,157.6,129,26.79,247.0,96,21.0,259.2,112,11.66,13.7,2,3.7,0,False +MO,6,510,No,No,0,183.6,117,31.21,256.7,72,21.82,178.6,79,8.04,10.2,2,2.75,1,False +FL,115,510,No,Yes,24,142.1,124,24.16,183.4,129,15.59,164.8,114,7.42,9.6,4,2.59,1,False +SC,87,415,No,No,0,136.3,97,23.17,172.2,108,14.64,137.5,101,6.19,7.1,5,1.92,0,False +VA,141,415,No,No,0,217.1,110,36.91,241.5,111,20.53,253.5,103,11.41,12.0,6,3.24,0,False +IA,141,510,No,Yes,36,187.5,99,31.88,241.4,116,20.52,229.5,105,10.33,10.5,5,2.84,3,False +MI,62,415,No,No,0,98.9,103,16.81,135.4,122,11.51,236.6,82,10.65,12.2,1,3.29,1,False +OK,146,415,No,No,0,206.3,151,35.07,148.6,89,12.63,167.2,91,7.52,6.1,3,1.65,1,False +DE,92,415,No,Yes,33,243.1,92,41.33,213.8,92,18.17,228.7,104,10.29,12.1,2,3.27,2,False +GA,185,510,No,Yes,31,189.8,126,32.27,163.3,133,13.88,264.8,126,11.92,7.5,3,2.03,1,False +DC,148,415,No,No,0,202.0,102,34.34,243.2,128,20.67,261.3,90,11.76,10.9,3,2.94,1,False +AZ,94,408,No,Yes,38,170.1,124,28.92,193.3,116,16.43,105.9,73,4.77,12.8,4,3.46,1,False +AL,32,510,No,No,0,230.9,87,39.25,187.4,90,15.93,154.0,53,6.93,6.3,2,1.7,0,False +CO,68,408,No,No,0,237.1,105,40.31,223.5,105,19.0,97.4,79,4.38,13.2,2,3.56,1,False +NH,64,408,No,Yes,27,182.1,91,30.96,169.7,98,14.42,164.7,86,7.41,10.6,5,2.86,2,False +NM,25,415,No,No,0,119.3,87,20.28,211.5,101,17.98,268.9,86,12.1,10.5,4,2.84,3,False +OR,65,415,No,No,0,116.8,87,19.86,178.9,93,15.21,182.4,150,8.21,14.1,2,3.81,1,False +LA,179,408,No,No,0,219.2,92,37.26,149.4,125,12.7,244.7,104,11.01,6.1,5,1.65,0,False +NE,94,415,No,No,0,252.6,104,42.94,169.0,125,14.37,170.9,106,7.69,11.1,7,3.0,2,False +MN,62,415,No,No,0,147.1,91,25.01,190.4,107,16.18,195.2,115,8.78,12.2,3,3.29,0,False +MI,127,415,No,No,0,202.1,103,34.36,229.4,86,19.5,195.2,113,8.78,11.5,3,3.11,2,False +AR,116,408,No,No,0,173.5,93,29.5,194.1,76,16.5,208.0,112,9.36,16.2,10,4.37,3,False +KS,70,408,No,No,0,232.1,122,39.46,292.3,112,24.85,201.2,112,9.05,0.0,0,0.0,3,False +WV,94,510,Yes,Yes,23,197.1,125,33.51,214.5,136,18.23,282.2,103,12.7,9.5,5,2.57,4,False +AK,126,415,No,No,0,58.2,94,9.89,138.7,118,11.79,136.8,91,6.16,11.9,1,3.21,5,True +NY,67,408,No,Yes,36,115.6,111,19.65,237.7,94,20.2,169.9,103,7.65,9.9,12,2.67,2,False +NH,19,408,No,No,0,186.1,98,31.64,254.3,57,21.62,214.0,127,9.63,14.6,7,3.94,2,False +VA,170,510,Yes,No,0,259.9,68,44.18,245.0,122,20.83,134.4,121,6.05,8.4,3,2.27,3,False +NM,73,415,No,No,0,214.3,145,36.43,268.5,135,22.82,241.2,92,10.85,10.8,13,2.92,1,False +NY,106,408,No,No,0,158.7,74,26.98,64.3,139,5.47,198.5,103,8.93,10.2,4,2.75,1,False +AZ,93,415,No,No,0,271.6,71,46.17,229.4,108,19.5,77.3,121,3.48,10.9,3,2.94,2,False +WY,164,510,No,No,0,160.6,111,27.3,163.2,126,13.87,187.1,112,8.42,9.0,3,2.43,1,False +WA,51,408,No,No,0,232.4,109,39.51,187.4,95,15.93,231.2,107,10.4,9.1,3,2.46,1,False +CO,107,415,No,No,0,133.8,85,22.75,180.5,94,15.34,112.2,115,5.05,8.9,4,2.4,0,False +TX,130,415,No,No,0,176.9,109,30.07,90.7,104,7.71,238.0,69,10.71,9.5,2,2.57,1,False +KY,80,408,No,No,0,209.9,74,35.68,195.1,77,16.58,208.2,119,9.37,8.8,4,2.38,2,False +MT,94,415,No,No,0,137.5,118,23.38,203.2,88,17.27,150.0,131,6.75,13.4,2,3.62,0,False +OK,118,408,No,Yes,23,289.5,52,49.22,166.6,111,14.16,119.1,88,5.36,9.5,4,2.57,1,False +MD,117,415,No,Yes,23,198.1,86,33.68,177.0,86,15.05,180.5,92,8.12,6.8,6,1.84,1,False +TN,78,415,No,No,0,149.7,119,25.45,182.2,115,15.49,261.5,126,11.77,9.7,8,2.62,0,False +TX,208,510,No,No,0,326.5,67,55.51,176.3,113,14.99,181.7,102,8.18,10.7,6,2.89,2,True +ME,131,510,Yes,Yes,26,292.9,101,49.79,199.7,97,16.97,255.3,127,11.49,13.8,7,3.73,4,True +DC,63,408,No,No,0,83.0,64,14.11,177.0,106,15.05,245.7,89,11.06,13.0,3,3.51,0,False +MN,53,415,No,Yes,24,145.7,146,24.77,220.5,136,18.74,249.9,96,11.25,13.1,5,3.54,3,False +DE,62,408,No,No,0,182.3,101,30.99,328.2,93,27.9,245.0,131,11.03,11.2,1,3.02,2,False +MD,97,415,No,No,0,218.0,86,37.06,184.0,94,15.64,240.5,110,10.82,6.4,8,1.73,3,False +MI,105,510,No,No,0,140.6,109,23.9,178.6,51,15.18,217.0,83,9.76,6.8,3,1.84,2,False +WA,157,415,No,No,0,152.7,105,25.96,257.5,80,21.89,198.1,93,8.91,9.4,4,2.54,1,False +MO,66,415,No,Yes,36,106.7,76,18.14,209.8,77,17.83,190.4,117,8.57,12.1,2,3.27,1,False +IN,122,415,No,No,0,243.8,98,41.45,83.9,72,7.13,179.8,84,8.09,13.7,8,3.7,2,False +OR,38,415,No,No,0,194.4,94,33.05,186.7,95,15.87,223.3,90,10.05,10.8,5,2.92,3,False +MD,106,510,No,No,0,213.9,95,36.36,151.9,70,12.91,260.1,124,11.7,12.2,5,3.29,3,False +RI,99,510,No,No,0,217.2,112,36.92,246.7,89,20.97,226.1,89,10.17,15.8,7,4.27,3,False +LA,99,415,No,No,0,241.1,72,40.99,155.6,98,13.23,188.2,109,8.47,11.6,10,3.13,1,False +AZ,144,510,Yes,No,0,203.5,100,34.6,247.6,103,21.05,194.3,94,8.74,11.9,11,3.21,0,False +PA,82,415,No,Yes,24,155.2,131,26.38,244.5,106,20.78,122.4,68,5.51,10.7,3,2.89,1,False +AZ,86,408,No,Yes,31,167.6,139,28.49,113.0,118,9.61,246.9,121,11.11,12.2,6,3.29,1,False +FL,70,510,Yes,No,0,226.7,98,38.54,228.1,115,19.39,73.2,93,3.29,17.6,4,4.75,2,True +LA,93,415,No,No,0,179.3,93,30.48,178.6,98,15.18,225.2,131,10.13,11.5,6,3.11,3,False +FL,93,415,No,No,0,151.4,89,25.74,186.4,76,15.84,172.5,120,7.76,10.9,3,2.94,0,False +FL,120,415,No,No,0,180.0,80,30.6,224.2,82,19.06,265.4,91,11.94,4.7,7,1.27,3,False +MD,136,415,No,No,0,250.2,121,42.53,267.1,118,22.7,151.0,114,6.8,13.0,2,3.51,1,True +AL,106,415,No,No,0,223.0,121,37.91,110.1,98,9.36,188.7,107,8.49,7.1,12,1.92,0,False +WA,81,415,No,No,0,183.6,116,31.21,152.6,98,12.97,212.2,99,9.55,12.2,6,3.29,3,False +TN,127,408,No,Yes,22,166.0,114,28.22,174.5,103,14.83,244.9,68,11.02,10.2,6,2.75,1,False +MS,65,415,No,No,0,136.1,112,23.14,272.9,96,23.2,220.2,104,9.91,4.4,2,1.19,1,False +ME,35,408,No,No,0,149.3,113,25.38,242.2,122,20.59,174.3,104,7.84,8.9,6,2.4,2,False +OK,88,408,No,No,0,65.4,97,11.12,168.2,76,14.3,236.0,113,10.62,13.8,1,3.73,2,False +IN,65,415,No,No,0,213.4,111,36.28,234.5,94,19.93,250.1,123,11.25,2.7,4,0.73,1,False +MO,123,415,No,No,0,206.9,85,35.17,244.7,78,20.8,221.5,136,9.97,7.7,2,2.08,3,False +IA,126,408,No,Yes,27,186.2,78,31.65,189.6,83,16.12,76.5,139,3.44,9.6,3,2.59,2,False +VA,104,415,No,Yes,23,280.2,136,47.63,220.5,92,18.74,136.9,102,6.16,13.3,3,3.59,4,False +KY,45,415,No,Yes,22,196.6,84,33.42,313.2,92,26.62,163.3,108,7.35,11.9,3,3.21,0,False +MD,93,408,Yes,No,0,312.0,109,53.04,129.4,100,11.0,217.6,74,9.79,10.5,2,2.84,0,True +OH,63,415,Yes,Yes,36,199.0,110,33.83,291.3,111,24.76,197.6,92,8.89,11.0,6,2.97,1,False +OK,100,415,No,No,0,203.1,96,34.53,217.0,126,18.45,180.9,122,8.14,13.5,2,3.65,3,False +NV,53,415,No,No,0,168.8,97,28.7,220.3,87,18.73,154.3,113,6.94,10.9,2,2.94,0,False +ID,92,415,Yes,No,0,173.1,140,29.43,240.3,105,20.43,233.2,117,10.49,9.0,5,2.43,1,False +MN,139,510,No,No,0,134.4,106,22.85,211.3,98,17.96,193.6,125,8.71,10.2,2,2.75,5,True +SD,110,408,No,Yes,40,202.6,103,34.44,118.8,128,10.1,234.9,98,10.57,9.0,9,2.43,2,False +IL,110,408,No,No,0,74.5,117,12.67,200.8,98,17.07,192.2,101,8.65,9.8,7,2.65,3,False +WY,215,510,No,No,0,83.6,148,14.21,120.9,91,10.28,226.6,110,10.2,10.7,9,2.89,0,False +AL,73,415,No,No,0,192.2,86,32.67,168.6,116,14.33,139.8,87,6.29,9.4,6,2.54,1,False +NJ,138,510,No,No,0,220.2,89,37.43,88.3,125,7.51,195.3,79,8.79,12.9,5,3.48,0,False +NV,137,415,Yes,No,0,135.1,95,22.97,134.1,102,11.4,223.1,81,10.04,12.3,2,3.32,2,True +IN,36,415,No,No,0,253.4,77,43.08,182.4,151,15.5,275.8,103,12.41,8.4,2,2.27,1,False +WV,85,408,No,No,0,225.0,81,38.25,176.9,63,15.04,194.3,110,8.74,7.1,2,1.92,3,False +VA,108,408,No,No,0,198.5,99,33.75,267.8,60,22.76,354.9,75,15.97,9.4,3,2.54,0,True +SC,22,408,No,No,0,110.3,107,18.75,166.5,93,14.15,202.3,96,9.1,9.5,5,2.57,0,False +RI,107,415,No,Yes,37,60.0,102,10.2,102.2,80,8.69,261.8,106,11.78,11.1,3,3.0,0,False +IN,51,510,No,No,0,214.8,94,36.52,149.7,58,12.72,283.4,66,12.75,10.2,5,2.75,0,False +AZ,94,408,No,No,0,181.8,85,30.91,202.4,98,17.2,245.9,97,11.07,9.2,2,2.48,4,False +NM,119,510,No,Yes,23,154.0,114,26.18,278.0,137,23.63,228.4,112,10.28,11.8,4,3.19,2,False +OR,33,415,No,Yes,29,157.4,99,26.76,117.9,80,10.02,279.2,79,12.56,13.9,11,3.75,4,True +NJ,106,415,No,No,0,207.9,91,35.34,172.0,109,14.62,191.8,143,8.63,14.4,7,3.89,4,False +MS,82,408,No,No,0,207.0,90,35.19,232.9,83,19.8,172.4,108,7.76,9.1,8,2.46,3,False +MI,86,510,No,Yes,41,119.0,101,20.23,230.0,134,19.55,236.9,58,10.66,9.5,3,2.57,0,False +TX,97,415,Yes,No,0,143.7,117,24.43,273.0,82,23.21,178.3,81,8.02,10.9,3,2.94,0,False +FL,106,408,No,Yes,32,165.9,126,28.2,216.5,93,18.4,173.1,86,7.79,14.1,8,3.81,4,False +DC,108,510,No,No,0,138.6,122,23.56,172.3,117,14.65,231.6,92,10.42,9.8,3,2.65,1,False +TX,114,415,No,No,0,84.7,118,14.4,249.9,86,21.24,193.4,95,8.7,14.5,8,3.92,1,False +KS,92,408,Yes,No,0,62.6,111,10.64,180.6,126,15.35,221.7,80,9.98,10.4,2,2.81,1,True +UT,59,510,No,No,0,155.2,79,26.38,235.3,123,20.0,169.4,80,7.62,8.7,4,2.35,1,False +MN,24,510,No,Yes,25,164.9,110,28.03,209.3,105,17.79,231.2,55,10.4,6.7,9,1.81,1,False +IL,151,408,No,No,0,134.5,88,22.87,143.1,112,12.16,223.9,61,10.08,15.4,1,4.16,1,False +NM,117,415,No,No,0,143.3,103,24.36,211.3,108,17.96,185.2,96,8.33,11.5,3,3.11,1,False +SC,78,510,No,No,0,168.3,110,28.61,221.2,73,18.8,241.0,136,10.85,12.5,1,3.38,1,False +NC,155,408,No,No,0,262.4,55,44.61,194.6,113,16.54,146.5,85,6.59,8.3,6,2.24,2,False +WV,114,510,No,Yes,30,206.2,79,35.05,260.0,91,22.1,291.6,83,13.12,11.4,6,3.08,1,False +RI,114,510,No,Yes,28,225.8,94,38.39,193.0,117,16.41,232.4,100,10.46,8.4,9,2.27,4,False +NH,119,408,No,No,0,138.3,89,23.51,170.5,78,14.49,263.9,98,11.88,13.5,6,3.65,3,False +MO,64,510,No,Yes,48,94.4,104,16.05,136.2,101,11.58,147.4,89,6.63,4.5,4,1.22,0,False +MA,118,408,Yes,No,0,160.0,123,27.2,175.4,96,14.91,184.8,99,8.32,9.9,3,2.67,2,False +PA,101,415,No,No,0,206.6,105,35.12,224.9,117,19.12,249.9,100,11.25,14.6,3,3.94,0,False +OK,117,415,No,No,0,134.7,121,22.9,180.0,83,15.3,200.9,104,9.04,7.7,3,2.08,1,False +AL,49,415,No,Yes,28,214.4,78,36.45,235.2,100,19.99,206.2,107,9.28,8.0,13,2.16,3,False +WY,139,415,No,No,0,192.8,104,32.78,234.4,96,19.92,203.2,101,9.14,13.0,3,3.51,3,False +PA,92,408,No,Yes,28,151.1,90,25.69,194.8,79,16.56,239.2,114,10.76,10.0,3,2.7,1,False +WA,83,415,No,No,0,221.4,103,37.64,231.8,103,19.7,122.5,100,5.51,9.8,5,2.65,3,False +HI,148,510,Yes,No,0,218.9,88,37.21,208.0,85,17.68,203.3,99,9.15,11.1,4,3.0,0,False +SD,144,408,No,Yes,48,189.8,96,32.27,123.4,67,10.49,214.2,106,9.64,6.5,2,1.76,2,True +AL,131,415,No,Yes,25,192.7,85,32.76,225.9,105,19.2,254.2,59,11.44,10.9,6,2.94,2,False +VT,146,510,Yes,No,0,204.4,135,34.75,219.1,90,18.62,222.7,114,10.02,10.5,6,2.84,3,False +MT,143,415,No,No,0,172.3,97,29.29,174.0,108,14.79,188.2,119,8.47,13.0,4,3.51,2,False +MN,81,415,No,No,0,198.4,93,33.73,210.9,108,17.93,193.3,71,8.7,10.4,6,2.81,2,False +AK,48,415,No,Yes,37,211.7,115,35.99,159.9,84,13.59,144.1,80,6.48,12.2,1,3.29,1,False +MI,86,415,No,Yes,28,221.6,74,37.67,288.4,100,24.51,240.3,105,10.81,9.0,2,2.43,1,False +DE,71,415,No,No,0,197.9,108,33.64,181.5,109,15.43,281.4,56,12.66,6.7,5,1.81,3,False +SD,145,408,No,Yes,24,147.5,90,25.08,175.7,108,14.93,252.1,102,11.34,15.6,3,4.21,2,False +MI,137,510,No,No,0,206.4,122,35.09,128.0,102,10.88,194.5,84,8.75,8.8,5,2.38,2,False +KS,137,408,No,No,0,205.9,88,35.0,209.3,86,17.79,289.9,84,13.05,14.5,4,3.92,2,False +AL,167,510,No,No,0,207.6,88,35.29,132.4,63,11.25,255.2,98,11.48,14.1,5,3.81,0,False +OK,89,510,No,No,0,303.9,95,51.66,260.9,114,22.18,312.1,89,14.04,5.3,3,1.43,1,True +CT,199,415,No,Yes,34,230.6,121,39.2,219.4,99,18.65,299.3,94,13.47,8.0,2,2.16,0,False +NE,132,510,No,No,0,99.5,110,16.92,129.1,80,10.97,125.1,124,5.63,9.7,3,2.62,0,False +WI,94,510,No,No,0,177.1,112,30.11,194.0,112,16.49,146.7,108,6.6,5.9,4,1.59,1,False +CT,96,415,No,Yes,37,172.7,93,29.36,120.1,116,10.21,216.1,86,9.72,10.3,5,2.78,5,True +WI,96,510,No,Yes,18,172.7,86,29.36,133.4,113,11.34,259.5,70,11.68,9.8,3,2.65,1,False +IN,166,510,No,No,0,204.2,115,34.71,179.9,152,15.29,216.8,109,9.76,9.5,5,2.57,1,False +DC,74,415,No,No,0,85.7,83,14.57,247.7,67,21.05,142.4,85,6.41,10.1,5,2.73,2,False +AR,36,415,No,No,0,157.6,117,26.79,184.3,58,15.67,240.4,99,10.82,11.9,1,3.21,0,False +ME,113,415,No,No,0,215.5,129,36.64,218.7,117,18.59,207.1,91,9.32,6.6,9,1.78,4,False +MN,94,415,No,No,0,181.5,98,30.86,199.9,88,16.99,287.7,114,12.95,6.6,5,1.78,1,False +MD,67,415,No,No,0,171.7,80,29.19,110.4,81,9.38,195.4,111,8.79,11.9,4,3.21,2,False +FL,127,415,No,No,0,266.6,106,45.32,264.8,168,22.51,207.2,119,9.32,5.9,2,1.59,1,True +RI,121,408,No,No,0,170.4,108,28.97,350.5,68,29.79,297.0,87,13.37,11.2,3,3.02,0,True +IA,158,415,No,No,0,158.0,106,26.86,292.5,114,24.86,241.1,89,10.85,9.1,4,2.46,1,False +AZ,136,510,No,No,0,92.0,117,15.64,253.6,77,21.56,214.1,90,9.63,10.3,10,2.78,1,False +MO,196,415,No,No,0,234.0,109,39.78,249.5,114,21.21,173.1,70,7.79,9.1,5,2.46,2,False +VT,113,415,No,No,0,272.1,111,46.26,268.5,118,22.82,213.8,105,9.62,8.5,10,2.3,1,True +IN,122,408,No,No,0,296.4,99,50.39,214.8,89,18.26,133.9,107,6.03,11.4,3,3.08,4,True +RI,112,510,No,No,0,194.4,101,33.05,190.3,82,16.18,183.4,107,8.25,11.4,2,3.08,0,False +SD,209,415,No,No,0,227.2,128,38.62,258.4,92,21.96,183.5,74,8.26,8.9,4,2.4,3,False +MN,62,415,No,No,0,248.7,109,42.28,220.0,118,18.7,265.7,78,11.96,13.2,2,3.56,1,True +TX,110,415,No,Yes,38,236.3,102,40.17,195.9,112,16.65,183.5,82,8.26,9.7,6,2.62,1,False +VA,16,510,No,No,0,205.6,69,34.95,169.5,93,14.41,220.1,64,9.9,10.9,3,2.94,0,False +MA,73,408,No,No,0,94.1,136,16.0,280.3,122,23.83,205.0,77,9.23,9.8,4,2.65,0,False +ID,128,408,No,No,0,125.2,99,21.28,205.4,107,17.46,254.4,111,11.45,18.9,2,5.1,0,False +MA,39,408,No,No,0,60.4,158,10.27,306.2,120,26.03,123.9,46,5.58,12.4,3,3.35,1,False +GA,103,415,No,Yes,28,121.0,105,20.57,270.4,100,22.98,160.5,76,7.22,7.7,4,2.08,2,False +RI,119,415,No,Yes,29,117.8,66,20.03,256.8,114,21.83,147.6,76,6.64,7.6,3,2.05,3,False +ID,173,510,No,Yes,21,232.4,96,39.51,211.9,118,18.01,273.0,102,12.29,5.0,5,1.35,3,False +SD,128,510,Yes,Yes,32,223.5,81,38.0,188.8,74,16.05,154.9,101,6.97,9.4,2,2.54,2,True +MA,86,510,No,No,0,176.3,79,29.97,259.2,97,22.03,287.4,78,12.93,6.2,3,1.67,0,False +WY,114,415,No,Yes,32,125.2,79,21.28,177.8,105,15.11,232.4,89,10.46,12.9,3,3.48,1,False +VA,104,408,No,No,0,138.7,107,23.58,256.9,113,21.84,234.9,74,10.57,10.0,3,2.7,0,False +OR,148,415,No,No,0,86.3,134,14.67,246.6,92,20.96,251.6,91,11.32,11.3,4,3.05,1,False +VA,129,408,No,No,0,207.0,91,35.19,154.9,121,13.17,245.1,112,11.03,13.4,5,3.62,3,False +ME,100,510,No,Yes,30,58.8,104,10.0,219.5,107,18.66,152.3,118,6.85,7.1,3,1.92,0,False +AL,121,408,No,Yes,35,68.7,95,11.68,209.2,69,17.78,197.4,42,8.88,11.4,4,3.08,1,False +GA,143,408,No,Yes,33,239.2,109,40.66,235.5,112,20.02,156.3,95,7.03,9.5,4,2.57,1,False +IA,76,510,No,No,0,198.3,130,33.71,217.1,86,18.45,188.4,96,8.48,12.5,3,3.38,0,False +AZ,158,510,No,No,0,205.2,97,34.88,240.6,77,20.45,79.7,108,3.59,14.4,12,3.89,0,False +FL,116,510,No,No,0,192.1,98,32.66,312.9,135,26.6,130.2,94,5.86,7.9,2,2.13,3,False +MT,54,415,No,No,0,272.6,83,46.34,248.7,74,21.14,197.4,111,8.88,9.5,2,2.57,1,True +AL,86,415,No,No,0,128.3,121,21.81,197.1,93,16.75,138.4,152,6.23,12.2,5,3.29,7,True +DE,108,510,No,No,0,169.6,99,28.83,264.1,87,22.45,206.3,78,9.28,9.3,4,2.51,0,False +MT,66,510,No,No,0,201.3,95,34.22,152.8,66,12.99,233.2,101,10.49,7.5,4,2.03,1,False +KY,151,408,No,Yes,17,214.7,97,36.5,138.5,90,11.77,169.1,44,7.61,8.6,4,2.32,1,False +SC,99,510,No,No,0,169.2,70,28.76,271.5,77,23.08,170.2,104,7.66,10.6,2,2.86,0,False +WA,55,415,No,No,0,194.1,121,33.0,176.6,110,15.01,302.8,136,13.63,7.0,7,1.89,2,False +OR,77,510,No,No,0,233.8,104,39.75,266.5,94,22.65,212.7,104,9.57,7.6,3,2.05,2,False +AK,78,408,No,No,0,225.1,67,38.27,199.2,127,16.93,175.5,102,7.9,14.6,2,3.94,0,False +GA,89,415,No,No,0,213.0,63,36.21,176.6,71,15.01,262.6,126,11.82,9.1,1,2.46,1,True +MN,101,415,No,No,0,183.9,115,31.26,255.9,101,21.75,275.0,145,12.38,10.8,11,2.92,1,False +IL,44,415,No,Yes,34,221.8,105,37.71,161.7,85,13.74,227.7,62,10.25,14.0,7,3.78,0,False +IN,98,408,No,Yes,21,64.6,98,10.98,176.1,86,14.97,244.8,84,11.02,0.0,0,0.0,2,False +SC,64,510,No,Yes,37,154.6,92,26.28,83.4,103,7.09,165.9,99,7.47,13.3,3,3.59,1,False +VA,141,415,No,No,0,260.2,131,44.23,179.2,120,15.23,135.0,119,6.08,7.2,8,1.94,3,False +WI,81,415,No,Yes,33,161.6,117,27.47,123.0,90,10.46,261.3,101,11.76,12.2,5,3.29,1,False +VT,162,510,No,No,0,220.6,117,37.5,155.2,121,13.19,186.7,89,8.4,10.5,11,2.84,1,False +AZ,83,415,No,Yes,41,155.9,122,26.5,162.3,107,13.8,127.6,105,5.74,13.1,5,3.54,3,False +FL,100,510,No,No,0,107.0,63,18.19,105.7,67,8.98,243.1,74,10.94,12.8,3,3.46,4,True +AK,59,510,No,No,0,182.5,104,31.03,204.7,95,17.4,229.9,100,10.35,11.3,8,3.05,4,False +AR,179,415,Yes,Yes,38,220.1,78,37.42,234.3,71,19.92,237.3,85,10.68,10.1,4,2.73,4,False +AR,79,408,No,No,0,152.2,112,25.87,177.2,132,15.06,96.4,87,4.34,5.3,3,1.43,1,False +AK,117,415,No,No,0,181.5,95,30.86,205.1,88,17.43,204.0,82,9.18,14.7,9,3.97,2,False +MS,64,408,Yes,No,0,236.2,77,40.15,218.6,85,18.58,194.1,97,8.73,13.2,2,3.56,2,True +ME,31,415,No,No,0,166.1,105,28.24,79.3,93,6.74,213.7,98,9.62,12.7,2,3.43,1,False +CA,124,408,Yes,No,0,244.6,89,41.58,188.8,80,16.05,206.0,114,9.27,11.3,4,3.05,1,False +NM,122,408,No,Yes,23,134.2,85,22.81,227.3,132,19.32,122.4,96,5.51,8.5,2,2.3,2,False +NE,37,408,Yes,Yes,39,149.7,122,25.45,211.1,75,17.94,114.3,90,5.14,9.2,4,2.48,1,False +SC,90,408,No,Yes,29,150.1,109,25.52,264.7,103,22.5,178.4,97,8.03,5.8,4,1.57,1,False +CO,159,408,Yes,No,0,257.1,53,43.71,312.2,127,26.54,183.0,82,8.24,8.8,6,2.38,1,True +DE,148,415,No,No,0,124.4,83,21.15,179.7,81,15.27,253.0,99,11.39,11.3,6,3.05,0,False +OH,39,415,No,Yes,36,141.7,121,24.09,232.3,113,19.75,222.1,131,9.99,12.0,5,3.24,1,False +MS,77,408,No,No,0,230.0,87,39.1,103.2,138,8.77,309.6,136,13.93,11.3,3,3.05,2,False +OK,194,408,No,No,0,162.3,88,27.59,213.7,118,18.16,192.1,81,8.64,10.9,2,2.94,0,False +CO,154,415,No,No,0,350.8,75,59.64,216.5,94,18.4,253.9,100,11.43,10.1,9,2.73,1,True +NC,112,415,No,No,0,193.3,96,32.86,264.1,123,22.45,128.6,115,5.79,9.1,3,2.46,4,False +MD,45,415,No,No,0,78.2,127,13.29,253.4,108,21.54,255.0,100,11.48,18.0,3,4.86,1,False +KS,132,415,No,No,0,83.4,110,14.18,232.2,137,19.74,146.7,114,6.6,7.6,5,2.05,1,False +MA,128,415,No,No,0,195.6,99,33.25,267.8,120,22.76,164.9,76,7.42,16.0,2,4.32,0,False +NC,135,415,No,No,0,201.8,81,34.31,225.0,114,19.13,204.4,82,9.2,10.3,6,2.78,1,False +NM,56,408,No,No,0,197.0,110,33.49,222.8,102,18.94,225.3,91,10.14,10.6,6,2.86,2,False +CA,151,415,Yes,No,0,218.0,57,37.06,114.4,88,9.72,269.2,95,12.11,12.4,1,3.35,0,True +NY,32,415,No,No,0,164.8,98,28.02,229.9,96,19.54,167.3,108,7.53,14.8,2,4.0,2,False +AZ,90,415,No,No,0,179.2,77,30.46,210.7,99,17.91,276.9,58,12.46,9.2,6,2.48,2,False +SD,87,415,No,Yes,21,214.0,113,36.38,180.0,114,15.3,134.5,82,6.05,10.6,5,2.86,0,False +DC,138,415,No,No,0,170.5,87,28.99,118.2,116,10.05,187.9,111,8.46,11.2,7,3.02,2,False +ND,79,408,No,No,0,205.7,123,34.97,214.5,108,18.23,226.1,106,10.17,6.7,18,1.81,1,False +MO,95,415,Yes,No,0,165.5,84,28.14,286.2,112,24.33,198.9,89,8.95,11.5,2,3.11,1,True +KS,127,415,No,No,0,221.0,100,37.57,160.7,113,13.66,233.1,96,10.49,6.8,4,1.84,2,False +SD,137,510,No,No,0,242.1,118,41.16,191.0,93,16.24,218.6,50,9.84,14.7,2,3.97,3,False +OK,97,415,No,No,0,151.6,107,25.77,155.4,96,13.21,240.0,112,10.8,14.7,4,3.97,1,False +OR,149,415,Yes,No,0,176.2,87,29.95,145.0,81,12.33,249.5,92,11.23,5.7,4,1.54,0,False +IN,117,415,Yes,Yes,22,196.0,82,33.32,322.7,82,27.43,225.6,120,10.15,3.7,5,1.0,1,False +OH,84,408,No,No,0,159.5,125,27.12,247.1,90,21.0,187.9,82,8.46,7.2,4,1.94,2,False +KS,137,415,No,No,0,230.2,113,39.13,220.4,79,18.73,204.7,111,9.21,10.7,7,2.89,4,False +CT,99,415,No,No,0,146.7,64,24.94,274.0,99,23.29,321.3,98,14.46,8.9,1,2.4,3,False +NH,54,510,No,No,0,210.5,102,35.79,204.5,83,17.38,127.8,53,5.75,8.5,5,2.3,1,False +WI,85,415,No,No,0,102.0,95,17.34,270.2,139,22.97,148.2,105,6.67,10.7,3,2.89,1,False +MS,150,510,No,No,0,126.0,99,21.42,238.5,73,20.27,285.1,100,12.83,10.2,6,2.75,3,False +WV,43,415,No,No,0,168.4,125,28.63,243.8,89,20.72,214.7,102,9.66,11.1,2,3.0,1,False +MA,35,415,No,No,0,105.6,129,17.95,258.2,129,21.95,213.1,77,9.59,8.7,3,2.35,0,False +MD,98,415,No,No,0,206.5,92,35.11,176.2,152,14.98,232.8,115,10.48,12.4,5,3.35,5,False +PA,112,510,No,No,0,217.1,76,36.91,205.2,100,17.44,185.7,91,8.36,9.4,3,2.54,2,False +WI,16,510,No,No,0,229.6,78,39.03,205.7,108,17.48,166.2,91,7.48,10.8,2,2.92,0,True +TN,98,415,No,Yes,22,278.3,89,47.31,93.4,143,7.94,107.6,42,4.84,9.7,5,2.62,0,False +TX,84,408,No,No,0,138.6,102,23.56,199.0,93,16.92,204.1,137,9.18,7.8,4,2.11,0,False +OR,94,415,No,No,0,234.4,103,39.85,279.3,109,23.74,234.2,121,10.54,2.0,2,0.54,1,True +IL,84,510,No,No,0,181.5,129,30.86,130.7,112,11.11,186.5,118,8.39,8.5,4,2.3,1,False +DC,66,415,No,No,0,167.3,91,28.44,230.0,68,19.55,191.7,118,8.63,10.6,5,2.86,1,True +GA,98,415,No,Yes,31,121.0,105,20.57,218.9,98,18.61,226.7,110,10.2,12.0,1,3.24,1,False +ID,74,415,No,No,0,221.1,124,37.59,110.8,94,9.42,240.1,112,10.8,10.6,3,2.86,0,False +UT,96,408,No,Yes,26,145.8,108,24.79,192.2,89,16.34,165.1,96,7.43,9.9,2,2.67,1,False +KY,119,510,No,No,0,222.8,122,37.88,163.2,107,13.87,160.6,112,7.23,11.2,6,3.02,1,False +OH,73,415,No,No,0,183.4,80,31.18,242.0,115,20.57,201.4,100,9.06,7.5,3,2.03,4,False +WI,92,415,Yes,No,0,264.3,91,44.93,160.9,115,13.68,198.6,73,8.94,9.3,5,2.51,0,False +IL,21,415,No,No,0,146.0,78,24.82,109.7,79,9.32,247.4,108,11.13,6.8,7,1.84,0,False +DE,122,510,No,No,0,157.1,134,26.71,184.9,122,15.72,197.2,59,8.87,8.5,5,2.3,4,True +RI,133,510,Yes,No,0,127.3,108,21.64,251.3,81,21.36,135.0,88,6.08,10.3,3,2.78,1,False +TX,145,415,No,No,0,187.9,110,31.94,197.0,117,16.75,167.0,108,7.52,4.8,4,1.3,2,False +OR,25,408,No,No,0,178.8,90,30.4,141.2,72,12.0,203.0,99,9.14,8.4,5,2.27,2,False +NV,64,415,No,No,0,97.2,80,16.52,186.2,90,15.83,189.0,92,8.5,10.4,6,2.81,2,False +NE,85,415,No,No,0,259.8,85,44.17,242.3,117,20.6,168.8,72,7.6,5.4,1,1.46,0,False +MS,126,415,No,No,0,256.5,112,43.61,199.5,90,16.96,188.3,122,8.47,7.0,5,1.89,3,False +OR,76,415,No,No,0,169.5,77,28.82,124.0,87,10.54,219.4,92,9.87,10.0,3,2.7,0,False +DE,113,415,No,No,0,239.7,47,40.75,282.9,110,24.05,238.4,88,10.73,8.7,3,2.35,2,True +DE,224,510,Yes,No,0,171.5,99,29.16,160.0,103,13.6,212.4,102,9.56,5.0,2,1.35,1,True +AZ,117,408,No,No,0,239.9,84,40.78,174.8,106,14.86,209.5,93,9.43,9.8,2,2.65,0,False +SD,128,408,No,Yes,34,142.3,73,24.19,194.8,79,16.56,239.3,81,10.77,16.0,6,4.32,1,False +NV,115,415,No,No,0,184.1,98,31.3,327.0,73,27.8,212.5,106,9.56,7.5,6,2.03,2,False +NM,141,415,No,Yes,28,206.9,126,35.17,264.4,126,22.47,171.8,124,7.73,9.3,11,2.51,2,False +MN,51,510,No,No,0,259.9,114,44.18,176.2,94,14.98,77.2,112,3.47,15.3,1,4.13,1,False +NJ,100,415,No,No,0,203.8,122,34.65,283.1,76,24.06,197.3,83,8.88,12.5,3,3.38,0,False +IN,96,415,No,Yes,45,248.8,124,42.3,140.3,77,11.93,263.6,102,11.86,10.3,2,2.78,3,False +DC,112,415,No,Yes,16,221.6,110,37.67,130.2,123,11.07,200.0,108,9.0,11.3,3,3.05,1,False +MA,129,510,Yes,No,0,192.9,131,32.79,185.5,101,15.77,205.2,130,9.23,10.9,4,2.94,1,False +ME,163,415,No,No,0,122.4,129,20.81,113.4,108,9.64,180.2,97,8.11,12.5,7,3.38,1,False +NH,67,415,No,Yes,40,104.9,65,17.83,216.3,93,18.39,217.4,128,9.78,9.6,9,2.59,1,False +AZ,140,408,No,No,0,173.2,91,29.44,196.8,106,16.73,209.3,128,9.42,11.2,5,3.02,3,False +OR,49,510,No,No,0,119.4,69,20.3,273.3,92,23.23,214.4,153,9.65,12.4,7,3.35,2,False +KS,46,510,No,No,0,250.3,100,42.55,260.6,90,22.15,195.0,104,8.78,13.3,2,3.59,2,True +NE,148,415,No,No,0,178.3,98,30.31,282.6,110,24.02,181.0,98,8.15,11.4,4,3.08,1,False +MI,112,510,No,No,0,243.4,77,41.38,182.1,97,15.48,259.2,94,11.66,12.8,2,3.46,1,False +SC,78,415,No,No,0,155.0,106,26.35,175.3,101,14.9,155.6,125,7.0,11.8,5,3.19,2,False +PA,61,408,No,Yes,31,288.7,101,49.08,203.8,102,17.32,203.2,49,9.14,8.6,3,2.32,0,False +MT,58,510,No,Yes,29,240.4,80,40.87,118.9,91,10.11,164.2,108,7.39,11.2,3,3.02,1,False +NM,155,415,No,No,0,190.3,123,32.35,301.3,96,25.61,214.6,134,9.66,8.0,3,2.16,1,False +OH,100,510,No,No,0,278.0,76,47.26,176.7,74,15.02,219.5,126,9.88,8.3,4,2.24,0,True +WY,113,510,No,No,0,155.0,93,26.35,330.6,106,28.1,189.4,123,8.52,13.5,3,3.65,1,False +MI,81,415,No,No,0,153.5,99,26.1,197.6,102,16.8,198.5,86,8.93,6.3,2,1.7,2,False +AR,135,510,No,Yes,27,273.4,141,46.48,154.0,99,13.09,245.8,112,11.06,12.3,6,3.32,1,False +FL,99,408,No,No,0,155.3,93,26.4,265.7,95,22.58,145.7,67,6.56,12.4,4,3.35,0,False +AR,59,510,No,Yes,29,133.1,114,22.63,221.2,82,18.8,131.6,103,5.92,6.8,3,1.84,1,False +MO,135,510,No,No,0,246.8,129,41.96,187.8,121,15.96,154.5,109,6.95,12.6,5,3.4,1,False +WI,85,408,Yes,No,0,165.4,107,28.12,196.0,126,16.66,349.2,110,15.71,9.6,7,2.59,2,False +TX,70,510,No,No,0,59.5,103,10.12,257.2,106,21.86,208.3,86,9.37,11.1,6,3.0,0,False +TX,88,510,No,No,0,138.3,116,23.51,236.0,138,20.06,179.1,110,8.06,9.6,4,2.59,3,False +NM,55,510,No,No,0,286.7,100,48.74,134.4,121,11.42,192.9,122,8.68,6.9,5,1.86,2,False +GA,75,415,No,No,0,117.3,114,19.94,201.1,61,17.09,107.9,82,4.86,12.2,3,3.29,1,False +ID,79,510,No,Yes,21,264.3,79,44.93,202.8,118,17.24,173.4,92,7.8,6.3,3,1.7,4,False +AL,85,408,No,No,0,127.9,107,21.74,271.2,124,23.05,202.2,76,9.1,12.5,5,3.38,0,False +KS,86,408,No,Yes,23,225.5,107,38.34,246.3,105,20.94,245.7,81,11.06,9.8,2,2.65,0,False +SD,91,510,No,No,0,149.0,115,25.33,245.3,105,20.85,260.0,94,11.7,8.3,3,2.24,0,False +LA,149,415,No,Yes,20,198.9,77,33.81,274.0,88,23.29,190.7,76,8.58,14.3,9,3.86,1,False +OH,97,408,No,No,0,256.4,125,43.59,273.9,100,23.28,222.7,101,10.02,11.1,1,3.0,1,True +MA,88,415,No,No,0,264.8,124,45.02,245.4,112,20.86,160.5,115,7.22,14.8,2,4.0,1,True +AZ,60,415,No,No,0,98.2,88,16.69,180.5,69,15.34,223.6,69,10.06,9.3,2,2.51,2,False +KY,54,408,No,No,0,159.8,99,27.17,264.0,64,22.44,115.7,70,5.21,9.7,7,2.62,2,False +DC,11,415,No,Yes,28,190.6,86,32.4,220.1,122,18.71,180.3,80,8.11,6.0,3,1.62,3,False +WA,109,415,No,No,0,184.0,120,31.28,120.4,119,10.23,153.7,86,6.92,11.0,3,2.97,0,False +UT,90,415,No,No,0,261.8,128,44.51,220.6,104,18.75,136.6,91,6.15,9.6,5,2.59,1,False +RI,115,408,No,No,0,147.9,109,25.14,228.4,117,19.41,299.7,90,13.49,9.6,9,2.59,3,False +OH,144,415,No,Yes,18,106.4,109,18.09,108.1,113,9.19,208.4,111,9.38,10.1,5,2.73,1,False +NV,91,408,No,No,0,133.7,75,22.73,195.3,87,16.6,280.5,89,12.62,5.9,2,1.59,0,False +ND,105,415,No,Yes,23,193.5,85,32.9,220.2,90,18.72,272.4,111,12.26,8.5,5,2.3,0,False +NV,71,415,Yes,No,0,178.2,113,30.29,167.8,94,14.26,182.1,111,8.19,13.6,3,3.67,3,True +FL,132,510,No,Yes,36,226.2,103,38.45,181.6,125,15.44,258.8,102,11.65,10.5,5,2.84,3,True +MD,112,415,No,No,0,170.4,103,28.97,200.2,71,17.02,258.3,100,11.62,11.6,4,3.13,1,False +AZ,86,415,No,Yes,32,70.9,163,12.05,166.7,121,14.17,244.9,105,11.02,11.1,5,3.0,3,False +AL,41,510,No,Yes,34,194.4,63,33.05,254.9,110,21.67,160.2,115,7.21,17.2,9,4.64,2,False +NE,44,415,No,No,0,240.3,146,40.85,164.6,83,13.99,240.7,106,10.83,10.6,2,2.86,1,False +NV,78,408,No,No,0,75.0,116,12.75,248.7,87,21.14,176.0,83,7.92,9.5,6,2.57,3,False +IL,149,408,No,No,0,69.1,117,11.75,136.3,100,11.59,181.7,53,8.18,6.3,3,1.7,1,False +WV,72,510,No,Yes,33,96.6,59,16.42,315.4,98,26.81,163.3,117,7.35,6.2,4,1.67,4,True +MI,139,415,No,Yes,20,214.6,101,36.48,235.1,132,19.98,162.8,132,7.33,14.8,12,4.0,0,False +AR,74,510,No,No,0,148.5,111,25.25,146.5,42,12.45,289.2,83,13.01,9.9,6,2.67,3,False +UT,50,510,No,No,0,258.1,106,43.88,161.4,106,13.72,225.1,110,10.13,11.7,5,3.16,1,False +GA,141,510,No,Yes,23,149.7,112,25.45,162.5,118,13.81,220.3,115,9.91,7.6,2,2.05,3,False +AZ,140,408,No,No,0,149.8,134,25.47,164.4,98,13.97,294.7,124,13.26,8.1,2,2.19,1,False +ID,99,408,No,No,0,190.4,102,32.37,158.1,107,13.44,271.5,92,12.22,11.2,4,3.02,2,False +HI,166,408,No,No,0,181.4,108,30.84,253.8,54,21.57,112.3,94,5.05,11.6,6,3.13,1,False +NV,124,408,No,No,0,151.1,123,25.69,187.4,104,15.93,255.4,93,11.49,5.3,3,1.43,1,False +MD,74,415,No,No,0,155.7,116,26.47,173.7,63,14.76,257.4,97,11.58,8.1,4,2.19,0,False +GA,117,510,No,No,0,149.9,95,25.48,256.1,110,21.77,212.7,92,9.57,13.3,13,3.59,2,False +GA,85,510,No,No,0,222.3,132,37.79,231.5,101,19.68,223.5,75,10.06,11.0,2,2.97,3,False +UT,36,415,No,Yes,16,149.4,111,25.4,131.8,113,11.2,132.7,87,5.97,6.7,2,1.81,0,False +MA,102,510,Yes,No,0,233.8,103,39.75,221.6,131,18.84,146.9,106,6.61,12.8,3,3.46,0,False +IN,76,415,No,No,0,204.2,100,34.71,292.6,139,24.87,244.3,105,10.99,10.5,2,2.84,0,False +VT,165,510,No,No,0,242.9,126,41.29,209.8,65,17.83,228.4,126,10.28,0.0,0,0.0,1,False +IA,130,415,No,No,0,150.4,119,25.57,230.5,99,19.59,186.3,76,8.38,12.3,4,3.32,1,False +IN,78,415,No,No,0,208.9,119,35.51,252.4,132,21.45,280.2,120,12.61,12.8,7,3.46,0,False +AL,55,415,Yes,No,0,191.9,91,32.62,256.1,110,21.77,203.7,101,9.17,14.3,6,3.86,1,True +ME,92,415,Yes,No,0,130.7,113,22.22,260.6,122,22.15,244.2,98,10.99,9.4,2,2.54,2,True +RI,129,415,No,Yes,33,119.6,104,20.33,278.7,88,23.69,263.4,175,11.85,5.9,2,1.59,2,False +MD,18,408,No,No,0,273.6,93,46.51,114.6,116,9.74,250.6,120,11.28,8.2,4,2.21,1,False +FL,161,415,Yes,No,0,156.1,114,26.54,180.3,63,15.33,179.6,115,8.08,11.1,9,3.0,2,False +CA,93,415,No,Yes,36,178.7,134,30.38,178.6,102,15.18,126.8,82,5.71,8.0,4,2.16,2,False +AL,144,415,No,No,0,177.5,93,30.18,287.4,75,24.43,180.5,118,8.12,11.9,3,3.21,2,False +ME,75,408,Yes,No,0,211.3,61,35.92,105.6,119,8.98,175.9,63,7.92,9.7,4,2.62,4,True +WV,95,415,No,No,0,175.2,91,29.78,244.4,109,20.77,75.8,95,3.41,7.5,2,2.03,1,False +SD,126,415,No,Yes,23,114.3,102,19.43,190.3,103,16.18,240.4,111,10.82,12.6,7,3.4,3,False +FL,124,415,No,Yes,28,251.4,104,42.74,225.1,89,19.13,251.9,121,11.34,7.5,5,2.03,1,False +MI,93,415,Yes,No,0,216.9,61,36.87,207.4,120,17.63,221.7,110,9.98,17.5,5,4.73,1,True +MI,109,415,Yes,Yes,26,217.2,138,36.92,145.5,111,12.37,280.7,76,12.63,9.3,3,2.51,0,False +NM,80,510,No,No,0,206.3,97,35.07,154.9,98,13.17,263.6,82,11.86,12.4,12,3.35,0,False +AK,41,415,No,No,0,159.3,66,27.08,125.9,75,10.7,261.9,76,11.79,11.1,5,3.0,1,False +OH,136,415,No,Yes,31,143.1,88,24.33,236.6,65,20.11,227.8,120,10.25,11.4,5,3.08,2,False +MO,92,415,No,No,0,154.0,122,26.18,329.8,88,28.03,288.0,117,12.96,5.6,2,1.51,3,True +KS,143,408,No,Yes,24,186.6,69,31.72,222.0,116,18.87,234.9,138,10.57,11.6,5,3.13,1,False +MS,118,415,No,Yes,26,170.8,114,29.04,199.5,125,16.96,169.7,98,7.64,9.6,5,2.59,5,True +VT,193,408,No,Yes,17,124.0,102,21.08,202.9,81,17.25,205.1,129,9.23,12.3,3,3.32,1,False +NE,73,415,No,No,0,198.3,94,33.71,279.3,101,23.74,146.2,87,6.58,14.8,8,4.0,3,False +VA,62,408,No,No,0,172.8,101,29.38,204.8,97,17.41,240.8,90,10.84,9.1,8,2.46,2,False +DE,30,415,No,Yes,30,217.4,74,36.96,213.8,86,18.17,227.2,104,10.22,6.6,3,1.78,0,False +AL,60,408,Yes,Yes,29,265.9,113,45.2,215.8,94,18.34,108.1,82,4.86,14.0,12,3.78,0,True +ID,148,510,No,Yes,14,93.6,137,15.91,193.8,72,16.47,144.9,84,6.52,17.5,5,4.73,1,False +MS,96,510,No,No,0,98.2,100,16.69,307.2,88,26.11,182.5,120,8.21,7.6,1,2.05,2,False +OK,52,408,No,No,0,214.7,68,36.5,158.6,138,13.48,123.4,114,5.55,9.4,4,2.54,2,False +NM,87,415,No,No,0,168.2,92,28.59,224.7,100,19.1,169.5,99,7.63,12.9,3,3.48,1,False +WI,41,408,No,No,0,202.9,97,34.49,153.8,104,13.07,113.5,92,5.11,9.0,3,2.43,3,False +WV,112,415,No,No,0,261.4,108,44.44,154.5,102,13.13,130.9,90,5.89,11.6,2,3.13,1,False +SC,88,510,No,No,0,73.3,86,12.46,161.4,82,13.72,239.6,76,10.78,8.2,3,2.21,4,True +KY,122,408,No,Yes,27,253.7,84,43.13,229.2,109,19.48,190.5,123,8.57,9.2,5,2.48,7,False +MO,61,408,No,No,0,45.0,108,7.65,151.3,74,12.86,152.9,94,6.88,9.8,6,2.65,2,False +IL,87,510,No,No,0,231.3,105,39.32,171.7,108,14.59,67.7,136,3.05,13.0,6,3.51,1,False +OK,176,408,No,No,0,47.4,125,8.06,167.8,90,14.26,163.1,107,7.34,10.5,8,2.84,2,False +MI,30,510,No,No,0,227.4,88,38.66,182.5,100,15.51,191.7,134,8.63,12.5,3,3.38,0,False +NJ,95,415,No,Yes,22,40.9,126,6.95,133.4,90,11.34,264.2,91,11.89,11.9,7,3.21,0,False +ID,46,415,No,No,0,124.8,133,21.22,157.3,143,13.37,199.3,72,8.97,8.6,4,2.32,2,False +DC,100,510,Yes,No,0,68.5,110,11.65,337.1,115,28.65,205.2,99,9.23,12.1,9,3.27,0,False +NY,47,415,No,Yes,37,163.5,77,27.8,203.1,102,17.26,232.0,87,10.44,7.8,4,2.11,2,False +AL,77,415,No,No,0,163.0,112,27.71,219.1,89,18.62,233.4,66,10.5,6.7,3,1.81,2,False +OR,98,415,No,Yes,38,213.7,61,36.33,253.0,104,21.51,207.7,73,9.35,10.7,5,2.89,2,False +OK,125,415,No,Yes,36,201.3,117,34.22,42.2,78,3.59,125.7,104,5.66,5.4,3,1.46,1,False +LA,67,510,No,No,0,310.4,97,52.77,66.5,123,5.65,246.5,99,11.09,9.2,10,2.48,4,False +NE,194,408,No,No,0,48.4,101,8.23,281.1,138,23.89,218.5,87,9.83,18.2,1,4.91,1,False +TX,128,415,No,Yes,40,171.2,88,29.1,145.7,109,12.38,196.8,93,8.86,14.0,6,3.78,1,False +UT,190,415,No,Yes,22,166.5,93,28.31,183.0,92,15.56,121.0,102,5.44,8.5,3,2.3,0,False +OR,165,415,No,No,0,216.6,126,36.82,190.8,104,16.22,224.7,123,10.11,12.4,8,3.35,0,False +NY,59,408,No,No,0,107.8,113,18.33,216.6,125,18.41,217.5,92,9.79,9.9,3,2.67,2,False +AL,47,408,No,Yes,28,141.3,94,24.02,168.0,108,14.28,113.5,84,5.11,7.8,2,2.11,1,False +RI,150,415,No,Yes,29,209.9,77,35.68,158.0,52,13.43,141.9,113,6.39,6.6,1,1.78,0,False +MN,152,415,Yes,Yes,20,237.5,120,40.38,253.4,94,21.54,265.2,80,11.93,14.2,3,3.83,9,True +NC,26,415,No,No,0,234.5,109,39.87,216.5,129,18.4,191.6,94,8.62,3.5,6,0.95,3,False +MD,79,510,No,Yes,31,103.1,90,17.53,243.0,135,20.66,76.4,92,3.44,12.2,8,3.29,3,False +RI,95,510,No,Yes,27,129.5,106,22.02,248.9,90,21.16,268.0,115,12.06,11.9,3,3.21,1,False +WI,69,510,Yes,No,0,279.8,90,47.57,248.7,91,21.14,171.0,118,7.69,8.4,10,2.27,2,True +VT,95,510,Yes,Yes,41,136.8,91,23.26,200.8,61,17.07,133.7,67,6.02,10.3,9,2.78,5,True +CT,31,415,No,Yes,31,100.1,54,17.02,246.3,97,20.94,255.0,131,11.48,5.9,3,1.59,0,False +OK,121,408,No,Yes,31,237.1,63,40.31,205.6,117,17.48,196.7,85,8.85,10.1,5,2.73,4,False +AK,111,415,No,No,0,172.8,58,29.38,183.1,108,15.56,158.8,104,7.15,7.9,3,2.13,4,True +NY,157,415,No,No,0,224.5,111,38.17,200.7,99,17.06,116.6,118,5.25,11.5,2,3.11,2,False +GA,44,510,No,No,0,288.1,112,48.98,258.0,92,21.93,192.4,90,8.66,10.2,4,2.75,3,True +UT,61,510,Yes,No,0,78.2,103,13.29,195.9,149,16.65,108.0,100,4.86,10.1,6,2.73,2,False +NM,65,415,No,No,0,148.7,80,25.28,259.0,94,22.02,149.5,107,6.73,12.7,6,3.43,2,False +NE,74,415,No,Yes,25,194.6,84,33.08,119.9,103,10.19,175.5,75,7.9,13.1,2,3.54,2,False +NJ,123,408,No,No,0,159.5,77,27.12,303.8,92,25.82,226.9,120,10.21,12.0,4,3.24,0,False +TX,58,408,No,Yes,20,194.5,110,33.07,213.7,89,18.16,236.6,92,10.65,9.5,2,2.57,1,False +MT,74,408,No,No,0,174.1,96,29.6,251.1,94,21.34,257.6,123,11.59,8.3,5,2.24,2,True +CO,125,415,No,No,0,131.8,97,22.41,136.7,100,11.62,308.2,119,13.87,7.7,6,2.08,2,False +VT,80,415,No,No,0,160.6,103,27.3,237.0,109,20.15,245.1,88,11.03,10.7,1,2.89,1,False +RI,53,408,No,Yes,18,146.8,107,24.96,310.0,84,26.35,178.7,130,8.04,7.2,7,1.94,0,False +WY,99,408,No,Yes,28,200.7,88,34.12,264.2,116,22.46,172.7,102,7.77,9.1,5,2.46,1,False +ID,99,415,No,No,0,145.6,106,24.75,98.3,106,8.36,230.8,83,10.39,10.9,5,2.94,1,False +CT,66,415,No,Yes,29,229.4,104,39.0,257.4,84,21.88,231.5,119,10.42,8.0,1,2.16,2,False +ME,97,510,No,No,0,211.0,76,35.87,189.0,100,16.07,123.0,102,5.54,4.7,4,1.27,3,False +AZ,75,510,No,Yes,37,121.5,97,20.66,271.4,110,23.07,248.7,97,11.19,11.3,5,3.05,2,False +MD,85,510,Yes,No,0,216.0,73,36.72,188.2,117,16.0,147.1,98,6.62,3.6,7,0.97,2,False +IN,108,510,No,No,0,293.0,88,49.81,160.6,101,13.65,143.9,87,6.48,10.0,6,2.7,2,False +NC,133,408,Yes,Yes,32,221.1,137,37.59,264.9,99,22.52,168.9,108,7.6,15.4,4,4.16,2,True +DE,51,510,No,No,0,181.5,108,30.86,196.9,87,16.74,187.2,119,8.42,10.3,2,2.78,1,False +MN,186,415,No,Yes,26,74.3,107,12.63,177.3,116,15.07,296.3,90,13.33,14.5,3,3.92,2,False +WI,44,415,Yes,No,0,62.3,92,10.59,275.0,82,23.38,138.7,108,6.24,10.8,3,2.92,1,False +FL,64,408,No,Yes,31,228.6,88,38.86,248.5,109,21.12,167.1,124,7.52,9.0,1,2.43,3,False +WV,44,510,No,No,0,228.1,121,38.78,276.5,79,23.5,279.8,77,12.59,9.9,5,2.67,2,True +SD,114,415,No,Yes,36,309.9,90,52.68,200.3,89,17.03,183.5,105,8.26,14.2,2,3.83,1,False +FL,92,415,No,No,0,201.9,74,34.32,226.8,119,19.28,217.5,80,9.79,13.7,6,3.7,3,False +OR,110,408,No,No,0,149.8,112,25.47,180.0,93,15.3,140.0,119,6.3,11.7,4,3.16,2,False +CO,90,408,No,Yes,30,183.8,76,31.25,229.7,95,19.52,144.1,124,6.48,7.7,3,2.08,1,False +CT,72,408,No,Yes,21,186.7,108,31.74,335.0,86,28.48,187.2,119,8.42,16.5,4,4.46,1,False +IN,113,415,No,No,0,209.4,151,35.6,347.3,113,29.52,246.0,116,11.07,7.4,2,2.0,1,True +PA,171,415,No,Yes,25,223.2,77,37.94,183.2,118,15.57,150.8,90,6.79,10.2,3,2.75,3,False +NM,104,415,No,No,0,164.2,109,27.91,155.4,90,13.21,168.9,117,7.6,10.7,8,2.89,1,False +ME,165,408,No,No,0,150.5,75,25.59,193.1,93,16.41,311.6,93,14.02,10.3,2,2.78,1,False +SD,104,510,No,No,0,234.2,128,39.81,293.1,92,24.91,183.9,79,8.28,9.8,6,2.65,0,True +AR,110,408,No,No,0,55.3,102,9.4,164.7,124,14.0,200.7,108,9.03,10.2,5,2.75,1,False +TX,90,408,Yes,No,0,221.8,97,37.71,203.8,134,17.32,215.8,154,9.71,8.4,4,2.27,1,False +NH,114,415,No,No,0,169.6,85,28.83,58.9,86,5.01,179.3,124,8.07,7.4,8,2.0,1,False +OK,101,408,No,No,0,89.7,118,15.25,260.1,79,22.11,170.1,93,7.65,13.5,11,3.65,5,True +WI,117,408,No,Yes,14,80.2,81,13.63,219.0,103,18.62,122.6,102,5.52,8.6,2,2.32,1,False +AL,109,408,No,No,0,218.9,105,37.21,299.9,87,25.49,158.6,110,7.14,11.3,4,3.05,2,False +PA,82,408,No,No,0,125.7,96,21.37,207.6,137,17.65,183.1,103,8.24,12.9,2,3.48,1,False +OK,92,510,No,No,0,176.3,85,29.97,93.4,125,7.94,207.2,107,9.32,9.6,1,2.59,2,False +ME,82,510,No,Yes,29,207.2,111,35.22,254.1,137,21.6,169.3,92,7.62,9.5,5,2.57,2,False +WV,90,415,No,No,0,205.7,138,34.97,161.9,83,13.76,269.7,104,12.14,12.5,6,3.38,2,False +HI,87,408,No,Yes,28,151.4,95,25.74,152.4,97,12.95,250.1,109,11.25,0.0,0,0.0,1,False +MN,124,510,No,No,0,157.5,70,26.78,130.7,79,11.11,193.4,98,8.7,9.6,4,2.59,3,False +NY,39,408,No,No,0,160.4,68,27.27,102.6,103,8.72,235.3,106,10.59,9.1,5,2.46,2,False +AZ,84,415,No,No,0,159.0,80,27.03,167.9,128,14.27,167.6,101,7.54,12.3,5,3.32,1,False +OH,75,510,No,Yes,46,214.1,62,36.4,200.9,111,17.08,246.8,126,11.11,9.2,6,2.48,0,False +MI,102,510,No,No,0,102.6,89,17.44,246.0,77,20.91,170.5,140,7.67,9.1,4,2.46,2,False +MA,62,415,Yes,No,0,159.7,86,27.15,197.5,76,16.79,121.6,105,5.47,13.9,6,3.75,0,True +WV,143,510,No,No,0,202.8,109,34.48,165.8,104,14.09,143.9,71,6.48,4.6,4,1.24,1,False +MI,53,415,No,No,0,57.5,95,9.78,265.5,131,22.57,244.3,128,10.99,11.6,6,3.13,3,False +NM,30,415,No,No,0,169.9,144,28.88,225.2,118,19.14,169.7,93,7.64,11.4,7,3.08,1,False +MO,112,415,No,No,0,335.5,77,57.04,212.5,109,18.06,265.0,132,11.93,12.7,8,3.43,2,True +RI,129,415,No,No,0,139.5,119,23.72,289.3,105,24.59,129.4,97,5.82,13.1,8,3.54,0,False +NC,63,415,No,Yes,29,142.3,107,24.19,118.7,56,10.09,240.1,91,10.8,6.6,8,1.78,1,False +WY,28,415,No,No,0,187.8,94,31.93,248.6,86,21.13,208.8,124,9.4,10.6,5,2.86,0,False +WY,111,415,No,No,0,146.2,55,24.85,261.5,83,22.23,163.2,116,7.34,8.7,3,2.35,3,False +PA,91,510,No,No,0,231.8,120,39.41,150.6,106,12.8,269.2,129,12.11,11.6,7,3.13,3,False +KY,90,415,No,No,0,193.7,83,32.93,154.2,79,13.11,299.0,60,13.46,12.7,3,3.43,1,False +OR,151,510,No,No,0,156.4,108,26.59,233.4,118,19.84,195.7,141,8.81,7.7,6,2.08,4,False +NV,105,415,Yes,Yes,29,220.7,82,37.52,217.7,110,18.5,190.5,100,8.57,13.2,6,3.56,1,True +DC,41,408,No,Yes,37,239.8,110,40.77,221.9,115,18.86,189.1,100,8.51,7.3,1,1.97,2,False +UT,48,510,No,Yes,43,172.0,111,29.24,200.2,64,17.02,233.1,96,10.49,8.0,5,2.16,1,False +WA,166,408,Yes,Yes,35,128.2,138,21.79,274.5,113,23.33,298.9,130,13.45,8.8,7,2.38,2,False +FL,79,510,No,No,0,130.2,119,22.13,290.9,121,24.73,194.8,140,8.77,14.0,6,3.78,3,False +VA,153,510,No,No,0,195.4,107,33.22,154.6,96,13.14,142.8,97,6.43,11.6,6,3.13,1,False +KS,110,415,Yes,No,0,293.3,79,49.86,188.5,90,16.02,266.9,91,12.01,14.5,4,3.92,0,True +KS,163,415,No,No,0,191.3,89,32.52,193.9,87,16.48,268.4,121,12.08,12.8,4,3.46,1,False +DC,126,510,No,No,0,122.4,88,20.81,143.8,111,12.22,157.0,106,7.07,11.5,3,3.11,1,False +ME,105,408,No,Yes,33,209.6,68,35.63,146.9,140,12.49,121.0,131,5.44,10.6,3,2.86,2,False +LA,172,415,No,No,0,215.7,140,36.67,146.3,84,12.44,264.6,83,11.91,7.1,1,1.92,3,False +DC,126,415,No,No,0,161.4,110,27.44,220.6,125,18.75,249.2,78,11.21,5.1,2,1.38,0,False +TX,97,510,No,No,0,144.2,91,24.51,226.7,137,19.27,144.6,72,6.51,13.8,4,3.73,3,False +NJ,95,408,Yes,Yes,37,220.2,109,37.43,185.3,99,15.75,205.1,82,9.23,4.1,2,1.11,0,True +DE,87,510,No,No,0,256.2,105,43.55,160.7,102,13.66,249.4,80,11.22,7.4,2,2.0,4,False +VT,97,415,No,No,0,112.7,119,19.16,217.7,109,18.5,152.1,76,6.84,6.5,5,1.76,1,False +GA,76,415,No,No,0,299.5,125,50.92,226.7,92,19.27,210.7,134,9.48,13.7,4,3.7,0,True +TX,140,408,No,No,0,194.8,107,33.12,170.9,99,14.53,225.1,93,10.13,13.9,4,3.75,0,False +MT,169,415,No,No,0,100.8,112,17.14,230.0,69,19.55,193.6,95,8.71,9.5,2,2.57,0,False +ND,68,408,No,Yes,22,82.5,97,14.03,289.9,94,24.64,180.0,114,8.1,4.8,4,1.3,3,False +NJ,122,415,No,Yes,34,146.4,104,24.89,89.7,103,7.62,220.0,91,9.9,15.6,4,4.21,2,False +MO,36,408,No,No,0,177.9,129,30.24,224.6,87,19.09,306.3,102,13.78,10.8,6,2.92,2,False +CO,120,510,No,Yes,27,153.5,84,26.1,194.0,73,16.49,256.5,94,11.54,10.2,7,2.75,5,False +KS,121,408,No,No,0,150.7,105,25.62,197.3,133,16.77,169.0,116,7.61,9.2,15,2.48,1,False +NC,64,408,No,Yes,19,180.1,106,30.62,127.5,92,10.84,237.4,118,10.68,7.5,3,2.03,0,False +MT,13,415,No,Yes,31,265.3,94,45.1,147.6,95,12.55,259.3,117,11.67,12.9,1,3.48,1,False +DE,106,415,No,No,0,128.6,83,21.86,134.0,114,11.39,210.6,113,9.48,11.4,2,3.08,0,False +ND,88,415,No,No,0,161.5,92,27.46,173.5,108,14.75,206.2,95,9.28,7.9,4,2.13,2,False +VA,74,408,No,No,0,165.3,120,28.1,198.5,106,16.87,208.5,102,9.38,9.8,3,2.65,1,False +IL,83,415,No,No,0,195.0,92,33.15,210.5,83,17.89,180.6,92,8.13,11.0,13,2.97,0,False +OK,49,415,No,No,0,213.8,79,36.35,265.1,93,22.53,239.8,128,10.79,15.6,7,4.21,0,False +CO,111,510,No,Yes,24,205.5,114,34.94,219.3,99,18.64,215.9,95,9.72,14.0,4,3.78,1,False +MT,50,415,No,Yes,22,252.9,112,42.99,177.9,99,15.12,158.4,146,7.13,8.5,4,2.3,3,False +WV,153,408,No,Yes,28,235.6,74,40.05,227.9,37,19.37,170.3,103,7.66,15.4,9,4.16,0,False +ME,88,415,No,No,0,192.0,91,32.64,127.6,127,10.85,155.6,125,7.0,7.5,5,2.03,1,False +WI,131,415,No,Yes,39,69.1,122,11.75,101.3,136,8.61,104.8,94,4.72,9.1,4,2.46,0,False +MO,79,408,No,No,0,261.7,97,44.49,210.6,48,17.9,256.7,83,11.55,6.0,3,1.62,3,True +NY,140,415,No,No,0,235.5,81,40.04,257.2,130,21.86,103.1,111,4.64,11.5,4,3.11,2,False +CT,105,408,No,No,0,213.4,100,36.28,204.9,52,17.42,179.7,93,8.09,9.5,6,2.57,1,False +AR,54,415,No,Yes,39,206.9,143,35.17,127.8,72,10.86,199.2,120,8.96,9.2,1,2.48,3,False +WY,87,415,No,Yes,22,263.8,65,44.85,103.4,115,8.79,208.1,109,9.36,8.5,3,2.3,3,False +CA,96,510,No,Yes,31,183.4,126,31.18,195.5,106,16.62,180.1,93,8.1,10.5,5,2.84,1,False +CA,79,510,No,No,0,157.6,85,26.79,194.1,92,16.5,231.5,86,10.42,9.4,10,2.54,5,True +MN,55,415,No,No,0,175.6,147,29.85,161.8,118,13.75,289.5,55,13.03,9.3,4,2.51,0,False +AK,130,415,No,No,0,242.5,101,41.23,102.8,114,8.74,142.4,89,6.41,9.3,2,2.51,2,False +VA,34,415,No,No,0,151.0,102,25.67,131.4,101,11.17,186.6,86,8.4,9.9,7,2.67,0,False +CO,139,415,No,No,0,138.1,103,23.48,164.5,100,13.98,134.9,63,6.07,8.3,2,2.24,1,False +MT,109,408,No,No,0,264.7,69,45.0,305.0,120,25.93,197.4,86,8.88,9.5,9,2.57,1,True +SD,65,408,No,Yes,31,282.3,70,47.99,152.0,89,12.92,225.5,93,10.15,12.0,4,3.24,1,False +NE,63,415,No,No,0,211.2,80,35.9,237.7,93,20.2,259.2,58,11.66,12.3,2,3.32,0,False +VT,152,415,No,No,0,197.1,126,33.51,130.1,76,11.06,78.1,100,3.51,7.4,4,2.0,3,False +ND,147,408,No,No,0,205.3,95,34.9,166.7,128,14.17,240.6,84,10.83,7.8,4,2.11,1,False +GA,112,415,No,Yes,22,181.8,110,30.91,228.1,123,19.39,262.7,141,11.82,9.2,4,2.48,2,False +OR,120,415,No,No,0,252.0,120,42.84,150.2,106,12.77,151.8,96,6.83,9.6,1,2.59,2,False +MT,27,510,No,No,0,193.8,102,32.95,118.9,104,10.11,135.9,124,6.12,9.2,3,2.48,0,False +WY,171,415,No,No,0,231.2,135,39.3,188.7,74,16.04,206.9,124,9.31,12.3,1,3.32,1,False +GA,101,415,No,Yes,33,200.1,108,34.02,188.9,122,16.06,205.1,90,9.23,15.5,4,4.19,0,False +WV,32,408,No,Yes,26,266.7,109,45.34,232.3,107,19.75,212.8,98,9.58,16.3,4,4.4,1,False +CT,3,415,No,Yes,36,118.1,117,20.08,221.5,125,18.83,103.9,89,4.68,11.9,6,3.21,2,False +IL,151,408,No,No,0,175.3,106,29.8,144.3,87,12.27,160.2,88,7.21,11.8,5,3.19,0,False +CO,60,408,No,No,0,125.1,99,21.27,248.8,62,21.15,211.3,79,9.51,11.2,3,3.02,3,False +DE,119,415,No,No,0,176.8,90,30.06,224.7,81,19.1,204.6,77,9.21,7.5,15,2.03,1,False +LA,43,415,No,No,0,241.9,101,41.12,129.4,121,11.0,264.8,104,11.92,5.9,3,1.59,1,False +MA,42,408,No,No,0,241.2,134,41.0,116.5,114,9.9,152.2,91,6.85,10.6,4,2.86,0,False +IN,84,408,No,No,0,217.1,99,36.91,236.0,68,20.06,118.3,120,5.32,9.4,4,2.54,1,False +NY,65,510,No,No,0,195.4,110,33.22,181.2,109,15.4,178.5,105,8.03,8.9,4,2.4,0,False +TX,75,415,Yes,No,0,222.4,78,37.81,327.0,111,27.8,208.0,104,9.36,8.7,9,2.35,1,True +KS,116,510,No,No,0,189.5,90,32.22,189.8,118,16.13,205.8,83,9.26,13.1,2,3.54,1,False +WV,107,415,No,No,0,123.1,100,20.93,158.4,82,13.46,256.1,82,11.52,9.3,5,2.51,0,False +NE,189,415,No,Yes,38,256.7,98,43.64,150.5,120,12.79,123.0,87,5.54,11.4,3,3.08,3,False +ND,123,408,No,No,0,159.1,94,27.05,241.6,119,20.54,202.4,120,9.11,6.5,1,1.76,1,False +AK,110,408,No,No,0,100.1,90,17.02,233.3,93,19.83,204.4,57,9.2,11.1,8,3.0,3,False +CO,63,415,No,Yes,32,30.9,113,5.25,187.0,113,15.9,230.8,101,10.39,8.6,7,2.32,1,False +ME,176,415,No,No,0,223.2,76,37.94,214.4,131,18.22,154.4,80,6.95,10.1,2,2.73,3,False +SC,108,510,No,No,0,187.4,101,31.86,199.9,126,16.99,216.1,107,9.72,12.6,8,3.4,1,False +MN,13,510,No,Yes,21,315.6,105,53.65,208.9,71,17.76,260.1,123,11.7,12.1,3,3.27,3,False +CO,71,415,No,No,0,277.5,104,47.18,131.8,121,11.2,126.9,101,5.71,8.2,2,2.21,1,False +KS,88,415,No,No,0,189.8,111,32.27,197.3,101,16.77,234.5,111,10.55,14.9,3,4.02,2,False +MS,137,510,No,No,0,147.2,119,25.02,192.8,91,16.39,172.7,105,7.77,10.2,4,2.75,1,False +NE,82,408,No,No,0,185.8,36,31.59,276.5,134,23.5,192.1,104,8.64,5.7,7,1.54,4,False +NJ,92,510,No,Yes,29,155.4,110,26.42,188.5,104,16.02,254.9,118,11.47,8.0,4,2.16,3,False +WI,165,510,No,No,0,154.2,91,26.21,268.6,108,22.83,188.8,99,8.5,10.9,4,2.94,6,False +MT,96,415,No,No,0,97.6,98,16.59,105.5,118,8.97,220.2,105,9.91,11.6,9,3.13,1,False +AR,156,415,No,No,0,178.8,94,30.4,178.4,97,15.16,169.2,77,7.61,7.5,3,2.03,1,False +WA,63,408,No,No,0,149.3,104,25.38,273.6,75,23.26,206.6,72,9.3,9.1,4,2.46,0,False +NH,37,415,No,No,0,206.0,89,35.02,186.0,88,15.81,307.1,86,13.82,8.4,11,2.27,0,False +IA,98,415,No,No,0,216.8,86,36.86,190.8,114,16.22,187.5,79,8.44,11.0,9,2.97,0,False +WV,121,415,No,No,0,103.3,110,17.56,129.1,82,10.97,167.1,113,7.52,10.7,3,2.89,0,False +RI,94,415,No,No,0,139.4,95,23.7,159.1,92,13.52,128.2,129,5.77,7.7,3,2.08,0,False +KS,99,415,No,No,0,191.2,110,32.5,163.9,102,13.93,243.6,114,10.96,14.1,3,3.81,1,False +MT,163,510,No,Yes,23,160.0,104,27.2,189.4,64,16.1,229.9,118,10.35,10.4,7,2.81,1,False +MO,161,510,No,No,0,221.7,95,37.69,193.0,82,16.41,194.1,113,8.73,6.5,4,1.76,3,False +HI,99,415,No,No,0,62.9,81,10.69,231.0,64,19.64,168.9,121,7.6,8.5,5,2.3,1,False +CO,108,415,No,No,0,215.6,78,36.65,195.3,119,16.6,194.4,65,8.75,3.6,5,0.97,1,False +CT,84,510,No,Yes,42,165.3,97,28.1,223.5,118,19.0,260.8,72,11.74,7.6,7,2.05,3,False +ID,83,415,Yes,Yes,32,94.7,111,16.1,154.4,98,13.12,200.4,109,9.02,10.6,6,2.86,2,False +DC,139,510,No,No,0,203.2,81,34.54,152.5,99,12.96,197.8,76,8.9,9.7,3,2.62,2,False +TN,69,510,No,No,0,195.3,70,33.2,216.7,108,18.42,259.9,119,11.7,12.5,4,3.38,3,False +WY,129,510,No,No,0,143.7,114,24.43,297.8,98,25.31,212.6,86,9.57,11.4,8,3.08,4,False +MO,106,415,No,No,0,114.4,104,19.45,78.3,101,6.66,232.7,78,10.47,0.0,0,0.0,2,False +VA,158,415,No,No,0,222.8,101,37.88,203.0,128,17.26,210.6,106,9.48,6.9,2,1.86,2,False +SD,168,415,No,Yes,22,175.9,70,29.9,211.7,105,17.99,174.5,81,7.85,7.3,5,1.97,2,False +WV,115,510,Yes,No,0,249.9,95,42.48,242.5,104,20.61,151.7,121,6.83,15.3,6,4.13,1,True +GA,57,408,Yes,Yes,30,234.5,130,39.87,195.2,116,16.59,268.8,94,12.1,11.4,4,3.08,2,False +AZ,67,415,No,No,0,210.7,116,35.82,219.2,86,18.63,179.7,83,8.09,7.2,6,1.94,1,False +AK,127,408,No,No,0,182.3,124,30.99,169.9,110,14.44,184.0,116,8.28,9.3,3,2.51,1,False +AK,78,510,No,No,0,190.3,88,32.35,194.5,89,16.53,256.5,109,11.54,11.7,5,3.16,2,False +CT,100,415,No,Yes,38,177.1,88,30.11,163.7,108,13.91,242.7,72,10.92,7.4,2,2.0,0,False +UT,103,510,No,Yes,36,87.2,92,14.82,169.3,110,14.39,166.7,80,7.5,10.9,5,2.94,6,True +KY,113,415,No,No,0,215.6,96,36.65,193.4,127,16.44,105.4,115,4.74,13.5,3,3.65,1,False +MI,78,510,No,No,0,137.4,109,23.36,237.6,49,20.2,206.7,136,9.3,14.0,11,3.78,3,False +OR,129,510,No,Yes,36,192.8,103,32.78,177.0,83,15.05,216.5,118,9.74,16.4,5,4.43,1,False +TN,57,510,No,No,0,149.3,100,25.38,200.2,110,17.02,231.7,101,10.43,11.9,3,3.21,2,False +WV,82,408,No,No,0,143.7,116,24.43,170.7,99,14.51,287.7,95,12.95,7.8,5,2.11,1,False +NJ,64,415,No,No,0,224.8,111,38.22,190.0,101,16.15,221.4,110,9.96,9.2,2,2.48,1,False +MS,86,510,No,Yes,39,261.2,122,44.4,214.2,101,18.21,154.9,101,6.97,12.7,5,3.43,2,False +ME,151,415,No,Yes,26,196.5,98,33.41,175.8,111,14.94,221.8,124,9.98,13.4,5,3.62,0,False +WY,94,510,No,No,0,271.2,105,46.1,202.6,105,17.22,221.6,51,9.97,11.5,3,3.11,3,True +WY,90,415,No,No,0,207.2,121,35.22,292.5,104,24.86,226.3,103,10.18,8.0,1,2.16,2,False +IN,48,510,No,No,0,300.4,94,51.07,133.2,103,11.32,197.4,94,8.88,7.2,5,1.94,2,False +NM,85,408,No,Yes,37,229.6,123,39.03,132.3,90,11.25,211.9,76,9.54,9.5,8,2.57,2,False +NJ,93,415,Yes,Yes,20,187.5,110,31.88,169.8,94,14.43,175.3,127,7.89,12.1,4,3.27,1,False +DC,169,415,Yes,No,0,57.1,98,9.71,199.7,78,16.97,274.7,103,12.36,6.5,6,1.76,3,False +UT,68,415,No,No,0,162.1,86,27.56,155.0,86,13.18,189.7,87,8.54,11.0,9,2.97,5,True +KY,91,415,Yes,No,0,145.0,89,24.65,175.8,102,14.94,223.7,151,10.07,16.7,3,4.51,2,True +KS,68,510,No,No,0,159.5,123,27.12,240.8,93,20.47,210.3,76,9.46,11.4,3,3.08,1,False +MI,101,510,No,No,0,190.7,72,32.42,208.6,103,17.73,203.8,111,9.17,8.8,8,2.38,1,False +UT,67,510,No,Yes,20,230.6,40,39.2,189.1,58,16.07,162.2,115,7.3,9.4,2,2.54,1,False +NE,66,415,No,No,0,34.0,133,5.78,278.6,61,23.68,129.6,120,5.83,11.5,3,3.11,0,False +FL,116,415,No,Yes,17,193.4,112,32.88,240.6,131,20.45,248.1,98,11.16,11.4,3,3.08,5,False +LA,158,408,No,No,0,202.0,126,34.34,163.5,86,13.9,195.4,84,8.79,10.4,6,2.81,1,False +MT,78,415,No,No,0,191.7,122,32.59,241.4,88,20.52,203.5,86,9.16,9.1,5,2.46,1,False +WA,119,415,No,Yes,26,161.3,97,27.42,250.3,110,21.28,142.4,92,6.41,6.6,8,1.78,1,False +MI,120,415,No,No,0,150.6,85,25.6,119.0,128,10.12,232.9,123,10.48,6.4,2,1.73,1,False +KY,155,510,No,No,0,184.6,102,31.38,196.0,117,16.66,226.5,122,10.19,7.8,1,2.11,1,False +LA,106,408,No,No,0,220.7,120,37.52,270.2,95,22.97,121.6,113,5.47,8.7,5,2.35,1,False +NM,87,510,Yes,No,0,167.3,119,28.44,198.5,119,16.87,133.1,88,5.99,11.0,6,2.97,1,False +AL,146,415,No,Yes,32,154.0,80,26.18,185.5,91,15.77,148.2,107,6.67,8.2,4,2.21,3,False +MO,101,415,No,Yes,29,121.1,116,20.59,186.4,100,15.84,241.7,75,10.88,10.1,6,2.73,0,False +CO,22,510,No,Yes,23,182.1,94,30.96,164.6,59,13.99,128.8,102,5.8,12.7,4,3.43,3,False +TX,90,415,No,No,0,109.6,88,18.63,137.6,108,11.7,159.7,121,7.19,11.0,5,2.97,2,False +NY,41,415,No,No,0,209.9,105,35.68,121.9,105,10.36,253.7,104,11.42,9.6,4,2.59,1,False +OR,69,415,No,No,0,167.5,76,28.48,242.1,92,20.58,101.2,103,4.55,11.4,4,3.08,2,False +WY,33,415,No,No,0,213.9,88,36.36,239.8,119,20.38,148.7,71,6.69,9.8,14,2.65,2,False +UT,112,415,No,No,0,115.8,108,19.69,243.3,111,20.68,184.6,78,8.31,13.1,5,3.54,1,False +LA,108,510,No,Yes,30,276.6,99,47.02,220.1,113,18.71,177.9,95,8.01,9.8,6,2.65,2,False +NV,136,415,No,Yes,21,179.4,88,30.5,181.1,97,15.39,320.7,120,14.43,9.5,4,2.57,2,False +NC,128,510,No,No,0,187.3,84,31.84,270.8,95,23.02,206.4,68,9.29,10.1,5,2.73,1,False +NC,27,408,No,No,0,201.2,128,34.2,227.2,100,19.31,145.8,91,6.56,8.4,3,2.27,2,False +WY,161,415,Yes,No,0,189.6,78,32.23,267.4,117,22.73,184.5,137,8.3,1.3,6,0.35,1,False +TN,33,415,No,Yes,35,186.8,124,31.76,261.0,69,22.19,317.8,103,14.3,15.0,5,4.05,0,False +FL,120,415,No,Yes,31,153.5,83,26.1,219.1,96,18.62,237.4,76,10.68,11.4,4,3.08,0,False +CA,113,415,No,No,0,187.6,97,31.89,208.2,118,17.7,158.9,101,7.15,8.7,6,2.35,2,False +PA,122,415,Yes,No,0,230.9,132,39.25,243.2,99,20.67,182.4,57,8.21,11.0,2,2.97,0,True +WV,148,415,No,Yes,26,244.9,150,41.63,118.0,138,10.03,236.0,91,10.62,15.2,4,4.1,2,False +NJ,74,415,No,No,0,230.9,93,39.25,223.0,78,18.96,157.8,101,7.1,9.7,2,2.62,3,False +MT,106,415,No,No,0,187.1,104,31.81,250.2,117,21.27,144.9,81,6.52,11.0,3,2.97,1,False +MN,179,415,No,No,0,170.7,54,29.02,191.1,108,16.24,214.6,107,9.66,13.3,4,3.59,1,False +WI,149,415,Yes,Yes,28,126.9,97,21.57,166.9,102,14.19,145.2,77,6.53,8.8,3,2.38,5,True +ID,77,510,No,No,0,189.5,112,32.22,207.0,95,17.6,214.1,91,9.63,9.2,7,2.48,0,False +MA,127,408,Yes,No,0,176.9,110,30.07,167.9,100,14.27,182.2,138,8.2,7.7,2,2.08,1,True +OR,80,415,No,No,0,161.1,99,27.39,198.8,81,16.9,228.4,116,10.28,10.6,4,2.86,1,False +MT,106,510,No,No,0,169.4,107,28.8,197.2,71,16.76,202.2,79,9.1,10.7,4,2.89,1,False +AL,61,415,No,Yes,20,254.4,133,43.25,161.7,96,13.74,251.4,91,11.31,10.5,4,2.84,0,False +ND,135,510,Yes,Yes,24,127.7,54,21.71,215.0,105,18.28,234.3,84,10.54,5.8,4,1.57,2,False +LA,115,415,No,Yes,26,170.5,107,28.99,217.2,77,18.46,225.7,71,10.16,13.6,5,3.67,6,False +ND,167,408,Yes,No,0,219.1,100,37.25,242.9,90,20.65,168.9,101,7.6,10.1,4,2.73,2,False +MS,107,510,Yes,No,0,273.5,104,46.5,183.8,68,15.62,153.8,67,6.92,11.0,9,2.97,2,False +WV,112,415,Yes,No,0,161.9,138,27.52,200.9,114,17.08,134.0,134,6.03,10.7,4,2.89,1,False +WI,35,510,No,Yes,27,241.7,87,41.09,142.0,101,12.07,288.9,68,13.0,9.4,4,2.54,1,False +KS,103,408,Yes,No,0,62.8,124,10.68,170.4,66,14.48,280.2,78,12.61,9.4,4,2.54,3,False +MO,107,415,No,Yes,22,281.1,83,47.79,143.7,130,12.21,239.4,128,10.77,11.2,9,3.02,1,False +PA,69,415,No,No,0,228.2,70,38.79,263.7,80,22.41,142.6,60,6.42,10.7,5,2.89,3,False +SD,85,408,No,No,0,209.8,82,35.67,194.5,94,16.53,200.4,85,9.02,11.3,3,3.05,0,False +NJ,24,408,No,No,0,265.6,86,45.15,208.8,102,17.75,182.5,105,8.21,11.1,6,3.0,2,True +AL,90,415,No,No,0,214.9,97,36.53,117.8,117,10.01,133.7,78,6.02,11.8,2,3.19,2,False +ME,137,510,No,No,0,110.5,79,18.79,223.2,111,18.97,169.5,64,7.63,10.5,3,2.84,3,False +AZ,92,415,Yes,Yes,45,281.1,88,47.79,198.0,103,16.83,94.3,76,4.24,7.5,3,2.03,0,False +VT,38,415,No,No,0,137.8,86,23.43,286.3,76,24.34,167.0,77,7.52,14.1,3,3.81,2,False +NV,69,510,Yes,Yes,33,271.5,98,46.16,253.4,102,21.54,165.4,85,7.44,8.2,2,2.21,1,True +WI,45,408,No,No,0,112.8,108,19.18,218.8,120,18.6,240.2,106,10.81,9.0,3,2.43,2,False +HI,73,408,No,No,0,187.3,118,31.84,239.7,90,20.37,167.5,108,7.54,15.1,2,4.08,1,False +DE,92,415,No,No,0,197.0,84,33.49,269.3,105,22.89,158.9,105,7.15,10.8,4,2.92,1,False +AZ,113,415,No,Yes,32,180.4,89,30.67,129.4,124,11.0,166.9,124,7.51,8.4,2,2.27,1,False +VA,68,408,Yes,No,0,148.5,126,25.25,219.4,125,18.65,198.5,121,8.93,14.5,7,3.92,1,True +GA,135,415,No,Yes,22,197.1,113,33.51,259.4,95,22.05,134.7,135,6.06,14.6,5,3.94,2,False +AZ,100,415,No,Yes,26,153.7,115,26.13,137.8,146,11.71,213.5,104,9.61,15.9,5,4.29,1,False +MN,96,415,No,Yes,27,261.3,96,44.42,220.9,101,18.78,179.4,97,8.07,11.3,2,3.05,1,False +ME,108,510,No,No,0,246.2,102,41.85,202.4,134,17.2,180.1,95,8.1,9.4,5,2.54,1,False +FL,84,510,No,No,0,191.0,88,32.47,318.8,119,27.1,247.3,79,11.13,6.5,4,1.76,0,False +WA,134,408,No,No,0,208.3,86,35.41,253.6,89,21.56,291.0,86,13.1,12.6,3,3.4,1,False +MT,72,415,No,No,0,253.0,73,43.01,219.3,78,18.64,210.8,89,9.49,9.8,4,2.65,0,False +AL,83,408,No,No,0,202.3,87,34.39,201.5,111,17.13,101.7,82,4.58,6.8,4,1.84,0,False +WV,137,408,No,No,0,174.4,120,29.65,156.3,98,13.29,136.5,121,6.14,10.2,5,2.75,0,False +GA,56,415,No,Yes,30,127.1,89,21.61,172.1,116,14.63,194.6,111,8.76,12.1,3,3.27,1,False +OH,61,510,Yes,Yes,16,143.5,76,24.4,242.6,58,20.62,147.7,95,6.65,11.3,3,3.05,0,False +DE,171,510,No,Yes,17,186.9,94,31.77,240.0,138,20.4,200.9,64,9.04,5.8,3,1.57,1,False +NE,123,510,No,No,0,194.0,118,32.98,242.0,114,20.57,146.3,108,6.58,12.1,4,3.27,1,False +FL,58,510,No,No,0,234.8,89,39.92,106.8,131,9.08,178.5,122,8.03,9.9,6,2.67,0,False +AK,156,510,No,No,0,123.7,96,21.03,103.0,80,8.76,189.4,82,8.52,13.1,4,3.54,1,False +WI,166,510,No,No,0,173.9,103,29.56,276.4,83,23.49,190.8,113,8.59,15.3,5,4.13,0,False +WA,75,510,No,Yes,41,130.9,115,22.25,203.4,110,17.29,171.7,68,7.73,12.4,4,3.35,1,False +KY,75,415,No,No,0,314.6,102,53.48,169.8,86,14.43,285.1,100,12.83,5.7,3,1.54,2,True +OH,83,510,No,No,0,227.9,78,38.74,207.5,115,17.64,211.7,100,9.53,12.1,5,3.27,1,False +UT,243,510,No,No,0,95.5,92,16.24,163.7,63,13.91,264.2,118,11.89,6.6,6,1.78,2,False +NM,153,408,No,No,0,185.3,127,31.5,208.0,73,17.68,206.1,124,9.27,15.1,3,4.08,1,False +MN,150,415,No,No,0,146.3,133,24.87,202.7,95,17.23,234.7,103,10.56,13.1,3,3.54,1,False +WV,92,510,No,Yes,16,184.0,99,31.28,76.4,134,6.49,185.1,96,8.33,12.7,3,3.43,2,False +MN,80,415,No,No,0,105.8,110,17.99,43.9,88,3.73,189.6,87,8.53,13.1,5,3.54,0,False +AL,134,415,No,No,0,178.0,110,30.26,153.8,64,13.07,236.6,105,10.65,11.7,4,3.16,1,False +PA,77,510,No,Yes,24,149.4,74,25.4,123.9,72,10.53,174.3,84,7.84,10.1,6,2.73,1,False +DE,147,510,No,No,0,209.4,104,35.6,132.5,78,11.26,149.4,123,6.72,11.3,3,3.05,2,False +MO,74,415,No,No,0,172.1,105,29.26,211.7,99,17.99,182.2,105,8.2,11.6,6,3.13,1,False +IL,138,510,Yes,No,0,169.3,82,28.78,217.9,147,18.52,184.2,77,8.29,9.4,9,2.54,1,False +FL,143,415,No,No,0,119.1,117,20.25,287.7,136,24.45,223.0,100,10.04,12.2,4,3.29,0,False +HI,64,415,No,No,0,194.2,147,33.01,173.4,87,14.74,268.7,114,12.09,5.5,2,1.49,2,False +ME,120,510,No,No,0,198.8,56,33.8,230.1,73,19.56,119.8,81,5.39,9.9,3,2.67,2,False +CO,121,408,Yes,No,0,167.7,94,28.51,93.7,121,7.96,241.3,115,10.86,13.4,1,3.62,3,True +NH,88,415,No,No,0,202.2,86,34.37,216.8,93,18.43,239.4,99,10.77,11.8,2,3.19,2,False +SC,87,408,No,No,0,322.5,106,54.83,204.6,93,17.39,186.2,128,8.38,9.4,4,2.54,2,True +IN,100,510,No,No,0,216.2,107,36.75,215.6,84,18.33,138.4,127,6.23,10.2,3,2.75,0,False +FL,104,415,No,No,0,76.4,116,12.99,115.6,74,9.83,226.3,94,10.18,9.4,3,2.54,3,False +GA,27,510,No,No,0,72.7,75,12.36,208.6,117,17.73,65.8,71,2.96,9.9,3,2.67,1,False +IL,81,415,No,Yes,31,210.4,100,35.77,225.5,97,19.17,168.7,120,7.59,9.7,4,2.62,0,False +NC,64,510,Yes,Yes,33,127.2,93,21.62,162.9,104,13.85,247.4,109,11.13,8.1,13,2.19,0,False +VT,107,510,No,Yes,28,201.8,79,34.31,304.9,128,25.92,225.6,133,10.15,11.9,8,3.21,1,False +DC,88,415,No,Yes,17,219.5,78,37.32,222.1,94,18.88,188.3,92,8.47,16.1,5,4.35,1,False +VT,111,408,No,No,0,99.3,112,16.88,270.5,136,22.99,225.3,94,10.14,9.0,6,2.43,3,False +NV,77,415,No,No,0,239.2,114,40.66,150.0,115,12.75,160.8,81,7.24,10.3,2,2.78,5,False +OR,67,415,Yes,No,0,120.9,58,20.55,235.0,88,19.98,95.1,130,4.28,11.4,11,3.08,2,False +AL,102,408,No,No,0,224.7,81,38.2,129.4,112,11.0,167.6,109,7.54,15.8,6,4.27,1,False +ND,146,408,No,Yes,19,176.6,88,30.02,162.7,66,13.83,215.5,98,9.7,14.6,6,3.94,1,False +FL,144,415,No,Yes,51,283.9,98,48.26,192.0,109,16.32,196.3,85,8.83,10.0,4,2.7,1,False +NE,96,415,No,No,0,180.6,92,30.7,190.9,114,16.23,295.6,125,13.3,10.3,4,2.78,1,True +ND,70,415,No,Yes,31,125.9,101,21.4,196.4,102,16.69,252.7,75,11.37,10.3,4,2.78,1,False +ME,149,408,No,No,0,237.6,79,40.39,192.4,107,16.35,207.4,111,9.33,9.1,9,2.46,0,False +IL,129,415,No,No,0,198.4,91,33.73,264.7,106,22.5,111.4,101,5.01,9.2,2,2.48,2,False +WA,166,408,No,No,0,274.3,110,46.63,52.9,109,4.5,246.1,119,11.07,10.9,5,2.94,0,False +MA,136,408,Yes,No,0,199.6,89,33.93,211.4,96,17.97,72.4,84,3.26,11.0,4,2.97,3,True +KS,149,510,No,No,0,217.7,91,37.01,273.5,74,23.25,226.9,99,10.21,9.6,3,2.59,3,False +RI,70,415,No,No,0,134.7,96,22.9,235.9,90,20.05,260.2,113,11.71,7.6,6,2.05,3,False +MO,120,415,No,Yes,24,212.7,73,36.16,257.5,103,21.89,227.8,119,10.25,9.7,13,2.62,2,False +IA,66,510,No,No,0,256.3,135,43.57,180.2,106,15.32,187.3,135,8.43,6.2,7,1.67,2,False +WY,104,408,No,No,0,183.6,133,31.21,120.7,98,10.26,215.1,112,9.68,12.7,2,3.43,1,False +NV,160,415,No,No,0,176.2,90,29.95,196.0,115,16.66,263.9,95,11.88,9.2,4,2.48,1,False +WI,129,415,No,Yes,37,205.0,94,34.85,165.4,103,14.06,185.0,81,8.32,11.7,8,3.16,1,False +AL,93,408,No,No,0,267.9,114,45.54,223.0,74,18.96,262.7,90,11.82,11.3,3,3.05,3,True +HI,169,415,No,No,0,179.2,111,30.46,175.2,130,14.89,228.6,92,10.29,9.9,6,2.67,2,False +MO,58,415,No,No,0,149.4,145,25.4,196.5,105,16.7,209.5,108,9.43,14.9,3,4.02,1,False +CA,75,510,No,Yes,38,163.6,132,27.81,146.7,113,12.47,345.8,115,15.56,13.1,3,3.54,3,False +MO,45,408,No,No,0,207.6,71,35.29,152.7,94,12.98,217.8,125,9.8,12.4,13,3.35,1,False +CT,155,510,No,No,0,165.4,108,28.12,183.7,103,15.61,80.2,108,3.61,8.9,4,2.4,3,False +MD,52,415,No,No,0,209.8,114,35.67,171.3,82,14.56,154.6,119,6.96,9.9,9,2.67,4,False +OH,119,415,No,Yes,27,220.1,128,37.42,268.2,133,22.8,146.5,80,6.59,11.1,3,3.0,0,False +NV,86,510,No,No,0,141.3,72,24.02,154.3,95,13.12,210.6,91,9.48,8.2,5,2.21,1,False +MD,42,408,No,No,0,196.5,89,33.41,241.3,123,20.51,143.2,105,6.44,4.0,7,1.08,0,False +NE,127,510,Yes,No,0,180.9,114,30.75,209.5,118,17.81,249.9,105,11.25,7.4,4,2.0,2,False +OH,123,408,No,No,0,105.0,150,17.85,251.6,90,21.39,258.0,93,11.61,14.9,5,4.02,0,False +MA,98,510,No,No,0,271.4,119,46.14,190.4,102,16.18,284.7,118,12.81,11.1,6,3.0,4,True +OK,149,510,No,Yes,43,206.7,79,35.14,174.6,122,14.84,241.5,80,10.87,10.9,3,2.94,1,False +MA,160,408,No,No,0,166.8,109,28.36,236.0,117,20.06,307.6,77,13.84,9.3,1,2.51,1,False +WA,103,415,No,No,0,204.9,107,34.83,135.2,102,11.49,208.2,106,9.37,10.4,3,2.81,5,False +HI,132,415,No,Yes,15,154.6,128,26.28,245.6,106,20.88,148.6,90,6.69,9.1,4,2.46,1,False +CO,137,415,No,No,0,127.0,107,21.59,323.2,75,27.47,143.9,127,6.48,7.5,2,2.03,1,False +FL,129,415,Yes,No,0,267.4,78,45.46,204.2,85,17.36,111.7,146,5.03,5.9,4,1.59,1,False +WI,62,415,No,No,0,281.0,66,47.77,160.6,108,13.65,77.9,74,3.51,0.0,0,0.0,1,False +ID,122,510,No,Yes,33,270.8,96,46.04,220.4,110,18.73,169.9,104,7.65,11.8,8,3.19,4,False +WY,32,408,No,No,0,171.2,82,29.1,185.6,102,15.78,203.3,64,9.15,10.2,7,2.75,1,False +GA,86,510,No,No,0,124.1,82,21.1,202.6,120,17.22,289.6,119,13.03,6.7,8,1.81,3,False +FL,130,415,No,No,0,162.8,113,27.68,290.3,111,24.68,114.9,140,5.17,7.2,3,1.94,1,False +WY,42,408,No,No,0,146.3,84,24.87,255.9,113,21.75,45.0,117,2.03,8.0,12,2.16,1,False +DE,73,415,No,No,0,254.8,85,43.32,143.4,80,12.19,153.9,102,6.93,15.0,7,4.05,2,False +ME,66,408,No,Yes,26,254.9,108,43.33,243.2,135,20.67,190.8,95,8.59,5.4,3,1.46,2,False +DC,103,510,No,Yes,31,107.7,124,18.31,188.9,104,16.06,196.2,98,8.83,8.9,3,2.4,0,False +IA,128,408,No,No,0,158.8,75,27.0,264.8,91,22.51,270.0,77,12.15,7.6,7,2.05,1,False +CO,104,415,No,No,0,182.9,113,31.09,239.6,85,20.37,229.8,104,10.34,5.5,4,1.49,2,False +MN,103,415,No,No,0,198.5,112,33.75,42.5,90,3.61,179.2,124,8.06,12.4,5,3.35,0,False +VT,124,415,No,No,0,178.4,72,30.33,233.6,134,19.86,179.4,91,8.07,12.0,2,3.24,0,False +AZ,87,510,No,No,0,110.9,91,18.85,158.5,115,13.47,207.5,131,9.34,6.2,5,1.67,1,False +LA,109,415,No,Yes,27,166.9,85,28.37,221.2,92,18.8,197.3,97,8.88,12.3,4,3.32,1,True +MO,167,415,Yes,No,0,244.8,91,41.62,60.8,105,5.17,176.7,110,7.95,10.7,3,2.89,2,False +ME,97,510,No,No,0,120.8,96,20.54,169.8,101,14.43,194.1,63,8.73,11.9,3,3.21,4,True +MD,106,415,No,No,0,165.3,118,28.1,210.0,101,17.85,187.2,93,8.42,8.5,3,2.3,2,False +VT,125,415,No,No,0,126.7,113,21.54,155.5,131,13.22,206.2,112,9.28,14.4,7,3.89,2,False +DC,108,408,No,Yes,35,215.9,106,36.7,200.6,107,17.05,195.4,107,8.79,15.5,7,4.19,0,False +WY,125,415,No,No,0,140.1,132,23.82,209.6,126,17.82,264.1,77,11.88,8.0,2,2.16,1,False +VA,89,415,No,Yes,32,209.9,113,35.68,249.8,104,21.23,224.2,92,10.09,8.7,7,2.35,1,False +VA,72,510,Yes,Yes,29,139.8,114,23.77,138.2,91,11.75,221.0,88,9.95,5.5,6,1.49,0,False +CT,23,510,No,No,0,321.6,107,54.67,251.6,115,21.39,141.1,158,6.35,11.3,3,3.05,2,True +HI,149,510,No,No,0,166.6,61,28.32,218.8,107,18.6,208.3,131,9.37,8.2,6,2.21,7,False +WI,73,415,No,No,0,214.2,90,36.41,196.8,78,16.73,157.9,112,7.11,5.9,8,1.59,0,False +MD,61,415,No,No,0,260.0,123,44.2,210.5,127,17.89,234.7,70,10.56,9.0,3,2.43,1,True +WV,161,415,No,No,0,191.9,113,32.62,70.9,87,6.03,204.8,107,9.22,13.4,4,3.62,4,True +VT,73,408,No,No,0,213.0,95,36.21,188.8,104,16.05,136.2,89,6.13,13.5,3,3.65,0,False +UT,118,415,No,Yes,24,118.1,83,20.08,109.6,72,9.32,245.5,73,11.05,16.9,2,4.56,1,False +CO,23,408,No,No,0,190.2,89,32.33,166.4,108,14.14,219.8,73,9.89,15.0,4,4.05,6,False +NC,127,415,No,Yes,25,82.2,95,13.97,163.3,109,13.88,264.9,104,11.92,5.1,6,1.38,0,False +NJ,42,415,No,Yes,32,163.8,80,27.85,177.8,123,15.11,190.4,106,8.57,8.1,5,2.19,0,False +AR,118,415,No,No,0,267.8,145,45.53,316.4,121,26.89,208.6,91,9.39,14.4,11,3.89,5,True +IA,45,510,No,No,0,159.8,91,27.17,120.4,86,10.23,163.0,93,7.34,10.6,3,2.86,2,False +GA,50,408,No,Yes,24,214.3,129,36.43,289.8,55,24.63,312.5,130,14.06,10.6,4,2.86,1,False +MO,179,510,No,No,0,287.3,123,48.84,288.0,114,24.48,266.0,112,11.97,10.5,4,2.84,0,True +MO,152,408,No,No,0,101.2,122,17.2,141.6,87,12.04,198.5,124,8.93,7.5,3,2.03,2,False +WY,105,415,No,No,0,102.8,74,17.48,281.7,125,23.94,228.1,113,10.26,13.2,5,3.56,2,False +HI,72,415,No,No,0,109.1,97,18.55,115.7,96,9.83,295.8,84,13.31,8.3,6,2.24,0,False +PA,52,408,No,No,0,215.9,67,36.7,217.0,108,18.45,342.8,130,15.43,5.2,2,1.4,1,False +TX,125,415,No,No,0,203.4,110,34.58,128.7,97,10.94,190.5,113,8.57,11.0,4,2.97,1,False +VA,143,510,No,No,0,110.1,113,18.72,169.0,59,14.37,166.7,94,7.5,9.2,2,2.48,1,False +RI,65,415,No,No,0,111.0,51,18.87,219.8,84,18.68,202.0,89,9.09,4.4,14,1.19,1,False +WI,80,415,No,No,0,239.9,121,40.78,142.3,51,12.1,364.3,106,16.39,9.3,5,2.51,1,False +MS,1,415,No,No,0,144.8,107,24.62,112.5,66,9.56,218.7,79,9.84,13.8,3,3.73,1,False +KY,60,408,No,No,0,135.4,134,23.02,205.9,85,17.5,204.0,103,9.18,7.9,4,2.13,1,False +NC,43,415,No,No,0,84.2,134,14.31,80.8,103,6.87,196.1,79,8.82,10.8,2,2.92,1,False +NV,143,415,No,No,0,209.1,127,35.55,106.1,80,9.02,179.6,90,8.08,14.0,6,3.78,0,False +UT,81,415,No,Yes,24,130.1,117,22.12,196.0,61,16.66,139.3,123,6.27,11.4,5,3.08,0,False +ME,205,510,No,Yes,24,175.8,139,29.89,155.0,98,13.18,180.7,64,8.13,7.8,5,2.11,2,False +HI,24,415,No,No,0,241.9,104,41.12,145.2,112,12.34,214.5,105,9.65,6.6,5,1.78,1,False +OH,74,415,No,No,0,136.7,106,23.24,228.6,105,19.43,265.3,114,11.94,9.8,4,2.65,0,False +WV,77,510,No,No,0,67.7,68,11.51,195.7,86,16.63,236.5,137,10.64,12.0,2,3.24,1,False +OK,74,415,No,No,0,200.4,87,34.07,309.2,105,26.28,152.1,118,6.84,10.0,2,2.7,1,False +KY,74,510,Yes,No,0,125.8,103,21.39,207.7,96,17.65,207.4,143,9.33,14.1,4,3.81,1,True +AL,200,408,No,No,0,128.2,87,21.79,133.2,105,11.32,177.6,123,7.99,11.2,2,3.02,1,False +MD,86,408,No,No,0,226.3,88,38.47,223.0,107,18.96,255.6,92,11.5,13.0,3,3.51,4,False +NE,91,510,No,Yes,37,162.3,107,27.59,233.9,115,19.88,277.4,94,12.48,9.2,4,2.48,0,False +DC,76,415,No,No,0,224.4,121,38.15,147.9,97,12.57,183.8,74,8.27,6.7,2,1.81,2,False +TX,130,415,No,No,0,120.5,127,20.49,189.7,52,16.12,270.1,107,12.15,14.3,2,3.86,1,False +OH,56,408,No,No,0,91.1,90,15.49,179.3,115,15.24,300.7,89,13.53,11.9,8,3.21,2,False +DE,117,415,No,No,0,168.8,137,28.7,241.4,107,20.52,204.8,106,9.22,15.5,4,4.19,0,False +IA,63,510,No,No,0,153.5,81,26.1,287.3,115,24.42,230.2,85,10.36,6.5,5,1.76,2,False +VT,126,415,No,No,0,226.2,88,38.45,140.3,114,11.93,208.9,110,9.4,6.4,2,1.73,0,False +OR,132,510,No,No,0,191.9,107,32.62,206.9,127,17.59,272.0,88,12.24,12.6,2,3.4,1,False +NV,81,415,No,Yes,28,167.9,147,28.54,190.7,105,16.21,193.0,103,8.69,9.2,6,2.48,4,True +NC,122,415,No,No,0,180.0,88,30.6,145.0,77,12.33,233.7,120,10.52,11.5,6,3.11,2,False +NJ,46,408,No,No,0,257.4,67,43.76,261.1,91,22.19,204.4,107,9.2,13.4,5,3.62,2,True +MN,150,415,No,Yes,28,174.4,75,29.65,169.9,80,14.44,201.6,130,9.07,11.0,4,2.97,1,False +ID,99,408,No,No,0,159.7,83,27.15,155.4,121,13.21,255.7,114,11.51,8.4,3,2.27,1,False +AL,87,408,No,No,0,237.2,124,40.32,222.6,87,18.92,173.3,81,7.8,11.0,3,2.97,1,False +AK,108,415,No,No,0,103.0,129,17.51,242.3,103,20.6,170.2,89,7.66,7.9,3,2.13,1,False +VT,101,415,No,No,0,153.8,89,26.15,234.0,89,19.89,196.3,77,8.83,11.6,2,3.13,4,False +PA,53,415,No,No,0,205.1,86,34.87,160.5,95,13.64,149.5,142,6.73,10.7,2,2.89,3,False +AK,132,415,No,Yes,39,175.7,93,29.87,187.2,94,15.91,225.5,118,10.15,8.6,3,2.32,2,False +CA,158,510,No,No,0,155.9,123,26.5,224.2,112,19.06,221.0,116,9.95,8.6,8,2.32,2,False +MS,114,415,No,Yes,34,154.4,109,26.25,221.4,142,18.82,208.5,103,9.38,10.3,5,2.78,0,False +AR,77,415,No,Yes,23,209.7,73,35.65,183.6,63,15.61,205.5,111,9.25,7.1,3,1.92,2,False +NV,144,415,Yes,No,0,150.0,69,25.5,285.9,73,24.3,190.6,121,8.58,9.4,15,2.54,0,False +AL,91,510,No,Yes,23,232.4,97,39.51,186.0,88,15.81,190.5,128,8.57,12.3,3,3.32,3,False +GA,58,408,No,No,0,165.4,100,28.12,115.7,87,9.83,193.8,118,8.72,12.8,5,3.46,2,False +AR,5,415,No,No,0,199.2,106,33.86,187.3,12,15.92,214.0,85,9.63,13.3,3,3.59,3,False +MA,97,408,No,No,0,217.6,81,36.99,320.5,51,27.24,150.7,110,6.78,4.2,3,1.13,0,False +NJ,107,415,No,No,0,212.1,95,36.06,150.1,88,12.76,219.8,111,9.89,7.7,2,2.08,3,False +MO,142,415,No,Yes,30,154.0,75,26.18,165.8,97,14.09,270.0,83,12.15,10.8,5,2.92,1,False +NY,9,408,No,Yes,31,193.8,130,32.95,202.6,98,17.22,191.2,102,8.6,13.3,2,3.59,1,False +AZ,73,415,No,No,0,175.4,130,29.82,248.1,105,21.09,122.4,85,5.51,12.2,4,3.29,0,False +NJ,48,510,No,Yes,22,152.0,63,25.84,258.8,131,22.0,263.2,109,11.84,15.7,5,4.24,2,True +WV,43,408,No,No,0,230.2,147,39.13,186.7,121,15.87,128.4,100,5.78,9.2,3,2.48,0,False +NM,122,408,No,Yes,33,174.9,103,29.73,248.2,105,21.1,164.6,116,7.41,13.5,3,3.65,1,True +SC,93,415,No,No,0,190.2,68,32.33,262.2,64,22.29,130.0,92,5.85,8.8,4,2.38,0,False +VT,85,415,No,No,0,176.4,122,29.99,224.9,123,19.12,219.6,50,9.88,11.5,1,3.11,1,False +TN,59,415,No,No,0,160.9,95,27.35,251.2,65,21.35,273.4,97,12.3,5.0,5,1.35,3,False +LA,87,415,No,No,0,228.7,90,38.88,163.0,99,13.86,154.1,90,6.93,11.8,3,3.19,1,False +OH,137,408,No,No,0,144.0,90,24.48,181.6,100,15.44,128.1,93,5.76,12.3,2,3.32,0,False +OR,21,510,No,Yes,31,135.9,90,23.1,271.0,84,23.04,179.1,89,8.06,9.5,7,2.57,6,False +DE,129,510,No,No,0,334.3,118,56.83,192.1,104,16.33,191.0,83,8.59,10.4,6,2.81,0,True +KY,104,415,No,No,0,130.5,77,22.19,131.2,117,11.15,264.7,63,11.91,13.0,6,3.51,0,False +GA,93,408,No,Yes,21,134.2,105,22.81,162.5,128,13.81,186.6,90,8.4,11.8,2,3.19,4,True +VT,63,415,No,No,0,278.0,102,47.26,266.4,114,22.64,224.1,118,10.08,13.1,4,3.54,4,True +OR,161,415,No,No,0,105.4,70,17.92,214.8,122,18.26,223.6,126,10.06,7.8,5,2.11,0,False +TX,50,510,No,No,0,188.9,94,32.11,203.9,104,17.33,151.8,124,6.83,11.6,8,3.13,3,False +MO,103,408,No,Yes,24,111.8,85,19.01,239.6,102,20.37,268.3,81,12.07,6.9,4,1.86,1,False +ND,84,415,No,Yes,33,159.1,106,27.05,149.8,101,12.73,213.4,108,9.6,13.0,18,3.51,1,False +MN,92,510,No,No,0,212.4,105,36.11,224.6,118,19.09,221.3,105,9.96,9.0,4,2.43,1,False +NV,77,415,No,No,0,142.3,112,24.19,306.3,111,26.04,196.5,82,8.84,9.9,1,2.67,1,False +NY,64,415,Yes,No,0,346.8,55,58.96,249.5,79,21.21,275.4,102,12.39,13.3,9,3.59,1,True +FL,159,415,No,Yes,15,113.9,102,19.36,145.3,146,12.35,195.2,137,8.78,11.8,9,3.19,1,False +KS,110,415,Yes,Yes,27,267.9,103,45.54,263.3,74,22.38,178.1,106,8.01,8.3,2,2.24,1,True +NV,138,510,No,No,0,171.4,117,29.14,115.2,128,9.79,224.5,115,10.1,17.0,4,4.59,3,False +NV,178,408,No,No,0,275.4,150,46.82,187.5,62,15.94,147.1,126,6.62,13.6,3,3.67,1,False +SC,38,415,No,Yes,31,197.2,118,33.52,249.9,70,21.24,298.9,104,13.45,3.9,2,1.05,0,False +MI,50,415,No,Yes,35,192.6,97,32.74,135.2,101,11.49,216.2,101,9.73,7.9,2,2.13,2,False +MI,45,510,No,Yes,26,91.7,104,15.59,150.6,119,12.8,63.3,103,2.85,7.7,5,2.08,1,False +TN,70,510,No,No,0,126.3,99,21.47,141.6,106,12.04,255.9,96,11.52,9.6,2,2.59,0,False +NY,147,510,No,Yes,33,251.5,107,42.76,234.1,110,19.9,213.4,87,9.6,10.4,6,2.81,3,False +NV,94,510,No,No,0,190.6,108,32.4,152.3,95,12.95,144.7,97,6.51,7.5,5,2.03,1,False +IL,179,510,No,No,0,116.1,101,19.74,201.8,99,17.15,181.9,103,8.19,11.6,5,3.13,0,False +MS,116,415,No,No,0,217.3,91,36.94,216.1,95,18.37,148.1,76,6.66,11.3,3,3.05,2,False +ND,59,510,No,No,0,179.4,80,30.5,232.5,99,19.76,175.8,105,7.91,14.7,3,3.97,0,False +NC,165,415,No,No,0,207.7,109,35.31,164.8,94,14.01,54.5,91,2.45,7.9,3,2.13,0,False +MI,133,408,No,No,0,277.3,138,47.14,228.4,117,19.41,117.3,103,5.28,12.8,4,3.46,2,True +TN,140,415,No,No,0,125.3,84,21.3,167.6,121,14.25,260.6,94,11.73,8.4,4,2.27,1,False +VT,93,408,No,Yes,32,138.1,91,23.48,167.3,72,14.22,238.9,115,10.75,6.8,3,1.84,2,False +OK,52,510,No,Yes,38,169.3,88,28.78,225.9,97,19.2,172.0,86,7.74,8.2,3,2.21,0,False +DE,64,415,No,Yes,27,201.3,101,34.22,143.8,89,12.22,150.2,127,6.76,12.3,3,3.32,1,False +ND,12,510,Yes,No,0,216.7,117,36.84,116.5,126,9.9,220.0,110,9.9,9.8,4,2.65,2,False +OR,48,415,No,No,0,190.4,92,32.37,317.5,85,26.99,133.4,113,6.0,8.3,4,2.24,2,False +NY,181,408,No,No,0,143.3,91,24.36,195.5,58,16.62,223.3,95,10.05,6.0,7,1.62,1,False +MO,168,415,No,Yes,42,97.4,57,16.56,203.6,98,17.31,173.9,124,7.83,11.4,2,3.08,2,False +FL,155,415,No,No,0,181.4,111,30.84,167.7,92,14.25,168.5,122,7.58,11.3,3,3.05,3,False +ND,105,510,No,No,0,246.4,83,41.89,256.2,101,21.78,169.0,151,7.61,3.8,4,1.03,0,False +NY,11,415,No,No,0,143.4,130,24.38,289.4,50,24.6,194.0,100,8.73,9.7,6,2.62,2,False +ND,182,415,No,No,0,104.9,111,17.83,198.5,120,16.87,258.2,91,11.62,8.0,5,2.16,2,False +NY,104,415,No,No,0,156.2,93,26.55,193.0,54,16.41,222.7,94,10.02,13.1,5,3.54,1,False +OH,102,415,No,No,0,114.8,125,19.52,81.9,126,6.96,304.3,101,13.69,12.0,4,3.24,0,False +AL,122,415,No,No,0,232.5,96,39.53,205.5,120,17.47,213.7,91,9.62,11.9,2,3.21,0,False +SC,41,415,No,No,0,143.6,117,24.41,152.4,108,12.95,194.4,110,8.75,8.6,3,2.32,1,False +GA,132,415,No,No,0,176.7,132,30.04,244.1,80,20.75,176.3,120,7.93,9.1,4,2.46,2,False +WY,76,415,No,No,0,263.4,148,44.78,230.3,69,19.58,170.6,101,7.68,11.4,5,3.08,1,True +WV,13,415,No,No,0,146.4,74,24.89,148.5,92,12.62,216.7,96,9.75,11.3,3,3.05,1,False +HI,115,415,No,Yes,33,145.0,72,24.65,194.5,157,16.53,242.3,138,10.9,14.2,3,3.83,2,False +WV,67,408,No,No,0,167.8,91,28.53,167.7,69,14.25,110.3,71,4.96,8.4,12,2.27,1,False +LA,154,510,No,No,0,166.9,99,28.37,154.9,97,13.17,189.4,89,8.52,7.2,5,1.94,0,False +AR,100,510,No,No,0,142.5,87,24.23,195.7,88,16.63,122.1,117,5.49,7.8,8,2.11,2,False +AK,146,510,Yes,No,0,133.0,65,22.61,262.8,93,22.34,214.3,128,9.64,11.2,3,3.02,1,False +DC,148,415,No,Yes,11,252.9,129,42.99,284.3,88,24.17,262.8,99,11.83,12.3,1,3.32,1,False +AL,67,415,No,Yes,28,95.0,94,16.15,291.2,73,24.75,159.6,114,7.18,10.0,2,2.7,2,False +UT,161,510,Yes,No,0,194.2,106,33.01,249.4,105,21.2,254.9,129,11.47,12.9,1,3.48,1,True +KS,70,415,No,No,0,222.8,114,37.88,215.9,113,18.35,223.5,122,10.06,0.0,0,0.0,1,False +MN,116,510,No,No,0,201.8,82,34.31,231.5,95,19.68,226.1,130,10.17,16.5,5,4.46,0,False +VA,99,415,No,Yes,42,216.0,125,36.72,232.3,104,19.75,215.5,100,9.7,9.3,4,2.51,2,True +UT,87,415,No,No,0,146.3,108,24.87,171.8,102,14.6,167.5,66,7.54,5.3,9,1.43,1,False +IN,87,510,No,No,0,234.8,85,39.92,140.9,91,11.98,204.3,93,9.19,9.5,5,2.57,1,False +CT,70,408,No,No,0,198.6,111,33.76,213.9,115,18.18,171.2,105,7.7,10.6,6,2.86,2,False +DE,131,408,No,No,0,94.4,80,16.05,215.1,101,18.28,179.7,108,8.09,13.1,9,3.54,2,False +VT,119,510,No,No,0,190.4,74,32.37,215.6,113,18.33,161.2,111,7.25,10.0,1,2.7,2,False +MO,119,408,No,Yes,32,142.6,77,24.24,208.2,126,17.7,171.0,102,7.69,12.0,2,3.24,3,False +RI,87,510,Yes,No,0,134.2,80,22.81,165.0,71,14.03,173.1,102,7.79,10.7,5,2.89,0,False +CA,112,415,No,No,0,111.9,92,19.02,114.0,143,9.69,146.8,79,6.61,14.1,3,3.81,5,True +RI,75,415,No,No,0,122.8,89,20.88,211.3,104,17.96,261.4,91,11.76,10.7,2,2.89,2,False +CT,150,510,No,No,0,189.3,77,32.18,220.9,105,18.78,238.7,117,10.74,9.2,5,2.48,4,False +IN,161,510,No,Yes,38,240.4,112,40.87,201.8,102,17.15,206.1,112,9.27,16.1,6,4.35,0,False +FL,91,510,Yes,Yes,24,93.5,112,15.9,183.4,128,15.59,240.7,133,10.83,9.9,3,2.67,0,False +KS,124,415,No,No,0,158.6,104,26.96,211.2,77,17.95,179.3,104,8.07,10.2,8,2.75,3,False +NY,94,510,Yes,No,0,243.2,109,41.34,147.0,88,12.5,94.9,99,4.27,7.2,4,1.94,4,False +TX,217,408,No,No,0,176.4,115,29.99,158.8,128,13.5,306.6,107,13.8,9.3,3,2.51,4,False +RI,158,510,No,No,0,220.9,129,37.55,242.2,108,20.59,233.3,75,10.5,6.4,5,1.73,0,False +NV,102,415,No,No,0,144.4,87,24.55,266.5,128,22.65,217.6,59,9.79,7.1,7,1.92,0,False +UT,85,510,No,No,0,212.3,107,36.09,228.4,103,19.41,163.3,116,7.35,7.7,3,2.08,0,False +OK,79,510,No,No,0,147.0,72,24.99,165.7,102,14.08,243.2,107,10.94,8.4,9,2.27,1,False +MN,139,510,No,Yes,25,96.2,112,16.35,178.9,70,15.21,182.1,84,8.19,12.9,10,3.48,2,False +NC,103,415,No,No,0,263.4,118,44.78,179.1,69,15.22,214.7,112,9.66,10.3,2,2.78,0,False +OR,98,415,Yes,No,0,12.5,67,2.13,256.6,90,21.81,169.4,88,7.62,7.7,9,2.08,1,False +NH,78,408,No,No,0,162.3,116,27.59,192.4,86,16.35,240.6,100,10.83,10.1,3,2.73,2,False +AK,50,408,No,No,0,183.6,107,31.21,58.6,118,4.98,202.6,99,9.12,8.7,3,2.35,1,False +OR,161,415,No,No,0,178.1,109,30.28,146.5,86,12.45,137.6,78,6.19,8.5,2,2.3,1,False +KS,67,408,No,No,0,201.4,101,34.24,97.6,122,8.3,202.5,119,9.11,7.0,3,1.89,0,False +WV,86,415,No,Yes,38,123.0,158,20.91,133.9,119,11.38,138.2,103,6.22,13.3,4,3.59,1,False +GA,92,510,No,No,0,208.0,125,35.36,198.9,76,16.91,76.4,97,3.44,8.6,6,2.32,0,False +NM,174,415,No,No,0,239.2,72,40.66,188.5,124,16.02,105.6,116,4.75,8.8,3,2.38,1,False +OH,124,510,No,No,0,193.0,97,32.81,89.8,99,7.63,172.8,104,7.78,15.3,3,4.13,1,False +ND,132,415,No,Yes,31,174.5,101,29.67,245.6,105,20.88,172.8,76,7.78,10.3,9,2.78,1,False +RI,190,415,No,Yes,26,116.7,71,19.84,145.9,88,12.4,175.1,103,7.88,9.9,3,2.67,1,False +HI,101,510,No,No,0,93.8,127,15.95,150.0,104,12.75,241.1,116,10.85,10.7,2,2.89,1,False +WY,185,415,Yes,Yes,30,154.1,114,26.2,118.7,106,10.09,258.4,105,11.63,12.9,3,3.48,2,False +NY,68,415,No,Yes,29,239.5,82,40.72,203.8,105,17.32,167.8,70,7.55,9.9,6,2.67,0,False +KS,117,510,No,Yes,25,216.0,140,36.72,224.1,69,19.05,267.9,112,12.06,11.8,4,3.19,0,False +LA,118,408,No,No,0,187.4,97,31.86,177.8,89,15.11,233.4,97,10.5,12.2,6,3.29,1,False +PA,124,415,No,No,0,167.4,119,28.46,233.2,143,19.82,109.6,115,4.93,10.3,5,2.78,0,False +NV,22,510,No,No,0,160.4,108,27.27,218.1,88,18.54,192.9,115,8.68,12.5,4,3.38,1,False +MN,75,415,No,No,0,143.2,92,24.34,209.1,142,17.77,173.0,96,7.79,11.9,9,3.21,1,False +PA,134,408,No,No,0,205.3,122,34.9,240.5,155,20.44,179.1,107,8.06,5.0,9,1.35,1,False +MO,164,408,No,Yes,25,219.1,88,37.25,151.5,99,12.88,50.1,60,2.25,14.3,6,3.86,1,False +NY,44,510,No,No,0,143.2,77,24.34,169.8,114,14.43,215.8,77,9.71,7.6,4,2.05,1,False +ME,177,415,No,No,0,232.8,106,39.58,175.2,97,14.89,212.2,77,9.55,12.5,7,3.38,2,False +NH,110,408,No,No,0,162.0,81,27.54,247.5,89,21.04,155.5,99,7.0,8.9,8,2.4,0,False +WY,53,415,No,Yes,27,25.9,119,4.4,206.5,96,17.55,228.1,64,10.26,6.5,7,1.76,1,False +NY,108,415,No,No,0,154.2,123,26.21,112.3,86,9.55,246.4,75,11.09,15.4,4,4.16,4,True +ME,80,408,No,No,0,322.3,113,54.79,222.0,95,18.87,162.8,123,7.33,6.7,8,1.81,0,True +MN,158,408,No,No,0,209.9,112,35.68,221.3,82,18.81,210.0,93,9.45,8.2,3,2.21,1,False +OH,114,415,No,No,0,191.5,88,32.56,175.2,78,14.89,220.3,118,9.91,0.0,0,0.0,0,False +NC,64,408,No,Yes,19,291.1,150,49.49,226.7,123,19.27,219.1,67,9.86,7.5,2,2.03,1,False +SD,88,415,No,No,0,215.6,115,36.65,216.2,85,18.38,171.3,65,7.71,11.8,1,3.19,3,False +UT,82,510,Yes,No,0,208.8,101,35.5,213.7,87,18.16,175.1,86,7.88,12.4,6,3.35,3,False +KY,111,415,No,No,0,255.9,97,43.5,204.1,129,17.35,171.3,84,7.71,12.3,5,3.32,3,False +MT,60,408,No,No,0,252.7,97,42.96,221.1,121,18.79,109.9,100,4.95,12.4,4,3.35,2,False +NJ,113,408,No,No,0,132.1,72,22.46,247.5,107,21.04,246.2,123,11.08,6.9,6,1.86,3,False +FL,109,408,No,No,0,217.0,115,36.89,207.0,142,17.6,268.0,106,12.06,8.2,4,2.21,1,False +IN,105,510,No,Yes,42,101.9,79,17.32,223.1,97,18.96,241.6,77,10.87,12.9,2,3.48,0,False +DE,85,510,No,No,0,211.5,100,35.96,184.6,88,15.69,164.3,131,7.39,13.3,4,3.59,2,False +AL,131,510,No,No,0,153.4,86,26.08,198.5,81,16.87,164.4,83,7.4,10.4,3,2.81,0,False +ME,59,510,No,No,0,166.3,95,28.27,239.3,87,20.34,123.2,108,5.54,10.0,3,2.7,2,False +SD,148,408,No,No,0,185.2,87,31.48,170.4,96,14.48,165.1,104,7.43,9.5,13,2.57,1,False +VA,210,408,No,No,0,104.6,121,17.78,149.5,71,12.71,255.1,67,11.48,6.5,8,1.76,2,False +AK,115,415,No,No,0,245.2,105,41.68,159.0,109,13.52,229.9,74,10.35,7.2,8,1.94,0,False +ID,106,510,No,No,0,274.4,120,46.65,198.6,82,16.88,160.8,62,7.24,6.0,3,1.62,1,False +RI,93,415,No,No,0,98.4,78,16.73,249.6,129,21.22,248.2,114,11.17,14.2,4,3.83,1,False +KY,57,415,No,Yes,29,279.9,121,47.58,223.1,109,18.96,251.7,94,11.33,13.0,2,3.51,1,False +ND,98,510,No,No,0,187.2,127,31.82,195.6,88,16.63,181.8,129,8.18,5.1,4,1.38,1,False +HI,157,415,No,No,0,276.2,95,46.95,165.8,119,14.09,151.6,79,6.82,2.2,4,0.59,3,False +WI,116,415,No,Yes,35,200.4,104,34.07,272.8,89,23.19,214.5,100,9.65,8.3,4,2.24,1,False +WV,30,510,No,No,0,162.3,96,27.59,244.0,122,20.74,180.1,89,8.1,9.1,4,2.46,2,False +NJ,111,510,No,No,0,176.9,128,30.07,102.8,56,8.74,213.7,84,9.62,10.5,2,2.84,4,True +KS,52,415,No,No,0,165.5,78,28.14,205.5,89,17.47,213.6,124,9.61,12.2,6,3.29,0,False +AL,72,415,No,No,0,217.8,93,37.03,189.7,113,16.12,182.6,91,8.22,10.4,5,2.81,4,False +NJ,135,510,No,Yes,28,201.4,100,34.24,246.5,117,20.95,154.8,131,6.97,12.9,4,3.48,2,True +NC,86,510,No,No,0,190.5,115,32.39,179.6,130,15.27,258.5,89,11.63,10.1,5,2.73,3,False +DE,98,415,No,Yes,29,179.9,97,30.58,189.2,89,16.08,164.3,76,7.39,12.8,7,3.46,3,False +WY,151,510,No,No,0,235.9,104,40.1,80.6,91,6.85,212.8,116,9.58,5.8,2,1.57,3,False +ID,118,415,No,No,0,140.4,112,23.87,187.1,60,15.9,207.9,155,9.36,7.9,1,2.13,0,False +NY,117,415,No,No,0,144.6,115,24.58,258.8,66,22.0,253.2,113,11.39,7.4,9,2.0,2,False +MO,55,510,No,No,0,189.0,100,32.13,118.5,99,10.07,248.1,87,11.16,17.1,6,4.62,0,False +ID,82,408,No,No,0,101.0,93,17.17,155.6,104,13.23,304.4,93,13.7,13.3,2,3.59,0,False +IA,152,415,No,No,0,206.3,98,35.07,292.8,82,24.89,43.7,121,1.97,10.6,4,2.86,1,False +TN,108,408,No,Yes,15,165.1,85,28.07,267.0,93,22.7,250.7,114,11.28,10.9,4,2.94,1,False +OH,98,408,No,No,0,165.0,129,28.05,202.6,113,17.22,172.3,94,7.75,12.5,7,3.38,1,True +IL,130,415,No,No,0,155.9,95,26.5,256.1,97,21.77,262.9,103,11.83,11.7,3,3.16,3,False +FL,136,408,Yes,No,0,199.2,122,33.86,214.7,114,18.25,150.9,105,6.79,11.8,7,3.19,1,False +MA,47,415,No,No,0,155.3,116,26.4,188.2,85,16.0,247.0,73,11.12,12.3,4,3.32,3,False +OK,189,415,No,No,0,208.3,106,35.41,236.7,123,20.12,179.1,120,8.06,11.3,5,3.05,3,False +KY,107,415,No,No,0,157.1,79,26.71,162.6,124,13.82,150.0,138,6.75,12.1,6,3.27,1,False +MI,91,415,No,No,0,154.4,165,26.25,168.3,121,14.31,239.9,81,10.8,11.7,4,3.16,5,True +NE,159,415,No,No,0,189.1,105,32.15,246.1,147,20.92,242.0,106,10.89,10.4,5,2.81,1,True +VA,11,408,No,Yes,24,131.5,98,22.36,230.2,111,19.57,283.7,87,12.77,10.0,3,2.7,2,False +NY,167,415,No,No,0,166.4,85,28.29,243.2,135,20.67,229.2,95,10.31,9.9,5,2.67,1,False +MT,111,408,No,No,0,142.3,75,24.19,122.8,106,10.44,229.5,94,10.33,12.8,9,3.46,2,False +VT,99,408,No,Yes,19,87.7,103,14.91,223.0,86,18.96,182.3,112,8.2,7.3,4,1.97,2,False +KS,159,415,No,Yes,19,184.1,78,31.3,194.5,71,16.53,225.6,101,10.15,16.9,3,4.56,0,False +VA,114,415,Yes,Yes,31,174.5,104,29.67,224.2,92,19.06,116.3,91,5.23,12.3,10,3.32,2,False +AL,71,415,No,No,0,103.3,103,17.56,138.5,79,11.77,164.8,98,7.42,9.0,2,2.43,2,False +PA,122,415,No,No,0,35.1,62,5.97,180.8,89,15.37,251.6,58,11.32,12.7,2,3.43,1,False +AL,100,408,No,Yes,25,246.6,94,41.92,141.4,112,12.02,189.8,109,8.54,13.0,5,3.51,1,False +WV,83,415,No,Yes,37,78.5,109,13.35,210.5,101,17.89,179.7,102,8.09,11.8,4,3.19,1,False +NV,64,408,No,No,0,148.1,73,25.18,164.9,101,14.02,216.0,125,9.72,12.3,2,3.32,5,True +TN,105,408,No,No,0,206.2,84,35.05,256.4,138,21.79,117.1,91,5.27,9.0,3,2.43,1,False +ID,144,415,No,Yes,33,251.6,87,42.77,197.6,118,16.8,209.2,97,9.41,12.2,3,3.29,2,False +WY,106,415,Yes,Yes,26,270.3,111,45.95,215.2,90,18.29,254.0,133,11.43,14.4,7,3.89,1,True +TX,19,510,No,Yes,34,156.6,97,26.62,224.2,97,19.06,260.9,135,11.74,11.3,1,3.05,1,False +MA,46,408,No,No,0,139.4,81,23.7,223.7,113,19.01,173.1,77,7.79,13.6,6,3.67,1,False +IL,127,510,No,No,0,220.2,108,37.43,188.4,124,16.01,172.7,113,7.77,11.7,3,3.16,2,False +LA,9,415,No,Yes,39,214.1,108,36.4,169.2,115,14.38,189.7,117,8.54,10.1,3,2.73,1,False +CO,157,415,No,No,0,196.0,74,33.32,213.4,96,18.14,196.8,81,8.86,7.9,6,2.13,1,False +UT,105,415,No,No,0,106.4,71,18.09,240.1,83,20.41,147.7,114,6.65,5.3,4,1.43,6,True +MI,105,415,No,Yes,29,179.4,113,30.5,275.4,100,23.41,246.1,105,11.07,10.0,5,2.7,0,False +NH,155,408,No,No,0,216.7,30,36.84,144.3,125,12.27,135.3,106,6.09,10.8,1,2.92,2,False +ID,31,415,No,No,0,177.3,129,30.14,152.8,105,12.99,162.9,92,7.33,5.1,2,1.38,0,False +WA,161,415,No,No,0,151.6,117,25.77,219.4,87,18.65,224.7,68,10.11,4.0,5,1.08,1,False +MN,95,408,No,Yes,32,262.2,123,44.57,165.2,82,14.04,194.3,57,8.74,10.6,5,2.86,0,False +NY,122,415,No,No,0,173.6,110,29.51,91.7,84,7.79,211.7,103,9.53,9.7,7,2.62,3,False +MD,37,415,Yes,No,0,106.6,76,18.12,147.4,89,12.53,235.8,113,10.61,9.6,8,2.59,2,False +GA,132,415,No,No,0,193.3,106,32.86,128.3,94,10.91,162.1,119,7.29,11.6,4,3.13,5,True +HI,119,408,No,Yes,24,217.2,94,36.92,138.7,52,11.79,139.3,85,6.27,11.3,4,3.05,0,False +AL,16,408,No,No,0,209.5,89,35.62,172.8,85,14.69,94.1,102,4.23,8.8,4,2.38,1,False +CT,99,408,No,No,0,95.4,105,16.22,207.2,101,17.61,136.0,117,6.12,5.6,5,1.51,1,False +CO,76,408,No,Yes,26,214.6,110,36.48,205.2,87,17.44,134.6,140,6.06,8.1,2,2.19,1,False +KS,167,415,No,No,0,131.6,120,22.37,211.3,96,17.96,168.3,97,7.57,11.1,4,3.0,4,True +NJ,129,415,No,No,0,168.4,117,28.63,217.1,129,18.45,81.6,100,3.67,11.8,7,3.19,1,False +FL,116,408,No,No,0,146.4,123,24.89,176.6,113,15.01,212.6,102,9.57,7.8,5,2.11,1,False +CA,60,415,Yes,No,0,183.0,110,31.11,206.7,93,17.57,203.8,119,9.17,11.1,6,3.0,1,False +KS,128,415,No,No,0,103.3,122,17.56,245.9,123,20.9,161.1,95,7.25,6.4,7,1.73,0,False +TX,47,408,No,Yes,28,112.2,70,19.07,154.8,106,13.16,166.7,105,7.5,10.6,2,2.86,0,False +MN,40,510,Yes,No,0,170.7,55,29.02,179.1,108,15.22,281.9,89,12.69,8.2,9,2.21,3,False +AK,173,510,No,No,0,172.5,78,29.33,142.6,91,12.12,102.0,63,4.59,10.9,2,2.94,0,False +OR,157,510,No,Yes,30,194.3,107,33.03,243.2,108,20.67,322.2,114,14.5,7.1,5,1.92,1,False +MS,66,408,No,Yes,32,187.8,117,31.93,129.8,90,11.03,132.3,113,5.95,12.0,3,3.24,2,False +VT,50,415,Yes,Yes,26,307.1,94,52.21,289.4,78,24.6,174.9,109,7.87,8.0,3,2.16,0,False +UT,72,415,No,No,0,118.2,106,20.09,167.2,136,14.21,214.2,106,9.64,12.2,3,3.29,3,False +KS,130,510,No,No,0,154.0,95,26.18,205.9,106,17.5,233.7,75,10.52,12.9,1,3.48,1,False +NV,143,408,No,No,0,155.5,101,26.44,213.4,89,18.14,237.9,61,10.71,7.6,11,2.05,1,False +DE,89,510,Yes,No,0,125.6,108,21.35,213.0,90,18.11,181.7,108,8.18,5.4,5,1.46,1,False +IN,108,415,No,No,0,199.3,104,33.88,224.2,92,19.06,140.1,57,6.3,15.2,2,4.1,0,False +TX,32,408,No,No,0,157.9,88,26.84,180.8,132,15.37,132.5,102,5.96,12.8,3,3.46,1,False +MA,166,415,No,No,0,203.4,81,34.58,167.7,110,14.25,132.0,124,5.94,9.2,5,2.48,2,False +VT,109,408,No,No,0,222.2,113,37.77,218.5,122,18.57,266.0,88,11.97,10.9,5,2.94,1,False +CA,72,408,No,Yes,39,92.8,98,15.78,271.2,115,23.05,167.1,83,7.52,5.8,7,1.57,1,False +IA,134,415,No,Yes,32,216.8,78,36.86,102.2,111,8.69,174.0,83,7.83,8.6,2,2.32,0,False +NH,13,415,No,No,0,193.2,89,32.84,194.4,90,16.52,186.5,104,8.39,9.7,2,2.62,4,False +GA,90,415,No,No,0,113.2,108,19.24,189.3,63,16.09,271.8,124,12.23,14.1,4,3.81,3,False +WI,111,415,No,Yes,36,166.2,54,28.25,238.8,109,20.3,108.8,92,4.9,11.2,2,3.02,3,False +CO,101,408,No,Yes,23,262.2,101,44.57,157.0,80,13.35,129.1,100,5.81,7.3,14,1.97,1,False +SC,72,415,No,No,0,207.8,92,35.33,195.7,110,16.63,184.8,124,8.32,13.1,4,3.54,0,False +MI,67,510,No,Yes,35,245.4,89,41.72,148.2,102,12.6,274.0,136,12.33,7.5,6,2.03,1,False +MD,172,408,No,No,0,287.1,108,48.81,178.4,125,15.16,153.2,98,6.89,14.4,2,3.89,3,True +IN,154,510,No,Yes,32,192.3,82,32.69,165.3,134,14.05,205.0,74,9.23,9.0,1,2.43,2,False +ME,69,510,No,No,0,194.2,122,33.01,242.1,81,20.58,215.8,80,9.71,9.7,3,2.62,2,False +DC,123,415,No,No,0,211.0,92,35.87,217.0,102,18.45,214.8,104,9.67,9.8,7,2.65,3,False +TN,130,415,No,Yes,12,141.9,92,24.12,228.9,102,19.46,195.1,101,8.78,8.7,5,2.35,0,False +FL,142,415,No,Yes,26,220.5,94,37.49,239.5,126,20.36,254.3,109,11.44,5.9,9,1.59,2,False +WA,29,415,No,No,0,157.4,122,26.76,145.0,75,12.33,281.8,92,12.68,9.3,2,2.51,1,False +HI,87,408,No,Yes,28,143.5,106,24.4,223.5,147,19.0,175.4,69,7.89,11.2,5,3.02,0,False +NE,149,415,No,No,0,156.0,56,26.52,56.0,116,4.76,163.3,104,7.35,8.9,8,2.4,0,False +TN,146,408,Yes,No,0,160.1,63,27.22,208.4,112,17.71,177.6,98,7.99,9.2,3,2.48,2,False +MD,88,415,Yes,No,0,235.1,98,39.97,251.8,79,21.4,285.9,76,12.87,7.2,2,1.94,4,True +NM,119,415,Yes,Yes,15,160.0,95,27.2,209.5,110,17.81,82.3,107,3.7,8.7,5,2.35,5,True +VT,48,510,No,No,0,188.4,63,32.03,165.9,89,14.1,205.7,71,9.26,13.2,2,3.56,1,False +OR,135,415,No,No,0,194.8,97,33.12,235.3,118,20.0,174.4,126,7.85,11.0,3,2.97,1,False +IN,100,510,No,No,0,247.8,117,42.13,130.0,95,11.05,134.3,125,6.04,6.9,2,1.86,1,False +MO,98,415,No,No,0,221.2,80,37.6,213.6,104,18.16,291.8,89,13.13,11.9,3,3.21,4,False +FL,75,510,No,Yes,26,118.5,86,20.15,213.9,118,18.18,132.6,99,5.97,13.4,3,3.62,2,False +DC,180,415,No,Yes,33,231.8,78,39.41,232.9,79,19.8,206.9,121,9.31,7.6,4,2.05,1,False +VT,100,415,No,Yes,25,215.9,90,36.7,257.9,92,21.92,180.2,157,8.11,11.6,4,3.13,1,False +OH,119,415,No,Yes,35,217.1,92,36.91,220.8,134,18.77,249.5,93,11.23,8.0,5,2.16,2,False +MO,86,415,No,No,0,83.5,96,14.2,221.1,63,18.79,349.7,75,15.74,12.6,3,3.4,0,False +LA,155,408,No,Yes,39,183.3,106,31.16,205.1,101,17.43,263.7,90,11.87,5.1,7,1.38,1,False +IL,78,415,Yes,No,0,236.8,141,40.26,265.3,101,22.55,152.4,77,6.86,9.5,2,2.57,1,True +NJ,153,415,No,No,0,193.8,90,32.95,195.3,121,16.6,182.7,108,8.22,8.5,3,2.3,1,False +IA,92,510,No,Yes,25,134.0,112,22.78,206.0,111,17.51,180.6,118,8.13,9.7,4,2.62,0,False +WA,13,510,No,Yes,25,176.6,65,30.02,172.7,96,14.68,104.5,128,4.7,11.3,5,3.05,2,False +NE,154,415,No,No,0,191.4,93,32.54,205.4,119,17.46,205.7,121,9.26,10.2,3,2.75,3,False +CT,144,510,Yes,Yes,35,174.8,127,29.72,219.6,93,18.67,255.8,90,11.51,12.8,3,3.46,0,False +WV,48,408,No,No,0,275.2,67,46.78,180.2,108,15.32,159.0,110,7.15,7.9,2,2.13,1,False +ND,94,408,No,No,0,174.0,85,29.58,241.1,114,20.49,207.8,94,9.35,7.9,1,2.13,1,False +UT,139,415,No,No,0,165.0,132,28.05,249.7,86,21.22,170.3,128,7.66,12.6,8,3.4,1,False +MS,126,415,No,No,0,228.7,102,38.88,168.7,99,14.34,223.5,100,10.06,11.8,4,3.19,1,False +MN,122,415,No,No,0,107.9,88,18.34,235.8,109,20.04,228.6,119,10.29,9.5,3,2.57,2,False +NH,139,510,No,No,0,221.3,140,37.62,157.8,89,13.41,192.5,89,8.66,11.3,6,3.05,1,False +LA,95,415,No,No,0,141.1,84,23.99,211.4,108,17.97,103.7,127,4.67,5.9,6,1.59,3,False +ME,80,408,No,Yes,31,166.4,92,28.29,238.3,74,20.26,150.7,84,6.78,10.7,4,2.89,4,False +KS,131,415,No,Yes,28,249.6,87,42.43,227.2,138,19.31,239.9,92,10.8,7.6,3,2.05,3,False +KS,36,510,No,No,0,178.6,83,30.36,213.1,103,18.11,198.0,119,8.91,10.9,5,2.94,1,False +NV,180,510,No,No,0,139.0,96,23.63,224.9,64,19.12,170.8,118,7.69,15.7,5,4.24,2,False +MT,25,415,No,No,0,134.3,98,22.83,202.3,109,17.2,195.9,100,8.82,12.6,5,3.4,2,False +MT,113,415,No,No,0,215.9,93,36.7,240.1,85,20.41,156.7,123,7.05,4.9,5,1.32,3,False +ID,88,415,No,Yes,31,181.6,91,30.87,213.2,120,18.12,207.8,104,9.35,11.4,4,3.08,1,False +AK,120,415,No,No,0,178.4,97,30.33,168.3,113,14.31,120.5,93,5.42,9.3,9,2.51,1,False +UT,74,415,No,No,0,106.4,84,18.09,140.2,104,11.92,90.9,81,4.09,11.4,3,3.08,1,False +AR,109,510,No,No,0,170.7,101,29.02,240.2,82,20.42,119.0,112,5.36,11.4,4,3.08,2,False +LA,162,510,No,Yes,33,184.5,139,31.37,183.2,78,15.57,127.4,106,5.73,12.3,6,3.32,0,False +KS,124,510,No,Yes,37,161.2,109,27.4,204.2,79,17.36,231.5,87,10.42,8.9,4,2.4,1,False +OR,177,408,No,No,0,84.9,77,14.43,257.5,109,21.89,210.5,66,9.47,7.5,5,2.03,2,False +WI,91,510,No,No,0,217.9,71,37.04,230.1,116,19.56,232.1,110,10.44,10.6,2,2.86,1,False +CO,105,408,No,No,0,270.9,98,46.05,226.2,110,19.23,178.8,60,8.05,8.8,5,2.38,0,True +KS,24,510,No,No,0,243.0,91,41.31,183.9,77,15.63,184.3,109,8.29,15.3,6,4.13,0,True +IL,48,510,No,No,0,128.2,71,21.79,48.1,78,4.09,116.3,80,5.23,8.9,3,2.4,0,False +IA,86,408,No,No,0,126.3,115,21.47,168.8,112,14.35,154.6,95,6.96,9.8,7,2.65,2,False +AZ,163,510,No,No,0,178.7,56,30.38,215.7,79,18.33,152.7,84,6.87,10.6,2,2.86,4,False +NE,91,510,No,No,0,159.0,109,27.03,255.1,142,21.68,82.4,73,3.71,10.1,4,2.73,0,False +ID,56,510,No,No,0,150.9,79,25.65,161.8,87,13.75,167.7,115,7.55,11.7,5,3.16,3,False +OH,147,415,Yes,Yes,24,219.9,118,37.38,208.5,116,17.72,352.5,111,15.86,8.1,4,2.19,3,False +TX,64,415,No,No,0,168.0,116,28.56,192.4,94,16.35,166.5,98,7.49,10.1,3,2.73,2,False +TN,108,510,No,Yes,34,162.1,83,27.56,171.8,117,14.6,259.8,76,11.69,9.6,3,2.59,4,True +OK,159,510,No,No,0,198.8,107,33.8,195.5,91,16.62,213.3,120,9.6,16.5,7,4.46,5,False +ND,136,510,Yes,No,0,256.8,90,43.66,230.1,104,19.56,143.6,82,6.46,9.1,10,2.46,3,False +MT,116,415,No,Yes,35,182.8,122,31.08,212.7,119,18.08,193.8,103,8.72,11.0,2,2.97,1,False +NC,45,408,No,Yes,38,196.8,92,33.46,254.2,108,21.61,261.8,85,11.78,7.7,2,2.08,1,False +MN,122,415,No,No,0,140.1,120,23.82,231.4,128,19.67,188.1,127,8.46,11.2,5,3.02,2,False +MN,138,415,No,No,0,194.3,83,33.03,189.9,97,16.14,232.2,102,10.45,9.0,3,2.43,5,False +MA,132,415,No,No,0,117.6,66,19.99,214.0,108,18.19,239.5,94,10.78,8.8,5,2.38,1,False +PA,101,415,Yes,No,0,193.7,108,32.93,186.6,98,15.86,223.0,100,10.04,11.6,8,3.13,0,False +GA,58,510,No,No,0,243.1,105,41.33,231.4,108,19.67,180.9,120,8.14,7.8,4,2.11,2,False +NV,81,415,No,No,0,145.4,132,24.72,129.3,91,10.99,186.4,109,8.39,5.2,4,1.4,1,False +TX,87,415,No,No,0,169.1,105,28.75,169.9,102,14.44,244.9,106,11.02,9.9,10,2.67,3,False +ME,116,510,No,No,0,229.3,93,38.98,184.5,111,15.68,168.2,91,7.57,8.8,3,2.38,2,False +RI,85,415,Yes,No,0,197.2,97,33.52,211.7,115,17.99,210.1,133,9.45,8.3,4,2.24,4,False +MN,62,510,No,Yes,33,186.4,84,31.69,201.0,136,17.09,286.7,103,12.9,11.1,3,3.0,2,True +NH,90,415,No,No,0,76.1,121,12.94,290.3,73,24.68,236.9,89,10.66,10.8,3,2.92,0,False +TN,98,415,No,No,0,162.8,65,27.68,185.0,109,15.73,219.5,104,9.88,6.0,3,1.62,2,False +UT,73,415,No,No,0,182.3,115,30.99,199.2,97,16.93,120.2,113,5.41,18.0,5,4.86,1,False +RI,107,510,Yes,No,0,194.4,83,33.05,247.8,84,21.06,245.4,93,11.04,11.2,7,3.02,2,False +NH,55,408,No,Yes,20,189.3,95,32.18,118.6,113,10.08,250.2,102,11.26,12.5,4,3.38,2,False +AK,76,415,No,Yes,22,160.1,107,27.22,168.7,136,14.34,23.2,102,1.04,9.5,4,2.57,3,False +NC,30,510,No,No,0,145.0,76,24.65,240.7,112,20.46,197.1,134,8.87,7.1,4,1.92,3,False +AZ,157,415,No,No,0,220.7,105,37.52,119.3,127,10.14,165.1,113,7.43,11.5,7,3.11,4,False +MA,40,408,No,Yes,31,224.7,69,38.2,134.5,81,11.43,120.3,104,5.41,7.5,5,2.03,1,True +TN,72,408,No,No,0,147.0,79,24.99,162.3,103,13.8,162.9,80,7.33,10.5,4,2.84,1,False +WY,95,415,No,Yes,39,260.8,130,44.34,213.4,111,18.14,195.6,97,8.8,10.1,5,2.73,1,False +IA,42,415,No,No,0,155.4,127,26.42,164.1,45,13.95,157.7,128,7.1,9.0,3,2.43,0,False +IN,86,415,No,No,0,166.2,112,28.25,255.3,81,21.7,228.1,97,10.26,5.4,7,1.46,1,False +NJ,131,415,No,No,0,211.8,115,36.01,260.5,102,22.14,144.2,96,6.49,10.8,7,2.92,0,False +FL,55,510,No,Yes,45,130.5,114,22.19,208.4,94,17.71,141.6,114,6.37,11.0,5,2.97,4,True +MT,74,415,No,No,0,162.7,102,27.66,292.0,105,24.82,183.3,80,8.25,8.7,6,2.35,0,False +ND,81,408,Yes,Yes,37,237.1,76,40.31,264.2,125,22.46,271.3,120,12.21,7.9,3,2.13,1,False +MI,81,408,No,No,0,166.2,102,28.25,217.6,112,18.5,220.2,68,9.91,13.2,2,3.56,4,False +MT,28,415,No,No,0,121.7,48,20.69,125.8,112,10.69,261.6,122,11.77,8.3,2,2.24,6,True +AL,111,510,No,No,0,176.4,62,29.99,201.0,124,17.09,150.4,138,6.77,11.2,2,3.02,0,False +NV,3,510,No,Yes,27,67.4,116,11.46,244.0,78,20.74,281.1,93,12.65,11.4,2,3.08,2,False +MI,51,415,No,No,0,229.7,129,39.05,336.0,104,28.56,192.8,128,8.68,9.6,1,2.59,1,True +FL,68,415,No,Yes,24,176.0,118,29.92,277.9,116,23.62,174.7,71,7.86,14.7,7,3.97,1,False +NY,163,408,No,No,0,247.7,77,42.11,269.5,108,22.91,167.3,82,7.53,9.6,7,2.59,0,True +KS,87,510,No,No,0,115.4,90,19.62,262.6,68,22.32,245.7,69,11.06,13.1,5,3.54,2,False +NC,58,510,No,No,0,112.2,95,19.07,209.6,108,17.82,260.9,78,11.74,13.9,1,3.75,0,True +MN,109,408,No,No,0,162.6,138,27.64,154.0,109,13.09,209.7,118,9.44,11.5,4,3.11,0,False +RI,111,415,No,No,0,229.4,107,39.0,214.1,99,18.2,289.6,95,13.03,10.4,6,2.81,4,False +UT,144,415,No,No,0,139.6,96,23.73,124.2,93,10.56,95.6,75,4.3,15.0,4,4.05,2,False +OR,135,415,No,No,0,263.8,66,44.85,251.3,116,21.36,200.1,112,9.0,8.4,2,2.27,5,True +SC,109,415,No,Yes,46,217.5,123,36.98,233.7,84,19.86,163.9,99,7.38,9.0,3,2.43,4,False +IL,107,415,No,Yes,14,114.3,132,19.43,199.8,91,16.98,194.7,74,8.76,7.5,8,2.03,1,False +OH,149,408,No,No,0,196.3,108,33.37,136.8,96,11.63,154.7,87,6.96,7.7,3,2.08,2,False +MA,56,510,No,No,0,253.2,95,43.04,188.0,116,15.98,142.0,133,6.39,4.4,4,1.19,1,False +OR,129,408,No,No,0,98.0,99,16.66,240.7,62,20.46,254.8,123,11.47,10.5,4,2.84,0,False +CA,92,408,No,No,0,249.4,118,42.4,211.5,95,17.98,169.0,116,7.61,9.1,3,2.46,0,False +WV,67,415,No,Yes,30,129.6,107,22.03,233.0,104,19.81,297.0,93,13.37,14.5,5,3.92,1,False +VT,120,415,No,No,0,221.3,106,37.62,267.6,98,22.75,111.5,80,5.02,9.3,7,2.51,0,False +ID,166,415,No,No,0,220.7,106,37.52,177.8,118,15.11,206.1,102,9.27,12.4,9,3.35,1,False +OR,66,408,No,No,0,87.6,76,14.89,262.0,111,22.27,184.6,125,8.31,9.2,5,2.48,1,False +GA,76,408,No,No,0,203.6,61,34.61,161.7,127,13.74,175.9,97,7.92,8.4,3,2.27,0,False +ME,79,415,No,No,0,213.6,110,36.31,234.9,121,19.97,229.6,157,10.33,8.8,3,2.38,2,False +HI,98,415,No,Yes,31,181.6,112,30.87,220.7,100,18.76,236.3,121,10.63,12.9,4,3.48,2,False +AZ,141,510,No,Yes,22,215.4,123,36.62,328.7,98,27.94,160.5,89,7.22,7.8,6,2.11,1,False +UT,49,415,No,No,0,266.3,90,45.27,207.8,117,17.66,205.0,98,9.23,14.0,2,3.78,2,True +IA,46,510,No,No,0,199.2,111,33.86,175.1,83,14.88,210.6,84,9.48,10.2,2,2.75,3,False +CT,137,415,No,No,0,115.0,130,19.55,137.8,83,11.71,224.0,61,10.08,7.3,4,1.97,3,False +WA,171,408,No,No,0,270.5,69,45.99,230.0,112,19.55,136.0,111,6.12,9.6,5,2.59,1,True +VA,10,415,No,No,0,222.2,127,37.77,153.1,125,13.01,227.4,80,10.23,12.9,4,3.48,1,False +CO,88,510,No,No,0,61.9,78,10.52,262.6,114,22.32,212.5,110,9.56,8.8,2,2.38,3,False +LA,89,415,No,No,0,141.1,92,23.99,249.1,126,21.17,136.0,73,6.12,10.8,2,2.92,2,False +TX,82,415,No,No,0,189.2,81,32.16,184.4,117,15.67,255.8,83,11.51,10.6,5,2.86,3,True +SD,139,510,No,No,0,196.0,135,33.32,186.0,146,15.81,153.0,92,6.89,9.8,1,2.65,3,False +VA,87,415,No,No,0,171.6,119,29.17,205.0,107,17.43,170.6,114,7.68,13.8,4,3.73,0,False +NY,137,415,Yes,No,0,174.0,123,29.58,161.3,115,13.71,260.7,98,11.73,11.4,3,3.08,2,False +WA,45,510,No,No,0,78.6,106,13.36,187.3,110,15.92,184.2,111,8.29,7.4,5,2.0,1,True +WI,90,415,No,No,0,200.9,92,34.15,164.3,91,13.97,249.0,98,11.21,8.9,7,2.4,1,False +TN,103,415,No,No,0,141.3,123,24.02,253.6,87,21.56,215.8,96,9.71,6.4,2,1.73,1,False +CT,100,415,No,No,0,235.8,130,40.09,176.0,69,14.96,63.6,122,2.86,7.3,1,1.97,2,False +WA,110,510,No,No,0,185.1,100,31.47,165.1,88,14.03,111.6,104,5.02,6.3,4,1.7,3,False +NH,124,415,No,No,0,254.3,113,43.23,78.9,104,6.71,153.2,69,6.89,11.8,2,3.19,2,False +MT,10,510,No,No,0,183.0,103,31.11,214.8,77,18.26,206.4,73,9.29,8.7,6,2.35,2,False +NE,89,415,No,Yes,29,163.5,80,27.8,274.8,136,23.36,381.9,147,17.19,7.5,5,2.03,2,False +WA,121,408,No,No,0,207.9,98,35.34,210.5,96,17.89,109.6,114,4.93,7.7,2,2.08,2,False +WI,101,415,No,No,0,248.6,102,42.26,174.9,93,14.87,207.2,86,9.32,6.1,3,1.65,3,False +AR,103,415,No,Yes,31,185.4,105,31.52,197.6,126,16.8,147.1,110,6.62,14.5,4,3.92,2,False +WI,51,408,No,No,0,197.8,60,33.63,221.0,64,18.79,168.6,134,7.59,8.9,5,2.4,1,False +DE,2,415,Yes,No,0,132.1,42,22.46,138.9,88,11.81,192.6,119,8.67,9.1,1,2.46,2,True +NH,111,510,No,No,0,197.1,117,33.51,227.8,128,19.36,214.0,101,9.63,9.3,11,2.51,0,False +VA,118,415,No,No,0,154.6,112,26.28,184.2,105,15.66,217.4,102,9.78,12.6,5,3.4,2,False +TN,17,510,No,Yes,31,153.1,115,26.03,185.9,59,15.8,224.3,102,10.09,10.0,1,2.7,6,True +VA,130,408,No,No,0,211.2,119,35.9,231.1,120,19.64,220.9,80,9.94,6.3,9,1.7,2,False +ID,193,415,No,No,0,96.8,92,16.46,142.6,103,12.12,210.1,115,9.45,10.9,5,2.94,2,True +TN,114,510,No,No,0,172.0,145,29.24,276.4,101,23.49,193.7,100,8.72,10.1,9,2.73,1,False +AZ,137,415,No,No,0,141.1,91,23.99,147.2,100,12.51,254.7,75,11.46,8.0,7,2.16,2,False +MT,185,408,No,Yes,29,151.1,121,25.69,244.7,88,20.8,154.4,91,6.95,13.8,2,3.73,2,False +OK,101,408,No,No,0,209.6,107,35.63,228.8,96,19.45,172.4,85,7.76,7.6,2,2.05,3,False +ID,95,415,No,Yes,32,247.0,109,41.99,125.6,91,10.68,226.5,90,10.19,10.5,4,2.84,3,False +NV,7,408,No,Yes,30,221.4,114,37.64,165.8,116,14.09,247.0,105,11.12,10.8,12,2.92,1,False +KS,126,408,No,No,0,321.3,99,54.62,167.9,93,14.27,193.6,106,8.71,8.0,4,2.16,1,True +WY,71,415,No,No,0,243.7,124,41.43,60.0,90,5.1,189.0,129,8.5,11.3,2,3.05,0,False +MS,124,415,No,No,0,251.5,85,42.76,214.2,98,18.21,186.1,71,8.37,11.1,6,3.0,3,False +WY,97,510,Yes,No,0,236.9,107,40.27,157.6,105,13.4,241.0,120,10.85,7.3,2,1.97,0,True +TX,28,415,No,No,0,159.7,79,27.15,216.7,131,18.42,206.7,116,9.3,9.3,3,2.51,2,False +WA,90,415,Yes,No,0,148.2,96,25.19,220.4,111,18.73,134.2,97,6.04,9.2,1,2.48,4,True +HI,190,408,No,No,0,150.9,86,25.65,268.6,129,22.83,179.9,73,8.1,14.7,1,3.97,1,False +IL,31,415,No,Yes,28,210.5,101,35.79,250.5,86,21.29,241.6,125,10.87,11.5,2,3.11,1,False +AK,52,415,No,Yes,24,170.9,71,29.05,201.4,80,17.12,159.0,124,7.15,4.1,5,1.11,2,False +MD,73,510,No,No,0,254.7,80,43.3,90.2,79,7.67,153.4,60,6.9,10.6,8,2.86,0,False +MA,111,415,No,No,0,284.4,89,48.35,157.0,113,13.35,242.8,91,10.93,8.4,8,2.27,0,True +SD,98,415,No,No,0,0.0,0,0.0,159.6,130,13.57,167.1,88,7.52,6.8,1,1.84,4,True +PA,106,408,Yes,No,0,133.7,45,22.73,187.8,107,15.96,181.9,89,8.19,10.7,2,2.89,1,True +NC,111,408,No,No,0,224.9,117,38.23,191.9,127,16.31,229.9,97,10.35,10.3,3,2.78,0,False +VT,59,408,No,No,0,151.8,98,25.81,209.9,92,17.84,266.9,86,12.01,11.9,5,3.21,1,False +KY,71,510,No,Yes,22,141.4,107,24.04,163.0,105,13.86,220.0,99,9.9,5.6,3,1.51,2,False +WA,55,408,No,No,0,285.7,124,48.57,230.9,106,19.63,230.7,140,10.38,14.8,7,4.0,0,True +LA,13,415,No,No,0,58.4,121,9.93,262.2,64,22.29,159.0,115,7.15,11.9,5,3.21,1,False +WA,136,415,No,Yes,16,90.4,105,15.37,201.3,109,17.11,227.1,115,10.22,13.1,4,3.54,0,False +ME,123,408,No,No,0,114.4,91,19.45,216.6,123,18.41,250.6,102,11.28,11.0,3,2.97,0,False +WI,105,408,No,No,0,147.7,103,25.11,222.7,78,18.93,163.5,102,7.36,12.8,3,3.46,2,False +TX,50,408,No,Yes,31,302.7,93,51.46,240.5,119,20.44,193.9,103,8.73,13.6,14,3.67,3,False +IA,118,415,No,No,0,136.1,120,23.14,204.2,103,17.36,228.2,90,10.27,11.3,4,3.05,1,False +AZ,97,408,No,No,0,169.7,84,28.85,165.9,86,14.1,191.9,83,8.64,12.8,6,3.46,3,False +ND,51,510,No,No,0,227.2,89,38.62,194.4,106,16.52,243.4,126,10.95,14.9,2,4.02,0,False +VT,73,415,No,No,0,217.8,91,37.03,220.6,97,18.75,277.3,89,12.48,10.3,6,2.78,1,True +HI,35,415,No,No,0,124.2,102,21.11,123.9,115,10.53,135.7,100,6.11,13.1,8,3.54,2,False +WY,64,415,No,No,0,206.2,76,35.05,232.4,76,19.75,251.6,96,11.32,13.6,2,3.67,1,False +WV,63,510,No,No,0,132.9,122,22.59,67.0,62,5.7,160.4,121,7.22,9.9,2,2.67,3,False +OK,117,415,No,Yes,31,104.9,115,17.83,237.6,125,20.2,263.4,104,11.85,7.7,6,2.08,3,False +CT,115,415,No,No,0,245.0,97,41.65,250.7,75,21.31,270.2,124,12.16,13.7,8,3.7,1,True +UT,162,408,No,No,0,184.5,118,31.37,224.0,95,19.04,180.5,82,8.12,11.6,3,3.13,1,False +NY,89,415,No,No,0,89.5,66,15.22,179.3,104,15.24,225.1,116,10.13,12.3,1,3.32,3,False +VA,94,415,Yes,No,0,235.6,131,40.05,194.8,107,16.56,170.6,93,7.68,8.6,4,2.32,1,False +VT,129,408,No,No,0,186.0,127,31.62,262.3,96,22.3,98.9,63,4.45,11.5,6,3.11,4,False +SD,86,415,No,No,0,223.9,75,38.06,155.7,109,13.23,150.2,143,6.76,7.3,9,1.97,1,False +PA,96,510,No,No,0,179.5,125,30.52,162.3,139,13.8,264.5,133,11.9,6.6,2,1.78,1,False +ND,190,415,No,No,0,169.4,102,28.8,253.5,113,21.55,197.1,93,8.87,8.9,5,2.4,1,False +CT,80,408,No,No,0,118.1,90,20.08,144.3,77,12.27,225.1,86,10.13,8.2,6,2.21,1,False +SC,108,415,No,No,0,112.0,105,19.04,193.7,110,16.46,208.9,93,9.4,4.1,4,1.11,4,True +MI,97,408,No,Yes,32,168.4,129,28.63,225.9,97,19.2,191.8,95,8.63,8.5,7,2.3,0,False +VT,84,415,No,Yes,42,214.3,112,36.43,188.2,107,16.0,333.5,117,15.01,11.3,10,3.05,0,False +OH,65,415,No,No,0,245.7,139,41.77,241.9,113,20.56,285.3,117,12.84,4.2,5,1.13,4,True +VT,131,415,No,Yes,34,156.6,134,26.62,71.0,95,6.04,261.7,120,11.78,13.4,10,3.62,1,False +IL,58,415,Yes,Yes,43,142.8,96,24.28,272.3,100,23.15,193.4,105,8.7,8.9,4,2.4,1,False +MO,36,415,No,No,0,202.4,115,34.41,230.7,115,19.61,202.0,127,9.09,10.2,2,2.75,3,False +WI,54,415,No,No,0,116.8,119,19.86,123.1,123,10.46,217.5,101,9.79,12.0,2,3.24,1,False +NJ,45,510,No,No,0,155.7,110,26.47,260.3,103,22.13,192.2,98,8.65,11.0,1,2.97,1,False +GA,125,415,No,Yes,39,236.1,107,40.14,289.2,110,24.58,175.4,107,7.89,9.1,4,2.46,2,False +VT,72,415,No,Yes,21,138.1,113,23.48,260.1,83,22.11,135.4,118,6.09,8.2,2,2.21,2,False +CT,141,408,No,No,0,51.9,108,8.82,162.0,83,13.77,223.5,115,10.06,10.1,3,2.73,3,False +AZ,113,510,No,No,0,81.3,116,13.82,220.6,124,18.75,235.7,113,10.61,8.9,3,2.4,0,False +SD,20,415,No,Yes,35,171.5,98,29.16,153.1,127,13.01,165.6,125,7.45,7.1,3,1.92,0,False +CT,212,415,No,No,0,126.0,96,21.42,144.3,80,12.27,302.8,102,13.63,7.6,3,2.05,1,False +IN,99,415,Yes,No,0,197.2,127,33.52,156.0,92,13.26,204.1,99,9.18,9.9,6,2.67,4,False +OH,94,510,No,No,0,194.1,62,33.0,227.2,54,19.31,190.4,115,8.57,15.3,4,4.13,1,False +NY,40,510,No,No,0,115.7,105,19.67,127.8,113,10.86,107.5,91,4.84,9.3,6,2.51,1,False +NE,86,510,No,Yes,29,157.2,118,26.72,196.3,136,16.69,226.7,109,10.2,8.4,5,2.27,3,False +OK,101,415,No,No,0,269.7,85,45.85,207.6,86,17.65,214.2,107,9.64,4.5,15,1.22,3,True +NC,170,415,No,No,0,246.4,107,41.89,228.1,124,19.39,166.4,95,7.49,9.1,8,2.46,0,False +HI,105,510,No,No,0,227.4,121,38.66,268.5,89,22.82,143.3,82,6.45,13.0,4,3.51,1,False +UT,103,415,No,No,0,189.8,110,32.27,115.5,83,9.82,191.3,103,8.61,12.2,4,3.29,0,False +MD,140,415,Yes,Yes,27,188.9,124,32.11,160.9,102,13.68,197.7,100,8.9,11.5,5,3.11,4,False +VT,101,510,No,No,0,0.0,0,0.0,192.1,119,16.33,168.8,95,7.6,7.2,4,1.94,1,False +TX,98,408,No,Yes,19,110.5,87,18.79,227.8,97,19.36,243.6,84,10.96,11.0,4,2.97,1,False +AZ,104,408,No,No,0,167.6,116,28.49,219.2,112,18.63,215.9,94,9.72,11.7,2,3.16,4,False +VA,115,415,No,No,0,132.0,90,22.44,197.5,75,16.79,175.8,114,7.91,0.0,0,0.0,3,False +WI,112,408,No,No,0,167.8,88,28.53,247.9,81,21.07,155.1,108,6.98,11.9,4,3.21,0,False +NE,70,415,No,No,0,213.4,86,36.28,204.7,77,17.4,256.6,101,11.55,5.7,4,1.54,1,False +KY,126,510,No,No,0,175.4,120,29.82,98.3,71,8.36,201.9,93,9.09,10.6,1,2.86,0,False +NV,87,510,No,Yes,39,82.6,113,14.04,224.4,63,19.07,163.6,88,7.36,9.5,1,2.57,3,False +MT,125,510,No,No,0,143.2,80,24.34,88.1,94,7.49,233.2,135,10.49,8.8,7,2.38,4,True +MO,86,415,No,No,0,125.5,139,21.34,269.8,93,22.93,235.8,110,10.61,8.9,8,2.4,1,False +MS,73,415,No,Yes,31,82.3,105,13.99,256.1,91,21.77,229.6,98,10.33,11.8,2,3.19,6,True +NM,232,408,No,No,0,165.6,104,28.15,195.9,115,16.65,118.3,77,5.32,11.8,3,3.19,1,False +NJ,1,415,No,Yes,30,183.1,95,31.13,232.6,110,19.77,248.3,110,11.17,8.4,2,2.27,0,False +NH,133,408,No,No,0,162.1,91,27.56,212.1,94,18.03,260.4,78,11.72,12.2,5,3.29,1,False +NC,103,510,No,No,0,166.6,84,28.32,192.4,91,16.35,167.9,115,7.56,7.7,6,2.08,1,False +MT,131,415,No,Yes,24,135.9,60,23.1,233.2,78,19.82,210.6,121,9.48,9.4,4,2.54,1,False +SD,95,408,No,Yes,20,165.7,78,28.17,215.6,94,18.33,243.3,91,10.95,9.8,6,2.65,0,False +VA,182,415,No,No,0,176.1,90,29.94,174.9,106,14.87,234.7,134,10.56,9.7,4,2.62,1,False +LA,99,510,No,No,0,142.3,89,24.19,204.5,95,17.38,203.1,114,9.14,9.1,1,2.46,0,False +NV,27,510,No,No,0,177.6,121,30.19,296.8,92,25.23,192.9,106,8.68,7.6,3,2.05,3,False +AK,141,408,No,No,0,83.2,74,14.14,190.6,104,16.2,150.5,79,6.77,10.7,7,2.89,1,False +OH,29,415,Yes,Yes,37,235.0,101,39.95,183.3,79,15.58,139.8,106,6.29,5.7,7,1.54,2,False +NM,65,415,No,No,0,105.7,95,17.97,141.8,100,12.05,180.5,105,8.12,6.6,12,1.78,2,False +MI,81,415,Yes,No,0,149.4,68,25.4,171.9,98,14.61,214.5,97,9.65,17.9,3,4.83,3,True +MN,37,415,No,Yes,20,264.7,81,45.0,216.5,110,18.4,210.7,102,9.48,10.4,7,2.81,0,False +WY,107,510,No,Yes,31,160.3,45,27.25,221.5,70,18.83,261.6,109,11.77,5.6,1,1.51,1,False +WY,127,415,Yes,Yes,28,95.9,117,16.3,159.5,131,13.56,152.8,132,6.88,10.4,3,2.81,1,False +WA,78,408,No,No,0,140.7,77,23.92,195.2,114,16.59,252.9,107,11.38,11.7,5,3.16,0,False +NM,55,510,No,No,0,119.7,148,20.35,231.8,96,19.7,222.3,113,10.0,4.6,2,1.24,2,False +VA,86,415,No,Yes,30,99.9,84,16.98,263.5,125,22.4,254.7,90,11.46,9.8,7,2.65,2,False +RI,176,415,No,No,0,250.9,108,42.65,171.4,100,14.57,148.6,85,6.69,9.6,6,2.59,2,False +AL,96,415,Yes,No,0,200.6,117,34.1,289.5,120,24.61,98.3,95,4.42,11.2,5,3.02,2,False +WV,11,510,No,Yes,38,209.8,130,35.67,196.6,84,16.71,233.0,79,10.49,7.0,7,1.89,1,False +WV,48,415,No,Yes,34,198.0,70,33.66,273.7,121,23.26,217.9,71,9.81,7.6,4,2.05,1,False +NJ,127,510,No,No,0,239.8,107,40.77,128.9,121,10.96,249.9,110,11.25,11.3,5,3.05,1,False +TN,63,415,No,No,0,164.5,75,27.97,147.9,118,12.57,252.7,97,11.37,11.2,2,3.02,0,False +MI,79,510,No,No,0,220.9,107,37.55,192.2,97,16.34,161.0,74,7.25,12.2,2,3.29,1,False +UT,47,408,No,Yes,37,112.8,150,19.18,243.9,97,20.73,178.7,112,8.04,13.2,6,3.56,2,False +IL,89,415,Yes,Yes,19,112.6,114,19.14,261.7,132,22.24,123.5,116,5.56,11.1,2,3.0,0,True +MI,83,510,No,Yes,26,226.4,117,38.49,234.7,97,19.95,133.6,82,6.01,10.8,7,2.92,1,False +WI,126,415,Yes,Yes,34,244.9,118,41.63,219.6,105,18.67,210.8,136,9.49,9.7,6,2.62,4,False +ND,60,510,No,No,0,203.2,99,34.54,235.8,131,20.04,224.9,112,10.12,15.1,6,4.08,2,False +VT,122,415,No,No,0,136.7,115,23.24,243.1,137,20.66,188.9,110,8.5,8.6,4,2.32,0,False +WA,136,408,No,No,0,152.6,97,25.94,208.9,85,17.76,119.1,99,5.36,5.0,10,1.35,1,False +NC,172,408,No,Yes,47,274.9,102,46.73,186.6,118,15.86,245.0,123,11.03,8.8,2,2.38,1,False +ME,102,510,No,No,0,195.7,116,33.27,209.1,87,17.77,201.1,73,9.05,8.3,3,2.24,1,True +SD,113,415,Yes,No,0,204.3,82,34.73,188.8,115,16.05,139.4,97,6.27,9.2,7,2.48,1,False +WV,79,415,No,No,0,222.3,99,37.79,146.2,82,12.43,275.6,82,12.4,8.9,4,2.4,3,False +ID,55,510,No,Yes,8,222.5,104,37.83,171.5,94,14.58,377.5,114,16.99,9.7,2,2.62,1,False +LA,111,415,No,Yes,28,128.8,104,21.9,157.3,52,13.37,147.4,76,6.63,10.3,2,2.78,2,False +GA,160,415,No,No,0,174.3,105,29.63,171.3,107,14.56,220.8,131,9.94,8.3,2,2.24,0,False +FL,110,415,No,No,0,242.5,110,41.23,162.3,140,13.8,184.1,86,8.28,7.8,3,2.11,4,False +CO,192,415,No,No,0,221.6,101,37.67,285.2,50,24.24,167.4,83,7.53,12.7,6,3.43,4,False +NV,93,408,No,No,0,114.3,100,19.43,221.1,103,18.79,126.3,88,5.68,10.9,9,2.94,0,False +IN,101,415,No,Yes,33,219.7,137,37.35,186.8,94,15.88,184.5,113,8.3,9.5,2,2.57,2,False +VA,77,510,No,No,0,144.9,136,24.63,151.3,115,12.86,252.4,73,11.36,12.3,3,3.32,2,False +UT,105,415,No,Yes,40,236.5,111,40.21,117.0,110,9.95,221.1,115,9.95,8.1,3,2.19,2,False +UT,133,408,No,Yes,44,174.0,80,29.58,209.4,113,17.8,224.1,87,10.08,14.1,7,3.81,2,True +MO,131,408,No,No,0,109.5,95,18.62,332.1,48,28.23,258.6,108,11.64,6.6,7,1.78,1,False +CT,106,510,No,Yes,33,81.6,120,13.87,235.6,85,20.03,150.9,113,6.79,9.9,4,2.67,1,False +HI,118,415,No,No,0,133.4,113,22.68,121.0,92,10.29,254.7,129,11.46,5.9,4,1.59,1,False +MD,125,408,No,No,0,137.1,94,23.31,209.8,83,17.83,238.4,114,10.73,8.6,4,2.32,1,False +VA,95,415,No,No,0,197.0,88,33.49,190.4,68,16.18,211.9,104,9.54,16.1,8,4.35,0,False +MT,80,415,No,No,0,198.1,160,33.68,156.7,87,13.32,182.1,76,8.19,9.3,3,2.51,3,False +SC,145,408,No,No,0,39.5,78,6.72,264.3,106,22.47,185.8,90,8.36,10.0,6,2.7,0,False +CO,37,408,No,No,0,199.5,107,33.92,207.5,110,17.64,83.9,123,3.78,8.1,4,2.19,2,False +ID,87,415,No,No,0,156.8,93,26.66,215.8,68,18.34,223.3,77,10.05,7.6,6,2.05,1,False +AL,69,415,No,No,0,183.4,85,31.18,237.6,100,20.2,228.0,94,10.26,9.0,5,2.43,3,False +CO,83,510,No,No,0,132.4,120,22.51,121.6,101,10.34,197.7,84,8.9,8.6,2,2.32,1,False +UT,195,415,No,No,0,63.2,108,10.74,220.2,88,18.72,184.0,99,8.28,5.1,3,1.38,0,False +DE,67,415,Yes,Yes,35,181.1,59,30.79,215.9,116,18.35,216.3,106,9.73,16.9,4,4.56,0,True +OH,75,510,No,Yes,27,117.5,102,19.98,206.8,127,17.58,194.4,114,8.75,4.2,7,1.13,3,False +RI,123,415,No,Yes,27,218.7,79,37.18,163.4,78,13.89,173.8,116,7.82,15.0,1,4.05,0,False +FL,41,415,No,Yes,41,207.3,95,35.24,137.3,120,11.67,115.7,74,5.21,5.9,3,1.59,1,False +OH,75,415,No,No,0,150.6,99,25.6,301.5,83,25.63,158.7,104,7.14,8.1,5,2.19,0,False +MD,76,415,Yes,No,0,273.3,66,46.46,263.6,121,22.41,165.2,84,7.43,12.0,7,3.24,1,True +IL,86,415,Yes,No,0,266.1,120,45.24,182.0,92,15.47,206.5,103,9.29,10.3,4,2.78,1,False +PA,140,408,No,No,0,112.8,89,19.18,156.7,65,13.32,249.6,85,11.23,16.3,6,4.4,0,False +AZ,70,415,No,No,0,104.7,112,17.8,82.2,104,6.99,169.4,110,7.62,15.8,7,4.27,3,False +NH,121,510,No,Yes,35,193.8,62,32.95,197.6,97,16.8,218.8,95,9.85,5.9,4,1.59,0,False +RI,112,415,No,No,0,168.6,102,28.66,298.0,117,25.33,194.7,110,8.76,9.8,5,2.65,1,False +HI,118,415,No,No,0,253.2,122,43.04,201.0,78,17.09,195.3,108,8.79,9.7,7,2.62,2,False +NJ,66,415,No,Yes,16,174.7,92,29.7,232.1,105,19.73,305.4,98,13.74,8.9,2,2.4,1,False +WI,78,408,No,No,0,87.0,102,14.79,193.6,64,16.46,205.8,120,9.26,11.0,5,2.97,0,False +MD,129,415,No,Yes,34,204.5,79,34.77,132.8,113,11.29,190.1,117,8.55,14.8,9,4.0,2,False +OR,6,408,No,No,0,226.5,93,38.51,152.1,122,12.93,164.4,98,7.4,9.4,4,2.54,3,False +NV,107,510,Yes,No,0,234.1,91,39.8,163.1,105,13.86,282.5,100,12.71,10.0,3,2.7,1,False +AR,107,415,Yes,No,0,133.3,106,22.66,182.9,89,15.55,241.1,123,10.85,12.9,2,3.48,3,True +MT,138,415,No,No,0,133.9,87,22.76,166.4,110,14.14,193.5,139,8.71,15.4,3,4.16,1,False +CT,103,510,No,No,0,160.2,104,27.23,138.9,70,11.81,312.5,97,14.06,9.7,2,2.62,0,False +UT,116,415,No,Yes,44,230.6,94,39.2,224.1,103,19.05,244.0,76,10.98,11.1,2,3.0,0,False +GA,189,408,No,No,0,227.4,84,38.66,176.0,81,14.96,206.1,120,9.27,6.3,4,1.7,2,False +NV,161,415,No,No,0,72.8,120,12.38,267.1,120,22.7,222.5,91,10.01,11.8,2,3.19,2,False +TN,1,415,No,No,0,196.1,107,33.34,296.5,82,25.2,211.5,91,9.52,7.0,2,1.89,1,False +DE,89,408,No,No,0,197.1,110,33.51,165.9,115,14.1,227.3,106,10.23,12.8,3,3.46,1,False +NY,64,408,No,No,0,219.6,126,37.33,303.3,100,25.78,154.5,65,6.95,9.7,5,2.62,1,False +MT,126,415,No,Yes,30,153.4,90,26.08,151.4,97,12.87,153.8,97,6.92,12.8,4,3.46,4,True +IA,129,415,No,No,0,216.0,85,36.72,186.9,114,15.89,210.7,109,9.48,4.9,10,1.32,2,False +VT,128,510,No,Yes,32,222.9,136,37.89,262.0,80,22.27,191.4,101,8.61,10.8,4,2.92,0,False +LA,81,415,No,Yes,36,115.9,120,19.7,236.6,95,20.11,255.0,90,11.48,11.7,6,3.16,3,False +MT,114,510,No,No,0,189.8,101,32.27,147.7,80,12.55,172.7,121,7.77,10.6,5,2.86,1,False +NH,50,408,No,No,0,154.7,102,26.3,298.0,108,25.33,210.2,95,9.46,11.1,3,3.0,0,False +WV,86,415,No,No,0,136.4,104,23.19,202.5,110,17.21,230.7,86,10.38,11.5,1,3.11,3,False +ID,96,408,No,No,0,170.5,86,28.99,277.5,88,23.59,162.5,117,7.31,12.2,6,3.29,1,False +AZ,72,510,No,No,0,272.4,88,46.31,107.9,125,9.17,185.5,81,8.35,12.7,2,3.43,0,False +SC,64,510,No,Yes,40,210.0,116,35.7,232.7,89,19.78,168.8,94,7.6,5.9,4,1.59,8,False +WV,57,415,Yes,Yes,17,236.5,94,40.21,163.1,94,13.86,236.7,117,10.65,12.2,3,3.29,2,False +OH,65,510,No,No,0,153.9,117,26.16,220.1,122,18.71,280.5,147,12.62,8.5,3,2.3,2,False +MD,163,408,No,No,0,223.0,120,37.91,227.0,98,19.3,188.3,125,8.47,8.8,5,2.38,1,False +MD,136,415,No,No,0,252.4,74,42.91,167.9,81,14.27,248.3,110,11.17,10.7,3,2.89,2,False +MN,116,408,No,No,0,197.9,84,33.64,168.1,113,14.29,239.8,145,10.79,12.0,6,3.24,1,False +NE,93,408,No,No,0,152.4,74,25.91,274.6,88,23.34,252.2,120,11.35,6.6,5,1.78,3,False +MN,142,510,No,Yes,40,237.4,105,40.36,175.9,93,14.95,210.3,110,9.46,9.2,3,2.48,3,False +NY,92,408,No,No,0,265.6,82,45.15,180.7,75,15.36,211.1,113,9.5,8.6,2,2.32,1,False +HI,70,415,No,No,0,197.3,91,33.54,305.8,81,25.99,171.0,105,7.69,6.7,6,1.81,1,False +MO,22,408,No,Yes,14,199.1,100,33.85,221.8,103,18.85,65.7,91,2.96,4.2,1,1.13,1,False +NV,37,415,No,No,0,233.7,114,39.73,207.9,109,17.67,212.7,101,9.57,12.0,2,3.24,2,False +MA,51,415,No,No,0,183.1,99,31.13,160.1,107,13.61,311.8,121,14.03,7.0,3,1.89,1,False +NH,174,408,No,No,0,139.4,96,23.7,143.4,108,12.19,225.2,107,10.13,10.0,5,2.7,2,False +UT,68,415,No,No,0,213.9,112,36.36,260.5,100,22.14,233.8,97,10.52,8.4,3,2.27,1,True +FL,130,415,No,No,0,207.1,70,35.21,200.1,115,17.01,194.2,100,8.74,12.4,2,3.35,1,False +WA,104,415,No,No,0,139.7,78,23.75,202.6,119,17.22,203.6,102,9.16,11.3,5,3.05,2,False +CT,134,408,No,No,0,177.2,91,30.12,228.7,105,19.44,194.3,113,8.74,8.9,3,2.4,2,False +KY,108,415,No,Yes,35,169.8,136,28.87,173.7,101,14.76,214.6,105,9.66,9.5,7,2.57,2,False +NM,103,415,No,No,0,173.5,83,29.5,244.3,65,20.77,221.6,66,9.97,9.7,2,2.62,3,False +ND,62,510,No,No,0,159.9,100,27.18,172.2,99,14.64,263.2,109,11.84,5.6,4,1.51,1,False +NV,162,415,No,No,0,115.1,89,19.57,196.8,111,16.73,212.4,98,9.56,11.4,3,3.08,2,False +CA,93,510,No,Yes,19,136.8,113,23.26,179.5,105,15.26,71.1,95,3.2,12.5,3,3.38,2,False +ID,42,415,No,No,0,92.2,108,15.67,211.2,120,17.95,129.1,73,5.81,13.1,6,3.54,1,False +OK,155,415,No,Yes,23,243.9,112,41.46,133.0,106,11.31,213.7,123,9.62,13.4,11,3.62,2,False +IA,36,510,No,No,0,117.1,94,19.91,235.4,117,20.01,221.3,108,9.96,9.0,2,2.43,0,False +OH,143,415,No,No,0,223.3,99,37.96,167.1,128,14.2,203.0,84,9.14,4.5,4,1.22,0,True +NJ,197,510,No,No,0,154.8,111,26.32,171.5,102,14.58,227.3,86,10.23,10.6,2,2.86,3,False +IA,81,510,No,No,0,261.4,141,44.44,215.7,102,18.33,271.8,96,12.23,8.0,6,2.16,1,True +DE,138,510,Yes,No,0,46.5,104,7.91,186.0,114,15.81,167.5,95,7.54,9.6,4,2.59,4,True +CA,103,415,No,Yes,18,149.9,84,25.48,170.9,84,14.53,171.5,112,7.72,11.5,7,3.11,0,True +WY,127,510,Yes,No,0,242.2,102,41.17,226.1,80,19.22,252.0,96,11.34,13.9,5,3.75,2,True +OR,136,510,No,No,0,259.4,99,44.1,172.7,125,14.68,293.7,78,13.22,10.7,6,2.89,1,True +ME,99,415,No,No,0,222.4,102,37.81,185.8,89,15.79,237.7,81,10.7,12.0,8,3.24,2,False +AR,95,415,No,No,0,69.4,79,11.8,190.8,109,16.22,219.9,102,9.9,8.9,5,2.4,0,False +ME,118,408,Yes,Yes,21,156.5,122,26.61,209.2,125,17.78,158.7,81,7.14,11.1,3,3.0,4,True +WV,113,415,No,No,0,61.2,111,10.4,92.3,88,7.85,197.4,114,8.88,13.7,3,3.7,5,True +PA,128,408,Yes,No,0,245.2,112,41.68,101.5,101,8.63,152.3,116,6.85,10.7,5,2.89,0,False +HI,117,408,No,No,0,102.3,100,17.39,135.2,104,11.49,199.7,93,8.99,15.7,10,4.24,3,False +MT,48,415,No,Yes,36,230.9,92,39.25,167.6,121,14.25,270.0,87,12.15,7.6,4,2.05,3,False +DC,81,510,Yes,No,0,227.4,105,38.66,211.5,120,17.98,258.2,113,11.62,11.9,3,3.21,0,False +AR,57,510,No,No,0,192.8,68,32.78,158.0,86,13.43,235.5,105,10.6,12.7,6,3.43,1,False +MS,140,408,No,No,0,162.6,98,27.64,206.2,109,17.53,141.6,66,6.37,8.2,2,2.21,1,False +OH,107,510,No,Yes,38,219.4,92,37.3,180.5,73,15.34,104.1,91,4.68,11.0,1,2.97,2,False +MO,56,415,No,No,0,137.2,111,23.32,165.9,119,14.1,182.3,72,8.2,14.3,4,3.86,1,False +TX,159,415,No,No,0,87.7,103,14.91,278.2,97,23.65,170.6,93,7.68,10.5,10,2.84,1,False +MD,102,415,No,No,0,271.1,80,46.09,172.0,133,14.62,169.2,105,7.61,10.3,5,2.78,1,False +CT,107,408,No,No,0,103.4,94,17.58,189.3,125,16.09,227.2,125,10.22,14.4,3,3.89,1,False +SC,106,408,No,No,0,52.2,106,8.87,220.1,113,18.71,112.3,95,5.05,11.4,2,3.08,2,False +MI,225,415,No,No,0,165.4,106,28.12,273.7,109,23.26,210.0,93,9.45,8.7,3,2.35,0,True +SD,75,408,No,No,0,147.5,110,25.08,191.7,97,16.29,135.0,68,6.08,16.4,3,4.43,2,False +CO,86,415,No,No,0,217.8,93,37.03,214.7,95,18.25,228.7,70,10.29,11.3,7,3.05,0,False +ID,169,415,No,No,0,235.7,79,40.07,136.9,85,11.64,220.9,97,9.94,13.3,10,3.59,1,False +AZ,122,510,No,Yes,22,204.5,92,34.77,139.6,121,11.87,205.0,103,9.23,8.6,5,2.32,2,False +FL,106,408,No,No,0,178.4,143,30.33,247.0,123,21.0,259.9,105,11.7,9.6,2,2.59,0,False +MN,52,415,No,Yes,32,130.1,68,22.12,247.2,77,21.01,289.4,87,13.02,13.5,5,3.65,2,False +DE,79,415,No,Yes,34,103.7,100,17.63,236.3,78,20.09,256.6,102,11.55,14.8,4,4.0,2,False +MI,135,415,No,No,0,239.9,91,40.78,177.1,104,15.05,217.2,118,9.77,5.9,3,1.59,2,False +MS,70,408,No,No,0,148.4,110,25.23,267.1,90,22.7,151.5,101,6.82,8.9,4,2.4,0,False +MA,80,408,No,No,0,148.6,106,25.26,210.8,65,17.92,203.7,86,9.17,10.0,2,2.7,2,False +CA,37,415,No,No,0,191.1,69,32.49,129.2,113,10.98,207.5,117,9.34,12.9,1,3.48,0,False +MN,161,415,No,Yes,39,218.5,76,37.15,112.7,94,9.58,205.1,121,9.23,7.3,4,1.97,1,False +VT,137,510,No,No,0,97.5,95,16.58,195.8,82,16.64,288.8,78,13.0,0.0,0,0.0,1,False +CT,123,415,No,No,0,128.7,126,21.88,117.6,94,10.0,198.4,132,8.93,10.8,5,2.92,0,False +WV,80,415,No,Yes,38,236.6,69,40.22,197.5,68,16.79,209.5,102,9.43,9.5,10,2.57,2,False +WV,94,415,No,No,0,85.9,113,14.6,226.7,91,19.27,279.6,110,12.58,15.6,16,4.21,0,False +NE,105,415,No,Yes,27,141.2,96,24.0,167.7,94,14.25,274.4,101,12.35,11.4,2,3.08,1,False +NC,73,415,No,Yes,31,194.4,104,33.05,176.0,84,14.96,230.1,110,10.35,11.5,3,3.11,0,False +NE,112,415,No,No,0,167.6,100,28.49,154.5,90,13.13,281.4,107,12.66,17.3,3,4.67,2,False +IL,179,408,No,No,0,234.5,134,39.87,164.2,94,13.96,191.4,72,8.61,6.1,4,1.65,1,False +MA,57,510,No,No,0,154.2,78,26.21,196.7,85,16.72,253.5,97,11.41,10.1,9,2.73,1,False +AZ,127,415,No,Yes,14,143.2,99,24.34,169.9,91,14.44,221.6,77,9.97,11.6,1,3.13,1,False +SD,122,415,Yes,Yes,40,216.4,80,36.79,249.7,90,21.22,185.9,99,8.37,12.7,4,3.43,1,False +MT,33,510,No,Yes,35,161.9,85,27.52,151.2,82,12.85,191.0,131,8.59,8.5,2,2.3,1,False +VT,94,408,No,No,0,118.7,90,20.18,205.1,57,17.43,172.2,100,7.75,10.4,6,2.81,3,False +UT,100,408,No,No,0,179.1,123,30.45,196.6,132,16.71,186.7,116,8.4,10.2,10,2.75,1,False +HI,106,415,No,No,0,147.9,97,25.14,209.3,99,17.79,162.1,80,7.29,8.8,5,2.38,2,False +DC,148,415,No,Yes,38,209.2,110,35.56,116.6,73,9.91,109.6,105,4.93,16.5,4,4.46,2,False +WI,120,415,No,Yes,29,244.3,140,41.53,322.3,89,27.4,166.8,83,7.51,10.6,6,2.86,0,False +UT,91,415,No,Yes,34,175.3,96,29.8,262.3,122,22.3,143.9,76,6.48,5.6,11,1.51,1,False +WA,86,510,No,No,0,150.5,92,25.59,120.3,95,10.23,271.2,96,12.2,9.0,2,2.43,1,False +SD,78,415,No,Yes,25,197.4,73,33.56,295.7,113,25.13,211.7,73,9.53,13.2,2,3.56,0,False +MT,94,510,No,No,0,163.5,136,27.8,143.7,111,12.21,253.4,82,11.4,12.6,5,3.4,1,False +NJ,85,415,No,No,0,236.9,93,40.27,197.7,113,16.8,309.1,78,13.91,11.4,7,3.08,2,True +CT,89,415,No,No,0,82.3,77,13.99,167.2,80,14.21,194.7,70,8.76,7.2,4,1.94,1,False +VA,128,415,No,No,0,216.0,111,36.72,153.7,115,13.06,227.0,74,10.22,12.7,4,3.43,1,False +NC,115,415,Yes,No,0,180.0,119,30.6,198.8,126,16.9,217.1,70,9.77,12.4,3,3.35,1,False +AK,76,415,No,No,0,143.7,55,24.43,173.1,108,14.71,239.1,95,10.76,5.8,6,1.57,1,False +MD,75,415,No,Yes,39,198.2,107,33.69,280.4,132,23.83,129.6,73,5.83,11.3,7,3.05,1,False +IL,90,415,No,Yes,29,185.6,106,31.55,219.7,113,18.67,152.1,120,6.84,11.1,5,3.0,2,False +CT,30,408,No,No,0,137.6,108,23.39,162.0,80,13.77,187.7,126,8.45,5.8,10,1.57,3,False +KS,105,415,Yes,No,0,273.9,119,46.56,278.6,103,23.68,255.3,90,11.49,10.9,7,2.94,1,True +MA,102,415,No,Yes,31,125.3,92,21.3,141.2,108,12.0,168.2,68,7.57,6.3,2,1.7,3,False +NJ,83,415,No,No,0,178.8,102,30.4,167.9,84,14.27,178.9,65,8.05,8.6,4,2.32,3,False +AR,63,510,No,Yes,49,214.9,86,36.53,198.2,89,16.85,170.8,139,7.69,8.2,5,2.21,0,False +MS,155,408,No,No,0,163.0,93,27.71,203.9,102,17.33,159.0,109,7.15,15.1,4,4.08,2,False +ND,82,415,No,Yes,29,163.8,77,27.85,134.9,112,11.47,79.3,95,3.57,8.8,2,2.38,2,False +IN,87,510,No,No,0,189.5,113,32.22,204.9,100,17.42,221.7,93,9.98,13.4,3,3.62,1,False +MI,115,415,No,Yes,26,155.2,110,26.38,230.9,133,19.63,261.6,100,11.77,4.5,4,1.22,0,False +AR,99,510,Yes,No,0,242.3,102,41.19,350.9,102,29.83,163.1,93,7.34,11.3,3,3.05,0,True +VT,121,415,Yes,Yes,44,254.1,127,43.2,180.2,108,15.32,196.2,129,8.83,8.7,4,2.35,3,False +WV,54,510,No,Yes,33,112.0,90,19.04,208.0,112,17.68,150.3,83,6.76,11.3,4,3.05,2,False +ME,105,408,No,No,0,115.5,73,19.64,267.3,83,22.72,114.2,90,5.14,13.3,5,3.59,3,False +IA,73,415,No,No,0,137.1,102,23.31,210.8,114,17.92,191.4,120,8.61,11.1,4,3.0,1,False +CT,95,415,No,No,0,198.4,113,33.73,235.9,144,20.05,325.6,99,14.65,10.1,3,2.73,0,False +NM,21,415,No,Yes,19,132.7,94,22.56,204.6,101,17.39,154.7,78,6.96,12.9,7,3.48,3,False +OR,163,408,No,Yes,25,219.6,99,37.33,210.4,99,17.88,242.7,88,10.92,13.8,8,3.73,2,False +VT,57,415,No,No,0,169.6,96,28.83,234.7,112,19.95,285.4,83,12.84,11.2,4,3.02,0,False +RI,104,408,Yes,No,0,160.4,73,27.27,293.9,103,24.98,306.6,90,13.8,12.6,5,3.4,4,False +RI,83,415,No,Yes,20,95.0,89,16.15,167.9,92,14.27,200.6,79,9.03,11.2,2,3.02,0,False +NM,141,415,No,No,0,160.1,87,27.22,256.7,120,21.82,270.0,107,12.15,7.0,1,1.89,2,False +AL,95,415,No,No,0,194.6,114,33.08,232.8,106,19.79,173.4,92,7.8,3.8,2,1.03,3,False +MT,184,415,No,No,0,236.4,73,40.19,287.3,120,24.42,192.0,94,8.64,13.8,4,3.73,1,True +CT,74,408,No,No,0,157.1,95,26.71,213.1,36,18.11,280.4,77,12.62,7.6,3,2.05,2,False +TN,67,415,No,No,0,179.8,125,30.57,173.2,86,14.72,272.8,97,12.28,10.9,4,2.94,0,False +ID,104,415,Yes,No,0,148.2,108,25.19,161.8,113,13.75,259.3,103,11.67,11.0,4,2.97,0,False +TX,71,415,No,Yes,39,183.2,103,31.14,209.4,111,17.8,172.4,109,7.76,11.9,6,3.21,1,False +NH,149,415,No,No,0,119.2,88,20.26,168.3,110,14.31,204.7,119,9.21,12.2,6,3.29,4,True +ND,154,408,No,Yes,35,224.0,102,38.08,192.0,99,16.32,163.1,100,7.34,9.6,2,2.59,0,False +SC,138,510,No,Yes,21,19.5,149,3.32,140.9,109,11.98,179.7,111,8.09,7.9,1,2.13,0,False +KS,117,415,No,No,0,184.8,83,31.42,248.6,101,21.13,133.1,113,5.99,9.6,8,2.59,1,False +ME,130,408,No,No,0,176.3,140,29.97,201.0,104,17.09,161.9,123,7.29,11.3,5,3.05,1,False +RI,73,415,No,No,0,241.7,115,41.09,168.5,133,14.32,169.8,122,7.64,11.1,2,3.0,2,False +WI,100,510,No,Yes,38,224.7,121,38.2,294.0,131,24.99,290.0,61,13.05,9.8,6,2.65,0,False +NC,149,510,No,No,0,207.3,115,35.24,198.4,82,16.86,114.1,83,5.13,8.6,4,2.32,1,False +OH,29,408,No,No,0,196.8,81,33.46,168.0,110,14.28,132.6,98,5.97,12.7,7,3.43,2,False +WY,131,510,No,No,0,110.9,74,18.85,115.6,90,9.83,190.5,114,8.57,15.8,9,4.27,1,False +NJ,153,510,No,No,0,122.5,145,20.83,273.3,103,23.23,197.8,71,8.9,8.0,3,2.16,2,False +ND,84,510,No,No,0,226.9,144,38.57,201.6,122,17.14,130.2,121,5.86,13.2,5,3.56,2,False +WI,133,510,No,No,0,187.0,65,31.79,141.4,128,12.02,238.2,108,10.72,10.0,8,2.7,2,False +KY,112,415,No,No,0,170.5,113,28.99,193.2,129,16.42,188.0,91,8.46,11.2,6,3.02,0,False +NY,87,415,No,No,0,204.8,101,34.82,161.0,80,13.69,285.7,89,12.86,9.5,3,2.57,0,False +MO,72,415,No,No,0,165.9,114,28.2,235.9,97,20.05,210.1,120,9.45,12.0,5,3.24,2,False +AZ,66,510,No,No,0,154.0,133,26.18,198.9,121,16.91,151.9,100,6.84,9.5,3,2.57,4,True +MN,65,510,No,Yes,29,158.1,104,26.88,322.2,81,27.39,210.0,96,9.45,8.9,6,2.4,1,False +CO,74,415,No,No,0,225.2,93,38.28,215.1,120,18.28,241.8,95,10.88,9.1,2,2.46,2,False +MD,116,408,No,No,0,159.4,79,27.1,179.5,88,15.26,167.8,71,7.55,9.7,2,2.62,6,True +AR,68,510,No,No,0,172.7,95,29.36,139.1,90,11.82,174.3,99,7.84,11.7,1,3.16,2,False +TN,68,415,No,No,0,222.8,99,37.88,175.8,85,14.94,202.0,111,9.09,11.0,3,2.97,3,False +DE,54,415,Yes,No,0,214.1,77,36.4,240.5,94,20.44,188.9,75,8.5,10.1,3,2.73,1,False +TN,99,408,No,No,0,54.8,92,9.32,173.0,103,14.71,195.1,125,8.78,7.5,3,2.03,1,False +WI,107,408,No,No,0,134.0,104,22.78,174.5,94,14.83,311.1,79,14.0,7.3,3,1.97,3,False +WV,124,510,No,No,0,184.8,74,31.42,175.1,84,14.88,158.2,95,7.12,10.5,6,2.84,1,False +CT,95,415,No,Yes,36,283.1,112,48.13,286.2,86,24.33,261.7,129,11.78,11.3,3,3.05,3,False +MN,173,510,No,No,0,291.8,143,49.61,214.3,134,18.22,151.2,119,6.8,9.9,2,2.67,0,True +MO,110,408,No,No,0,222.7,94,37.86,105.8,98,8.99,214.8,78,9.67,13.5,4,3.65,1,False +VA,102,510,No,No,0,174.5,79,29.67,236.8,136,20.13,270.4,110,12.17,8.5,5,2.3,0,False +NH,130,408,No,No,0,68.4,86,11.63,193.3,110,16.43,171.5,139,7.72,10.4,4,2.81,0,False +OK,91,408,No,Yes,31,273.0,78,46.41,215.5,98,18.32,104.7,114,4.71,9.6,2,2.59,1,False +CT,64,415,Yes,No,0,225.3,134,38.3,108.2,87,9.2,139.6,132,6.28,17.3,9,4.67,1,True +TN,176,415,No,Yes,23,283.2,130,48.14,162.6,74,13.82,177.7,104,8.0,7.2,6,1.94,1,False +MD,93,510,Yes,No,0,131.4,78,22.34,219.7,106,18.67,155.7,103,7.01,11.1,2,3.0,1,True +WI,84,510,No,Yes,12,89.7,87,15.25,138.6,73,11.78,165.8,114,7.46,10.7,2,2.89,1,False +SD,138,510,No,No,0,127.1,102,21.61,247.7,106,21.05,207.7,75,9.35,5.0,3,1.35,3,False +ND,101,415,No,Yes,28,105.9,132,18.0,231.7,107,19.69,281.3,120,12.66,10.7,5,2.89,1,False +VA,136,408,No,No,0,142.3,79,24.19,158.0,113,13.43,177.5,75,7.99,6.0,11,1.62,2,False +UT,111,510,No,No,0,191.3,80,32.52,138.5,94,11.77,246.0,107,11.07,6.4,3,1.73,2,False +MA,132,408,No,Yes,36,201.9,93,34.32,156.3,75,13.29,131.3,92,5.91,13.7,5,3.7,0,False +SD,128,415,No,No,0,247.3,91,42.04,182.7,60,15.53,143.2,112,6.44,14.7,2,3.97,3,False +AL,92,408,No,Yes,38,242.2,96,41.17,159.7,144,13.57,210.0,108,9.45,8.9,1,2.4,1,False +AL,197,415,Yes,No,0,127.3,80,21.64,222.3,115,18.9,173.9,95,7.83,13.7,5,3.7,5,True +WV,191,408,No,No,0,162.0,104,27.54,241.2,120,20.5,210.4,83,9.47,10.9,7,2.94,1,False +SC,99,415,No,Yes,33,179.1,93,30.45,238.3,102,20.26,165.7,96,7.46,10.6,1,2.86,2,False +FL,106,415,No,Yes,31,197.4,125,33.56,123.4,110,10.49,115.6,101,5.2,12.3,4,3.32,3,False +KY,88,415,No,No,0,148.2,82,25.19,308.7,67,26.24,235.4,79,10.59,6.4,4,1.73,2,False +UT,78,415,No,No,0,193.1,85,32.83,172.1,105,14.63,129.6,119,5.83,10.2,1,2.75,0,False +NY,98,408,No,No,0,171.7,99,29.19,174.8,87,14.86,189.6,130,8.53,7.8,6,2.11,1,False +MS,17,408,No,Yes,35,198.5,123,33.75,270.6,74,23.0,209.9,130,9.45,8.1,10,2.19,1,False +NH,56,415,No,Yes,24,121.7,87,20.69,184.0,76,15.64,266.6,98,12.0,12.7,3,3.43,1,False +VA,84,415,No,No,0,130.2,105,22.13,278.0,60,23.63,305.4,74,13.74,14.0,6,3.78,2,False +VT,95,510,No,No,0,203.4,96,34.58,168.6,61,14.33,173.0,105,7.79,13.7,3,3.7,2,False +WY,16,415,No,No,0,174.7,83,29.7,280.8,122,23.87,171.7,80,7.73,10.5,8,2.84,5,False +NV,76,510,Yes,No,0,241.0,120,40.97,231.8,96,19.7,220.2,67,9.91,9.9,1,2.67,1,True +WV,93,415,No,No,0,141.7,95,24.09,221.0,100,18.79,227.1,71,10.22,10.2,3,2.75,0,False +WA,83,408,No,No,0,134.8,96,22.92,167.2,78,14.21,161.5,123,7.27,7.7,5,2.08,2,False +KS,123,415,No,No,0,163.1,119,27.73,249.4,51,21.2,168.2,77,7.57,9.0,10,2.43,1,False +VT,64,408,No,No,0,145.5,116,24.74,228.4,110,19.41,273.4,91,12.3,8.9,8,2.4,1,False +OK,82,510,No,No,0,329.8,73,56.07,208.3,120,17.71,267.1,102,12.02,10.6,6,2.86,0,True +GA,107,510,No,No,0,194.5,97,33.07,186.3,131,15.84,178.3,106,8.02,12.7,1,3.43,2,False +CO,110,510,No,No,0,131.9,93,22.42,272.7,106,23.18,192.8,105,8.68,7.1,4,1.92,1,False +AK,96,408,No,Yes,29,150.0,91,25.5,159.4,75,13.55,228.1,55,10.26,8.5,3,2.3,1,False +TN,47,415,No,Yes,30,196.6,93,33.42,241.4,140,20.52,226.0,118,10.17,12.9,4,3.48,2,False +KY,115,510,No,No,0,99.7,107,16.95,145.1,96,12.33,149.4,99,6.72,14.1,4,3.81,2,False +PA,69,415,No,No,0,143.6,88,24.41,141.8,86,12.05,194.0,83,8.73,10.8,5,2.92,3,False +CT,163,408,No,Yes,40,231.9,56,39.42,211.8,91,18.0,268.5,74,12.08,12.3,3,3.32,2,False +CT,90,415,No,No,0,37.8,80,6.43,155.3,105,13.2,175.0,111,7.88,14.2,5,3.83,3,False +MN,98,415,No,No,0,72.8,107,12.38,186.4,103,15.84,175.3,110,7.89,10.5,4,2.84,3,False +WY,90,408,No,Yes,39,94.8,89,16.12,219.1,91,18.62,197.4,65,8.88,11.4,5,3.08,1,False +PA,174,415,No,Yes,15,221.8,143,37.71,210.6,115,17.9,221.8,109,9.98,12.4,9,3.35,1,False +OR,95,415,No,No,0,269.0,120,45.73,233.7,120,19.86,179.3,61,8.07,7.3,4,1.97,2,True +PA,79,415,No,No,0,268.3,114,45.61,185.5,111,15.77,264.6,88,11.91,6.3,7,1.7,1,True +OK,123,415,No,Yes,27,198.7,127,33.78,249.0,105,21.17,173.2,124,7.79,12.5,5,3.38,1,False +VT,99,415,No,No,0,115.5,75,19.64,218.1,111,18.54,254.9,98,11.47,11.5,7,3.11,7,True +ID,114,415,No,No,0,202.1,100,34.36,195.7,102,16.63,291.8,120,13.13,13.3,5,3.59,2,False +PA,141,510,No,No,0,215.6,113,36.65,200.6,81,17.05,153.8,107,6.92,12.4,6,3.35,1,False +NM,132,408,No,No,0,169.9,107,28.88,209.4,121,17.8,206.1,79,9.27,11.5,2,3.11,1,False +FL,133,510,No,No,0,201.7,85,34.29,169.4,116,14.4,286.3,80,12.88,6.0,4,1.62,0,False +TX,133,408,No,No,0,221.1,133,37.59,160.2,140,13.62,161.8,84,7.28,8.4,3,2.27,4,False +VT,93,510,No,Yes,32,218.7,117,37.18,115.0,61,9.78,192.7,85,8.67,9.4,5,2.54,2,False +MA,34,415,No,No,0,293.7,89,49.93,272.5,71,23.16,178.2,76,8.02,11.0,10,2.97,2,True +OR,140,415,No,No,0,120.3,108,20.45,240.4,84,20.43,216.4,74,9.74,7.7,3,2.08,4,True +DE,96,415,No,Yes,26,175.8,96,29.89,206.6,84,17.56,178.0,105,8.01,11.1,2,3.0,2,False +FL,144,510,No,No,0,278.5,95,47.35,240.7,90,20.46,120.0,90,5.4,11.6,5,3.13,1,True +ID,24,408,No,Yes,29,236.3,105,40.17,190.8,114,16.22,129.0,105,5.81,7.2,2,1.94,3,False +MD,54,415,No,No,0,273.8,113,46.55,119.6,156,10.17,267.6,117,12.04,11.7,3,3.16,1,False +WV,50,408,No,No,0,131.1,129,22.29,160.5,94,13.64,206.9,88,9.31,5.6,9,1.51,5,True +ID,92,415,No,Yes,23,167.4,83,28.46,258.6,129,21.98,116.4,110,5.24,11.2,3,3.02,4,False +NV,96,408,No,No,0,197.7,68,33.61,250.5,53,21.29,181.2,67,8.15,10.5,3,2.84,3,False +OH,146,415,No,No,0,169.5,93,28.82,230.9,71,19.63,269.8,115,12.14,9.0,7,2.43,2,False +ID,138,415,Yes,Yes,17,225.2,116,38.28,173.4,88,14.74,145.8,99,6.56,11.7,4,3.16,0,False +SC,102,408,No,No,0,174.5,73,29.67,213.7,114,18.16,164.7,116,7.41,10.3,5,2.78,4,False +MO,76,510,No,No,0,129.7,84,22.05,177.5,80,15.09,228.9,87,10.3,7.5,3,2.03,5,True +NE,99,415,No,No,0,200.0,66,34.0,107.9,104,9.17,233.7,82,10.52,11.4,2,3.08,3,False +NC,83,510,No,Yes,36,95.9,87,16.3,261.6,105,22.24,228.6,109,10.29,13.3,4,3.59,0,False +ME,36,510,No,Yes,25,152.8,110,25.98,242.8,67,20.64,147.4,74,6.63,9.1,2,2.46,1,False +MI,70,510,No,No,0,129.9,102,22.08,208.7,133,17.74,231.4,93,10.41,14.3,3,3.86,1,False +AZ,109,415,Yes,No,0,268.4,85,45.63,150.6,131,12.8,297.9,84,13.41,9.7,8,2.62,2,True +AZ,100,415,No,No,0,188.5,152,32.05,148.3,115,12.61,179.8,88,8.09,15.2,5,4.1,2,False +HI,104,408,No,No,0,170.6,97,29.0,162.1,111,13.78,210.7,131,9.48,6.1,1,1.65,1,False +NJ,106,415,No,No,0,191.4,124,32.54,200.7,116,17.06,230.1,76,10.35,8.2,3,2.21,1,False +MS,84,510,No,No,0,75.3,96,12.8,179.9,113,15.29,193.8,134,8.72,12.3,1,3.32,1,False +MA,80,510,No,No,0,149.8,123,25.47,276.3,75,23.49,241.4,75,10.86,10.9,7,2.94,2,False +SC,100,510,No,No,0,115.9,87,19.7,111.3,56,9.46,170.2,77,7.66,7.1,4,1.92,1,False +MN,99,408,No,No,0,128.8,86,21.9,203.9,105,17.33,282.6,131,12.72,14.1,4,3.81,2,False +WV,50,510,No,No,0,131.7,108,22.39,216.5,103,18.4,196.1,126,8.82,11.0,5,2.97,1,False +MS,105,415,No,No,0,101.4,48,17.24,159.1,119,13.52,259.2,53,11.66,12.2,2,3.29,1,False +VA,113,415,No,Yes,23,149.0,104,25.33,235.8,67,20.04,201.8,76,9.08,9.5,5,2.57,4,False +MS,111,415,No,Yes,36,96.8,123,16.46,170.6,105,14.5,166.0,85,7.47,13.4,4,3.62,2,False +NM,161,408,No,No,0,107.5,121,18.28,256.4,46,21.79,247.2,131,11.12,12.6,3,3.4,2,False +TX,70,415,No,No,0,232.8,95,39.58,303.4,111,25.79,255.6,104,11.5,12.9,7,3.48,0,True +HI,97,415,No,Yes,43,121.1,105,20.59,260.2,115,22.12,222.4,100,10.01,8.3,5,2.24,3,False +WA,130,510,No,No,0,124.3,70,21.13,270.7,99,23.01,239.5,83,10.78,3.5,6,0.95,0,False +WI,92,415,No,No,0,157.7,101,26.81,298.6,100,25.38,216.9,99,9.76,13.8,3,3.73,1,False +CO,119,408,No,No,0,124.3,68,21.13,207.1,88,17.6,157.4,93,7.08,14.8,1,4.0,0,False +NV,115,415,No,No,0,286.4,125,48.69,205.7,74,17.48,191.4,141,8.61,6.9,6,1.86,1,True +RI,134,415,No,No,0,141.7,95,24.09,205.6,101,17.48,218.5,60,9.83,8.8,6,2.38,0,False +VA,127,408,No,Yes,25,173.0,91,29.41,245.8,64,20.89,300.0,99,13.5,4.8,3,1.3,0,False +NJ,80,415,No,No,0,268.7,120,45.68,301.0,147,25.59,167.0,140,7.52,5.8,1,1.57,2,True +ND,153,415,No,Yes,31,218.5,130,37.15,134.2,103,11.41,118.9,105,5.35,9.4,6,2.54,0,False +MN,85,415,No,No,0,255.3,114,43.4,194.6,83,16.54,276.6,78,12.45,3.7,5,1.0,3,False +HI,79,415,No,No,0,41.9,124,7.12,211.0,95,17.94,237.9,55,10.71,11.4,5,3.08,1,False +ND,35,415,No,No,0,260.8,87,44.34,258.1,78,21.94,131.3,123,5.91,5.8,2,1.57,1,False +WI,120,408,No,Yes,26,239.4,94,40.7,259.4,88,22.05,238.0,132,10.71,7.7,3,2.08,0,False +MN,68,510,No,No,0,226.7,94,38.54,168.4,129,14.31,188.7,117,8.49,10.2,1,2.75,0,False +DC,60,408,No,No,0,179.3,147,30.48,208.9,89,17.76,248.2,98,11.17,13.5,6,3.65,1,True +KS,120,510,No,No,0,158.0,110,26.86,197.0,103,16.75,154.9,132,6.97,10.0,5,2.7,1,False +MT,71,510,No,Yes,23,175.7,82,29.87,258.9,136,22.01,268.4,154,12.08,14.1,7,3.81,1,False +WV,124,415,No,No,0,157.4,107,26.76,167.8,112,14.26,188.8,102,8.5,8.8,3,2.38,3,False +ME,23,510,No,No,0,113.1,74,19.23,168.8,95,14.35,262.9,126,11.83,6.9,2,1.86,1,True +WY,225,415,No,No,0,182.7,142,31.06,246.5,63,20.95,218.0,103,9.81,8.8,2,2.38,1,False +NY,181,415,Yes,No,0,161.3,83,27.42,124.4,83,10.57,262.0,98,11.79,14.1,3,3.81,0,True +VT,63,415,No,No,0,142.5,92,24.23,208.3,102,17.71,228.9,120,10.3,7.5,2,2.03,2,False +NC,54,415,Yes,No,0,190.5,108,32.39,259.7,108,22.07,141.5,111,6.37,9.7,2,2.62,2,True +MO,80,408,Yes,Yes,15,159.3,110,27.08,170.6,120,14.5,141.2,82,6.35,11.9,5,3.21,1,False +NC,118,408,Yes,Yes,39,153.8,106,26.15,123.3,111,10.48,117.8,103,5.3,9.2,6,2.48,1,False +NJ,42,408,Yes,No,0,180.7,127,30.72,174.6,94,14.84,165.3,114,7.44,12.0,6,3.24,2,False +OH,134,408,No,No,0,202.7,105,34.46,224.9,90,19.12,253.9,108,11.43,12.1,7,3.27,0,False +TX,66,415,No,Yes,35,190.8,100,32.44,261.3,93,22.21,209.5,108,9.43,8.9,6,2.4,0,False +WA,66,415,No,No,0,205.1,102,34.87,232.7,109,19.78,259.9,95,11.7,9.2,6,2.48,2,False +TN,127,415,No,Yes,28,235.6,124,40.05,236.8,113,20.13,241.2,127,10.85,7.7,2,2.08,1,False +HI,146,510,No,No,0,189.3,77,32.18,155.9,128,13.25,186.0,83,8.37,7.4,3,2.0,0,False +WY,93,408,No,Yes,42,166.9,101,28.37,273.2,84,23.22,171.0,106,7.69,11.5,1,3.11,1,False +CT,77,415,No,No,0,245.2,87,41.68,254.1,83,21.6,239.4,91,10.77,7.5,4,2.03,0,True +NM,111,415,No,No,0,132.6,125,22.54,221.1,67,18.79,127.9,101,5.76,12.7,2,3.43,4,True +NJ,125,415,No,No,0,182.3,64,30.99,139.8,121,11.88,171.6,96,7.72,11.6,7,3.13,2,False +AL,115,510,No,Yes,14,192.3,86,32.69,88.7,90,7.54,229.4,120,10.32,10.5,3,2.84,2,False +MN,115,510,Yes,No,0,122.0,110,20.74,220.2,100,18.72,179.7,124,8.09,10.8,2,2.92,2,True +NC,114,408,No,No,0,193.0,101,32.81,250.0,81,21.25,133.3,79,6.0,9.6,2,2.59,2,False +OH,106,415,No,No,0,158.6,112,26.96,220.0,114,18.7,252.9,106,11.38,9.1,3,2.46,0,False +ND,118,415,No,Yes,39,91.5,125,15.56,219.9,113,18.69,229.0,99,10.31,12.7,8,3.43,2,False +CO,59,510,No,No,0,153.6,92,26.11,205.5,88,17.47,114.5,89,5.15,12.5,10,3.38,1,False +ND,87,415,Yes,Yes,40,221.6,79,37.67,157.1,74,13.35,222.4,124,10.01,11.5,3,3.11,1,False +NY,21,415,No,No,0,244.7,81,41.6,168.0,117,14.28,281.5,87,12.67,6.6,1,1.78,1,False +WI,142,408,No,Yes,24,239.8,103,40.77,285.9,65,24.3,256.7,106,11.55,9.5,4,2.57,0,False +WY,62,415,No,No,0,172.4,132,29.31,230.5,100,19.59,228.2,109,10.27,11.0,5,2.97,0,False +OR,149,415,No,No,0,242.5,83,41.23,245.4,97,20.86,219.6,80,9.88,10.0,3,2.7,3,True +CO,54,510,No,Yes,39,117.6,82,19.99,159.2,60,13.53,236.4,113,10.64,11.3,10,3.05,2,False +LA,112,510,No,No,0,174.5,127,29.67,259.3,71,22.04,170.5,120,7.67,11.3,7,3.05,1,False +AL,68,510,No,No,0,157.3,83,26.74,220.9,85,18.78,218.9,129,9.85,12.0,7,3.24,1,False +TX,201,415,No,Yes,21,192.0,97,32.64,239.1,81,20.32,116.1,125,5.22,15.1,3,4.08,1,False +PA,88,510,No,No,0,218.2,76,37.09,169.3,60,14.39,141.1,99,6.35,8.0,1,2.16,1,False +IL,85,415,No,Yes,29,144.6,97,24.58,140.0,102,11.9,165.4,148,7.44,10.9,3,2.94,1,False +DE,51,415,Yes,No,0,153.6,108,26.11,232.9,85,19.8,214.2,92,9.64,14.1,4,3.81,0,True +MO,45,510,No,Yes,29,135.8,104,23.09,222.5,101,18.91,235.6,92,10.6,7.9,6,2.13,2,False +AR,116,510,No,No,0,160.7,69,27.32,146.8,106,12.48,287.8,144,12.95,8.2,5,2.21,0,False +OH,146,408,No,Yes,31,202.5,91,34.43,241.4,108,20.52,169.6,77,7.63,7.8,2,2.11,1,False +WI,63,510,No,Yes,34,152.2,119,25.87,227.1,91,19.3,195.7,103,8.81,12.3,5,3.32,1,False +GA,133,510,No,No,0,227.4,90,38.66,73.2,135,6.22,114.3,99,5.14,4.7,7,1.27,0,False +KY,125,408,No,No,0,191.6,115,32.57,205.6,108,17.48,210.2,123,9.46,9.2,3,2.48,2,False +OH,72,510,No,No,0,138.9,111,23.61,211.6,102,17.99,179.5,91,8.08,10.8,3,2.92,1,False +TN,130,408,No,No,0,127.0,102,21.59,206.9,107,17.59,231.7,99,10.43,6.1,6,1.65,0,False +SD,97,415,No,No,0,168.6,87,28.66,259.2,105,22.03,279.8,123,12.59,7.3,4,1.97,1,False +NY,54,415,No,No,0,286.6,73,48.72,223.2,108,18.97,203.7,107,9.17,11.5,5,3.11,1,True +GA,160,415,No,Yes,29,164.6,121,27.98,262.8,108,22.34,123.8,131,5.57,15.2,4,4.1,1,False +TX,79,415,No,No,0,144.0,90,24.48,135.8,91,11.54,212.4,129,9.56,13.0,4,3.51,1,False +WV,92,415,No,Yes,47,141.6,95,24.07,207.9,130,17.67,203.6,95,9.16,10.2,11,2.75,0,False +MI,59,415,No,No,0,204.3,65,34.73,247.3,123,21.02,214.7,94,9.66,12.0,4,3.24,1,False +ND,132,510,No,No,0,163.2,80,27.74,167.6,90,14.25,87.5,90,3.94,6.2,10,1.67,1,False +NE,21,510,No,No,0,225.0,110,38.25,244.2,111,20.76,221.2,93,9.95,10.7,4,2.89,0,False +SD,93,415,No,No,0,176.1,103,29.94,199.7,130,16.97,263.9,96,11.88,8.5,6,2.3,2,False +NJ,147,415,No,Yes,36,254.2,78,43.21,228.1,105,19.39,98.0,125,4.41,13.8,7,3.73,5,False +AK,101,510,No,No,0,174.9,105,29.73,262.0,75,22.27,210.0,93,9.45,8.5,5,2.3,1,False +CT,125,415,Yes,No,0,187.3,118,31.84,160.7,111,13.66,263.8,112,11.87,9.6,2,2.59,0,True +CO,63,415,No,No,0,211.8,84,36.01,230.9,137,19.63,217.1,99,9.77,10.7,9,2.89,3,False +MD,107,415,No,No,0,241.9,102,41.12,126.9,117,10.79,185.6,92,8.35,11.7,6,3.16,0,False +ND,110,408,No,No,0,196.1,103,33.34,199.7,123,16.97,135.9,71,6.12,12.9,1,3.48,3,False +NH,83,415,No,No,0,231.3,100,39.32,210.4,84,17.88,217.4,106,9.78,12.4,2,3.35,3,False +MN,117,408,No,No,0,161.6,104,27.47,196.3,119,16.69,294.8,111,13.27,13.8,2,3.73,1,False +KY,124,415,No,No,0,194.0,103,32.98,241.0,116,20.49,227.5,153,10.24,11.9,5,3.21,0,False +NH,115,510,No,No,0,109.7,148,18.65,223.8,87,19.02,240.3,96,10.81,15.4,8,4.16,3,False +CO,156,408,Yes,No,0,277.0,119,47.09,238.3,106,20.26,94.4,96,4.25,8.3,3,2.24,1,False +KY,89,408,No,No,0,192.1,83,32.66,163.6,88,13.91,169.7,138,7.64,6.1,3,1.65,0,False +KY,72,415,No,No,0,198.4,147,33.73,216.9,121,18.44,112.8,125,5.08,13.1,4,3.54,0,False +IN,101,415,No,Yes,42,209.2,82,35.56,159.7,74,13.57,181.6,100,8.17,9.5,3,2.57,0,False +OR,53,415,No,No,0,184.8,98,31.42,216.4,125,18.39,141.1,116,6.35,18.4,3,4.97,2,False +SD,116,408,No,No,0,167.8,119,28.53,142.0,123,12.07,190.7,128,8.58,7.3,4,1.97,2,False +DE,78,408,No,No,0,139.2,140,23.66,191.4,113,16.27,286.5,125,12.89,11.8,3,3.19,3,False +OR,117,415,No,Yes,17,221.3,82,37.62,167.6,100,14.25,262.7,87,11.82,4.4,4,1.19,0,False +NE,56,510,No,No,0,121.6,84,20.67,165.3,115,14.05,243.9,95,10.98,8.9,2,2.4,1,False +OH,123,408,No,Yes,39,270.4,99,45.97,245.1,110,20.83,108.9,113,4.9,15.4,7,4.16,1,False +OH,127,408,No,No,0,139.6,94,23.73,240.9,112,20.48,127.1,88,5.72,8.8,4,2.38,2,False +AR,116,415,No,Yes,23,253.0,78,43.01,138.9,121,11.81,277.8,104,12.5,11.8,3,3.19,2,False +KS,138,510,No,Yes,26,183.9,83,31.26,240.7,93,20.46,185.7,125,8.36,15.0,3,4.05,1,False +TX,120,415,No,No,0,203.3,108,34.56,259.9,66,22.09,115.9,103,5.22,7.8,2,2.11,3,False +WI,102,408,No,No,0,200.6,106,34.1,152.5,127,12.96,199.4,128,8.97,7.7,2,2.08,3,False +OR,95,415,No,No,0,167.6,96,28.49,176.0,89,14.96,250.9,113,11.29,13.4,6,3.62,2,False +VA,102,408,No,No,0,156.5,67,26.61,204.3,103,17.37,141.9,72,6.39,9.9,2,2.67,2,False +AR,89,415,No,Yes,25,215.1,140,36.57,197.4,69,16.78,162.1,117,7.29,10.6,10,2.86,1,False +CT,50,408,No,No,0,301.7,82,51.29,167.1,118,14.2,72.2,89,3.25,10.5,6,2.84,1,False +OH,93,415,No,Yes,42,152.3,90,25.89,267.5,102,22.74,266.9,130,12.01,11.3,5,3.05,7,False +WY,68,510,No,No,0,195.4,116,33.22,212.1,101,18.03,138.4,134,6.23,15.1,11,4.08,1,False +IL,70,408,No,No,0,208.7,97,35.48,275.5,83,23.42,182.5,122,8.21,8.0,3,2.16,2,False +MO,138,415,No,Yes,29,190.1,87,32.32,223.2,123,18.97,256.2,130,11.53,14.2,6,3.83,0,False +DC,141,415,No,Yes,37,185.4,87,31.52,178.5,128,15.17,218.3,107,9.82,8.0,3,2.16,4,False +MA,112,415,No,Yes,17,183.2,95,31.14,252.8,125,21.49,156.7,95,7.05,9.7,3,2.62,0,False +NH,117,510,Yes,No,0,54.2,100,9.21,303.2,84,25.77,171.8,84,7.73,8.6,2,2.32,1,True +IA,1,408,No,Yes,26,208.0,115,35.36,185.0,113,15.73,177.7,144,8.0,8.1,9,2.19,1,False +AL,70,415,No,No,0,230.3,110,39.15,77.9,87,6.62,247.1,105,11.12,13.2,4,3.56,1,False +OR,87,510,No,Yes,22,240.8,102,40.94,75.9,106,6.45,224.6,115,10.11,7.1,3,1.92,2,False +WV,52,510,No,Yes,21,195.7,119,33.27,106.2,95,9.03,157.4,94,7.08,5.3,3,1.43,2,False +WA,97,408,No,No,0,276.1,82,46.94,201.1,106,17.09,231.3,73,10.41,8.9,4,2.4,0,True +NV,105,408,No,No,0,166.1,93,28.24,175.9,106,14.95,243.5,55,10.96,16.2,3,4.37,2,False +SC,77,510,No,Yes,28,135.9,117,23.1,244.5,102,20.78,207.5,74,9.34,11.5,3,3.11,4,True +NC,80,415,Yes,No,0,189.1,122,32.15,223.2,92,18.97,269.0,116,12.11,13.9,3,3.75,2,True +NH,120,510,No,Yes,43,177.9,117,30.24,175.1,70,14.88,161.3,117,7.26,11.5,4,3.11,1,False +WY,54,408,No,Yes,39,143.9,73,24.46,210.3,117,17.88,129.2,117,5.81,12.5,8,3.38,2,False +FL,148,510,Yes,No,0,148.2,138,25.19,159.6,123,13.57,197.4,62,8.88,8.6,3,2.32,2,False +PA,119,408,No,No,0,287.1,115,48.81,159.3,99,13.54,216.8,86,9.76,13.9,1,3.75,2,True +NC,162,408,No,Yes,26,179.7,144,30.55,218.1,129,18.54,212.3,105,9.55,9.3,8,2.51,1,True +MO,85,510,No,No,0,165.8,96,28.19,190.0,141,16.15,144.0,116,6.48,10.9,3,2.94,5,True +KS,101,510,No,Yes,25,144.1,144,24.5,167.6,105,14.25,240.0,107,10.8,14.5,3,3.92,1,False +KY,172,415,No,No,0,172.5,85,29.33,253.1,71,21.51,221.6,113,9.97,5.9,6,1.59,0,False +DE,80,415,No,No,0,199.8,138,33.97,167.1,91,14.2,271.8,94,12.23,5.5,4,1.49,1,False +WI,67,510,No,No,0,109.1,134,18.55,142.3,76,12.1,91.2,86,4.1,10.9,5,2.94,2,False +CO,86,408,No,No,0,171.8,106,29.21,301.7,44,25.64,139.4,108,6.27,9.7,5,2.62,1,False +NM,107,415,No,No,0,222.3,101,37.79,286.0,111,24.31,249.4,117,11.22,12.1,4,3.27,1,True +DE,133,510,No,No,0,245.8,102,41.79,264.7,90,22.5,111.7,103,5.03,11.2,7,3.02,0,False +IL,116,510,No,No,0,164.6,110,27.98,270.6,103,23.0,230.4,109,10.37,8.0,3,2.16,0,False +WA,63,408,No,No,0,211.7,107,35.99,271.7,77,23.09,203.3,108,9.15,7.4,7,2.0,0,False +MA,119,408,Yes,Yes,16,147.2,103,25.02,160.1,96,13.61,184.0,120,8.28,7.7,2,2.08,0,True +OH,133,408,Yes,No,0,254.7,103,43.3,252.2,80,21.44,178.1,103,8.01,8.0,3,2.16,0,True +TN,94,408,Yes,No,0,170.1,113,28.92,271.8,94,23.1,110.7,78,4.98,8.7,4,2.35,1,False +MA,69,510,No,No,0,195.1,91,33.17,261.5,57,22.23,203.8,90,9.17,11.4,5,3.08,0,False +MI,146,408,No,No,0,149.3,83,25.38,187.1,130,15.9,149.8,100,6.74,7.9,4,2.13,7,True +TX,119,510,No,No,0,81.9,75,13.92,253.8,114,21.57,213.1,125,9.59,8.9,1,2.4,2,True +NH,142,408,Yes,Yes,25,191.1,109,32.49,149.6,120,12.72,227.8,60,10.25,9.8,3,2.65,0,False +MD,123,408,No,No,0,206.9,115,35.17,224.4,86,19.07,197.4,60,8.88,8.3,2,2.24,3,False +MS,101,408,No,No,0,239.0,156,40.63,273.0,106,23.21,278.2,93,12.52,13.5,8,3.65,1,True +AZ,43,415,No,No,0,179.3,97,30.48,252.7,126,21.48,227.5,114,10.24,8.0,5,2.16,0,False +IN,69,408,No,No,0,185.3,91,31.5,219.1,88,18.62,243.6,107,10.96,5.5,5,1.49,0,False +NY,15,510,Yes,No,0,141.4,80,24.04,123.9,76,10.53,323.5,88,14.56,8.1,3,2.19,2,False +WI,107,510,No,Yes,25,248.6,91,42.26,119.3,115,10.14,194.3,83,8.74,12.0,1,3.24,1,False +WV,67,510,No,No,0,152.5,131,25.93,252.4,107,21.45,185.4,104,8.34,4.9,3,1.32,2,False +NY,99,415,No,No,0,145.6,102,24.75,230.9,87,19.63,181.5,86,8.17,11.4,7,3.08,1,False +OK,46,415,No,No,0,164.2,116,27.91,196.2,153,16.68,236.1,119,10.62,8.1,1,2.19,1,False +NC,55,408,Yes,No,0,221.0,115,37.57,165.4,97,14.06,235.4,117,10.59,9.7,4,2.62,1,False +KY,39,415,No,No,0,295.4,126,50.22,232.1,117,19.73,204.4,123,9.2,11.5,2,3.11,1,True +TX,92,510,No,No,0,139.8,98,23.77,174.9,143,14.87,201.6,135,9.07,9.4,7,2.54,2,False +CT,56,415,No,No,0,162.3,99,27.59,149.1,78,12.67,255.5,115,11.5,14.8,1,4.0,4,True +NE,76,415,No,No,0,272.7,97,46.36,236.4,95,20.09,235.5,105,10.6,7.7,2,2.08,0,True +HI,132,408,Yes,Yes,33,200.3,75,34.05,226.6,67,19.26,198.8,91,8.95,12.9,3,3.48,2,False +SC,140,510,No,Yes,28,157.1,77,26.71,172.4,97,14.65,184.5,94,8.3,11.1,9,3.0,1,False +AK,51,510,Yes,Yes,12,135.8,60,23.09,200.6,134,17.05,192.4,98,8.66,12.3,7,3.32,2,False +SD,27,408,No,No,0,236.7,110,40.24,231.9,92,19.71,164.7,85,7.41,12.7,6,3.43,1,False +ID,224,510,No,No,0,111.4,133,18.94,175.0,66,14.88,217.2,106,9.77,5.5,6,1.49,3,False +OK,105,510,Yes,Yes,28,156.1,89,26.54,107.1,114,9.1,167.7,95,7.55,14.7,3,3.97,0,True +WA,117,408,No,No,0,191.1,93,32.49,282.8,56,24.04,84.8,118,3.82,12.0,4,3.24,2,False +SD,91,415,No,No,0,153.0,123,26.01,141.1,127,11.99,171.5,76,7.72,10.3,15,2.78,1,True +OH,135,415,No,No,0,218.8,123,37.2,242.8,64,20.64,85.8,80,3.86,10.3,3,2.78,4,False +VA,146,415,No,No,0,205.4,101,34.92,134.9,77,11.47,310.5,83,13.97,10.3,2,2.78,3,False +WI,147,415,Yes,No,0,225.2,111,38.28,184.9,98,15.72,143.2,146,6.44,9.9,1,2.67,0,True +IN,68,510,No,No,0,249.9,127,42.48,254.5,118,21.63,273.2,98,12.29,8.9,6,2.4,2,True +NM,68,408,No,No,0,131.6,89,22.37,137.0,109,11.65,256.3,107,11.53,10.2,5,2.75,3,False +HI,86,408,No,Yes,21,197.9,99,33.64,165.6,100,14.08,208.0,120,9.36,10.1,9,2.73,0,False +KY,131,415,No,No,0,166.5,129,28.31,210.2,107,17.87,257.2,93,11.57,9.9,5,2.67,1,False +OH,86,415,No,Yes,29,225.4,79,38.32,187.1,112,15.9,281.1,112,12.65,12.9,3,3.48,1,False +VT,159,415,No,No,0,275.8,103,46.89,189.5,108,16.11,223.9,93,10.08,7.4,5,2.0,2,True +AZ,134,415,No,Yes,40,142.9,105,24.29,88.6,61,7.53,290.0,96,13.05,10.8,6,2.92,1,False +VT,113,510,No,No,0,207.2,113,35.22,256.0,80,21.76,211.0,87,9.49,9.9,1,2.67,1,False +MO,132,408,No,No,0,206.2,100,35.05,211.2,118,17.95,196.2,122,8.83,10.2,6,2.75,1,False +AL,85,415,No,No,0,210.3,66,35.75,195.8,76,16.64,221.6,82,9.97,11.2,7,3.02,1,False +NJ,93,510,Yes,Yes,38,225.7,117,38.37,119.6,122,10.17,193.2,125,8.69,14.0,7,3.78,1,True +WA,174,408,No,Yes,33,167.8,91,28.53,205.3,91,17.45,130.0,132,5.85,14.5,4,3.92,4,True +NY,61,415,No,No,0,197.7,118,33.61,152.2,96,12.94,221.0,93,9.95,7.0,3,1.89,2,False +DC,91,415,No,Yes,39,169.8,105,28.87,65.2,116,5.54,144.4,92,6.5,10.9,4,2.94,1,False +NE,88,408,No,Yes,28,190.6,104,32.4,237.3,105,20.17,211.6,116,9.52,9.8,1,2.65,2,False +MA,88,408,No,Yes,45,80.3,140,13.65,153.3,101,13.03,309.2,123,13.91,12.8,3,3.46,2,False +VT,195,415,No,Yes,36,231.7,110,39.39,225.1,88,19.13,201.7,89,9.08,12.1,2,3.27,0,False +NM,182,415,No,No,0,69.1,114,11.75,230.3,109,19.58,256.7,96,11.55,6.5,4,1.76,0,False +CO,118,408,No,No,0,188.8,60,32.1,217.4,64,18.48,220.1,100,9.9,8.2,7,2.21,4,False +NH,103,408,No,No,0,150.6,125,25.6,169.1,126,14.37,221.2,104,9.95,10.4,8,2.81,8,True +IL,65,510,No,No,0,192.0,89,32.64,139.5,88,11.86,187.4,102,8.43,5.5,4,1.49,2,False +UT,61,408,No,Yes,25,163.7,78,27.83,113.2,112,9.62,134.1,118,6.03,9.9,3,2.67,3,False +WV,172,415,No,No,0,211.7,100,35.99,198.7,101,16.89,301.7,136,13.58,6.5,9,1.76,1,False +NJ,72,415,No,No,0,175.5,103,29.84,132.3,120,11.25,242.9,96,10.93,11.8,3,3.19,1,False +NM,113,510,No,No,0,150.1,120,25.52,200.1,85,17.01,266.7,105,12.0,11.0,3,2.97,2,False +ND,177,408,No,No,0,189.5,99,32.22,176.3,117,14.99,225.9,112,10.17,14.2,2,3.83,1,False +WA,100,408,No,No,0,70.8,94,12.04,215.6,102,18.33,230.8,125,10.39,9.5,1,2.57,6,True +NM,67,415,No,No,0,215.5,102,36.64,190.7,95,16.21,214.5,106,9.65,8.6,6,2.32,1,False +DE,136,415,No,No,0,101.7,105,17.29,202.8,99,17.24,136.2,119,6.13,9.4,6,2.54,3,False +GA,71,415,No,No,0,258.4,132,43.93,126.8,119,10.78,182.4,87,8.21,9.7,8,2.62,4,False +HI,134,408,No,No,0,242.4,126,41.21,152.9,115,13.0,318.3,115,14.32,11.8,6,3.19,1,False +CT,124,415,No,No,0,131.8,82,22.41,284.3,119,24.17,305.5,101,13.75,11.3,2,3.05,1,False +NJ,84,415,No,No,0,190.2,102,32.33,197.7,141,16.8,247.5,102,11.14,9.8,6,2.65,2,False +ME,39,408,No,No,0,154.1,104,26.2,204.2,112,17.36,196.2,92,8.83,9.8,4,2.65,2,False +OK,110,510,No,No,0,188.0,127,31.96,90.5,118,7.69,150.3,64,6.76,15.3,3,4.13,3,False +TN,102,510,No,No,0,103.1,70,17.53,275.0,129,23.38,141.1,92,6.35,11.2,5,3.02,1,False +WY,70,415,No,No,0,175.4,130,29.82,159.5,130,13.56,260.6,96,11.73,11.6,4,3.13,0,False +NY,142,415,No,No,0,145.4,93,24.72,209.1,98,17.77,214.0,96,9.63,10.9,1,2.94,1,False +DE,81,510,Yes,No,0,250.6,85,42.6,187.9,50,15.97,120.3,131,5.41,7.8,5,2.11,1,False +RI,17,415,No,No,0,161.5,123,27.46,214.2,81,18.21,315.0,106,14.18,8.6,5,2.32,1,False +PA,119,408,No,No,0,260.1,101,44.22,256.5,68,21.8,229.1,89,10.31,10.0,2,2.7,1,True +HI,105,415,No,No,0,281.3,124,47.82,301.5,96,25.63,202.8,109,9.13,8.7,3,2.35,0,True +MD,108,415,Yes,Yes,42,130.1,90,22.12,167.0,128,14.2,244.7,80,11.01,13.6,5,3.67,3,True +VA,90,415,No,No,0,102.0,118,17.34,113.3,134,9.63,188.6,105,8.49,11.4,3,3.08,2,False +IN,100,415,No,Yes,33,218.7,104,37.18,155.0,144,13.18,99.0,117,4.46,12.1,4,3.27,1,False +OR,155,408,No,Yes,30,128.5,86,21.85,188.4,91,16.01,254.4,85,11.45,6.8,6,1.84,1,False +AZ,113,510,No,No,0,128.7,100,21.88,227.1,67,19.3,178.1,135,8.01,9.2,4,2.48,2,True +WI,123,415,No,No,0,172.2,92,29.27,162.6,76,13.82,250.3,101,11.26,8.7,4,2.35,1,False +VA,145,408,No,No,0,199.2,124,33.86,126.0,86,10.71,289.2,135,13.01,7.6,3,2.05,1,False +MO,42,415,No,No,0,184.5,98,31.37,200.5,93,17.04,279.2,91,12.56,8.8,3,2.38,2,False +NV,125,510,No,No,0,168.6,99,28.66,175.6,107,14.93,243.3,92,10.95,10.9,7,2.94,0,False +HI,131,415,No,Yes,30,174.0,118,29.58,205.3,81,17.45,218.2,90,9.82,6.7,3,1.81,1,False +WA,107,415,No,No,0,230.4,65,39.17,257.4,80,21.88,107.3,88,4.83,8.5,3,2.3,1,False +IL,48,408,No,No,0,198.2,73,33.69,202.8,115,17.24,146.4,73,6.59,5.1,5,1.38,1,False +IL,76,510,No,No,0,186.1,96,31.64,211.6,100,17.99,230.6,100,10.38,8.0,4,2.16,0,False +LA,128,415,No,No,0,148.5,105,25.25,243.0,106,20.66,255.2,114,11.48,6.8,2,1.84,1,False +WI,73,415,No,No,0,157.1,109,26.71,268.8,83,22.85,181.5,91,8.17,10.0,8,2.7,0,False +TX,52,415,No,No,0,155.0,110,26.35,133.4,104,11.34,176.1,84,7.92,7.0,4,1.89,4,True +MI,126,415,Yes,Yes,26,129.3,123,21.98,176.5,114,15.0,154.5,102,6.95,9.6,7,2.59,1,False +NC,124,415,No,No,0,188.5,77,32.05,182.0,123,15.47,218.2,127,9.82,6.1,6,1.65,1,False +WA,137,408,No,No,0,208.8,120,35.5,225.3,100,19.15,221.6,130,9.97,11.1,5,3.0,0,False +ND,71,510,No,No,0,238.0,82,40.46,278.5,94,23.67,193.1,134,8.69,11.8,10,3.19,0,True +NE,139,415,No,No,0,211.1,103,35.89,206.9,108,17.59,193.9,70,8.73,5.6,4,1.51,0,False +MS,107,510,No,Yes,30,198.9,87,33.81,207.0,90,17.6,159.8,76,7.19,12.6,4,3.4,3,False +KY,147,408,No,No,0,212.8,79,36.18,204.1,91,17.35,156.2,113,7.03,10.2,2,2.75,1,False +RI,116,510,No,No,0,137.4,126,23.36,120.0,94,10.2,130.3,64,5.86,12.4,2,3.35,3,False +NY,60,510,No,Yes,31,191.8,75,32.61,267.8,135,22.76,200.5,62,9.02,12.8,3,3.46,2,False +TX,38,510,No,No,0,149.0,92,25.33,49.2,78,4.18,163.3,93,7.35,13.9,11,3.75,0,False +DE,63,408,No,No,0,117.1,118,19.91,249.6,90,21.22,162.2,84,7.3,11.1,4,3.0,3,False +NM,94,415,No,No,0,108.0,79,18.36,241.9,152,20.56,252.1,92,11.34,10.4,3,2.81,3,False +RI,131,415,No,No,0,112.8,133,19.18,199.4,116,16.95,142.7,105,6.42,10.1,5,2.73,0,False +MS,158,510,No,No,0,175.9,105,29.9,188.3,88,16.01,188.3,98,8.47,11.0,6,2.97,1,False +NY,139,510,No,No,0,236.6,109,40.22,169.9,107,14.44,212.3,118,9.55,11.1,2,3.0,1,True +NE,77,415,No,No,0,169.4,102,28.8,184.9,144,15.72,234.3,89,10.54,2.0,7,0.54,1,False +WI,140,415,No,No,0,129.6,79,22.03,246.2,99,20.93,172.1,124,7.74,9.4,10,2.54,3,False +KY,72,408,No,No,0,177.1,97,30.11,184.7,105,15.7,174.1,94,7.83,8.0,6,2.16,1,False +SD,52,510,No,Yes,20,133.3,63,22.66,184.1,123,15.65,272.9,107,12.28,13.5,2,3.65,1,False +VA,103,510,No,No,0,167.8,121,28.53,212.9,123,18.1,208.2,73,9.37,13.0,3,3.51,5,False +KS,74,415,No,Yes,32,174.6,107,29.68,310.6,115,26.4,234.7,92,10.56,9.0,4,2.43,1,False +ND,124,415,No,No,0,150.3,101,25.55,255.9,112,21.75,136.7,62,6.15,12.5,4,3.38,2,False +CO,85,510,No,Yes,21,283.2,110,48.14,239.7,108,20.37,149.5,80,6.73,6.3,1,1.7,5,False +KY,113,408,No,Yes,20,157.8,83,26.83,161.5,56,13.73,271.5,100,12.22,8.7,2,2.35,5,True +WA,71,408,No,No,0,141.2,132,24.0,149.1,90,12.67,171.4,72,7.71,7.0,2,1.89,2,False +NV,177,415,No,Yes,27,230.2,106,39.13,196.1,78,16.67,215.4,108,9.69,10.4,2,2.81,1,False +SC,49,415,Yes,No,0,237.8,92,40.43,208.9,119,17.76,167.8,86,7.55,15.6,6,4.21,2,True +RI,106,510,Yes,No,0,204.0,84,34.68,168.5,61,14.32,164.0,102,7.38,13.3,3,3.59,3,True +ID,60,510,No,No,0,221.1,106,37.59,178.6,48,15.18,202.7,90,9.12,7.4,3,2.0,1,False +KY,43,408,No,No,0,177.2,93,30.12,142.6,60,12.12,314.1,144,14.13,12.7,2,3.43,4,False +ME,66,510,No,No,0,118.0,133,20.06,248.1,99,21.09,214.4,122,9.65,5.3,5,1.43,1,False +SD,125,415,No,No,0,163.8,73,27.85,255.6,85,21.73,192.9,95,8.68,15.7,4,4.24,0,False +SC,114,510,No,Yes,4,141.3,96,24.02,230.4,88,19.58,223.7,85,10.07,9.4,3,2.54,3,False +TN,112,415,No,No,0,272.5,119,46.33,226.1,94,19.22,159.1,94,7.16,16.4,5,4.43,3,True +MT,101,408,No,Yes,16,118.9,112,20.21,228.3,97,19.41,180.1,111,8.1,8.2,5,2.21,2,False +WI,70,415,No,No,0,7.9,100,1.34,136.4,83,11.59,156.6,89,7.05,12.1,1,3.27,0,False +AK,59,408,No,No,0,159.5,96,27.12,167.2,123,14.21,138.6,106,6.24,10.2,4,2.75,0,False +AZ,59,408,No,No,0,150.2,70,25.53,185.7,98,15.78,212.5,128,9.56,12.1,2,3.27,1,False +MT,124,415,No,Yes,30,144.5,35,24.57,262.3,101,22.3,226.5,82,10.19,12.0,7,3.24,2,False +DE,99,415,No,No,0,140.7,88,23.92,210.9,98,17.93,229.9,125,10.35,12.4,4,3.35,2,False +VA,150,510,No,No,0,169.2,123,28.76,216.8,83,18.43,179.4,107,8.07,12.6,3,3.4,1,False +MA,81,510,No,No,0,220.8,77,37.54,148.5,87,12.62,183.9,100,8.28,7.6,3,2.05,2,False +IN,86,510,No,No,0,216.3,96,36.77,266.3,77,22.64,214.0,110,9.63,4.5,3,1.22,0,False +MD,84,510,No,No,0,169.5,96,28.82,157.6,94,13.4,98.2,70,4.42,10.6,7,2.86,0,False +NV,118,510,No,Yes,35,256.3,119,43.57,258.1,91,21.94,215.5,130,9.7,11.7,1,3.16,1,False +CO,89,415,No,No,0,179.7,128,30.55,299.8,92,25.48,185.3,120,8.34,7.6,3,2.05,1,False +KS,93,415,No,No,0,266.0,120,45.22,130.1,84,11.06,165.8,63,7.46,13.1,6,3.54,3,False +AR,85,415,No,No,0,96.7,97,16.44,193.8,95,16.47,171.7,88,7.73,9.7,3,2.62,2,False +WY,160,408,No,No,0,82.7,116,14.06,194.6,95,16.54,159.0,54,7.15,10.9,9,2.94,0,False +PA,28,415,No,No,0,168.2,87,28.59,161.7,92,13.74,192.4,112,8.66,10.1,3,2.73,3,False +TX,73,408,No,No,0,286.4,109,48.69,178.2,67,15.15,214.2,152,9.64,10.7,14,2.89,1,True +NY,156,408,No,No,0,174.3,95,29.63,186.6,128,15.86,258.2,105,11.62,12.9,5,3.48,3,False +OR,33,415,Yes,No,0,190.6,100,32.4,161.7,104,13.74,189.9,136,8.55,13.0,6,3.51,1,False +CA,77,510,No,No,0,175.5,86,29.84,205.1,78,17.43,245.2,100,11.03,17.8,3,4.81,4,False +NY,119,415,No,No,0,133.4,102,22.68,204.6,71,17.39,196.9,103,8.86,11.1,7,3.0,1,False +AR,91,510,No,Yes,27,204.6,96,34.78,136.0,93,11.56,210.5,82,9.47,6.6,2,1.78,3,False +MI,102,510,No,No,0,242.2,88,41.17,233.2,89,19.82,188.5,121,8.48,6.2,6,1.67,3,False +OK,86,415,No,Yes,33,253.1,112,43.03,210.1,94,17.86,95.0,98,4.27,11.9,4,3.21,3,False +TX,82,415,No,No,0,130.0,110,22.1,185.3,88,15.75,178.7,105,8.04,8.3,4,2.24,0,False +NC,89,408,No,No,0,105.9,151,18.0,189.6,142,16.12,170.9,67,7.69,12.7,7,3.43,0,False +ID,86,415,No,No,0,194.2,98,33.01,193.8,95,16.47,192.0,123,8.64,9.3,7,2.51,3,False +IL,134,408,No,No,0,183.8,111,31.25,123.5,92,10.5,160.7,105,7.23,6.1,2,1.65,1,False +OR,92,415,No,No,0,196.5,82,33.41,190.0,89,16.15,163.2,99,7.34,10.8,2,2.92,2,False +SD,87,510,No,No,0,184.5,81,31.37,172.0,103,14.62,183.4,96,8.25,13.7,3,3.7,3,False +NE,64,408,No,No,0,261.9,113,44.52,148.1,99,12.59,145.2,74,6.53,13.8,4,3.73,0,False +RI,80,510,No,No,0,202.4,118,34.41,260.2,67,22.12,177.4,112,7.98,9.2,5,2.48,3,False +MD,165,415,No,Yes,39,167.4,113,28.46,172.7,94,14.68,192.6,113,8.67,9.5,4,2.57,3,False +ID,153,415,No,Yes,22,167.7,104,28.51,246.8,91,20.98,203.9,117,9.18,7.5,11,2.03,1,False +ME,41,415,No,Yes,30,191.7,109,32.59,193.0,86,16.41,149.4,93,6.72,11.1,4,3.0,1,False +SD,108,415,No,No,0,240.2,78,40.83,230.3,109,19.58,217.0,83,9.76,5.2,1,1.4,2,False +NY,104,415,No,Yes,26,189.1,112,32.15,178.2,97,15.15,199.3,104,8.97,11.1,4,3.0,1,False +DE,115,408,No,No,0,127.7,67,21.71,182.9,90,15.55,172.9,92,7.78,10.6,7,2.86,1,False +OK,87,415,No,No,0,205.2,106,34.88,99.5,122,8.46,189.5,75,8.53,13.4,3,3.62,1,False +SC,159,415,No,Yes,23,153.6,93,26.11,216.9,88,18.44,161.3,91,7.26,12.6,3,3.4,2,False +IN,119,510,No,No,0,154.5,129,26.27,193.6,87,16.46,180.9,145,8.14,13.4,3,3.62,2,False +NV,69,415,No,No,0,153.7,109,26.13,194.0,105,16.49,256.1,114,11.52,14.1,6,3.81,1,False +IL,87,408,Yes,Yes,36,171.2,138,29.1,185.8,102,15.79,227.6,97,10.24,10.8,3,2.92,1,False +SD,93,510,No,No,0,328.1,106,55.78,151.7,89,12.89,303.5,114,13.66,8.7,3,2.35,1,True +OK,154,415,Yes,No,0,145.9,69,24.8,208.2,141,17.7,180.9,106,8.14,14.4,10,3.89,0,True +KS,57,415,No,Yes,37,201.2,76,34.2,280.1,122,23.81,154.2,110,6.94,11.8,1,3.19,1,False +IA,130,510,No,No,0,139.1,72,23.65,246.0,112,20.91,207.2,121,9.32,11.4,9,3.08,5,False +NJ,151,415,No,No,0,118.9,128,20.21,278.3,65,23.66,194.8,61,8.77,13.2,10,3.56,2,False +NJ,162,408,No,No,0,217.6,87,36.99,279.0,71,23.72,250.7,65,11.28,10.4,4,2.81,2,True +MT,60,415,No,No,0,145.0,133,24.65,209.1,92,17.77,328.5,112,14.78,14.6,2,3.94,1,False +IA,81,510,No,No,0,203.5,89,34.6,289.6,69,24.62,212.9,71,9.58,8.7,3,2.35,3,False +WA,132,415,No,No,0,240.1,115,40.82,180.4,91,15.33,133.4,122,6.0,8.0,6,2.16,3,False +NE,86,408,No,No,0,83.8,121,14.25,240.2,96,20.42,158.6,108,7.14,6.7,8,1.81,1,False +TX,136,408,No,No,0,269.8,106,45.87,228.8,101,19.45,257.5,106,11.59,10.1,8,2.73,1,True +MS,121,415,No,Yes,21,126.3,84,21.47,209.6,102,17.82,192.5,129,8.66,10.6,2,2.86,1,False +IA,105,510,No,Yes,15,88.1,125,14.98,175.9,142,14.95,269.9,85,12.15,9.7,1,2.62,2,False +WI,105,415,No,Yes,34,218.5,61,37.15,196.7,74,16.72,151.1,103,6.8,9.9,4,2.67,2,False +MT,51,415,No,Yes,26,236.8,61,40.26,263.4,97,22.39,181.1,91,8.15,11.2,8,3.02,1,False +GA,64,408,No,No,0,124.1,117,21.1,192.8,108,16.39,162.9,84,7.33,6.4,5,1.73,3,False +MT,80,510,Yes,Yes,30,184.2,132,31.31,167.5,109,14.24,212.8,114,9.58,10.0,10,2.7,0,False +ND,56,415,No,No,0,222.7,133,37.86,277.0,89,23.55,101.8,94,4.58,13.6,4,3.67,4,False +VT,120,415,No,No,0,149.2,98,25.36,193.6,88,16.46,248.9,119,11.2,11.1,5,3.0,1,False +SD,103,510,No,No,0,206.5,125,35.11,180.2,113,15.32,220.6,95,9.93,12.2,4,3.29,3,False +OH,164,510,No,Yes,27,159.7,102,27.15,168.8,113,14.35,244.1,127,10.98,9.6,9,2.59,3,False +OH,116,415,No,Yes,27,204.7,118,34.8,209.4,91,17.8,212.9,67,9.58,7.0,2,1.89,2,False +MT,121,408,No,No,0,213.2,79,36.24,120.7,116,10.26,244.4,102,11.0,7.5,4,2.03,1,False +IL,55,415,Yes,No,0,269.6,121,45.83,171.7,91,14.59,219.0,98,9.86,8.2,6,2.21,1,False +NV,183,415,No,No,0,116.7,92,19.84,213.8,112,18.17,214.3,112,9.64,9.7,6,2.62,2,False +UT,104,408,No,No,0,263.4,101,44.78,235.5,117,20.02,102.0,146,4.59,13.0,4,3.51,0,False +NH,90,408,No,No,0,140.2,97,23.83,213.9,102,18.18,120.0,126,5.4,7.1,2,1.92,1,False +LA,82,415,No,No,0,197.7,101,33.61,127.6,83,10.85,142.1,103,6.39,13.5,3,3.65,1,False +VT,101,415,No,No,0,136.2,92,23.15,220.9,110,18.78,196.9,116,8.86,13.3,7,3.59,3,False +NY,9,415,No,Yes,16,88.5,87,15.05,178.8,108,15.2,228.7,96,10.29,11.5,3,3.11,2,False +CT,97,415,No,No,0,215.3,58,36.6,242.4,91,20.6,279.8,105,12.59,12.1,9,3.27,0,False +KS,94,408,No,No,0,269.2,104,45.76,193.8,144,16.47,257.6,61,11.59,8.9,2,2.4,3,True +MI,127,510,No,Yes,25,203.8,118,34.65,267.1,48,22.7,225.1,105,10.13,7.3,5,1.97,0,False +SD,125,510,No,Yes,34,268.4,112,45.63,222.2,108,18.89,117.6,102,5.29,10.3,3,2.78,0,False +ME,140,415,No,No,0,159.1,104,27.05,269.8,106,22.93,220.4,116,9.92,10.3,4,2.78,1,False +MD,90,415,No,No,0,114.4,122,19.45,127.7,154,10.85,253.1,109,11.39,10.1,5,2.73,2,False +VA,67,415,No,No,0,138.9,65,23.61,208.9,109,17.76,232.4,82,10.46,9.2,3,2.48,2,False +NJ,113,415,No,No,0,186.0,55,31.62,237.4,105,20.18,148.1,83,6.66,12.2,6,3.29,1,False +TN,121,510,No,Yes,26,170.4,91,28.97,254.5,90,21.63,219.6,122,9.88,15.1,5,4.08,0,False +DC,93,408,No,No,0,164.5,95,27.97,230.9,87,19.63,149.9,91,6.75,9.9,3,2.67,4,False +DC,121,408,No,No,0,168.6,121,28.66,168.6,94,14.33,95.3,59,4.29,12.3,4,3.32,1,False +OR,53,408,No,No,0,261.2,119,44.4,250.8,105,21.32,176.0,112,7.92,9.8,2,2.65,0,True +RI,75,415,No,No,0,190.5,91,32.39,178.4,75,15.16,162.4,113,7.31,13.1,5,3.54,1,False +AK,132,510,No,No,0,181.1,121,30.79,314.4,109,26.72,246.7,81,11.1,4.2,9,1.13,2,False +WI,162,408,No,No,0,177.1,131,30.11,114.7,122,9.75,153.6,88,6.91,6.5,6,1.76,3,False +IN,140,415,No,No,0,160.5,114,27.29,240.5,103,20.44,233.5,121,10.51,11.3,4,3.05,1,False +MI,91,408,No,No,0,134.7,116,22.9,295.3,98,25.1,195.5,121,8.8,6.6,5,1.78,2,False +ID,73,510,No,Yes,28,198.2,107,33.69,139.1,123,11.82,199.1,139,8.96,8.8,1,2.38,2,False +NH,95,408,Yes,No,0,228.9,134,38.91,255.7,71,21.73,208.0,120,9.36,10.1,2,2.73,4,True +MN,145,408,No,No,0,241.7,137,41.09,135.8,100,11.54,277.6,123,12.49,13.1,3,3.54,0,False +AZ,100,415,No,No,0,131.1,108,22.29,176.2,81,14.98,89.7,81,4.04,4.3,4,1.16,1,False +MN,122,415,No,No,0,234.1,101,39.8,200.2,121,17.02,237.4,89,10.68,13.1,9,3.54,2,False +MO,109,415,No,No,0,200.1,72,34.02,300.9,120,25.58,236.0,68,10.62,11.9,5,3.21,0,False +AL,82,408,No,No,0,154.0,107,26.18,94.4,114,8.02,287.6,95,12.94,10.1,7,2.73,1,False +PA,65,415,No,Yes,23,224.2,106,38.11,189.6,100,16.12,222.8,75,10.03,9.8,4,2.65,0,False +AK,52,510,No,No,0,148.3,83,25.21,181.6,79,15.44,155.6,104,7.0,8.3,6,2.24,3,False +MS,136,415,No,Yes,24,174.6,76,29.68,176.6,114,15.01,214.4,91,9.65,8.8,5,2.38,2,False +IA,75,415,No,No,0,138.5,110,23.55,153.2,86,13.02,215.6,103,9.7,11.1,7,3.0,1,False +WY,146,408,No,No,0,109.0,69,18.53,265.8,98,22.59,228.3,80,10.27,12.6,2,3.4,1,False +NE,105,408,No,No,0,162.3,99,27.59,212.5,95,18.06,214.7,114,9.66,11.1,8,3.0,4,False +ND,48,415,No,No,0,210.8,84,35.84,189.6,98,16.12,157.6,99,7.09,16.4,3,4.43,2,False +CT,45,415,No,No,0,142.4,107,24.21,318.7,78,27.09,224.1,108,10.08,11.1,7,3.0,1,False +NC,106,415,No,Yes,37,223.5,104,38.0,235.1,99,19.98,140.1,90,6.3,10.6,5,2.86,2,False +CT,33,510,No,No,0,182.5,65,31.03,232.1,96,19.73,149.2,82,6.71,7.5,2,2.03,2,False +ND,68,408,No,No,0,219.6,97,37.33,141.1,144,11.99,205.7,101,9.26,10.8,4,2.92,2,False +WA,106,408,No,No,0,193.6,66,32.91,238.2,82,20.25,176.4,107,7.94,12.9,3,3.48,0,False +NV,141,415,No,No,0,192.4,111,32.71,156.9,87,13.34,175.8,82,7.91,11.0,6,2.97,0,False +CO,98,408,No,No,0,236.2,122,40.15,189.4,110,16.1,153.6,104,6.91,13.3,4,3.59,0,False +KS,94,510,No,Yes,28,233.2,88,39.64,113.3,102,9.63,118.0,71,5.31,16.1,4,4.35,0,False +CO,65,510,No,No,0,158.8,53,27.0,188.5,132,16.02,189.3,87,8.52,9.8,4,2.65,2,False +MO,85,415,No,No,0,126.1,112,21.44,274.7,126,23.35,184.4,95,8.3,9.8,4,2.65,1,False +MA,71,510,No,No,0,290.4,108,49.37,253.9,92,21.58,263.3,126,11.85,10.1,5,2.73,3,True +NY,112,408,No,Yes,30,60.6,113,10.3,165.9,96,14.1,132.8,99,5.98,13.3,7,3.59,0,False +AK,110,415,No,No,0,148.4,95,25.23,193.8,98,16.47,206.0,106,9.27,6.9,6,1.86,0,False +WI,111,415,No,No,0,246.5,108,41.91,216.3,89,18.39,179.6,99,8.08,12.7,3,3.43,2,False +NH,74,408,No,No,0,298.1,112,50.68,201.3,100,17.11,214.7,88,9.66,9.7,4,2.62,2,True +TN,105,510,No,No,0,119.3,82,20.28,185.1,111,15.73,157.0,74,7.07,10.9,4,2.94,2,False +NY,40,408,No,No,0,242.5,82,41.23,232.9,97,19.8,154.0,86,6.93,9.6,7,2.59,0,False +GA,128,408,Yes,Yes,18,222.1,89,37.76,160.6,109,13.65,218.8,102,9.85,13.6,2,3.67,0,True +MN,123,408,No,No,0,236.2,135,40.15,273.9,88,23.28,227.0,77,10.22,10.1,6,2.73,2,True +MI,122,510,No,No,0,144.2,87,24.51,212.2,74,18.04,169.3,87,7.62,9.5,4,2.57,0,False +ID,114,408,No,Yes,19,154.6,100,26.28,241.6,109,20.54,160.0,112,7.2,12.6,1,3.4,3,False +CT,102,415,No,Yes,25,137.4,100,23.36,176.7,83,15.02,188.2,93,8.47,10.2,6,2.75,2,False +NC,126,415,No,No,0,103.7,93,17.63,127.0,107,10.8,329.3,66,14.82,14.4,1,3.89,0,False +LA,150,415,No,No,0,136.6,112,23.22,209.4,81,17.8,161.1,78,7.25,12.2,2,3.29,4,True +NJ,60,408,No,No,0,289.8,101,49.27,255.6,115,21.73,242.8,76,10.93,11.7,4,3.16,2,True +TX,123,408,No,No,0,260.9,85,44.35,168.5,103,14.32,178.3,91,8.02,13.3,5,3.59,3,False +CA,138,510,Yes,No,0,196.2,129,33.35,176.5,86,15.0,232.4,108,10.46,15.2,1,4.1,0,True +MD,29,510,No,No,0,195.6,71,33.25,126.4,74,10.74,148.6,87,6.69,14.2,4,3.83,1,False +WY,111,415,No,No,0,222.2,96,37.77,162.5,111,13.81,184.9,120,8.32,11.9,7,3.21,4,False +TX,37,510,Yes,No,0,172.9,119,29.39,183.0,86,15.56,226.4,100,10.19,9.8,1,2.65,0,True +CA,111,408,No,No,0,249.8,109,42.47,242.4,106,20.6,231.8,78,10.43,11.6,4,3.13,0,True +UT,81,510,No,No,0,154.5,84,26.27,216.2,91,18.38,229.8,82,10.34,13.7,3,3.7,1,False +WA,46,510,No,No,0,90.4,108,15.37,276.2,77,23.48,146.5,111,6.59,12.7,2,3.43,1,False +MS,69,510,No,Yes,27,268.8,78,45.7,246.6,89,20.96,271.9,102,12.24,16.4,3,4.43,0,False +OH,125,408,No,No,0,106.1,95,18.04,157.6,113,13.4,192.5,69,8.66,8.1,3,2.19,1,False +KS,43,415,No,No,0,27.0,117,4.59,160.9,97,13.68,279.5,96,12.58,10.7,3,2.89,3,False +RI,127,415,No,Yes,27,140.1,59,23.82,223.4,111,18.99,257.9,73,11.61,3.8,10,1.03,1,False +IN,94,510,No,No,0,245.0,112,41.65,180.4,91,15.33,262.9,105,11.83,9.7,6,2.62,1,False +VT,46,408,No,No,0,196.7,85,33.44,205.9,74,17.5,216.6,112,9.75,11.2,5,3.02,3,False +MT,73,408,No,Yes,26,131.2,98,22.3,106.5,97,9.05,221.7,96,9.98,10.2,6,2.75,2,False +CT,146,408,No,Yes,23,149.6,96,25.43,239.8,124,20.38,293.5,135,13.21,7.4,4,2.0,2,False +NM,93,415,No,No,0,239.8,70,40.77,251.8,99,21.4,168.6,112,7.59,10.9,10,2.94,1,False +OH,52,408,No,Yes,31,142.1,77,24.16,193.0,97,16.41,253.4,88,11.4,11.0,4,2.97,1,False +GA,202,510,No,No,0,115.4,137,19.62,178.7,70,15.19,185.7,113,8.36,6.0,3,1.62,3,False +MN,129,510,No,Yes,31,193.0,99,32.81,224.8,87,19.11,197.6,91,8.89,10.3,8,2.78,2,False +CT,94,415,No,No,0,206.1,49,35.04,224.6,115,19.09,256.7,74,11.55,13.0,1,3.51,1,False +AL,100,415,No,No,0,160.3,138,27.25,221.3,92,18.81,150.4,120,6.77,11.2,2,3.02,0,False +WV,43,415,No,No,0,199.9,108,33.98,288.4,80,24.51,180.6,103,8.13,11.3,7,3.05,1,False +NH,130,415,No,No,0,213.1,105,36.23,206.2,108,17.53,163.4,93,7.35,8.9,3,2.4,0,False +WY,124,415,No,No,0,178.3,102,30.31,235.0,120,19.98,239.7,119,10.79,10.9,1,2.94,3,False +VA,92,510,Yes,No,0,252.3,120,42.89,207.0,112,17.6,284.6,95,12.81,12.0,5,3.24,3,True +VT,48,415,No,No,0,197.7,64,33.61,136.7,126,11.62,244.4,81,11.0,13.2,5,3.56,4,False +OH,98,510,No,Yes,29,111.1,105,18.89,217.9,101,18.52,248.1,108,11.16,6.6,3,1.78,2,False +MT,100,415,No,No,0,96.5,86,16.41,210.2,133,17.87,146.4,106,6.59,12.5,3,3.38,1,True +MA,79,415,No,No,0,156.9,109,26.67,122.2,87,10.39,189.1,103,8.51,11.3,5,3.05,3,False +VA,164,415,No,No,0,123.3,78,20.96,170.0,85,14.45,165.9,78,7.47,12.7,2,3.43,1,False +NM,105,415,No,No,0,193.7,108,32.93,183.2,124,15.57,293.7,72,13.22,10.8,5,2.92,1,False +AR,89,408,Yes,No,0,206.9,134,35.17,167.7,105,14.25,155.7,86,7.01,10.9,4,2.94,0,False +NE,126,415,No,No,0,249.8,96,42.47,261.9,92,22.26,166.8,108,7.51,12.7,4,3.43,3,True +WY,96,408,No,No,0,144.0,102,24.48,224.7,73,19.1,227.7,91,10.25,10.0,7,2.7,1,False +IA,120,415,No,Yes,33,299.5,83,50.92,163.4,84,13.89,146.7,88,6.6,11.6,5,3.13,0,False +SC,212,415,No,No,0,226.0,127,38.42,304.6,83,25.89,181.2,132,8.15,12.6,4,3.4,2,True +NC,72,415,No,No,0,137.6,106,23.39,143.5,94,12.2,273.7,110,12.32,9.6,6,2.59,2,False +HI,155,415,Yes,Yes,26,211.7,121,35.99,139.2,123,11.83,146.7,89,6.6,11.1,3,3.0,1,False +UT,89,415,No,No,0,89.7,80,15.25,179.8,81,15.28,145.7,120,6.56,9.5,4,2.57,2,False +WY,126,408,Yes,No,0,197.6,126,33.59,246.5,112,20.95,285.3,104,12.84,12.5,8,3.38,2,False +AL,172,408,No,No,0,270.0,102,45.9,256.6,111,21.81,168.5,104,7.58,12.0,5,3.24,2,True +VA,75,415,No,No,0,224.7,116,38.2,192.0,79,16.32,212.2,98,9.55,11.3,11,3.05,3,False +WI,143,510,No,No,0,194.3,99,33.03,123.6,133,10.51,229.5,99,10.33,10.2,2,2.75,2,False +FL,166,510,Yes,No,0,47.7,89,8.11,264.4,95,22.47,235.2,97,10.58,13.2,3,3.56,0,True +KS,132,415,No,No,0,190.1,105,32.32,182.2,116,15.49,279.8,105,12.59,13.0,2,3.51,1,False +NV,94,408,Yes,No,0,89.5,94,15.22,339.9,106,28.89,172.9,76,7.78,7.9,1,2.13,1,True +NY,99,415,No,No,0,182.6,83,31.04,154.5,111,13.13,196.0,57,8.82,12.1,5,3.27,0,False +VA,136,415,No,Yes,35,205.5,86,34.94,298.5,119,25.37,214.2,104,9.64,6.9,4,1.86,1,False +KS,119,415,No,No,0,231.5,82,39.36,266.9,97,22.69,211.0,118,9.49,7.4,10,2.0,1,False +NC,115,510,Yes,No,0,251.3,69,42.72,252.5,96,21.46,118.3,112,5.32,9.9,1,2.67,3,True +MO,160,415,No,No,0,171.2,103,29.1,243.5,121,20.7,178.2,92,8.02,13.0,3,3.51,2,False +ND,166,510,No,No,0,197.9,89,33.64,251.0,113,21.34,138.3,85,6.22,11.2,2,3.02,2,False +CA,120,510,No,No,0,134.8,94,22.92,204.1,106,17.35,238.4,109,10.73,6.7,8,1.81,1,False +WV,173,415,No,No,0,191.4,114,32.54,168.5,138,14.32,109.3,99,4.92,10.3,3,2.78,1,False +IL,156,415,No,No,0,174.5,65,29.67,197.4,116,16.78,238.5,86,10.73,10.6,2,2.86,0,False +NY,70,415,No,No,0,177.4,125,30.16,226.2,104,19.23,254.1,72,11.43,10.9,4,2.94,0,False +NV,41,510,No,No,0,182.1,89,30.96,211.5,104,17.98,207.4,124,9.33,6.8,1,1.84,1,False +AL,132,408,No,No,0,222.4,85,37.81,165.4,76,14.06,208.4,97,9.38,11.2,4,3.02,0,False +KS,47,510,Yes,No,0,47.8,120,8.13,178.9,123,15.21,152.6,96,6.87,13.3,7,3.59,0,True +ND,160,510,No,No,0,121.8,97,20.71,89.3,97,7.59,150.7,92,6.78,10.3,5,2.78,1,False +OK,180,415,No,No,0,143.5,121,24.4,189.3,111,16.09,174.9,82,7.87,8.8,5,2.38,3,False +UT,93,415,No,No,0,164.9,68,28.03,210.4,86,17.88,229.4,104,10.32,7.8,4,2.11,2,False +OH,109,415,No,No,0,193.6,58,32.91,148.7,115,12.64,282.5,105,12.71,13.1,1,3.54,2,False +WY,80,510,No,No,0,101.1,121,17.19,263.2,110,22.37,137.7,74,6.2,7.3,5,1.97,0,False +NM,54,415,No,Yes,24,92.3,88,15.69,193.1,98,16.41,99.3,119,4.47,11.6,3,3.13,2,False +AL,121,415,No,No,0,168.9,128,28.71,123.9,99,10.53,266.3,105,11.98,2.9,7,0.78,2,False +DC,157,510,No,Yes,29,219.2,102,37.26,206.0,109,17.51,192.4,117,8.66,15.0,5,4.05,1,False +ID,170,510,No,Yes,37,178.1,130,30.28,242.8,103,20.64,243.0,93,10.93,13.0,4,3.51,0,False +AR,138,510,No,No,0,146.5,101,24.91,284.5,142,24.18,176.0,98,7.92,14.0,6,3.78,3,False +ID,92,415,No,Yes,31,172.3,116,29.29,266.2,91,22.63,228.2,90,10.27,11.8,5,3.19,1,False +TX,126,415,No,No,0,190.9,143,32.45,149.7,72,12.72,191.4,87,8.61,13.0,3,3.51,1,False +NM,41,415,No,No,0,232.1,74,39.46,327.1,88,27.8,226.5,119,10.19,10.9,2,2.94,3,True +WA,167,415,No,No,0,169.2,124,28.76,173.3,108,14.73,216.5,64,9.74,12.4,4,3.35,4,True +UT,91,510,No,No,0,123.8,107,21.05,319.0,125,27.12,237.6,78,10.69,7.3,4,1.97,2,False +RI,127,510,No,No,0,96.0,117,16.32,177.0,68,15.05,162.2,127,7.3,9.7,4,2.62,3,False +NC,88,408,No,Yes,27,93.4,106,15.88,252.0,92,21.42,189.0,104,8.5,10.9,1,2.94,1,False +RI,113,415,No,No,0,90.6,130,15.4,170.6,100,14.5,137.4,74,6.18,5.4,9,1.46,1,False +NY,78,510,No,No,0,152.9,81,25.99,256.6,82,21.81,173.6,112,7.81,5.3,6,1.43,2,False +TX,123,408,No,No,0,257.9,92,43.84,211.6,71,17.99,189.3,104,8.52,9.4,2,2.54,2,False +DE,136,408,Yes,Yes,29,85.2,98,14.48,230.4,85,19.58,243.6,104,10.96,9.0,3,2.43,2,False +MS,68,415,No,Yes,34,160.0,72,27.2,184.5,119,15.68,208.3,101,9.37,6.1,10,1.65,1,False +OH,132,415,No,Yes,10,182.9,54,31.09,292.4,68,24.85,142.3,116,6.4,11.5,4,3.11,0,False +LA,133,415,No,No,0,216.2,67,36.75,222.2,133,18.89,192.0,95,8.64,3.1,1,0.84,2,False +FL,127,415,No,No,0,261.7,105,44.49,181.8,107,15.45,100.9,131,4.54,3.3,5,0.89,0,False +WA,110,415,No,No,0,241.2,105,41.0,174.3,85,14.82,245.3,59,11.04,8.5,4,2.3,2,False +WV,121,510,No,No,0,177.2,142,30.12,123.5,88,10.5,213.2,51,9.59,8.4,6,2.27,1,False +NY,116,510,No,No,0,89.5,128,15.22,180.8,137,15.37,193.1,94,8.69,14.0,3,3.78,2,False +NE,112,415,Yes,Yes,16,200.3,72,34.05,197.8,91,16.81,151.1,92,6.8,10.4,3,2.81,1,False +PA,97,510,Yes,No,0,145.0,103,24.65,294.3,93,25.02,239.8,120,10.79,11.0,2,2.97,4,True +MS,43,510,No,No,0,159.5,99,27.12,119.7,149,10.17,173.9,126,7.83,6.8,3,1.84,2,False +IN,110,415,No,No,0,151.8,106,25.81,138.0,126,11.73,233.5,112,10.51,11.2,8,3.02,3,False +VA,67,408,No,No,0,176.2,120,29.95,236.0,138,20.06,152.5,104,6.86,10.6,4,2.86,1,False +MN,166,408,No,No,0,152.1,95,25.86,121.0,105,10.29,198.0,126,8.91,9.8,5,2.65,0,False +DE,129,408,No,No,0,161.3,122,27.42,220.6,95,18.75,224.7,104,10.11,9.6,3,2.59,1,False +OR,103,510,Yes,No,0,171.7,78,29.19,144.5,86,12.28,157.9,106,7.11,6.8,3,1.84,3,False +UT,71,415,No,No,0,278.9,110,47.41,190.2,67,16.17,255.2,84,11.48,11.7,7,3.16,0,True +CT,112,415,No,Yes,27,213.0,121,36.21,226.2,101,19.23,189.8,99,8.54,11.1,3,3.0,4,False +AL,8,415,No,Yes,36,242.9,67,41.29,170.9,59,14.53,177.3,130,7.98,4.8,12,1.3,1,False +TX,98,415,No,No,0,217.2,121,36.92,303.4,73,25.79,197.1,71,8.87,12.4,2,3.35,0,True +CT,90,415,No,No,0,175.9,111,29.9,285.2,115,24.24,150.8,122,6.79,13.0,7,3.51,1,False +MS,13,415,No,No,0,303.2,133,51.54,170.5,86,14.49,227.6,80,10.24,11.5,3,3.11,0,True +AR,58,415,No,No,0,238.9,107,40.61,187.2,88,15.91,181.1,84,8.15,11.8,3,3.19,2,False +CA,137,415,No,Yes,22,189.6,42,32.23,179.0,137,15.22,179.6,126,8.08,11.4,5,3.08,2,False +MI,116,408,No,No,0,133.3,94,22.66,247.8,126,21.06,219.0,78,9.86,11.3,5,3.05,5,True +WV,94,415,No,Yes,28,92.7,107,15.76,127.8,86,10.86,225.6,86,10.15,9.9,4,2.67,3,False +DE,87,415,No,No,0,177.2,72,30.12,248.9,105,21.16,200.8,87,9.04,8.6,7,2.32,3,False +FL,120,415,No,No,0,184.5,103,31.37,209.0,86,17.77,169.7,70,7.64,10.2,6,2.75,2,False +AK,97,415,No,Yes,24,176.1,109,29.94,159.4,81,13.55,269.1,94,12.11,12.1,9,3.27,0,False +ID,134,415,No,No,0,204.7,108,34.8,143.1,105,12.16,165.8,84,7.46,11.0,4,2.97,6,False +OH,68,510,No,No,0,143.6,80,24.41,134.3,65,11.42,215.6,84,9.7,15.5,5,4.19,2,False +NH,93,408,No,No,0,179.3,93,30.48,188.8,65,16.05,253.2,88,11.39,12.1,5,3.27,1,False +MA,120,415,No,No,0,137.3,100,23.34,212.2,129,18.04,152.7,92,6.87,10.5,2,2.84,1,False +SC,41,408,No,No,0,237.8,92,40.43,223.5,155,19.0,217.4,90,9.78,10.2,6,2.75,2,False +OR,80,510,No,No,0,203.7,92,34.63,216.4,97,18.39,154.2,66,6.94,7.6,5,2.05,2,False +OH,83,415,No,Yes,25,191.3,95,32.52,250.7,136,21.31,249.4,86,11.22,17.6,5,4.75,2,False +NC,109,510,Yes,No,0,209.1,141,35.55,205.0,93,17.43,119.4,111,5.37,7.8,3,2.11,2,False +KY,66,510,No,Yes,33,88.8,104,15.1,109.6,94,9.32,172.7,107,7.77,7.1,9,1.92,3,False +ID,104,510,No,No,0,97.2,88,16.52,155.6,85,13.23,261.6,105,11.77,12.4,5,3.35,0,False +WA,89,510,No,No,0,137.9,96,23.44,192.6,63,16.37,255.7,125,11.51,11.0,5,2.97,1,False +WV,127,510,No,No,0,224.3,112,38.13,185.7,103,15.78,159.4,83,7.17,10.0,1,2.7,2,False +RI,117,408,No,Yes,13,207.6,65,35.29,152.7,77,12.98,232.8,95,10.48,9.7,3,2.62,1,False +KS,128,510,No,No,0,268.1,95,45.58,120.5,126,10.24,220.8,121,9.94,14.4,6,3.89,2,False +NV,88,415,No,No,0,166.7,61,28.34,179.3,88,15.24,242.7,131,10.92,6.8,7,1.84,4,True +NE,61,408,No,No,0,267.1,104,45.41,180.4,131,15.33,230.6,106,10.38,17.3,4,4.67,1,True +FL,22,415,No,No,0,181.8,108,30.91,198.6,148,16.88,206.6,96,9.3,9.3,3,2.51,2,False +WY,78,415,No,No,0,147.1,80,25.01,199.7,100,16.97,160.7,106,7.23,13.7,7,3.7,0,False +WA,56,415,No,Yes,29,37.7,115,6.41,144.1,111,12.25,226.6,101,10.2,4.9,3,1.32,1,False +CO,192,415,No,No,0,185.0,88,31.45,224.9,98,19.12,212.4,105,9.56,11.4,3,3.08,2,False +WI,70,415,No,No,0,156.4,108,26.59,171.0,116,14.54,196.1,96,8.82,8.6,4,2.32,2,False +KS,148,510,No,No,0,239.3,84,40.68,195.7,85,16.63,232.6,104,10.47,10.9,3,2.94,1,False +RI,65,415,No,Yes,29,215.5,129,36.64,161.9,77,13.76,128.3,91,5.77,8.8,5,2.38,2,False +MT,119,510,No,No,0,134.9,70,22.93,211.5,74,17.98,188.5,105,8.48,11.3,6,3.05,1,False +CO,80,415,No,No,0,194.8,116,33.12,209.9,93,17.84,194.1,100,8.73,12.8,3,3.46,0,False +CT,152,408,No,Yes,20,239.1,105,40.65,209.1,111,17.77,268.2,130,12.07,13.3,3,3.59,5,False +FL,113,510,No,No,0,92.6,85,15.74,177.6,92,15.1,159.8,72,7.19,14.4,4,3.89,3,False +VT,75,510,No,No,0,209.4,133,35.6,211.5,121,17.98,291.2,123,13.1,7.2,4,1.94,1,False +OH,80,415,No,No,0,197.6,83,33.59,164.5,86,13.98,94.0,98,4.23,6.4,6,1.73,1,False +NH,148,408,No,No,0,17.6,121,2.99,161.7,125,13.74,203.1,82,9.14,10.6,6,2.86,1,False +RI,63,415,Yes,No,0,62.9,112,10.69,202.9,111,17.25,259.0,58,11.66,8.9,8,2.4,1,False +FL,97,415,No,Yes,28,202.3,97,34.39,69.2,84,5.88,257.6,64,11.59,6.7,3,1.81,1,False +MD,166,415,No,No,0,136.1,116,23.14,181.4,93,15.42,131.4,108,5.91,11.3,4,3.05,0,False +WY,94,408,No,No,0,207.0,109,35.19,167.4,80,14.23,238.2,117,10.72,2.6,6,0.7,1,False +FL,85,408,No,Yes,33,207.9,95,35.34,233.5,88,19.85,221.3,92,9.96,13.5,3,3.65,1,False +TN,80,415,Yes,No,0,276.5,122,47.01,195.6,79,16.63,210.3,78,9.46,7.2,3,1.94,1,True +NC,210,415,No,Yes,31,313.8,87,53.35,147.7,103,12.55,192.7,97,8.67,10.1,7,2.73,3,False +IN,88,415,Yes,Yes,25,288.5,114,49.05,203.4,74,17.29,228.4,117,10.28,13.0,5,3.51,1,False +IA,100,408,No,No,0,210.9,85,35.85,329.3,69,27.99,127.1,78,5.72,9.4,5,2.54,4,False +WV,154,408,No,Yes,35,64.9,76,11.03,184.1,91,15.65,151.6,75,6.82,14.6,1,3.94,1,False +UT,32,510,No,Yes,26,243.5,137,41.4,236.8,108,20.13,173.3,149,7.8,9.0,9,2.43,1,False +GA,18,408,No,No,0,197.0,97,33.49,203.7,107,17.31,202.0,105,9.09,8.7,3,2.35,3,False +AK,126,415,No,Yes,31,278.0,88,47.26,253.2,65,21.52,223.2,114,10.04,8.7,4,2.35,0,False +UT,144,510,No,Yes,37,219.9,102,37.38,222.1,77,18.88,118.5,111,5.33,10.0,4,2.7,1,False +MS,29,510,No,No,0,313.2,103,53.24,216.3,151,18.39,218.4,106,9.83,12.8,4,3.46,2,True +AR,86,408,No,Yes,16,145.7,88,24.77,191.0,129,16.24,215.5,82,9.7,11.3,7,3.05,0,False +AK,138,415,No,Yes,37,75.8,102,12.89,173.6,147,14.76,162.6,96,7.32,8.2,13,2.21,0,False +AK,146,415,No,No,0,195.9,86,33.3,228.6,82,19.43,303.5,94,13.66,12.2,4,3.29,3,False +ME,175,415,No,No,0,132.0,95,22.44,231.2,74,19.65,313.4,108,14.1,8.7,10,2.35,1,False +WV,74,510,No,No,0,124.0,102,21.08,262.1,101,22.28,268.2,98,12.07,11.7,2,3.16,2,False +CT,48,415,No,No,0,171.9,98,29.22,159.0,127,13.52,139.5,101,6.28,7.6,3,2.05,2,False +GA,74,510,No,Yes,31,249.4,70,42.4,209.5,59,17.81,180.6,75,8.13,9.9,2,2.67,4,False +NV,105,415,Yes,No,0,228.4,100,38.83,145.1,108,12.33,245.3,140,11.04,7.7,7,2.08,0,False +VT,157,510,No,No,0,168.6,71,28.66,205.1,48,17.43,175.8,88,7.91,5.9,2,1.59,3,False +DC,217,415,No,No,0,123.7,138,21.03,248.5,105,21.12,269.6,78,12.13,13.3,4,3.59,0,False +TN,68,415,No,No,0,178.7,61,30.38,252.3,84,21.45,255.7,76,11.51,8.4,4,2.27,1,False +OR,80,415,No,No,0,113.2,86,19.24,185.5,97,15.77,237.3,145,10.68,9.5,5,2.57,1,False +MS,38,415,No,Yes,25,142.4,106,24.21,313.7,109,26.66,126.6,117,5.7,13.4,6,3.62,2,False +NC,107,415,No,Yes,38,204.2,57,34.71,205.9,92,17.5,286.5,80,12.89,8.3,4,2.24,0,False +CO,140,415,No,No,0,149.7,71,25.45,212.5,97,18.06,245.9,67,11.07,12.6,4,3.4,3,False +AR,98,415,No,No,0,227.1,116,38.61,120.5,103,10.24,117.0,102,5.27,4.7,4,1.27,5,True +PA,114,415,No,No,0,155.3,75,26.4,169.9,87,14.44,207.0,133,9.32,12.6,5,3.4,2,False +MN,46,408,No,No,0,156.4,105,26.59,185.5,98,15.77,226.7,96,10.2,11.8,3,3.19,1,False +NM,118,415,No,Yes,42,148.7,105,25.28,167.3,105,14.22,270.6,105,12.18,10.4,7,2.81,0,False +UT,37,510,No,No,0,271.7,112,46.19,155.1,96,13.18,199.5,97,8.98,6.6,4,1.78,3,False +NE,34,415,No,No,0,193.7,74,32.93,126.9,84,10.79,221.2,166,9.95,8.8,4,2.38,0,False +MS,98,415,Yes,Yes,23,245.5,54,41.74,292.7,83,24.88,184.0,90,8.28,10.8,7,2.92,1,False +NV,113,510,No,No,0,245.3,108,41.7,259.9,140,22.09,204.3,115,9.19,10.7,2,2.89,3,True +OR,69,408,No,No,0,196.1,87,33.34,236.8,66,20.13,182.3,75,8.2,11.9,1,3.21,0,False +VA,121,415,No,No,0,134.1,112,22.8,195.1,104,16.58,159.6,139,7.18,10.5,2,2.84,2,False +NJ,59,510,Yes,Yes,31,225.0,78,38.25,191.3,79,16.26,226.7,79,10.2,9.1,3,2.46,1,False +WV,59,510,No,No,0,189.7,100,32.25,115.9,133,9.85,220.6,115,9.93,7.4,4,2.0,0,False +OR,190,415,No,No,0,142.9,96,24.29,177.9,96,15.12,113.3,117,5.1,6.6,4,1.78,0,False +KY,109,415,No,No,0,175.6,80,29.85,238.0,94,20.23,198.4,103,8.93,10.2,6,2.75,1,False +MO,136,415,No,No,0,92.4,109,15.71,219.0,115,18.62,212.6,80,9.57,12.9,4,3.48,2,False +TX,86,510,No,No,0,92.8,92,15.78,159.6,87,13.57,148.7,115,6.69,8.8,5,2.38,1,False +MN,100,415,No,Yes,27,221.7,100,37.69,236.1,70,20.07,192.7,91,8.67,8.0,4,2.16,0,False +FL,106,510,No,No,0,159.6,94,27.13,276.8,118,23.53,223.5,65,10.06,8.8,3,2.38,0,False +PA,104,415,No,No,0,144.5,107,24.57,180.5,85,15.34,226.0,94,10.17,17.0,6,4.59,2,False +WV,129,415,No,No,0,159.1,100,27.05,202.5,90,17.21,233.1,96,10.49,11.5,6,3.11,2,False +IN,205,510,No,No,0,49.9,123,8.48,150.7,81,12.81,188.2,67,8.47,10.1,4,2.73,2,False +OK,93,415,No,Yes,32,116.9,120,19.87,232.4,97,19.75,127.7,112,5.75,11.0,9,2.97,0,False +NE,123,415,No,No,0,150.0,98,25.5,89.8,95,7.63,326.0,91,14.67,11.1,3,3.0,3,False +DE,99,415,No,No,0,254.4,120,43.25,159.3,92,13.54,264.4,94,11.9,6.0,5,1.62,1,False +MI,61,415,No,Yes,33,270.7,53,46.02,200.7,116,17.06,201.7,102,9.08,10.9,3,2.94,3,False +IL,71,415,No,No,0,207.0,112,35.19,173.8,96,14.77,178.4,61,8.03,12.1,3,3.27,1,False +UT,4,510,Yes,No,0,145.3,89,24.7,303.8,93,25.82,206.1,82,9.27,8.9,4,2.4,0,False +IL,148,408,No,Yes,25,230.7,102,39.22,233.8,109,19.87,215.8,90,9.71,13.5,2,3.65,3,False +WA,141,415,No,No,0,151.5,104,25.76,242.2,114,20.59,304.2,109,13.69,10.8,2,2.92,1,False +NM,56,408,No,No,0,146.1,57,24.84,196.2,97,16.68,310.1,110,13.95,9.2,3,2.48,0,False +MD,160,415,No,No,0,256.0,111,43.52,187.4,61,15.93,119.1,81,5.36,11.5,4,3.11,3,False +VA,43,408,No,Yes,35,200.2,105,34.03,244.4,88,20.77,207.2,97,9.32,11.6,4,3.13,3,False +MT,42,415,No,No,0,150.7,52,25.62,246.7,96,20.97,103.8,118,4.67,7.0,4,1.89,2,False +CT,135,415,Yes,No,0,186.0,107,31.62,66.0,94,5.61,213.1,105,9.59,12.9,4,3.48,1,False +AL,106,415,No,No,0,212.9,110,36.19,187.0,69,15.9,128.1,71,5.76,6.3,3,1.7,3,False +WV,106,510,No,No,0,194.8,133,33.12,213.4,73,18.14,190.8,92,8.59,11.5,7,3.11,0,False +MO,83,415,No,Yes,30,272.5,105,46.33,253.0,83,21.51,180.8,123,8.14,8.7,6,2.35,3,False +ND,110,415,No,No,0,135.1,109,22.97,205.2,99,17.44,166.3,119,7.48,11.7,4,3.16,1,False +AR,153,408,No,No,0,154.6,56,26.28,263.0,84,22.36,367.7,89,16.55,15.5,2,4.19,1,False +GA,109,510,No,Yes,35,230.5,116,39.19,265.8,130,22.59,269.7,69,12.14,10.6,6,2.86,5,False +FL,31,510,No,No,0,165.4,84,28.12,203.7,107,17.31,201.7,65,9.08,8.2,1,2.21,1,False +LA,124,510,No,No,0,143.3,120,24.36,230.7,111,19.61,214.3,91,9.64,7.8,2,2.11,4,True +UT,110,415,No,No,0,271.1,108,46.09,237.0,122,20.15,239.9,122,10.8,9.8,5,2.65,2,True +AZ,124,415,No,No,0,253.5,104,43.1,117.9,123,10.02,248.5,104,11.18,14.0,2,3.78,0,False +NY,82,415,No,No,0,167.1,77,28.41,131.8,79,11.2,187.4,98,8.43,9.4,1,2.54,6,True +KY,122,415,No,No,0,168.3,96,28.61,87.6,91,7.45,247.2,87,11.12,8.4,6,2.27,1,False +AL,137,415,No,No,0,104.7,115,17.8,249.8,144,21.23,192.3,99,8.65,8.9,2,2.4,1,False +IN,69,510,No,No,0,135.4,101,23.02,238.1,124,20.24,195.6,102,8.8,10.6,2,2.86,1,False +IN,46,415,No,Yes,34,191.4,102,32.54,361.8,96,30.75,147.5,132,6.64,7.2,2,1.94,1,False +FL,103,415,No,No,0,158.7,90,26.98,198.4,117,16.86,181.1,76,8.15,10.5,4,2.84,1,False +NM,16,510,No,No,0,144.8,84,24.62,164.9,141,14.02,231.5,75,10.42,8.2,4,2.21,2,False +AL,119,415,No,No,0,98.8,97,16.8,146.9,68,12.49,190.7,105,8.58,10.0,4,2.7,3,False +MN,124,510,Yes,No,0,157.8,71,26.83,203.2,114,17.27,168.7,82,7.59,10.0,2,2.7,3,True +NY,122,415,No,Yes,37,163.0,107,27.71,312.8,118,26.59,200.0,85,9.0,11.6,5,3.13,1,False +MD,139,415,No,No,0,181.6,119,30.87,335.7,118,28.53,149.8,64,6.74,8.3,6,2.24,4,False +KS,67,510,No,No,0,129.0,78,21.93,188.0,116,15.98,235.0,102,10.58,11.2,3,3.02,2,False +WV,84,408,No,No,0,86.0,83,14.62,260.7,86,22.16,98.6,109,4.44,8.9,4,2.4,1,False +ID,101,510,No,Yes,17,193.9,71,32.96,189.8,81,16.13,196.3,97,8.83,12.6,7,3.4,0,False +LA,40,510,No,No,0,109.4,107,18.6,244.7,102,20.8,276.9,123,12.46,7.1,7,1.92,0,False +MI,61,415,No,No,0,188.9,105,32.11,153.6,116,13.06,213.3,106,9.6,10.2,2,2.75,2,False +TN,120,408,Yes,No,0,179.9,72,30.58,170.0,98,14.45,190.6,89,8.58,13.8,2,3.73,1,True +CA,95,415,No,No,0,183.4,98,31.18,281.3,95,23.91,105.2,113,4.73,8.2,8,2.21,1,False +FL,98,408,No,No,0,288.1,101,48.98,137.9,93,11.72,206.5,88,9.29,0.0,0,0.0,0,False +LA,114,415,No,No,0,169.2,96,28.76,149.9,83,12.74,196.9,119,8.86,4.6,4,1.24,2,False +IL,68,415,Yes,Yes,29,195.5,113,33.24,171.6,96,14.59,204.0,85,9.18,13.5,9,3.65,1,True +AL,149,415,No,Yes,20,264.4,102,44.95,219.6,123,18.67,200.4,89,9.02,11.3,3,3.05,2,False +CT,22,408,No,No,0,207.7,116,35.31,210.6,99,17.9,238.2,88,10.72,9.6,5,2.59,0,False +PA,176,415,No,No,0,169.5,151,28.82,112.9,84,9.6,56.6,99,2.55,8.7,4,2.35,0,False +TX,152,415,No,No,0,141.5,102,24.06,263.0,94,22.36,207.1,113,9.32,3.4,4,0.92,2,False +VA,118,408,No,No,0,154.8,71,26.32,244.0,73,20.74,159.6,81,7.18,12.8,4,3.46,0,False +MO,101,415,Yes,No,0,133.5,51,22.7,219.6,96,18.67,210.0,74,9.45,11.7,4,3.16,1,False +MT,102,408,No,No,0,273.2,85,46.44,211.1,82,17.94,203.7,129,9.17,13.1,7,3.54,2,True +ND,118,408,No,No,0,224.6,94,38.18,225.9,120,19.2,269.0,105,12.11,12.5,8,3.38,2,False +FL,105,415,No,No,0,273.8,97,46.55,289.7,106,24.62,269.1,126,12.11,5.8,3,1.57,2,True +WI,153,510,No,No,0,159.5,103,27.12,275.5,90,23.42,176.7,126,7.95,10.1,2,2.73,1,True +KY,71,415,No,No,0,104.0,92,17.68,197.0,125,16.75,110.1,123,4.95,14.6,8,3.94,0,False +MD,71,415,No,Yes,31,115.4,90,19.62,217.4,78,18.48,239.9,102,10.8,13.1,4,3.54,1,False +IN,68,415,No,No,0,222.1,107,37.76,199.4,102,16.95,162.4,107,7.31,9.4,3,2.54,2,False +MA,66,415,No,No,0,116.4,98,19.79,95.6,74,8.13,181.5,94,8.17,10.5,3,2.84,3,False +ND,101,415,No,No,0,217.7,118,37.01,231.7,128,19.69,185.3,128,8.34,0.0,0,0.0,3,False +VT,116,415,No,No,0,129.4,84,22.0,157.3,89,13.37,215.5,77,9.7,13.3,3,3.59,0,False +CT,54,415,No,Yes,33,161.8,73,27.51,273.0,58,23.21,153.9,76,6.93,13.7,4,3.7,0,False +VA,112,408,No,Yes,29,198.8,122,33.8,238.6,114,20.28,289.5,69,13.03,11.5,5,3.11,1,False +MS,122,408,No,Yes,45,147.8,85,25.13,147.4,93,12.53,203.5,110,9.16,14.0,5,3.78,1,False +AK,74,415,No,No,0,262.3,114,44.59,198.9,96,16.91,165.9,90,7.47,6.6,5,1.78,3,False +WY,90,415,No,No,0,246.4,83,41.89,160.3,88,13.63,170.9,99,7.69,7.6,7,2.05,1,False +NY,112,415,No,No,0,174.3,123,29.63,140.2,124,11.92,215.4,89,9.69,9.0,6,2.43,4,True +NC,85,510,No,No,0,183.4,111,31.18,168.8,98,14.35,199.7,97,8.99,9.9,4,2.67,4,False +IL,100,415,No,No,0,191.9,95,32.62,200.9,101,17.08,271.9,74,12.24,18.2,3,4.91,1,False +OH,114,415,No,No,0,187.8,109,31.93,154.6,97,13.14,213.9,102,9.63,10.1,3,2.73,2,False +RI,83,510,No,No,0,259.7,106,44.15,152.7,116,12.98,224.7,92,10.11,10.2,2,2.75,0,False +WY,157,415,Yes,No,0,180.4,123,30.67,194.0,98,16.49,227.3,88,10.23,8.4,5,2.27,0,False +OR,51,510,No,No,0,51.8,107,8.81,230.2,104,19.57,227.5,118,10.24,10.4,4,2.81,2,False +NV,42,415,No,No,0,303.9,106,51.66,232.2,54,19.74,147.1,76,6.62,5.8,3,1.57,1,True +ND,101,415,No,Yes,36,123.7,125,21.03,172.6,106,14.67,280.5,127,12.62,8.8,4,2.38,1,True +OR,112,510,No,No,0,206.2,122,35.05,164.5,94,13.98,140.3,101,6.31,12.6,7,3.4,3,False +ND,56,510,No,No,0,164.3,92,27.93,233.7,107,19.86,187.3,104,8.43,11.8,1,3.19,2,False +NJ,53,408,No,No,0,228.6,117,38.86,132.8,123,11.29,227.2,124,10.22,10.1,2,2.73,9,True +WV,64,415,No,Yes,22,200.4,80,34.07,131.1,84,11.14,230.7,67,10.38,7.6,5,2.05,1,False +VA,123,408,No,No,0,154.3,107,26.23,183.0,111,15.56,54.0,134,2.43,10.9,8,2.94,0,False +ID,68,510,No,Yes,30,122.9,93,20.89,233.5,91,19.85,199.5,144,8.98,9.6,2,2.59,2,False +CT,40,510,Yes,No,0,220.8,100,37.54,265.7,106,22.58,212.8,94,9.58,6.4,3,1.73,0,False +NM,132,408,No,No,0,214.6,78,36.48,251.7,98,21.39,240.8,88,10.84,13.9,2,3.75,0,False +CT,120,408,Yes,No,0,202.0,123,34.34,184.3,78,15.67,176.0,89,7.92,7.4,2,2.0,2,True +MI,108,408,No,Yes,32,209.5,108,35.62,109.6,64,9.32,189.7,145,8.54,9.1,6,2.46,6,True +SC,161,510,No,No,0,297.9,141,50.64,238.1,107,20.24,240.5,93,10.82,8.9,5,2.4,1,True +SC,130,415,No,No,0,212.8,102,36.18,189.8,137,16.13,170.1,105,7.65,10.6,4,2.86,0,True +NY,122,510,No,No,0,145.6,102,24.75,284.7,111,24.2,228.2,91,10.27,12.2,5,3.29,0,False +MT,130,408,No,Yes,19,152.9,87,25.99,213.2,99,18.12,205.3,114,9.24,10.8,6,2.92,2,False +WY,90,510,No,No,0,125.4,158,21.32,269.1,83,22.87,238.6,103,10.74,11.0,7,2.97,1,False +NE,139,415,No,Yes,25,138.3,96,23.51,80.6,79,6.85,163.7,83,7.37,8.3,8,2.24,0,False +IN,57,415,No,No,0,189.3,157,32.18,174.9,70,14.87,221.9,117,9.99,11.2,5,3.02,3,False +CO,128,510,No,No,0,199.3,86,33.88,194.8,102,16.56,298.2,82,13.42,14.3,2,3.86,4,False +WY,127,510,Yes,No,0,247.5,99,42.08,108.5,118,9.22,232.0,72,10.44,10.6,3,2.86,2,False +MD,107,415,No,No,0,294.9,71,50.13,192.8,78,16.39,148.1,87,6.66,13.2,5,3.56,1,True +OK,177,408,No,No,0,175.4,99,29.82,155.3,83,13.2,179.4,86,8.07,11.5,3,3.11,1,False +SD,121,415,No,No,0,179.4,70,30.5,143.0,93,12.16,116.3,113,5.23,11.2,5,3.02,1,False +SC,99,510,Yes,Yes,39,126.8,94,21.56,293.6,115,24.96,174.1,91,7.83,8.4,4,2.27,0,False +NY,126,415,Yes,No,0,239.7,87,40.75,281.7,92,23.94,183.5,113,8.26,11.4,1,3.08,1,True +NY,77,415,No,Yes,33,143.0,101,24.31,212.2,102,18.04,104.9,120,4.72,15.3,4,4.13,5,True +WV,21,415,No,No,0,91.9,109,15.62,198.4,111,16.86,171.7,125,7.73,13.0,7,3.51,2,False +WA,56,408,No,No,0,210.4,80,35.77,176.6,96,15.01,149.7,56,6.74,15.5,4,4.19,1,False +ID,92,415,No,Yes,29,201.3,130,34.22,203.7,115,17.31,129.9,113,5.85,6.4,6,1.73,1,True +MN,81,510,No,No,0,145.6,59,24.75,287.9,131,24.47,181.7,121,8.18,9.2,4,2.48,2,False +TX,139,510,Yes,Yes,31,203.5,82,34.6,200.3,72,17.03,214.0,112,9.63,13.4,6,3.62,1,True +AZ,68,415,No,No,0,232.4,76,39.51,153.3,103,13.03,214.6,107,9.66,10.5,2,2.84,1,False +DE,183,415,No,Yes,8,86.5,119,14.71,285.2,97,24.24,180.4,133,8.12,8.7,2,2.35,2,False +CO,90,408,No,No,0,109.9,102,18.68,220.8,114,18.77,104.0,133,4.68,10.9,6,2.94,0,False +WI,165,408,No,No,0,156.0,88,26.52,276.1,81,23.47,175.9,94,7.92,9.3,5,2.51,1,False +WI,89,415,No,No,0,326.3,112,55.47,165.1,110,14.03,162.9,97,7.33,7.5,1,2.03,1,True +NJ,59,510,No,No,0,195.0,58,33.15,198.5,88,16.87,304.3,110,13.69,14.8,9,4.0,0,False +IL,16,415,Yes,No,0,110.0,91,18.7,147.3,75,12.52,190.5,73,8.57,6.4,7,1.73,0,False +DC,114,415,No,No,0,147.1,119,25.01,161.0,111,13.69,275.9,106,12.42,9.0,3,2.43,5,True +IA,113,510,No,No,0,156.0,141,26.52,256.8,72,21.83,175.3,123,7.89,11.9,5,3.21,2,False +GA,120,408,No,No,0,98.2,99,16.69,186.7,85,15.87,146.7,96,6.6,9.3,4,2.51,2,False +AK,115,415,No,No,0,210.6,120,35.8,153.1,84,13.01,262.2,79,11.8,11.0,5,2.97,0,False +CA,37,510,No,No,0,239.9,120,40.78,261.6,88,22.24,207.1,88,9.32,8.9,4,2.4,2,True +MN,100,415,Yes,No,0,159.9,94,27.18,179.9,95,15.29,154.4,102,6.95,11.6,2,3.13,2,True +CO,132,415,No,No,0,197.8,66,33.63,133.9,119,11.38,177.3,94,7.98,10.9,3,2.94,4,True +KY,38,408,No,Yes,36,115.4,98,19.62,166.2,83,14.13,184.7,79,8.31,15.2,6,4.1,2,False +SC,1,408,No,No,0,123.8,113,21.05,236.2,77,20.08,73.2,81,3.29,3.7,2,1.0,0,False +MT,97,415,No,Yes,15,117.6,97,19.99,196.3,126,16.69,157.4,113,7.08,6.4,3,1.73,1,False +KY,55,415,No,Yes,28,105.3,82,17.9,197.4,109,16.78,187.5,91,8.44,8.6,6,2.32,2,False +WV,75,415,No,No,0,111.7,121,18.99,237.3,119,20.17,253.5,110,11.41,13.1,6,3.54,1,False +ID,83,415,No,No,0,159.3,104,27.08,202.3,98,17.2,229.0,73,10.31,9.5,3,2.57,2,False +MN,40,510,No,No,0,81.7,123,13.89,210.2,108,17.87,212.0,64,9.54,11.3,3,3.05,6,True +MA,101,415,No,Yes,21,238.0,88,40.46,209.6,84,17.82,233.0,95,10.49,10.0,5,2.7,2,False +MD,120,415,No,Yes,40,128.1,99,21.78,247.7,78,21.05,199.7,121,8.99,15.6,3,4.21,0,False +SD,183,415,No,Yes,31,171.2,104,29.1,193.6,74,16.46,196.5,85,8.84,10.2,4,2.75,1,False +PA,75,510,No,No,0,109.0,88,18.53,259.3,120,22.04,182.1,119,8.19,13.3,3,3.59,4,True +KY,80,415,No,No,0,220.0,114,37.4,207.7,76,17.65,168.4,137,7.58,12.1,3,3.27,2,False +ID,88,415,No,No,0,55.6,65,9.45,242.7,121,20.63,176.3,134,7.93,11.3,4,3.05,0,False +NY,112,415,No,Yes,23,286.6,79,48.72,315.3,102,26.8,193.9,101,8.73,10.3,6,2.78,1,False +NM,63,510,No,No,0,207.6,96,35.29,229.0,112,19.47,162.6,131,7.32,13.3,2,3.59,1,False +CA,105,415,No,Yes,31,109.6,108,18.63,249.3,119,21.19,321.2,101,14.45,8.3,4,2.24,4,True +ID,92,415,No,No,0,197.2,113,33.52,242.3,116,20.6,192.0,76,8.64,11.0,5,2.97,2,False +WY,177,415,No,No,0,175.7,120,29.87,168.6,90,14.33,198.9,110,8.95,14.6,4,3.94,1,False +NM,118,510,No,No,0,205.2,115,34.88,184.8,137,15.71,176.1,115,7.92,7.0,6,1.89,0,False +HI,111,408,No,Yes,13,193.1,104,32.83,111.6,98,9.49,227.4,94,10.23,12.1,4,3.27,1,False +ID,82,510,No,Yes,34,232.6,121,39.54,153.2,115,13.02,286.7,77,12.9,4.7,3,1.27,3,False +NC,74,415,No,No,0,102.7,89,17.46,149.3,100,12.69,188.1,114,8.46,11.0,5,2.97,0,False +TX,121,415,No,Yes,31,263.1,70,44.73,279.3,118,23.74,127.1,143,5.72,9.7,4,2.62,5,False +GA,131,408,No,No,0,197.0,79,33.49,201.0,114,17.09,151.2,111,6.8,11.6,5,3.13,1,False +AL,125,408,No,No,0,169.3,90,28.78,156.0,138,13.26,210.8,106,9.49,11.6,6,3.13,2,False +ME,19,415,No,No,0,201.5,123,34.26,129.2,110,10.98,220.6,98,9.93,12.9,4,3.48,1,False +VA,138,415,No,No,0,251.0,119,42.67,91.2,96,7.75,142.2,87,6.4,13.8,3,3.73,3,False +ID,119,415,No,No,0,230.4,117,39.17,225.0,101,19.13,198.5,111,8.93,7.6,6,2.05,3,False +NY,137,510,No,No,0,109.8,120,18.67,230.5,86,19.59,255.8,103,11.51,11.9,6,3.21,1,False +NC,182,415,No,No,0,279.5,118,47.52,203.2,113,17.27,174.2,101,7.84,10.7,4,2.89,2,True +OH,135,415,No,No,0,173.4,107,29.48,222.0,84,18.87,64.2,94,2.89,13.7,6,3.7,1,False +HI,134,415,No,Yes,38,214.4,93,36.45,211.7,57,17.99,165.0,79,7.43,10.0,8,2.7,1,False +DC,45,415,No,No,0,96.1,103,16.34,246.8,134,20.98,229.7,92,10.34,9.7,4,2.62,1,False +TN,129,408,No,No,0,101.4,145,17.24,249.1,116,21.17,157.6,107,7.09,7.1,6,1.92,1,False +VT,142,415,No,No,0,232.5,74,39.53,181.8,142,15.45,203.1,86,9.14,10.4,6,2.81,4,False +MD,130,415,No,Yes,45,174.5,120,29.67,217.5,95,18.49,220.3,67,9.91,12.2,2,3.29,1,False +LA,163,408,No,Yes,23,224.0,126,38.08,233.5,89,19.85,293.9,104,13.23,8.8,4,2.38,1,False +HI,105,415,No,No,0,211.1,99,35.89,176.7,66,15.02,221.5,96,9.97,14.7,7,3.97,4,False +FL,119,415,No,No,0,109.2,96,18.56,153.1,80,13.01,240.0,102,10.8,9.8,5,2.65,2,False +WY,78,408,No,No,0,220.0,95,37.4,179.9,121,15.29,188.2,109,8.47,11.5,5,3.11,0,False +NE,92,415,No,No,0,181.4,98,30.84,164.5,98,13.98,171.0,110,7.69,10.9,4,2.94,2,False +WY,146,415,No,Yes,11,180.7,82,30.72,173.7,90,14.76,231.5,89,10.42,10.1,4,2.73,2,False +OR,125,408,No,Yes,32,96.5,109,16.41,145.8,109,12.39,174.4,82,7.85,9.4,2,2.54,1,False +IN,88,415,No,No,0,183.5,93,31.2,170.5,80,14.49,193.8,88,8.72,8.3,5,2.24,3,False +MD,83,408,No,Yes,38,107.9,90,18.34,140.4,94,11.93,253.6,79,11.41,10.5,2,2.84,0,False +TN,3,510,Yes,No,0,161.0,96,27.37,244.9,82,20.82,180.8,103,8.14,7.7,6,2.08,1,False +WV,152,510,Yes,Yes,41,146.8,128,24.96,285.6,96,24.28,213.6,80,9.61,4.3,2,1.16,1,True +WA,48,510,No,No,0,149.2,146,25.36,161.9,109,13.76,197.9,109,8.91,8.3,2,2.24,3,False +MS,189,415,No,No,0,227.8,124,38.73,169.5,112,14.41,201.1,91,9.05,5.6,4,1.51,3,False +OH,95,415,No,Yes,23,160.3,87,27.25,202.4,101,17.2,191.1,122,8.6,7.4,3,2.0,0,False +IN,129,415,No,No,0,137.8,120,23.43,225.8,110,19.19,145.2,95,6.53,10.2,6,2.75,1,True +CO,66,408,No,Yes,40,141.7,87,24.09,268.3,89,22.81,241.3,68,10.86,8.5,7,2.3,0,False +TX,80,510,No,Yes,22,196.4,115,33.39,150.3,109,12.78,176.2,75,7.93,9.3,1,2.51,0,False +AK,1,408,No,No,0,175.2,74,29.78,151.7,79,12.89,230.5,109,10.37,5.3,3,1.43,1,False +WV,84,408,No,No,0,146.8,133,24.96,171.7,73,14.59,234.5,69,10.55,9.9,3,2.67,1,False +MA,96,415,No,No,0,173.9,111,29.56,287.4,105,24.43,204.8,91,9.22,9.1,7,2.46,1,False +TN,123,415,No,Yes,34,305.2,80,51.88,156.5,109,13.3,280.0,81,12.6,13.2,7,3.56,1,False +ID,116,510,Yes,Yes,29,162.3,91,27.59,279.3,79,23.74,192.7,131,8.67,11.7,2,3.16,3,True +DE,105,415,Yes,No,0,150.0,106,25.5,293.8,123,24.97,250.7,65,11.28,10.3,7,2.78,3,False +VA,80,415,No,No,0,197.5,114,33.58,206.9,119,17.59,163.6,109,7.36,11.3,4,3.05,1,False +MT,157,408,No,No,0,240.2,67,40.83,153.0,98,13.01,249.0,72,11.21,10.2,6,2.75,2,False +ID,67,510,No,Yes,30,186.2,117,31.65,286.7,76,24.37,164.3,113,7.39,12.9,3,3.48,2,False +IN,141,415,No,Yes,39,116.9,127,19.87,276.5,88,23.5,289.9,125,13.05,12.3,2,3.32,0,False +MD,79,415,No,Yes,17,236.7,95,40.24,263.5,56,22.4,259.6,107,11.68,12.0,4,3.24,1,False +MS,76,408,No,No,0,173.2,93,29.44,131.2,80,11.15,170.9,104,7.69,5.4,3,1.46,0,False +WA,111,510,No,No,0,152.2,114,25.87,137.2,102,11.66,185.9,97,8.37,9.8,3,2.65,0,False +OH,94,415,No,No,0,181.3,135,30.82,182.4,108,15.5,180.6,103,8.13,6.7,2,1.81,0,False +RI,143,408,No,No,0,167.8,72,28.53,211.0,99,17.94,153.5,109,6.91,10.5,6,2.84,4,True +AR,109,510,No,No,0,175.4,125,29.82,250.7,87,21.31,289.3,74,13.02,9.8,9,2.65,1,False +AZ,138,415,No,No,0,87.6,112,14.89,266.9,107,22.69,214.6,104,9.66,9.8,10,2.65,2,False +SC,73,415,No,No,0,203.3,45,34.56,141.9,87,12.06,200.7,71,9.03,8.5,6,2.3,0,False +KY,21,415,No,No,0,92.6,95,15.74,161.9,70,13.76,285.0,78,12.83,11.3,3,3.05,5,True +AL,148,415,No,Yes,21,262.9,135,44.69,149.5,96,12.71,140.5,109,6.32,8.1,4,2.19,1,False +NE,103,408,No,No,0,160.8,91,27.34,155.8,82,13.24,254.3,103,11.44,8.5,3,2.3,1,False +MT,143,408,No,Yes,22,141.8,116,24.11,167.3,99,14.22,178.1,130,8.01,7.8,3,2.11,1,False +MN,79,408,No,Yes,32,50.6,62,8.6,201.4,87,17.12,146.8,121,6.61,4.2,4,1.13,2,False +NV,89,415,No,No,0,134.9,59,22.93,156.0,152,13.26,197.5,112,8.89,10.2,5,2.75,1,False +CA,120,415,No,No,0,252.1,110,42.86,226.1,103,19.22,155.6,83,7.0,13.8,3,3.73,1,False +UT,121,415,No,Yes,41,215.5,95,36.64,241.8,92,20.55,147.0,108,6.61,9.6,3,2.59,1,False +IL,101,415,No,No,0,124.8,66,21.22,257.2,85,21.86,193.2,115,8.69,13.4,4,3.62,0,False +DC,115,408,No,No,0,178.7,114,30.38,271.0,96,23.04,245.9,94,11.07,16.4,5,4.43,2,False +IN,168,415,No,No,0,183.2,131,31.14,179.2,73,15.23,292.8,100,13.18,9.9,5,2.67,2,False +NM,90,415,No,No,0,167.5,96,28.48,139.1,104,11.82,138.4,87,6.23,13.0,1,3.51,1,False +MS,70,510,No,No,0,147.1,105,25.01,200.0,135,17.0,234.9,65,10.57,12.5,9,3.38,3,False +VT,138,415,No,No,0,230.1,107,39.12,212.0,120,18.02,174.9,119,7.87,13.2,4,3.56,1,False +VT,43,408,No,No,0,135.8,125,23.09,163.2,88,13.87,229.8,106,10.34,12.6,3,3.4,0,False +UT,117,510,No,Yes,20,205.7,98,34.97,136.1,107,11.57,159.4,147,7.17,8.7,3,2.35,2,False +KY,108,408,No,No,0,73.8,105,12.55,143.4,114,12.19,170.2,98,7.66,10.9,3,2.94,2,False +VA,118,408,No,No,0,189.3,119,32.18,233.5,112,19.85,270.9,104,12.19,10.0,1,2.7,2,False +OH,169,408,No,No,0,147.2,115,25.02,161.9,123,13.76,142.1,103,6.39,7.2,6,1.94,3,False +AZ,62,408,No,Yes,42,137.3,95,23.34,184.2,94,15.66,231.4,70,10.41,10.2,3,2.75,0,False +NY,86,510,No,No,0,70.7,125,12.02,211.0,113,17.94,174.6,107,7.86,0.0,0,0.0,2,False +VA,44,408,No,No,0,204.6,117,34.78,205.2,94,17.44,164.6,84,7.41,10.7,5,2.89,0,False +MD,111,510,No,No,0,123.1,88,20.93,213.9,84,18.18,184.9,88,8.32,12.0,2,3.24,5,True +MA,127,510,No,Yes,19,129.7,115,22.05,160.8,101,13.67,265.0,63,11.93,12.2,3,3.29,2,False +IL,151,415,Yes,No,0,198.7,70,33.78,209.5,106,17.81,281.9,126,12.69,12.4,4,3.35,0,False +LA,53,415,No,No,0,145.1,116,24.67,233.7,82,19.86,208.7,95,9.39,7.9,5,2.13,2,False +MO,15,415,No,No,0,135.2,101,22.98,152.5,79,12.96,224.8,83,10.12,8.4,5,2.27,2,False +DC,123,408,No,Yes,28,124.7,105,21.2,250.4,78,21.28,216.4,128,9.74,7.8,8,2.11,1,False +PA,137,415,No,No,0,215.9,76,36.7,145.4,118,12.36,186.9,129,8.41,12.1,4,3.27,1,False +TN,106,415,No,No,0,119.2,142,20.26,228.4,139,19.41,197.9,61,8.91,8.4,9,2.27,2,False +NJ,88,510,No,No,0,144.3,116,24.53,156.4,74,13.29,214.7,90,9.66,7.8,10,2.11,3,False +VA,106,415,No,No,0,235.2,121,39.98,220.6,87,18.75,236.3,91,10.63,11.8,4,3.19,1,False +TN,95,510,No,No,0,174.0,57,29.58,281.1,118,23.89,197.2,94,8.87,9.7,2,2.62,0,False +NJ,57,510,Yes,No,0,115.0,65,19.55,122.3,96,10.4,245.0,75,11.03,6.4,1,1.73,0,True +WA,184,408,No,No,0,151.7,93,25.79,178.5,77,15.17,229.1,111,10.31,13.1,8,3.54,2,False +AR,109,510,No,No,0,153.1,102,26.03,234.1,77,19.9,329.2,74,14.81,9.9,9,2.67,3,False +WI,127,415,No,No,0,218.6,93,37.16,149.9,130,12.74,204.6,131,9.21,9.2,5,2.48,2,False +WA,82,510,No,No,0,265.2,122,45.08,178.7,102,15.19,174.7,90,7.86,10.7,9,2.89,2,False +RI,180,415,No,No,0,143.3,134,24.36,180.5,113,15.34,184.2,87,8.29,10.1,4,2.73,1,False +ME,174,415,No,No,0,190.3,98,32.35,252.7,70,21.48,220.6,97,9.93,7.2,9,1.94,2,False +CO,92,415,No,No,0,184.7,60,31.4,262.0,73,22.27,239.5,120,10.78,12.3,6,3.32,2,True +CO,81,408,No,No,0,115.3,99,19.6,224.7,117,19.1,152.5,98,6.86,18.0,2,4.86,1,False +RI,125,408,No,No,0,113.0,108,19.21,169.2,107,14.38,156.6,61,7.05,9.2,5,2.48,2,True +CT,119,408,No,No,0,294.2,100,50.01,232.5,53,19.76,195.0,64,8.78,9.0,1,2.43,0,True +NC,122,415,No,No,0,215.6,86,36.65,167.8,59,14.26,207.0,67,9.32,6.4,8,1.73,3,False +WY,34,408,No,No,0,128.8,80,21.9,208.7,93,17.74,202.1,103,9.09,14.0,7,3.78,1,False +OR,138,415,Yes,Yes,28,211.2,117,35.9,312.5,98,26.56,178.0,118,8.01,10.7,2,2.89,3,True +FL,90,415,No,Yes,24,71.2,82,12.1,181.6,103,15.44,186.9,111,8.41,12.9,1,3.48,1,False +KY,73,408,No,No,0,94.9,121,16.13,253.2,83,21.52,175.1,86,7.88,14.2,2,3.83,2,False +SC,19,510,No,No,0,259.4,116,44.1,269.7,109,22.92,175.3,130,7.89,9.5,3,2.57,1,True +WA,120,408,No,Yes,28,215.8,123,36.69,285.2,76,24.24,192.1,78,8.64,6.9,3,1.86,1,False +MT,160,415,No,No,0,97.5,113,16.58,268.1,69,22.79,255.3,62,11.49,13.2,4,3.56,3,False +PA,141,510,No,No,0,146.5,121,24.91,169.9,125,14.44,238.8,112,10.75,8.2,5,2.21,0,False +MA,90,408,No,No,0,157.9,72,26.84,234.0,93,19.89,210.0,86,9.45,12.2,5,3.29,2,False +VT,72,415,No,No,0,139.9,117,23.78,223.6,96,19.01,240.8,93,10.84,12.7,4,3.43,2,False +MN,117,408,No,Yes,21,153.2,112,26.04,263.3,110,22.38,135.0,85,6.08,11.9,7,3.21,1,False +IL,79,408,Yes,No,0,103.5,134,17.6,319.3,111,27.14,239.9,124,10.8,8.4,4,2.27,2,False +AR,87,408,No,No,0,185.8,119,31.59,192.3,83,16.35,200.0,96,9.0,6.6,4,1.78,1,False +MD,102,415,No,No,0,129.5,56,22.02,354.2,118,30.11,145.5,93,6.55,10.9,3,2.94,1,False +MT,49,408,No,No,0,236.6,91,40.22,220.9,146,18.78,146.8,114,6.61,8.9,2,2.4,1,False +VT,67,408,No,No,0,260.4,107,44.27,208.2,104,17.7,207.9,115,9.36,10.0,2,2.7,6,False +CO,107,415,No,No,0,167.3,100,28.44,163.9,79,13.93,185.9,100,8.37,6.7,5,1.81,2,False +NC,190,408,No,No,0,182.2,101,30.97,212.3,95,18.05,233.0,123,10.49,9.3,4,2.51,2,False +WA,118,510,No,No,0,113.0,80,19.21,150.1,87,12.76,204.3,115,9.19,10.8,4,2.92,2,False +TN,120,415,No,No,0,185.7,133,31.57,235.1,149,19.98,256.4,78,11.54,16.9,6,4.56,0,False +AR,94,408,No,No,0,136.2,114,23.15,165.1,118,14.03,137.9,71,6.21,9.6,5,2.59,0,False +DC,115,510,No,Yes,29,222.6,81,37.84,190.3,109,16.18,201.2,87,9.05,11.5,2,3.11,1,False +MN,61,415,No,No,0,197.3,67,33.54,264.5,106,22.48,210.5,116,9.47,9.0,6,2.43,1,False +IA,143,510,No,Yes,33,141.4,130,24.04,186.4,114,15.84,210.0,111,9.45,7.7,6,2.08,1,False +KS,110,510,No,No,0,208.0,69,35.36,95.1,94,8.08,178.5,129,8.03,8.0,11,2.16,1,False +ND,104,415,No,No,0,118.5,92,20.15,177.8,109,15.11,255.7,98,11.51,12.1,4,3.27,1,False +MT,16,510,No,No,0,153.2,65,26.04,229.7,90,19.52,148.2,94,6.67,10.7,8,2.89,1,False +IL,183,510,No,No,0,108.3,87,18.41,183.6,116,15.61,176.6,109,7.95,13.5,2,3.65,0,False +DC,147,408,No,No,0,168.6,92,28.66,187.7,107,15.95,216.5,95,9.74,14.4,8,3.89,2,False +KY,58,415,No,No,0,247.2,116,42.02,303.7,103,25.81,105.4,94,4.74,9.3,2,2.51,2,True +MS,102,510,Yes,No,0,224.2,81,38.11,243.3,90,20.68,147.8,66,6.65,12.0,8,3.24,3,False +TN,123,415,No,No,0,166.9,98,28.37,221.8,77,18.85,243.9,114,10.98,12.8,4,3.46,3,False +IA,64,415,No,Yes,43,118.4,100,20.13,144.1,108,12.25,158.1,91,7.11,8.5,6,2.3,1,False +AK,103,510,No,No,0,190.9,62,32.45,226.6,53,19.26,230.1,96,10.35,7.8,3,2.11,2,False +MN,152,415,No,No,0,317.8,60,54.03,152.9,100,13.0,123.4,63,5.55,10.4,7,2.81,1,True +WV,124,415,No,No,0,312.0,112,53.04,180.0,109,15.3,168.6,94,7.59,12.8,4,3.46,1,True +OR,97,415,No,No,0,146.0,121,24.82,203.0,141,17.26,151.8,120,6.83,13.3,2,3.59,1,False +MS,131,415,No,No,0,131.6,95,22.37,179.3,109,15.24,251.2,129,11.3,15.5,3,4.19,1,True +ME,57,415,No,Yes,33,193.4,105,32.88,231.6,79,19.69,226.2,90,10.18,11.1,11,3.0,2,False +MN,157,510,No,No,0,185.1,92,31.47,213.0,85,18.11,196.1,85,8.82,8.5,5,2.3,2,False +GA,194,510,No,No,0,193.3,106,32.86,169.0,150,14.37,225.2,122,10.13,11.8,4,3.19,0,False +DC,66,415,No,No,0,146.4,107,24.89,196.5,99,16.7,230.1,106,10.35,7.8,2,2.11,1,False +GA,155,510,No,No,0,71.2,90,12.1,304.4,119,25.87,183.3,103,8.25,8.6,4,2.32,0,False +NY,123,415,No,No,0,123.2,104,20.94,190.0,117,16.15,170.3,95,7.66,12.9,5,3.48,4,True +OK,116,510,No,No,0,205.0,90,34.85,140.9,114,11.98,272.6,96,12.27,7.5,4,2.03,2,False +OK,63,415,No,No,0,128.7,78,21.88,240.8,133,20.47,237.7,121,10.7,12.8,6,3.46,1,False +GA,64,510,No,No,0,216.9,78,36.87,211.0,115,17.94,179.8,116,8.09,11.4,5,3.08,3,False +NJ,96,510,No,No,0,150.0,122,25.5,218.5,116,18.57,212.4,89,9.56,9.8,1,2.65,3,False +MN,53,415,No,No,0,164.1,106,27.9,206.0,56,17.51,194.7,124,8.76,11.4,2,3.08,1,False +ME,105,510,No,No,0,212.0,113,36.04,226.6,128,19.26,193.6,114,8.71,8.9,7,2.4,3,False +MI,53,510,No,Yes,37,167.3,99,28.44,194.7,99,16.55,236.7,112,10.65,12.0,9,3.24,2,False +MT,101,415,No,No,0,154.4,130,26.25,217.2,101,18.46,185.4,52,8.34,13.9,4,3.75,1,False +NE,129,510,No,Yes,30,177.3,95,30.14,211.8,102,18.0,240.2,108,10.81,9.3,7,2.51,3,False +ND,122,408,No,No,0,231.2,141,39.3,267.8,136,22.76,240.3,100,10.81,8.8,5,2.38,1,True +VA,163,415,No,No,0,202.9,100,34.49,178.6,46,15.18,203.8,116,9.17,12.8,3,3.46,5,False +VT,93,408,No,No,0,149.6,120,25.43,200.7,85,17.06,181.2,107,8.15,14.3,9,3.86,0,False +OH,115,510,Yes,No,0,345.3,81,58.7,203.4,106,17.29,217.5,107,9.79,11.8,8,3.19,1,True +AL,25,408,No,No,0,264.9,80,45.03,281.2,66,23.9,166.1,80,7.47,8.4,4,2.27,1,True +DC,73,408,No,No,0,122.0,92,20.74,138.3,114,11.76,224.2,128,10.09,5.8,5,1.57,1,False +ND,120,415,No,No,0,177.2,88,30.12,270.4,99,22.98,231.5,90,10.42,14.0,2,3.78,2,False +TN,196,415,No,No,0,133.1,80,22.63,206.5,120,17.55,221.6,96,9.97,10.3,8,2.78,1,False +DE,97,510,No,No,0,225.1,90,38.27,279.5,127,23.76,233.8,103,10.52,8.8,4,2.38,0,True +NY,148,408,No,No,0,208.4,120,35.43,174.4,99,14.82,310.7,105,13.98,11.2,4,3.02,1,False +AL,85,408,No,Yes,30,173.1,107,29.43,247.2,101,21.01,158.7,104,7.14,11.5,5,3.11,1,False +OK,86,510,Yes,No,0,162.4,131,27.61,167.0,102,14.2,128.9,118,5.8,11.4,2,3.08,2,True +MS,78,415,No,Yes,13,281.2,93,47.8,178.2,101,15.15,244.2,129,10.99,6.4,5,1.73,2,False +MD,106,415,No,No,0,208.3,89,35.41,169.4,67,14.4,102.0,90,4.59,15.9,4,4.29,3,False +NE,147,415,No,Yes,38,243.4,126,41.38,273.8,109,23.27,282.9,91,12.73,14.1,8,3.81,2,False +AR,145,415,No,No,0,224.2,89,38.11,314.9,121,26.77,182.9,121,8.23,16.1,3,4.35,1,True +IL,91,415,No,No,0,189.3,100,32.18,239.3,107,20.34,89.7,89,4.04,9.9,3,2.67,3,False +IN,81,408,No,Yes,46,168.3,124,28.61,270.9,103,23.03,222.5,98,10.01,6.7,2,1.81,4,False +UT,116,415,No,Yes,24,232.9,90,39.59,152.1,94,12.93,344.3,82,15.49,10.7,6,2.89,1,False +LA,69,415,No,Yes,37,155.0,98,26.35,142.4,105,12.1,143.7,117,6.47,5.9,4,1.59,1,False +ID,135,510,No,No,0,154.4,130,26.25,203.8,90,17.32,158.7,59,7.14,11.8,3,3.19,0,False +KY,73,510,No,No,0,234.7,102,39.9,195.7,110,16.63,253.4,71,11.4,8.4,8,2.27,2,False +MI,48,415,No,No,0,240.0,88,40.8,141.0,117,11.99,128.9,137,5.8,7.1,9,1.92,1,False +NH,125,415,Yes,No,0,298.4,78,50.73,270.5,142,22.99,107.3,84,4.83,12.2,2,3.29,0,True +WV,100,415,No,No,0,166.0,102,28.22,236.1,97,20.07,134.3,93,6.04,10.9,4,2.94,1,False +OR,165,415,No,Yes,33,111.6,140,18.97,213.3,111,18.13,267.6,115,12.04,16.0,3,4.32,0,False +SD,64,415,No,No,0,174.5,98,29.67,180.2,103,15.32,179.0,89,8.06,10.7,2,2.89,2,False +MD,116,510,Yes,Yes,27,175.5,137,29.84,210.6,60,17.9,294.8,121,13.27,6.9,5,1.86,1,False +ND,147,408,Yes,Yes,35,157.5,109,26.78,189.6,67,16.12,227.0,76,10.22,11.1,2,3.0,3,True +TN,115,415,No,No,0,206.2,113,35.05,176.4,102,14.99,297.1,119,13.37,11.0,7,2.97,1,False +MO,84,415,No,Yes,35,207.5,138,35.28,201.0,116,17.09,164.5,107,7.4,7.5,16,2.03,4,False +IL,86,510,No,Yes,16,144.8,105,24.62,206.2,111,17.53,255.4,117,11.49,11.6,2,3.13,4,False +UT,134,415,No,No,0,258.8,85,44.0,129.5,114,11.01,193.6,106,8.71,10.9,7,2.94,2,False +MI,105,415,No,No,0,226.9,106,38.57,182.2,77,15.49,203.9,107,9.18,11.6,2,3.13,0,True +AR,88,408,No,No,0,152.9,119,25.99,171.2,107,14.55,257.0,106,11.57,12.0,5,3.24,2,False +TX,90,408,No,Yes,27,156.7,51,26.64,236.5,118,20.1,123.2,111,5.54,12.6,6,3.4,2,False +AK,86,408,No,No,0,150.8,85,25.64,295.9,88,25.15,247.2,104,11.12,12.5,1,3.38,1,False +TN,37,415,No,No,0,221.0,126,37.57,204.5,110,17.38,118.0,98,5.31,6.8,3,1.84,4,False +NH,141,415,No,Yes,32,322.4,92,54.81,283.2,107,24.07,209.5,111,9.43,6.7,3,1.81,1,True +NM,148,408,No,No,0,153.6,148,26.11,262.1,87,22.28,225.5,99,10.15,9.8,3,2.65,2,False +MN,163,408,No,Yes,22,215.1,91,36.57,138.9,102,11.81,146.2,109,6.58,12.4,2,3.35,2,False +IA,89,415,No,Yes,35,174.4,108,29.65,196.7,100,16.72,127.4,74,5.73,11.8,3,3.19,1,False +RI,63,415,No,No,0,180.5,126,30.69,230.0,98,19.55,232.5,73,10.46,10.6,3,2.86,0,False +AL,102,415,No,No,0,123.1,106,20.93,182.0,102,15.47,244.6,75,11.01,12.6,7,3.4,2,False +NC,76,510,No,No,0,165.7,94,28.17,257.4,80,21.88,170.8,114,7.69,10.0,4,2.7,1,False +SD,104,408,No,No,0,200.2,92,34.03,118.7,87,10.09,236.6,65,10.65,6.0,6,1.62,2,False +MT,109,510,No,No,0,154.8,82,26.32,287.7,109,24.45,208.4,80,9.38,5.9,9,1.59,3,False +HI,105,510,No,No,0,125.4,116,21.32,261.5,95,22.23,241.6,104,10.87,11.4,9,3.08,2,False +MT,63,415,No,Yes,33,184.2,111,31.31,312.6,89,26.57,264.0,55,11.88,12.2,4,3.29,1,False +KY,105,415,No,Yes,24,274.7,99,46.7,193.5,118,16.45,299.6,109,13.48,10.8,3,2.92,3,False +DC,68,415,Yes,Yes,39,142.0,140,24.14,241.6,89,20.54,302.0,72,13.59,11.3,5,3.05,1,False +CO,63,408,Yes,Yes,21,151.5,99,25.76,147.8,89,12.56,210.4,114,9.47,10.0,4,2.7,1,False +MI,74,415,No,No,0,124.8,114,21.22,133.0,121,11.31,160.3,85,7.21,10.6,7,2.86,3,False +AL,76,415,No,No,0,179.2,85,30.46,222.9,66,18.95,188.2,113,8.47,12.4,2,3.35,0,False +KS,91,408,Yes,No,0,246.4,110,41.89,182.0,98,15.47,157.6,106,7.09,12.1,2,3.27,2,True +NC,101,415,No,No,0,232.7,114,39.56,186.4,123,15.84,153.3,122,6.9,11.5,6,3.11,5,False +SC,116,408,No,No,0,288.0,120,48.96,255.8,90,21.74,233.4,99,10.5,13.4,4,3.62,0,True +CO,131,415,No,Yes,23,170.8,145,29.04,236.7,93,20.12,294.5,100,13.25,12.7,1,3.43,1,False +MN,84,415,No,No,0,216.1,114,36.74,197.5,107,16.79,217.8,104,9.8,9.8,3,2.65,1,False +WY,104,415,No,No,0,138.7,100,23.58,215.4,58,18.31,164.3,98,7.39,4.9,4,1.32,2,False +FL,108,510,No,No,0,210.7,112,35.82,238.7,73,20.29,253.6,90,11.41,9.2,5,2.48,3,False +NY,111,415,No,No,0,181.8,117,30.91,158.1,91,13.44,266.2,123,11.98,9.7,9,2.62,0,False +OK,155,408,No,Yes,30,61.6,103,10.47,255.1,110,21.68,225.9,96,10.17,12.4,5,3.35,1,False +ME,66,510,No,No,0,207.7,85,35.31,196.7,112,16.72,261.7,83,11.78,6.8,3,1.84,1,False +NE,64,510,No,No,0,219.2,73,37.26,167.0,65,14.2,161.4,119,7.26,10.0,5,2.7,1,False +OH,69,415,No,No,0,227.0,122,38.59,258.7,111,21.99,169.7,87,7.64,8.9,1,2.4,2,False +CT,116,415,No,No,0,245.9,73,41.8,240.1,87,20.41,158.7,89,7.14,8.9,5,2.4,3,False +DC,101,415,No,No,0,257.3,84,43.74,184.8,115,15.71,108.9,109,4.9,13.5,7,3.65,0,False +OK,15,415,No,No,0,121.1,130,20.59,216.0,86,18.36,235.1,33,10.58,16.1,5,4.35,2,False +NJ,88,415,No,No,0,301.5,136,51.26,257.7,72,21.9,132.9,118,5.98,13.4,2,3.62,4,True +IA,197,415,No,No,0,233.9,96,39.76,218.9,111,18.61,182.9,109,8.23,9.5,3,2.57,0,False +VA,50,415,Yes,No,0,99.6,108,16.93,308.7,102,26.24,161.2,62,7.25,13.7,6,3.7,2,True +VA,172,510,No,No,0,169.8,123,28.87,183.1,94,15.56,395.0,72,17.77,12.7,7,3.43,2,False +NM,188,415,Yes,Yes,26,198.8,115,33.8,166.6,67,14.16,198.5,118,8.93,14.4,3,3.89,1,True +FL,85,408,Yes,No,0,116.2,86,19.75,229.7,127,19.52,204.2,109,9.19,10.1,3,2.73,3,False +RI,103,510,Yes,No,0,255.9,128,43.5,140.9,92,11.98,308.9,130,13.9,12.1,2,3.27,1,True +NJ,136,408,No,Yes,27,187.7,84,31.91,221.0,147,18.79,145.7,110,6.56,10.0,4,2.7,3,False +NE,155,408,No,Yes,21,195.9,91,33.3,213.9,84,18.18,88.2,111,3.97,8.6,4,2.32,0,False +WV,145,415,No,No,0,129.4,97,22.0,185.4,101,15.76,204.7,106,9.21,1.1,2,0.3,2,False +WY,116,510,No,Yes,12,221.0,108,37.57,151.0,118,12.84,179.0,80,8.06,9.0,6,2.43,2,False +SC,152,408,No,No,0,140.5,92,23.89,186.8,96,15.88,227.0,89,10.22,9.5,5,2.57,2,False +MS,65,415,Yes,No,0,277.9,123,47.24,155.8,112,13.24,256.9,71,11.56,9.2,10,2.48,0,True +ND,180,415,No,No,0,224.9,105,38.23,250.0,101,21.25,216.1,73,9.72,6.7,5,1.81,3,True +IL,67,415,No,No,0,109.1,117,18.55,217.4,124,18.48,188.4,141,8.48,12.8,6,3.46,0,False +OR,60,415,No,No,0,207.8,109,35.33,123.5,112,10.5,291.6,115,13.12,5.7,9,1.54,0,False +UT,138,510,No,No,0,205.9,96,35.0,257.1,94,21.85,209.0,63,9.4,12.1,8,3.27,0,False +IA,44,415,No,No,0,308.6,139,52.46,150.8,94,12.82,198.7,66,8.94,7.3,3,1.97,4,True +ME,25,510,No,No,0,242.6,69,41.24,209.0,117,17.77,219.7,82,9.89,14.4,6,3.89,2,False +WY,145,408,No,No,0,229.6,82,39.03,138.1,103,11.74,250.8,109,11.29,3.3,3,0.89,1,False +WI,122,510,No,Yes,28,166.0,62,28.22,233.9,88,19.88,170.1,84,7.65,7.7,3,2.08,2,False +SC,121,415,No,No,0,144.8,126,24.62,200.6,82,17.05,208.8,81,9.4,13.3,9,3.59,0,True +DC,55,510,Yes,No,0,106.1,77,18.04,123.5,100,10.5,96.4,92,4.34,12.9,3,3.48,0,False +CT,77,415,No,No,0,221.8,84,37.71,166.0,125,14.11,210.2,72,9.46,13.2,4,3.56,1,False +OR,12,415,No,No,0,204.6,98,34.78,212.5,90,18.06,182.1,95,8.19,9.8,7,2.65,2,False +OR,64,510,No,No,0,213.5,93,36.3,166.6,114,14.16,122.0,78,5.49,14.1,3,3.81,3,False +NV,92,415,No,Yes,44,152.0,95,25.84,274.9,73,23.37,162.4,121,7.31,10.0,1,2.7,2,False +MN,125,415,Yes,Yes,29,260.8,81,44.34,163.7,112,13.91,271.7,117,12.23,17.0,6,4.59,1,True +OK,160,408,No,No,0,166.4,117,28.29,317.0,129,26.95,160.4,121,7.22,10.0,2,2.7,1,False +KS,79,415,No,No,0,177.9,83,30.24,167.3,84,14.22,223.7,142,10.07,15.2,8,4.1,0,False +RI,36,415,No,No,0,235.1,97,39.97,196.8,104,16.73,259.7,110,11.69,7.0,7,1.89,3,False +DC,102,415,No,No,0,186.8,92,31.76,173.7,123,14.76,250.9,131,11.29,9.7,4,2.62,2,False +IL,138,408,Yes,No,0,268.4,81,45.63,174.4,115,14.82,193.5,96,8.71,11.6,4,3.13,1,False +UT,164,510,No,No,0,192.1,95,32.66,249.8,94,21.23,132.6,100,5.97,7.3,3,1.97,3,False +MN,125,415,No,No,0,240.7,82,40.92,269.4,85,22.9,187.1,74,8.42,10.1,3,2.73,0,True +WI,72,408,No,No,0,179.9,113,30.58,149.8,112,12.73,168.2,79,7.57,9.8,7,2.65,2,False +MI,74,415,No,No,0,314.1,86,53.4,222.4,99,18.9,259.0,121,11.66,12.3,5,3.32,3,True +MI,134,415,No,Yes,41,162.0,82,27.54,324.7,77,27.6,160.1,112,7.2,11.9,5,3.21,0,False +MA,145,415,No,No,0,175.8,89,29.89,274.3,119,23.32,226.6,69,10.2,12.4,4,3.35,1,False +AL,136,510,No,No,0,109.4,91,18.6,207.5,111,17.64,135.0,107,6.08,11.6,5,3.13,0,False +SC,209,510,No,No,0,255.1,124,43.37,230.6,110,19.6,218.0,69,9.81,8.5,5,2.3,3,True +WI,66,415,Yes,No,0,208.7,84,35.48,173.3,88,14.73,264.7,107,11.91,8.3,3,2.24,3,False +VT,152,510,No,Yes,20,214.6,108,36.48,96.6,82,8.21,170.7,145,7.68,7.9,5,2.13,1,False +CT,162,408,No,No,0,49.2,121,8.36,143.9,136,12.23,203.0,97,9.14,12.1,13,3.27,1,False +OR,72,510,No,No,0,141.3,133,24.02,134.9,96,11.47,227.5,97,10.24,11.2,3,3.02,2,False +HI,101,415,No,No,0,253.2,89,43.04,237.9,114,20.22,154.3,85,6.94,9.7,7,2.62,4,False +WV,125,415,No,No,0,206.0,128,35.02,198.1,71,16.84,135.9,116,6.12,13.2,3,3.56,0,False +RI,46,408,No,No,0,40.4,105,6.87,172.4,83,14.65,145.1,89,6.53,9.0,2,2.43,2,False +MI,132,408,No,No,0,291.2,104,49.5,234.2,132,19.91,191.7,87,8.63,8.9,3,2.4,1,True +ME,193,415,No,Yes,31,71.2,58,12.1,124.7,105,10.6,155.5,108,7.0,11.7,3,3.16,0,False +WV,63,510,No,No,0,261.8,69,44.51,245.0,135,20.83,202.1,94,9.09,14.7,4,3.97,0,True +NE,124,510,No,No,0,191.3,134,32.52,261.5,113,22.23,182.3,111,8.2,10.0,3,2.7,1,False +DC,144,415,No,No,0,133.3,101,22.66,255.5,127,21.72,228.6,68,10.29,11.6,2,3.13,0,False +NH,116,408,No,Yes,24,183.6,138,31.21,203.8,90,17.32,166.9,89,7.51,6.0,3,1.62,2,False +MD,189,415,No,Yes,30,155.2,116,26.38,195.5,50,16.62,170.1,108,7.65,15.4,6,4.16,1,False +NH,97,408,No,Yes,28,283.1,93,48.13,185.4,98,15.76,312.8,78,14.08,6.1,8,1.65,1,False +WV,137,510,No,Yes,50,186.5,94,31.71,178.0,106,15.13,215.6,100,9.7,12.1,4,3.27,2,False +IL,142,415,No,Yes,38,163.3,104,27.76,136.0,114,11.56,249.1,127,11.21,4.3,6,1.16,0,False +OK,84,510,No,No,0,203.4,125,34.58,182.9,88,15.55,213.7,121,9.62,13.8,2,3.73,1,False +NH,119,415,No,Yes,19,178.1,110,30.28,212.8,100,18.09,226.3,123,10.18,10.0,6,2.7,1,False +MI,158,415,No,No,0,195.9,103,33.3,89.1,95,7.57,302.2,82,13.6,10.3,3,2.78,1,False +ND,50,415,No,No,0,295.3,127,50.2,127.4,100,10.83,166.8,105,7.51,9.6,6,2.59,1,False +LA,98,408,No,No,0,136.1,82,23.14,156.3,118,13.29,158.8,83,7.15,10.1,5,2.73,2,False +HI,101,415,No,Yes,24,114.1,95,19.4,161.5,86,13.73,176.3,90,7.93,13.0,9,3.51,2,False +NJ,182,415,No,No,0,279.1,124,47.45,180.5,108,15.34,217.5,104,9.79,9.5,11,2.57,2,True +WV,51,408,No,No,0,169.3,111,28.78,139.5,69,11.86,197.0,87,8.87,12.0,3,3.24,0,False +NC,117,510,No,No,0,214.4,94,36.45,138.0,149,11.73,148.7,102,6.69,9.9,1,2.67,2,False +PA,92,415,Yes,No,0,255.8,125,43.49,142.7,111,12.13,181.2,101,8.15,11.7,3,3.16,0,False +MI,86,408,No,No,0,148.2,71,25.19,285.1,91,24.23,166.4,155,7.49,6.2,3,1.67,2,False +WY,122,415,No,No,0,119.3,93,20.28,223.9,103,19.03,211.9,122,9.54,8.7,4,2.35,2,False +NJ,156,408,No,Yes,27,192.3,137,32.69,199.9,115,16.99,244.2,112,10.99,14.8,8,4.0,1,False +NJ,127,510,No,No,0,245.2,91,41.68,217.2,92,18.46,243.1,128,10.94,13.9,6,3.75,0,True +NC,130,408,Yes,No,0,216.2,106,36.75,363.7,86,30.91,126.7,123,5.7,16.9,2,4.56,5,True +NM,158,408,No,No,0,172.4,114,29.31,256.6,69,21.81,235.3,104,10.59,0.0,0,0.0,2,False +MS,145,510,Yes,Yes,30,175.3,107,29.8,153.3,116,13.03,233.6,85,10.51,11.1,3,3.0,1,False +TX,90,415,Yes,Yes,26,169.0,104,28.73,188.8,104,16.05,213.3,76,9.6,13.3,3,3.59,0,True +OK,127,510,No,Yes,27,2.6,113,0.44,254.0,102,21.59,242.7,156,10.92,9.2,5,2.48,3,False +ID,109,415,No,No,0,184.1,143,31.3,211.7,105,17.99,243.0,116,10.93,9.9,2,2.67,1,False +AL,88,415,No,No,0,181.9,90,30.92,151.5,87,12.88,143.0,100,6.44,7.5,3,2.03,1,False +WY,101,510,No,Yes,9,160.1,116,27.22,210.0,121,17.85,139.1,65,6.26,10.8,9,2.92,0,False +HI,171,510,No,No,0,189.8,122,32.27,173.7,85,14.76,257.1,84,11.57,10.3,1,2.78,0,False +VA,21,415,No,No,0,223.2,142,37.94,216.5,114,18.4,214.7,111,9.66,12.4,2,3.35,1,False +WV,145,408,No,Yes,31,216.0,94,36.72,225.1,123,19.13,234.7,109,10.56,10.7,1,2.89,2,False +DE,90,415,No,No,0,198.5,124,33.75,266.6,100,22.66,243.3,80,10.95,8.0,7,2.16,2,False +CA,33,408,No,No,0,159.5,115,27.12,195.4,118,16.61,102.4,86,4.61,7.1,7,1.92,1,False +PA,61,408,No,Yes,40,105.0,78,17.85,180.6,100,15.35,174.1,115,7.83,10.2,2,2.75,2,True +CO,107,415,No,No,0,204.5,108,34.77,162.4,110,13.8,155.0,102,6.98,13.4,1,3.62,3,False +MD,147,408,No,No,0,274.0,92,46.58,231.8,82,19.7,283.6,83,12.76,6.2,1,1.67,0,True +AL,117,510,No,No,0,158.7,84,26.98,181.7,91,15.44,177.3,67,7.98,7.7,10,2.08,2,False +AL,95,415,No,No,0,229.9,116,39.08,202.4,110,17.2,171.4,105,7.71,14.2,6,3.83,1,False +KS,186,510,No,No,0,137.8,97,23.43,187.7,118,15.95,146.4,85,6.59,8.7,6,2.35,1,False +MI,128,415,No,No,0,179.4,94,30.5,270.4,92,22.98,191.0,88,8.59,7.9,4,2.13,0,False +AK,55,408,No,Yes,39,139.3,101,23.68,178.3,117,15.16,246.5,104,11.09,8.1,1,2.19,3,False +OH,134,415,No,No,0,7.8,86,1.33,171.4,100,14.57,186.5,80,8.39,12.9,2,3.48,2,False +IN,96,415,No,Yes,23,183.1,88,31.13,147.4,89,12.53,350.2,108,15.76,11.3,7,3.05,1,False +SC,107,415,No,No,0,206.9,79,35.17,262.4,117,22.3,149.3,69,6.72,10.7,3,2.89,0,False +KS,123,415,No,No,0,140.0,106,23.8,153.7,101,13.06,50.1,87,2.25,12.5,1,3.38,2,False +OK,35,415,No,No,0,179.2,59,30.46,283.3,101,24.08,285.4,83,12.84,5.8,7,1.57,2,False +WI,74,408,No,No,0,177.4,136,30.16,240.3,104,20.43,237.3,133,10.68,12.0,3,3.24,0,False +IN,130,408,No,No,0,115.6,129,19.65,167.8,104,14.26,141.8,124,6.38,12.6,9,3.4,1,False +IL,137,408,Yes,No,0,237.3,103,40.34,176.7,84,15.02,263.4,81,11.85,14.2,4,3.83,0,True +TN,88,415,No,No,0,181.5,116,30.86,187.0,119,15.9,220.3,96,9.91,10.5,7,2.84,1,False +DC,80,408,No,No,0,51.5,90,8.76,164.0,98,13.94,169.4,80,7.62,9.5,4,2.57,3,False +NC,116,408,No,Yes,19,155.7,104,26.47,185.4,118,15.76,192.7,116,8.67,8.2,2,2.21,3,False +RI,123,510,No,Yes,23,245.0,88,41.65,265.0,105,22.53,239.7,108,10.79,14.9,3,4.02,2,False +MS,120,415,No,No,0,131.7,99,22.39,163.1,109,13.86,201.1,116,9.05,10.7,3,2.89,1,False +VA,146,415,Yes,No,0,111.1,126,18.89,313.4,95,26.64,215.7,82,9.71,10.5,6,2.84,1,False +KY,106,510,No,Yes,9,88.5,100,15.05,324.8,109,27.61,79.9,86,3.6,8.2,4,2.21,3,False +NV,121,408,No,Yes,44,116.0,85,19.72,150.1,120,12.76,246.8,98,11.11,12.0,2,3.24,1,False +WI,137,510,No,No,0,155.5,81,26.44,133.1,94,11.31,253.1,77,11.39,9.1,2,2.46,1,False +NH,84,408,No,Yes,30,106.5,65,18.11,225.7,108,19.18,188.6,61,8.49,5.7,3,1.54,2,False +NE,67,510,No,Yes,31,175.2,68,29.78,199.2,73,16.93,219.8,99,9.89,13.2,6,3.56,1,False +WI,161,408,No,No,0,154.7,84,26.3,177.8,125,15.11,172.9,90,7.78,5.9,2,1.59,4,True +NJ,134,510,No,Yes,34,247.2,105,42.02,225.5,133,19.17,186.3,76,8.38,6.1,5,1.65,2,True +ME,62,415,Yes,Yes,32,218.4,93,37.13,236.7,132,20.12,192.2,137,8.65,13.2,3,3.56,0,True +WY,120,415,No,Yes,24,227.5,81,38.68,234.9,71,19.97,166.4,128,7.49,9.0,13,2.43,1,False +IN,130,408,No,Yes,30,185.0,117,31.45,249.5,141,21.21,157.8,103,7.1,7.4,7,2.0,0,False +WI,20,408,No,No,0,186.8,89,31.76,253.4,51,21.54,273.1,105,12.29,12.3,6,3.32,2,False +VT,68,415,No,No,0,158.8,119,27.0,211.8,105,18.0,198.1,101,8.91,10.3,3,2.78,1,False +CA,112,415,No,No,0,208.7,150,35.48,212.8,104,18.09,178.1,98,8.01,8.5,4,2.3,0,False +IN,77,408,No,No,0,185.9,95,31.6,212.0,98,18.02,282.3,81,12.7,11.3,4,3.05,3,False +SC,109,415,No,No,0,222.5,74,37.83,169.7,75,14.42,264.3,94,11.89,9.0,3,2.43,2,False +IN,108,415,No,No,0,201.1,101,34.19,170.7,86,14.51,237.4,113,10.68,11.6,3,3.13,3,False +IA,79,415,No,Yes,17,167.9,114,28.54,243.7,93,20.71,211.9,114,9.54,9.1,2,2.46,1,False +MD,119,408,No,No,0,239.1,88,40.65,243.5,79,20.7,230.9,92,10.39,10.9,3,2.94,3,True +MN,38,510,No,No,0,175.7,109,29.87,211.8,97,18.0,137.9,109,6.21,9.2,3,2.48,5,True +AR,109,415,No,Yes,29,111.2,90,18.9,263.5,98,22.4,224.7,128,10.11,9.0,6,2.43,6,True +MS,78,415,No,No,0,87.7,74,14.91,214.8,58,18.26,201.3,147,9.06,10.8,6,2.92,1,False +MN,134,415,No,No,0,244.1,99,41.5,246.9,111,20.99,200.0,133,9.0,7.2,2,1.94,0,False +WA,47,415,No,Yes,27,165.0,89,28.05,127.3,118,10.82,284.4,95,12.8,7.7,4,2.08,2,False +MS,59,408,No,Yes,27,127.4,110,21.66,103.3,99,8.78,164.2,73,7.39,9.1,3,2.46,0,False +ID,151,415,No,No,0,194.8,106,33.12,292.7,103,24.88,224.6,82,10.11,5.5,3,1.49,0,False +NC,129,415,No,No,0,54.7,131,9.3,256.1,105,21.77,176.6,135,7.95,11.1,4,3.0,1,False +VA,107,510,No,Yes,27,283.4,104,48.18,224.1,152,19.05,241.3,63,10.86,14.4,7,3.89,2,False +MT,137,408,Yes,No,0,258.0,112,43.86,246.5,117,20.95,173.2,100,7.79,10.9,3,2.94,0,True +MI,76,510,No,No,0,90.5,142,15.39,211.7,75,17.99,194.9,76,8.77,9.3,2,2.51,1,False +HI,24,415,No,No,0,235.6,132,40.05,115.9,129,9.85,185.4,136,8.34,16.2,2,4.37,0,False +NC,169,408,No,No,0,142.5,82,24.23,231.4,110,19.67,131.2,67,5.9,10.0,4,2.7,2,False +MN,30,408,No,No,0,54.0,68,9.18,179.3,96,15.24,247.2,101,11.12,10.2,8,2.75,1,False +WV,70,415,No,No,0,214.8,87,36.52,131.0,114,11.14,216.9,104,9.76,9.4,3,2.54,3,False +SD,52,510,Yes,No,0,251.4,118,42.74,196.6,80,16.71,192.0,53,8.64,11.0,2,2.97,0,True +HI,3,408,No,No,0,139.0,99,23.63,250.7,108,21.31,286.2,87,12.88,6.1,3,1.65,4,False +MS,38,415,No,No,0,117.3,114,19.94,208.7,105,17.74,203.4,98,9.15,14.4,2,3.89,2,False +NY,104,415,No,No,0,264.0,108,44.88,132.2,75,11.24,177.7,91,8.0,10.6,8,2.86,3,False +LA,27,408,No,No,0,82.6,105,14.04,204.0,99,17.34,224.2,122,10.09,9.1,4,2.46,1,False +KS,166,415,Yes,Yes,28,175.8,126,29.89,253.6,76,21.56,128.5,72,5.78,11.4,5,3.08,1,False +MA,13,408,No,No,0,220.4,100,37.47,211.2,79,17.95,259.3,112,11.67,13.6,8,3.67,2,False +AK,52,408,No,No,0,217.0,104,36.89,152.3,83,12.95,134.3,109,6.04,11.8,4,3.19,2,False +SD,114,415,No,Yes,25,129.0,77,21.93,290.0,110,24.65,177.1,110,7.97,11.6,5,3.13,1,False +CO,156,408,No,No,0,150.5,106,25.59,152.9,112,13.0,215.9,86,9.72,3.5,3,0.95,1,False +NH,90,415,No,Yes,42,193.3,66,32.86,263.3,85,22.38,214.4,97,9.65,11.1,4,3.0,0,False +WV,62,415,No,No,0,189.5,122,32.22,103.8,95,8.82,180.6,106,8.13,10.8,5,2.92,2,False +AZ,82,415,No,Yes,33,137.8,95,23.43,235.5,128,20.02,268.1,70,12.06,11.0,6,2.97,2,False +ME,52,510,No,No,0,129.3,80,21.98,142.7,101,12.13,258.3,89,11.62,12.3,4,3.32,3,False +NH,146,510,No,No,0,115.6,77,19.65,213.6,100,18.16,218.4,72,9.83,10.7,6,2.89,1,False +RI,120,415,No,Yes,23,221.9,114,37.72,254.7,84,21.65,250.5,117,11.27,7.2,5,1.94,2,False +ID,130,415,No,No,0,263.7,113,44.83,186.5,103,15.85,195.3,99,8.79,18.3,6,4.94,1,True +WI,90,408,No,No,0,61.3,91,10.42,194.4,94,16.52,143.1,80,6.44,11.4,9,3.08,1,False +NM,147,408,Yes,No,0,183.8,113,31.25,164.7,110,14.0,111.0,87,5.0,10.1,4,2.73,1,False +WY,159,415,No,No,0,167.4,68,28.46,143.8,74,12.22,140.1,111,6.3,10.3,3,2.78,0,True +IL,74,510,No,Yes,27,154.1,122,26.2,195.3,150,16.6,276.7,86,12.45,13.2,2,3.56,4,False +TX,130,408,No,No,0,252.0,101,42.84,170.2,105,14.47,209.2,64,9.41,5.7,5,1.54,0,False +RI,155,408,Yes,No,0,163.1,94,27.73,291.7,108,24.79,96.4,111,4.34,11.2,3,3.02,0,False +MI,87,415,No,No,0,198.3,80,33.71,187.0,89,15.9,133.5,96,6.01,16.6,4,4.48,2,False +OR,81,415,No,No,0,324.7,48,55.2,236.4,82,20.09,187.6,78,8.44,13.1,5,3.54,0,True +VA,99,510,No,No,0,128.3,78,21.81,215.3,120,18.3,143.7,140,6.47,14.3,9,3.86,2,False +SD,131,510,No,No,0,187.9,110,31.94,200.5,101,17.04,202.6,125,9.12,10.2,11,2.75,2,False +AL,89,510,No,No,0,129.2,71,21.96,214.1,68,18.2,214.9,100,9.67,10.3,4,2.78,5,True +MS,123,415,Yes,No,0,125.5,106,21.34,128.9,96,10.96,251.9,129,11.34,6.3,6,1.7,4,True +MS,130,510,No,Yes,26,257.2,108,43.72,224.3,122,19.07,204.0,118,9.18,12.6,4,3.4,1,False +HI,99,415,No,No,0,124.6,90,21.18,146.4,70,12.44,169.4,95,7.62,10.5,6,2.84,1,False +WV,36,408,No,No,0,175.1,144,29.77,216.9,69,18.44,243.7,146,10.97,9.9,3,2.67,1,False +WV,87,415,No,No,0,124.3,91,21.13,173.4,105,14.74,256.3,109,11.53,7.5,5,2.03,3,False +WV,139,415,No,No,0,271.6,130,46.17,156.0,131,13.26,136.3,108,6.13,11.6,9,3.13,2,False +IN,189,510,No,No,0,219.9,80,37.38,143.3,117,12.18,130.6,69,5.88,11.7,7,3.16,1,False +NM,96,415,No,Yes,33,183.3,115,31.16,201.4,87,17.12,177.4,84,7.98,10.4,15,2.81,3,False +DE,112,408,No,No,0,101.1,119,17.19,214.4,67,18.22,179.5,112,8.08,10.3,5,2.78,2,False +NC,75,408,No,No,0,203.3,70,34.56,228.9,97,19.46,222.2,118,10.0,14.3,3,3.86,1,False +NM,178,415,No,Yes,35,175.4,88,29.82,190.0,65,16.15,138.7,94,6.24,10.5,3,2.84,2,False +SC,112,415,No,No,0,266.0,97,45.22,214.6,94,18.24,306.2,100,13.78,14.2,2,3.83,2,True +NJ,108,415,No,Yes,41,171.6,110,29.17,136.1,78,11.57,183.4,103,8.25,10.8,7,2.92,0,False +AZ,100,510,No,No,0,78.7,98,13.38,225.6,102,19.18,150.4,106,6.77,14.0,8,3.78,0,False +RI,121,510,No,Yes,20,211.9,110,36.02,215.1,120,18.28,238.5,107,10.73,9.4,2,2.54,0,False +SD,116,415,No,No,0,63.7,101,10.83,195.8,95,16.64,210.1,87,9.45,10.0,6,2.7,1,False +NH,161,415,No,No,0,173.4,100,29.48,213.7,74,18.16,141.5,69,6.37,11.5,4,3.11,1,False +AL,19,415,Yes,No,0,237.7,98,40.41,207.1,121,17.6,182.2,95,8.2,4.5,4,1.22,0,False +WV,104,415,No,No,0,225.9,123,38.4,162.8,106,13.84,272.1,85,12.24,10.1,4,2.73,1,False +ID,119,415,Yes,Yes,32,173.0,101,29.41,209.4,93,17.8,231.1,91,10.4,12.2,4,3.29,0,False +MD,125,415,No,No,0,224.9,102,38.23,143.8,87,12.22,198.9,105,8.95,8.0,2,2.16,0,False +IN,156,510,No,No,0,237.7,122,40.41,181.5,91,15.43,185.7,151,8.36,7.7,4,2.08,1,False +WY,109,415,No,No,0,137.0,128,23.29,217.0,116,18.45,182.1,86,8.19,10.0,5,2.7,2,False +NH,95,510,No,No,0,142.5,109,24.23,176.1,107,14.97,189.6,88,8.53,8.2,3,2.21,2,False +MN,90,408,No,No,0,142.4,126,24.21,126.2,118,10.73,274.2,71,12.34,4.6,4,1.24,1,False +MA,105,415,No,Yes,21,147.0,112,24.99,197.3,43,16.77,267.4,93,12.03,8.7,3,2.35,2,False +NH,101,510,No,No,0,220.3,124,37.45,188.6,101,16.03,278.4,98,12.53,10.6,4,2.86,1,False +MN,95,415,No,No,0,149.2,96,25.36,260.7,116,22.16,201.0,120,9.05,8.1,2,2.19,1,False +IA,123,415,No,No,0,204.4,88,34.75,137.5,111,11.69,226.0,100,10.17,10.0,4,2.7,0,False +NY,160,408,No,No,0,216.8,77,36.86,207.3,117,17.62,228.6,117,10.29,5.6,2,1.51,1,False +AL,141,510,No,Yes,28,308.0,123,52.36,247.8,128,21.06,152.9,103,6.88,7.4,3,2.0,1,False +WV,87,415,No,No,0,58.0,125,9.86,67.5,116,5.74,185.9,136,8.37,11.5,3,3.11,0,False +NM,81,415,No,No,0,173.2,80,29.44,236.2,94,20.08,240.2,84,10.81,11.8,6,3.19,2,False +CA,75,415,No,Yes,19,210.3,90,35.75,241.8,87,20.55,215.7,102,9.71,13.1,3,3.54,4,False +MA,126,408,No,Yes,24,58.9,125,10.01,305.5,90,25.97,158.9,73,7.15,12.1,6,3.27,0,False +ME,28,415,No,No,0,236.8,102,40.26,167.1,87,14.2,280.2,115,12.61,9.7,3,2.62,3,False +FL,153,415,No,No,0,228.9,102,38.91,160.7,136,13.66,203.1,109,9.14,12.5,2,3.38,0,False +NH,97,408,No,Yes,32,90.0,87,15.3,276.3,113,23.49,185.2,107,8.33,8.6,6,2.32,2,True +IN,115,408,No,No,0,146.7,128,24.94,106.2,74,9.03,197.7,104,8.9,11.1,4,3.0,2,False +WI,95,408,No,No,0,237.3,83,40.34,154.0,65,13.09,237.0,105,10.67,11.2,6,3.02,1,False +MA,17,415,Yes,No,0,162.8,118,27.68,229.6,91,19.52,332.7,94,14.97,13.6,3,3.67,0,True +NH,105,415,No,Yes,20,186.9,114,31.77,256.3,91,21.79,334.7,104,15.06,8.9,2,2.4,1,False +TX,121,415,No,No,0,86.1,100,14.64,259.8,113,22.08,148.0,79,6.66,9.1,9,2.46,2,False +NC,125,408,No,No,0,212.3,89,36.09,215.4,127,18.31,186.8,73,8.41,11.3,2,3.05,2,False +CT,124,415,No,No,0,151.0,98,25.67,120.6,119,10.25,152.8,81,6.88,9.2,2,2.48,2,False +NJ,35,408,No,No,0,158.6,67,26.96,130.4,96,11.08,229.8,80,10.34,6.9,5,1.86,2,False +WY,134,510,No,No,0,296.0,93,50.32,226.4,117,19.24,246.8,98,11.11,12.3,10,3.32,0,True +LA,123,510,No,Yes,32,212.3,77,36.09,251.5,78,21.38,208.7,85,9.39,6.6,2,1.78,3,False +NV,124,415,No,No,0,234.4,61,39.85,179.3,111,15.24,285.5,117,12.85,10.4,6,2.81,3,False +WV,133,510,No,No,0,176.8,92,30.06,187.5,97,15.94,196.8,88,8.86,6.5,3,1.76,2,False +AR,185,415,No,Yes,19,157.3,123,26.74,257.7,94,21.9,190.4,107,8.57,9.6,6,2.59,0,False +SC,1,415,No,Yes,26,146.6,68,24.92,172.8,67,14.69,173.8,113,7.82,10.0,2,2.7,1,False +KS,107,415,No,No,0,260.5,108,44.29,102.4,110,8.7,129.7,148,5.84,9.8,5,2.65,1,False +NY,91,415,No,Yes,20,146.1,98,24.84,277.4,104,23.58,137.7,100,6.2,6.2,3,1.67,1,False +MI,178,408,Yes,No,0,124.5,134,21.17,141.2,78,12.0,268.2,113,12.07,11.4,2,3.08,2,True +MA,123,415,No,No,0,209.4,49,35.6,237.4,117,20.18,239.2,98,10.76,9.8,11,2.65,1,False +UT,170,415,No,No,0,285.7,44,48.57,167.5,144,14.24,260.0,97,11.7,8.7,4,2.35,1,True +HI,135,415,No,No,0,190.9,44,32.45,161.4,109,13.72,231.9,100,10.44,8.4,2,2.27,1,False +PA,85,408,No,No,0,144.4,88,24.55,264.6,105,22.49,185.4,94,8.34,9.9,3,2.67,1,False +OR,134,415,No,Yes,50,208.8,130,35.5,132.9,104,11.3,136.7,107,6.15,11.1,4,3.0,2,False +TN,148,415,No,Yes,36,77.6,141,13.19,207.0,60,17.6,255.7,115,11.51,10.9,2,2.94,1,False +CT,93,415,No,No,0,271.1,101,46.09,237.4,133,20.18,145.4,103,6.54,8.4,6,2.27,1,True +AZ,138,415,No,No,0,240.8,104,40.94,144.5,92,12.28,125.7,98,5.66,11.6,1,3.13,0,False +OR,159,510,No,No,0,114.8,98,19.52,192.6,101,16.37,259.0,108,11.66,12.2,5,3.29,0,False +DE,103,415,No,Yes,34,138.8,80,23.6,142.0,108,12.07,183.8,77,8.27,11.8,7,3.19,1,False +MA,150,408,No,Yes,27,209.8,112,35.67,155.0,80,13.18,251.5,111,11.32,7.2,6,1.94,0,False +CT,37,408,No,No,0,134.9,98,22.93,248.4,130,21.11,236.2,113,10.63,14.7,2,3.97,3,False +AR,33,415,Yes,No,0,164.0,99,27.88,153.1,102,13.01,123.8,104,5.57,6.4,4,1.73,0,False +SD,55,415,No,No,0,245.5,130,41.74,192.7,54,16.38,141.7,83,6.38,9.1,4,2.46,1,False +CT,134,408,No,Yes,32,80.3,94,13.65,199.9,124,16.99,170.8,117,7.69,16.6,3,4.48,0,False +CT,107,408,No,No,0,90.7,90,15.42,207.5,109,17.64,169.4,96,7.62,5.6,5,1.51,2,False +MA,80,408,No,Yes,36,190.3,115,32.35,256.6,78,21.81,214.9,145,9.67,3.8,4,1.03,1,False +MS,78,408,No,No,0,108.6,108,18.46,209.9,126,17.84,222.6,117,10.02,7.9,5,2.13,1,True +MT,85,408,No,Yes,17,89.8,88,15.27,233.2,75,19.82,165.7,116,7.46,9.3,7,2.51,4,True +AK,61,415,No,Yes,15,252.4,106,42.91,187.8,69,15.96,259.6,137,11.68,10.0,3,2.7,2,False +DE,97,415,No,Yes,32,183.4,94,31.18,269.1,120,22.87,203.5,38,9.16,6.7,4,1.81,5,False +OH,136,408,Yes,No,0,183.4,103,31.18,141.9,113,12.06,200.4,122,9.02,10.4,9,2.81,2,False +MN,135,408,No,No,0,155.2,100,26.38,135.9,84,11.55,184.6,82,8.31,3.8,9,1.03,3,False +CA,87,415,No,Yes,19,165.8,122,28.19,186.9,89,15.89,249.7,78,11.24,0.0,0,0.0,1,False +OH,165,510,No,No,0,209.4,67,35.6,273.8,89,23.27,150.2,88,6.76,12.8,1,3.46,0,False +NV,148,415,No,No,0,279.3,104,47.48,201.6,87,17.14,280.8,99,12.64,7.9,2,2.13,2,True +SC,99,415,No,No,0,174.1,102,29.6,99.1,118,8.42,211.6,126,9.52,7.7,2,2.08,2,False +WV,123,415,No,No,0,175.7,78,29.87,184.6,96,15.69,156.9,92,7.06,9.1,2,2.46,2,False +NM,127,415,Yes,No,0,256.5,87,43.61,222.1,101,18.88,156.7,122,7.05,13.0,3,3.51,1,False +WY,151,415,No,No,0,170.2,89,28.93,187.5,83,15.94,119.5,100,5.38,4.3,3,1.16,0,False +CA,185,408,No,No,0,139.6,92,23.73,250.2,115,21.27,158.1,79,7.11,10.8,4,2.92,1,False +KS,65,415,No,Yes,34,208.8,119,35.5,142.1,106,12.08,214.6,87,9.66,12.5,4,3.38,4,False +WY,58,510,No,No,0,210.1,126,35.72,248.9,108,21.16,158.6,88,7.14,14.4,2,3.89,4,False +OK,104,415,No,No,0,113.6,87,19.31,158.6,98,13.48,187.7,87,8.45,10.5,6,2.84,2,False +UT,44,415,No,No,0,202.6,89,34.44,163.0,96,13.86,268.1,151,12.06,8.3,3,2.24,0,False +MA,58,408,No,No,0,174.4,112,29.65,265.8,122,22.59,182.4,87,8.21,0.0,0,0.0,4,False +UT,108,415,No,No,0,210.6,117,35.8,164.2,103,13.96,201.4,68,9.06,9.4,5,2.54,0,False +MN,132,510,No,No,0,121.5,88,20.66,253.0,124,21.51,195.7,120,8.81,10.7,4,2.89,1,False +NE,80,415,No,No,0,127.8,67,21.73,181.6,112,15.44,197.3,63,8.88,15.9,2,4.29,2,False +OH,162,415,No,No,0,135.2,98,22.98,242.0,107,20.57,246.9,96,11.11,10.2,2,2.75,2,False +KY,110,510,No,No,0,99.4,62,16.9,275.0,86,23.38,212.1,94,9.54,16.7,3,4.51,2,False +WA,96,415,No,No,0,276.9,105,47.07,246.9,94,20.99,254.4,107,11.45,10.3,3,2.78,1,True +NY,168,408,No,No,0,163.4,134,27.78,240.1,87,20.41,164.0,147,7.38,11.6,2,3.13,2,True +IN,72,510,No,No,0,287.4,116,48.86,235.3,126,20.0,292.1,114,13.14,5.0,3,1.35,4,True +CO,125,408,No,Yes,23,120.5,104,20.49,227.8,115,19.36,158.5,100,7.13,10.2,3,2.75,1,False +DC,170,510,No,No,0,184.1,106,31.3,204.9,70,17.42,224.3,133,10.09,9.8,3,2.65,2,False +AK,71,510,No,No,0,185.0,84,31.45,232.5,129,19.76,191.1,82,8.6,14.9,4,4.02,3,False +SC,124,415,No,No,0,160.9,109,27.35,144.2,152,12.26,120.4,97,5.42,12.9,12,3.48,1,False +KS,68,415,No,No,0,207.6,68,35.29,251.6,123,21.39,191.6,100,8.62,10.9,6,2.94,2,False +UT,97,415,No,No,0,209.2,134,35.56,0.0,0,0.0,175.4,94,7.89,11.8,6,3.19,1,False +IL,98,510,Yes,No,0,158.4,71,26.93,306.6,66,26.06,144.2,93,6.49,2.1,4,0.57,1,False +DC,24,408,No,No,0,149.0,73,25.33,131.0,81,11.14,238.6,69,10.74,8.6,3,2.32,2,True +DC,136,510,No,No,0,204.5,63,34.77,208.8,95,17.75,224.0,119,10.08,9.8,2,2.65,0,False +OK,44,408,No,No,0,288.8,86,49.1,175.9,87,14.95,215.4,106,9.69,9.5,2,2.57,0,True +KY,96,415,No,Yes,40,108.6,90,18.46,206.4,154,17.54,126.3,118,5.68,13.4,4,3.62,0,False +NE,31,415,No,No,0,97.5,129,16.58,260.4,78,22.13,88.7,100,3.99,7.0,5,1.89,1,False +AL,72,415,No,No,0,166.5,102,28.31,261.0,103,22.19,262.7,85,11.82,13.3,5,3.59,0,False +HI,24,415,No,No,0,156.2,104,26.55,90.0,101,7.65,205.1,116,9.23,7.3,5,1.97,1,False +SC,112,415,No,Yes,31,225.2,89,38.28,256.8,117,21.83,249.7,87,11.24,11.5,1,3.11,4,False +GA,117,415,Yes,No,0,287.4,118,48.86,259.6,84,22.07,153.2,86,6.89,10.0,3,2.7,1,True +KS,137,415,No,Yes,19,175.3,96,29.8,241.3,146,20.51,211.4,109,9.51,7.8,2,2.11,0,False +PA,136,408,No,No,0,102.1,75,17.36,219.5,97,18.66,73.7,92,3.32,9.8,5,2.65,0,False +UT,95,415,No,No,0,157.9,103,26.84,259.6,90,22.07,230.0,117,10.35,14.0,2,3.78,0,False +OR,82,415,No,Yes,19,146.5,73,24.91,246.4,65,20.94,199.0,114,8.96,4.1,4,1.11,1,False +ND,145,415,No,No,0,245.8,116,41.79,286.7,91,24.37,240.7,115,10.83,9.0,13,2.43,1,True +KY,56,415,Yes,No,0,177.7,114,30.21,215.6,110,18.33,236.7,67,10.65,10.5,5,2.84,1,False +MN,155,408,Yes,No,0,250.8,146,42.64,152.5,105,12.96,148.1,104,6.66,10.0,5,2.7,2,False +OH,133,408,No,No,0,117.8,100,20.03,199.2,105,16.93,244.1,119,10.98,11.8,4,3.19,0,True +TX,53,415,No,No,0,119.7,113,20.35,189.7,84,16.12,256.2,108,11.53,12.9,7,3.48,2,False +WY,123,415,No,No,0,242.2,87,41.17,226.1,101,19.22,268.6,121,12.09,8.2,3,2.21,5,True +GA,136,415,No,No,0,163.4,83,27.78,249.3,119,21.19,249.7,90,11.24,9.8,4,2.65,7,False +TX,57,415,No,No,0,161.0,113,27.37,208.0,134,17.68,208.1,81,9.36,8.4,4,2.27,3,False +WV,62,408,No,No,0,128.7,111,21.88,169.5,104,14.41,193.6,97,8.71,10.3,5,2.78,1,False +NM,112,415,No,No,0,81.6,94,13.87,268.1,112,22.79,140.8,75,6.34,8.6,18,2.32,1,False +MI,55,415,No,Yes,20,207.7,91,35.31,199.7,113,16.97,216.5,110,9.74,7.3,1,1.97,1,False +NC,95,408,No,No,0,128.6,115,21.86,216.2,88,18.38,255.3,96,11.49,6.3,2,1.7,6,True +NY,125,415,No,No,0,233.3,65,39.66,209.8,93,17.83,210.6,109,9.48,9.1,4,2.46,1,False +TX,1,415,No,No,0,182.1,106,30.96,134.9,106,11.47,152.3,75,6.85,10.0,3,2.7,5,True +KY,98,415,No,Yes,36,168.0,81,28.56,163.2,125,13.87,172.7,120,7.77,8.0,2,2.16,6,True +SD,105,415,No,No,0,251.6,88,42.77,175.1,103,14.88,184.4,112,8.3,5.4,5,1.46,1,False +ID,113,415,No,Yes,30,183.8,102,31.25,183.4,123,15.59,235.0,52,10.58,11.6,7,3.13,0,False +OR,99,408,No,No,0,256.4,44,43.59,214.5,105,18.23,233.7,75,10.52,7.9,1,2.13,3,True +WI,103,415,No,No,0,180.2,134,30.63,97.7,85,8.3,181.7,134,8.18,8.4,3,2.27,1,False +WV,177,408,No,No,0,227.8,81,38.73,161.8,97,13.75,217.0,106,9.76,8.0,5,2.16,1,False +SC,149,415,No,Yes,20,147.8,132,25.13,276.8,94,23.53,149.9,110,6.75,10.2,6,2.75,0,False +CT,160,415,No,No,0,234.9,136,39.93,270.8,134,23.02,219.3,101,9.87,13.9,2,3.75,1,True +NV,116,408,No,No,0,110.9,54,18.85,213.4,82,18.14,186.2,116,8.38,7.9,2,2.13,2,False +ND,90,415,No,Yes,22,124.5,94,21.17,231.7,90,19.69,222.2,108,10.0,6.4,12,1.73,1,False +MI,148,415,Yes,No,0,233.5,81,39.7,187.7,71,15.95,122.3,97,5.5,9.6,2,2.59,0,True +MT,147,415,No,Yes,35,197.3,134,33.54,141.1,99,11.99,212.1,90,9.54,10.1,4,2.73,2,True +NE,95,510,No,No,0,58.2,96,9.89,202.1,126,17.18,210.5,97,9.47,10.4,5,2.81,0,False +UT,201,510,No,No,0,212.7,72,36.16,225.2,90,19.14,195.1,99,8.78,7.0,6,1.89,1,False +WV,80,415,No,No,0,151.5,89,25.76,131.7,78,11.19,235.3,131,10.59,11.8,4,3.19,0,False +AR,122,415,Yes,No,0,146.3,117,24.87,218.7,93,18.59,236.0,97,10.62,11.5,5,3.11,1,False +MT,132,408,No,No,0,195.1,100,33.17,148.8,95,12.65,224.5,117,10.1,6.7,2,1.81,0,False +UT,83,510,No,No,0,208.9,71,35.51,214.8,92,18.26,247.9,108,11.16,13.0,5,3.51,1,False +HI,99,408,No,No,0,135.7,107,23.07,208.4,103,17.71,209.0,95,9.4,8.8,3,2.38,7,True +KS,84,415,No,No,0,225.9,86,38.4,275.6,105,23.43,201.4,108,9.06,14.3,3,3.86,3,True +NY,46,415,No,No,0,122.2,67,20.77,167.2,62,14.21,194.8,98,8.77,9.7,6,2.62,1,False +OH,87,510,No,No,0,153.3,106,26.06,224.5,117,19.08,273.4,152,12.3,8.9,5,2.4,2,False +HI,150,415,No,No,0,214.0,117,36.38,192.4,89,16.35,242.6,99,10.92,7.9,4,2.13,1,False +KS,73,408,No,No,0,194.8,112,33.12,167.2,85,14.21,100.3,61,4.51,10.8,6,2.92,1,False +IN,7,415,No,No,0,206.7,87,35.14,281.1,83,23.89,158.5,77,7.13,11.0,5,2.97,3,False +OR,89,415,No,Yes,12,188.0,105,31.96,151.3,107,12.86,201.9,132,9.09,10.5,3,2.84,2,False +NY,131,408,Yes,No,0,122.3,83,20.79,118.8,94,10.1,147.9,95,6.66,13.7,3,3.7,3,True +VA,105,415,No,No,0,259.3,96,44.08,175.2,97,14.89,222.4,36,10.01,12.0,5,3.24,3,False +MI,108,408,Yes,No,0,115.1,114,19.57,211.3,70,17.96,136.1,85,6.12,13.8,3,3.73,2,True +ID,47,415,No,Yes,28,172.9,109,29.39,137.6,94,11.7,203.8,109,9.17,8.3,6,2.24,1,False +MO,101,415,Yes,No,0,156.4,116,26.59,130.4,114,11.08,207.3,109,9.33,7.3,5,1.97,1,False +AL,182,415,No,Yes,24,128.1,104,21.78,143.4,127,12.19,191.0,98,8.59,11.6,3,3.13,1,False +OR,161,408,No,No,0,196.6,73,33.42,170.2,79,14.47,194.3,79,8.74,12.5,3,3.38,1,False +VT,128,408,No,No,0,227.9,130,38.74,302.6,71,25.72,191.5,82,8.62,5.5,7,1.49,1,True +AZ,69,415,No,Yes,31,194.9,63,33.13,191.6,90,16.29,153.0,129,6.89,13.2,2,3.56,2,False +VA,113,408,No,Yes,34,44.9,63,7.63,134.2,82,11.41,168.4,118,7.58,13.3,3,3.59,1,False +PA,87,408,No,Yes,30,262.8,114,44.68,215.8,130,18.34,154.8,88,6.97,7.8,2,2.11,0,False +CO,71,415,No,No,0,211.2,70,35.9,252.7,122,21.48,225.8,104,10.16,12.3,3,3.32,0,False +KY,76,415,No,No,0,204.0,69,34.68,225.1,110,19.13,240.3,85,10.81,9.6,5,2.59,1,False +NJ,87,510,No,No,0,223.2,109,37.94,127.5,86,10.84,289.3,83,13.02,14.5,4,3.92,3,False +IL,117,408,No,No,0,119.0,82,20.23,187.5,108,15.94,189.3,97,8.52,11.5,3,3.11,1,False +WA,177,415,No,No,0,266.1,91,45.24,225.2,79,19.14,224.7,58,10.11,8.9,8,2.4,3,True +WV,95,415,No,No,0,134.4,104,22.85,152.4,95,12.95,236.5,80,10.64,9.4,3,2.54,1,False +RI,76,415,No,No,0,171.1,78,29.09,257.2,83,21.86,91.6,92,4.12,16.2,3,4.37,1,False +OH,66,415,No,No,0,170.5,103,28.99,254.3,77,21.62,197.3,138,8.88,10.5,2,2.84,2,False +MO,110,415,No,No,0,178.5,124,30.35,146.9,141,12.49,217.1,102,9.77,9.9,7,2.67,1,False +MD,204,510,No,No,0,205.2,145,34.88,154.8,95,13.16,191.4,77,8.61,14.1,5,3.81,3,False +OH,32,415,No,Yes,31,232.8,97,39.58,183.5,111,15.6,206.8,111,9.31,13.0,2,3.51,0,False +VA,133,408,No,Yes,39,239.9,107,40.78,253.8,77,21.57,128.7,85,5.79,6.7,3,1.81,5,False +FL,185,408,No,No,0,55.6,97,9.45,288.7,83,24.54,111.2,110,5.0,12.1,3,3.27,2,False +CO,103,415,No,Yes,37,153.5,78,26.1,241.9,108,20.56,244.7,110,11.01,10.6,3,2.86,1,False +NY,91,510,No,No,0,109.8,100,18.67,189.6,104,16.12,206.7,85,9.3,11.1,3,3.0,1,False +WV,131,415,No,No,0,196.1,89,33.34,185.5,87,15.77,250.0,132,11.25,5.2,6,1.4,2,False +LA,153,510,No,No,0,166.8,127,28.36,143.5,121,12.2,210.7,130,9.48,11.8,4,3.19,0,False +MA,132,415,No,Yes,25,113.2,96,19.24,269.9,107,22.94,229.1,87,10.31,7.1,7,1.92,2,False +UT,148,510,No,No,0,203.0,92,34.51,150.9,125,12.83,245.5,131,11.05,14.6,9,3.94,1,False +AL,141,408,No,No,0,242.8,90,41.28,234.1,80,19.9,211.5,104,9.52,6.0,3,1.62,5,False +ME,105,415,No,No,0,156.5,102,26.61,140.2,134,11.92,227.4,111,10.23,12.2,2,3.29,2,False +TX,169,408,No,No,0,266.7,105,45.34,158.2,88,13.45,287.7,111,12.95,13.8,3,3.73,3,True +ND,127,415,No,Yes,23,182.0,80,30.94,216.1,85,18.37,156.9,82,7.06,9.8,4,2.65,1,False +CO,57,415,No,No,0,85.9,92,14.6,193.9,127,16.48,231.5,93,10.42,10.1,2,2.73,0,False +LA,123,415,No,Yes,33,146.6,87,24.92,114.8,59,9.76,220.4,99,9.92,2.9,7,0.78,0,False +MT,103,510,No,Yes,35,110.5,101,18.79,208.3,81,17.71,87.4,77,3.93,13.9,2,3.75,4,True +OR,101,415,No,No,0,118.6,89,20.16,199.6,97,16.97,53.3,61,2.4,11.5,5,3.11,1,False +NH,123,415,No,Yes,22,197.6,105,33.59,80.0,86,6.8,120.8,82,5.44,15.6,12,4.21,2,False +NE,78,510,No,Yes,32,210.3,116,35.75,192.2,83,16.34,246.1,92,11.07,10.8,4,2.92,6,False +WV,101,415,No,Yes,28,220.3,96,37.45,285.8,72,24.29,203.0,111,9.14,9.4,6,2.54,4,False +NV,129,415,No,No,0,150.0,98,25.5,232.4,101,19.75,261.2,123,11.75,12.5,6,3.38,1,False +MA,67,415,No,Yes,34,161.7,114,27.49,207.6,115,17.65,205.7,114,9.26,9.2,4,2.48,0,False +MI,37,415,No,No,0,191.4,116,32.54,167.4,99,14.23,216.5,112,9.74,14.0,5,3.78,3,False +KY,64,415,Yes,No,0,146.7,83,24.94,148.3,91,12.61,238.6,69,10.74,12.5,3,3.38,3,False +WV,173,510,No,No,0,109.4,103,18.6,101.3,111,8.61,167.3,106,7.53,7.8,7,2.11,1,False +KY,135,510,No,No,0,144.1,115,24.5,249.8,68,21.23,211.4,82,9.51,13.6,3,3.67,1,False +NJ,75,415,No,Yes,42,248.9,93,42.31,170.8,108,14.52,104.5,91,4.7,11.2,8,3.02,1,False +ME,88,415,No,No,0,85.7,112,14.57,221.6,70,18.84,190.6,75,8.58,11.6,3,3.13,4,True +TX,112,415,No,No,0,214.8,112,36.52,209.7,104,17.82,164.4,97,7.4,9.4,5,2.54,3,False +MN,113,408,No,No,0,158.9,137,27.01,242.8,109,20.64,247.8,97,11.15,6.5,4,1.76,0,False +VA,121,510,No,Yes,28,110.0,94,18.7,141.5,76,12.03,237.3,87,10.68,6.4,3,1.73,2,False +DC,70,415,No,No,0,152.8,145,25.98,183.6,102,15.61,151.8,75,6.83,10.5,2,2.84,1,False +MD,90,415,No,No,0,145.6,103,24.75,197.1,137,16.75,294.5,83,13.25,10.5,4,2.84,0,False +RI,39,408,No,No,0,93.3,83,15.86,199.6,114,16.97,206.2,104,9.28,6.5,4,1.76,0,False +MA,142,408,No,No,0,216.8,134,36.86,187.8,106,15.96,138.1,108,6.21,8.3,2,2.24,0,False +MD,176,408,No,No,0,201.9,101,34.32,154.7,78,13.15,164.4,79,7.4,9.0,2,2.43,1,False +NM,105,408,No,No,0,146.4,81,24.89,225.1,80,19.13,230.1,117,10.35,8.5,2,2.3,1,False +MN,57,415,No,No,0,272.7,74,46.36,224.9,85,19.12,178.2,104,8.02,10.5,3,2.84,2,True +MI,110,510,No,No,0,18.9,92,3.21,258.4,81,21.96,109.6,74,4.93,14.8,4,4.0,1,False +AZ,88,415,No,No,0,172.8,81,29.38,193.4,90,16.44,89.6,107,4.03,12.8,5,3.46,2,False +AL,95,408,No,No,0,190.2,119,32.33,157.1,70,13.35,181.5,120,8.17,14.0,6,3.78,0,False +MI,147,415,No,No,0,130.6,83,22.2,208.1,144,17.69,204.6,72,9.21,15.6,3,4.21,3,False +SC,101,415,No,No,0,158.4,92,26.93,188.0,117,15.98,219.7,125,9.89,13.5,4,3.65,4,True +MS,115,415,No,No,0,166.5,111,28.31,236.2,98,20.08,205.6,92,9.25,15.6,2,4.21,1,False +MS,103,415,No,No,0,129.3,103,21.98,202.8,89,17.24,233.0,126,10.49,12.9,2,3.48,2,False +CA,82,415,No,No,0,199.3,112,33.88,193.4,120,16.44,254.4,117,11.45,7.0,10,1.89,0,False +MD,141,415,No,No,0,185.1,126,31.47,233.0,98,19.81,152.2,106,6.85,9.1,7,2.46,0,False +ND,149,408,No,No,0,175.4,80,29.82,197.4,127,16.78,188.2,102,8.47,9.7,2,2.62,2,False +IL,131,510,No,No,0,263.4,123,44.78,151.9,74,12.91,218.5,101,9.83,10.7,2,2.89,2,False +SD,119,510,No,No,0,94.2,108,16.01,264.1,100,22.45,203.7,79,9.17,7.3,3,1.97,1,False +AL,112,510,No,No,0,189.4,83,32.2,219.0,89,18.62,168.0,116,7.56,7.1,8,1.92,3,False +NV,116,510,No,Yes,35,118.0,103,20.06,167.2,106,14.21,205.7,102,9.26,11.8,2,3.19,2,False +LA,94,415,No,No,0,212.1,98,36.06,189.4,89,16.1,352.2,95,15.85,8.4,5,2.27,3,False +VA,90,408,No,No,0,222.0,93,37.74,187.0,103,15.9,282.3,124,12.7,12.4,6,3.35,2,False +DE,114,415,No,Yes,31,222.8,98,37.88,180.5,105,15.34,151.3,101,6.81,13.0,4,3.51,0,False +CT,63,408,No,Yes,25,190.0,137,32.3,116.6,76,9.91,141.5,110,6.37,12.2,2,3.29,1,False +CO,130,408,No,No,0,271.8,129,46.21,237.2,128,20.16,210.1,91,9.45,8.7,2,2.35,4,True +MA,122,408,No,Yes,29,195.4,83,33.22,268.2,93,22.8,168.0,95,7.56,8.4,6,2.27,3,False +OR,166,510,No,No,0,199.6,93,33.93,214.3,99,18.22,196.8,110,8.86,7.2,5,1.94,3,False +WA,62,415,No,No,0,100.0,98,17.0,173.5,95,14.75,218.0,122,9.81,10.1,4,2.73,0,False +SC,78,415,No,Yes,21,160.6,85,27.3,223.1,79,18.96,124.0,92,5.58,9.5,1,2.57,2,False +IN,148,415,No,Yes,26,158.7,91,26.98,160.5,127,13.64,218.3,88,9.82,9.9,3,2.67,1,False +MD,154,510,No,No,0,154.5,122,26.27,214.2,71,18.21,178.0,105,8.01,12.0,2,3.24,3,True +NV,110,408,No,Yes,34,192.3,114,32.69,129.3,114,10.99,136.3,102,6.13,6.3,12,1.7,1,False +TX,75,415,No,No,0,305.1,106,51.87,188.0,115,15.98,235.4,116,10.59,8.5,5,2.3,0,True +ND,84,408,No,Yes,38,193.0,106,32.81,153.6,106,13.06,260.4,87,11.72,7.4,5,2.0,2,False +WV,113,510,No,No,0,72.5,88,12.33,204.0,112,17.34,117.9,118,5.31,6.6,3,1.78,1,False +CO,181,510,No,Yes,40,105.2,61,17.88,341.3,79,29.01,165.7,97,7.46,6.3,3,1.7,2,False +TX,51,415,No,No,0,180.5,88,30.69,134.7,102,11.45,170.7,97,7.68,10.0,3,2.7,2,False +FL,102,408,No,Yes,29,214.7,86,36.5,314.3,109,26.72,280.2,110,12.61,14.3,2,3.86,0,False +AL,107,408,No,No,0,86.8,95,14.76,108.1,85,9.19,204.3,87,9.19,13.2,3,3.56,1,False +WV,88,510,No,No,0,131.5,99,22.36,174.8,128,14.86,184.2,83,8.29,7.9,2,2.13,5,True +MI,82,415,No,No,0,135.4,102,23.02,237.1,122,20.15,118.3,91,5.32,17.5,4,4.73,0,False +NY,204,415,No,No,0,174.3,85,29.63,254.1,95,21.6,176.4,96,7.94,5.9,3,1.59,6,False +MS,130,510,No,No,0,203.9,63,34.66,191.8,93,16.3,132.5,125,5.96,12.1,4,3.27,3,False +MO,174,510,No,No,0,235.5,108,40.04,142.3,143,12.1,316.7,131,14.25,12.5,5,3.38,0,False +AR,129,415,No,No,0,157.0,113,26.69,256.9,97,21.84,185.5,126,8.35,12.1,2,3.27,2,False +MS,190,415,Yes,No,0,111.9,55,19.02,223.0,124,18.96,243.2,81,10.94,10.0,7,2.7,3,False +NY,54,510,Yes,No,0,236.3,91,40.17,152.8,130,12.99,160.3,98,7.21,11.2,8,3.02,3,False +SD,78,408,No,No,0,163.6,88,27.81,283.4,93,24.09,262.1,108,11.79,8.6,9,2.32,0,False +AK,100,415,No,Yes,29,213.6,127,36.31,175.9,82,14.95,207.2,100,9.32,8.9,3,2.4,1,False +WV,70,510,No,Yes,30,143.4,72,24.38,170.0,92,14.45,127.9,68,5.76,9.4,4,2.54,3,False +SC,111,510,No,No,0,78.3,119,13.31,198.2,94,16.85,248.5,94,11.18,12.1,4,3.27,1,False +VA,117,408,No,No,0,97.1,98,16.51,228.0,131,19.38,240.0,111,10.8,10.6,3,2.86,1,False +MS,68,415,No,No,0,94.1,93,16.0,147.6,80,12.55,213.5,85,9.61,10.1,2,2.73,0,False +SD,27,510,No,No,0,226.3,95,38.47,274.3,109,23.32,242.7,119,10.92,8.2,3,2.21,2,True +MN,91,415,No,No,0,133.8,61,22.75,158.8,96,13.5,189.6,92,8.53,10.5,2,2.84,1,False +AL,181,415,No,Yes,27,190.3,93,32.35,249.0,127,21.17,215.7,82,9.71,10.6,4,2.86,1,False +CO,118,415,No,Yes,36,294.9,106,50.13,165.7,115,14.08,189.2,63,8.51,9.8,5,2.65,3,False +ME,112,415,No,No,0,185.4,114,31.52,191.4,119,16.27,144.0,78,6.48,10.0,11,2.7,2,False +GA,93,415,No,No,0,179.5,121,30.52,191.9,131,16.31,165.5,125,7.45,12.0,4,3.24,0,False +AZ,102,408,No,No,0,158.0,94,26.86,207.9,100,17.67,190.4,120,8.57,10.1,10,2.73,0,False +MA,93,415,No,No,0,173.0,131,29.41,190.4,108,16.18,290.0,66,13.05,10.4,2,2.81,0,False +AZ,107,415,No,Yes,32,134.2,101,22.81,211.9,145,18.01,167.6,138,7.54,8.2,5,2.21,1,False +IN,100,415,No,Yes,32,125.2,123,21.28,230.9,101,19.63,192.0,106,8.64,12.6,9,3.4,3,False +DE,115,415,No,No,0,195.9,111,33.3,227.0,108,19.3,313.2,113,14.09,13.2,1,3.56,2,False +WI,63,510,No,Yes,13,214.2,61,36.41,181.2,88,15.4,174.0,68,7.83,10.3,2,2.78,0,False +ME,57,415,No,No,0,221.1,101,37.59,236.7,65,20.12,252.3,137,11.35,9.5,1,2.57,0,False +DC,119,408,No,Yes,26,132.0,100,22.44,173.3,121,14.73,203.5,108,9.16,11.6,5,3.13,1,False +GA,73,408,No,No,0,157.6,92,26.79,198.3,87,16.86,364.9,106,16.42,9.1,4,2.46,1,False +HI,98,408,No,Yes,30,110.3,71,18.75,182.4,108,15.5,183.8,88,8.27,11.0,8,2.97,2,False +VA,139,415,Yes,No,0,161.5,121,27.46,192.9,137,16.4,168.3,96,7.57,11.2,13,3.02,0,False +NY,31,408,No,Yes,28,171.8,116,29.21,240.7,125,20.46,245.5,80,11.05,10.6,7,2.86,1,False +PA,129,510,No,Yes,32,211.0,99,35.87,155.1,89,13.18,234.8,96,10.57,11.4,5,3.08,1,False +AR,115,415,No,No,0,139.3,89,23.68,192.3,95,16.35,151.0,75,6.8,9.3,3,2.51,7,True +HI,108,415,No,No,0,291.6,99,49.57,221.1,93,18.79,229.2,110,10.31,14.0,9,3.78,2,True +DE,139,408,No,No,0,139.0,110,23.63,132.9,93,11.3,272.0,120,12.24,12.1,1,3.27,0,False +WV,102,408,No,No,0,234.8,125,39.92,199.2,99,16.93,163.2,88,7.34,10.0,1,2.7,4,False +OK,149,408,No,No,0,187.6,83,31.89,201.4,81,17.12,264.2,79,11.89,8.8,1,2.38,1,False +OR,113,415,No,No,0,159.8,143,27.17,210.1,93,17.86,175.1,86,7.88,13.1,7,3.54,2,False +ND,131,408,No,Yes,33,177.1,100,30.11,194.0,85,16.49,253.4,124,11.4,5.2,5,1.4,1,False +MO,83,408,No,No,0,117.9,101,20.04,160.4,92,13.63,235.3,150,10.59,11.4,10,3.08,0,False +AR,96,415,No,Yes,21,247.6,95,42.09,256.3,150,21.79,158.6,72,7.14,10.8,6,2.92,2,False +GA,98,408,No,No,0,169.9,77,28.88,138.3,155,11.76,142.6,105,6.42,8.5,7,2.3,1,False +TN,3,415,No,No,0,185.0,120,31.45,203.7,129,17.31,170.5,89,7.67,14.1,3,3.81,3,False +MA,77,408,No,Yes,17,204.9,84,34.83,201.0,102,17.09,219.7,97,9.89,11.3,5,3.05,0,False +ND,75,408,No,Yes,24,225.5,119,38.34,182.0,108,15.47,270.9,106,12.19,9.4,2,2.54,3,False +IA,40,510,No,No,0,169.7,115,28.85,141.4,123,12.02,253.0,115,11.39,10.5,3,2.84,4,True +NJ,108,415,No,No,0,239.3,102,40.68,223.4,127,18.99,251.4,104,11.31,10.6,6,2.86,0,False +MT,100,415,No,No,0,113.3,96,19.26,197.9,89,16.82,284.5,93,12.8,11.7,2,3.16,4,True +AL,16,415,No,No,0,161.9,100,27.52,230.1,138,19.56,148.8,78,6.7,10.2,11,2.75,3,False +NY,115,510,No,Yes,16,133.3,110,22.66,185.7,111,15.78,161.5,113,7.27,5.6,4,1.51,2,False +PA,108,510,No,Yes,25,170.7,88,29.02,109.9,113,9.34,165.7,99,7.46,8.7,1,2.35,3,False +VT,107,510,No,No,0,189.7,76,32.25,156.1,65,13.27,244.0,91,10.98,8.3,3,2.24,5,False +NC,161,415,No,No,0,322.3,100,54.79,230.4,135,19.58,241.5,104,10.87,7.8,5,2.11,2,True +CT,147,415,No,No,0,124.4,74,21.15,320.9,78,27.28,157.2,126,7.07,10.4,4,2.81,2,False +MO,107,415,No,No,0,146.9,94,24.97,114.3,111,9.72,114.5,97,5.15,11.4,5,3.08,3,False +WV,120,510,No,No,0,192.6,123,32.74,206.4,105,17.54,283.2,93,12.74,10.8,3,2.92,1,False +NJ,107,408,No,Yes,36,96.3,83,16.37,179.6,91,15.27,166.3,121,7.48,10.3,2,2.78,1,False +AK,58,510,No,No,0,131.9,96,22.42,167.6,107,14.25,205.9,106,9.27,14.7,5,3.97,3,False +LA,91,408,No,No,0,147.2,121,25.02,175.2,87,14.89,136.3,80,6.13,13.3,3,3.59,2,False +AL,13,415,No,No,0,143.1,139,24.33,239.6,88,20.37,221.7,123,9.98,7.1,5,1.92,2,False +IN,104,408,No,No,0,280.4,127,47.67,179.4,79,15.25,150.6,77,6.78,15.2,6,4.1,5,False +MA,93,415,No,Yes,31,237.2,85,40.32,213.1,100,18.11,192.7,87,8.67,10.7,4,2.89,1,False +DE,95,510,No,No,0,184.2,95,31.31,181.6,101,15.44,143.4,113,6.45,12.8,4,3.46,2,False +SC,104,415,No,No,0,109.1,141,18.55,187.1,140,15.9,216.6,100,9.75,10.0,4,2.7,3,False +NH,35,408,No,No,0,138.1,115,23.48,158.2,82,13.45,215.7,118,9.71,10.3,2,2.78,5,True +LA,62,415,No,No,0,186.8,94,31.76,207.6,92,17.65,195.0,98,8.78,8.8,4,2.38,3,False +MS,143,510,No,No,0,155.4,112,26.42,290.9,92,24.73,228.4,91,10.28,13.9,5,3.75,1,False +NM,62,415,No,No,0,245.3,91,41.7,122.9,130,10.45,228.4,102,10.28,8.5,4,2.3,4,False +WA,60,415,Yes,No,0,205.9,97,35.0,277.4,117,23.58,202.0,139,9.09,11.0,2,2.97,0,True +SC,41,510,No,No,0,207.2,138,35.22,214.1,83,18.2,193.0,105,8.69,11.9,4,3.21,1,False +MT,34,415,No,Yes,14,151.5,100,25.76,248.7,126,21.14,199.8,120,8.99,10.7,5,2.89,2,False +ME,56,408,No,No,0,221.9,112,37.72,278.2,122,23.65,288.1,85,12.96,7.1,5,1.92,0,True +NM,183,415,No,No,0,190.0,100,32.3,246.6,78,20.96,304.2,107,13.69,9.5,4,2.57,1,False +AZ,94,415,No,No,0,220.8,111,37.54,156.2,67,13.28,187.9,89,8.46,10.5,4,2.84,2,False +CT,73,415,No,Yes,47,173.7,117,29.53,204.0,114,17.34,174.6,94,7.86,6.3,3,1.7,2,False +IL,123,408,No,No,0,114.8,94,19.52,150.0,104,12.75,268.6,119,12.09,9.6,4,2.59,2,False +IN,64,408,No,No,0,113.8,97,19.35,192.3,97,16.35,214.9,89,9.67,10.4,1,2.81,3,False +AR,127,415,Yes,No,0,143.2,60,24.34,179.5,159,15.26,171.8,122,7.73,6.2,4,1.67,4,True +RI,33,415,No,No,0,184.4,111,31.35,203.8,110,17.32,237.4,100,10.68,9.3,5,2.51,3,False +ND,27,415,No,No,0,227.4,67,38.66,248.0,115,21.08,61.4,109,2.76,7.8,6,2.11,1,False +NH,123,408,No,No,0,224.0,99,38.08,210.7,80,17.91,231.9,75,10.44,2.1,5,0.57,0,False +NV,148,510,No,No,0,216.2,95,36.75,185.7,105,15.78,300.0,143,13.5,10.0,5,2.7,2,False +UT,81,415,No,No,0,129.9,121,22.08,230.1,105,19.56,140.5,123,6.32,13.3,3,3.59,0,False +NC,122,510,No,Yes,30,230.1,108,39.12,287.6,76,24.45,177.1,85,7.97,6.9,3,1.86,2,False +MI,52,415,No,No,0,204.4,97,34.75,273.2,128,23.22,179.6,118,8.08,11.0,5,2.97,1,False +WI,91,408,No,Yes,44,216.6,101,36.82,173.1,98,14.71,242.1,95,10.89,9.1,3,2.46,1,False +AR,54,415,No,No,0,247.5,85,42.08,225.4,93,19.16,244.3,132,10.99,10.2,2,2.75,2,True +NH,152,510,No,No,0,228.1,93,38.78,136.4,106,11.59,197.3,107,8.88,9.0,2,2.43,1,False +TX,201,415,No,No,0,225.9,110,38.4,299.1,86,25.42,251.3,81,11.31,11.2,4,3.02,1,True +ID,78,415,No,No,0,103.5,115,17.6,117.9,102,10.02,201.0,94,9.05,12.0,3,3.24,4,True +CT,67,415,No,No,0,115.5,70,19.64,252.2,143,21.44,208.9,91,9.4,7.5,6,2.03,0,False +NH,100,408,No,No,0,218.8,125,37.2,148.3,102,12.61,277.8,97,12.5,9.7,6,2.62,1,False +WY,41,510,No,No,0,223.8,67,38.05,244.8,74,20.81,223.8,156,10.07,12.3,5,3.32,3,False +OR,133,415,No,No,0,143.8,71,24.45,184.0,131,15.64,275.5,132,12.4,12.9,4,3.48,3,False +SC,36,408,No,Yes,43,29.9,123,5.08,129.1,117,10.97,325.9,105,14.67,8.6,6,2.32,2,False +MD,51,510,No,Yes,28,276.7,121,47.04,203.7,99,17.31,246.2,88,11.08,8.3,3,2.24,0,False +NY,122,415,No,No,0,141.4,128,24.04,146.4,70,12.44,123.0,75,5.54,8.1,4,2.19,0,False +NM,84,408,No,Yes,41,153.9,102,26.16,140.7,117,11.96,217.7,101,9.8,12.8,5,3.46,1,False +LA,91,415,No,No,0,190.5,128,32.39,205.5,103,17.47,130.7,63,5.88,13.8,5,3.73,0,False +UT,110,408,No,No,0,192.6,102,32.74,178.9,118,15.21,214.6,74,9.66,9.4,4,2.54,1,False +AL,91,408,Yes,No,0,151.8,115,25.81,103.6,116,8.81,156.3,86,7.03,12.2,4,3.29,1,False +DE,121,408,No,No,0,215.6,74,36.65,192.9,98,16.4,144.0,103,6.48,10.1,4,2.73,5,False +WV,109,415,No,No,0,180.0,100,30.6,229.0,103,19.47,139.4,105,6.27,7.8,8,2.11,3,False +KY,95,510,No,No,0,157.3,116,26.74,197.5,77,16.79,128.2,111,5.77,8.4,4,2.27,2,False +NC,72,415,No,No,0,196.5,88,33.41,158.6,129,13.48,269.3,118,12.12,6.8,3,1.84,0,False +WV,73,415,No,No,0,240.3,130,40.85,162.5,83,13.81,231.9,136,10.44,11.9,3,3.21,0,False +AZ,108,415,No,No,0,193.3,126,32.86,154.7,85,13.15,174.8,98,7.87,9.4,6,2.54,3,False +WV,58,408,No,Yes,39,211.9,40,36.02,274.4,76,23.32,210.5,139,9.47,5.4,4,1.46,1,False +ND,148,415,Yes,No,0,218.7,111,37.18,155.6,133,13.23,277.4,62,12.48,8.2,5,2.21,1,False +WA,76,510,Yes,No,0,246.8,110,41.96,206.3,63,17.54,208.4,123,9.38,13.2,5,3.56,0,True +ID,103,415,No,No,0,174.7,151,29.7,148.0,56,12.58,168.2,109,7.57,15.8,3,4.27,6,True +CT,87,415,No,No,0,240.0,83,40.8,134.1,106,11.4,189.1,84,8.51,9.3,2,2.51,0,True +OK,35,510,No,Yes,37,181.2,76,30.8,177.6,98,15.1,228.0,136,10.26,5.0,3,1.35,2,False +IA,88,415,No,No,0,113.7,67,19.33,165.1,127,14.03,141.5,142,6.37,10.8,3,2.92,1,False +NE,67,415,No,Yes,41,174.7,86,29.7,160.6,93,13.65,155.3,108,6.99,13.4,1,3.62,0,False +ID,77,510,No,Yes,29,211.1,89,35.89,223.5,97,19.0,148.4,106,6.68,9.7,9,2.62,2,False +OR,124,510,No,No,0,169.3,108,28.78,178.6,91,15.18,242.3,82,10.9,12.2,3,3.29,1,False +SD,30,415,No,No,0,247.4,107,42.06,175.9,76,14.95,287.4,90,12.93,11.3,2,3.05,0,False +DE,53,415,No,Yes,32,131.2,63,22.3,227.4,125,19.33,178.9,105,8.05,12.8,2,3.46,2,False +WA,152,510,No,No,0,161.4,84,27.44,163.6,88,13.91,153.2,121,6.89,11.8,5,3.19,1,False +CT,100,510,Yes,No,0,107.2,98,18.22,86.8,122,7.38,156.2,117,7.03,9.7,4,2.62,1,False +MN,59,408,No,Yes,32,211.9,120,36.02,202.9,136,17.25,213.5,95,9.61,8.8,5,2.38,1,False +WA,143,510,No,No,0,160.4,120,27.27,285.9,104,24.3,182.5,85,8.21,6.9,4,1.86,3,False +PA,142,510,No,Yes,40,230.7,101,39.22,256.8,88,21.83,263.9,92,11.88,6.4,3,1.73,1,False +ID,105,408,No,No,0,232.6,96,39.54,253.4,117,21.54,154.0,101,6.93,10.5,9,2.84,1,False +MS,111,408,No,No,0,294.7,90,50.1,294.6,72,25.04,260.1,121,11.7,10.8,3,2.92,1,True +WA,143,510,No,No,0,133.4,107,22.68,223.9,117,19.03,180.4,85,8.12,10.2,13,2.75,1,False +DC,93,408,No,Yes,22,306.2,123,52.05,189.7,83,16.12,240.3,107,10.81,11.7,2,3.16,0,False +KY,79,415,No,No,0,236.8,135,40.26,186.4,87,15.84,126.9,112,5.71,10.4,5,2.81,2,False +OH,68,415,Yes,Yes,24,125.7,92,21.37,275.9,98,23.45,214.5,108,9.65,14.2,6,3.83,3,True +TN,93,510,Yes,No,0,168.4,114,28.63,276.0,127,23.46,196.2,48,8.83,11.4,3,3.08,1,False +ID,103,415,No,No,0,70.9,134,12.05,134.5,112,11.43,168.8,164,7.6,12.0,6,3.24,2,False +WV,144,510,No,Yes,38,105.0,86,17.85,121.8,123,10.35,221.5,122,9.97,3.7,4,1.0,0,False +WI,93,415,No,No,0,152.1,141,25.86,215.5,107,18.32,262.4,111,11.81,12.0,7,3.24,1,False +OK,149,510,Yes,No,0,180.9,79,30.75,194.9,83,16.57,197.8,109,8.9,8.8,9,2.38,3,False +WV,23,510,No,Yes,31,156.6,84,26.62,161.5,96,13.73,294.6,107,13.26,9.4,6,2.54,1,False +SD,221,510,No,Yes,24,180.5,85,30.69,224.1,92,19.05,205.7,103,9.26,2.4,3,0.65,0,False +KS,164,510,No,Yes,30,238.8,100,40.6,230.0,121,19.55,206.3,66,9.28,13.2,8,3.56,1,False +NC,104,415,No,Yes,18,182.1,66,30.96,213.6,65,18.16,193.0,108,8.69,13.4,9,3.62,2,False +NY,150,415,No,Yes,35,139.6,72,23.73,332.8,170,28.29,213.8,105,9.62,8.8,2,2.38,2,False +WI,184,408,No,Yes,12,200.3,76,34.05,253.6,105,21.56,149.3,93,6.72,10.2,5,2.75,0,False +SC,88,408,No,No,0,153.5,94,26.1,251.7,118,21.39,182.2,99,8.2,8.5,6,2.3,1,False +UT,61,415,Yes,Yes,29,128.2,119,21.79,171.7,83,14.59,250.9,114,11.29,11.7,6,3.16,3,False +NC,110,408,No,No,0,159.5,145,27.12,202.3,101,17.2,256.0,96,11.52,16.7,2,4.51,2,False +IN,115,415,No,No,0,226.4,101,38.49,276.8,60,23.53,213.4,82,9.6,12.3,4,3.32,3,True +AR,33,408,No,No,0,251.9,81,42.82,194.6,96,16.54,211.2,87,9.5,8.4,3,2.27,2,False +ME,100,510,No,No,0,264.5,117,44.97,194.0,111,16.49,262.7,111,11.82,7.5,4,2.03,2,True +NY,209,415,No,No,0,153.7,105,26.13,188.6,87,16.03,200.8,95,9.04,10.7,2,2.89,0,False +OR,27,510,No,No,0,232.1,81,39.46,210.8,101,17.92,165.4,87,7.44,15.0,6,4.05,5,False +IL,117,415,No,No,0,201.9,86,34.32,212.3,96,18.05,176.9,98,7.96,7.8,10,2.11,1,False +MA,87,408,No,No,0,186.9,79,31.77,182.6,105,15.52,143.1,90,6.44,4.2,14,1.13,1,False +CT,129,510,No,Yes,27,196.6,89,33.42,180.6,95,15.35,245.0,83,11.03,6.6,5,1.78,1,False +WI,142,510,No,No,0,232.1,102,39.46,168.2,110,14.3,197.3,120,8.88,9.9,3,2.67,1,False +OK,112,415,No,No,0,166.0,79,28.22,74.6,100,6.34,247.9,74,11.16,6.3,7,1.7,0,False +DE,75,510,No,Yes,28,200.6,96,34.1,164.1,111,13.95,169.6,153,7.63,2.5,5,0.68,1,False +AZ,97,408,No,Yes,25,141.0,101,23.97,212.0,85,18.02,175.2,138,7.88,4.9,2,1.32,3,False +AK,121,408,No,Yes,34,245.0,95,41.65,216.9,66,18.44,112.4,125,5.06,7.5,8,2.03,0,False +MI,142,415,Yes,No,0,140.8,140,23.94,228.6,119,19.43,152.9,88,6.88,10.9,7,2.94,1,False +WA,121,510,No,No,0,255.1,93,43.37,266.9,97,22.69,197.7,118,8.9,8.8,3,2.38,3,True +SD,87,415,No,Yes,33,125.0,99,21.25,235.3,81,20.0,215.3,95,9.69,10.2,7,2.75,2,False +SD,34,408,No,No,0,180.6,65,30.7,280.4,99,23.83,292.4,105,13.16,5.0,3,1.35,1,False +AK,177,415,Yes,No,0,248.7,118,42.28,172.3,73,14.65,191.9,87,8.64,11.3,2,3.05,1,True +MA,58,415,No,Yes,30,178.1,111,30.28,236.7,109,20.12,264.0,118,11.88,8.4,2,2.27,0,False +AR,113,415,Yes,No,0,122.2,112,20.77,131.7,94,11.19,169.5,106,7.63,10.3,9,2.78,5,True +KS,101,415,No,No,0,231.3,87,39.32,224.7,88,19.1,214.6,69,9.66,7.2,7,1.94,1,False +OR,89,415,No,No,0,111.2,101,18.9,122.1,94,10.38,180.8,85,8.14,12.6,2,3.4,3,False +NC,77,408,Yes,Yes,44,103.2,117,17.54,236.3,86,20.09,203.5,101,9.16,11.9,2,3.21,0,True +OK,146,510,No,No,0,138.4,104,23.53,158.9,122,13.51,47.4,73,2.13,3.9,9,1.05,4,True +NJ,93,415,No,No,0,146.3,85,24.87,216.6,95,18.41,233.0,82,10.49,11.5,3,3.11,0,False +OH,160,415,No,No,0,206.3,66,35.07,241.1,109,20.49,227.8,102,10.25,11.7,6,3.16,0,False +NM,55,415,No,No,0,132.0,103,22.44,279.6,114,23.77,180.0,74,8.1,13.5,4,3.65,0,False +OH,88,408,No,No,0,274.6,105,46.68,161.1,121,13.69,194.4,123,8.75,9.2,4,2.48,2,False +MI,63,510,No,No,0,185.3,87,31.5,225.3,87,19.15,194.3,93,8.74,11.7,3,3.16,0,False +KS,127,415,No,Yes,24,154.8,69,26.32,177.2,105,15.06,207.6,102,9.34,9.0,4,2.43,1,False +IL,57,415,No,Yes,30,179.2,105,30.46,283.2,83,24.07,228.1,77,10.26,14.7,5,3.97,1,False +RI,138,510,Yes,No,0,286.2,61,48.65,187.2,60,15.91,146.2,114,6.58,11.0,4,2.97,2,True +AR,115,408,No,No,0,268.0,115,45.56,153.6,106,13.06,232.3,65,10.45,17.0,1,4.59,3,False +NY,171,415,No,No,0,137.5,110,23.38,198.1,109,16.84,292.7,131,13.17,13.3,5,3.59,2,False +WY,148,408,No,No,0,243.0,115,41.31,191.8,91,16.3,117.8,93,5.3,13.4,5,3.62,2,False +NC,127,510,No,No,0,134.9,79,22.93,221.5,114,18.83,113.8,118,5.12,15.0,2,4.05,1,False +OR,61,415,No,No,0,234.2,76,39.81,216.7,108,18.42,130.6,122,5.88,13.9,2,3.75,1,False +VT,131,415,No,No,0,175.1,73,29.77,171.9,116,14.61,131.1,94,5.9,7.3,6,1.97,1,False +SD,88,408,No,No,0,142.2,107,24.17,262.4,84,22.3,139.2,99,6.26,10.1,5,2.73,1,False +DC,130,510,No,No,0,132.4,81,22.51,200.3,110,17.03,202.5,103,9.11,6.0,1,1.62,2,False +RI,89,415,No,Yes,24,97.8,98,16.63,207.2,67,17.61,214.5,126,9.65,5.9,2,1.59,0,False +ID,82,415,No,No,0,266.9,83,45.37,229.7,74,19.52,251.7,99,11.33,11.0,6,2.97,3,True +OK,138,510,No,Yes,33,155.2,139,26.38,268.3,79,22.81,186.4,71,8.39,9.7,4,2.62,3,False +MN,115,415,No,No,0,200.2,92,34.03,244.9,107,20.82,190.9,96,8.59,8.8,3,2.38,1,False +WA,84,415,No,No,0,289.1,100,49.15,233.8,97,19.87,223.5,148,10.06,12.7,2,3.43,2,True +WV,117,510,Yes,No,0,198.4,121,33.73,249.5,104,21.21,162.8,115,7.33,10.5,5,2.84,1,False +NH,60,415,No,No,0,180.3,67,30.65,208.0,68,17.68,181.2,101,8.15,12.8,6,3.46,2,False +WI,62,415,No,No,0,86.3,84,14.67,238.7,99,20.29,238.4,79,10.73,12.5,1,3.38,2,False +MD,133,510,No,No,0,295.0,141,50.15,223.6,101,19.01,229.4,109,10.32,12.9,4,3.48,2,True +IN,131,408,No,No,0,240.9,108,40.95,167.4,91,14.23,322.2,109,14.5,14.7,8,3.97,3,False +IN,65,408,No,No,0,207.7,109,35.31,217.5,117,18.49,125.6,111,5.65,8.0,5,2.16,1,False +NY,120,510,No,Yes,27,128.5,115,21.85,163.7,91,13.91,242.9,121,10.93,0.0,0,0.0,1,False +OR,142,510,No,Yes,22,224.4,114,38.15,146.0,106,12.41,241.4,98,10.86,8.8,2,2.38,1,False +OK,134,415,No,No,0,164.9,115,28.03,126.5,96,10.75,238.5,125,10.73,10.0,9,2.7,2,False +WI,87,415,No,No,0,238.0,97,40.46,164.5,97,13.98,282.5,132,12.71,10.6,6,2.86,2,False +NJ,139,415,No,Yes,43,231.0,85,39.27,222.3,82,18.9,148.0,105,6.66,8.3,5,2.24,2,False +AR,76,408,No,No,0,107.3,140,18.24,238.2,133,20.25,271.8,116,12.23,10.0,3,2.7,4,True +UT,100,408,No,No,0,185.0,122,31.45,182.5,92,15.51,274.9,92,12.37,5.1,8,1.38,1,False +DC,99,415,No,Yes,31,244.1,71,41.5,203.4,58,17.29,234.0,115,10.53,7.7,4,2.08,3,False +AK,99,510,No,No,0,238.4,96,40.53,246.5,130,20.95,198.4,117,8.93,12.4,4,3.35,3,False +AZ,48,415,No,Yes,27,141.1,109,23.99,224.7,94,19.1,174.3,122,7.84,13.2,2,3.56,1,False +KS,57,415,No,No,0,158.1,117,26.88,115.2,149,9.79,182.4,92,8.21,11.8,7,3.19,0,False +OH,106,415,No,Yes,30,220.1,105,37.42,222.2,109,18.89,158.4,96,7.13,13.1,8,3.54,0,False +KS,170,415,No,Yes,42,199.5,119,33.92,135.0,90,11.48,184.6,49,8.31,10.9,3,2.94,4,True +SC,78,415,No,No,0,109.5,105,18.62,286.1,90,24.32,247.6,113,11.14,4.9,9,1.32,1,False +TN,39,408,No,No,0,187.2,110,31.82,114.7,116,9.75,104.7,83,4.71,13.2,5,3.56,1,False +CA,127,510,No,No,0,107.9,128,18.34,187.0,77,15.9,218.5,95,9.83,0.0,0,0.0,0,False +MI,119,510,Yes,Yes,22,172.1,119,29.26,223.6,133,19.01,150.0,94,6.75,13.9,20,3.75,1,True +IN,114,408,No,No,0,203.8,85,34.65,87.8,110,7.46,166.2,122,7.48,11.7,4,3.16,1,False +RI,95,408,No,No,0,160.0,133,27.2,215.3,98,18.3,188.9,87,8.5,9.1,4,2.46,0,False +MO,116,408,No,No,0,51.1,106,8.69,208.6,137,17.73,198.0,92,8.91,12.3,3,3.32,1,False +TN,110,415,No,No,0,227.7,88,38.71,170.0,96,14.45,128.7,57,5.79,11.7,5,3.16,1,False +CT,74,510,No,No,0,203.8,77,34.65,205.1,111,17.43,154.9,109,6.97,9.0,2,2.43,1,False +ME,148,408,No,Yes,33,241.7,84,41.09,165.8,84,14.09,160.6,80,7.23,11.3,3,3.05,1,False +MD,83,510,No,No,0,78.1,70,13.28,239.3,115,20.34,144.4,112,6.5,12.3,4,3.32,1,False +NC,73,408,No,No,0,187.8,95,31.93,149.2,143,12.68,201.4,113,9.06,11.0,4,2.97,2,False +SC,111,415,No,Yes,21,127.1,94,21.61,228.3,116,19.41,166.7,108,7.5,7.1,3,1.92,1,False +CA,84,415,No,No,0,280.0,113,47.6,202.2,90,17.19,156.8,103,7.06,10.4,4,2.81,0,True +LA,75,510,Yes,No,0,153.2,78,26.04,210.8,99,17.92,153.5,100,6.91,7.8,3,2.11,1,False +WI,114,415,No,Yes,26,137.1,88,23.31,155.7,125,13.23,247.6,94,11.14,11.5,7,3.11,2,False +IL,71,510,Yes,No,0,186.1,114,31.64,198.6,140,16.88,206.5,80,9.29,13.8,5,3.73,4,True +IN,58,415,No,Yes,22,224.1,127,38.1,238.8,85,20.3,174.2,86,7.84,11.5,7,3.11,2,False +AL,106,408,No,Yes,29,83.6,131,14.21,203.9,131,17.33,229.5,73,10.33,8.1,3,2.19,1,False +OK,172,408,No,No,0,203.9,109,34.66,234.0,123,19.89,160.7,65,7.23,17.8,4,4.81,4,False +IA,45,415,No,No,0,211.3,87,35.92,165.7,97,14.08,265.9,72,11.97,13.3,6,3.59,1,False +VT,100,408,Yes,No,0,219.4,112,37.3,225.7,102,19.18,255.3,95,11.49,12.0,4,3.24,4,False +NY,94,415,No,No,0,190.4,91,32.37,92.0,107,7.82,224.8,108,10.12,13.6,17,3.67,2,False +LA,128,415,No,No,0,147.7,94,25.11,283.3,83,24.08,188.3,124,8.47,6.9,5,1.86,2,False +SC,181,408,No,No,0,229.9,130,39.08,144.4,93,12.27,262.4,110,11.81,14.2,4,3.83,2,False +ID,127,408,No,No,0,102.8,128,17.48,143.7,95,12.21,191.4,97,8.61,10.0,5,2.7,1,False +MO,89,415,No,No,0,178.7,81,30.38,233.7,74,19.86,131.9,120,5.94,9.1,4,2.46,1,False +ME,149,415,No,Yes,18,148.5,106,25.25,114.5,106,9.73,178.3,98,8.02,6.5,4,1.76,0,False +MS,103,510,No,Yes,29,164.1,111,27.9,219.1,96,18.62,220.3,108,9.91,12.3,9,3.32,0,False +SD,163,415,Yes,No,0,197.2,90,33.52,188.5,113,16.02,211.1,94,9.5,7.8,8,2.11,1,False +OK,52,415,No,No,0,124.9,131,21.23,300.5,118,25.54,192.5,106,8.66,11.6,4,3.13,2,False +WY,89,415,No,No,0,115.4,99,19.62,209.9,115,17.84,280.9,112,12.64,15.9,6,4.29,3,False +GA,122,510,Yes,No,0,140.0,101,23.8,196.4,77,16.69,120.1,133,5.4,9.7,4,2.62,4,True +VT,60,415,No,No,0,193.9,118,32.96,85.0,110,7.23,210.1,134,9.45,13.2,8,3.56,3,False +MD,62,408,No,No,0,321.1,105,54.59,265.5,122,22.57,180.5,72,8.12,11.5,2,3.11,4,True +IN,117,415,No,No,0,118.4,126,20.13,249.3,97,21.19,227.0,56,10.22,13.6,3,3.67,5,True +WV,159,415,No,No,0,169.8,114,28.87,197.7,105,16.8,193.7,82,8.72,11.6,4,3.13,1,False +OH,78,408,No,No,0,193.4,99,32.88,116.9,88,9.94,243.3,109,10.95,9.3,4,2.51,2,False +OH,96,415,No,No,0,106.6,128,18.12,284.8,87,24.21,178.9,92,8.05,14.9,7,4.02,1,False +SC,79,415,No,No,0,134.7,98,22.9,189.7,68,16.12,221.4,128,9.96,11.8,5,3.19,2,False +AZ,192,415,No,Yes,36,156.2,77,26.55,215.5,126,18.32,279.1,83,12.56,9.9,6,2.67,2,False +WV,68,415,No,No,0,231.1,57,39.29,153.4,55,13.04,191.3,123,8.61,9.6,4,2.59,3,False +RI,28,510,No,No,0,180.8,109,30.74,288.8,58,24.55,191.9,91,8.64,14.1,6,3.81,2,False +CT,184,510,Yes,No,0,213.8,105,36.35,159.6,84,13.57,139.2,137,6.26,5.0,10,1.35,2,False +TN,74,415,No,Yes,25,234.4,113,39.85,265.9,82,22.6,241.4,77,10.86,13.7,4,3.7,0,False diff --git a/jupyter_book/_static/img/favicon.ico b/jupyter_book/_static/img/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..a5871dfbc7bf351643a9eb4bdb6096991b0fec3e GIT binary patch literal 2051 zcmV+e2>kbnP)28-oXld`o94b z%gb_^OpdBRRZmY(H#aw5yLRpE+qc*vY>>-U+y0$rh!z9r4=XDxn2L#si3=AlaJgIp zf$)*OzAjFeNF=7Dq+Gdj1t2w%WHQ-@J|UQDOs`5-=AS=psXtxIVzDhOEc7;RG&I;m z#M`(!Z6n}qOgEe0HsBBhv9z@0a5xPO4I?8Xnv{Yn%pq+L1_plkrtEm8fa*a44Z53+ zj7S6`#eF-~%iG7(%hTP1WNSyVB{|yL+YxQeOt);r>B7Fv#>St~=~dO$gM))wTp{TD zPw+` zd$@16Bia$I@xL|u%}09rfTW|ND4N{)+5h>uT9NZ_*BoPdBJ^zru(+_{r(Yik#> z`FE$>f{Lx&dE6vS&(8!|wzLEj!S2*Qy89>#ILch!G0Ki@-abJAffR}t5aR9aL!X`ASshGXG&?x za=HZXX0wfayt4A*#f#_9pRcT}OixeG&dxb?sumI#R!U1stcZjLmynguGvDkK$ph2b zHqO0IpQzGsEg=!iDVahM9~#=vh|YHM2zJwtqZ*s*8dwu;gsG`XNl82&PaqI*xrrKptgX15wZE{8EMH@C&de~BwvVvCx1 z4i@Iv@2jGxr$?jFpbEj}hYueb8XDqoxK$VgVVDq}d-0V4xfNS{s_IT*cCV%>1ce{Y zc)pAI6DM^lEKPP2Kl<0`(z4pf$ne0xKn8#ijv#Y)03T@4Uu3mnZoom zx})3p_SB!K8MB{e-M5a+5Q?xctOAToP6~Z!Gf}+PO#bUI$z++iVnn1)FFEGy)YOzv zC`3Jg@=#Gxp^BV3_oV5PzgUIMQ>AYxng1Xr3W6ih)KmeWI6n*ziCrmkQG(aef|vBP zp05m)!(Yl35Gz%}!5+DqMzL5tFfag||A?303aBciK(-(mGM# z6|$&Y3-TJkk78%aTtw=8)b3tiUgI7_IVN6N^8h0hYCuy{6F31`1ho@eKi|?^WJX=~ z*fZrUercH~plAS~?hj3je@UUe*_E;wDY{EZIFo}YM@5oy|A!= zt}LlzkYDioa|SyUZh5brq&=ogF_-^7i?B4^n3zoc~@;uC~l7*>HzyDsVKw^gTQ&OOhrlqB&OC*_@nFqewUszgPR8d}4Tl43} zMn)u~v9VFR*qv@{$TxFQhV1*heRM9D|M1b@cBiJIQ9XC=+~VRQwi6B=pU>~@?Y(#J zUbkAhy1MRlc6E1jb>8lPITWr}uU@Sy*J#i=EcPw@u6}Y{R*F!?xJ>r!*|STRE`d3k z0Q>gsJAC-?&6_vd+uH#QIt=uyTWYy~|2~|-+}vDrvv$K7ot})N?JP5J{bqk5yw16!ZLO)PIePSHNlD3p0|&qkzyknquCudK8vskh7o)@O4o=6u zJ&M_@d1HX_%$YNL_wE5*EiElT1)WZhjg5ti44gsG3u9tpBKD*9#S6t4c{w&dF+Mvx z3pN5d)z#IdrKJT01>ks2P7d?~SiFAyIuyGCwH!Heq^PLq?Afyq9z4j;&xhA_Y5E}s zS_W!sYjt&XqoSff?}-y9>g(&v%ggif@@h_=1nqF~0+w#vxY4GTyLaybIZ(#gY&IPD zb^YLHG0;rEeEBlO6OJyxh(sbtr@HUH1J$4x_<^sGU3GPJRaI4BH3S2CDg;2gW&Y>u zG>Qc22rR*^Bq%6|qZZ&DMxZ-6IT^5_J)m^;_xJy=0O);E^B$;5p`oF^zCO6Yjg5`L h;Lu{h-GdZ& zDDH50_I~^9eZKRabKWEG`Tp6HUs&rmlbft{%{?<~=2~~|rtW^CJyVne$f2P>KtnUV zf1%y&pb^NpnAmurp`$%S`?C`5ZVwGl($wDA49)cWeGU2@3e6u4{XbqF{G(v}RsQYr z2k7Yct@rQ08vdio-FGyC#}CUNmSdn3pgkZ!#~?tzYe%QJHyiB{2KxQq-v#{v))Q}U7ap<_J2zgO)}t^&V|9if@6 zpf-AqF}^qwEz-pi>6lSL8B_mQ22CatzpQpRqa4|RS+=bC-3%Ho#=ZLl7zAh%XoEk0 zqw_EMF9iODz`qdq7Xtr6;9m&*?;?PO5wj}TNg!zhGxwmvqYG7+)!1%~XR0at_ASpp zjsZK-#>s}3!Np6X#EQ;g{n-~D+R1jzuO9X%!k1DGqB|@JD=%hY{qLC92Jx2qdBC~7 z5xntFSX5V<%pz@3VFkyoW6CS`;;Ehua_P^=8XcFnHC8#Cj=X#W^sP{0UvoT=CVvdp zIF7g;+P!M$*tZ^Oq4_dF^U1_DBJtaRXeYPAE&;QcDh0Iq5%+b}iPj0_YBPZJ^}?;W z{RD)+xw|MSBAVeTDG=l=G={)j; z$Fu3+^|lSgig6vezc#~TwimG{czes-FCbKik+q+xad<}vSkfRF2?i>Xs#Np&UzIUJ;|P_* zP2sM7uT>c@voAk7g(p}o?X$bOIqjQQ2BN+XM|+RV@h2Kd0j9y~sq&p}w5;??-Bd`H zkp-hxMIQA1sQ=xL{7<-!c-{HT&&pNcS@|s0*6dBw3>#qqi)NZdT^&s1i*flA_L600 zw+q>D0}%EuZw>+T2oHVQ*Pj?vrTX5w;xQ=@gA$UNwZtfn%%Pc12aB9M(vDZ>iLstj4rC0>ath;$JowyyL+ys#V`{JZ3a_?pM=&ta zBd(xE*9A_9a>;vU1-9d_j?R%WH8m?hYqTf0@oCaIH?1$cfv*mDr@T8+u6R;XxeyrB zG$qlKMWGVnxmL9d@8)8e2!9Arc^U^CNqwtCPXT=&%Sq^im|<2Z&03ehx6tV3lea@U z3c{l@2jJEp!tv|FGv-8sCY}$Q2m*AIoS63t;ID(LfH?K!G6zf(`y-Rd*rml&d+#Au z=B`!|0sNy*7TwcxNLQydE8+S^ZKo{b!^48%i5Q0KI4$MPOz2XSX%ww)3UVJs?FDd(!Y>=WK{e-VAltB#lEppBOQVQ@(+1+;d}Hi*1wocl9*#K6Ddkvxj5N+;ceyMkTq>a z;_8?wy(I-;tIp>3&tX`YyQ^Qb-((r14QLb>2b5l8jV1k-@|w}DjN_=4`yLF+@n zT%GvZYrE#uFQ&G#R_qy$tGj7G)p{JRBW6@X^ajKwC5d64uVR_L`@OcK^Ol{DPH8s~ zlVj*fakJz>IU@k52tb>g>He~k*I2@M_{s%O9^4Hv0!xEsX_#tpl$gg7xUfI`)|BHN z?%hZRivwj$PfW>M>*G*du=V@#vu-ev#SrS7)ln1P>E1Gh@sIIozXob+}BK0>ocrZ+TCDm8K} zp>#a7Z#qfiCGjjKaCkzmPRAuJL3Wnl+V;u_ zchi`ktv{2tsRmescWW$*@mZSxORj?fHw@9)>!e=3*+vw{tZ2{bYFBNqQwnsQy}QIz zaA^*Fsy%sR%WffBqYn&Mt%p;@T9oF#6At=s;KjE*Fd8#TrKC@4Ph&mI@<3Q)5XSMj z!vqpk6KhBaCk~nm1i%J9ZZDjC4jSRCg)aJjp2=mDN<0 zY&xCQ9oPZ3k_J1vQ5)jC9gCsQ)EliI8#(m;7OL0&m4JUYZq+t0NnL1lIIF;x`$5~0 zzQ~7)t(^w+UWb%r;uJT);xdz`F%C^%>3W&@W;d^DU2Y4K5r`US2jF-l46XxLs$|PUDiy)#y0cog*>M;&Y7IBDTz= zL=kEFbF*LP_2?Q{k)53Q`iLP|4R`LqB}>3#FnjHQ`QvmYs4%U>d! z@YSjK1*LFPt?rRhL_#?Qd`wclL9c(43wWm5=6DJj@2X$Ib^u?hu ztCFg(R#SwLQ$a}1cUoR@y-qysu$!3K=O7Szt)bjt;}m8ihNRvjtbdyvX4o_Gz>rQV zSS6|33aBA>A8JTyeEQ4X|5u74JfoT!NgVs?32*|Q5A}aVZw-viAtwYv*_8*s2Vs7z zbJ*_R1hg)sOxU$>^6xVY6u6k(luhg6+pGE>(T?4!yf>=Jug`1W6*0BpHBv2vF!P?U zg+riiqyzfikTSNN{94wwu}VM1VQ`&SUYGFvxWdMklLde2di6}QVUcu5KP7`ZVIn6X z`h5&2=G>%lQ5>pQva))+s`c)4P~098G29bg^}@?#pAeb^W-+KSp^k%%mB)F#ZjP~D z%nw%5gF)3XbF|>KaKWWmc!{Fk1e^i}&+k_R#%A#VV=W32&l5kz{>Bq)s|~-~1wqHX z6F8@>q+C8T=hES;h=M?2aQBaoKWPd-jhn^U3&hJ>8II4}4n^XjM|;<|Zn(BLiX~Ob z`1~>r(;k$4Uhfw^=J3(p)D6V0e;>&*e6%VJ9zV^nf4!pQ-O?IkCVwvWg{7CwWGx5$ z`a_BuxuRl3Ks`?Afl&!WO|zVmXr| z?1_oOGNk@1|JJi*8#+al1AR3+)2<>klQ%zd_MI>v0%h#lWPRb=n{E{8Q{kg6eLK0S zFF|yAYj4zw-4E+Y0^5#>G#&4S1QAlcW0vFTa^2n+w#w{Np!d5Aq?@XZ9T5&7Ym&7@wIq^4p7) z4P}^%7$ln}P^(ZqEX^__)oF?|2#o)5O)^~zDGuwFF*W~#n{!EEykZNEq}O=6*C}5k z+VrDn423T}U#$Ba{3WEFFl>2ZFJQhdbf&u!lvkG85**bqVje@s5%H;qHJC=1CQtk@ z)ti&4oN9jYR^=5;)og5LvZlpq3R=w{PgfPYJEsH=vOap0sW{(G{w|poI0x8*;wA`g z_i?Z~E>p>AcB)F--d=((_}7)h;DZi3X#=V8Ph*cwW1kXOsZz5$PODbLEDxb8kBGBBnWEdB-u zN3g#JxF<&8kQ}16K*#<|+-x>Gbv#(UM|!IYw!b*owcw2ipkavY8eJBjp9!d{JcoZP zxXRjG<@vz6y7M(21;(EP(dOzT&TD~YQQ~>ISay+1&HL}O2Iq~bbr%JQb+_F47Oal= z;P+GGSu)wqJlu8w;#famcdPCz^w2?eG3^`Ki>`v59xDS>5PlSY&+S#;>vAN6g|EoX8&>r%h=i1X?;B zUi(ueW0WrK+m}>LsqcLbEUir=S3f-esTU0=M>3{IqShW)Up*+U2$))c>seLQ<9cM8 zL(}RjsKi(VqxGyNaqiFpykZu-<@4ay>gO2rV3NH+-Y55+?LfK!C-TjgKQ;fJ+M~k| zc3;I!M@Pr5aE%+;9u_$x_lNLT1XjqbOQDJqu6UF3%8v=6Ir-8eZIhfl4bR(D7EJSA ziwxym*Y~aC&ah2g_f6{lDyc@X^wOmafO`5#Z2aOQp^kADGsxGKu_nb-b*9R2<&{o= zQW$`9v}B`mOAl~|*0T8q2&ornEBf;7{`>z{@VbN6bbS_9G(CK<;!G1%bpbDPMpntf zSJMQdH5369iYf+ky!l#h=?Rs)V59k3fxGCw5e(ky)MZ}UuU)hn_Q5^4+$;&4_1D=M zZVo#t)vN$k)io{MrK<*7jR0o=C2BK_KN}jHs^a}VR*m4cdj8cO;a0`1i37^neckPq zvTR~1r20I04gnD=1kuh+G(9_bip=D?VL`EKP5f+%B=#ajjP+vX@TC>OqqL{xGTvq7m*za9NgmFOd9 z7>@k=RuxLh`z}1QoVLF_<+`_vdp~d|iSiKVTj@a!s=F$M#^KLi@Ni-ZA3lC0=2df9 z)I?X??n*r6x@k6B(Z9&Nafjx1J{RhBhem0w2V93a8g7{Ll+V>A1Gn>O^+RlM;=z(9 zL^!_y0i2YzmxFcv^)vz*OX58c8WM+TJmEPzqZp#(-3G2C`}#4D=>5^Y>1HnAy{{KwkE7haNkXea6%LY!(eg{YgGVT)?O(JZC&j=u?{~ zH9;7E-djapZS4+ub%M=;XZZC0fN<41f6t!gaBN(QB$6am<$KU|jBVKQmh+4hbVO`R zJ({$Uh=8X~*HZ8#ar$(w)~AI!B9jhi_@S67J5rkNb@_zD$RQ?-P6$) zrre;6#C~t}_t4N?83nnXa7Lf8+U0EH`{fQ2ex(^vpIe&xB@|@v z2q9#3kwBmmG=03CQGomEVUBxx@RrZZUIK!;vrm7wc8Rman(+?pZRAe>XOY-)C9=O) zW0Zo81?Lv@idl?>54%pFBY33RmoCTz2+Du+Awa5|t_ztayHF5x9c3OlO_K2l#9tB$s z5hrs5Dg!m*C^Y2a==)g|gSr9g)B$qxOLB79FaK^18XCrypD@I9%2l(9L3?VlCsO#~ zIX6`>KkigSri^aXsyx`fGmiXp1TiZGt!Ae;H8p*3a=+sW_SScIb%ECgvO1Q`{@4Zv z#MJ0R?a%g+ltDe7w3D4py)=d^%O~Z-nR=1x-uffYWFpeO&_|g)Y4|Z#NO$Uh9%niRzC@GjFkJUcbv}HT_SQTT?&3FQW2xc;lkxL)YO~{Y3 zreGT3M_m7y(f4DoP@?agStF@*Epwh^?m+aGFYeB-OSe}xz-3@dy5N(F+&17?3}iK< zbE3R1|F^&YNfMiWgJ%if;yQ3XwPYHXE4!O_CAlEgM2B6Y#uyQA5C~?Xt0-dy z(=k0$=?I^LZcX^V!qyv!!L_S%IPvl{*umblbY*WEUt_d*8b3_XkLaBI3~}ox<74WY z+2dHP0oXcdRi2xVET2_q$rlo5{uxw?mq&siC#)>uVxtgFyox7^dbCQd8{~6h<1+Hv z7hP3HbA4YWo&&?78_FTGhPfc~9A-QQgGZk_+kAvXx(3u&?JX!H7F4Dd*h(fzmN;sZ zM7y1I-#{xjU&9reE0U>`nqbG$>Y1++b`UZFL$T2Wm^gm{h(5*4r5sPMOB(_0=?eF* z@)WheW3@RG<1$SM^Ia~Xe-dif;LK`d_TJEQm>vP{7l|ptD>N+^G&gl)F-`jrz%GF+mC?l&*^4W`4^+T^L8KUbeOtp znzJcH>Bv~Bo3w>ZTh6){*HHPB);;Bo<%ixpc%%q&+W3cs?M6OhDz_Ol)5#CqnBT$P z{MCZ>)G88aKoFOsFBCE=<y(8S|h`t2WP-M*Qmk&^&lohn0R2)wz6j+hnA3SS~YL3*r~Zhy!EhG3D_@ZWc)Vs z`Xy3uFHqVgKC3p@$g0yoas!bnmF$4E2P6Ri)s7X2ect_L5Jz6SFIY{(knlRQ#rVRn z-m-Nw*_utPY&My{=A*4nv3<2-L2;V^dstExS-=tn{R!x~vp-2LDxZf3J(lMFAhxgc z0c(C;Z`)Q%cy*zO){D4~>);)qZh|B_$an%xrVMXoR&9XFXQ}>uGzo7cSm$27S-1{6AS<)W>O~}2w;=!q3J7BH-HH&cXM_yBV1lEx5V8fjPt_j&wc4i5}v#3QwljDfJ z7qM{Cjq@{s54gg!Zm#wnc2y*{2!rPMr8ZY(nA(?ZV>g#J=M4|K~>4@>5+n=zu8FHn9MchkVjI2jyG*6`_=h`T$FmoBW(Kt6Pn$^JV@#<-t zgsM*mOI&r*wVnL61>Cn3)kzG@GwHY)n25VQHDo*qW5#vjEPc(h<k==JZ4`llvB#A1eoVUpT;|GKJ$71l9l02Zbp%v$gV3H1hJ$ z@kl)23Jth^?-SOj1~LyNC0x?lJ~R#GTDqnx?2c!jv<-Eb{?b=t;5^WUpo8<&GuYnr z9lF(mU_=UtJ)mK=H5jzAF0Nq2&y#NNarjG8&KV@&Dq6> zhw=?`5gC2lvPGs%Wp|*{A5T_u4vxYE1iM#94E~ z-8jUnRMB?@`ZsE`s*`{8vZc{QRADeyM$C6WaF?#PE#s+=ILhkgo>0{gD)Cdbzsi~D z3rd#?yL99EX?)OYRD?BN1hwGKvKPR>TvC0`z=^yNpgCaF>&cOEp<+*sShYCh5p89N z5l)N^5wPqURO^R*;zG@)j?V6`_OkKpF3j2LOo)$E7f=jihlxO_^O;3Ta)NpTp3+sMbA&NdZP^7v#3 zW<9!tnb})9hdn3R*(*?Q&~2ajL;iD$A}pToNNpyrCrUlxy{XYi#?t)`rA>m5WlplH z!8h`B);hXDNM*x}W7ooTG06*9#<9rQ1kb((D3~#op?>O-n@~j$6@(*DuccM^1Ck;1 zvHUYY|5pq@0aAoAvDu+JFAW6$c?Q6vy*kabKY4uHH$_yZ^swU7KQ{_qVJG!!U1`0g zRkaQ3W?%@IRd7+cK+fYR((W{T6K6UgM zb-U(VFjlkMtIde^H-_5o7&>L;DESn0B;k&ZXC#uDVYEk z>4UD;^KBMRYbJy*_H}1Wv^M(7ZF9RO;>fvhD-za}IEjyGbj%3a?F*_#h+w{q`L|p~ z9Z1odP5D_vbzqToV-_;glX^B?$fGiE&iPVLe%{!-U+GB3;v3F^iLSUn;;_~#nUA!5 z+_C`I^_;kDIQWmIOnB%7qOl*+q#vw#ly&w3=sDwHwFQ9HM}J!XXY~Is=sw)0$Uv$K z$9ZdBo#F;Y<-iG8VkDJ6^JJRGc;YKW5`;15bze{roXbzMaMaSdj<0?eW<0!zbh+Sc zHb${kb|sfKZ|6os5GW!6<$hXPb8TcKqdsh@gUA(}OG`^z#lxcz6p@%X{j74IvChV~ z4gosA#cqXA&&h$y=RH{_36Wetjoi67v59`p3WZH;<+iclb}#$r{1KGllS{oz8z-iZ z`r4pws#$9nN|E|m0fUI`ioWH+_BBT1oy1Z^{B(B14J@gGboxX^Mr9Hlif?~aw^t?I zo8;xC9ll&8@y39_Sq5o6OT`7L5MiSC8owc`?79D>2V)CSLpgm3fmapF0aNblDM0jj zbc{EPw~W~iw_Jee*4RNfUXuBA3*5^YT(h!w!C_OSl5|s@?QVczoZ~l##=qMRQIB@b z#JK1oBJsxHDubWTnAkYcuZY zLK@&#L-1?2^Ik_R>(h`>En!j&mE6*8nm$w16VLx?~8WGSwMOfmrnCkzwMTjt{ACRx%u`Sy!`yk zL-cd6x=T`%S>lQ79a`lNanH-n^R&K;2Bsg-D=mo?tg)lEn_Ag8d6M(}TGUxI5||~` z=SHik)wLU9qzKHOZp$r_v#Co=RfO}pGLX=479k6m0YqsbZto8?4m(4*wy)OK#Oz7N zWf`4Q#KpFAgEuR0g#i&q?e2d}|n@`GmXWDu$DfPTQW-;0qnjUn(MtUuN zIIn&U7os^Ky3DlSV&AMVSS?=a#IZ$1j|Ut8Kb<0M)b%$MlMHtN>CyJ>&C4oKeWf~J zf??rsHFPX`W5IO}=_Wh(D0zMk<#>nobWz*&qktJQw5Fh$UzXeYa6m;%XS#vWCd+F- z@k2c2+JNbrewtH+4bK)WJk+i}VaanBX>UQ*B5li-9AzqSVK$eh6lbV!T1PdDEatF3 z#1X0ya6Kh_K5@M*0w!GM3bl{Qi6FJ%<0{B$9YQd-aC~#nY03 zL)Dp|CP(BUYXP8QsAh#Q{w)Dc{EWW8%^g}3L)$f4qe=7bP)RkV^^MAG`m2Lq0xyTF zZWnb17ws=v&T^992K|=*&e78EravY6k+ir*B2S1(5g*=f_qRv2g9+LCjDF(CBR& z1=|gi-%sp^j{OYF1@Kq$G}EU+9ao-o5z`7Xd`qU5}L4*-BJc!izEZN zDsB5{2lrGx!jGSAQOR`7pFB$=yNlayNn*lma4yF{lZh3PZs}nW+F=%SbjUKbULjJ$ z1>i;OtnWKu_oh}xW!h*aKV4FPio{VpGW9`^B_+5mwg;2~XbY1atBSXSre}{UsAeGN z9rT>Ij{T--S1zcmPi5>KbQ;y>-aMRLS#HSt$;W+-k1wAegq(fusN<>S{60&) zU9q-C%@it`be^PAZ^W0Zo-~zu(z|Bc<_wHC?uId%n5uD}G5@H(2BnCd6a*zZ>u~hj zx~%Mi&0>zl3hISRL$wmWZ!QauPK>-zDn(o%LzHNNdi+DEP!D=jvss=G!A!fVfqB(F zE_HrjSZ~Sja$+ds%$#acU%Py$`FxE_wN6PwN<1WKgzVHa`bK(c@VS5m^AsNMZup}^ zJH~~n{)}1N1)=KduZY@t1N~|~5u(yuB)#^EP;8Ht>57d!k;&UJT@_{+>@wKKW@J!S zBGeBwpT}m|(7W$zRIr#*P=+*zPzNfJbXI}B>_g1GrYphTNw&HrIa9?o)cSQ?Mx>|Z z9}Ool&jJ^G#0@7`f9k^n`mW`lj+*P&v99ej^Q*v6w(ScpRh65`B?wezYzu@dZAGnw zsQ`=NMR`&81yu~>^wqm~9YcbOUHKUbp0X&#qvs?fwV$Q>4@2Vn&25ag=DS(g34O7F zv6m-vZdo)AVgtI7Os^al@J0`mopY<$(=H|^#I5-}gS(S@2BvGCpX%xXr-Fha5C^y3 zYkTI&S)toi3waGUaaC&vprZciX@r-X%wVABM49MLpn><9zW3QIcu@3kY`IK$DcnwY zJCu(dNvRh$mc_%vGlmr9_dEK1r=g2LY7d7-RZ1o))ft{5;@EA}&k5i9-xIPtSC28( zzD+lMZ`lMp7Zrw;NEjHhZNHVt9E!lro55Z*1rf@6F5PN}kn4f-I_zy|>|6!&6(ejt(V^`T1FxI=vf271tGMcXxUfk3p zb$^KF6O6Xu+F%x}XPqr+V1g_-v!Q&wc^2(qmNVrKmDmK+jqYMHQB~%;qJ$tcB|V{! z5$yLYF@1C^)MxHlob`@b`XUg;`5jyJo~%+*c0G)f(~5JVWtvj09WE4(oDF6_LF(Rq z2_svZ4&Nht_Ln)uVAd|k)v~LGE|U7J$OR$7wP{wv4auFwEwV4oE^kc%IWSHcBjAoq zKd!gBl|}Q&^|Z1J7~@`tamz1BjPGxSmP@?OT9Dbbc=M}Pm3ORdHpQwK$0<%{(lQ3G z%E5IwNpVn6K{7t2E~6=`O1Gd*cf*ui%7JeC>G8kS0hELhwEF+#}SJ& z9ITb|nkFJGsT$0knuu9ji?f|>`u=xNM;rZ?PE(SpVO?2ZJ(c;w%Thfm27X@(lGytk zt=h}!8o7;~e0P!dFztt5s!M`IqPtl)6A^ODYE0RyohYi7^azt<5_LWv%N0}Y=-8&G zof=U7F=DI{nsL^&w9H1tywmDBZRPF=a^uw64iNV9ajCRVoR({6?+j*5NO)Gcoo&l3=WkT zddY0iQzcp9akC%|eaR*L+)!*gzJb$u`@s3fdu~PspCyN<(O0)af3nS=!5f0BVUqlF zEmi66n*ACJO@Ax<&x=M+Eap@wUg7$y^zYz7bZUA*4Z5njgU&a2xxtc%yDwX zGCxpXHOa?QuN#;yCO%#whg$);AME0PvR?mA`JY59f4>49lYs@0BcrGoG?JZv|4y_t zHT8LP&ykrS7K~vx)~+S_k!8rfNgC*fSf6p%8BR7h&5RAi@MZC|Z9yucuUj4*3+oq8 zzdy4_*w$tE#P`c9h1X_rnwNZo-v)6Fa1`9L)6(=gTbf^G5HomRk#){-q!fP(hGHL!2&{QE=$>B6DdT|?Oj z)smV|i_z`{c~S4Uaqrn_m96ED70`%TLsi&e17YD{Q z<>|7sY+1`TrPfopF!NYhZbR<5GD7icYWzKi$zjKBlNy^)x4p_9hSjO8@cqsShP9Cy zh920-Q$v9|H~_kt9M%~b0d^fOBz>i*sPWTuv*XtLS5=Y=F6zJ}ra_=7waY4zzeHmH$joe*?=@DScDHOX`Myr?>uBs?aA6cY2?pu3bkt2f2&w zpR{k%r8E?0aWocp9?S$4a09xl8|vb)5f2^JqbcTGo{ZgmPbNd2AOesM?J%;lk-!e0Yf=4tmlN~9Y^srdiI<( zIBUn0Ld%^K4gcI|#CcFNPqb9H^uZou&-Q-;oV*ZBw&e@pGSWKb0MbaY8_dQlxT47$kNq8sb8h1>mzJG2RLJkh@Mp*u7g{g#Vv8V~D~{aMmg>YAStoy!)o zpM8eQu6*QA`LRA-x1D);M~Ef5;me++XQtC>ws5yhT*djGK^HhL2Yax#o$5G;kgsoT zKa@3o5M5p?>xp3abt8|m_o#OKDEVhUINm?ZR>O_WE^E6j#FV%8PSyt$%s}m*lM~A} z6p7y>_PF|CyYilvFrI|@X;TeEG(wDAPOePwKrwm9(@P=n@tnL?;01^9@YOMPrQC}= zpANfk%k!kVL#qu{hs;lg`njnz9*fE51|*cj0`JgR+q>;c7!4m8&Kdum?$%`~VBVN| zJ$CYem24;o<@Y?Hy-9rXX*PrE>%J2n^~C!e7(aR$x%Joooq>Pv!GCD%|LH3F_-=Wh z`E~)QkoGLTASIz&5UL`7=^{pk0u^$e-N>G!>sC%LU|ZN!J*6(nuF(^#m#?ygrTPp` zI=ubLK<|5v9jR6`4|H%*Ohmo&(3H?y8Ed|JJT{iyo;brbMM;h$Fgtq8GvOb+uL!CaHDF_U-GWG)zYBRaO{`X5G>z6_3=4{q3+P9W)h4)w-vsu=YeqVmgd|Q3Pu1trs?2%^ zHh--rGoJr2qB=A6GZC;P6u<@S%o`gMx?n3Il#4AMABpO|Lkl)6p-%BywysFyb={_>b&+#b z*M#CLC-drWy(h0w-pM~$Pnhc>HrA%*vBHqLO!R=#Aj;WIm`6FI$F^3+w@oMF1 zVsSNtWph-=dOVFTR{p>-?L=r;E%nf^J2Vp5(dvUO1YBga!Qs8IB7`fwx8@PNq?ylE z4dg2Rib9I=JlRF~8Lou~L2s%0A&NoOpu1Vp?)1vA{AgdhYj)>|wwD&@5jn2Yxy8=Z zq7o*l?oRA^evp;j_~aqR!1q5<;TF8KZkZ_azC+tP-@h^Wx!gAxj(;rMdxw@1eFiHS zxcT9uzU_l?ZO8AdL%K_GhgP%VYx2$=zfZyqIkh|;|KZq3_mcUL4}8RWV_&Czhvvb4 zpO0C5{mrLF1bTz(7`cYTzCvOQh+ALhFB##Fc_Yq}<(aCVVF{^(o01cy77E+EkR^a> z2Nmc~$v6oQ^q_wvAnfL_M!7h7{59B5>e$r;_zW=1`#A$xjV5*$jL_A;-(QVSVS(%!>@S9Fqo=8PbEfxSqt*7;U~?65*^) z6(4s~yF>eClA=CzALT<}nl44FcW7Misl_fkE=rWHjB&Ov?Vx@(QTgSQ~F>rk2yo14iVxPO{!6_rVtrbwq z=ZR$cCtQpB6yzvRC)@g6%i7-0duMOB6T+I`aunHUR-ynbHgdV6(JEiKDCo`()?G6b$F{V zTwR8KocFi`1Bifz)a(qm= zbo+H>b@}0L`j;0>PpSzB=!1fSFggDX4)kc`sOByF`;~Yy~T3!riJe61;%%u_gBs0Nb0_Zz|70RVYTQYzqkZB-I)8` zK%4|!Mn%fV1#`0kGr)BEi{j1EVI-y+)V57Beo+^HV%^awBSQUpYSGC3r$=u;|C}4I z1B?8Pg!(CJ&dx8q2IxuE&9SJ(@5!vr3O4X>5+4&hYSv@Lp}PVtsHX2Zy6Ew~Pfv=2 ze4B=}WbD=*My4p*-=VQIx(%MtG%g;)!9RTl`?d^!nT2V|2WSFdx)CE}5u>);BLMcw z9>P(T?51F8OZto_oDR=8ZvLHH!cpC7cir+sVX--3C{VE6v}>$-Ypj8t6F7=Ieh`!x zw7`LUVdvECTVSkRaC(QG+8ISH|77Z)jg+wXI)GdbUkYoSkk{z8_DpfFqEA;-Yc*B%Fi;-kC#R|64w-4j>fnUY4!u$WNoMDp#64n_Byd2CmyG1+sR z?;`vsbOS~cSL!un6ode_`*b3P42tb32cvKsMOfAi(VHFASfr4zeslJ_1Svv*Doq$U zY5AnA&QeqTc}Z8HUJH5f4r(0B?zYaw3x(aL*HJQSPuL08)3wO4%qWx^Ev{YhWafI@ z`@LPILS@Kxe>>e^ZLt1)@HS%D_l&mX4sEl88OwUF&PS=;!7N>Ud2Geg>X&whZOds1 zB6j=yOO$KrcKpvqCZZ1~nwSpcBzRoR}fZ!^vIeSV!s+U@S5Sm`vDghbtFfL z!Xx=Bj#et4sz7f2vCcG&R{h71(AiU;rw^h$dM_7V zB&!E=8p3uc4knMBl#e-S{2NN@7H{_#@%oqsX3r_7cO3MRL8V|GF=v5A!7rSf3K0)9 z&->-*s-7IxxYJ-H^B7uOB-iD$tNrLI7WS5SZyis5z*&8}@WB%&x!>m@~+S*GoL zq<&v4LPo(sm>}w&vrR7v^yYHbHo2Z!3czW2_ALJ($BzHU3J;=%!wLrFX*;8G5EbaGVTnC z2Fi)mS}--yv>B7hl^AMJ0F*vmPx#CE*ctD|Q+=F1p9#bvbb=LBxW~LMTUAu~^%XsW z@sD!;)*cgn_bSD~dHken5bnTy=E7o5tG9QFp(Z7J+YzgVX|Q(ecA6 zuJn}4j^=ICR2A-n^{|rdR~-BXb)-=!ZmGuNnH2B!$NgfRVemH{%di#=i=qYQ0W&kX zi?IVITv+_fRZ&Ny$6RAN%7F@IsI@vfz1q+~;iR0nm9PCP0aVBr!_13N`TFU8d(SzG z8}hg9eGGpu#|q`&w)a)t+^imow13~;^Y?i90SNB5_tryA--M_Bf&uSD5>eNzgfcJ` z6I>RQ$?i}1Qs!?dCLtKiqv9_PrMpA(+rB@X{^4G^T_eq)mKSQZ`+-A#UltBeA?IeY zwTV(Beki_d8@)c|<>vyTQFa1`R*jCRSS^=n2Sz6PQqXLK#^0d{F7LC0(nS1`{7xj5 z78mgcwbQxpjH+#J7ou;%KmU|}bF)BW5@~MGGVE=!k=Hf3*u8KPyTW;KFqeLCdhLU_ zx{t;W|1BCHONDV-jn6?q(@!|0Nu+_ciQ(gP|c= zYR;I3nLz}l@823aIoM$Lp1<;Ft^+y^%7}!qe?^_wyG3XfJ!AhKt&PkpS>;?iZZLqL4c zBsEjdWpw9FHv3FNsXlIMZCmzsiLkEvcIL8T!a!2|lz+>NL}v_vf?7&T$>gf-t?*tR zg;_S}Hg+!JN_M$yrBqn|lsX+oSB2w&YQ(EyHD_P~`F*5Xa5R&46i-{gaEQ;|z7(UU zip%2E7jEn??p@k~$Oems8j(5au`4u>D7U<>nw-ncWM=i~HBfaG`KTvXFm}onWjLuH zbY^iNuD~Cuw&f4h3N1+;#Ums9X9w@~^R>zE6*d*`@z^H3dT(k02SROq)f0NR1o z)o&PS-3sOqqb59;DSm5()ZAjCRjKDq@|R}vP#eSa&v-9C1CX|RQ@O4U@=&QQ1J5OJ zwO%3-2eGamX?1@vi<04B1xNnibYA0qYGXJ`W6i}Z+$6UnjQnjX=ZNC_P8FlCR8|0X zrc-ijIc#NRd#{(Dew&9?cHXju-XB4t%k#b?;_be8clq2G2)&8BtG(?6ro9-WBGaKt zZMo+?W4dLwl*}@%pgkjp!K6y>ZRs_OqASZ$hbX{Aub0SAV#@{O#%gSdt8^wiH|Bx?x4MV$s(5 zR@crO>GuwZArf+`!w2Vh8)x))WaDc-+7Pky6ljXA_2(K^gyX#`jx1Qo!2wE>Mi|`K zqD&O$O0XW)#>HCj1NJHm>b&9_g9A*In}?5MJ6#*>Z7XpDX^UdbioCBQ0swT8k4&SfdDk-t+L)a!rdqe7e%v}b^}S456uAH9qdSwoO{aeJ|X4P#UH;> zP>wCQXIK8D0vR3yC}MM7A1eZ(V`Dkw8#0DN&zWduD6eSwC#i!k&x?kxSG%t(pnxk9 z74dZ8t>>pNAZ%fu-H~3$tacKewJN7`-TU*<77TqB^B5{9_YLy^EYQ&9kJI4NeY$g3cXM3!{FRf&{UuAW})mg&LRnH zO-31Km*4FsFH)VZT{`3w)9)wr$lnus%EzGV%n2`?^I2Q?2hJJ3J2d;Q+s^O5=n{PP zBP)ilds;(pV#AgZ$S<;fm`Az z&pm_HY6-ICB_Da$#m&0lF)R$29Uok$FY=x2;@Uwgann z%_z5?I(3Hu6aPR*r8N_R^HM5lrdM2z+Qlo`!acBUr1DeXXUSor#4p zXV#SkUJnW%pC#!S&*R%PX4h}j_cQzV&<m-!=6PQB z)cG3qSW1-d3VAqU~It{%ZP5!K3gIk+mwA z()a@kw<#(Lo0eGK9g!l8A1(W-j`_;6-o&|{Ds6bV@-oiwcqR|uFg9aQhzx!Pr|&-+ zz1)1f(|Q2gixa4sDTcL_bjecB`EQvzXwSrq7+GgFTaC-#u-bg+uww00vhe8;@)0>O z02AuEitMHp|3uv-+oq$t9S#k~u3}tq57CzYl5h={K&AHzD+1@&7hBf1j3Ord)z>-4g)E z@fhpz%XzakTz0C*R|f@m2$9Pfw(&U7Wb82u=4Gf9Z3jFDz+&i+ zYXZB(ZkA&^3ZJQ;co~@Kc*M|jk@3_m^D+9| z1|_Pij?0(>JoPyeRC85RPSH*Og}Ap4YisM?MX3v=6ev)s z%($leVE&|NbHz!6!m7Lvy25cvRjOQEUo2`e0ErrpJo;NU;;9kSpQq3&MW8eLI}Y)_ z`iv)gM@^7I`mNg&?M3b}QF)b3M}rdFMls*Ol@3|ko@Qrt1u($wHOr5GiXu&g^B`kw z!0u~TWq-A71bqcE4Tg=g%^A!t{DE`r(fy*AWfbpS29a#&%#b4d2It*oZU1@m#boKD zn;BedNs3l;B}i!olX~}`k-Hb3%#f*|X?T-wMl1zxC5$lYmQg`spBoVgtC4#p$6^%OFvfFm{n29jbS&eQo6Ep<#u>GeC#jvFR{PK;U z)kSahmB@VNuaL9+Pskbe6LJ=B_Efi$xP^tB^{V~`ITQQ=IYTRcgPc$7oG#6Uaj)E+ zEG|46Xo~8wUS+XAyvkikUaVE&zj~FW{jqrSpB-~2AAvHTMct;BkLO+<<3KEp4HkB1 zBB`3QTWQJ^-{z*mnE*^`vjF8lvrJxq9neC#-aQdimu#45>_^Wt<=kCK<@bw9MHAkq z96c#_LO-;1l+V-PaTytD_7%^+`v1@OVGAN@_E-1yy>v~F^lej{x}~4|{pMfgInLe5 z5I^Cz3P1E2Lr2~{&Or6}%xwcgf1ruME(13Q{GiKw8I2^vwz zH(hJ1f{#AX!QwUK%;LxSNww4NW79AB`}4Tv2h1^_zt;r#zWeJnzm^D#?!wrl0|5PH ze0jKvtZa(sii+xFWKSMOS|NpE5&2q{Z^T@$JWFNqWJ?0m%~@Z`lBG{V61~gK%W~q- zyu!su)}kkIQNu&jcEn^m$XTT=CtaBQ4jYVMG>If^i%6Cax(9iDr&P3*zNc9iK<6&cmx5@&8C zWp=y*o<~$72A9Mmj4KY3V>$x?f{#17NeBJff8dB!5)gi1>J`{G3Ycolkdtn?Qm~#r zeYpot<)NOoh#{>eW`J`cj9f}dK+J3{4DdwDo*0&J0#+vQfFdux+JF88e>NXy&hA+> zRWr-xo;Bhup0st%q!`{S9jW&+D>Kh$B2t*Ace3ZC|EcWD&y}#TN8V%2Utc@LOKPfR zaS;yK=w6saw{LFesq(#MCS}8g$8#KYFub*b1woj)X*p`jlzd#cTy6sfDp{E#p44H9 z#B>*1L5{Dnt1ss!1d3L9U57-%t4;tR+E8^Ltgx<*ST%RChFzaCQq|i!yW9SHWE4B;WNTK@NR67zWC&}B4U|r7pd=d? zTEs4OHwv&u_muknUoE|c;ieQPdlfd6C?NR4TbJPqZoHI*Do)>3SPqLH%R6D1lB@r& zhjugI#@AR#aciQb%@Y^`Ef(-)%gC&~D6${-cxy=%6qUhy+^(Tq{|!H5N}%;Je@HD{ zePQ#|6_9j>s8M8NQP(quM!Mmx{1OE}boSI3&XjcKk&%Jg<3#*glUwVT_zj~s92>ef z(ie)^e)n;^H=MTp^l>jt$uE(V&l2xz<9<*1yN}y(<2N6-kw3H7sAfdNN}Hos z8+!K)y{&Y>+bNk$$-YC0FIJtqmmF~M6XG5g`rXC->#OZwFX>_yA6MQ4@RU{f;`OG& zmAKj=_|C49>6P~?)>WfNW#{7jbADW zgt`KB2@cJc*(^Lvlb?-cvktzuM8&C} z1Qv@_u6U~&nxruJ@h5eHUc(b!`;w2#PGo}Y##^IZ+=~`yN&7o4wxr99cqzdY&!D{$ z1S#{C#RVl9Vti(OA3GSV)L8*9%zofB|G?4gQ`@#}@vi6C>jE8XEH{cU3VO?QlC>f= zL~(6UQ>Byo9kot&1r&7j^uR-v%)I+_ynF>Oj-CH(?%xa8;4<@WUmki*MxAQ5X8}EZ z-mp$<;`+f!nRW|Kv8rq~p4ibDcrI{55l$T9uIGpT8pp*ExphwbXT!YTZgf%iz}%~e`xF`hE_% zxO;e8p~LJTp9sH{F-wwcIg4k`(mw(Au%hhvQ)`ccy61cEondTS{x9kkZI!@+Q$H^f zK=d$1-2I%<>Qvkk!oTIUKos2}V>sh)^hK}Fp(P1yE;7AHHuLl!9slRaf2%zn;xm2N zf9AP-k2%j~48Rnf(~vF=uoGT8p^;K%wj1r?40LWc^?32;bAK;96o9v=7?X`py!8D9 z2Qz6tE0VoBtSpQxmxK`{5OGsr$lKt%LI#RqnqttCxJsHjfO=AlSH}IUzt#C# zyVk488C|KI%)&3#$g+qjznnYH9nb=a5QC{{NuASEK zjNmw@z5E?v(XPvsiMyNa;o|(F++j=SJqhwc+l<5Vj=hIK>F|L`CxUzi*+@(Doxw8Z z2cb8~%3NK~oH}Mn$d8`t_bz*}W^|Q+$Up6UfLkK*DcbbSTSq^j*FUtF0Ow*?8CY2Y zk`+}5go=yH*Z6$fzW%MDe=mCS(6=R0okWfQ%(_KUD}(W9e`ekK^6lf7t-t!2bsLIJ z^2Y`YM8>`2fVJ<)lmH~Oi>>PxXIq;)YrkkBwxL|a+vqh`9&r~Pe*MJNJQ05TMtWVV zZMXeJET`&A@y3gcG1X|?TYK!Q%ZDnHKCg8*i;ihrWR*KpMb^7TCA=W^r`8pEQ91ok z43ypXrOV(&+(bwAx|tcsklfe%lx(f7PnAKKUq51==BYqjaYL=mk_+dgS^igjWrsWs z(mOD#r{izpAZ=1AO0TR)HGEb?xEM-l*dt`f#! zROWM=;tK6p{Zy@)ha9tAcO^WG0mi9+BGUejhU@*TxiU%xQO?w z_c1c%d2$5r_?$2m#e1&ue3_2*WANFTk9rjEVPk>j4mD=#AiLI2+^us+8~SL;LaxCi zs{`;R{fa&30oGVud-b+#zSo?GRxzAY-V0Yx{KeKTS zWwZ?M+Z`kR&BHHYbg}T$!w=i0-wW3L&b0t58~K}uKkN?=Km0cje@Rnx!v<@+(f$Go z3$2`7LXH{F$d+h&!ibNBH)cBwR4~Y9Zk%e|+Vi$7{p;>EAUL&bnyI7JRm;O`d%H z=lws=?gZ@^yCc>|@2CMxUMm@wab4e{J&cxKB&deCq!#HN_3lyLt2(?7p}MZ?${ zkCHxzY!*Fj;^AX%iZ=H~>ZxwZh8E%wjZ+&>FhMadYyweHC)9q71hr}+37AM`mxrrbjJ7! znL(~P0F@9oG7FK>ds6|vidFE7y9d51_(j8}#??RzpfPNz5eiUG#AYt=v-C}ZuvA+K zZ14VFTQ{I{Q+j3^j_me*Ft#muLH!vcGOTJ#; z)rX%sdze%|4>~>Zzvsk$y^WbQTR3`WIK<1?SlaK@awO{Wu_~IZr|4;wT(shtmMZM6 zItL4%yA0{Ug3|z1{c)O9UtDe9sRjfX8;cx1b4fDaO*Xcds?0UgnP~oVr{%qIdBc2GDhBf6m)xJ zVV}LHw>SV{J@GM_hxze(aN(^}0ro&jy@gwPtW`^G;!)$12W84a(<2Z+iVq42QEF1D z<>_HVU(+G1^Spx8Q5z*9nY?;2AkdBekALf;|Eb9Ft%F8^OW6>3dVIX&Bj(k`xh2}b z)4lqo>Kt6PkE%(k9bMkC8aJGi?9XOZSTC2D9L}cC2B;^z=880uUCAw;r)z8qJD+QZ z3Ql)w=KBM!c&VnhP=$=7%fIxBM>MtAud#wXr;lEj>p5^JT+!p++!I|LIAlZL>iIH` z*S4_3{5eTu=sJR0$+R35_&myD5V^bcE%^90q5jLbB=fLDb`2gnI(6R%z@O z64()3W!#QepH;Yhy4kmlm!pe(;0PC#ya3Ivb~qkR$7GFs*DZMEF8lrD-S>Yq8NcRM zYOLn8Nm(P@AsoN&YutrkE&tGd=@i71{QMg?FGV7|hfsB|4mPL2Ex!axQ{jtmtRGLs zlN^@Ye+nfb>C?l8*mgODB9$xjhK+10T;g{>T?JHo?T1P1jR-GPi58<04kLMg;7DBw zQV3e(9))_L_asZdh}~VLK`m^;HoK}sxC$>HpOUXtv!beQOl2Ib)OSV+xa=6v?G zLnQHv4-A^y6KsdL6<$$K6y5oh?BnXZDt(BYieEL2@e&ZynHHjUvX@hmti6z9|AC|S zGeS_s-}rh)H-w+JK3Plf<7WAN9ug`b_-RmVHi? zQe4^QvlK2owfvWjU;xii(t^~>_*ovZ!eg#zzR@2zgvG(7|LDHIPX0@X1_x)aceQaZ z(Y@^+Q%qmzLrbMialO3)4X^8|L79?GpR;y6gq9I`v%X({e>5dWn7p*+u(rT=x+0PF zt|$s&YHAGq(=l2-&zlK!P;78fpebs++c4`J)Fa~u4j?CCue9$hmoeD}3!@i3VHM_B zbx^`vto6#{AL)Pk^l(6pqC8!#ssjWYA3Fd(*Zx)4EDMX5sH@bZWU(9Oymsn*Zsui@ z5TIOONE_g8iW zTGF+vPfAwPRVIAKf#~Z{@0a>g9-DyysC~+I{v5pZlr&=@eaLEqv4fOWpUjf_@+!ciF=dLKQ*Yl3 zzm+7dv+((}7-Xc?GPeT&NP`M2Y>RahKhlTX1k;NdYP`xE`x>3$eWedQ)4Ze-x?E&7 z19GLvHvQtre+3;<$Q(sn_BSCh;@RwBtqP@>Xi+iFy zlm_H?3CM1FyO14#&n&jxqOFfeZC&oPQdpp-0cquIB^XSt?-V12hl5+>eeGGLP2r)O zYCVw%Ir;pMxQH({44%PhUR!Eb_mEJz-*Qd-IvQ6Bt(W{Wo)jB3s;9y(H3*7jR8%L(R>a1WUnqP9 z{LwxC$1?{e873mAl>>Md8za&?Jn6SvT_lHVI{VA60v3-x=s{oAc&ttVJY$$n9j$Y( zZqNA@id0-BX$C6q|G?S!Ca2Kl?vS4?$T-94WA>y=)lFncQwb>IcJ{P~`K<8wmLO^y{Q5E{wm&_vw zcq!-Q(>6e$kU3jp<M8FJ)0Bc@dm_^NfjI#y zCzH>AwS!)pCo<-$tJZvh<6h*b)2c5N9GJ>&w*A1F@-BxD)f+hfg#u%%^Gc;+l4@c) ze8Um~iyV^^(&nS8(o<`%|vDHku5Q4l7@a zu435B5TCqTrarrE&@5G8J1;%#7o@bkxlW8Z0VzPy`9l`SL(V)G;C(d(KQj;~uR01k zwL6)CG@NqSC28=4$wD70rWUJL7&03Bs5kg;@h#St1ez_2VB<3hm^Gf)GYwn&b!`d= zrHGn3`db}Y5Xf6(5>JNQc#N)vQ5)QcN~%!PYO1|XYa{{7g}O6|K@fNl@Cuc` z9NygC_3i01qV_%+N$rR1!oodMv-Rf}Ne#8ty3ol5jvXi|IlZFB#l>bhXlcbk>(LZg zTqduiRRg}Jr%|Wz(n=A=_#&3+!RjEbsxR$oG;No8`(OqjWIi#HT-hngKOv&2osR>T z4$An}yNn^5+jD~lj445{mNjzQHD3GiFu~|vd)Lq&10IYKt>kuTP2fpA(3gW z##-Rx1se`mO*;2Zo!C!~MaCjAhaTC>w3Oo=YE`2Z8&|VDazN&<`NZ)tV=BjaTLlmb zI!5x1<+eBlE{nEt7-%B$gpArxe%AA8t+MKhO>4mwBvM@~$u-*8#sJUEeAu9xa01+< z{?-hvWXUV}^(6(!cSs53jvE)A{ZH%jZ}RwG+fUi&Nc?V-)dKBzqK$>Q+GdpPKdKhNQj%`*<#h=)H=2=8c~LBAD(JyWYud&U=(w>^panWt zFJaMqG=7!Bw);Tpm08jCs}$%NZRy)9siF9(*>;Yzb1%McCm3Yx_)h#<|MVV3UiHor zwLNMWtY-hv6gf2P;bFjndkX7YOFgh!h>j>Ufr*s3mMM6o6$VEpO30#mdN!jR_NzF$ z$In%FfIgN+s$yZ~>RDIU0Sa8^NVGWutr#ZTgeb7F^(bq8v$j}jP~W_2+igc3pk%)E zcDJ3lGV(y`p5zVLSs9}@5C2sj{?=XpQ}KF#+82TPSTtj+^-!c|);azcx1w;(CJ}up zln`2snH_`0Yx!Isd}u@bzyU*wo-#iRjROi2D=^Qg1YjI)N-}9~N|_)3LhgVp5NdK_ zcXYZVj_%2BIby!uxfd)NqG|EHs}{x3iZ~0?Y=xg}L5`f9BFqJ@)V=9lWda%e8CXG0 z1g1wBWshsIwYx1(qoQ**veR%mLxoLUa;J1j{CyP^^>Y<8Q^nOOZu8YEw6!<*`emlk z(M9;CHU70z|Lv1=N;jTu>fjAYSqZrUPjj!LW40eSJB;;4hv_l@k@(QoV-!oNG0aPsslfl5~kr?R{E~p7Sc5 z6BCn(6~*YgFAXRJ?`de^X`tkZU{;NF{NXdgz!*=4hzx8PW!1ZX*6Bt5RLuNdd ze9mw|9m>wI$OjjEuz*1FS*sYME%Up*W#wM95c`JQtm@(=y>3ZYRc5Be=UACMCVcL&muje;~b_HI@fR4dOUf4fxs ztY+y$YbUZ~yteuJri}+lrIhRs(Pu2qh+BcCLUO!@Q8Evl2tMVvu71pl@auTK&YIC! z5)uWe$dwU@8elMNeER=ohlM-w!in7wzgY_^ByMy{XxGBLn?3T-Mnahurr*A=9J#tj z8oqUPPm}GHWGz`MkVi89{i75J`Jvc(h^+bXB%b(HVSPSocfGA6m}3hgTNea55=pGO zYTZorXhu^4!QcHEXg&N?w!7V|(F}Xt?G4o|o5JR-6|{KegklP%jbkrxB%KGcdZMW* zg?75Ie&S5oV6t4AXeOm?#vJ-KLd?b4;1Ib=>32_9-Cn9^^@h?$EQWNtxPUNtesj!bvF|d8Z@~@ zInu4XQMr6F^9P>GXTr865}JE&VN+d}&!{(Sr_q}=fH}68kq4{}rz!3=l>yB~B8fo( zd3OQQc9d&Zo|a8&m! z_RC)(guD2^hY)gD{GOGKjl!bs`p_+*RVwf-!6u#Fsd65q`LNAlBC=YSw_6nL!eRtj z){gz8_ZG{lX(@+|F>E)0V7m4~(A?aY<8yBHH{P$v3(oa?NUDkxJ2C*Nd08YG5D_VM zIW!NtGBGhR=Lj@)XU0(2{;ox?!Aext@%gK&uK+oLZ?l^+h8bHJVw4*qrrKgY0K)gE zfKT@G=(&g#KUenm0VnDRYhQH!T><^Q{9oG_r_4>D)(4ZPw??Sl6`#*=x$z_dAI4YI zeb#+f+FjM#7|TSlGvgeD`E-Mhsf0<#fe$xr)~v=?dsl*~142hPa%z+Ol#v_C1?J!g3!?t{=N< z=kh*F66+!|He|}lhutpI8K74))zEo-_+35gZB5wQIcG=Hwcv{D@IvNe+tH#M3UD4JL60@W^Cg-zD7 zMU_1Ci;X16=S2u?FAXut^E;FGPsu+{w|IFHN-8O6$vKhJ0;#9Sfu0gf?4d+Ey+|!s z*O;cJwz|o;AZRAo+Vh3M38U2Hz25xut?w;W#R-^+)MC>3w5Stz>uY2-Bvu^r<_Sfv zWA^V~8;l#KIoKO)J^Eq^U zE1@NBJlMLdyTPEXSH^{aL6Q)NFB?m|V%iZ(n_W&P=BJ%AZG5B;&<8K4C}u0F6Gmn5 z@C@4oBqS6<0$q&aN%YB}-_p>9J?2A@Q4A3&&_M+&%GS!N9f4?~GNXXF=eGttnCi5g z76$F3iBafED>ruZX5jPE%e@Iv+`!6l#HKM`yWTlIh4|{BFhX$IF!H4xY{m|u87zf% zWe9|s-JW|$wohSPz0wA$TU?3SfW+X76ke&rEwQ}YSFk|k z$fcELK}xwguICH8hQ`Oz!*Bi&%m3F$R@IXozhPMU+x^SqnP=1SP=REt-3b>}o5Y#g z1+C!`ZahSErn0~Vnu49Iq>}IfOOZH_``BbCRjv^nF--350r4;wv>54&v}(twjNWV6 zDor&vX!D3mWa6$<0kT%@S|8sK5m_oG&RGKa;&HaG!A=f#@oG+rMdD`SpFhjNx$c+* zTcI$I8{OzF!s8oK&U@iTGz=VLpZ9O!!ezmMU5lc5nfB;!I z$T)PDeLUzq=nO3@&2u{U%1el?B^2#L2+Opab9#uNGa^>|6aY1$KF4OAABw*G-k*mX9BM4qF^Uy92J7y}eUAQmWLNFQw(CRa8XcYDSfwM(>)f*rp zx`sIuo&A9mmbqiS{b&ch=Oq7qX1$|! z>+9&a%jU^dt5sl;St1>DTQNJ)xzxyCzQH>;@J0N%&@)DgO+kq8;Og0b z4ceSKfYF~3j+#*lE@|0V|6*xD;!2*WC@dcb>Gz#U^0)*#N?NNH<(Q$RY=gGCb{qm)0N_TO2mit+ovh z(Z#sCTvjnn>nb?tnhnno<$14YTLm$G~^z~U2N9BUowA4FV8F?8gdtPon^MDtGF(cbVGR@DH)>+pu6i%l4HgWC4r9^PL z=bIN@k9^Ru1*jN^g1-)|Kj=zsA!wdunekmELrMD5{u4I&nv^p2S!=is|Bz}I^mOLt z6>@wRx{9Bjo&lwHYx=yyj&dhiSh05OIjiG{Bte%T#tRqQDCqdHs$S62)a+6(I-0zV z0v3;DzyqpQR0=FW85Lm2N11^B3YMSz4svpGdXb@6&T(rokNU1sjDQglv1%Z2-S)I8Z#&b`~cN)4ObNJ<1P z07i1rCJ=b6!zfjt$m5*E#OqcMTO)?lDi*-^3;%8C{co<{2(GQoZUsa3l%u9gXxd^@_1X5^U?nKTBXC7K3{ zPH%+HBlNVsn}T@m;8REg;`Mi)3SO_&FmA_8#oZ`sjT+^;_OP0Uq%i6OEFj;m@g<#d zW9UupFf0{ObbNM6PJ#1HJqblSd|Hn@?tYLdn`!7R3qUS`?uo`J1N zb>1*?a3hd4C#Gq3+igX61mkpT_V@=5eQ2Vcd{3WBTwkyIK^qD~J%(}hS}j@avB7Ei zP+R={VCM20oae1WB3=Cv!h{JUXT>D3mU>c{UMR~|Loe2B+#p{8lWtHTTV-TbF$z#2 zdQ|Lo?}}jR2M!GX$env&M)e2Iz}TG&IE|Zyt(WHyoaiJ;KPEbw%^6aKOe%atF5Csx$Qse>^WwYcP@8n z#d7Zk&(jRBj(YcVeHz<>htc9q+{)951|C{uo}%j5{OBr~c>eeH53Mz~85sa4VhXkL zLpdXs6;7uZCgp^(!wCnpM6I$CV1csXt4pxb4)vP>F#j2A$?)M5*m5}(i(*Bgi_k-* zvvu7EpXN9h8ISeQWNvWK4;(`T8XPfU+G$nTBRigvf=YRr=1Z33P;_x8Um*Yq^-mX0 zmRCsGO{R1(LvUUWYy7~$2;E2$CpZsTep_=cq;(;v1^3L$=q*)?2BM}>#)D6Sz&&@Z^|Nfxl# z0p*EJA+1AQI_bNl_uqM@GU39Nz>$ESXes)}t(w2`jn^$ZC^`4E*!RqaQT8E|ojDaEr$n@4ot|_S(l8diaWH^xEX$vD_3-uKq_WOs)ZMujO z!4U=mM_UPj$&kc#hffC;&u^Wbh|9g2vTI5g=s@nQm?5L?1~OO*+T@PO!Yp5Yj)Urq zmYG@1EAr3}y-ez}^Dk<7_b-gxM) zq!q-Gk_PIW2;xi(w%}Ak3GK=b5ly7TqbD~pfI%>f19jlAbXx;9(+d&!fnzoIEW$2x ze42}`!SwTm#_$8Jzymvy3DPh`Xs!Vt@9vPzx-iPmWWtZf9QBPV;cz?aYH9N7)xpi3 z_)wKZmuNxU*-4jN%c;a%%``D>aK?q8vI92T8zGY8D!zj>3`P-4#W6rt=U2{sh3h}q z@k_&<`ERV`kq>SPL`Fy*h#DHk&dM)>L=;oVba;5uWysWxLWv)412slu5@nP8$bm|tC%_((fGx%o(oi0 z3Qv!0a@lg*PT_z!ELlsq3@BMzL!AK7@X4-VWP#knQgjk9-jz}aWCdu*C;}8J=#Czp z&`l@WQz6jirI1JhYgsya2l@BUD`ZJ-2I67U!}VxcVm^Xom;y7TvGb^2%nQH^62(KN zgA*HpaQk-g;Ez(g3hmKW)y`Uagp+nBp#r(tOAe37ZL)Pu?*ZZkL>`3o+=PB&ejcNN z^uk%N_cN6)M6Cl0YdkFu%Oyoe#3_)_{pdlg1_Vr-U?)-?l*%)CZe3FId2%tBng@^o zSSj=@;5-L|1eLMw1QZ=LuLOpitcULHy~1ku@S)U=T=-gSZK(B~r)9WGst;@=UQ8?o zz%@1v7OrM>+4zLcQK2uu)jS3*E1z-}miQwhR3(Wy#^o71{9w7a$3#Rs^^@W<8Ctj2 z_Z~PsEhwq|*pT@p5TfLy1R=;fbUY-9po+ZRS={-+Z#tY7JALdtQZ!-&xiIzF*_NGfTx$j}x&jSa*5#y&t4d0peM zUMg6o5T_V*?}||WxB2YlK;PfzGpGOUd{*<@eD<;T2TqfF*RfW_4;+tW`~eHNSLQ?D zg>=)^LF0}Sm)9?EJ@5E$Io9NUu^IjH)0C6VAPkn#Vj+vfZOO~lNK6do07wc_LgJ=e zRvrzh(Ej9D22emM7>1Epp5>n#mx4eb85t=PCQxJ@uo%$=I$x%159;o14+!1o9e6Z0 zP({YJue>kNZNRIU2r`H=D`pw$2cgi3h+tmTz%|}iB_Q9ATVc@;z!g;$yC`Z=$Yr67 z3r(to$$UJl{>>Pypl-BWH(BgtZxO}3lPcqZM|myEv2~C{xEu&n>3?fSeJhv}ONMGL zq9Uf~NPXLfC1AOJE|Sbrc59bx!H)QsKWWVVkd;4<>n?pKtguV-@CjI>6F&EYH-Fst z&*SwO{l3C2vnR5BY8S3)qhH1{+f#Imxw!wZ^Ln9TFQ^R6B>+KaW?Y+SUfB{5W9 zPm%0Iz#tj-cyN{;tz-(HsBy^B>pglz)+aVamX9+4bym43I>oGTEduKP6-tAm+hTPB zOSyRheQ~riGr@hKs?l|vTwk{nL-cy@I4aC2HmK!&BWZ0v?Vey_0t1w768w}}i|$a# zh`%fBUGxK)41iTDZYu=%c+2FJ*d{U2a#aA@v33z(zO>Ff);MP*{Bm7WrwVH##Q?rW zhBxFjT+>uW^(t-_v8n$upH_}ZVJjAeWMq$!Ytf5-@};`R6|bNd>ex*y(q`MMOHh$_ zyZ3PEiWi;pK}P}&k5^OMuxJ|Dfa`QNC^yKKd^@&uo7-MdQKjJ(7D|hzDkTW=v;ul} znQl0#Ku2^5wm6HO!t%!A2x*0_aY~i)P+LS=o5}r+4c+6wa1_3cO4c6y!E5_Pg05h{I&k&+~m_C@7WCf z(3rXYyb~o)OlkMlWs8|h@R^I5=E-S=&Mlr|Pmg8#nnYq$Xslzpe+Z*EXVa=@|L|m{ zw9Lm5hyC7m_}C1*ZN{UecE689Rb;=IWptsqsvJwv+=AWq_SZ1EJIgrNcO~Mk(%Ram zB11PZlfG%KCL{n^m1oNakh-Cc4a|U62O}Zj6_q?A&0eq%C{Qi4Ba)@Iqr6S*xaSAX z`!8w_=El6{t2xjPUS$YZFAE2^gw=4!e&x1WMnh)XX=HQJil=Rp5RP1OS3_(27{j^WWwu?BXsUz~AVo zd(^4Uwyet<@vMvvO~*<=K}RR}b6v;e8fbt6xNY`ABTq$+LpFmL{RRtSrEk+-^#zCs zuFai^`~hL%?X2wC{{~?({td!%{{zA*{|&+#nwV@@sW;EPiZzp*artln#OQmi`Ey*+ z&i%k~HFj!>&-{Ud(?52aMpHStZaC18A(GTFYdGLsF&!}s;*!mHL>O_4bP=R;OcRb? zNTi)No-%riBtPTz%a95)H>9=UA%c)KkmgGdPD)WI3i)!h5Gu-mOwXrySW{zW2j9_FU}!10c!8GU^jPswb%|ETrfK8Yjd z)}24(cCV!HiiN;mTtR|Yeh;f6_kGp7iI0*9?mg&kE&^QF@T z%xfT~AZB1a5?_Msw|dI$?H3Px=UI{2q-dxTGu1AUSiCTV^A*#Yp-qtm{4ev==F8eS81vC#CCF&X%WO#1^h+-P=BapBnS5g_DBCJ1pj`6r1Q|?kZ;lpP)`eT5AN&5yRzrz;id|lL^8Qp z;SFJe@A6P*W?c*hy%N(-<)HFCI3PG>Lr`u-N2LZ+eIJr-_k00uV{<~;3lr44SZ^*k z3fi!x$1f)`?5_!H6Ny^4ez?x2JYMiAqcE)b{`j*fQ=PF^5HG8=3N6E9Gn_l9D%{4} z@C5W1%qyS1&y&{T?T*0YI5|47btByJm6&0abf`#YnSO9tMFl99>6wElty!^;!1Bm) zFQ}<2MY0#DROJU~WoItQ*=PXTsOb-iSWzCYUQWdm?j$FhDn{`bFHupVJ(21Ztk!*% z--19)Vn>$Bz%r9Ay3J^!iC}0CDM52-Auh?s#xIj^UmvjtziQ0im zw9~z9^##Bu+VOZ*r6y&pkT~7Pi18WGOzZCM?oq7SV?ORjlJir#u~RHOn?x6fc;-#` zm7PA8qXmqGAYKlXsNw&HK)9~hT6jtR2|$Sb1wgp{2|y(MX0RpyX0RDuvbB5F@84N% zt0}O;{G~0s;u}8mN#1BWLSg9~w<)e@3xB>^;reYeskaF}SW`edo0|BLvm=~ncIN5k zFLR$d##5m00V^X-c%wEh{35CmLaGwY)gms$xUft$E## z(kce6AiB%K{EH+Fl$He~5VMcnwTf)v_hdkNWTaIps97_2-jDw#!2fl4D$bp>Q)%GJ zk^NKW$kCd-3P+WAHI3ja?ci%8xpV4~8DfWt>HbY6;o~sTsLEeH9_SG8(6_iKwsjR} zN?UJV-FT=msF(B~+q838&AO z!sdkvzpI`J>jaF(0oy9H4aBw0`#|g~4r7x>j_pCct65v1dXS8e?-^6JMpB3hNdVv{ z6czH*&gxS)kGSdga}s^f-SW9Y>bl0Sg7PRKtfC=VAOdY{uI7Fib3#HT&F{&2I?R*^mx}DH#m6_#9<8l zP4l{A$$>JHQvyvPnq`L|X`JMl#qaL-w1r`H4KWgBeM(T8XuV0}C=ku|K7P)H;l{cU z;?a3X#|H_vkc5g)b%hZZxGY?RnXh#^TzNZyszpo`@g7X#Dgx;vngOpZ=)T|h@G_-I z*Bu4vVh!na&89NGzXd*IZ_WM;F;Ec z-(Krg8)iLd=g+aQwM(USkepK&BD8?rA^;@bE9N-5Q3FlVH8b!SMGM#OqQYO(JQ0W{ zpEPK|!syIHyvtDNj5(g3dE&F2B=(TB+5TMqWV3zQ!3kD{P%6AHGs}}NNnZ<%JsH{U zrS*C=(ub@8L+VI?6h+}T-4hFYC)|=TxlZ~wYNme~-1FxGUZmqycEp*`UCLQyh%LLv zlpyL&&9t$4eai71Xl&3LGt;4hMN3o&H$KNk5MqteBrV#+gi4}EB^1}L2o1b!`+n22 zEI)9Dit#0X;J|5q)wM={>RSE3bgj#ux>oNuU7OG+*%Z=stn>TYI2Ue|aRt11`Rm#^ zmlL}~_V0`1k25{SSeRFZEvCC$FYwn<{u9DUwNiHNTTEx1i>^%dkaQQ+yw%1xrn(Yq za?Y_jRJNj>4zHP!G-SXSDff1VuWfif9FEOpc-}S~hFJS(PSVS8&>t$a6zhhoog;r* zt&R7&Vt1YHoS&o|gL@d#{;zWU-@E)&kbbD;WZm@UwGDL>Bq91G!)P|jfS`*+!zW7H zQZF?~CW>y%fNyA$&IwmAh_T01htss0>h_Bc^0bVa{Aw_R0ZtTHvK2DV0+Z#*5>)u0y0=5xWygv<0#^S|x2f zoj;w})3PJ6P@C?Y>B313bZU&La}!On=3FvE8>PJzici>V5tzyuTGt#XF?z@z#PU(K{Zg#|OHWd#PU4X>5RCCmfXG^bIzqvIhPUN9&U!pi|vT$D3 zxmDtb4;~p%f^zc<}-Sid%t} z;#wSnZ7dMnUAk+y1r54!hayQJSaF8}K|+w?9*R4>i|(_}dGEdFe82A>aPt#c8P=>> zGi%n&^L!*my91SpF7+JxT*&d+6*(!-!3y?9YsTh>1&MzBk0bRz{6OF#p~F)AVb`}% zCntb<=Ti}3(?+3#uvgrmDn9~d`7U-USFoI;EBrXn+R@UtK36ifWV&{M7`8`N-%3COahUuyXvC|09}$; zGNx})>9!4N0Gp1*EuVzs& zL&@_hX?0-fQ3p=aG7`G*UO*X7@}8$ZaJ3vBlGt1Rcp(~D@AmNi7M``oTOu$3$d&p2 zYx;Em=kzJ^*Yuh2kLfcy;3~3M_Mc|Y=%Pu%eF}`EnmG{geymJP@i~)3H@xdc5wBKA zz1!9prR4$d6DD#&ry4=jnoNXM&b()BT&EgbNGUo)7#xI-%JG#Qf^uf+uy~k-)V!D($b^YI3jnh(1bJVPStu4GrrdmV11_nwn* zwMSzK<-u7ER+cNk9XmyD(n}>Po^Vd=vyc=VTXC^u4`ruoH{6mg*_aMCvbFffC?pn| zqmZ0(v$8{e&!ci`BYrgTNG7MmMh&L^DH{P8Nk5|&=y7&mODFhLi$v*sUG%vuHHs2v^oyhT`@HAZwiy#$@*1{{%B(=Pn! zzDa9tZ{bu3*33nTQ{25JFToqJ^fDG=QPvDkT)(I1Pt5Ra6D;gG`E|Z3n=;(KR3tVB z@{#p<)t7oXSc!ar+lElKRarMZAAAkGCc}bo(A^{wyabt9vdTx+o;qM+B)!ccu8%MX zA!|ma%mlHIp1s3!a%;ma#!%~Gw}?gKwBJYDrFGzQ@iJNJaz#6AUSF&wy+>iscd0Pn zV=z4%bo|sMYzi<1c^E8{iAkOZuzvtYM<@Id9d+mZU%m1l!nW6U-IfyHpifIGCS2E? zMsliHG#KNH^k9k_V)uW(U+3j5rmqWIUJ@!MmM4yN;h_j>l~+H70udbsN%fxW$V~}Q z@xvMxuY*kH`l+V2gv?XR#gZ)LqbgoZ1VuU%!|Yk+Q2=4^o#Kb&cu8B_tywOSGBs40 z4urJzgE$OxYHeE6?D5ley=gAuCU7Y2+-}2yXrDryud4{EOqR2$Mg*PT*uM8|nZZE@qo~GI@~!PVBvW=hS%!{9 zMs`+c6<;P@`cnGYdr#$q!QR>ZGCxv=tTCNGIruwPi{HmX)QW4#s zb6Rt*Og^&Xuc!oIO(`fqkTTECk5uRR$#d-=K%s{MOLxJV;L+!>?D5h5583%JsG4HP zh6@vMmpmU_c)oxfRNfRF4JRl6#TGKR*ks`HY>&F-R7>JtmuGh1z^otQ=0!7Nx41T? zhqiIkJ_?uqkfPRL?Te|5F4%{c8AI2E0`wxd*LmiTCsDE`t}T1;sRZIQ{;5VTr{rAw zTAgou!nu%IOU?w+{ex+ogH4`;(TE1EsPFq{)`xd9O^I#tOJZ~2;UA@Ffu*Ldel>bDD{?qzx;)=@8(a{0q;~Xr@25)zZYUO zRp)$M~lHd0Isfi&;o4L+-e{izUh%N6=) zsU>PpK5DUI!Ap%v)=8-|oLRK%ZLypQhC=%@5nxinK+i*Y!OYA~X=?OnxhY*S?OY(Y zXM4?QMqtKbP+-aqP|!iHLt^YkdzF-wq*~ipY?g^zLH#YO6#J1LcX}93be&n)?1YS* zOe{TGsd9HrlU4ZB`t(O@#M^3l6#98xk0(w?J=Y%F9&FvyWTeDTytRlLkNOX9Dea;5KA>1qnyz797=EeK-m&X;szCnwCk#Fd>aqZYgf7FGokbjHRsj4MzzsLG`I z;TLusFBq%O0;j-JULyt8fZNu4z?j&abY-z=rzZVL0%eBkh?W|srd@1qxe1$f`yAV3 zpjmZHtow~KFLb3XC#?^7sqrGQGU*BO=N#)c@*|v%IVw9_kh$NDF81|-U z`{C29;isQ6)j@w0O#%x``ArfcO!>w^Xj|@HZkfmXI?2JiQaMJ|=NH6NzqT;kg8{0l zg9EqEJZQbws7PmK7N#R-XWGmS%>G3jqW1a+acEuU7jZ~Bhj-xTGVl4wg7H;U-C;^~ zr52bp9ytPL%P(uUdKzO+X#bc!H7w1w1okhGI5}&wAeGMP7`5kc_-h5?r21y7#4m!= zbx&j&IOhGu3NArio=b~{{<%`dJNs$Wx0|N3)CVr?j`AcKkI2dQX;K=eB1C>4wK!hi z?$|UvKHu$)40~d@EHv=KaXL)I&fajQc_z0qKy_5m)w>9Yw0Mn!&>p#QP>MtUS&O;Y zS*>Dn3ct`-X_^&k6v`HJI6zgKUV>U~kAuf-RjM?f2LvMQT84)W!x%+|AMkt@*&Psy zPl8qv71#^S^*sml>@dB67yIqhU3)!SvOD&bX4U-eyAzlO!w{01S05b_YfyDI4f+b+ z0-o4q6JwsP z)%mh<_GOWfSIaQ(_gf=fC4B3xdaVak&p)T(uGN!1fI65pJ+ z4qgn6!nAsN_;%}9A1zMWk`x^hgwr=nH z(#n+)Lp38SfCrXN>(Fd8cTIgw_;!P)A(LUP@Xou)PE#XgD3qKwu7I8+J2?8gj14aj zV>J2EsnkJUu@+jz#aRG|h%Ux?U6=a~8=2;o@s6e-%yGc96vQttz^(HLz|YV8l2q+y z_457XdBIoRLP$Qh0Vh6yZ^{+oTmc(0JN>_A1)1!iD#_} z@Mx;Ep`UCr7Al{CkJvHwUjj8#efh`KNhYdv(6u4Sok8h}P(z2CeWEUGOYL8S>g8e$ ziRnew*+!TF25Ji#RnWglp9s||c7p|c`=;6qUpX`IMng@A>tXZ^yy6=uxPv6UMAc13 z^a5l+odV~=Y1*~-*8Y-Yg;-K3f3F@p*zN4sPRV;8yh{GCPcM`>0N44`b{5Ev`xmTT$r@E>wRhf z%VMTCZmDM;TUJyMXN=7hY?V=9Y_nEicor+05zQE?3M!6BWj3fOr5t9Gi{DNPn}Y2| zRzq?qFc6d`f*goyOVE;V|HWp$nxC(AzD6Mmjh##Tn-P8ThK|f#Um7y`@*@jH!;93_ z?*Q0@(8=F2G`H+GhW5N(9Mb6t4u212wQ!w~zXgdsz^jQhd>B(n8bXqv7i*;QF?kR%J#uXcnD(y18&hvc(~zXg60~9G%TNQ9n5 zY0zW_d`ad}Qd;bC)m^ah_z`V^G3ni zsv*ei=C5T*%|K=glR)Wo1K@HIy`L0bAzG_fTgzz%Qx$O_OE}eRL#*BBW1eo9OMls` z3+86@8=2B24SNwB=Hbp-l#(d(B{8B6V;9iVx77xACq=D)8VtC2 zkkFU3I#SoQIX{>Y=q{xZU~{TdB`r+wikim0iY-xYDlGW0j)yZTFh1L3kN{DbiJ6}( z@v3U#9qehJ6{l7ePlO24;HE`?R89>F*$=$aRnnrY$jD%YreyIZ(5=^gCP!B(r#Qg? zE7}P8`+%&?LFA327_XkG?fjOzHD3>QsWc5jU3Y}qaK}cR!^^{3#0rf9QwQp&EDwpS z5Q0S&-ei-Oa(1QGOAid{oAH>9REvESY2~noK}SEXVM~3Yb?TuVo&-%0;Ol!B_(AXcn5x@!p4kj^| zJK?{T7FO^&{&*coUBSo;I6|v`Vyq9Q8@0tcuklQ!^AEe*;FC+?I9^_Uc>05$Nq_2= zs#gqe0zW(UYX3evVXF-^uX6(n5#<1=PUGQ&cI8Bm7TX2Kff#@qp8^EJAzdJKGjou& zXp-wu5|BvJy>^|4j!#LlZhNnH$EFNVbTRNngll!3_Qa{_5=7lGjSjr&ar}6(p0=ei zq_cYTU-r!+F8{D^9`*ZW-yABpTzCme7f#1l(qEh@(Pl-gnO%YuYaF(3UjbJaZMffv-mS~~wmO(+A8A%T@1otu&WiLZ z^M)$o%YiuC_cg>gB8&g zwM|YF`g`Ozb%(X*KWRMbC{t_7st;U}jg6~NqB(~2rddN3%f@>@ zX^Gp2AemwboaT#)P^FqDIs8s>hz7G}K^do17Y|dXw{JLm zu&g)rI8r+VGf>uNQ&tXMGrGkpI+QbaOLsa>kj0|8ukQ1Fu2_^ksj&42*|p;m0FwS8 zSjL_Vl^*L&(?DS*W!XO2VQCp^>@lEkd$GjOdHD8wfbrIVtPx3G`U!K9VW^wnIXmZH4D94ngzR6P%l`*(4R@Wm4JB1nr`{HeyvLU2GD6VkJR7AZwS zSUSpsxOl7E9NOv^ku4`oJxyhz*jtmvaty}3PI)st$F>EmoVWzt`L!Kb&kyj4e)RV* z3j%MWJl&B~?rA&$i0}m2z(tj#eKc*lgdBe1D9~wYZh3LdysL+zaC!C^k6Y$DG~BN( zof57(^i$+qP0~xKw1e9Q!UCs%yu69=qpDY|G**0Qzqw4$rqVrTQ~G#%+WEYfo+mvR%d-erio*^H zq_`J*B5$!*LeLy-7J%-OXeK>7ulSw7u|L1tc$U@@KA0UZ>ucpFx9td}j@B>h0x16R z`qYAkuB}pTJp%Z9PU2ZX$s~#&;8MwHGpxnwu3TCEPGowvoh1V3adpz|(nyN1*yg|= zpU}!R3>gpQ90T>d@*)?OXxQD0Y@sg>s!P&B={*M4OVjPd^yw>!2%T#`;Ui@yx1Rm@ zAwG2RJ4VTJ%mU@$pypOiVo}-P^gA-K93NWXuF{7xN7MB3ez!yM4;2sq>=3e`*I@dB z*S(?GIUebP%(r6F@mC=r5``T8r$9O})UJ9x2%62&VE_ig`9n5N9c1RQbbu*PJR*OO zo{NNAsmAH|Hh14ceaL-|yVg`-S+o>YQCZ%) z#h#&%Cty}@a&w${H;{)RTh3aIZyS~@pC6f*-C6g*t8%q+y3xIEp!=2Jd*>Od*}Au( z(CRAlo=D}i-t$m~TRzMHpJ58pv&50O>7EH;f3#lam*Vnq+nylz`_Fn6YMC;cGK5?8 zR_Lj~aqV2CKyUkTP>v0ur^)x6Z}}P|PYpa&%=$^}trS+&$?0|eNdF^A$;-ICau#F5 zz)YFBE=oiif$k|o>vL9;a)l^sS4|N#^t0~RmhSYB)`cr`(bpxm75*u{=+zbj{fzaUZWu-fwVFbMHFB?>E7C^&j-)mNRlcb zfhS@yrUAmTvKh=y#Ahy>rN)PP*j>P5M} zQs7lE;HhUKVv$@?_n(p#bEXmR;Fzmj-s+M-C;LV|@#EbuFWlM<`Vky_h>Vnuv~br^ zj^t-)*#~c|B(4@>uY02NK@FCmA5`Mvl2PUr>;@?2v>0#{R83$5+y`circf(!iVwk@ z1PzRv^XlQ>txv+2;#9^ZByQtAHFs8y5;)n}PLG^WDewGr3MBrhV9!N%W6QY|OaLhZ|cQ*m?aoh|^$n4Y|A9pEzH3rhfaLURJBf5^Zihs8H>? zom6DsnM@4**xPHan;9p*^$?G$teRlQ>pt8E=I$7K{0_I+XQ9oKhSeH+=7WXt8waNV zD>h0gxnBCa96y|~c~R7C&+!DYv`D(qzZ;^@Pi+l#(d`%XVQNH%br{f`n6*!Aq6XF$ z``@akZXyeMD-i8q&0VO5qOMQgjT4%~{wAVG7r)m6=|oO`jY26TW-bKnZz;a!h%P2X zS>nJ2e#AjhX;tMIY|=n>&z~(Lx~T8F7187hF2?VahdLP_Yro5Lvis8d^FYNqKqo5k z02i53omlE09pg9}i5Pib<{BV1lb7N}6bEyTgd+zZb>*5p_MoJT?DUs4A5v+LlYs0% zGI>2FDTveo-~}DMtzx-9BsiBbYxeZsAsCfUB~B!31jSu zT=TzIalQSiMjQ0-_!6{YcOnb8yV7z2(R@ylvq$d%bhEpy#g}BFBhiNRf z$&9WAcLcSDF*H<@4mpaW9lyOT8*xe|nmn>)9NjCanMqCXgT8sP$gcy3R9kGcxmg)L zkaBAoGfKVF`(cJMePw;EpfZPb@^E-Q{_Bq>9VJ{!fO)0w7ESQ>*9jdK#&2sCU@~$y z>~l#fP1xHA_8eww2KxK{7EizEeZ+~rO)@I{)-L=M%(qXj-vP+v3Q_6L06Lxn2!uutnnLLk*;61#EpVD`Vv_ z8BX{p&zs9x-OYijtkqNYp6c{kF>2cfpegnD!_=Yao?w&Poy zg;B-aci>6=RvA``$q~wpZ#I7Oa!&J84NkHJcSJj=yvFSuw1t1dDCG8$X9unkZM8!% z*Uyp3lj+f*ZdPWstq`XGm6uf@Pg%ENB2NzHTQONr;azd;SwQyGeqNIZ9}-D_hWcTW zVqDox8Bm}oD%Xpf+Co0dudm8sjX22=8@1u*h;=2_ritzl526v0R=Cfx?0+y-oX6Bb z8eu1XH(HGB#1s*s1t%?RwNt;L8v_=pHNq4bZw1f5)YH|_NRJE0rTM8Z*n z4y$Tr!d;Gsk*QS=I5=|n<3!8LBj1>RpLmypT->6-7l*4pN5_rPnJe(FG6J%Kd8kII z<-D-KX>HzaPD_lmrn8c}gZ+U7yXT zcv9j}&+Yv?lN)aHAy#(1WxqQabY=J9pLa`Q^Cx?WY(ggn#b96^j7%v$aOlm#888v} zFWhtzJ00Dfw{#&j%@31reuMnLVC*C_?)ldF zBBD{pmMYzdi6K23p;*K>ljLt_TdjCI7V`wkjzY&XMpjtY!!@+&O}hi+sz(1Xa$o{#-50 z{V3Bx#sJC)V`2^g%K-*yl-2v{hWz_Jk821@z(jy%A2jc4k?7E$bGMWm!Ua~7+o`%s z6l~LSro)2oN>aM9?YL||ATxW2o(r3B>R@7%l#8+$`oy9cpKU#VVU0|Y>_M|U_6;q) z1ii%ugbo{1L@WtKgg{;`r6*Rl(X&h%=L{O!_V#zdYf+Sf(&f6V$tdz@0)(t@=2e)X ztzgpU=9~!Z3ZtHBDl&BU?+6G$%VSr6f5+y}*qp0~9`{|TE6gUqtpV_7Rg%!xV2*Y9 zf=5-d@1m~ozk>@AmfI0|u|B*GK`~BdmV8ndZ;*$Puy=09FFe<{;^kw0AXh77NEVr* z_vxsWJ6H6har77=cjP8nCQm>`YJ%*?#dcutVsLwvb~5c_BMqLPs!_?^MJ54}9tdPQ zlQB4lQGBhh2}XbaMeQ6r#Heq~v^7N za|GUr?+vN|tCPiW$jkFkp5RIv#?jc4O449|pX$hmV~!DY>7Sim>AiH~5U|;{=xd%%*{5;x$fpa@ztUt)W3g$?q%^|20Sd|NeEo)hLT<78j`!LFHh~ z;qe>`C$uY1APJl+^c|0@ri6P}YPw||88ma8+`i`)A+@3-MpV$AhZSw=~03W~3#p%PHS zQ4}D{MN;;%7eet7qf{QJ2HNhH<>Zjlyj<$J!_d;DG*@*01-W10xT&q5 zyMZlkBXKw6v{`~|)V$~*NqDGO*{4X~&2xKmW}jN%f!dmSU)nvb+435y8=x9?{Y7>QPYcA+DCfza%cns=$PvP` zN);kP+`ENM@Er}&>qzC~fk!^*j2_Bz!oY?41N}!hg2Gqyoow_&H6mCQ!I&%PQh^OP z43onOSVyqRc*E0!6EoG{gKEdJEwhZ7&-D+(w*4x;EZr;@vdCsWEQ%H;Fi7}$Mody* zt)F;){YHLU65b-t=TkmkbegQZ5N_8f@X^^ffj&%+mQbb34h|J)hdLKpHZXGSB0Rq4HMz_|S>`@&%lib~tQ1WCUNm&yzpfi~eRw@0 zYC*|aW0+;rpYfs%+!HOR5yz>8?9knuN(qj9(FfU?(x`8vI6?PfOsvGVPx#KcJO~IC zCmtNeyz)h^I&sqtEqfl!&j#^FTh+wk0z<%yL$O0JL+au$!d5xN!7@<3oAEW*_T+c6 zD0YWEyL#;+r^dq%&82gv&IEa}lx-D;V?>5DkeB$qp@FZG@&p;nDWxX+Ylz3LXN+Xr z3p&Fc>m=;~aK)Y@#TqzX%y@K-$M1`KsK3opvqMph>6E}IcmbPgD^P3Af7V<|Qj#HN zBdO1q-`syJz!5X66SJMtL)Fk)p^z5=yeDEbb>B^EchWNmuwW)Sg2gFYWsf-p;`~8W zcOK4u*u?vxg{fYM+Wz!yapGC0_BRgsQQbFc7(D>UHu@_>d?5XtQbM+-?nl7hCS?o- z)h$yuBsc1b%f`xAoeA_JlWC)JyUspF3sg~3xh<@9u^Q9~ij@eOPGs=0-ueYz)y2~4;QK(uUYL(La*Jb{++Lsxmhx#yHfekVBhnSVK9ooK zhiTXI$h;Df=goVfq(w;HD=RB^M4o-uef`TlN)9I5|O6Y^GYC++P>2K3YFuH7v-_fzmHrK08 zY@&Ikd;?r+`_De+EYrK{xW^@LmORxZ{;9o(4gvO#9oBVtS;nr-m9<&tJs~Fuv~_AzEpTcR_pOU< z6j3!1B8G4hvVx43v}G?!`b?x{F~TPFq7SANv@%vRdX;a=E%bf5U()hNlvW*_6#I}e zd{WYlbyYn}-dd6ZpQpiBCubfk<15E23uOqO)9#Y5 zEi$i75`AvNSDCjo3e8YeM;vtqH7W?G@?-aX1^2Ps>q@?;;!DsIGW14DUhkQJ4YsA# zwZ_c8d#MH1g&mZ57c!vIxni_nryC;1s9=3&icyl(0K$QZ1~%LeUaZXKxxPM8gj2WMBemH zQ$F$cAfggAwDha1{E#H3d|)ycuV>%GtBPnUP7KPHu?lKQ+KgT{BN*1-HD-TC(7yZh znii7R`;a00v>3g6bvmL9<{?JHK6J!eT z*wNj3EI18~8z^>ufkDPE{CT_j+kYMW|6kv%_fAmt?*hVgxY&>0AZnhZjZafd>dN$` zmLyLX^m(xh5EoS(t0F(;5c=XBBqFymC+xs1x0}f-#EEM)(Em3*51RO z+0;HQ%cCle*d!n+F%t@RP)Z4X7Ny8nS^S*QD&lhi6TMmSS6R%OOmv4(!^7JxJlj;K zK17Ok$Lq@$$dk&(LVC-L&Q#2yTbtI{{I{d6W}tKwsoppef#Lk+2fKcCL4oVcAtJehjJ zYf}}2#bCefrzWHAlD`_;8q!eO=>BXKXcV<}Uaff>yxhXqWgp1TQfNs%XiTMDK5HQ4 z`FQ32FhTz41ev#WHj`{#r50n@-ocS)1SeWlP)TMb{zv%N6s>3XJZhtL;fUHVy`S8W zVS@DWu}7W~zZEL2^lUSnt0=j$Z$JEf&u?ta)5AX{BY(&c+vCCGc%~syJW$y2kks>^=T|tk;?H3)b4y9R<~|FzH?|UNg6xaCSvxtUTRg(V$m1^csJc z`vt2auw7(U9bBoa{mp62zWn^_M9Qs_knRVTv?0nQp>LH1Iq^G9EzTVb-JGd5jV4gx zv1L_Qj>u^dIP9Cw>wotgK9==98thP!A3UE}5NO%JAHT~Le%7TFMN4W&(wnSyY;W&6jv{X2kb$P|vXSH6j)240R0-BVj13y#hD-;w z32f15gb4rvv(;^i!jMB6I|Ml~23zzNz%X6YdjIdP9^`3*ksV(DT}<()1HK&-rCI2n zw9Vx38M1FH{i?^><5qp(V5I#mQUQg>Y9)oEClgW4VOdz6x--@rxwKBq6i(-Fj_x*2 zCsQT&Rkw92aIr?sm--Gr>b1%0Q=vsC-Z8~wHB_YGy4 z(n)%C3x>i45e56ACgyVLd$7y`c&fB|l0$yD5+gpe+M8A({APj8d{s^11oi{I04?S} z(CzK8ZEr*0&(b$3jvV8BNF5V^Jc&EOxl6lujMP^RoA=e4);e53AOe0gMN(?l{xKB{ z0z4)Far7%d0gy^707ic7moi5L39y?~lGc_oq7QmKpgIVIIDnu>@Ri(<`V|25*IeRe zizDn1yie5m(-v8i>}$iGmoDvQbhyy@hY7XQ^k%g&l@|x`3D)bD3eTE)6*&i^MGWcT zTo?I^BxBoA3N9Y!ncGVj#-q+1FHKNtO>QSXKOr3+eR?n~5-PfR#Romg88sxEv27b9 zZgGeP)`{CQ9y^=GouUJAjKlt4rrMR`cc_e<3QpMD?;srZCzXkJ-dQX1B)gR;;kX<3 zl0w~dIra1AN1eJXwK@>{@Nl4{kq$&o=Br92Wtx(NWMMX8tb*umP(8Yb}lj)O4%@flTKm7DbQ+Y`L&SJUYgo>~x zI^JB=qz;>75##C+`eB<=z0m!jkg7MtnQ9e!z;=dG6J^SL2Mw>OMs}8LI^SPs9TP+$ zHA*>4Uo46VbdOH-YgF3W7BhG1!&x)xuSEl8qhF7WCw zl%weRXItnA%~Q0Q#ei}BL($9#=>^rT^rvmuC4W(i8U_Rn?qP@+@_~;# zKnz`Jh@mdBZ?PMkXss#81N|$M8@! z(zVwL)Ey407rt|!FG0A8E$kgC#hKoKl}0{)#*y>FrJ?2VOVCCs>rbjidG=3)H&gF; zGpFvvX&D@o(>gzP(M~t*%Fb!M1kF{;7za5aQB-pyfCJ!@ffB=Xy3)B?L&HP*Sb^NE|R@OcZ)uqUxM=NY1Gb&X4Au5XY9)@=6UE&l(Opi zwGRHe!yYOd?8;_$12P zQnKNAMkce;V(vZKvWplv2}SrGw(omLNn<@5DvpDuNZhj+hcSimk%%f_IwQa9eb4(T z{z(z%jwl?@;Ke-iGs~Kjfo$Dg>3Pp*vud4Uwim4%{o}e_P_@+V7bfBfcE#!m*pBr{ z#Zo49^Cr{Rc8S=M#EG<5c3;RVaCGnIMNJSsK8m!oEnj_Q5QS(Fh0dj%B(O!jVVsC< z0#!7R!RJ~|SCm0C-I%dk$79leij@D`sr7#zyqW3;t*1wpji5r~DP5pDzHg&y-DqZ* z=G}iPMXa(D_ojznJ6m^xAHn^bRj|t)1c?a`GEifr@}^B+3}Xm#M=3l#iYyLgBWf$F zMJelbE!wB?rK5{vp6)JzMpa)nSRJg51k!C&O*%5hb$V8Zv`>mT|Gf@8?Xblp&o zuRJzxE}oO+mDI0Kp(}uJ+Qj(o$Vgd0De6T|M8r(HGwaou(CI8pJ{UxLXW+?a_%uozq1;C$w@qa_5n0^iGzhsua{X)z@HGknh9}#mn ztVOr0Pi_9GvSCKLbP-UwZJ`+aW@z=f8 z`!O-Vo!)CKq29H_xw3!g-5+}5>cMnja_B{M{_W?%F)G1n3buk|_xHPTY9}KirM)^l zu#@7Jq;GCbKb~Ci_UU%*Gy_QZUa}4NKDcLsUG$zlTK|qa=8%+^aSV)^7?ZcR@JqG$ zBuJj{Tk{R%yLB$UDxu*ZCdMu)nd>ed88Zbp0}8hCMllX0#nl0gGS6nVq&o|PdMwz2 zYmcSREyV_0uL0 z=rAD9l5DKoUS>Y=y!W>GW+}1l5-#yjcHMH7-JD5lyr-0v`J<7cef(_64X8&KRl+;( zDu}*u^3n1SaYBCs7iD{6Xyk!L!`7eS^;+2~hY}|OhiV=^)QhXt?kK9M9tsL;M5U^Y zP;ol+gQc4rxv0<*`xCE5QNLPSNa3)uEHrwvH`&A&FZ>f!Y>X{sL7+>@BA;iRX01+^LSmn}&Hdw%ZQ8Hyj89S(S@o)Ou>c?P zT^3iKV%EsILkjqX9w!cuRaN1ajQ-X0ZHVp1c!4jY?`i*>h0SW*Cz{M z?h7N9ZFwE;^2qhf9)~`^_`Y2`lp$H`K`zcdNu5a{GGS8r5`?%7_}B~^O!wz#pA&?V@2MQHmX35iqPjs*(`L|lS+0GwJ) z*F|AKzy0#O2mj94L0agAi1EBv>(;62_WU`&9qL$t<>zhc3yY#lkW0+D7Ep3UqRkg^ zo(FhXMg(rx&3T;X9sN4%Sq|YhDv#s%vh#k`ebwCrG~wUX=ZG6^OI!?}c>+m!F@3uW z_29E>9TISBz#DGi5~RgF!v%=?%r$^7h6e*W+>1#PQ)C0-K)QP;IYP}$7X5yGhta_w z`?ZCGZjWNpZQ0osiL;{rMJ{oQ^z+T?OVL4#o6Xj7ecq;4B^qej7cgrJRZeDBN|*{+ zLH4|;=t7^CrbgS9^YT{EA%$`E_|<*ijMl0NBdf(pbV|}IK=Ls~QPyot3C9;|7dFhx zJ4i&DfNqRTxCIEoC$|wUl2p+yzTZ~71da7yf+W73&76m~24smSpYH)Js=LUqY+-gt=@Dm z|i9$?e>6w0PW@-u#jAY1o#WHUxI{Y0}ktGx2f5k{azoDi`rMNyz@e}>cv1zyp(jE z=$%y|*$Q!N(o{=k?cvlZefEuXhuZRz#4o$@wzO%j-1VsdY zvuzWkQPpkCuy_~;SkA5|o_Ecqi z{hV*J@#?AgSN&R7)dyTvUvTwQG&LN!XeW3Gs140MEk}G!>84@K!5}#GhbR>bBqt>e z6sQ1I_E;(Z7742jdv-{#J63dVJQ7R;aw3pUs`vNP7E0_$;6H5h7+TLYt%8RPxo@UZ zhCK289dtkbMEhr%MNN4Z+Ljkq_jR0;c6)|E=|P$MA&HMiq`g4l{IibauWyYV58|1B zm}@@o;w?_Z>5Cnlmb23D_rg>-xHEbQO7%(m2c+$J?PzY7QxXjjs&G_I*i~hON0=l+ zgnJ)~%9a+EM%Vzo;WpLfZI_Bj8B0wN_eB{eoA4i+ce#yCIknvcU$}EAavj7wUOzT> z8at8!{qOhxy&wNO9{%|}Tnp;JoL3qp_^wRk3753_d;VlwPW0iH#2Ad-ZmofKbYY(` zAmhIVGpXsTUUxKz2|(AnH^0oE4q8q%B=Khuo>530!JX$Vl#ImB zTWBU)h$|z=#o2#5WULHSlxl01@^C0?xKi?_VSe9G+!T^8WO%J$f)x zRl6wW7IEei6L|@Gx#+NIcYE)XM7ZixiA~zCjjJCW0=nrWKJH(FzCq4&W>_Vb6P(lM zA8KEWeh-lQuf?97(Ux6Y7u@7LmOWma%sXm{YeZDh4iN+Owj4N%nluhwOaluZ`heT( zjeqokrTKLQgn8+l>c2UsqXUXs{`aB*ze?sb4u~%R%%I+X6eXNjZkITf*^oFf z!fow*5?d_3x;yqj=dDgA9CgG6Ty@^xg=GIKq*{kaZ?ZTqnE_;=#6$t*g{M1ZSGQ17 zV^M-!ykExlpXJ=ro6Lc7tX5kCHMH9afM&Cel|(kv1z#QTGOvQP2IOou0-Yjt+M{Tn>wg0=+C&JjttFsxk zreA_mr>@TTb{ahJqr!i5D>iX!`2VU{;z`Y$_PYc^J!gUAI&d#U)h;J~bh>)DL@4HM zc=g22b-+dYLFd)yOgc-pD17|aIYLjj@q(P9orbln#+cx)P&|D`U zwi`jh!H440NFtce81VNcS~fKktK|&F@&mdQ0(D$_5qR83507b1n`2S6yip)$lDTPl zAG5lHO;>flUttVUdb(?dKJ)005v$?bCGs1SjyFS}82WTy-*9|%ojD+<2vdW9aPncu zHrK~L3IA$WL0ha!53U-3(h0RMSB&rPTF%WQ!#x_(<7lZqJB&xpBaFQl^7@SAOQUe~ z|9(IDKaT!3aDf)j*gS!HyKHeDzZ2EdDF^ghnCi@cSt?E)$}(Ox#;u1ipac>oui>ua-oS?2w##m9%2>5N#9KgQ9BH%s zG9+a*H8-nevGlfT;gPM_76n~20I+hX^|DM0pOfTvn<#@+*O5ASKL0O4_*9lK_VzfSkaagsXD-hhG!|HP(o%-6weg7dc2`bIdZhuhwc=vYnRF&&WJHAn~racPUTLM3T^-5DW(eHl@x9Nad&U{z7H$I9J$(+m|s9*?2x=coMl0(I5k_mPG*%2K_vx0S8M%!i$* zXWt&5(~;UgS*kkJSh}=sRPx&dr&w`@c2d26v0me&}=j)Bz7_d#mJU@8|-lgKs0(Kf|@oB6*AwQHPySLtc zN9=kNPD2EFnQv=qAcLNfhp(>G!rYVxY-`82#Ts~p?RSq(9RrSBQ$DrAn#x@~BPa%B zy?Lb!`f6Jt=6R63vNp+eWz4`W^+WQX!t5N8TOk_EVmSb=nB6P=*>X@vQwPK2t2 z^|X*ZPPicQv1*DQfC|p(I1m(+BNr5y5PM%qL7_VR=Fz_wlK<6NR}P=O7wvVBoLq_J z7&ih%-?&EQP{VB6Suw5PQO?{Bee8Nl&WPar>tY-&Kp{Y8JaMltcW}*hGS!QhL27SZ z$Qsk*W=!FFJmb@fnShlW1C@y6a7$(g#F8md`I<-J!w6c17W;w$Qv%&omN}dx+>G=S zZ6VZFH>B-DnohNNH@QJVA$v}P$OI{y(jD{*hv2Zut9@utfUHRcN+?3TIW~nPd5pdaQc(LeeYusxEb00l(7NUWg+peZg^C zij;*Z*7}rVBs$J;8AyEnUQ6qpyB%&A9yGt5@-vW(JYg=nfN9rTtjUQ1=j=sqKGPn~W@qLr`zKL<4WDM8smSnL zeKyjfhesfoyxUi232cb!+H6(*D4PA|-wNc8a^bPaim!AvOUJY^KF#~+9QwA)5x&Y} z%32u@@6~6PW> z3tz{0>*FIwx^V8Epv!NH=#kcdKp(B%ii*Vb-r@_rxt_~@x|>AAZNA*qlWA|}eq6`l z+~cO`m-bM>iG>T~HZ6q-^fvG2x40Fm6W0+F*LfYPW5E=~HjjP;NFMglS?!e3HZe$) z#%Y+kxvIC<)s58Ic)>7ZXxUJ+aWG-VRnph3?x9uk$&9UWL9w?zg234Mx=(|rS=I@b zT!M7A!MOA3i8@!^(s*u3nQtO5V8`5`s_;`4o=K*c2eBMBVUCb$(DuMA(@Rj>dp|Qp zVEQ}=<-Jc1KYv5L*MEHwFM*tcamFUnN``xe#x`rjFr}RCqIflK)4y3L6{E8V0EhF8 z8RzFF9rpONP8Tb(d%-a_b7i^FE@SSt(-1gQbGe(RVI=OXM1(ofs#DBRH$N(5-;*zV z10xC!=Hs@S>YAMQko;-?{r_!iw9Sns)l}<0m8ua@T+A+6Itq&Ynx?VJTRf3a&Hs6p zj6z#4p}laOWzD&UGd4Y>wCLH~wQ)9+L} zUTdkc7|}xJnY3ov&fln4Qj}{Cc3v5m;DWLZA5;qrDsQq3i$k(|>?|jaA8ur@o?Uhq z_@$%`;-}r6O-fllwm#gK<3B=AdPcjtalS3<*NEsw z#bTysPalwi!@-)Fo#pnQ>Z9rFi+vFeg^o}T0b6aD1y>~pi)QKPFg#8?^DS#bLw(fOakK)IMfekfdpu4MUq1pYy?`ZrZ4o3TJi9#l$lW3IjH+bj`O=JX z>1KWd-=VlWza7u!j;YxBy79=i0|ji%*!{i8e)J7oxrBW!yOo$;E(sGaCO-2f=mj9+ z1+0mZKsxa`fHe_dOT_<@6a!1EICjD_<1O))%;RASE(#vxDQLjx^gBC~T?-thX zj9DJA3js8fgkg1&lICjtdM zFdQDjZ)y}{isBa}cC0@}s&ZJV+NcV#2&bn2)H$jRbGmUfRY~8wl{%867Q8^MrCUoq z>s&o|$c`*W!S^W(k~2T9T$~?Iby=8MG`mzDVDc@wS<5b2n-@iF4gLP_42}QQId{EZ z^9S#rN>vx4JDJs@E61hB2c4zvr_ASFI;jd~&Wcp%4pzolMWe%#Md)0Cd?k1RUT*_IFB4J_G*{S8|@hr+V6D3CVOJQzPoB2Xa&QEpFd;r-eQQ@uBu2S)1yFmPL`SMWxj6 ztz9+5rjVL?n}iaWU~M+~j;`*ucTZoecxkxnyF35bMVK26&2PM>n~*uqoY?eTEkKo4 zbh|0_JZ#gD-k1rpb!q8K_FFq-+N#_2!Tz`K6wV8nJSOp#HZ!Q??0=z@%NQD*NJL~K zvx06P{!UBb-zfGXc3QQ8@>8V3e2DCYMpH{Js4Q>*C>KN&^?X>Co#oJzqYnumKHwFX zuZMGQH*(n$x65e{fx-0>d?Co)BiKg!JIIRH$ch93S6@fC%+7EfRX}J;q$KCL!jT-QZ4D3r54z@)HtfX`a(WV=crwu@f^HL-$uR{SwUS0Xs`xqvnF9 z<^IF=Yomli?))`fnTML^(uSINe>0=gg8X#z6q&Dt)~clAuU#J8Er5_$Jdv9PZYrvv zSX&)}7n{W}_nfc4ga{9m1N`%j{_UTH{b^3+;MLyL*ttNfvt z2@9p4^X<#kVM#AS6NhfbPe`9dS`Qm78FdO8xr!0oznTiJv%T;J{&q{CiWB`CkoDD!6xzUi!Ic~Jow2uR>ZWbP~iud zeo+nAL2TB<9RUNvpN1Gpq?nB{xPfgF1wlZb4BhCG>5gQrEBk&bv^%RNCaE&@!S&%H z$!NzVrLiCALd2l9=@xEjUz7S+ti3b(z>~qp=cVtcve2=8?lxnv)h5EvqHh8xKnw3* zgJZhaHL#v(%E-oXf=$wL9b{CT1tD!nmtWh0j$z``k*y*!QE@ht0%!OWLm(ymy_quN~p&daaQxNAB?)~Uk zYJ@V{Gh^v5adEV&L3~)jXoLRq%j7$z}nTU!%d;ev|0VmiBCh+b+GiG$oFkQt?>9EOzB|%FV69>)8cZpHO~E<~K+CAB<3%FlZdue3y>mH;`@(hu)Xi0)?V{iz~BH9$_^VnVynO5rI##|p+0lE`B z)JdW_?leWb5y|IlIL-RXJyX&UM^VY8%SBQcY9VyORL51RkY8P^pjBR}Dei=;F0kqrfA zZE7D>M6)q=8{ghPh(}eHlt5_oLPYe-W8safF-X>0odjOh=jBV?5Mt*f*1>T{zNZTe zueQZf4pNbwXP(2m4K@cDZZ)0?U_#D&ZrNkBSu#ctnYfSPtA$~lM&`DucS`v-i=`Q< zSSQRhbPXg*%`aTatrBKjxH#BGJK?9G+5>TiuOSIs0u#I1CCd!1xXhvvi=u9PolSYI zWcHz>-~02>E#*Y-(1lc=k}sE&Bv;7mX#Q35rLo=EgCXx|36ZAsDfokBa?HXcAb0Wlrqs6#H(K)6wq;Vv z(y01~oAT40`y9KK{s=^6 z`M9gA`?Z-J9^Biy6mJsWCEYU z=+&VK6OjrpWhju?_6Ydpsq}N@|4U<;HE{E{XUso&RFwJPq9r3ZZ?zG6ivp!>Xg!{% zVfsUVlfLLWGf4pTH8WUk{$gxcnH(F;@pL!RkER4y<>aI8MwHrgptQMYR#}p>%sMvK0-rrY!KERYH zF_Y*Scb8$v%`rDsp3d9b3us1k)Pi_fE!kQhsGnr4QmmY}p2yAaqSPcrOe0Ggx4qUN zGU&Lb>B-QLa4V5=3_dGyxq|(inSCnJ3VSlOg?;m{N5Oxb!FRRA0<`_2(XEsxiWed0 zh83bs;_l3UJ)$y7j|ODn`HjthMNn6p+pb_XlQou#n@t5o9R2Z-SDvL;#`gi;Y_FB! zgp*X9kN^CELm7NWNsrE!6tia^&zeVF z8I`xQTOEX3Q5v1HPqSt8U=H0@#s6ii}*6UA6oP~T;m1ryM8 zg^Q)vB^DYnvgdVGV3aP&F)0YC_S#N#+rc62J+<1aP%H=6A`==Qj`JkGL2n)XAWO~t zsBlW>zEs)@kEH>bzrE`IglF4&sZ%q}u|(Efx@BM5>71q! z`u0Df{XhM_GKD#JtRxxg;oOlXje;n~FX&R-uBZT(9cXHr={UB<6r(_kTLFa=c*LY`}L6t4JCO^+?5`Bx`u+^w|Gd$}FPMTcsp&?9OXYnpJ0F>=ky zY!+!Bh0r{Ql+R@xob%Jl3Z!pZy?34=-WGcnl_D#Wcifm~DeAqgN=9knGUjI{GHUFg z>z1;LEH1tfQBEZyPHK!#e+78XJL>z~g$dF|C&8Ko1nL-MXGG7MjIbHquGH)}V_H=h zyap;HQK%$C)zQhx6FS2E1+4;0`JZC>x8qlq;bu-OG;_)iC9ZeY*YGsSmrE(8!(GCT zGxq)@l0t@ARc>>n!c6i{%Ua=QG?9W zt)@;GY8~8cG(=8ocInK@kYGErpM;;wA!cU2=hB}V*E* z*tbRo=Djmkx;y+AkDX09f|daguSoTeAB8g%%dXlF@vs4@()M>xW@{yPyQi{YE&6>0 z)G^-DfN{?NQ+n2F?!9Zjh#aqe^3~%3<)Z|?p#J4DwJ z0w)rpOmW{#Y3-05LZG2S@s@%z%&VB+x~>JV0dq|q#;7y$c{@<7l7&IEenGz-@5m|~ zB{U%t8g11~0pyL;9TMN;q>H{tjJ>h*v_&3_ANo8rjB@A%nqAHLFqTQizHw^BjT7O; zwan`fc4nin{i3%L*n3X#lLnu<`6nELRI@32^{Jv1O>-|ST=$v7Canyo1x-%fJ5bS< zo$fTO)k(>=sh*BVmkam1mS;>+!Sj$Gk;lZmdzbG;_{#1VhzS>ZiM)*hOD%9SX7`n9xi> z@Qc}?W`0e8fVDgXem}q|h-?1_UeY}K5>2v-4{UNlCwe@94UryCA>VF<^|s&1ib}#m z5mVI$^3VruwaC<{T-F=P_x|`+97u}6(3zaAos@t7^7e+5Hq)~}vK-}bQaYm*Sjd3Y zlgStOSD+UGtUzAsjqlUHydmk#F7w+v+bF8$@g#2X*{bsylLGj&z?aCm&*t4L)Gn!P zW%v4uhOSC}TXLzd;Cev$B!@LIi!FxpkeF8nfXo=htnHDE9Mn!pafy;qqkwNHCAN|& z1ZYC3CCA3-SK*s^tJ%o4W668$Ha<_u7a5nVw}ph>pkmna8-t5>!EYF&Y3trE(!y$t z*jmDf+i&!&=3AYLN+9lk$p2$itQT%n(ojBoT=cHRJ^=9IMP{Tjcp=}N=7Y;nu>_w(L5)&@an_JNz+b5%&iI9K|7w%l#e$(=F?G1-ra5VE!n~M7Z<4Nh2f-p z0j#6jxZV45g1TfVW+6BIbm@f^7;DvtlZvmGbh^DZY-r2Y`mAZy6+4Kp3*F|g2AY5m z#xIts`mLgvazpU4-l`8RTruq$6E6E1B;`YHDwYOfEc@SxHj^nG<2DnW1Gh9O?3u%b z@Eeu%xLw-nFkw($=dM(U`!HpBqLLEw!RTii&l}3$bMBF>NXsvn3v`$A?w-e0yC=cl z`?^J6pTay+{-6^U<);1Y_P1@S54+wD0^oMm(Js}KEOq^y3zaWkJpVNQz>_zaEsTHX zOP%o7jJOlwA_{Bml6YU2aCnTk{oEw}a&RMS4SSW>Ns<;J=*RmdCgk(%3hc4awrJ%^ zM?6gf5s{Zx2(8e?9}?VEQaa~Ko0^IV?Fq5@fJZrbyH!W06TmRdp-_vH*Jer_wmmBf z0Xp784*cX=E`qIih`>UrstD$n?sN%%s-5?Ix zEJ-f0m+iiozCLxww74{K9lVO#&o3t%r~E5bwwupYV&ikUn1O0TVu0dz1xbKyQQ5Ff zz_bECEsEv$Lsmk5>cSfSrmlIE@KY}axTpRy^#eTHh(25c1Y^Hci$4v_*?Ez>_g#Iu z@3tP_p=|i(Z1;F0>3*ku#;5u$^dC9TKEHnyUV_#BWPpz>;Q|UrDy~T{l4x}d;tLwn zWF2bNN7sapHIN%AtpmVh-^Hb^b9_jA`M2*E-QPs$u12r!+MURj-JkCcXEo^FNZXYW z5D-SeL&HmcUd#DHl3VRF7*cB7X_hA8=A%kgJ#OssTcFsg%!#q{S5AyB17{82~s-{XeHQmUS)$jjmE!>>p8v zv)PC|px5(2qxD^PP1GDdH@|{bv4*lLJe7L%e_toD+vUe-g@`*N9MOhSF&Lvo4My=J zs|TMmDo^7f$?v&c3f8nAPb#%6Rh-S2zXZpK=Y!svqWwFP_{j&?Uo4C>eIItTGJC20 zQZjFnxT_9S6Kh{wRsMB_2Dpx~9=H~;q~ z{Fg_CDAg*7%M-|p@m&8XJyU5>EbWUH=X zGOC2Mzw7Lbg*y0sQVwjCs^3~i)eS90&}DX-s2%!PNRL8|+JosW`TEk&)GeE%(e!o8 zrMwuv#&uX~?n!ua>YcFh6q9!$6AX)H3Lqi6)0KuA!A>>Uq4t32YDrfyoEw)jI6*DJ z)k0B5jT8;SG?p31>H86qvt2xGza3``;0NmBfg8<9r5dHZCtf#-#kdRwbv;b3>-i(J zcy7p8;68=}owyQ#gg|((jGrSqg4;HJsnmX2(1Nso0aM)%fSJ=T1?CGRpuhy?Qhy~p z1O8FuC7dRDfw|nz2LT^$g`7eFF`mGB$i@cLY8b0Pd>H&DitjI#8cVCfU`7s137ESH zm5n9&>|iipL&4AVlB5$Ht}E2`eee87=kja3zk1sYquRdq zOuPHByT$Y|!ve}-<5gA4`PNX|OpSAk?cnBW^4B;zGdY=u%Fo{u_p%Z>oSunzIyKB5 z98LA|T7dH)S}kUTWRF9yDIq_~{_WtN{RpTeuZ(6cZGuHoVoojvj4S6=?CKhE)0h7e z@_#sBmwr}PW9ognR%TVHPca0Tax)CiqFxMXr^)wQ^Z`2MTI7#xHBh3BM7+(2OU1x< zjRqy?DjRv^v+$=s_53s&dk#V*Gc)#7pG3<)g>7Qm7!j4acPcx~;OCs4frT=hD6p}i z`DmeRmR+m07kRx$dwrz8t=9V>u#{u1li3`062GR78=6P21b^gUZ7YgIl?m+w=*@$=D?C;42+%h1=CwpS4754I+Prj2!t(xP8^^S}4g+Ge0KI_&4!C zA87z~R}~%C6nba5k~=9|98E&*uwKz~v&7K1%?^G298T%$UCys9dw-NRj@(*#rP#8L zM#23B#^U9izhb8KFYEP=1A3c-Z*!g}TG`9AxZK7Ile)bXhl+EKN>{A+pF|qImcZsM zYDOly8Jg27)=qT{+y&g-%i4Vm1W!?16_%FH^P37S+o2eCc4=-VuM{uR9ybH+Mj!IF z5nkDs=jvsVuIeRDF(dR8wi6DMlA}&4!*i+Um6=?uAVs@`q6dp@mtiwhN_U>DN?aYh zqfe;?5m-H$Rt>=tG%&_3c`*|NvhB^GicLM`5fPyU3y-ue3o(l}Pi}g9aM_^JB@+2{ zY;4K>z^V-0)~e%kYeYA1)c9MHnT;8r!kycvyVJpv*H#?)q^or;RpgzRyTh5#Ol_m_ zC3jSF6_k|Z$9!e8wTgx&iUutpW_)1YMu17qS8)yueK=+X3EUCb+3{IF5oPRAl`}Rc zWvQObuuccSW$RbFZOdjT;IGX80Rp&4{LAf19mhal_`Pb|)wpJjAVq7h`Y@FBu4yxZ z2Ex_miW`_Z$*-Y}(n*{ndu;VVa3fDoG~Fk5wKZbUiw2}K_}k+5|NI|B?)-Q`r&TzY zQFM8cC}5NlAr(_qjpagg+=M2g)EfrO8sKxCud=I}m2gqJmJ+P-WRD_md3=E6vW|Xi z|0gXhzvrBcv_|$X-Y_+~Br$!xVm}2nHg|?}7q;zsl-lLQ2geP%QSRv|X@7iT%QQct zjJF}JpTQN5SPo81cFN+jByA5}YbtB_W<9r?;FcG6yQ+Q0ZZ*4jZ<{4f9AgqYPuH{3 zoka!?iz(F?nh07}4{8LB6Y3swkQgyQJa%?%WQ&S(i4!18Q;-Qhf++A)=0*366x2Th z+$j}4QLo&})uCy+2hhQP(nkCM>lY?q{izG$VOhU}4!rt!a&zJB1MA*rhH}4kWWeZo znA<`}Oy^6bv-qQIB7NgWJNnwuSJ*a~igulzE(IazR(#5v1 zCA@?{A!*f!vqYO5F;>};XIkgLWrGnFq@EoVkBpseToq2w$+5hg;-BH zq4wL}kFVVuv;{3Y>gIrkvy0b^MOQz0OF)-zYwPQvRtxM~$-DJ1=G}ou!Y}q5eFe=m z_r!cpsgt?pJF!FVSPC~jYR|1diDDAc7u{<3yOOopNU%53>h8Bj4MFAA+kqr~d?uIb zbrPa0$gw>0LCXHuW6)XECzFeGE_$gLlTF|KQ9%rRD*_bZF+t* z2T2y5&1Tz|fAqOlntJ5p@CURU$G(M!=JRKd_iT@aYDn+C=WR&yzt`^8B-&-Lsn>c^ zL^}r?Qo6(5AlkD*U^o&IqP2@^1#nK+ex{Uv8KB00yai~vHExFe1?a>X4|*YVe5W-H znx*aAc?IAu-U2$!05vzzX%@EGZs1)P04&{03LMf;)O1eL0vYFbWGH@up;shduFe)6 zV-YdIfL@k!-bCHoeWOy=!hTFncjw%sPtjCjCeK2wV;9o*$sPgTm}J+t0*JeE4mWd8c3)q=|6l1m2|9F*LTGx%@^bHZ)r#;X2?gf96TV{di%~C z_jQfeG}Se-1Y3M_47WT9-B=o0Kv}Lf7dFezkb*5OA^17wmE0qZlP%2Ys+_=HAMK(h zi~F7VYQE;e$Z|8xjHBYoR%8-h22ty#t~emT;7#|T|LK1-%>VunL*aJ}PNbvM9zpxk zx)owgvanFv0n4oM@E{+QS0yi&XrQz zb^otcV|(0h@yUtzk)Cc{TU)me;zIWBZTQypB8pCmfi7cRa(#MSzo$|c7&OkI3epK3 zCck>)e=Z9?beWep4qL*T6 zb=5%O-J(FdLEZt*maIL$RNAFZtRtE+`0M%rVOwcip22?G>4I*ow>%@j9U%leA_z>3 z*q6*`h$OX~){80s;AX3IXlX}Q@?&ayJ^*qS$Jc3}TGn2}8rr!L4kj__J-0uNM)Jl+ z%X^vDkQR2ji3(AgId*-RuV592U@3E{lkqkDO(OeotUUyNyHmM139ApD-dbJt8ClIA zze|Fl(Ujsj9*&Kx$R>8RWxREF?0SWDE!G0iMR(VDD}p~#kZA+?fLCa#L7Kohl9+kW zujT(QuoXbFQH=d%QS=E&7692?g)5KlKJa=EL&Ad}i1D$yk*qrivii2=3aVD;ExcSe z#rp-tn!zPl9yooCCwpa$Rk?6kl`B(rM-798YTbZ>%c`sY5F=1uYXUm*-L=A|$H-=r zOXiG34U%3hIpS1igxq3XDZym>hAo@99QT>Znq-J>Fmx&%JFC{ zsxlgrRCg=R9y?*9sZUDLOAF8L>T@ebdIH@}m{c9T1Xdh7?F0}Pi8id<)o?n)!ps1UC|K#ljWP75tmO8(sfp$0%v-#X@DO^#NkB zA=f6ld#_}vedUA@_AxOrK?XeH{*bD7HnVx;6+%kElP=&OXE^tX>WK;tN+SJ;=&@4o z<_2Mc5Q)Ka(nI6Ym#Ny=wI0=5R(c}HuN8L5Cb*z~sf>py!jkuff-;rEF^8Z26| zIbKe1FQE`%DBgfasV){@%=b$3CkT&3)GJ%O*D^Xy?vBOtH36<5V(JG9>Xj44C2uvr z7TSgn3PciKSQ?Bye<{Nw|Mq&&TuWG&t88L+JCsw^H$c94Y{pG(nQb4ug+!*;q-_r{ zB&p^1uOe2e5|w1w>D(rOsxh7iaM!T<3MjU}2TyVK{tdhQlWO##4?y7pH|3wbi8{y? zUdo>BsT8&`ZNTNv=_%-j*Ddmtrh6&8!0P8IL(sgX{&DZ(K|u(rE!9TxC?mNx_s9d9 zucoAY#wy9O`_8sv8YoG|uA~z#TBAk7EvwV$HW3=v%d`F>U_PXYKWHI&BA8**l0Tv zV@8jVayO%(5D@3}Nu9YB}-C)+1lfeIA5BMsN$W@{z7%|kF7>fNNxZvndE()9_4^{u&@l9;*H=W&#c z*9^v(t=or(RRl~Br=(Tg_6Vj}{(|6-(sx0Osvthlo;z1?qO+7&&F@v`#@ZosN4kr! z>GuAqId5dO*!TgrDALfQ5!S3g_aJ{b(`mVeE#hXLP;(l=J6(bKCm#vAFZHfdM=KCn(eL5;n4*C%V#S zHIC6pQbSsV%^w@{oSlK|qg-y&bSCaw&Y$2+i+W;rS3XetJ%5Z?6X(aJJsO$}B?-20 zRe_>Qn7+LE?>^iuj~j$#+WdIKS#Qq>uuY9jRz#NGu(H_n=A%I^wfMEjYV_f5sI{Z& zhk5M@)kE>B{1#nyH32ZbQ-HD^?CccHzON;_J0)G&IZ3ZfHea(mY1!;(2fbf%+%q`k zv01Ef>SP9&Vu2llX^pS!@(=El;Mok8!3VD1fobRoO4h)hHLTD@6hLAT0c2A?^l5W5mA=#Y3l;P)o>}ui<`TH{ z*ksTL+;scQp+DXRV0Pjqo^Z5y)FKl|t+=BfOBD{+qI`qzCp?@~V&^t#JH{0cta=1R z^SuW?USZE&LNr?vys>)|SZMk@1Pf7oPkab2eBX_i>F&cEIhy3W^z@UDq%At?w96V) z=NuyU;wY>sPmwQ>xl?$Di@Vv7*tZz{*%@ZBjdJH~T4!U^)J5*4`1tCUi?uN}-g z3ig3d_?ACxIcOc=3*ea~BKeY`UdB$=>8MP~TO;U{w@7>EA=|vHL4vqu{DV!l!qzX} zGtKOb*%~r1ZDWI3svk$8sx-GAzp(h9r!Bum(v55W;67HLM&7TNk4E~|PaB_A`^5A< zK2MXi*xGcaeTjBHXSLfp?Q5V8_XV*Yozrj>m6%;Aiy*o_@`GNqZ@c};BO52HV|z@- z%`Ty)Pz$F`wcyLZI7Iw&SipaLpAaD(4*5muwx;^v|l2# z4}8Xp+^KB#@~nI}0yC!Z6);f{Nts~uvz&1zK%~9JUV@U6MbN>g+^*@Zy zfMT(+HSqzk2-M~Rn6+TCd6SS^Dy%@C+N~@oP)Pm@Q-!Xzl%4~8+C33%A?o>wYt?wg$_5%yjOKukY_@_t-=AMQo&rd@q z3BSc~T+T)_d(D3YqGE$}?xg;c`~PuDnRh>{GM_wGC!MBd)iEeF2iB z!PfiENm`%xGy@pHrqb z%lh2xrMpGDoe?$3>4^6W?jGq{$^zp~y|sWfWw~G8(j7OESX;db_6Gqr7)M3llXc;> zz(RHyLBJQr3Q(G3nf^V0XPev0Z4EBvl0@fNA?nh2wh?=)Sj~3({)<_rw zQ&5nmAxLgi2HID?o@TP1AN}6xisVIxZV(&>S4t`cgwvCep({zxY4+#;yX)v*j#-2c zR<5osTNM5XykQTH=$K!oT&nItk*aLv-ak1MLxVguq|WrRC z3262~sRoj2S`lC21||>VRWodR1ftn-NDRTZZW35s_alv+WNUYeIn+V+08AHoZ>~IQ zE|*=%9uk(BETU1EBRS6x+ERTj@Z)UKiB;*lBZYv_XHP8Osgp7J<5(T(`eDm+v6=^^ zMv^%n=i)}fx(D&rXo?`D{R#{7>p_~qH$>LU2VwJy-s=L`#9(s0=o-|6CJ8PX#xgX~ zqGkEcpG0C(IT7`ry17N~6g}UTp224l;cx%l$8hx~f64L>0}q)?|6_{F((E^5H;H}& z=2L2Qyefx--}moU;WuPwIH*07J|xk2=8L;_2#XJu6vqeCB5n)ns7FLZ%U?-wEZ!b; z#z==ab1%5(74ukFAAd8}u%auhvpvylktw(MG#RQon+#W0j<6|UEfOu2u| z@bH~GO_%DsbWZYAIy0kOs01wE`{13?V)?aP@9>!R)ZxLC3D;^tumAvL+GzZ`sm!>W z)p}G(@jklMBSk+qr8du6;#y*;0@8gf)@ylO5@Zs2Q-p%pHN_ZK#i-IRWZPX(hfTDX zW0rn#xL(J%QrEck{+-`%3$l#i%J0@RO&hnh3uD8M|T@ zir5&6du$@mjmwZu%Dgne4?QMVP~T?m+QxX0+wWhno1-mlq$Aai81aP0j++{v2u{%xWC=M&HWS49FGpq7McH zm}c%$#Df5Om))6Eoe^|IZq-9$_pOuZ-k3kqZ~C7Sl0bPWlp!_Mq_3) z8^Jk|!>0>xweI3_L|Joo*DTI1 z9+)^$8u7>Ij=-TIx^QBkOw7)-J6}Nkd9S9hqgqW!v3+1<{X5;WV_E(8 zx(TT5Hsi!V2Af1{%qUbYw8M*W0VrVXqWzrB@&^>oO+A)QcV~q0bK$aTBXUnk^&>gh zcN-DiFv0ceAQ|2`0W5A6aoUOU2fLmjG0;ZD=JAt8qxqzdPuZ>-{+!CN3Jrsx3fEc; zopg}rK`Pi1;itxr*#7Ebja=hN0sKI3SU=S%)KL0m8w$En)&>O6izRZoR5jLbS?zq& zRPyfbJHN;i#`&2`U7hcaDvX^a4}UrZA6<%iSw9w(ky|!n^54wvXYJmNS&H;UHmHF<3e^h8}{Rm@~zN}Qmq zJrVI0sMx(=jmcdoYve=DNP63jwK^0Ht$8xag0l8TRmbL}y*d>v-ts*GF8^1xiBknR zdM(qVeT+9$;U~M_ZW-z~AfTrd*7*mn?JxN)evBi-pn`p7F-Pl}azbmK=H+Rt#$Wl= zc1drvZnu4zlZpvmn&9(qAm1!Oy0Lr9*WkNjjhB#co8YbMx}Phibk=+E?A)5q69@Id zu14cK4ypDK6UE2K) zTW=R6&TDe;^4We|@!&H7(?Qp*p&(yLO zVToC7p$V_n$S#BupEd|L#z$S-DZg-cI;G5*uWZsc3*G3N3cHEMQ-tE#=oOX(D!Joe zci3WX!Fg{b#j90A?O`7?m5_NxvGHlqZ{Se|Zap4>9oZz z{?$|1-uG#FoV6kRX%STQxoEX@|ipEY7Q@NzUmKTy7oUK5T9n)pt+bx3khG3#HrgipNM6Msg$8Z z`lO>KZE!ofuR>C|&NXR~RK(j|J8n!RPAgWvy>k@&KC(H|`8J5<6E|^}sp6w_SAtix z!!GezXrCMHR-SlT3@vlogLUts6-UDF&L*EGh__67X(Kkj3MB1jq*5l&?x+c@Ur`rUmckj%)53_!zH`1KZ$JL{H55E?OFOJ z;3uz|GV3>;_?{5XMCX`MGY2J*j*u0Renwr*Y^E} zA|vQeqDRp$e?Y{~4f&k@u)28L>Mj>uL-9$6T#HgStSNc6-^HXq;Zw8oXBu`D^qAqz zj);zsX84_YE_mx_UU-}iJg;j4VJ@F_8oH{gx%M$t}y}t6OL^0C%K3z3ats7pEs4- z8v9P7>}RnIV4gE7Z=;?N*qOvq0^lys9u5G?K@fgQ*St{0RgM2#UU~JC4*jd!C*^0e zt}&N-$2(vmp!?T!FTV=n>#fr^o#PAU$B%^Lj+xe9{rEOC?rT=Dd-P#{ef|b6R)RaJ zYCulADI8L3bvO!j42RSmDIR;QW1Y*=Ke!XHG#s=G>MSb*TzRmf^_m|?}$TY{=)*bK0$3K=MCC zZOfuGBxD&57b;&^gzJ+Co|I-;%BA4WDAX>bWdMZ(|%U!`zOK+0@Q&W&V>J zMprIrv#4&{)YpUKS$|mpVM{vfJZ5TJ*yw|`q4t6p`f=$L9Y{DARhE5ws@``k;!h${ zwLYZyoV`Of(_##5s4?Z6C*PO;BpOgNxRjY$|7M>*o2G7fz}^)jj8(MMamN&r%9ioS z&=rg2F+r-%<8`s82L2A;EMB8vtFOzwij*@I*W^N%LrETm;6ThQg2ZVj8VBB9VUFkV zr~F(_8cnl)GirN-HU=|Yp>?!_7u46VCZ_aF-}uNv4aDa;RV4|H8WxhwXxj>$3erG2^@!ii53E!-9b;ZAoIyDYZ3x2eg zi&q5QGxz*Iw7qpyTU!@Bni?&oK!F0KxI?i*u%g8siWhHjclQcj8XSV9#hqfop)Kwf zG(d27_r62#z2EJ<-}l}azcGG~e{xP3jBK*^S$pld=9;r5D*2VcX`J?_A^B%R*3X*E zP2#jfb$}YX3?)3#=5`D>(p&~t1?Ym-euxd=BxvZuy7D3D6G}=9AwCN&eh$^xlq(%B zCZwx44k}CB8U>v8AXUK;dW94y^455&2x=n~T<~RxZlQs@d#dxDbrz z(wGLoC{MnQ=c1Y9shMj>=en<$8kl3kKL6uey{qkNr#yhq>1VNbM2G1LqM`k^_P_^UG6F4Qcy+V*YO+(5rZa+v?cC z^dX7sI#&mLxaS=TsY#Z2bYYEw&+9AY1vsIN(%Q1p)tvHj&p&6MQ-VT;?%NRzqQeVb zNk1SwT|a<%ChRgIle3M?pPts1M|kZSO>QLf%-U}79SskT_PIWt&`nPCNng827%Q*K zI8(}%gy2dWiNzXvXkbL@%n>zkMZBpt6=rui9&1onFoGDX#bM&AEf9Okx%Y46n{vlS z=4K~~wgYlWq~3phWp_Hh`~ryrivY$% z=*$Zz6?7&NMl$wQ5xyomMj{a{9#}__bLldXjC3yqngNqRaw!`GzW}`x+|fH-?W4vT zmK}s+?JUlPh+3Gr7J|(aEZz#ccM~lkPzaozU~;ND&%% zETv*j2fB)acp4^^Kj`^|DrrjmBJT+OD?JS@iAy1VeLcE*Grh6a!eG7I##STZF(){2 z=>*>JnI>Pa%a*vFp}F9K3RdhUE)u)2Rd?>_twQ~50%AU&2A$2)sZ{4V;Omt|eT)v*RBjkeUr$7EBvMH7Q-;#$H^}2UjwAOZ*}yWkerk@<195v~ zF7Ik1>Q#f1CC>F(Q0ylNUFQnrbz$&{g?u>ri1*w%d&x)X=?O89ttKaabofcl)ethvJX?0O0=uHv>u&-Gws(7-W>FqNjnMluPZM*eN z2zmvnnuMFo7dBbvdlUCk-1@YZ&z1QxI=2=mk7H&ZtvV(GE>Zm%(8xeR@6a=bsyB&6 zKe|39XQK)OOXK!SUu8^M%1im|-e}E>2%TdvQN?Ff* zi1Yzn#e;D#_UcK~1x#WYpO;iEU3)&oy{5!^E!-iGp2Jy=IdC&6B4R9}>cr<_DcIP%i2gHMri_=`hiDdG8tjhI9tK~G%M_nevH zv5YitY%$yC<0)MoY%6PPaq5s7aFxuu@b-xd)Lk8Ekycs6nxiLQnGNIff=K9!xE=MG z@!BKvKc29=lP8$Jl1NTR9GmhpIp{G8#n2#p zZ=2p4<#$*e?z^1Pxl@r$xmYyAMJX+7I_K>+m0tson*Az%Q0vYcU14t+pJx$|FFd-slZ3!QLwsOZBX^8Hx1+MY{aI5DQ5WG zr`$4STAHc74og}~3mIBDjOq=)0rD0S4}0T1dT8xoO>b!yEMBjCOyh2;OR26%bm)im zana+34ttHX6$gdqM90L4{wy_P3yfh0fSOQ$U^f3_Rv~lN6|eeuK$Qemzi?+nz2RP| zu9IxU#-y-4tIg4P1#jtab6dtIRj*vfXHI;l=C~#<8u7n7 zBdQjN0}QkX)i|Ss0;6Z5*uMI^{V@xVg?#KB=JP)aJc-L9Qp<8%c1$m$ zRiIelBGZ^2t)>l3Y)D^oU(Lp+)= zXYwlS%DYl6Z}G>MjM|iptXt`jay##)tXcP$Z5}`m7-e4CF#RL8-pJ!$JDrj|#u(wD zZ&s#d%QvjrEJ@PXm)W$!?D9On++yh3gcihPRfe;9dooGM9n@2>yMu1PmiyNMfuggf z<1Ax?bAB6Ne$MDC*V4Mdr-&-QN&Jk&$V(oVMugfe;cwR;NA_xA^lsJL?oQmc=L)Tx zFcbrel$zz~_z|9xRrE`E(d?5F?+*6yt`ZqECFa_SvNZlQgq}9g8)S3Ja$s?0ZJRV? z<9=9GyWiraIZUg}Fk{SKnPmGKuO^QVPp0a!rzt8StUs)ndDv!67OZ?2@#@%9D5TfH zh-0bxYhBSi_tubFqk7or^|KCKdSd6>=_YCRYw=ZOhK8WI=fS{JKD z5}SVAuU{VOTNi`yHGwaME2BggxU+Tmo}c?gm&au4p(!RM(sSrh9#Wkv7Fh#1)4EiDI8BpR%9a6w7!<=hj6TM zP>|&yQ5kL{Zk(#<9o&t^M;}vdGOOx;pt`9#*wyCc9IP93UM?-OC_XF4v*HeEeuB_@ zs^S?V;^32UMp-Rpzu<>LB@?4phLe9xn^35m6kKrNqop4p)e1YujXlg)SyQIZC>M(L zmANy`O}x@{Fo`_;R)WGrEfiC18f8W$sc8|gl%L>-MwqL%=IKh2rX;t>b;@Lf)WOua z(^(X>nctmHS{(Qvw9eu6XYT^Uj9QFfW3JGTHQf{YxQa`*T$Xbd6Y8#uw#mt(LhmwJ z71Z|Rzi)HfH`04QW5=L!?w)5>_;ZC8H#ObM$j{^t#YW7*VA z1)F-xI7LHDO<<3QW2;<*aV_03(yP?=&pbglwuBW^`ZdNJ8*LF6v28hhy0P#|blEeN zQxoGMH5Oi}o!mR|Ek(-f8#DEBNbH@fv zPBz(ADCckirT3_~)hw%l2SxI&$n*m|Fv36fC3xsS9O!X;(A``p3*fQ8z;jUmJE!IP zQ$6FF7ejVulQ2wSRY8CIhI;^jmHY|LN}J`x=DxW7-~cyKy+u!5tT7v&R$@I>R8yFu zDwxJW?TY_V^G&C9xQvSQNK+>pF30ZC<8tf7g9cW{Cg(b%Kucc98h&jSjRy&iQhHG9 zB)0Ghl+6%vW`Kr_1embBcsJ?hpfA6Rl>~2%!V~$N*m&Dw)`e{VJ{^q zlA#CksZDinQT3lDL~R&{J6Kew#_hs3aU!D zIeBG5*;tM4?n>J?;X0oS$C1z#Xc<-`N|m!fs%{sR4>!x>cee@clW(?52()~%!uJz| z1Fqh_ugV_961-a|emevAFXg1$1)yJ~r)wXr<^l6i3c#lns6_*`IPr|zpa00#7-IUA zfjcI{FNC00Uuhz}~3Hmrsj(G|T zn7MjZc091?Yj%ZOdD(D$(nz8&oKL^uaI`99hS)29TjqD5TG?3r)L={jd$=#n;G%So zeyI`re7Y^Ee*Q{-7t%`9kgCq$N>u9q=lnjR=bl?8a$`{}b~srtd47hHGxza;17bF6 z*%63rGtPK*FGwE`?&N6Pp7bG=i=~#gr0K2hah?pbOkaa(_3do(dt{MR-@CL_*H7xp zI9z6Q(myiQ*hT%@$KNbpYX-DINNI0~EM`Ci`MIb$~Jo)t$9emB@&@2f6Nb7{0_Daud?brP;C|_PzuMF!HT7;H(S%Uf51AbGbTDT<)Qp2bLc#*8 zr571!T#Z>%>LhjV{DUk-Q35Qx@`gPd%Q5l$$rnE^US>d1 zlQcUCTu)v746~unR{EeDF|dJCCywF~va|<=#^dcL!wru{(AFMhW)YJ+mp&qK!5vhn zUtW1dtsE5ww`Aes;J_^S{M)C3K%7~gV|MJ@%lX1NSo2vbSxuUBZiKh86N^4U6Sn%s z3Hs+%##h8VC89;%wdx3pE4s#{HbQdl6#0W}*w1*l!?p-B$&{+1Udbq+gjBZT3~&u} zS}WPR#Yny#{b(S9r^%tq%Lie??PK0?F)R=S-L}kW@;-X2W~LkhvHFZE=;G1JIE30_FJFPM8;W{e zSW;YCjDx7O)cQiq3|P_!#)dvi+p5W6!p7#=%42cP+r^vZRovv(`>iT;!FoX<=61=R zQ$ji%^9?*mU;eapRtRRLxV$?w$Hv#?t`j%v_9Wk)4Lev@_C1|V93qpBV~dGe!51g7 zfy(hwP)uj=g^V;HBuuPH8*M6AkQ$QUo9cm)SU!2!AwZv8?i?=sXm-L!UfdS$WC%Ym zK*HgAVB=A1g)-c2I#a`P+Y_LV{_QV8FPY6hT+qx_e#IS23R;SCZ3@d{jAptNi#u@u zB*5?=CAZt3f58P|fNCgi%!6y}HXqN{)leePvCnh;~!kYHkCYQlKGrgzl@ivM@uKG8t#gpOOs6f(rO5F!@W=ZLZGNx5V{EAmW2e^uynNQ zXUN*lQ@68ERAmpH89&X$YrkwY=4NvzswJT&!%BwEkHC@H!s7Q);vq^OF=6KQSZ_y{{Z$$VQ1t7|B0zTJa8kP9^7Uy?oxG3yj8D#f&+HKB;~W1A4dHI z*?S!Cept=gl32XdbJc3u8&_H(%Ozey*d%oIloS?q zj2PzM`p(s^yjC{-us8ECl7q`5YBxY-VtY|!WZesOtF5u$!}&G!8>*2tpvVj z0>#}wK|eHpf-0v08}IqBwnO8~PeN1l-Dj!lJKVqH<<}Hr;5(^N(9g8C}%1vRDD_-G>u_=08P!4l}0O? z0TE&NFh6H{^%GP?|Ikn#$zh*cOtz!m=S7UrvJg?PfNf;@xN|bgVV#W$wVdD#>-4 z15>eC`1hlt7hF#RWg-@x4gsn8Ep%PtL7%7IaEf{RbtY) z+@Y{wtOp>pRdP|ic#ZF8FFbuV_ak)!=gHr1T^0h6uof7+O`W`U&!`YVM_{-Kr%m>at@m3dql0 zRMn|TF3J*xG7!&W`v2dIFnJDnJG`K)G#f0rSJMVRURi*C3$!W4v*NA zQNt8uP)klq4ZC_mSR>X|g=-(xGN}le!Bpg!r1NRNicYc==wf4k=2__CKt~wRoxo-m zT&JB#3r1)$SbYW*)|MQ2hb z_S|%QBulhAIvrll6CYvB5Kbd$99sE>zD;%KX!Q#rDl>6DVJ$wmk%*j43Tqn{=y0Ji zM2I`XTdP`Tt0$B$#9wc%`8vE}cQBHmh+M9Z0`0rfmu1(e!@D`$&E0Vm_<9aslPW&F z;7QtQSLkNxY$}s6|7095Qza$wB7nJOD1ViDMJV-aU&Ozr@gKKnUyBRLo#mb$vW%0K zhETG8n@FWL#Og6lHn9qeS+0dvA8Saf5Jl}J%2jpWSC7&YV}(NVGmzXPpPP0-Xp&?B z313RW9Eo`y>SafMf^N1@@fjEQqzdarBFDJjZ$=68AICA~&nsV`?P*vFE)A~E zFWEG#o-x9yS54OLwyb`yL)}}leO<$CidZ=~>eGal3CYcIJD*;-AoK(4)%K@ad547M+Jn2`JqZ{fN>n(6?+L- zYGiA5Un_lNXkt`I?fl`jNzY%Q?=`Gg>6_7}M*6R0c{3Us6`NH<1_tthkF{J`;(p{{JTe5|ihHvApOGR8d}85p$81NnhH!TSX({ zFj>lYTzBgmWv6-6;&I2@dv#=p#WN3cX-xX9I51^DgIG~3T*(B}XU%6G1|%@X4&6v8Wstj#8rXB`ky@vRdmE8Ds9+J`|ewqIZlQ2f5|n9UBUw`X^c2jUY6A1-CF zY%RYjC%!BGy(Uo8SZ6qX;B~b#T}+yCp)@i~uKK{ z%oxIs7Ow zU8!AKuUzs;a}#TNYoDz&hN}MgCm!_8j2@;0Ss6NLrvMsed7)>BqAu>)#}Nx@!xhlY zt<(tqfIWrzNtSA$|HzirBY@orvx4dSdfn5u+&~=}*!!@oc6we@eMHIp5hj0#maZ#m zSg32DILs~C@6It4XmS=r4DH$y0KpZVqp3TxrIYh(|OboHAqDw^j@Xbz)hdiTU=tK_|~Y(IVX|{n?(p* zbc@LSE~67yNu^T3$f|8>qqoubxb~FT@olSfe#4Y}xPt4e7#}-|Z$vJakCRfDXxD;j zlH4x>=qg>S!mFM=4wiFa@S<&U!?1Gftdrz>lSE3M#baiA%EaNb`x3N@OD0Dl?Qn7}2 zf^6#{#!Y`v=lMW3(J3~zrrki=z8<2-k!&`~GY-L!a7FbYDnwS(2FnPeAENNcl7o#@ zDbQn^EoD9hGP5&oSInb#zFeC6u8xY=&k?UE0a-l%q+obGjHM~-FwI^`V`2lTRdX_4 zwCGP^NqL>935o;A&42cm0#Ho1J_~gEdSlTC+LlD909IY1I%5uCnJuc!_~H*qs|Sa; zWdkJ6mkpi5PT@a6zWH}W8lEW)jNZKP`3dS+)4j2Zamw}O#BW!NY&IXvl(FLJ*Y{Dn z5vQ|78sOGJC=R`xg^w_$2A5svu}7_UPu0`d*5b&KCw(W2#@s@7PLK_chU1cAXQ@!1 zV8=VNr1!3(Ii19gkC~_3e}X>SuAT(-@H@&Mt{5$7;Vej<73b4k%4|@vzFzcQ(Au5*Z14K=*7<2Djm>Wk!k~u&`7_q2%SW5rTe9&-cw&c6EAc-; z%yl8B#Z6boB}?1DXT;YT?FQOq$I6lhT7Ulctp0X?2PWvpeNxFYP>i4^Q6+nw?~2=H z@8!c%oN*LQ)mEv+wz43T%f?*rEEy3IODLJ^kcq?RKlBK6Yv6)+5;AQS@2xTQ6U4qK z>{%qW;kw{aR0ILe&`u@Zux^(VXIEd%;o|Ynn41*8eI)3a!`Y!Iu-4)1uL#mew~ z$<@Id#Q5?vJv#-#@FMF2`{l+9BeZfNCcYkbeCR^hejs2_OlME?)39C-}OV zrn~!^X_|5Ln`lLdL=+sAmnx)5qNNuv!uTp{&X5qWx8;14RmA?D<6>XZI2|yFEq6i< z&5k6G(Id}3g?bwbJmH0>M0G8!2KZ2j#=9pG2soPgnU0ue-Q6u-!tD>a^_sm-h(2s4=q?NfA z)VU7|(N*tp*eUtnsR4mZ-Bv3g1mGVmZ{H#}^GvxMB8t@tpW5#gG*WduoC|NJv|KYC z7Nq|YFM>nULnFycomhIh^%^lX?5%UIV^i6F>@=VgD22XtEA9Z1u`p=T!+&%>uL=`T z91EF>VjPfFF=b@4hel#HO1)vcc1%u%Ms z5_BPb*j~@oYdhHbxhSj!)rU+HvV`22Jx|!%Vv7!>@;Ag*e}ditC?s&=43i{J`UxuW zJrrK6CN8^l!ABFfa4kKph+IFVf5Hb*cu)@JguuiO^S8ox;~!nEE!ylgEeP+#Hf|m_ zww%m!{{Iro?!uniRD`00829Xqhsb;K-K$RP&R-?e@D_6ven)@lELl{7|Di+NVq*HYB6lM(sO}mCt7YBWuYG{!0cxrns?wVzWy{+`PD(mK!6L+k4$TUEh$RV=@2@OHw@o1RRJNMv^S!_uH=-H!R z5SdBt3tazS2$`^b2SJ;xxqs=4U*whw-1VH8FF;FY#C7b;`Ri!Oj?RV9GGU+FTDV+1 zq@J9r4yUfYYhC5qv^Tys+GPxF-JF5L@2#-N2zGnceDOS2GH@WMr#Sh+Ic-&)YJlhi z1nbGGD@F2yPr*)o4Oi8bJB@zaj#i- z$vNTD66JZJ{4JsrwDeUcxITH&`21de?9&jtG3GjS%PeJ_bLrT~Nf_in^82U+a~r90 z^d|4b!N&Of5#>2RY4zI!LSIWddCyPKSfi(3-U1+EKOf;&&gN&xA>@NS!r>E5I3&wF zCB*BU{hw-#DP*nVoW!R_>HliN20{yCb+x$kaBs= zl}xmm+0jI-SN5|#`GH;C42Nqb&9I4Eo&F#md>?MF_US`UR{K<-Qde*F_RXnp&t#hj zH1AfDLe;n{p%~FtHYtb01xIO-jC-WBwBiR?2StPZ-zyVKXkr8&nAf|vWbHW-YIzEW z!#O7D(!LcIeO%}mGOj5O$k{b4%_d0S0k+9o5`N(7yCz*&I(wQ?N2zbHx3iA7OqV5s zXeBG3S^$sw2$JlJO#U3h$>oFKel3}k%$!x~(HCT9pc``+2uju9L965JuMFK5#v~a?f_czT^52U4h{~4Hp&HW)*;(RfNf{g zsc!U#mtg*(KsDgs@F=XlVnSfRxLL6mp(j)60!TV0Og9zy6nCxMYOpcYFKn3HtnPbR zNvw~PYDna%YZ92rH&IgXu3?eMl4&W9rs{n_o{m-&f$!a!*F4jIFR=f<%JLeD&A&a~ zGv51fp;a?*Gu0#Z%i2PDEm|zZa0I^Uc;CPw4xjxlwnm7RD5kMClrR|c{%a5jeA4n% zj;y65kL;awF8i6~I~!Kw=68if;TWG&loL~EjyTtZ@x7#U_6?Su45F8dpodGvgF$!t zuP|rM6p3-9hgM4rGp&?(OyGm{oLN`#e3sxx>FUAPP#E+)V6L}(fT3Z*|F;f1ZK^-# z2Jc!P`y0AEVBW%x|BI&&UAJ+M<4WvhnHau|nN<{N3L7nl30hleuGz zrRrrnX+^uGSGASzg{+U}5=W|@nYFzK>IC0fAg;Yx8vXK}1E!M3CW&)_lKNOO0^Llyfaq5RVW2LF1|iigsyxz4(r85S7d<`TDp81%f#d8#%CVBMD02K8x{V zMk!5Eid3;O*Fl{V&+t_?%XHQ#Y17od2XGTelwL|PV1zV8lJxd{9?NTF>UACN3HV-D z+ZArOCDDjCxA`Gg9rvNQ!$wJ+DpgsvXos{mo_4y(G5YN{S>B+#?2wnbi}45U@aG0p zD9R37CI*H)LtOQzy-Q10_`@!{Q5BR=Be|VpxZi=PxESiB(GI6+Hzbq@tE$^#Y=Dh_Ac?-ztv*==SzjFK^o15 zX-jcH)RqBIllY7D0TdG^S;PUa3*6G{9PuwH-1M;8LWvfZda)1Vl~$TU6~=p>{k-4?R*t?^Q38|d7w31=D%Qf;a(ylN>ZWs?RM!=Qa@TH_|Mji@ zkJsJooDs=n;UQ$ospVp~|3{s`EM= z1xn4`l8gXh4SdkJSm$hJ?0}Q;Tc^FNEMug}={;RHkMwfH&ESoF*02>uEgL*&He-a9 z2E>+k=U1*BFm2lWy{l-{g`e1$%u0_EQ6Lo8k`+0F8KGN=rIQhS-R|`BPajfWX@d0K{F0nqQ~kvX*QEcn=dkG|&U& zDUHdr$?!?xY1kXL_YO(k^YYE`ea7-!=QxG@<&NB_R-r)>;oB_dmFaM)Ib+KmYT;Yw zC$>o_?F&9jFP%LdytyJ&q$asragXq1>L%|t7t+m0C@8>^!!U7ZZQ6F_JB}dU^Q?9V z+3I9DY{)xJitZF-HeXEs64qKj@D0${;KKTRVHT;scIqhn6O;j~3vIrSc;p5c0iWfN5t8F>#Qs2f02sp3& zEJd$Q7pNibl_R@Xz1tZ-MvM1ODRyb9qWjOBBo72RcN~`VcXx$xc{nlm@kYPEBJs$? ze}eLsvagUY0f&;3OaGY@z&zB^Qb5B;fQf9$fXT1Y?kC6@B11w1MY8Y0~xoMU(y?>*~+9t_?T6#(458-@n&Q3qn_t>gFDGgkw{c*c9UFA0Zd< z&w~Pf#GOK)#M*`rH#qX$gJieYnPuf7uFW>%Ap=S68b_muGAC}j-li_Zp6Vy4IG;Od z3;hy*P1}t6U=b;+GRxe~;(Z&Bnr}SWK~|DvKYX9%o(k z?Homl%ZIBD47#2du9$(NHmdoeWITEh3yz;4);0QvF?bOVEw~tB`=10`+|ljbElr}N5Ug6md{pmltb&PghA`TYqg76Rib!OpOj24{_Df>O z-$VHO%BtsVhFjrTCGlI`PXXw1`f?w(u{svw7^zl1C6gUL>fOmvgjvT9KRd>t&@n-z z4FsGJR*1Z92Vs2l)Lv{0-)l%rp4zNPeFF_-&Vc5BX`>P`V>gC;>yJG&Or+^k!gr2b zE5u$JM(T2{C7dd5UKrGMoL~>q%Qexh8O>d=>0~4T{529Qn;nfBS@AwSYU@EqnzzMi7$i4`MPSS#pA4FO^7mDAB^1t__@iAcUMOPEX99Z)w z!h{<}a~<%2#=w9jC+x*>_#1=CZI1`p6hYG~o5$XT<#7I#hRmb$lqahQPphmfp{mJ? z?0w((X@T(;PQ9X0=p0`XzgngjQ8B!{V6eQ9iE}+(18oXqhkwvq=SF`pa&XW={-&yU zL4ah=W_|#w5{GcJf#ZQv=P_CQo+Oz#VlskvIoKYO{eS3o+^~UY5m&zg9>V3^2P-yh zF3Ts%9Zw{(WJz>P2x%vhVI;|OGTB~9*9 zSZ=B)IAm@0PBuq;$d%?Qp?{WTvJf?Bobe<{D=xz`;^ZWJ$PT;D+3q7x-NGuQ$TW1WqqUrSia4Lp(m{MP97&rpkovw@8IK>9PLt&s)>1;omE-^QZ@iB78fvxp z!y1_qBnyy2fw`&p2jVa{ocqwfP68xd5ublFlSS8q{ML=w?_Qe= zc=r>1){wmTp!f9iT21ehT5T`p+9LJz6KRs!JF z-NQCZ%MICT85B|BbzRJdw23d%c9f$4tFW!Fe-Gt}vu}E;mLGAkW~#ceOI#1~4KX-E zWL^=)DgfcZ5@hWx-{Ox+@h*p%s{6p#Y9qBc<_!{6or3!_<32GnTY_#0Z>NF7Fl3yh zk_fphWq6Z?!;o(FIZNW@xU;rJJ1@lJi3Vh7)9)F`$qlIp&AM~H2LCUej2j`9BT{9n zef5kEHti6ivXZe><;_4XI)|kC5r^b1(q4FH?|s}TRl3Q^FxG4r$uybB7A0B0z^6&W zAB6qFLGGylTT~KhL{fbq^_D5)O{dEiPWj{??;Eo34DO zA1uub@Y&vS=BWz$z4*nqin#sY^2aY`fqu;7bq4WEBK8_qzwTjXA1!vcSFj`G4VVy&`}Kgga{ zvXL1Q-C?;qM4aAyQSH`}-6%J`%w^%IGu8n~I7x}N-Redb_Tbr2=f$XeVdVwcRvajl zSPl*H3?<5elS;&N#mBYhBM>oNa<+&!!^3Rfd0tkcW2rZyE60u0e1$8N(ImV3if+G%6MStUtMQ&b`sTopjrK}BpL~0J z`Ln?p(9K2%k*o~I_;72XA-iWsKS9>>N*rsr^NQt5b4I}q**aQ`Sln}uj5DA_L}Y=S zTkK#GdUf{3>2aZ`W!htQ6R6khqJRe#YnvO#PE|refxKenZFzacj%$RtJ~?7WYQ^~m zW6pJXO8yWRfGPf)=R>pxz!yPZae*QU;3lP5erJvf7Xw}4mo6N@!e(O6KFpb1W^+ro zIm%;>)^kP8VjF8bplrd#i8Ld)Pg_BmrYSoWE(Q^Gs9>lNHOUFvi!G+vGfiY)DYeWJ zgv+gxF&Qm(pY>5)J^SQP8{+oGSR2lt`GC?^q3==_D_^o^|g^mkUo< zKTMJEtQ%k#pZXhJRk&U_W6$$n;_odllU&XgxGWE>@4<9-h|X=f&9|bWpW@c37O8(? zyuZsLovluvOMmhxn#E^9fU`6@^aOPg&E;nmi7e3H!vAO9$orqXaeMES@_;k7yqCp! zi204dxfDgQQrjT=6lW6sRkko4>pQo$4c&l5=}q>Q%iNUbv|9se`@nf}N(4JePPl`M zePC(x+$6Mh6>>M026tp+y-7dmRrbbc_SK6(?JMj~Af?n1>Y>9f(K|whOp&oM1LFL@ z@xn*2|G^8t{NKFrf3LJ(_hhb%)8B^n^210%=k<oCJPOP~jY+J@Ljc8WDH8DzQZJlZj9Cv0 zlj+S9M>5GhSM2!;V?TrzuBy^DRFY_&K50N0UtNd-nty7|5$2dsibfB8=bD=H6S=7Lx}E z({T6?b%l=@uM~+@t>{|52CqIDwCVhC?r2mcYa^|#fCZNVJijewjERqg3b87cn<~cK z1Eak73W%&bj5k9KOa@%aN&%xT@r{JkT+=2cGqSa`q9w|8f{7Z;WFtgufyb_POvjqI zc%hDSo$o+ew~G0thJBAO8B>$PE@d!L-wNl26Gyk zi1X3BJwN(7JsJ^`cc*R9-bBj|GD{K4n$Q~ntT=R)2zq8|OQx~$W ze2laddGm{&@SklHB!@v}zjb#zsY~Is6X0k;gS9S;xL%!UjtmX+ihu(~q(Aw{QbC^L z-z1ePQ_;^7H#L5q^v>dP^M}3Rl#nf*x0{#6DaXZ$r=*kcabqKv>Ac1i@;iwt9gJk8 zg!dq3(5PmrY}2;vfgTy(Aid$X-#>%5N6&7`Rp_bH{wLp^5w72I<81j$jr3zN2tfX! zggkiW^$~^Eb5xsB-Lf^SvojA?OBcrDJDUd!Tfn;QT7S&z6r2MmZ<&xPHXvSiaHhUb z)?P1C{869is|^I~%JJdPr^Sh_&w(R;UwcwyLn>R`xpkv;$@bQVzHP3E?^);Zsz?03 ztHl(){6VYM&=#1Cy!P>10tJ07?_K`KrOdD;w@5;cFlIHj3&(K z9>!r~RnsfaaG9)h-bkl?FBU|VZ?k)@#c+}&!?TcB73X%x=^}L?D+r*qCQvn)-GkHaj0>P0LLZg@r_nt>|^pyT@AB}czV_qs?$QN zXtE?Sf#|EfF1TIz5F8(&-1Qxx57M~-=@Vg?p@5Y#!yg4!#4m+E03vuKF986dVan|H z(B<;SdK{Jsez=G!6bxFNYh(~bCN`pF&WKs>V%o}&(__}M>u~ONyIf>5I&R+@S}8xW za#Xq0m!mTDWC=?vhhXybL_Znjs?mmkzr+A`W+6>Mg+{jCQ>C|h0b zrQmE!DqXSsAw`IKw48Ix(5KVT!=da;QuIK#?&h$#pP+UAM)GB;XIJMPgh5MogJxH+ zPrLTRbdJtb-R`3K|6hoFFLr^*=iUcIKGMGQ|s{q#Y*%c2DsW=4DydP(CTRlT=71yvFE`<|Ad3(up7pMH5tub!< zpoIygt!-`0w7BZzE7TUo-7U-NEKTBQb?S`d_RhsKmDZw(yU0~6JjG^+i1{3|Ui1Va zN`<(%=M-B)fFwZHP@ZNW*1(pBL|mRpS(lPJTMg^kfVq746hF5O6l(nZVAijo_b2El zC;?4)UDK{D(cm`>Ayx2iXcQ_a9x%*&Awzg@pM%XJ$|j9G=-_T3pL>Dnr+OiSipkAh zHn;nWK^cS9G`@h!sOFsR`6A(YAU8HqLIT|AMD8jc&mMph#9~E=@*E=F>8XRwPB1F8 zQ~c7>$Z3ag9$)ZT)h7)M&%v0E;L2G|q{O;ZQhMI;D_qJ|!wMGWR`N3wn5%n6xEt9o?TvZqIe# z59+wJs=1iR+p@M=UX|ICn7>n`K3A|I)GktJBvEHmxByFjjuP3Bs8r zLz{os6)~qqZ2O-8WO?TdS{-}gAgJSZys&?^DFTbdtx{of>&8?exm?^9nYSgczZO`J!kAm4lPtvu~wWOwH}$0i<-a!*M`-W z;#60i3TMXg5?n7&CvHuL<9~b?nodWnNMGJjY@LqnIH{mrX zy~*!dCig#OaP(4F5uphoWz=|g4H;R|>Vm_wlC0Ys9?|mQ+_?|B5i6A)+c9N-Y^JZ1 zV)r5_W=J5~L6I>nr>@-Eq@|^$8&tXl1cV`! z7;@-N6{Ncd1f&}jn4v)>hOVK95Qa`^7{YIXd++yszP+D)9N*_3!mM>1%&_jYZtnZK z&hvL_tSh{dGWedm6j`K9o$(v=B7#{IJdl{cJ;m1*NL+SfKo`}$w*PuP7})lpOb0&Sm zhPrpKBcQ%jJe9CTZ;?To0%hDjRl7h|BGZmFX7{n^x_7$|v3D)_Vgb)Ilh^n{iWfO1 ztI%UE#)3y7s6z@OBcn@7>M7R_Eh?!+=b|$cC1b1`yAd)9aJP-Fex$*6wGI-Fr_pNWc^w zWr(k%kSvBO*#aje)c`8*TetsTCs)fYJ(eT^gQ&*LFYDwQ#XPO-qX;OoeOp-G%a>xF zuV)M33^EDUMaepOJ6iI*`QeNv*A%{i?yj`1^o%$dM~tY_*zg%PrpOD8pjS58t6}F7 zH0HMXgK2Pv3fiG|IQ6ZE2-{hY6l1TI9obEW_NhKg_CeRG&WWNqNVguc*)}PBmw3&t zyT#3gCys}Q0$+AH^Ix^uN`QOI3|LnPFDT@vSGO&PGOunEU3TArn*xxKJ^82iTj`JY zn}L&Z_k=}@rrGAXE@H`i;b){#TVs|=elOdaT^`v`SmbVdJ1&_gev#x*z}Ihf$J1PS z2oKH;pAp6_y7vuF1bZfLRpVKVN*zGXNri1SbYiJujEBSaehmlME#6w%jut?DJg*S> z4LX1G=r^cDzlqBH)XX=tQSTH3^q?Yq_B>AWMow?~pu>~dJ78Qm?cHIe%wb{mIAO&Y za}(dUQNKo|s~EOL>U&kQYtUgnD~9%}!zR8C1%UKUKSE^gd~v3H9;>I^?3>tuXG!YJ zF;qEvu4}!AGVCyd>jJi$m9n4Icox}jPp+Q`6p2wWVeCwIDWJkfsab8(Tl6D6bP_F= zG~PtMj6;30$&q=L;i$Qttk-6{Ve!I8M4cGgliR(yq@?HE^1jbx3MHaf^76j=qB)dK zlFsy5$JYP12>s()-5O4iE&}NElHK_s0hVe#i5<^xTtZjTT z3Gwr7l~SSxoYa8S{T3Y(N+u5@sJS`~PgFP915LwPd$4T)!DK3MKH?EHfu}J=w(6un zgS0AmU#lVo^RQ}5z0>eR^jldLhuIFOl%l2Ny%+6qv9x!8{h1oCHB;rBHWvRhyH@kO z^SDn^I&E-6e}0{eZGl$}dZ_rApNqX9%bSyrhBeZ$dUQB?`V`f`CJ5hq5@Yf<3p+8< ziyi6R+5BM&?-}+-TX}*>@w&cLRD6w@?>HdLY0PP0F&S57N9yS$C%{Qzup~TD&`k_} zo=AXiOVOZN`0J7$7KXIvIQ(%KQ zy%D|Vll!jm* z<)4EERs@lGtrYzpu(Vv_LC}?$t(;U?-(0GfhDITa-XV7}tzC@VbK$*v5edStAW%{? zX}TK0esVo;e;=lA^GvpWh9tMqIW3~vX;(nC!L6-|ctV|3aM#oD)^HIbb|R&gna4ik z<23N>D&PI%N0YjqbJ5HS4g!#Aa)0uQ{sFN393>DTZp|ytk-eN4R8Mm7By=qP9KU&k zX4}dQT3h7lGRV`mvi3{0YuSeC4${%C?sP<9CKHCXRfexrb&=PYJr*oJU?qWTAi$u&cLEvBAMm*cPe%?ev=~fZuUlvhCgE`VAW5yUU1253>2V_pmHQ zXL)I5iOkEDwsDD)EA%@53IX%Wl04msQ8{+t=L&E)8mnYYe~h|U^X{MH`R`w=0*i8Z z6}J?c)OC-;glH=5G~!3Bc?YK?L%w8Q7`%CLXM=9ZFpJ6p#Rsv$yB2h241(E>0hx;z61i;kPgfMh`&BT~$~yqX=+w z-IVf#xX(|IIwOucl1BqG1R}Z6Axv#r3F#!>RiDVgFp@3Bl$5Py{C2&a6q z%VH0%v<9Y;1amEandCXZ5?r4}N4HH!2M;YE_0BeK zhB9_^aW!?Dp6K_Y$2a5Gh|aWR4_VR=G{-R0oSV=S4%M8NNr7XpsHL@f`YAfB;;W;R zlXy*APw^g+S|6G`OBc*{F}H@WL}awiMb)?ZBpvN#e3HR=aIJY|z`LXHgtAHbPSs>z z{#nuObNiSg)oU<4Dc`rSSIs<}Eeb#-$D`m}Ha8-z73c_5r#n&?<#2*l&k{fWkXAB9VwR;nj!>nEPASBDXE!cR1E6W`R+ zgVw)l6I}la2M1D7VW46BqIdGnwf#)(-qvC~_zMUoX%%>R>Dk*s*USwEI=T~Gktn3d z+=!z6QUxA`jep4MqcXuf26zRyd!f-jfV@l;vKPsaF4<+oFJ&oZt|VNfqR>4L?SeDT>jb7(2^uYYdsIA}n0$WREJgpRY7t%q51XEp^ zVyp4pGeciaUDDt}CxBJ>)u}4sE#+3#cFSryJqVH#uj5+VPUNJ^S*;6I0qWBid za&6=h6sMYtk}q%n6meh1Qdh3orQ2b6e9&fSbt8Hea% zL&PYk$I$1{OG$smAN%(w9yoF{`8Oy(Gno>q6YGiG<8tmU*e zVX<;6#obV}6H2?K{IbO%;$Z2MT^uN(s{u7pk<0Y*NC6TxF>}&)--VnnrIsY3reSu`KABt z`bE!>G1z%X2SSMm9BQ38U#AgfVh2{MMX@mBK8Hi`2?%mHF0pYsszxP)h%>N-omoFY3ZLKSD+eAhx<_2dg)T(#Yx<5z3#Cv1I-cE4u;! z*+yEOC@*$f(NLV07Zwc&+@!pja(~UQNhF#!72%3`mK>`}_;BIcrffESuv@8RO^lS$ zRksqik}p8Or-*ik@|2BIa+8K4q}^|KD6RmYx?DUp-{fw>Q}1UxOPJ@UAqx_1*s=zO zu}E3pwNkoYVDZ$X9zXwzfK=WM6C!1x)T3nf_R5sv)X&ZIAU9ZERRu|3pGA4!CTAoa ze8hJD;Tnnd^DcwrJ&mCvWv9_x<=K_8h~#C#!w{s^S6c(?v^K`srmp!wF#_+rawgGx zRYo6I%icP@L=_>&XMggZjvN%Dz@riAr+Oj1%iHdzZPTmTZskF6`tForOs+o$w_Ntf zNyA^fNe4>VM_Q%c8lVSF*!mh+Ty@WaL4kkJTH>v%yj5%)xQJI+NdsxCnZwNJ zcg+q&O6tu%IbszgUUZ@vHlGkax>3c>ye`<4$fD69C0E1vR=9S?eB(ZPkWS|K!=XY* zd3LI9*!V|B*3WS{4_=Ymzq|Z+_6H-waeP{?i7xk7Eefm_(cp=(c1s3tQ&T51M%6E= z?E5rHUuLCEZG`8#WBlp6yMx|Y(C%w5HU#Et=ig#D)~Z@$CFwi7YU(ojJQ+POT`+#i z74Y<|^ur!Wr0&TryUy1!d6h8=DxFFnSB5IC*ggZ1-w+S6!FN}%QNji+z&#{vX&Rqe zckN_3mGHq=KliytV5xmITtrW9V4T0^aL2{y`57T~;r4fMjxRs(zyD`>1)Hg35vgzB zn30fTde<@BmW=ELSiX)fNCb4Unfy{p2D4S2Q(`d8E@M^zd-vrD2**#1rfFH#QKA=^ zi(A?3yv7@b+|q`nIFSPKV%&dPU=>}bW_UNst3xj>!Jfa0L$*On~`oKPh+u}#6F{3J23Ib6s zsw0(*BKcUKv{{-x~VMgih|c5~NPRn+85>6KrO zxJoxPnI6m@l5WQogV*8;=Q75vS@J)#C`NYZeUyBXTA@=tTZ}3w&|Q7Ie*fPu*gua@ z`m%ktVr_M>);X-NAmxy7e6|nbx;_LA^mMU-WrMs)Uz^{h2vu;)7Rr z)Zg@m(-JMKQw4KVAoRjn05K~wj3687{=_{PN7U~{e>t#HFfoyNCJx-8i%@v8E86+p zbfvk5>uW7m>+#Ah?+WR7BGMpUu?*Lj7M|aANz~jTt`1>7d3;J*S_ERUERuZUjupWa zs_|}S56V-+W${r9A<9Our{gXiE8%rad7d?v5N6`4hqPDBLqO3N)`|-@P}KE{xH{q> zfcsZ&Atm8IycFL@BUudfHJ#Yk zdC5)S;zo}(2pa)a4!6FcS|n&Dl39n@o4;xAdnf0v&IjMfd@8+DbBSoZyrUV-!|XbO z<*hU47N2`&sEYgLJoKx8`afy_M(RdNDxsYbeHI|u%FaKYy?KZ*GzKQXV+O+~pEhLR zuKFTwXP(I`rKxx`toq_JZ!its4fWL}YeR|CgalITs0=vuo$N^092Gz2;E5tNXN001~ z)eiA0LaiHzI-37_D43-lN*y*%dLoa@K9ZukOjAh!RLQVKd)$4AYReVv$2|H1h7|X3 z;pwU6YwHM6EwnY5>b85|bbP}2GzoDiZS+=G-f&WIx&g#g6A3|I|L2YRpTAzQ*aB}7 zQ;Rh`Jy!er@Sy^HQZ9-0q^P18`9kx};@SpFmtd>K8qr*ELJp*(AUdMN>PU@j7B$S2 z8AGNE0yzu`RK138aHvM;s${j>cUi7YkQa8~NtWl=<|p-h)X(ukyh_aMElZ`W(zU;- zAQ{9!unL$1vF5uEV$($lF%oPnh59H6Qc^HNarB8;JO=P{B zoI2Nk{7z z)*~j!9!y$CI+RXD$8AQu{NbTqDcydEx6^BUTc^Yt>5k~JT3&s6(Egt-3wxcHLOdTRI6Hi7v`z$vh6#l`y*Y+Ut-g-!tXk-@DXBlCdnL58Xv@Y`xnqn8w!aAw#blrXT+v!sw2c@lPIw+ z*l8+7Ep%i^)!s@$U21OeyWLQ#_zlwRQ#rdt669iaY3|G!e0NnD#kIqLrP^c)_95N` z$2-F}3`MU=nxb?^PIbN9%7Dn>#*ShqmEORtfV2gt%Vqe5Mc|)s6xd(jDE=R`uE+Aq zS^fqc+zHaQK8gXln5{Wa?zN~rjy8$}qee+E$U|TIriQV1(_ZP+uli2Ny;IUGy^Nz( z?scZ$9X%^kKz;!T7h#{olP8XPmndrCYMebkejI#g@MD1Ss}=7|rYU8ri-qXaz3h`e zj|)1(bf$-sYa~ox=|~pLgLRb63G^9SQKjENY^>%g7L8UEjBUwUyYxMnb2pokq2O9o z9%uAPAazqw6NX(+xAqDNW*s#o)Tk_Emmr)MHA1zZ`9~Kk$1T=Ok5y2}7_Y(;y%;6d z7~1~EHLarUg1S~fg+dl)znBYg{8_eJboNQPRRnXOG4EKGmCK>!u{H@_JHzF|&RZP$ zKDIbotf`D1COBAIpya~V8nO>K8(7vzbCYpp*9vyn zn-+3s93_fM_IQ4SC>qZ<)X!UT9&KUU($`6SQfP(iH5Lp~jC_{^ubj{FouzJLbN1MN zgW_%EPUX$e+@dR68he4QjSnRhElcqF1yBFWeRgr`N^bh_4*R!b}V5@$};6hojdxzeopAKb|(iNl?mq(PBma5*vFe%3sOh54$-N_3pXpOQa zzI^|@nN{(9BH4WH0(mr6=ijV@TccDobemh&O{iwghUYsY=qr~}KGc*+ ze~Q^u$O_eshs8dj|LFG(WU9Is^9$!#W0gZMy4!;AZRO-+K#K*LZx4>vH*FLWUS~cq z%I{dj-qjLcC)Z0&Owo4Wow!|_5E1=uBJ*#q&NUUop;(Xl&=E}92;S=o^Zerxv>H(Y zMZ_wZ4EtAd%`muLj?C$}n99_1DSM{l7Qr7eOKl2QjK2VwI}hn*b$&uSv*bbZ*t(II zgVTXS@z0x|RwYzOyv_OXMV_QC8`+l##6&@T*f!WlT>0Ae;Ss$mW?iPjM)u220!r9M z7v{P6;qLYTfvmWTXdm7SOd8rgZ&n}TS?K&!OF^Pq5c|`$6@WL46541N=AOc z^rlj}BkJmNyE*5ej?e_RPw3aMh{@$$a0Fv4p?o7WIJ=b&YV1is5Pa+c(wgR(4W0Cn z-9E7;GgYVP6R5MaYa4q(S6ww4XXeCfZpz-JZd9H3P$WBMB^F|q8L9ltHuP^U_vPU$ zIfSxG%hFu}vp3t(6qNzT~M&={%z)a$1?dl>5UHIK)JlVYjlF1fc!Lwf`P~l_~6cpt7 zv%A||rB^)&Wc3fA9iYn4VZJPPFvF7K3jnc{(jK9-)lk$Bgq=8U?U?~>@SkPme3^>3o=UKi}HqJgmD<-W4ZalYYQ|A|Q%7Li!fCYs>;Y9r()YgYcc5f;d~0qCO3p z!yHVH-uYrFc&4{a7M3bRoLHC6$dy6K7|*YasvGi%j!yOhR+$~?;j9`FJ)Csri;bR) zKAc|88dU5zs(^VYX2PQZ?8&;k60tJ0ZQaB}3}7r_JzRU`U1GmMr)wuUpMQfE&D~Za z&mzA&`ciG+1Iw{8$rrr2h2v%!1jbK$6n=v|l12hC2g?R@;kzTwZblNR`g>#Oz`W%~ zjg;8mAi_?GbK{fN>t2G54LSSbXa_nkpVCB1$cop5|By$1e@D?wQ3Wjxqi<%3EGh@# zy_6p`rE^R?39J+w^CmS^bqjnf8g+{lHuMOF5p=Z)A)h++UyhALg{x0qz%z7jH7*%kIG;{QiJ45am6Fa!qVQS zIy(~zlSX->KbHFP60)O9xN?h8nL%NGZdBbin|GSf(g-jHL4rH8F}?ZItrRmWfLjnN zG}ddZh=9iUvn<>Gp}M8jDzl4Uwy0H;=0x}kKz*lik$UDfN$Gt6_bxOJ~dQ=3jm zu4fUs?m#0kUX>YX`g%e@)`^z=uH<%XRkd@Tlny(rRP3xoCt3NfPB!1IcOcND{oX#- zojOlDH=*z6xF$=XYqJN;EDHQbU&W;#4D7Db!dU^Yh9}hUSaMB^GWR9Cw(O*-a zAvdQ#?kwx3+(DmfBZvNV3o)u4OJ-}&wIn{6i*2&e;B3h>bw28V>t5_#k#*4fBp{ci zfmg9Kiyo*pe*O#l-3LfaeW4*H4YVmhJpDjJ>JlFYq~{H9ZWG?Gd|_x?X~3?CoII+N zCV5a5@VtP2ezlfG=A}1dp0<0!OU>#y21|Knxp3yzv^4rS(rBvpK3xpMk;*=twm0{T z7K?Ye&^@^*i;eJj*pQXe7=*S#%g}ksp18Yhk=<|6$L<@6z@GlM=o*9K^HjIyZuk5R zhb#!XO3JLpV}xJV{bPJ7Q?Mu;I9p}ns2vY$n+Hxfa>$Xd^8#?#a=-mkH!F; z+r5E6Mpm1rrq#QlBQnf&RU5oB>Z+NDHHubi3~OFd31!#A?t?`6y(7}JY(3N7*L4&s z-O;tDTx%^;RIOCVQ^QH)nTB4gYR%n!eGlk&-o&D zCv^igtBrwIPnF;YfYVL5eSMV|(R-A10-d*w93I55CG+VH36=Vz_k~fU$n+S-r zR#E!O99ABXwR0JfSlgO2ebs4&aFt1dl}v6?9frK>Y2+y8$XO@MZ7$($S_8kYG0Wwo zy5Kf6H#siKpr}?L752WI=j8r~rW?xQ>^lDk+SBV2$^b$*&8s$2vR9=ed8PKKDj2PE zj27%8C?DGfL%&+P(JU=_Yk|$&>s8o8q@8wGdlRqsmGN+w`qgp(xS{|4PeW{Jf{oA@ z5$fn7;<$otLN`o(+bOB;DVS7bbo~0MEx{DGPKiU3o6N}QZLe;UXNF8yhhi{Cb`&l( z#l&2K@Av7~wn!pZuE5xM>)ctrIYTZN?o7T|jDMxhTb;_AL^;g0pO$dbuTImD?h{$$ zGni*`Ki=sF;YKvcY!zsTgqNTAt(4V_lWC?{JCq23Bkz>QW9PQacEBGz?Vi>yh?ez< zRl%md>hO-Lr|D6={{g+;awGYg;8PFt~$roq} zrX(cK{k&M*w6jRq57tQG;%9xX+QWRG+jj7shQ1cTX_%7+*gz>b+BL zbYnq_yPtfBacQ@kvoH*XCZ|0W#2)n22^&+Y?bcI*OqBPEp-8~<0p@tBQ{R{L9wFFx zvMG8H`JHKjUqi5^kV-xHKu0+;QM!U9 zXpP4bbAhK^f;=}X+1-j^dbNi*j}o2^OO;`(P)2*Y8JU@^hi`8>T;t&($6aLrKs5hz z)yY0En#T=YR7B_G=X?g-;3DteUK0Zh1BO9=w6tWGyuv;;(*mh0tgIfR+T?Z875r0d z7WeEoioz8*N9kRXx?%JQk)PX>)Lv2B)rM+55XD#4sB>4?TF`;6Aqm%1u?EgwMp*f# zsAEsV4U5Ro1tfN>&|X7v+o7yNdsxeayeNIN0WuK#X4)Mu+c%dq+HKNEeYJU}5V0@f;8B zGf#8=y^_K;9gD(^Qx@{Z;bu5lkYI}OT+@%5i&>*9(Kxxi~Z zJ+>kdlQKtV`W(Wp8^yFIq9yo;^G#UE)$fOls^beMy2g{|rFqMMCFIbzRuB9eRD`_2 zhMmUuGdtiR7&sx_DI;hdC2mM+i^(C28R~wIXg>>jKJ!}Gg7ce=VAdHSb&f=+qqtsU zP<=xr1B%~hcv}P-nTl{rD8$P8!M#V_7WHpz^>#tGSi$_QjO!lm={Uz>_Ulrz`FoGH zjDz0&*P9hM`H0{Q(wNf3oiUNFQBs*PVj#4mA2>hSg|V2-_>y$E#Z|-aosAgu0lRX` za0-KStJ01?(mO4qsjifTfo|m;8FsM`{6s!E0LP<+1iH+C{O)HRna^BaCB@e$)An!J zfc*@GaOGo)ZG~Hzl=HtR;3U{H3iX?m%SYLC&M`3`q@++-PvEIrha-FWF>YUuNTr{P z=K5Gji+S7auu0HBL?U?zpEPqnDK9LBDU1Xxw%A4GWaU`m%f9%=-r%_IFUr(v^PJ%go=BwnRB*ga^YvirVrxb!cusCyUFXrR8}_9wBx` zj5`Z!g!O@*Ur88j{n(y5rzAEv?=@&~>+L=McB=_Z#z`^y@KzR%A!Amf3@BnPTH8A1 zjuN#}#So|6-wegIE}+SB-Tv_7WaSJ`Qa;`W3At;9{hJQxPS~-ok%)ct)DRB=#$q#g zu!N=@MMeX$Wv7={gAoLTd;@_-4H%HAamY#A3P!xK*^p1u0s3{Ml~41==_F~j zo5eLg7DSVtD20x3xfsC{S1{Fh*Ie0MX*%^t7#cnuxqC_q(G_thi;KdH&lV1CgVL(C zw#_&hcxW%${X9H`(!g`i^hNHH5qA+m4Jha@Lht2){Arrf%l1m8ZnAR@Nl>QRpZFeN zwVv6<*0j16^T5bD;xVd#$3w;{M#b!v^W!Xdq?V?z#fpHizL3W4NOje3J~w@1{dhM6 zV|>X}sY9J6(>upDgKO76NovMS#Yc2o*v%%}qS1W>2)YSC3J)uH`?f=L1y(lj99}xJ zyA>zWxNdXiGqL^rl&|X5M>3ijn}oGD8f)1MKU5XyITE2IWb$O81yv*&RLR-=Z{PjR z2wWci;kafyLDx7tgL~Lh&FtOtb>2o3p{lIpBzSsTqzAFM!y9>B20n8}8r|+q9|*+v9gtRfQLDHfj0^m& zRTdr$*0}&)E3?F1P~bB!kc*d;Y~hi@eg6!7B;gw!8dmPsDl7bYXSoB00!>mazGKve zpm&z%W7&ZGBdiY{DhC`JzqM}9T($I7pPG@WeT6#j@Lrwaq!zpWSKj{ZDGrM~Dg985 zJaoB>wparfBE^G=504Z+)|nLRTf`Xg^HXNPGcoo z9X`-C)K8}0yYu_%Ce1uE?oml6v(Tii=|!g z1muQ&%lUB(IpF&pJyd)S&=vZ3Z&9C6e^@*h8&fGGI@UbEj}U;A-~_u_-?|;C?4eg$ zuIt?24d=}dq_X6m2kH-93U_o;oU}UdCPu{TaF|;*7lnFFw~IoA)akW*q6BD8cvd6I*E{fYPf+pT_i?nxP)%Qfp` zjV~u~Bs(TsMG^t-`!Ms9^rOX-gnM6oa* zEjpxkOCX$#&qc=jjuOLHy!J_pqzb~vJk0w)_J57}Do&+THM=x3wz!%lpZJC4AEa1Y z7H1f0ZtQukE|g}u9y%^;)la$5>7m;b!CLSt0R~qD>iQ&4toRd4oypYpK7l|x9_8UF ziqbXVNoY$)sUzDAS9>mp_o8C#JYiaSb#+C;QfPT@PZT`OKaR;DE(VCWrlbemH1L&2 zW>-wY=ds7=`mrC`_A|jcyd(z)l=V~_DoZ;uqAn%&V*?$FLqoNxuy9(A=X_GxWYFn6 z>)?@i_S?9hKmXn6aLr(ItER~5mYdtL%R4B%6K`(zqOmadR&izWqE4RV`aJfafO-;U z4HxvCdaDdZnHZgFkDR*-erkdsJY=A8Oa)FIaZ85P68EQwSc>4>XGwi zC#UT@zG>~Bx)J7!Hk4h$s?Gy-#70IqyK=P$tC<}*tk=m!U#o;keMWHA`N@F7K!riJ@-pe)G(i6`m`LPm=(w{j zb>=9uVK8Zpwx{GF>!h^Whn`SH_5PT5|g^EFp=7X@Uk?hzD2=A}I~V8gCFebB}8Gt9jd_KQc8 zLhuYPhvzP|7>|`bm7|Z2$o~u zeCPpyf)juBd9C%&*kijLs#r{=Q6n91kJ&j?nTMF=9P@Osc~K>|!_ewMVelci&8^rT zdp!XsWfV0cI1-}o1jHL^bW=r&_T(TY=9{yT1;OL54|B8da#uoHeuFAny;POZJP$*L z1Ha85zEeUqeiCj=p1paXM;JlAdo1Dm8Y7FEkkk};TQLZ;Cu1tBp4f)Hj*`n9UY$fP+TRqe#Z(m4U-hTYHf z8O6uQ;lho9y!m;zRrujPm8h-{$NR-|!GmfWV4V&*7g?xTy4W3f74wK{slisw-lIri zM=%&ld7BIAQSwQ*uZ`4a+{#X8S6m`)eMI^<=&`;JSpmd1@LWOO?VOg(AO+ieYaDuF z#D1uTvDZ+FXqA#J$mJ)JJ;LAO9?sjt2^<7FWE%{uwcMzD3Wo; zdf30ll`BTS!XeqT@Rd#N5PuNgN8o3jQM!)~DY}nR>4HsTz(pD%j9HZdkIdsLco@gt zR%YBeV7Noeemm&aBIw$rc5HiVz zLn$}BTp5bPd`A(7JiPSB_vQX%Z4XJ4x3z>p6l&ws_}g_B)m2~iBxumeS*;l3efr;^ zw=RbVDuNpU@-UM@Oa*BQP6cm!PG@C>H!cDl%OD6vpuKUk#TftRH~;H**Fe4{m>6iR z9_{RzNrS!y?2vxhfVRGP;Q`WPsWT-7cwqg3{8I*i2YA_k%*aosHKoZ{dcn-oz*MONVb=T6b&q#`bKijBhcjZ= z6URMJZeKC_*J9Qj!KW9Y-<3;3=#y19R070tV!?}EoZT}yhCE0CthA#qDPnU(#H~%A zy<&jh99ku5g49#4bxTT1%If(L(fE#k+M8K~!&7#-=}T42TgDru$4ltG2I8<)Kj*>p zbRFol7~igSIHlGj$fTC|OiLCc#dB65LW`bT^skrwudl8wmO|D;gxFieUv4jtn=ZN5 zMWVmMqvX%-;7pha;+_ksaj|lXclEQgk$P9%hC|y1Gq-84WWHb2k60@fM}>(uhng-L zyhw3Q1gmAVr9w^O5g04^m>3hlJopH|`xXk%B>6bn?1#I3?(>+I_84+*rbn@)L-oz= zJan{RmCtd8{{BkR1N^-!0Z?(T3B3c$%0uPkFxS?RDe{fl@nD2;Ga&)nI{zAXXf@dL z!_pT|A65S5ub&Xie8Urpqz~CxU7{i?)H|L?{a`2Zmd=X|niV}_x|w-O;#tI*;tdGj z;*S+0-!3+4&VK64%WF7_#7C``04y~xEz_Wojd2pEjWt*50isZ_KVZqAC46y_k_uqe zrSAjG$IFB+AR6kyUt$cd=YTF`i$=ql!c&T3t+Y#S92Wkn8=u&^2-~;i{Z~CE1Z!|b zJA<#UI%#Wo!vYJ;J)*Er4Fw%_k_FICswI5pdIR5nIZCi?Q|S(&rY9wz=c5euzmE5X zoN8+c7kCYS*gN80V^S(f`!UyBmPm^;)@v~t$wAj;qmbejP0 zomVgZhXt%&smrw-I-hWyAHZ^&(e8- zA`!|wRz=LlEDx#1C4F?eNSR6^@D(nrBHx^#aS>mW>MQVOR@)r4N(IDR7e;(o1rw}26eZCYWx8d1A3!jkpcWAdq)di7d%Tb5OxrE_y zUpqa|=LF)8)PiOmJOf;@fp%R+bh%#zfxT6pVoqc9(V|e7Y|5g|Y=Z2D;}TFN^Z4nJ zv^MtFNA5qoy0+_{kj=Y>Ux{89pBQ&fj7lVP&wF70f8(gGX^swkT{eWS?A9kt0vJ#F z-ATIXdYC!{HSpct{s>)jxI^J#a|hB58Kr8nE)Ts?u&!&im=si{sWkVp`j^2MoL3ib z?m-wTsxzZvZku}xNhSExB_+5P9c-SARZ!TAReLODUWce*l(*cBvY%9?{GbqTY|Jbd z`9PQ`hgJV}vn^BBt*pjg4{7`UU%I4xb?@87kjkbrk6o*a$U~W)G=x41p&|_`I3Tdn zfmd6V)+e`@6*VwQ_Vs!{aZxpms(<$%e)~U%aD{x;(%A;O`m`go=J&Ojzx;4i?o7hF($-YEMe6VB zrJntPB3!z0L4Y#$W#x-Hvz7~zS}@@Isy)|?mTdVN7RmC3PWTiOfO(vn8GO@jrD*8jql(0CFfi+p}yl<%vCHT`vM4rI%>w?8&2*!P`-${HuhkP|*(z;8YBFuIL5=bmU|`qeBm z?zkPoU%67J`HSMSB!TwL{kOh+``gjGIAQT%A2KG1At~?`JdnBqttPcO~V2N4f{OGYy-@_<#b^0BMdu8uOU!T}4Vm#xpS2_akT=L!P zC&NR~_#5?sE04BmR~Wgho&XQyFU}S{aQACbByoqTqc=yS7XN8dVx2)i{eWm6P!|5a z(dBBZ-E7mB+4OzUVakQvTbWV~QT zQX+tMSufSX80_5$l0Sr58Sr=}Hg-zWKXSnzFnxK&L`hWLYE zbG4d>^(7CjbYo(9tUFDuItFy9g6R%OAN{(8!5K2@TTv`-jj-~edic3~Bc(J|bUrU| zV#azzc%_k{^9-ru{OM!BT9tl&57*p=#(1!S#QB4@Lq*9G#yF?gMLRDN&cOx8TiPK8 z{zYmXgIzRVLFP2bTHn`|>< z9JqAyXQrX+2WPy*C;8jeDEdzwg>*b>#8eZZ>l`V3)w*t;N~zRZGdw0LTML9IA?}3a zS;Gg^VpZo3XZ^-aN0tG~)F+&Ni)Y7_RLnc2q0J--#fncOJX|K)=jzk(Lrbu2Q4Okw z4^|>lB_170%!LmxG}TU9_4kPOic192J0Fx=upw6aG`YaaDg68EE2G(IBF0IAF6L!6 z8yKEC>?B6C+^ywF$H-3*-wJac}tkpZo*Yx&*YFt=@~V4R3TAS)LlY!ZO2qD zn@F=a$z_KpX0KJ342p~LpP!C;aPf!hN_v#!?J$B*C-WWd#E;cK^3@-hGS)hHeJ-nJ z@!VUL3wz?BSbOZOwXa2>1(o+R1qXt>#@sU zJFy$*R*a;8>368yKt220E9xdWw3ZlOfBz>Z^RXtkp4$joyYg`GDgS&la|-21$H^m` z!69Kk=VF}IGYI|$+`T*kOZxQ`QDTm-bVNceYibkJaxL^BIhp+owfFJIGX zIyB6bVpikUgVpD2^C)z~hT!?#eHvGO0fG&YcjT6yX020AMv}LU&;m9p7<97SpiLPo zBUKLA-{VP|3=?q;d~HtQdEyvj7F`(~X$CbJ;W0aHwA0_v%4L>n}Exw*xa=nGN zLL`PPtTi8)Qvh!GA7zbH@%D_Eqi^-;>&e3jx8&5==kNWWJueH|%J*fg{emNhu4y~*Y zx+ry#Z09uzzQc!Nt=93kv-hve=254G%-5#&&-)Bw#x| z{l9&Qvd{`rEygb2Y>1{medA8P|!PT((UVl7)eu;|zH;ARYQc)~h zwa=wfxfG?}tc#6bq}Td+)c7=qvl*~63VR7B8JU2t0*%68&(LARMiEs;nKT0kU$s-T zFnnz{tfQ?QCdO!rLhlf*3WP5z8 zJMu=~R+LqdSnLaUq=vJ(Ss~&=W|FL{^5g(U(LZYQ7a)|&2Kgl~3ShTigo$57D7nFT zKXcx{P|YMW(v>_ZZwGz3Rl+#L9GaRnJ;oKI^!j@`!kxnZ@c@eZT1>f~MzsY;ph4mT z&2nYg%nkx|Ljr;au7RwptPo|kJtcjrmSZv3c*941v{Ru$c6d9LBeKao5$BZowX|t7 z6jS*q?M%p;&9Jl?lnYI6l=>;e`+niTtwGeAY{cA@{#5SPxZp?nAeep0e&0$A%EPUI z#U_V!=+q;@be)zuy-!tHeJgch&PuHeLhS0Q%bsL9@)b;BV zZf^ET{02oQ%uJV-RwnD$(4mm@$oSb!@Q@WJGBfaHrWNE)o z-6N^Y5VFq0wd#^J>KWw8vic8V#ecu2ul0hvnj7gHxSc%3U)Y;Ph-{e>uxGLd?5qcj z+juRvTa;U5BNJ0FB$4F_$?^>J@dOME8E&ApI{k0GxYpiicaAPQWC;25=*l?*K+|tk zy;k|?23jRU8Q@A<1<&sDM9mR(;>4*CL}xd&TpRxRUp~##LhM-071IE_ncz?MC8@M` z1!jD>OTIPQh~$ogF)6q~KSF9P3YhM7Yp1E!?em1+{73?O_hVl^JNS8t9q5ME*c2kZ zp1h$d#p)qmetCCVyZ+viY2#7I79H@rSBv)pBe<3I&thDU$fpAGyPyh1kLbmq8nKmWFTfV%z-? z%NS84D(kL6s2uxTxtc15?96tt_{dXha^&mPwF3v+D2jU2$)I?b`$bdN%i5ywM#$7a9U8jmxJd-qN#pr(zuFi{2$4*q--^)LurQ;9pe3y8>ACMKo--aZ9x2^1Y-z&X!fCNC zgr_Bt=Ts$#B|N+&0o0(tZQ(#&<9OcxoD_*Xm%5obng{H3`Am*^oLcak8&fjoj=H-AZQ)%=>N*YTRk+DPBBTA^7Uz7-})BS+1dio(Tlu9i1@v z$)c(YI_~m1Ka;GX-^!O{5~mHr7B3K%|c2fkEn9l@)Bx)K)fsA-rBmgT;Ivmy^HDctv~L*Dn7mhi%#rh1H2 ztet!89#PH*j={wcvb$Hke%r)EF_oq>4%-}14vmHqY2z`DNfc|HMClrTXtkJ#!+A2^ zVE9NoH|Z=jJ?6Xbh_CDV+ke&7|MTP5Z_XCqws!^N!oSm<%Y`0Pr%gJ?pKjT{U@2R7 zU>Q4{$GXKXNbfUKM<&c~nkMOF34qu`*z)tA3Xi-c*qm^-iP<{R(m+~Z1Ys8m^hwia zg|CQ7=|7#_`3crw5oQ$n7@IR=(}GTzG){(b%EiWr-sU_oe73LrY)!l*PT1RB>T5z0-=Y*FoGvVc`1Z#heXsm&42W|%B0_hAh-XrK5Iq2x0YLRl}W*U9kg z=}n#Gdp6~wcJmP(9**iLmRlId6rFVYN|D%oQWWDL$hUp9W-X?x;RNz#zeHG*j&dfh zO6SdZ`8!jQw&^6vVr1HMi^lkxGqTg#0EUb2sNImh;N4!={bh0sum^sInAcuBcpdeZ zt_(=;3Exm3WB@D!>?VE{+cKnOb_x&tgh&8d;kydi*RC7ZwW!P4$6$Z@&RFTL^QFhT zbY2t?df&Q)UpG{H_f0_iXz1ecdQ~lmX(EBDu_n5!f2z3C|Gm7%2+pLOmZbD_@$hT~ zv6GM;NH+Kyh%&s97D*4X!j|#2Td#~LO0eQI{U)~4(f|~l6!$X;6M~5!1cz#{-X3t+ z#n&b2Si0%dxfv;0yV4p`Dv*@dRhMO%s~RM(k3-tV92!`+Lc0JutiF6f5|4gJIP?79 zcM|ZEF_%vpOS7mZkt1H3N0Zi+zO>P{VtPzYW19ed0+JF`C&tXau4=HLWn`16u7U$G z38=LxDa8mp8+uD{J+*b8OG=)#-F3>azM+rLS363tWACChmF2y!*aI&r`el@oT+_oG zb@);{oa?f6tVb)y~K9=!$Aj_U8|>ox+pff6VF@4k}~rke#~yd zj44&8usB_?joq~X<>7%Gw4+vmEit-VHh_FP2Aj=hKIfJs(Gpl2<^AWr!wO_YD$~jM7YkKT3IxY5EeYtwR1=% z&lyjk@r^$TWIG^kimz6Odzm3j^U8^u#1Z}G9`Rm9RhAuTiJ^sVEp`Vwj3Zb31L^Z1 zD+j>~1^M^fi3maS<(j|1h6VqFDoSLP=Y(QTB<(I+lh1E{t*l5Nd)3(QGAzILb6VV`T!+tM z-DgV+Zx70BJlJ&g7hd}*A-@}#06G5*zKL~tq5c{c~QZ1&`++(>?*To^d=wPHo z+2z}Ya&`{qt|nDd+KOTH6dqnWmR4fhm^o)PbNl7L@45d`E8Sx}%lEOH>!RN-x9637 z4t*+|l|(e>jND4^fhUNUt;(qDv72K8q>3yWLyM8f1GGTZH1gGEVosU-#x+z-jFi)i z%+sC5Wmr=n?Cylj#+HnR;Nvd)WrpU6jZf|kroM{8P@&Not{8o(-VYjK%&<+a>~e-I zk!jG|jHd*$UPIR3V(6^JAG9Qp9A&r0QH?*2p;jYi8Dm!VM=^|<+l-J#Rv!S0!Pajh)HPWgE7vSadBb@Ffw*E`)>xCnlAMwgl>+z9co&F1q7u z2jQP}wri8Yh|iU*3rc;HHuu15JRo{uh_nx>KF>Wt_{#>2vf7vykl_7vYm+2rQS<6R z<7A;6q16Tvbaw~akyK3}>oR8pjA+s04$xY^Wt2~_V1`k1m=#!n=Y!wLX3skr!jGtC zB&j?EE|nLZ2>zrJajwR~V6Tk=2?z)>q%qP}ui}$5nX+3;=1yTN1Iz8ulYOgN?A~J8 zY8bk)dka~$;T#fDwP9-syzI~3H~u6|07Gy?h2<$3P@+rmcYSV1rX}Fu@GB3*PYY3u ze}3by?Iciq=v4^>0=$0zx>$1)&J{6hebjg40ILP7Z75%nZjS4I4fy6*iw1$<3(DFj zNXoa!Yz3TTM)tvN>H*h&f^j!C^19M*CjkhNTw$zqG56!`?r8Xsh>>;QWbp2n%kDBT z%`jJI`F#)4E!Uzy7MRMksggAPai79C{8Xl5?C>5BR!dg$^j1l55g~ z56sDv_GH+K`wM%e>D;vAH!;Isry3#OJ?4mRT&qf-dEYmbiXIftao&~ z$^}rAjJ`MN_OsKPxxZc*P{GhTW#uZUQ{ZNnUG-9D>QTV%45=-PTzYyZ6II(-kZpmNEnDe=V4N3%Af+nA{> zXoN0H{enXRcHM}n2imBixBTALoIdF70{~Re)jbsBq4nk@RXL(NYNmSX)5ndQF=Gy* z<2tz{QC21FfMS}r7dk0t-<@6Y-XQ|eh*8=!7D>Kn8w-Zwkb zw;(jlrXA>L{wLnM!q5<>$=T*d)->HFHDimzKI_r7v0ajX;rR&A(BtM=8Tjx13Ia^kh0F}10_ zzr)Nr(;mx{0zuhtvci`~>kX%~xuWa70j}LO$)QKivt-r|coG}70`B18UF~Ia8JmM? ze4DFbC0VPmUiuBYMjku|iPrV9!u_o#ccIw{*jyW|?!nhGU-4wE!q$D<%C%TU?dWfU zduHUO95+v%ggFoA0@Z*of#A%u`Qmc5GzsBxtPFZ$Svtf);(kN@u4t*w>C515sUxKNq3fGEZcOtC2L$slL@F zn6tAcw(c2i(c$4-ggJ8DR82D-WBx!hfWy?zs;OAE`CRy*J|mgUp{{TRfp;r2m|t{_lI`f7VJtkFPl7o+vS- zEj_(Zc7W$5g8d`9e=o-_CKf9C7uim`x|>$buySQ|m3CAuTaVL-?NdXs+&=0-EOKhS z#U=m{d?8*+d6E8(XcON;J1cyC11c&>9BUs3wx0DVKFS}b(Qwuen<YkFykoia5)E zdB0F3p^%M4wTMk!@BI@foXl!1c5+sJlEbfp5=TP)LRjkvS-W(G3i=KjIz=9T!XFdI zyT+n;oRSQQRb#Wj*7G5YX4vIfvZ}@ix&*%;1k=O?eI)L<*1Fmz7T4ViOz)ec9L&<7 zb<+7Pb5HNMRrdF8LHAi}>so=yD7xOAc&y79=NK46bzP+NPLd)Dycmo*IULs>-#=f^ zg0)+KG((w-!rSPWlaR0$`>Zo)vU6zj4BguK!uEM%nlT1>dfn7ES7Xac&cnAodUkX30Bzp*?%#0kg=UlWkI=F9tIu&+;+-j|wpBVcdDIqLM%)C@%7fF>} z4+?^v)$osHoq%*m&4w9ell24b2;0>+-Ajgd>gl&dvr0(j&iqm%INI@#y__XnHm#Ap z1(OFD$eX2B_r8vlsq0s#|Xb?>UKQpI&Wr! zFi;agw;IeHRujnZDaDNbWUoxz=QFGHmh`TtGs<*QUa*M}l8=_Hq21aGN)bbk5p!=!FD$d~J@rhbJI7-B}Nxu6R*$O7T%EtsusGIE{VG?V-6w??pZSX!)~q0^E5 z&Uh=nAHK_bP&-3-)f^fzjc-i#E^S3sPOYQ+&bvlPS}7!R8u=TkC?Rs)s`r z-msn;pwkQN5e`2}#!qhN>buVJf;cu@rz?lm)=`05j04JX5IGM){q{_s?X*7v8;{S)q^RoR2&jv&Z`xl27rV)R@hKAxg|@BulB=sAzbuI z>4VRU@1n<)4U$ENmZPO&mV7CL5l0wfdH+6yaLDvC&`5W~ut1KMQ%6JXqksn48HAz? z=cP5opY`DTK`O$}wXu$tYkMtSF`;}eH)(4qz_o7fD_!J7{R)GTKi94z3kAj=mdoNuY~)5|MPoXsnZ&h^%rXI>4=X(`?|( z1?HCf6vkHuU@3xCPDzvTU1Pw$Pq;mqd{!92f&sq@%VgYu)(YI6&y{(maputUu&4gx z?YjGNMx43ky04ZE&U6%VOF=_8340QmKG7` zYV7e62PgaW-`o+gE=e9ldO}4D%;c7kEhUERB{zt zi%8$_4iW38VGDXrK8^R$RLDaBumj28$k}j4@7d}3@;wX?G}~hfKTiGTTRmjGWnWEC zd~k}62sf*>-0mG57Jiv%(YL1fLrzNUsmaObr_Lf z{$bdRdT4y5V0jwH>`T{oR65kMg8STb(kSBfiW&_DEex0pvR{|1Y%CyR8f8c`rU1=o zYu2tNxEELMi?FJAg2vRP8shZo>3Om{^qN^?i{04;jZINTN#QJ0RYjs%e66zAbLY*5 zz7~9SF4PD}+ZxC6@8^!Bq8D&GqU)!()5NqS?CW&XKW^-fKVlC`BunauqvqE@}-2l>d#DwuKdEimV$pbleWT=vxve=DU`il;_` zB40@M$=sRd+_b!MYjprINAnJb_nq#?p6ZhD@r6z&z;Nn2AaX<8s38-0nzi}Q1f%f4 zU&7%`g2)>`GgdqbN$cFPK+p$BHvTe8wGTy+*oQLs$VE8mw1(QNDbor2Doy$LfcLLV z!Yd9P!pR0RAm3%V>(z{$>ktl=W3%Esz4^UV28~qpa!%1^d!?2|$QCUa8c;e0D ztFL0lv$akq>gOV~GKE9hPNCxzQG9vfv++H)ApiWx5gSym+UCZt5oL{nSUYdLdy4V2 zEdL5L*-zJ9cMP{KjF!=ow86L^p3M40YP2^p4rh<7fJl(5vBTe7NOn zs-K4|-LDVS3k&quAGy5-9oYT%9rr(My(x}s$e6l3!+yfpduCm0^^|pTt4+w;-+UsJ z8{``?Ggc2Vx3%#bn|5iSIvP0i92~fS5M?YI1ik!_E&R=A?2_X=xpmRzBK~mo_c#|r zx-3qQE5mmDqv-_iDhD)kzD{}zGbsw}e01F)+U&zneMGH*_N+#b|FhJ^*B z?Vx1F{JJt>HsYi+!ge~oM_pZml~tsrrEMZHb*S$4BY%~WH)ZHQJ@*wqYK2s(Hy2Ld zV3|BMkeSJz0^oW1Isy*yI@Y$Q951MhhPmT! zqz%NHi2X#dF?4EnIao9@Jf_UbAEST;EH;{xNyi@kB>-aJ3prPuAH^_i{!#$_WAg`S zet}%R{9NgmApPGw(6RCJh6eI+7Bb*A>ycM4Crpq!Gy+Tl(2q}a;xedK<=_g283&H| zDH-z5y)7pn)nN8Q6E5BH=MBAydsxv~|C#&H5ag~rN$>15M_oxR)!2OhHp?`IxvbJ6 zNYBxPbF|)Rc-(`kP;X4Hti}E0N=-qCJK<<2c_qg@t{8uMY%~+(E#;Dq$K`dmdPSHV zVFiuaKRN>rI;M5czGLXvca82jvo8$XnsPyL1p_JHgdsJkU|~TJms_#XGL;r1Umw_1 zFpQ$YRfeh(Hng4uwbPPyDP{MBkrWIm!`D0TZ#v$wJpJD~IIW973k>&Xi$Ku>zCwg& z$npeknJHGMn@JDs=gC|Yr{QVH9BrM2kg0M+a|d^v8N3#Z zk5Y)rXiG;yZ@xRZame0ZUrX^YnNUVMS2MQFIa>R9I@uV)56BAT+vBe zVwk(Qg*RLFd3YQ|vojr^@ZONa^;3{%8;pMm=)3BAG5^w6BwwOs-ORV zLIQ%nYB+x;GJ!bJU-XTiIs(25W2XGq#!mr4uT?-4V#0)WM-Qhm=g_V2WRb1#)Mw2F-4g!1>PN$s zwvxr6+eHd}v%leEWas+==L4-(E{b2DZTd7ecRijtjaM*p>ZlMl`cv?N4dvh=+oB+V zJ)pO2I$r7WD-+OK(oM4ZkoBwW@j*!1p-rpnQRS@b*3JBb(8iu_gW{d*D=8nurei->3N&OI zC7h2f4T+UssJuw*{9_deym@+mD&4@wGw=i2TdpA*M}KY?Gg1_F2$w7V-P-uP?n&>k zMs#pP{x+I5U`rT4-UjfQ+9dI*6Ki$GJAd+=ZGrVl*sH&ti5%n)a*au;~41{S@&&38eNrBTv?o@(#Ku zJGZpHOeaoFXF){ONF$+>R!AYC3^EI}qq^j#>pWL9#I*=O>n6=jj;qA|1`Z_C%&Q!b zx&kOoL-p__&DFiyot}Avn~tHH(LrT|q;o4N?OS1T&`JL27*P&qUl5~0$D*pB+}*|c zAz$U_o&>AZA(7{;}BH5x6De^hv(p zWSIaqnYPi{_36S6JG?1sL|KxsTul7Y5fYc zdL7U=NV7=y%T|9RlkIVXY0H`NF%$qo+&tc4Uzh5qZ;k*y?BW1giE;t?fxJ+TTs4;nY*4HS2DlP0_0qvTpg-|Tt5QJ2U&#V;e}7VG}THS9$H*jwtO8rD2?um%X#Aik0SD6j8I*S-6&TUQ(v zSkK>~W_Jy6tPiTZ%y=*-P%gHSQ6-L#+F#rGr>bJDm7ss-p>49$YX~Gi|JNS&KfEJ? z&>I~S(qieXHgkpdy4uOYT;Dl&U+Z5krBZ{0&rGt9jy|(B>V;NRG$Un3jdhj&=>F&| z_G%HZC5k<)dTdTWP%D}}hL6X(KHt4BZrvtcf4JV(%Uf-40bF|z*iuLTd!}xg%Cccq z>ivA|4X^k#iQD`TzpJ2rFx~8<@sZS+#dK|4$qTxD*&5t#pod3|q!d$P#X&Ass7m-% zosm06%LIovp=j5b+`^W|TBN0CiqO(c{VlO2_#Lpe0G6#k;iC#gvA>+F0JrNA4fgwr z4UnJn=F^#9tJ=i(pUc0@6VZIaP(;L$>Rl?QWiA6GZ*I?#&ZXpG@enYRAau;}vi zQ`2WzzLRCk^|mvuQasY|=^Ui?U8K==-#vOON6c_K z-S6#kSK0q?xzZ*ZUa<{OXUiS+7l;|9mQ(w4q`7na5UfooW{ZTT6=qE;xERpzo)pbX zgZXi6D4n~Ng)NI;lyc6(ba``=nEe#D1op0yHIVIMers;vf@b>8WyaEj@}{w*&2`+U zsjfzPpR(nSC&@;gRr;yju|eGrf^aJ(%(6^t;LfZkz@ICa`?60gvh!V&bZAz8-U`o` z9o%JN#IJF4bZ%r$dMF)}*R4e|St94}4sbbC8&yWY{#6>&w)_U`I(|nq)wZ}gE8FGjn>>92>XNQQzz-iE#JzP6kX?ctgB_f08E$yKqA-E6NZ&^MCioh8yCZYw|IDUCvKcX0|zur#NMvbP{q#J8*80aT;1;XlH2rD>Xfx+-`^4 ztC@~3j=ajZewkChCrc;xs)B&vwrtpvI32k^IM&h-{%TuZn?axux^5#$>|_}8-JiH3 za|1F$mC-gjf<@;IROGW-yOD_i2?ZXv_|t?$aoO;-)0jAXQuuA!A?vU`yJo-1=i$25zh48Z#4FNnn?R-bYE_`J&JkB&z-Sw@N207&;z5IBc~t z!8y3wD9k-6EGHfBlwep6r%Ha-I|LZBDFH742M&-9Pokm{evgVgr;Go&-gQ#jk7ATk zGGx@-s0|f*Ut-c&a2sdWM*s zdy7$4)rmw}Zp+9vdZWn~Vmmzo4zFy79gf6SkV&(04>kn{-c?$=B;v7-ru`{l-_Fh7 zpN!ufK4Qdp<80GunKJD#(HwMC6Ke)EArsWabFWwZkPw>U4*{S|MxHp9 zzLIj(En7y{`S4@#Mzj6K`PDYxM|hTLpC3Bn+_Kzh&-8(FOl`c9ccbH=nr$&sHgVd# zSoEIK(d%t^@^)c|md{AIgkzSS5w(TX@`uwq>t;=_i`JjD_sZLEH1IS$5eszeKS127 zD~H?A<@Yf3pm#NLz4jzmgVDfu zC4ss0N^YB1{FuV8bAp%(L8F?xESF%CpD?bKWA@^8urAnAmnWG&Ly-{-5!6#;uT+he zAu@1uoux&<9`3sg2M*D{J;u-6esHz8(wiLRCG)QIkIlrLR&im8uq@U>ZmUj;Stq#D z@La@bsh}8dEf=sQ{c>u`PGHhM1RfzHJ8W6Hl;z_)*`bd%q9gl#Md*oRSkH7U^b@zT zXs_dww$XHzD(SjuJ9HyBM6>d3A`kz~b{U(L%W4Pk<-Ec!gEtnxhT&&!ysOWS#} zV+6dss8H?tHrzVBn}1refLd5tm+rnfXm#BuESsHG9*_2k>seFcZ|8mZvMO)8>TK&v z?@?d|NPJY9u2pWU*|XUWbd-BkxFr#FZiTP31@5NH`S z9E0!Y9`Le#uBBKp#_p{Ot^0f+Xu|)22Y33i*saU=9z{312*s~?OV+;{)~o_ffeB2u z?XSn@I;aeU&%YT`vQE9LocB_4#`!>=eZR@O#+&oR^Iv^}l zPB@@5ZEOseI3p`=VEODiK`G3l!#;V9Qg<8P|V)nZu2nj0x07t7+K zWbOy$i_-#^nJ1_^ke%1j%!<(HFS?(ArSwO<_PfeObZsS>e6)DAtwbp&=^CCv zFsnu{l#t9d>#H(Q2**Bpq~m8$r>pH=B*M2B6LU`11C47IzuUIenuR0E>1U{64P(s) zcZe*udT66Lc-NPOsmJL$Iao8)HA|AZN$2Zh)Pnhlii4zGI5}FO&53IX^Ml}Y+Lj6~l-63XzEFn+6yBUNRXp>>VBOmzB-lnn)ehru zxst2C9gB2i{ZcYf??UWLmy)eqlDjqgob<663P)GV)bgrMeg5AYe;HL&{uD^wvX-+? z`pdEHIY42nko(y*@>82r6#L7}?U&eNW41=175VP1_lB!(vfQ6Dy*cO|+7Ym#|A+m$RHAUtT zXI65_d$Qh#B8n&PTZf+Z?xrK~4j1IftR8LF;oY0FyLpbrsWOmoX$9QMQpTM93S&4mv6%xK9c_&gl z5z*M2T>tTg7aQ$28GvB4$|%epeCjr+bE%OQJskv(A)hS!LEtN9tx?s|(;8FQO2s!x zR!$*a$1+^YQ)X++SpEcDuhK3R)W*az2yJ>-`NXcI7dMHZ9oL!I?Q3n5X1oM2MWZoc zvFGEMh!?FG<;NOu(WZ0mtz?}Yc=;R32eoqoaY?LGuf<<{IZO$d#>%lN$$u(JPNr~z z%Yykt6SV*3K>80Gu6>=cJ{fy9{9qADL?_jf`>4mRgy*wfCBq0C8v1PUlw{x_L^%Y- zYO6T^+k0!j-nk>%(c`+fdZ*S}TXB<;df&CmLw^y%W61&i1F0O|80yWE{E}|17wcxX zuJ@m^6}F>n*+!B}w6`C!EULR+ALJ5$QEqrdVpBfNmXvJzBGIVt!=$dNYV3x+s(~r1 zzmkH*^L_I?zQGu>9lzlbGHVt%H%*Z_E~}?pGoR=9EX8gc&f&Yv)!)sP1NPT8EbuXr zsqnZ-(Ak(DD4zmw7z3%TyWhou+ti-Y zovxdyNt1#@o9~r+t4xqPP!B3j0OC z5goy09c8X?%Wg(SK-wSQ0-T^A(Sy{?=vw;Qg zZ{#!Bsc_9)!+5v#ee(pVA&j{@&VAV0z}6P7wDO(szmEyRw=(GuUP+Y(YIdeA8Js`TAo%bm=j%3w3;MQ}YGM~v^n|>`>onlqkQE~1P*p7|c zY|RNK@Xczx#P;}w=91V4Qwx%)I{Mpiy&}kp1elFgM+yRZI%G?cO>ix6Rta~cUf_3* zpwt;&b}%!W|Gw&BH@4(7+EUbAFe%I)sqyuTnCldT*-^VYy8J|UuEIM8v{f_)uJuRH zNbkv1T8#u1%2IlI59STP%+|yrR1PM1(-^WsQp+Pw%jpVf3?OO(-bGbd5~GxwV%!tH zB)hz+e$6%ciMuKe$M>~?isnIbRmQCNSJXL*#XKQdzrhD5VcOd9Ldy}CRELB(+t_FE%#to3%!}tBn8FxYU z3W^yI=QnY!$1Hi>aKDSxF3d{fTJ1*hoW%X&+KrrYk6{UKBobNF(`yUwb~NuW36DPQ zjQL|Xxy)2hP%wMAr>AcciEKAQrtT*n_fG>LVRmnzXvrT~EL=oB{z1^;yb$;`CHFF_ z87SW?y!>-f_9Ete;Pl}Sg572uQ5WA2f@MGJz)b9vH1G!j z=$q`ePvD7@zW0aD2-s#2v#2gXP>-g;x6JS;Y46Z4{S3#ylO(me!m&-6A(U61C{Bk0 z^55mPqwF=6wEf?Cull~-zO9{I&b=?o);p5@gW&tLq@PpznW*ORyT&ME-Z$ILjn2|t z#sO?CrEdy_W75@}9Nbz5esX5F6Vap&8Lb0Dd*Hu z2Dn}`-`{@_Tz3sT5+%O+G$*@LA|AMWp>>5%zhb!X_wEHeDz9DzvNr(XHE#JI1mkJn z1OJ>(zYK3~%A%h&bNxZkdy;;+A$y_xYFg9Wwcm3uXg7Rv=>ems{QVe4?oP3Yc^9)K z+liKtH+qgAIL-(YSj!9G3c`84sQfHlTc7L>hv~}cCb#;8R`kMjYL{Q-H?O659JDr^ z{{Fz4TPtR>cB1#)O(Y{W3#VWTS}R-`KhP4~GZk7rNhcX!caPy0v^7;SiC1r1+nn{o zzFM6uebpc-Eq_Y37S}0d747HI8(x@_jRS zH$>En*oNqiMN8Ko3pv%g(L;>j7a~h-f{<^_K@HFU#X$d;hrQ3;Yap%Aa3o`$uQ-4E zR@#>k^2wpk+wlj`zFGC~dy;gJ(`d$}8W#D@R$I{(iuq_2wLp@zw5L+JQD;3q>hs;k z+?UEHrtH{13UAVhcchl~yo3$8L{$ax(}eC3YYIl78MFI9QQ4j48_F+VawFEc4)t4W z8}0gWg>l0~lkLZD)HtX110GL_$n;vtK=09K=gPx0m5~iq&<)kPkISgcsNCR}T>a?gBvcW>vR zT1nbe-_VVXL0X2D^VveXu?TF}Dbd{Ig?ab!c@yIVQBBlJT|?Sz(s?)d=LtXr?e7z$ z8D8*R<@B34#gysRjC&K2OnbL!zbK=zZ4=sY$1|+(;}VJj9POD&o~DBv=va-Z@_N{B z{varBDxw2To+9#sSQn0Hyhr@r$wY;Ea9pL8`EJ+y1U{Scxt~Go!O%qahh{Et6+Z}c zXLXA5i9}<3KDY%vg#@KU(T1hHa%qkA>X$I(6{nV}$1huPfObzv(}S8PetWwp6}c#5 zI(%FbfJtXtjohs8pTp72Z)ED89WUlC8DQCsD)mmiL1EAW$kVoO#)Au&#d_5 ziRguE54Uxft5ZJ0X$#S@JE@COflazPQ|bz2 z%6tG6BHF}2;ZaeoQzM7F2CLMw%cr}IOc@I%f?922wrXx~aAt(wrPi3~*)X1{0Lg`~ z9tnzr-xJuj?nLB#zOQhHD(e2rUxkr?cfdbw!-0y)*MLC%9~!$b1?_83e?IK*W?D)N zPy`orU-#+Wic;u=BfJ=t7!`Z{zwlJ zqogC4f^#q`>Q>{y9bgr@Bdb}WT?{(2+GnF*I z@JZ!F9M~rljqo^r;HMRIKqXnX!Z5n|AE$TJ()IiJ&WfGDPfETV2Qv5Wt>OnU2rB`O zJ=$sM&mFlbRTCkuJ?>?=89vt~-)-F)MW@VHU*55>N>ybyM^K9X_YU=M-(OoSc6M_^ z$fVPF_nh)|`t_!0U26dnEcm^U5N~JS_-;%2Sjj-lA+O4(Wksa5rjoH$yDHY^BN(oi zYt@Wklz&lpFmk-^guk}Zd!-z-rRnJ3LMPb3aZ*udRX%y6%jBFT7m7cHfOG3A1Npjn zS2QBB)RVe$9r7Lxh2&a-jEU8LkKhg=WmO3h^WSu*w$(D1nUGs}jjXi4SKsg2c<+KP3}41@JX;74_z+>}E4x?tQDhF;p6 z7H?Z6a_#`@6ea{xsmBFmY>M<#W zZz`i%NqD*syA+Mr3?MS`MODf!J8VMyQ)r6}=ZhH2qJ83!m8p$Sv*|b|yE-C?nyi(9 zO849Y#S#B&2KHA8L>R>6d3O)t3^qqp4Pf6+anktK@O{5HmkAW_JSV9qKSgwN=qT*P!I+nL0q-P=nBRA**T?7Joy8=eIYO}6V-s&gu~!$whQSrD_#rfnOD()V%nH6}1$PGUDbQBHVDExU@CHQr3ahzx_g1_J+Q1yUtF zB38UzeocW52e<{?<162~nXS{3Iw~dc!6o1P)lIm^R&Gg&KK`ar=HaWuukC)A?vvzD zmHjXesNb<5&Lk^e6OVtCUO&0il=8y!0gBI)6hR!#bN_jvP+B5g+M}B^pLd55E~j=E z-GP$WP{P=e6>YAZ7mF~orY?2Dx+cCdH%K#$fU}p6P|Q0#h9zQ8K3wl6wT_)Kr)lWa zdZwkrqp3mu=yzfKQ?VZ^V%W$sJBE}?eka%|JEF8=8|rFXacUdxZMPG{R1!FcifoUmg9keUGTCga^lqhyp#?dzE1x|(0Oqywpw+B6ua%q< zrg@MBOGMiWvF(yV$#qz_x8#HN9|Y+NH*n`}n;n+?o^-nz)%@7=Q1IAe^356nu3CfnSPXf@ zRQ{?1;~-(Hi2}1zpKR8FapDMeTfpTq)~_17P&hgJ-0a9IS+cel*F@GS*mml(lQ(8- z#~LI(ZVEj5(|wn=<`Z$YTop&(wvwWV?lI-hR($+rTCPy^PjmD#$aB(2sRj+UcgLTMnsf$+chW z8}d0QphPEHOV~uTXNda}WV}oMh*3c%wmx%S`Ta9+zaA*zyV6v3oYNz`|*0_9;v17aQWO$cN-zy;~ z_+BNbWm|U<*Hq^RS-kZEml%4~2rBmtbHt^sIA-1tkf(_n=MS)Gpyn~~hwSb>CAUo& zwi_Wn*JAp%tzKFbtH_t?H0Bw8<Y6n&-B#PqCC?+1Ze@t*AH@w<3Qh|y{MNP5iHn67uxyWv{E0PaX~s7qG0 ziJWUo?zw)FIV!ERfilX?*1fU1V?A80eFA?OVmIIn5rH2VomO|8M5m8!=9}Gd&zxuw_ELJD+!J@EKRaxtXuMiYDv%h9kp}rR0k5{9+PunI9$7N2lL$oSd;r-kZ4Fznqwf7Q>I508VRfMZlg5t9+4D2uOHSpN?F`?Q7 zsuCWh@`-xaB`;X&XpGdp)2m%_)^$fvKk-xusAL48I2kv1Ka)EkhUAA`=-5A84>|`u z&EOanJm{d96fc_5Eig}(il3QS$qrvwV>^HU2XnMLb9ON2C|mCAjnbh{9yEgUi*|F> zm@ExXi>fwgGA~+H8%r@fIwQ*{c zesc&FD$X=VM!e*B%xb>QC{wYDR-5{*z+hxlS6M6;ABWc_YL$XHTC}~RnK5GFa-R&v zY9xoL-U&B$uvXl@_J5(RFRYajypnr1&w3KejNnpP=qxC>xZ6CBox+>+@9&Fr-O6T(TYf)i)AoRZWZ@8IRaI zFlwKxS6-8QO8^}>dv!7kX%AE;`j{T6FRc;fO3yjXt77ybidK7(w?w=$Jbdf2px0WN zAtlK1Stu6;4db9T3X_v8>zc2d@r?zpEx+3KF1td316AYKk8dV5%IrVfnB!Ae zp16dDM+~l1^$TDNU>g@AjRw-J@?DU45_!FE5-EPS?mQ)sW@|}3OKrP6`G(=a&`VI* zq*A!t{KGiT<~Q~ z<$;H>Al2m&Kl4za0Cof4!^DUR03LgjWwxsYw`qHz%PGL>H~fDXd&_{fmhF8Q zPFvbSp@mXfytoE;ZHopi!M(VIKyjyrySp6R9TJ=t4-h0kAOtDyP+ZITr{~&x-z&en zKP0o|!>pM#d(W(S*7MlI@Z0h#fl8)EZA$aOvx1e7!g{QnG!sPvGC(XjJ@U$XccX5< zd<7l+^}r^ipLD-I&C3Bz&LEAm{NkElF`{UXSueC=7*x*-tkCo~PcqXI?mp(i*~i$y zM5})63*k0ofM0WP&OwlfTI1%gytZ6D=8nqg>*qDRnL3{-&q(OLT5BWrGKez__ZtRv zmMBnI{sJOew%$4iTIKhUccx%E3VhktEBZbRZaPA#kJNFSFQHV zhjZq#o*0>mmLMh|6LBojU7Y)Lnh@}7u)eRHjhV8ivKi5A_HvPB`i?<{!4_b+y1t?& zc!lq~-mBz6YOD3+5DMqJ1!=6IUu}3dmrh;QD7_YV`(v~&pOY^re{8cjL*N$abql>n+P4Gq{p2Pn1$PkYu1KA_}v4+*odNnF1;3vD! z*;*%VO@>e_m-253oD#>$s;I3Mp`#8owEP9;ZtEbu!y`?tuL?Y_D4=taz5Y(|aQS@O zO^?redCV<}NvHzwq_L!lm{M7*_Q_Wl4)(R~1KwDad7Rk1g^MQs+rL&|Gw(;wgPrmzj zPEoRm*}QZC*|S?zRKfU?KF4l@&{P{8`|l?4(v$_r(}W&SYpV!CF29Gy&6#F7X2|uYTsG_FXa^A28N=FFDblm%C!O_X;Pam`$VXeyBVqE zQ4^*TgPz>XOoetJmDOZm28ML{L81>}e;MgRPEJnt3Hz1fYnOCh34JeO)h|k;n8h66 z-I!XXrpyvHS&c|mHg(V(4qMq2z79smtBO%*{;nO)MSV#5{Akg`tG1uY6J9w@cN1YL zG?+gqa&GGF++iB2unSmNZiy13Xo)ek!+zGWi(RjNi+$9+pp^yfHN~hS34`e3p#jsi zj{ev$v~@?fQ!H|{ZTH>&n@j(?hpP^=api@iVhFqD+h)z*nTy*6TYC4&F-`_HrDs|f zX*WRgpN1=$WH6N!O%M{FiX9;X<4R@aDav6S;!X2_zR`1GI_AMYaGYHo%EjB5-FK7v zjD4kF)-yMbT?cr4^B23=yi@S;^us-`>V#w0R3q2rV1^Bf`bFx=zW4C6w+6xm7EKv- z9TwSEKkK6SPdmuJOwV8>tS7>hc_ytB==pHlLLPJ-M!~uc3ER5tmR6dq??sH6c|}W` zp!rSZBF(3GSvT3f*O?H?RFr+5AY|-hdO(jm`=8DB=Fc*c#VmL`(*}s7G!H=9Y`lMn zbGit^du8D-f(^+X=DvH+yLplZO4@y~Zma?1=gKR(&jbc-2eC#9e0JhO+GN~sHB70a z%vCxQZNdPvti;_jkW$LqRq!9zX^FbTv(A09qQri?Or>-JxpGWDL|5DS|K_{gn&sO$G~Z7#G`mh@44wI=e})$EKUOi3_E|J~swCG` ztV+3V{%1iIFa)v!irR3d$rYJ0D8psBHZQ|U^TeG?Qb>qAcSMd(2ln4xO( z%#fjNUiFG=?=nO`n%=4R>*;xq+E#{Jvtwuu9-@L3?>xW)hX%_Sl=TM=Dq{;vQ1Iav z8`i$<$t;Z=DZrZti3)scCz;} zjhMZRR1WhESO8}BnvEn+w^L5z7c&HqLXmK0-TC>-pcql=Zg>9_M`i&aM7CbftO4ha zn6!%2V~e)8GsD_j7rUB^QHY|l=DF5O-q`Z8^LUmibTxWs7j|FfacOnv^g2IQ#<6{fV(SYm43}WH_SfIL9tMvW-A<3rOtyz%sNz zBiy=PTd&f$6OTW~$sx9SJ7cPmc12*D=`j|r`@bG|Vjn>FSx4ATZpWzxuRf=n} z*l>MpBG3YSwybJ=x@@xB1j;Kq2PCMHQ^W~!acCOwgMfCpUtZumT9FFBCHZ->Xd-vK z$X>EPz6%xV>)sPUbGr9?x_DA>2xo+Wv9jap>y^BOtx@;{g{AKDLyy1yETH_aYjJSe z6F7oJLFmqy0$S#U8Pmi+Kaog zno~r993D-+5c-Hybz{FskS*>c|E$IR?#|(sgG7~r&TIomo7!+&vW%9UU~Z$-sc*Oo zUrHH8>IB!O^=De4dR512bq`9|utRof)WlT_Rq-6m`$oC>_Q=ag^8M}9MFYB3EK=hZ zqnt8p&+8PrrzV`^3EhoK`g=LagbRNyFpatdJ_m~nbwym)n7CJ>; z@ryMBSclz9&n8!5 zrZKzSk=I+3#(Dcr8ScqF#vU~K%PD`peMI+*%jKVU`*aH65F}m+Y07k*TAnO^5m{i? zTd$^aeCq%JRF7C>6h~PKt`=g`2CX!=XIY*Wl{uA!4vc~b(cb}C+jd)$Js-4Hb0wQs zP3TL!lkVz=&$j>QF$^(n@zn=2vFp0TFRfEMu8^m_9M~A2VY)&W$aVx53e#xfmR(QT zjB}*kCN#H(&S$zKdS?h)gLEL%%r*9DAuw<8n5QwX3I{DHQ6$h&i2x2|jR|y{)l0PZ zTgFkd6xx^dzt)fh-+i2Zz7EJY$xzPksWBeYIoW+?kQ&_~<&<&e9sJx_3myOLvD1MX zSTuU3G?{d%-?|9w&P3;re!@iVmTHr+b$Y6E1$Jd4Z3;eG1vRO*q43QaQb#UkyG*9^ zXT%hDIBop%&*tOETQud`!`5SOKbT%vH#2H#Z@`a_o!+Ag8n(N2*{nSMBG)vQ-5Wcv{THKvTG74MR2ktXu zc^6$e2HQ1H?-m~L^t!cmoI$$XYK(UK)CV`s;f|!Tg+<8Fag5U2czWPH0^IksDpHcP z43`OwUOgB1Ss_cBNiE(>ZfpZ<(eDm=v&cx1YB?1LM6ASvc1u`9p9v+AWJ0P_SI%qTrBg^`yrbpA zM;%dbmsReO{z6G9-l{#T6wD#7+xbnLf>aF-ZAWultc|y9udUA1E9(LQvtcppU3^l) zq&;C$eJceK4$cT#>rIqCC5zR9RM@Gf&%Bd?6nE8izG=7XImz``LEJemMXqfb%@5P?Q%iyYu6~ z^xblz!#3KCANQ6dacooKd~ZKB&_qv;rLcx5imhE zSi2)6AWVlDH|hdOpE!94V%&>Z$%>AU@ zq+M7PIpr51bhK!9G*{Kzw2nes>JmZvb_>rFE@u#s>}7>MehziULrS%QPb5ZC9oZqt zNzlTef&Vss{yMbGHBP^{La6*tcKbzOk(eUp@5eGyF){i*X3LIXN{&Vsc30JJ*+GTH zMs`B_7EM!1vDR>4h#7#fkqJim)_ws8H@Wk781?Pyu8z|HxQWg2*t>e_b-2`yK^toE zdwk*R09hNI#LC14YezMi0RU*(ex+LT2jfbI$9VDpT1QPp(sam{fz56!z&mrpe>Fuh zTlnvihFy%d&_7JEOosA~nObJCxkLv`-{G3(nd_i>bUtSOYeCtjR zO+I!XB~*fM5wI5}nyPQC#(FCXyW1$_B;8D&5ZYI>))%?n;kibZ%vKjWPMnhvcoZXB zDF3>`s-Mccw`Ci(Q&p)ZvJwuObM7sfY^=2B2ca6t)6%kw-ZA2O$GlP_;m(#SowJ?A z_yig5WzSoh_7QlGK~*pAK{4X&cyG$egU5EbpQ*W~H!DZB6-_ETZCK{nlV* zwY57RNuuzxsTW{04(^=LwK&$}h5Cf=6J?jpWe_)oxNC5>AnFo`M+y}ZXUWh5p9B*O zNyr6BOw4+7P4IcK5n+CdOnrK&F=_Jh8jbymQOxixjpN!}eMr=gpQ>rK#?Y*CmbrOi z-r0UXo#AAi6tp{P1fFbZ_^|!O;!B~NC-V~TkdrFW&G>cY`w63Cmc-JA3vUNamF+dB zl35K%>Xja@w@?G!MB-`%#e5r@_qziwvVJ;`bB}Mh&9DA2IlH_Q;<|CCut_l0V#K`C z@mmROcH^5HQfL|e)WKMB4~>QsqdT63nnxH#CQj{Rsh)}rG%SDr?No~kKXtOOu};vRdwKNLFMI-Lv($-%yEG&mJZ(2Q#KP)4L9GbhG7E6QSRK7z@d-u4 z6t%IerB$i_oYd?NXUwCU&@}hriKoUF;^Wonjl`ZdjfE4-l^mx(9Ww~ofafNz^(Nt{ zTBTYx%F4@ithW2smp-WzpOyDPDHg*%)SQS5_dz!LgrLln3Cx)i6hQ+L zf!$?ss4L=Fh^$SqXqGT}BVBw-grpgl5)zhG@p<$U9*2$~>KWP7GRW`4XH6Sb~ zNPla39%HIAn!j*H`XCMUegA+Q8}&+7!#m#-9B%1M1z1i*3McIDW=-cs-AyTrG2pp-S*?!xbOD_64 zwyeEYC~I}ZM4bL0vhlI*$6prz=VMa&RN57Mv2s;?@Qh2^=@?M6oGFrN_U&QF)$i?2 zpVewIT7|Z(3fb9G0KBz?xnw+%Mc&5 zb;f^CJgMk`p|6k9#>oPa)I$Q{i3!d=Z3OB@ba(a*-HVjn{eX$o;M#NyUf3k06dqe`If^%asqW9LcpqTfGy+Je* z^A%IjW%bI4k|DJmTk~X`JC=*%-d&~(D-o1CBbjCSjd4c`0`e$`8(Jm6xv~JgRZkAz zv$u3BKFv05NwE5s{6#Ru_o?Mj@$w|U@!xCk?+UnT=dSiVglDt!J!r^OKiwJz+%jVV zgk3K1OU$Vlw&`+~CMkQGU|API=1n&bBbXPhZ2d#Tj37WPTNfeQLWuw&0+X@r6Q_t`e2CYxRR0D3rHwprXilOGK!>2PreQ!NUF-T1_`liRedYzTKtH^ z<-V0Pn1?2ul&l}x4VOYYHf+|QPKtp~4l`Ggb4ucCY(S7+h+|?=hkeK0ICk+7&bSw+ z$fl~8#TRXRai?G@6}SFmNfVft$qY4YpS^ZBaG#|8xkSZYL&`Az3wnn zub%E9Kc~;#0_YZm&kPSkbem4{a40q(Vuiv9Gz5M@^L`OIG1GCiV70_0vBKh}p;#6# zB_{A zm~Cy6!O_@ja$VzAlAV!9M6dSjXD~mvD?yZy5+}qUM{cKarm(?;KXKmbnB$UyQqrsy zUOvwYzT-b|HcvP1(#9Bot(Z0TO3S363P^M7Bz>?ewI;2z@bms zm^`eW4zWiVXf-sv4#(TrliGAh2D?KsaF~AIlp~oaowHL-R8Mc!kGZPc6Ok49`5-(Q z{EiW>ay!`sL)j#|Qu0{*fWNrkojG6bZM$u{evcJ7w29+UjFY{&N2>^e`E38UnuFnV z)$FrpQfJmIEDgXdbr+JWxAs6kc8wRtPIgk|)dr9n6%TIDYp3(F4i5jKmyQeld-;RR z@P^!b^c#-0XDiG#&iKIUW@gusQYEQE)&_cl6i5teXQ-u6?&qbKZr{x*>-%UsNVHiq zMzNI8Q&2!oM_bw#pCNcU1Oz`~@;cf2@$r0r(cfwAeI2BJUhTnw_@JZVUcaVerCi!>ABzY^ z)5Xw?ko&xC-sneE|Ezx77j@9X268r_Ya#w)y=7@Fo7{Chs6};}lleq}BwbPN8s;9H zqQFfd+C@!f`q3WMt_KG<6T7nI?xYBe;P-^d0+KId7o*j%d=G>7Pqnw7_HTxmr%cfv z2u`6$RTJH$VE8`u?ChjdY;x4b_gK-wDo8~piZP|fN)Xf1^J1d&h1b2%jI0~^QNAJl zML=oyruY5EI(|y;V2vw-(w;f^>_8>Sav?Mj5IQ0Rdo-3rfy{e(uK4d>9XO94_+%cF z)PJ1AU;P7zV_ll?Ii+snIrn#BmZxg+P4j+9D&~~xO4mg3tv_~QBv*~ivWX(Lp^nXC zd9Py$U!qVbPZZQM#p5ZU%CUkOV>mlA;9(q;l@*!7tX`7^I0bBJG7ow?iY*WSQjr=S z{_6al`_ra&fBsyys>y-X@IA>W2QH!2aM;|NX#Uoqj9Rhqu*zrod{V~I^s^dUlO;z_ z$$f~^Njdy>^Uma~E2hszs=M5~!_IDNBdtwszV0R^cZTFLTHRg*>Ql49CGqRH`fzae zMQ);3t@`;dQcX&^ZwV1vreh|Z&0b0f-47|-~-ly3JWcZi+Q=EpL-3x z6!h8?nq5A9BYmKOMB6BQQumg6dP$N5-10A}5`j%?x-7!gvBHvPQ_bGXhAGl{2j#a;(chyh-n*T0<0AXn^H5iX)Vk&_jL`_ zs4K|DWOfR7e2QGrRt0?cjjFb}-YPNeg1EW|@0fv_S^&(|X6 z>sNa;eC29d&Lq%t{vLXif*@vJZCoO_LRj1(tYoiDwXs1YX{+sbo5JY;Gr~;`WRii{ z?-beC*0mzuf(_9xBC0s=@YJ%v48i3~-)ddn3=Oa8`T93$rM;#YZDw{;CB}!Fl3#wd zJ1vRUV1yPw9lu`W&a9Kl_q&>ypwasSM`m97&7$Ii1904j7Kz@B#?d(f!eq;gVvK!5 zoHEZgbg$)F$ZT>1eVpwCm@qmdcEQRE+9i7ai4*vW1#aJaN~{%(4STBmMPU}p=BHqw z!FIPtB@_$l?kz1CMA1~8EhtCot&)~6w=6s|C&^I$S?IxFL0*|RuPH0ecDlQ3&nW zsN;PrCbYK9-gX0~#m7@heEq9Wde_I_h%R^Xy+8VTsa!*;+tD-ufXjg?LqfHUXDzCf zl{A?h>EcDY_>6?cCtt?9Y!`MXO)Slg4SzIuLP+QBglB~7G)v$2ToGG|mR;7lk!+l2 zR9v7gab7k6mR-$-p|x9c!+V8>5iZs$@VRYzdfU*^SG@$Ow5mDf#gBDuY`}dP04yAY zBZ+b7{RNCm{s`4c!FDPsILBPq(&@SVu8|5p)hSIGK}~o{-uy!pNygh$)YM|qXnvG(>ib5LHK!# zaDLL%5PAg%Au+5Y{_F8IX2)oKI=0`ded{>f@C4qO#-D(J6Y>9q5o>@vMTihu%0gQ9 z0n~-%Xo*YWtSu#z%8!>!He&^N9XvSXLq5R6nX~)BhHep9`UH;j{r%R~r1%+4S5R9A zr*wo{55X@YwA_pWNjUV@r z+xn2>b^eY+uKkm~je$$)DyenAD7#S8VfzRlfSfs)l>F{GU-~|a3+ifz?)L}-B(Zj5 z2C8EZ^#LkJBd!>uDdRqGypA0_u+_P=hkB%oo@Y=l25lq@3ib6 zUVdqD^d56v1kB%b$|b`r(o*ZCDBG(bQU*@_$?yzoJATVE7enP;s0B|{&b*(pFLZ@$ zZjRYBJ$H~J4nQbU;62!kC{@u%qJ?G?lO4)fpev6VBa!wBAXP<>man)F3zp0!F)RjDb^;cDan}5PHFQ3KNU@drumy@jXIL}aYh-_U z>WeH@{p)m!?YWv0Vw&>6eQ?jv2+5K)G=G@*q_EX?(P*KGz&w0WGBnX?9P=&*^j2H!sG8TR_if+`aKeh3`e8*)zeMTe6EA< zZim*lG1dE9)t_R%qOzrM_zSLR4(~G`nW;wIkU4nty0_I8ge&QF`*ErKJ)-1Fpl6*buw^(RLNbhSuyW zZ;cHdbWhxGerykJpiJF~80@Mt$`8~KA2D}l>95U#-4Ict;^3d-*33~Kws1lxu4^6e zdhNO5$qE99CS`igHD3&I^9eRBZWu&FjDeJD{cRbXANA@NB<9ic%7R+|)Bont>(HaSzO&HWv&n!Sw(1O7=P%$yfDMv=hmJkg z`4RGtW_5#2=z}d)G;Gs}&jaA9&6vr^|9OQ_G|sALWv{Y6e0AGk+MH*pq|;c@j;SnB z)|p>XMb0`ZG~9`ql(j%&MxkN_*&Yr}?DcuyyWQJ~oAFcZT0_)j(A4M~*hWyIO&@nZ-*S zO0ZN?2Qhc(LQ;lz&g$e~<=m~AvEr(uO0x!{9FNDaNuv~MP~6gx>o_@pY1uqKMB3e8 z(4?Ok`1p9png3CR|4=$CmcEc_Fv*ipo3COykWl4q@5|SCyE>lV@DsJL(P*ssKC8Q* zuv&7_qi^c0`MogAJ4v3z z4*{yb5AklP3k)S3`gPN$kc~j!#0H7u8`^`O)PqQ9T>k`LM4NKQ_y&8?*jW~xg*aC* z@LR5?sN^l7HQQ6QFYU!6_T;N$ks1_Z0|^yw4M&kTwR8qf#N&O%wAfi$r4u~5I_WmW zUGmXS`r_tW=i9AgDQ{S76@U87kg$5g_;yjU#Z<3#@=6O^jJ7yOH1As4RiL5ATQ&nD zC7mE9TLYl2ftHdIHrR&MEBPzzq9J(Nw;qC;cQCf>!SL#(&htw0gkg0I0ZM<3c_u1` zHW*;VqJx$vCn_(~BHpHLzfvl}YLMoclTn|h!w!s{Z$p!_-c9Wb)<+fEZ}T;z1k0E? z3SUyQiFrP}zjvrXXc2@_?C|4V^X5NHcYe?rcJ$$4Sord{o_ZA>@TuX6jv+r~=gd4h z>)KJD%6=4pLrKyR5-Irv3Z7(;W=><_gN)2jNjfpEdWR5yS#C{p!>Gka3?^`vzfZK? zyx9OvPcLC`v)=!6kK=Q+W;(1?zoZv7?G(RX*NVX{GK!uA%*_r{x|j=7ucjNDHKCK9 z4Y68HW`_e=3gz}*lI1KsF2ao4cuz24qMs~z$>k&B88ExIX3f4zWv5Szw%RE|@P)g*~O>Ltv#g7YF`KM$XIRWq{>=e7o?s+?dZM)2&Z%5~gQ^S~ku!G^y){MFg z8jrVCKPF@6X89^XuU{=pL8(zN)=Ng}idRyz_KW|GxSN-A^IPQXG?}E%+Pbec|Wpw$1}upzIr)YI!7jIBk^R8HkK0S z51e(gvnW_<1sulmq9bDi*+@yqOANn{(Ev1%|DH%=I3#&T(vqhaDA!+HO~*{7%h0g3 z?50h=tyQWjbgV$`CAc6P7F9?@ECN;S;cEvi6#_M$cpo#Kl%IU+3&6?fREgd}e9poKj~9<8Y)FL=u)qb7!Af~}A?r8qZdf8Zb|CiAh-(OuyO-*vh6 zoGRv&$Q^ZQJ>LXZaoD>TsX<2M;w-d9_N8?&qjW^dIqU*DlMV5i3>x;74?D6;?8 z0uT%Djvwmn_48C6VmMuKzp`?^v}{_Wan20qPK48#s6JZNS*0wG*J)aFD@}@SHa6DT zO|2~$R+-LHwEB1KP``C|f`o;&yJ(dFKbvwJFReFR$i$6IW>4#`Bh{>@J-}QH)-WDZ zGlDpLYvIOcDaYo6>I&AqB|U0%;MX4~kT`c({=mUP!D1BfB0R8Ky12G+KG(j$PXpfg zud^gwWBI7o{ap0jI?4QNwR>esZ&JXk!d30EdI#CTD$dA3EY9gBi49@k=7ShH53{u* zPtbIpxWcn;O!=-)U`R>qhq67$8~o+}qE`=%i>JsH@@N4X)ic}5=s$3xvp$eNAzJ?D z(eWS7?u^_tEMBQ`9+vxf-wAL|c@F-;k@>lW6h=DnTvR5isGgvobQ>s-JaXvjBJ_Dy z6lN69{{y$&iFsiEm@45VR>|r9UY$hQ5r(0&F|n#y$kQ`nReyE{Xu6e?A*LD4c{|1W z_5C}^{H^I8@PenSZxoekp6qI|x3E%p3~P=-QW=D7ZYl%KwP`ti#W2X&9toLZDmbAS z$LvJQ)+?zDfAMk@j@B@{*dtE~(VF;DAF5Zc^8;fQuo$u^9F^*_Ij+U&rF4@lR z)Gh8_@g?45+hU;_?dCn_9hnV3CJP}Hv35v-Ol~>%&2tVPAPS)z5q_%^J-zhrRi_tT z**#Wz&HIcbJ@n6aG+nud&$H;jJncsVpZ?UFwP&WoWwXfLx&IynyLPgBvf=zp9Qd0H zG9|u&pLvmc$k4fw&xBLTc^hpId7~5b@?Av*c!+Sm@5}Kup-3PzT8Y_z5u+%wtf${}kQ`?wn8%EABIzdj zohnFGJ8G{G!X&{)rgKjAWV@_9PpG(Xw6-R8PLU_CE=vomxNf3s3-l^gqQ|YhADV%C zKjxaa-jD#4+ILGEF{Qnr8l1&2v*wD>L09fr+Py(w({udbKqmVFXdN(Zljk7$gRA|j z3g4Wye)OOZg;^2W?%u94(z?MMaHg5+Rm zcd7DL4_2+RpK-*UxvAsZRuEXu!qKY4;_ zd#}ARqHjJui(OP=bWx&6(9x=zX!D=>{#;AuXVnM%Icb+dF#fjk3Gp;|`tmUHDY#7jkT-J^GNO^j?1Jl>_zXCnnH}ea&dcJO&C}Mj6224*U@)pGl9g&Msqnt&%aKC zw!XXns~oC#TxcGOwx?o=aOS$#D{uq;vH>qzo>f6vb*E6BIrU?y_1sf1l20MyPajoz zsSX*KfFSuU#n{A{EpyK9>NzU^s^qbgpx?)zvKQNQ-^z3fX;q>9-mVt*J)2By*uhxn z=4T11<``y8tYYDTgqy8f1l{7-tG=$=#WXa2ODJ?qsNHhhQ@38usim0jf~0A?2i@`9 zy@F8QRrv1l+si!aOf-!^-auLz&M!s2bO2VIPM`H3F*5`D$ansreJPuv%=qW7)%*Lj zftn|$LRHfNS)%uyWc?JUH`)!jmoFM`5)`N1h*c%jjfTE;s&_CQ94O9vBsZR?5RNTv zqG!7g!W}TQrd9K;;1)B-+_M$~9E|=+x|ve1KPi;#1g$C8Y?w8mGDQH&V=XAc+h4tQ zaeA2_;Qdgk=8hAPHhZd`?`9l&hw*>u;Z2*C z>J}a2&51`YD^NwBxu>a%ZPs&rubx{+## z{q=+uMkMDmLx6#3nio~bkgit3dBZo`51+mnG8FnH)P)c8@&3g^al*SJn8EP+@yC9u zJG(53ZP=uCYNnqgFR9!9)&&3M|8BGh22eSz6P#{`@7zxXdW(VNG8a~YHR9g}GGg~r zPv~(gVz7CU`$y;LzH4oVHqF9M(vqaZ_DU(+2X^*&Z zeBV}>ILb@9yS_@x>wCyl@^q_7UGLK+>s#SFPiHyH2G80xkR-1}17v|%(UG*xSHcEY zg74Eh)kjrFxDUI!8e48|tM5c*Inl0b&82uoxXhV=bGnmvLhZIbxbIcoDv(bwhutZ?`ml{(&KnM=eEn4hw@a| zRJWMRj})^?o<1?MwU*KH8nJjT2mZkPG%wX31g;b=eo4D|wviJ}EJj?{Mh?6rxgf%GTW%bs%WnxGKEyF0F z+Wsunee$McWs`kNNCg{JOE1Z^^5e!W|DKHqAH`#nGVAsz4^Bzi69^Zfq+}H$+dj)z z5(X{rU)geRz-=zyI{h}}n1!bk6Hk_l1i@?kRW|!~w1s(RTwwsL#Py|{e%1Rc zV;L?{%JsB@O!KC3)M!Q!vxQIPL-%?@Dn5&EF?Vonsg@a-XDw*v-*hO{3S2$2oap*@}EdH0@46OTP zdULstsDS}VJ#p^OzcWmOZt(8x{omH(+IQ-AXgnutB50i!)M5LQ?bxH`5WMInQDjxL z_}*MKEEe7E-cY%DRJ)50XjrGAr?;+RryO)aq;uAUmKR55w0ANyCM zITS=WTBF)25!2OVv*byr)Oo=IPX@&h_G+%VOE=Qv7hYp2??yhz2of{BZu*y8-hW%+ zd*$t>lGxex)R!=CnqKQ1Kp#w*N;O!&za0}m>*I*tH-C4QS7lhib8`8DOGl;g{>#tf z9K+pP-VKROwbZr(i!RS&FwMP??YRKSgAPioPmX<)s}r?G{p9sPisjK@JHw~tYYp~c zPBQMesG@20NEp4|tJvXSGHBMDNY(+I$9jj4ll0ZeJjq)(<>(jh4Lm2q`w&JqStv9W z1+YXUeel%DUqn*wc(9)WMdYD6d5|eKX`y0u$Gkzcp%u5=st_}Os#Yu){`|M&$~IHg z=iAhr|}45-XYIVAXZISXr!Iu8>XP#LMcB zuA^MGm-R`FLiQI#t&gm_lM&N~;>(-qSOIq9r`9T-vZm43j&&Cim8sE__U8}soqMo4 zf;E34(9#)y0nke2DJ5c>IYVN7S3FW4q8wnZ&WyeK0NB&jq+|>!X<^?7fo;m*M8-se z_|V45(@94aUKOGK9gCR&E8qR)xW3l4^$rfme1-mHOz6BNie*-lvhJy@nCw2P=fW3*~=puBSw0Tqe6sP zzlr-jYM>Rc@6c9K14QZ2mdk1&nZ;$-L&VMPrTRf#dianQ3ys)9Hy_Oy5_1Xz9vX<|$ z0Toft1NvirTOV)6gJ*!EBOXPmP58@$BbZhCPToXy@$^&S;0<@?iwAbL(-L@s)6-NH zEC6f4US3uAxRhzL!PZa%_r}MW)$TnBaT##f8}}8L*ql!%pzikwW45hFL$Cg&F8}s| z`5!o^v_3CTSIG|DZQ&~;;)Vp7;&hQi+KgTZ-g|yQnArx&cefM9!&`5jrRn5&@2Y{f znFkF=bO#Kb3yV}*&9VT?I~^J+XpLmT2ZG z*+JTdu-RZu2}+@nkstlA+4DcY1=txnXK+Z^uzNtNhSyw?>#ud-o~!0(qY12khnSVAEepx^@_<%amaqHI^E|QSl*IcSsUL7%@1fnP(aw*? zvH3uIRmk<$dZ$hv!wzcz6fhdjEU_;V7Mhv58#aiSzFtgUTG^3X7vu_b#TQJ{u5?H) zdR6<0x1f{EQdEWQPZCunrFd(3c>%UCsGT@7&GC;BmhPr$qHnzy@_q){&r5q9jr5(3 zpRd59FCr>_Np45{QVnNj#%?Z+zVe?e)6~G~x;&IEyp+1;)x(PEl1yN8C(q|iKO0&l zQbvnZ3SPVoOv~9MkgMnPuDAFWzI#~&=(WO9hl=OXbMQ;C&USI_kM9hX`lf%c92Dr5QR$_8U1Qx^UlrCmc~%P1d7hkf@`L0!a6&1=29T-&+9{G(g*tU) z7t+?Wy>c4pR<*}bTGLw5>Oi0Z5(%4pS(-@aUz+NVrK z_ju>(R9T6nk)DL+{RDEhfskIu!$Vj{=ef{vp*}XvJ;lb(O7xr&QB#{k2iLSwiQi7d zuH#o*im41De_>umHF1A@97q^@9z!cNdajV5`}S(5Mr?I2o9MXGU8t>|DY`dXUyQ$l zx-`+NGbz$)WpZk^y(?u@hFJuoV`d1^pQ%o;T@DZ(In(3kzDegTWe2Ixt*qxsZ$IFS zO5#(SWq;fHCxZ2tp?8{*>c@{RJ)e~iGq$MwEVpfY@CVMr{Fx7-_r-ATMAWnumP%z9 zhPU)m%3m^fbusb_f$W(i3sN$qkg6*_j*v>W z;8{Kag|WUh2>4LBCT^LN?A$eI9%avz_;WJC2~mT!8Ikf!Zj8f`R|Lin#3XYn<$t!Q-{jbz z1>=^CuXR|XY#dbLD8vIVXj`MW4)0dM4Nrhfhy5&95pS2O1qApmzD8@B4n7@YfJ16 zB;ou5DKoFcPKe&PRKMpgT&+CtI$Z#lHb|SBtE|DcGeBUA&z0cI%Alb8_6<135$U@ zWQNdcR4U{)=Mpo9hKm0)Ll?eNn_*$ZZt%pu{GoN71e6W>LS8k?l#PoIbD(P>NV1m` zLeSBGm2dkb$IKvDt%;<1^Gj*vg?--w;rO6%t2>O=%hgUPE!oin9KRvFe@^9Gpl^vn zR^~)JZL)Tl{w8W1iXaQM7Po~kVppN}L~u2QOzm7%Zx#qEX6Bo!E}`F@$d=7A%z|{% zTZo0(MvmBb&BH>n#^9klb@fh7OE&;mSyC=>D&cyj@yhzMo?B6e4-_6-9huw~LY}>3jbNWIR=5Ft|3oOYvp(~}AeF~x>HV9LL$yKbHqLN0*aM%B`LjUt!_048G>IC1_ z?d5uQksn_->DlVU>klv2ipDJ7V|AInPh>PHl#4*_7;i8r#sjA};wot;!IFPG{4L z-7c#+kQ6F8>pj5nUi}i312W;^$16Od;$5c^Bu1Udnyh`4KT=&2LE}JPOXDc3AG;3Z>x)uy@J%R~vTK|*@|h=7=G#2BfZlkbdEHacesZWq z$hck$rZN=^k}x+nH#-RnEf=wtyO3L+M3$Mhdxk_gEbLiYHbT8_(KacTEB5XL4%@Yc z`l}6WIipN=yY})ip)u%XzLoG*sMxw>a_@n1cmVExf9l1Y3Pw!oP7gnd<0%aon8IWZ z!91nTO2kYx20xk3N%?-i_NO?H`#zTa5$|m4;r8|E(5>LInmue*#=(*j9;^-b-&n3? zm-RYa8Ptpx3q}=X0ILg5#_*1x{Mm>9+s})KKf#%^N2fO?Czri|6OV83%+TAbFUfr#-FDW4Bxa{mw2;Vxb#jWF4N9=zkH`vs!Ss%rSAVnW&RO(z zTsCAqMh;r3JZH5FQeQ}V{^?_hh9wLTD79E?wVcyPz&-f-mNe(&mDh(!8=uGjkF)m- zXmabeg;BRCf*?htOYcQO6$GRcdhbO9LJbfgbWoAr36Ri{5_&J8qtd$wp$1TT?@g*V z`@QEo@80L0@}4h$Sc^Q*leucL<{Wbj8}GtK(oX}TSUtmWKdWetM}lIhO&&gA(*c{V zTS(aUp(u*4X31ZR0d=hnQjiW8#b#vu#<^sW-kms79&D*hubK^)$chnv#~arO6K@-- z-QM^Ark(}c+?dkY8V$Op$B`7re<<{V&3INd%FM`!P%R`TcnTBsh=4-1LbVCD(wZ+o z$8ES4bmgj9_sN0t`GP$UXkZ%xjPK-`U30UGHsByBz<8=PU z=9APkmXCCj1BdFG*%>F%(c#>=>W*P_N;z11v6Jfd!$Ht+h(TR~QFf1|z|f|SxVYC0 zg2iA&=?IMCI+0?Pk!#Dxe4>&r`vPUTv$66raeTNfNR<}$VLrm(xW(HQ?mzd zeV^V$*P(IgupoTMrff}j({z643FP22EY|8CxP-5908^Ke-b(G#z7Z?_`TZqN`CJ+;-uLx6vb6U% z;oWS_E1gZ7|9EXowyoA&GN)DspW$NkURJFP&y&$zc4iiifB*l@uK)4x`&)&d)TZzKjgU>h;=LA~u$HXDS_?!=#?+asZF7S~r%Q8yNyYbh zk11Bsvc=SllqIVMn;A;EOp*Z_lSda?g|9OyBjO7>1B$g+Ws}C9$8d7P$xzk`@dIOZ zJdXs+SrrtltyGaB`+l}aw0(WElkYs8ih#X<5%|}Uk;k8Bb}V7m3=}Ji2A&*JYmmdL z1*@t(Z$yk9WsABz`WTVEEpGOzhnO+ZA`Aoj_A!>&UtQ3g&9SiV+nlmg@Ui`Fg`>Z7 z+oi#w#+TdJ3`|*OX8Ti5qN_<&U+2c#XO-R0)cd=_9W_Q?+&zA-p^obpvn{=O6_*4B zUIZSieiOI1Ss!MpPa(8v>ZKp;EGy>-Hw^Qb1lc*oI~wZ-7qe2Q{Ex%;&kOvIR=Yot zt8R{2b$omzKDMR`KZfLXMN!sEFsh~!aS&9~hH5$*PyPeZ)EABmbI}j99bEs7Q{=_o zBok4?vSd`TVmJ;qaY+w9@{TFBs*0Xoa^RAhtId^IyqtLS8gnTw80rAT=b z|8I`E?O_8n&~34Q@6R0dZD4lQs?ru1Hom**1h4#JEdy7Wt+5b{}jFpF^U#-S9c!H0kx-*_Bywp05xO8u|yQ6@fiAG1MSz^l)W_m70WRJb<)3hyan z(BE0V(>B4G6%tj=JH?9m+Ji$Sf8t=z!<%_Ey{)EY9cI}?!&c(f2rm%^5o)a}XRAs@ zb$()HL5`3nCLRQygU!2=9-G~V{cN9Xy6#c`FamFICqkLwofpbNAuduAPcBi1RcgS)G1Q{=L+Q4@l& z_kXwLzp42PLz5ezD6%P`1MueV&%rWOacu-$065d>*PdLag(a?ub9XwflYu@qFEK=T z*+H-<8XF(2_*S&Md06uk*T8Xzkp3;g;1&BYPs}xjBq)OXsId)U`b|Zv#HQI<>h0~w zihvDEi6h(PtsV!kJY`?|XWI*Yb}aFZ`^cl?1&kFp7pfP^%{u2ax1LCa@@tzxQG;2| zbpxFrX{!SfkyybHw?(#MRR*KsOZ z-XA5*wfmV))vN1ImO!WB1``ieRWnll7Y8CG_hygPi1OZ41U2UL(=@Y#LJ zMnu1^O#Q`2J#QME{>n}2FNrC>Bj8w>0!ojwN^7ru3E9|&r;d@OG~8!je#90(&$L-( zf(+;BJkJ!K)7Ch4aK)YeUpOGii7%6y>aUe0*hSW$k3SEJNF{)KmI-I5`Oa)bL_9vt zG-R7}>o^>1ndZ(qw5(6VW&+>#4kQ$FLU8YC6yXpw-rzPKo|DF1#Qw&am)%|1cb0(~ zVq)trdOUyQ+)Wg#ZXytEqp@8#@;j426MHnG9}Z5K(~9nA*4gw@bM|LHEWH5#VP))V zky*B0&qENgq+$7>GQy)**zVODssaRAd_`z7WMR}VD7;smoxjxE?NLiGQf~a*$GvVkZ#?YY!rL=8ppwX@ z23reO_EkkB)!WG#XMZ5Z`4hEdJ+*OO^TW-P>Nk#O*%GyZ-`9BdQd4N2N>S&Fbr5>e z!;3^+P-p)~4OAiX$uWneIWrJ|Ut#TaYFHo!8c2Kvgq#)=fCODbc zPrFNL(CGH=onXR)JvG$9Ue>$jX94zABY;x>4_cG$iw0fkJl*=bb)W5f3d>aZji+>W z0okNy?+dh)GZ=45I%pMF^=t6b|3bZ(i$FbXPa6qMcW-^BIkKVN)&zq!wac=D;@Y1Y(ReH4(QMy;RP%* zm^t5Wt+?hf1Yg}OnTj#=@d8vxC`m{!$s_q-%f8rgQ5UUepy$=5gKZLs&4@&k+9J?Z4TS|KnStG==0n?$NgNodT}{5!_vX0h3qm?A=FVeO`vQ z@^SOBzRgRqM_JvePk1=N^h%Hj;vZn}t1)yk^BCy0kZXW!wg#QrCMMDRs5b&_U}XCM zFqrFm`ynwE8V~WKZ%%k3uJW1X^R@duZ*qv`xRhUTnWV)_|DSm#u<9k6rFAWq8gja8En$8o`FB z)YKB6MnrnL3=;>6@9tt?3&Y>Rld9Y#LJwlU5PZLlaC)$2y1iPlPR(iTy1*v%F>#)c z+NrG()AoLWzBvM^AUjfz;wABgBOWu?NOMSZDmhjE$C3N5>vzh;x9Qdn_r1i=&cmk5 zJ8XWoN`5g;hAT#1KBK+aU!X`fQjiHlP@Y>2slRN1K>CJB`m(}=<)c`E0$LQ72lraQ zs5|j{6^oYQ_7UApZ@;F^6zCir_h%2{v5g8>t+e{s9*2sjSDKU45?)C^}T1G&p7M3*J zHd1)-)s>0)EF*KmKeXcHMYG`}fjR>Eia8tisNP`jr_}P5Hz;`agdWKJDiJm3 zwD8rzBRYO5-L0kw@m#l1A1D-@I686BRoc5l-$bqk8(nPNT`)?TmCNttZ*H10fFHxb zT@|I}u`9(jKeV-xX_S_El1VUl-T{y@l{l34Rqx8_Ij0DGSrqPOX?dz}N;tP%Ny%JX zZ8%2mB*l_Xm2g}-1x36xQvpCbY`BC|?O=3T*dHmg2d2W?5CKz_yS)_0&t~9?YSFra z))gPCTB_pAC^e{*hKXlAr8&B@gQ%IbHssz21Y?F6)4?xZiMT)}BT7`cD3Lu}_^8my z6=UNwdJ&eBhJzB__Fm}fuVUwNWvtwp0KWHSjf*t6kdoQ*>DUz|-LYwPgrcm2vNaQV znXt3lg&hkqY`M7;Qkumhv{8eulOiF&k|dbNea{0)9y-Il+Rh-&rDtmi6ez*vh+hWD zpvSM$DYf9nw{C?Lk=wlaC%?c?Y%0P&S^NHFn6SlrkAD;wCdmghit}};`gUbhe%Yp3 zpzVw89MEwXbn~>)ev|A@wFwju4tpwh(d(~2jXYT0<`H=URS#y{OLkFBm=bv6Uv4z2w2eR*clZA3aiwa6g8`+>HluSe_y-z zVF2P}E862mARy4Y={6+GjjZhjL|ZVGg+b$13~$gPr4{V^96Lq{cgG6G{s^N;pgo%$ zALapStFc<&GcZ82oNR+6vwb9igMi-%w9bD)%)Gxi*PdSxouGtES-CsK7mCQ%mr}W2qLa zG6cThuCc8JPhr3b0h3*7-)-7T&cKD_EQRldi314J1GTF5wbal7!DV|j&LX=v*2$i} z%W!^!RwLT&$5hsw(yX=%TdOZ8$2375V&r*yB=;oV{P&&smv_nH-g%WiTn_Br+ou;{ z^%^{&g=72&-D@^EAfZ3RxH*FYr6svZVB6fE?IluJyA*sQH2NW^acuGo7KD~Sy_|mJ z80eK4f0f8LVw;X>N-fy1QD<3Si0a7p-~b=&%3ueV>`*j@7fKdiEr=G*NExBe4m<{MgOIl zccQ)(!}qh+j~p(8{;0T>s5?mg;y5;&Jfnv;cqYOJ!;(edfh~Zh4+vVx!XLgMKgHgA z2R?)(^A{SVUPo zL!C{PU{eW5MVtpnXB+I}yG`7~toOy5y^ipkx)$;Sfat__T8MENA|esP6KZ>9S!7AWfl(gH+W*1Z~ckXk@su9;DDGmf8*4wSI-$@ zusY)!9595L(JaOvsGq+iFbT=R?v+u^on@6Wvd(%m>Xg!t_J zb_cDtj6-gI?C4*UZ1OI!72#uYwXTx9+{y%dunkA&fwLe5u_@HyiX`y`Rl`gB&*%OH zD-|b4xYsMW`WvxQ8+T@AAR0>Ds%a6BdChZKRf@_6$`O}@UBa75RHCnECi2I+t)Sw0St0ags zb){>Y)%FW3b7?>&Rdk~WYzojTA#LXBN}&{X|1f8k=)?kibXch}yfD0~2x&4&9t!A4 z#XA+g0{8V+o0ZQDIX`o09Rz=#>0_ErXdKIM(b*7S$+4#&{O<&${@zkt1`ET_*h%4C zf%Eek*j?dY;58KU#U>giXe3cweWqx;s%vxMfG!#{NhjLJ^NuoF@eR4*_g?x z07EOk;81?|)qu?V2QFsKeyOU|HT?$F_G>~2FUv*Pr>4mVmpRw3I5ebs);^9h9*pMh z!ypzW*tL^jeWd9bOVCUf@Mx1+$>@bA_@6OHS3zkT%G4xpnr?N5ZSw&jWfmg$=74RfnNn$TWTL?V&?ir>M`kImK(YyZB1Wvks{c3 zAi4W~5SRtWZ0$H>Tcmyw?MpHl`~x`T!L6g^L}t;(RN$B2nDg=8E# z?}}UA;a|bZBmI2wqDz85#-ydps65!+L*e+C;54LZTpDmvHrlkk&^Myd_r)KQ+&DJk#3=a1DXP-FOHEWY)Qp( zqb9d?$A>>(5XGz*-+>+x&EktGLew0Z=S9fnbMegT=)(aI|L11@+ZA_; zM7HeKejJXTS}aULuCmj>UKE(99@@sEBfp7n;tix_8FLsENmuIAF&fl-sUvDO?OSwn zW4v#4e;tYJ^LV<(pOw!|SN1tQ!|W|WcUqkXnH|o>1zD`eMd`RhENs{VPV84DZO#7p z30O>hmIfbF(PIx^0>!7ltySop!_6V(U8WRFk}ClNnxDXA?Q|sAL&r#9n?QznGC4W< zTmmZ;7k9%j!v=qH@L$?=2jpTf|MNnfx&gyv#Gc5Kn1o|&kg#Z{c%U>7T)Y*R~SHUhLrjmNWL$ivx0Bo*x3nI1|U0wX}Ohc zJ&HJ);m!i)Y?*S8A(GxbGOg0#VBz3aa(WQt18FV&(Jr?ayIRkpZ4U;#e43KFRRb3F ze3hhS#RX1=`8OA!zc}mkG4f3jHRhp*hB`-ZxV)&(V$Co2;WN9s){;&(sdDU7e2OgT zRfj1Oo~d#tR1b&oL*hDMOR6Wlb?^e?t$V`Znz{NN5oUJj(D2S zPbKh}IfADKD`&_7^d?aXzn>BS^7?dmQ~L!aR$(D`)6ryZk^~q_Qc>rL5S?{+t1P_{ zqKN9x&p8{a2e=iTj(2MQi6NA3k80s|wG$C}2ev%vYfBozSnfB^#xLqla`G&gaU>cG zda{J%Zl@@Z`jXb~GoJzu@HgN8WstGOsom|<0mhXF;zzIU!nz9HT-y~ZjOii6k{aVc z{odsbGVknxOm90_RS&h5_(%-;Ms0q+;eL;E&-U~8-VU-Iue-;4Z)}9x{)cDy?=Pp5K z<5@$i8OX%|kU-t5VQt$VAc_c1UMZAma!SgU&&qt^v5=v{u3`IkPnYqTkM;}`*FR&N zuLoW@(#@+C&y~l{skYdQgxwzy9(Q-;3fmB%p%y4im4z*%zK>xdBW#Q$3akYdVvk(_ zi^TPe;^9yvPkj!E?E1k3E&=9c)wZMMKvi{BG9AIgCsr-IPMbCJa^6*o-LYZM6FF7( zSRSK-iye)_!=s0A4}PfLN}5A7#@9pry$5nw8w6%!UxL;7vkY>^uqW4`X!T~#cf^JL z&Ma$IARSuGUjVg3v;dBcWw`m-yo*j>TP5wG17=M29>1#yve93mwqNrLdBiA z{nXo(Jdsie?A`lY7Q|1(`f4Tpi?WvKn)iR13Iy^O$kykdU6@6f_@dZ`Mqk&zQY01R ztB{%>GAJovE-IXJSKze)+=Mk8t(Jb3f=REs(giKGe=qfKxB?5WPU@bjRlFX$&Q=3* zbhDed?K3H79;gtil)PW@ObVnuk2l6TSVGp@-hgs>JHg3Z%9il_y)IyRx3YGKhwfsN zt{g{jp?WA&0S1W`hKCj&;Pm?A;5^6?{o0#Rn&|gA791+5E+4_sQ9I~%*DllQSr>z3 zhqH60a&-JoFvCji(?r3Gd*NAG|;=`wD#k*eHX)t zRH8yM)of?mK?~zd$sb0B;%u^znUFc7Q*QJ<(kD32#!k#;tTN-Boo{F5SQK)@Coyk{ zn!ocrZ~>(tQk@FO>TchfLAAN2mB&C14&CUikPGQ}R{}Ag)7IZOpW`?h_?RQuhL#)W zb4Q*26c_IK!R5hCk893NY(lp=K_+nuJwD=B9&cv>#VGl;dIZke+CWXZW{N@A|~b z>^TNxwZ}2Vw;5Hs=ase`p}Y1sN6jPx%p}F^i??V=-m$%8v4c4e#{11n)HOQi6sMPG z_Sq9sQu$)+F{`NAW?h?~@;P)_Uufn1J~lV0_Bhgw)b0d<+dlFL5UT6M8%bE&0;Cy& z6E(hhtf(fij4`Js6ss7tegV1nW|k`qIu&4cQybmbmVUMQ`)!tZwU^T5z9sBsuNL{X z3?+5LgPBSfp>x4NCV_Fyr%C@l-yWp;xMj)^1Obz+gPwVrp{0jb{#?Lkc?8!P1 zKl|J*@nLW2;f4SkN6q&u74lC$5iacL_5rT3|gTdNnfDAK9>y z^!|&6S0K#AsJvz9NAC-@+}X^l-bZc}5slQ4c8pETXw&`GY`KeM>cMyQGyZytc6}>= zdH)a=Uu0eYvx=tmw~d&S@?{!25!N+w_Vg-D;p7>WV44M&D1b*5{)VhtLHt zFn&-%M8uUpY%=-lPEVYg#@lbHmY#$SB&M!Ib^l^>?+f*NW!qMDz{@(JXH%r?B(2fQ z{qAMv;W@+G!q*wKb#;+itI+&$jCmBgZuCCxfQ0O?J0CB;wP&m@t}z^~Q#y3+E3$g( zf9z{vYgnC4J$9O9gS#pE(BfGDE6eJpwC{XWoY>r|ul7&q7MtbNsrLrv&`%Mur5)}rMiZdK?Dc78tZGJR?hG_Uoh4V z#zKPsl#jm0Rq+6lP{F-x?J=tuzP14>j&g4lz-)L8QZlHNb}{v-=QmO;^Ko!#KL&a_ zRyHP6J2=6}yH7)ZkPM4B;?K;cDvM=Sf4Z2IrNq~I_TyDQiiPo2J_`ubYY?Rnyo?WE zVOk?%>--aIa+g^lkNF>})hx^kAdoGVRo6Q;_5IL!sL6}WkY&&m_&Pj<WcNfi5T6j&`28Lt;f^`yNc6A8%p#9~zP9;#X z@S(R_F$?*hvR_qL1DR)FF_Uk_%p{nR%z(*%j`N*J#XmWEi@SvX!O@!wG7_5KoNN5P z!a_(cuCO!b<-E0u!bF-Jlpo!zPeaWqYa>dScq9}r?u5DG5PS`cB_s*Fxjvdxx3JM& zaCxw}_oF;oTeWdsi`m8VNTH#-dZPCwe@2-2-ok=(KXa>EQT9h+dB-0_#*d|I{|5&2 ze;WBOl^&S24j#U;grxVoMSIbib~QGJx3-iQo8|-TR0g6`kF3%+?dE{&ez3(B3jOmOw-gsxMt7B@-P`f!J4+SMBYV`4$%H4OP}nd(S9A#dXCpLai6zten| zN6s^GETt)tm^{wk$94{B{lR~Y6=_8l?!_|sOb}ctj?>r2wy7X((U~$qE7`i0IX$nm ziJzwm)YvE3^5TzHw~HUSNvGB|n0T7{aq(o9P#AnEg-#r3SQ{b(wZij{MufVDH888FQ-CK?hBpVYS09Z##b!fzt`X1ki{kU z@;8pVw{#!%3JOkGbp-y3$xvG3QF^md;Ome!tlY#ST8M``Ga!P8C%_C%rDqq`IPLG& zNVCE}LC2r#diZduX2ZcfyUJ1%uO=QF(5zmBZ=5}ok5V>o&Q?#O&@@fl4p=G6OE{Me zN~cyxmNtRlGta-e;uLm@Axv~zp*7>B(*A@5ebn_x9Vt~=59yqPW} zf8*G$==r%vonFL#a~}?v>EL{Iu3;%bd%Nza=izZ$S;Q{%8>h^xlw2t^!D>r(IAvvU zMDpXOm4cnOQ9_Nz9K20Yt7O|gFur~;s9-dZ1BmmfiA~(+bINJJ{+b5oQAKgAVd*{_ zLxbmW$=AJgU$=H!#K5Fg+v=(Kg~OJFM%Ncjr$mU?0{{o!;Bo69r)tw+E!>Dz!^>N{ zEW@PYr6qkin=)IWXv3rf)VL8;PnjL@e)AJ{wDbloR9I@SO`fjv5lwTB&!s=0 z1uKWQcD6z>K6uW=fewz(qReXPSSF63H)#ozo6~IxMz*r3o(%P($T%*VZ!=iZ zdJPV#{d6mtn+NxuVv}n$WNHYaU;kxst=?SH ze3Yde}Z5YI9RY})4|rtjsvKXbwHG&w(76~-(l zGG3IqP-K*M4vyuY)*jJFOdqF3vHXEe@0$|Yldg1^o!~%BoZ$?q-jBX9r<)({Z=7v| zW6bL3{72G?BYgJc`A9lyoFd!xrQf)19L{$27goYMb~w2xGLFmrm6;6%1L>IWew(-! zT@6UnESmFJ(C>F4#p8P1-tVBRA^?Q)kk=n1VWcPnA#!SnxbC064}3ptZVqjeXy@(F z>CZ6OJ6&JzfQp8dd6dS|#iy}3Hd~B>h}k#dL(f&5od-qmZt_1EDlw<&i9^nYJG{}h z#Ue*@&0pp0#(T?P=8{yuHfXm#kFg=fpN%upVbBQMmbt3o{x0ZN(9xydgb`m`ZuIHq z?ndITwzM$siWAF~p^rA6Mr(bOHOm3cIW5;q9(~(_sYoOsru{8bB+D=Mar!ayF(I7& zr|l6}1)KcG0XvvqtVnj`Q!t^TgDRG9P`b)3He;n&i8&P(k;^2&qoJnC8}YT`Y1iV~ z%ZyG0Ty_Kyy|#u@#r#Tg))JwLg^|YSjx!3J=~tAij#Q;x#gc}zoX2Oy4a1@(rvH8N z-#hkMv#QyNApD0=dUn7nvcSkD|Nj+ApXA#T=9Dr?77d{-mtNpd2T7(a5HkheCixMQpQQ@Em3c7?HJs!Cvj_!E;U;l3D|Gz^1#mJ2l zXj<8me05)Pe0OE~a1MU0x(;!@R@UJ+ibXf%x6s`#wM{P9lgK(3gXEG>bw%G~nO+?A zSZuXye*6H<<31%?l-Dh|!fpPsEMBWq0VIL$NE|88^N22zPN=9Pf{i`Z1?OvxO}|clD$)pW01oEYOZ=#!Rat}a3>S(Ca1Hr*T5Qd9l^s5!i|79F)M zdXkxMVqcDlby{6%$QLZ+pU<83?z1OI12z$o8+~qU9!|9efng+t55q6V;vUO>JO7Pi z@(yn~C$IaL&wxot`UuO)56rHxaOiSEp#3Dm4896F9+Vnz8Vk;Ei!!LX|FG}2iGYxk z+&iw|*37#mqX46>I3VU^^r)QiU9RzzQPo96!%GEteJoJNTE$>J?o)*2>m!Yd=RQcX zxMsR+YAZR1j0Q$J;O8cNeO3LmdEq4`&bHc4b={RuqssA#Hdv8w>wYLP^PgYSHJ3pu z#}@9Qm7S4?U?4ZG0UtxJV&0V2soeb+k52EkO* zvfDG{OosN-Ffg>&e+GDrGL?GDTnEgqd#|nepDh^5d|%GP6_jn*Y3gp>-5A9FO>+aG zV?_;E&4nOxY|HbqsXL8$K6v*nvq`U1)MArCY*^0QW=HNxdB(C}NaW`vZJF@=lXmb$ z1eX5d#c!N-8s*RUa@KL9N?3+u?1e(^OMm;^D)IwgSGP`o5kJYf?WmaIB6E9~kx4fQ z!`%iQXbx`Ff?V3h<`LFxyOqQWdgtdu^ZU!yEbIu|%r;Kjc@weOne)X#4nh~O3U|Ib z*6^5s+BYl9y0>r8Fbyp(Y%-^>V-96V;Pf|TYTA~00#a9jm~Wr@OJB^v>6G^PjiSHV z3)k46W~zp9+ZvHP8T8_LvAkO%5CMUsV*;gc+Hi=-kHUge_&955uril`!J}&*?@Yk~ zZ+=K+BC>E?45H>MmpnUVNZF_moFDN=+}%TgtGhw3Pa>8D^`HX-4e)RJ&1C4Z^d~k! zuEV%4!kRDG$mgF}(hZdXNFMeLlR=JKbZp|rQ+ zK%fICZ(K(}LiLYSx|i~Z?=x0L61rSNfop&qjLvk8Hoak|F|3erD7G?4&Q|RY6`6YF z@t?T>0eUjeXHP{3&6U}&17?s=9Q{2mSpL=H1~zm*B$v-kHOk@%?JW5S_^AWD zdAAf3{>Z(svB*%8|EanMWt!MB=o1&An66%rnnH1LiTA9kN8bkvl1HXC ztXXhV(V_ZLm>@jlg6=se_+HC@G6(DS%Qe{JqUQdX_n9DPyC=RN{JlDbG1Z4h)dA%9 z=xbTY7@(gkP&{dxfXiSeK8VS|QjyV^ypH{&X&(-L^riAavu)9{qIb_4n~OA5x@ygO zKKeAr3L*iTXMT4qua`YcUuG)Fap+VH;JN1TD46M!ETdrBlS%9%j$IMte;AIw>4|$p zz`oNJMu-KuN0D%Y#)iDV=hY+ux;!bR86HZLXu}v88R?(D{!eWGm;Z(D=bLniI4m5) z#F3j^^`)<8_*#u|2zNR{)^o%g{n}Dz-S$|IvB92jeNBe0k9TpSW$|dlGwvEU>%(@wBPIq8!1&#l-**aDO-PU71*74r83Z6jPvgm>hw1920$Su* z%y%nve624dEZ9nj9{MPKB@6BuTeohwM`Hl7{>b8CEvV-xx;kmxQfMzJR#Yc(w?g-l z_cCXmvEJrV374vC z%YQdk6xYqk2YG+<{y#qCP50^Zqr~%x)mV;RWqiV0j-ENgcHi(Lv1R4Co8Ab$cyljt z!V1Ccgtw5*rM$A1?<^JWienB&IK7%UxL-ALqk?a>)050U&8X?eVfv!F=d)88+LH@V zZMx!Nt?&fR^H6Eq$Jv7KwjyL0aN`-28L|<|7gemrcM+(GSUo3b*wFT7!RbS z0Csk{3nl05^iD^anmC;{VP@LKapcUPq~)kTdCvZ%AQSAloVm3q-8>KP^Rj=oSusE0f!Wwq5yuvcCt7?fqqB7b!WN9p%_*?91buyTH;dv$(cYqt+an zq<=O|Cz)qFs4e{c9YVi+GHTaYX*9d8@4i{_Wk7&|lYeiU>9K!KG<# z`{*|g@ET=S*H!zx;JHY9S;omE{y*c0Sw z;~YW>4r7MFDrz1zDV`MV*L{pTN5K75w3Xu~*f$Qidl`gnJQB{VlCB7>hI+TrEhWNw zg>f!Bcl0*`6Hm5@cd|3qZ1UOzo5NzQ6SoAL;g47*LeIIra%~t7yS`E>{zLv}&7&6i zlVT@sx2W@UICYz|9mG~}qsmEumV+QI3EV(d#%e>S)%B?_#!;jnn|leHl6lmih(!=9 zQvz1cj@(eYXGr8~11ayUgTp3&d;wZ>MUf}HI!kU}8MYjwVh>98r+vix>8V@#X64Cv zsfOy-?s4C@A(p+C%*h@0bRc~!Ys%S6nK<6|L;(r$&%_%w2cw*;8sqz$vZjb}ftbnj zp3P4fGt@7aPR?j0782N3tvxkPGWAp9(nj^?9cHZNVj&jACuS$DNS&>)&b9{c6&5_# z^0L~fmHc!eD!+%V13Oxjijx5fGxQUS6BQw!^afm1v(>j)s6HKpMY*K*s)BhvRa}k) z&qnP4T1*VNb<#?bK@;=hh07&zI%v+-=T92bqp8_q4&TN8I_wEgAs&gd5uVJS4hlvE z%UJ)k;=j^*5~?XT>mf~|RChrC6cpy-N@KW0$NzEh*Wwfs{Y8w%0sd)`<)k@m{K@vB z;!!_V4hycdxy4cxhduRrV^<3i-;pBQj&xzya!X!fhPWRY^DScprSjW*j(qhEt6tA; zbpGJ*KLJ?9Ci7u@Kl7O|4tH&=oclSYB5DM!w4r=h*^jjP^OGk=)SS_YsK|KUPk zf2rNuh~fAZ>qTMo={Jt5Ihwm|P@`J@H_rP9t{)(D7Anqmo$HHZdB4ctT~mGA6}Tem zoi8GM^OyUv#ru2S z5HuE2K0}y;r<{}v3@r;uUJ`4Jg&RT2hC5mC<<) z)I>wVGfr_x6fB8NhLIi{vS-lIu?=uEQUqE6X4kelo~p^~d3f1O8_i7jJJUS+#ZRHU zkPL7tjK`>bic$H$LHqq|RcG2sSLzR@ZZ%s+<`=+QXVa3;y}kdt8oB&sbQ7^<&u4{OI~xySDc%8*dk>J) z{yui`DPtBl*KV^C4THpZ;{d1tI|P(HPsGuvPq%znI_q3{oEP`bpED1;_urP~8D zpM!aM-Zx@LDw*1}zG-bb{v3Gn0f5NnC~a5*^D5 zK_*QGMHi!6V}tC=TA+oxyxNniqj;yAmDLKg zE-aVDjWEvT=sI{d!`^9%7MAT8?X|=Ls$ok4m-RCTfjPjO%VtXHO*B~k_ty$HY zqn_*~@gQi&HbHzWzj0Z6)(C0wKqji_zG=awubL_BN;yBxQbA&?CD~2V^8f2VWB@>3Zj*+ONB1lr|vnzk1P4ubWOMUa#Rv!8k zyZ?9bvM%HHFZ)|8x4(kqvi{+oH=|ZxEKHxnlk+51lwv3lEys{VES&j74#xB9;eFHG zFRrGhOIZRTOWvDb?VUQrxZScoE!HgQhSZa7FZLeo^56pm^JD-5e02|;{*y_5=Nr~H5YdYK}k z&3J;^tE@4nV*iaJ8ia-Z)}AH!#oc_NMR8A$lcGC=^KJk{ix8;^`s;Vks~({L`mlS{ zF2y2AiVZY2U%Ut7ri-KF;(ZK8j(V(GvzGm^j16y$TS!doHGG0Tk0A9pLQYwD>y0?t z$jrdhYHhvXU`rT-S&ygQ+xnCo3|l1NHqi(6Xcy(wK5x1oRtTZ>%rik>yozS08-A# zpLbiVT8Hx9<+PR()m9h;8SutBIVvRC{>FI-VNEtEqmRB;%JebDs@VU+sqnu2jRR&? zvU6s&F}o{s!W8F=*qBV_QX^idb$BJB5AqEJPizI^aIV;E6#(W^U=+!;V_WvWMo?G0 zY?q*Udu16cvFH1nFaK5d`X8;yeW2}kM=FFot%%)8b*ZNk59mhbd(rtQfoYw&VaBNr zd5mW%k7S$uqT~%iFb!G(TEYt>Vx{!GA8ZL#lahuh5j;FSK2w_E3HnIr<{0AfA0UO? zr_J{GCQlKtv#rWujQE=+s6&0ZCdm8&r!)uZH_n|CK@}`PNf7GaNDt!wMtbm{*qVxO z;=qDJGT2LK=cgj&-n}2}dhj+Zo=1%Ft$4`JzObAM-&VrUC8 z*$uLXd|&dhDjByCIDb8=IQpGNuCg7LuU8yepX$@SyN3a;*0i{yR(w*Nm(zWCJ@8fR zh#01r+8(eCTN}?RLTaQrxqHI<(1}_h6<=_`Y?o4^a{k^YTYXJZi4#5&U)CzTTXWl{ zW=u$}oKO=|(2(6$wi&3Swxn$$u;1Aj$~U;wJovAQ;O;98lEw%%L6Ws+m(LyPGgJB_T#19^`UPoELt7OsE5WuO; z|BKM5{Q4zsl^#kC{b{L%8469E>7dohZ`IcAIVj0kYFPk|(>4Dlcztg(@<6zJAZWi) z*irr$8|zCAYgb*H9WBTd1(6`)#4Gp#kz424-72pqP%f)qTg*IiqLVu<;JmTYHxQ0@ z&`G?my+^0z|B%w3W<#HEn7i57VAy!iNllCx6uIa#ba3Cu;rJ@(Cibt`=ml_6nlzY762K&TAr@IQOHi-Q!l@Cf5nx2QRFkUwo|Ny+g6^Z@wVSxcWnB!Am;_}nPgd3#s;V{-1#e5+t78$>p zjwXGyyMJT48bQ9G#w7xE0BnN3b`3~50m#Kl^*jsnzg`N-+#npc@(w;QeY4;)uZX)r z`D|9?9#>fHb5LC=#JpB71{0=O`a_-kt_*VMwpL<)hM9WgicK9~Qx|j~5~(ojoBhY9 z4MSt@*;-*fq)x*fYSnXuBtNGcx0mDTIRpBrt zxkX_I=7f5?l7O3q{qs8;6`r}TaJcosXcbk<%h?OgxIN)mEo6oJh0T+pSgqv8^^fyz z7WDKT0DAqV>#SAzx|No4>o|@_){Jgz^?L4WB%ni5Z>1S^ddQ|Xdp{%jr4o{^D_+AiKcdvlcb03Cr=>M2zW)Vr+s z#153=>7RIaexb6!e2kxY+?2sWJmrSrn7<=0eA4@i;r`iP15?6Z;etd}Czh*d;ZaBB zwJ#prejOey4u1q}-t_c$Zz5mcNRfP)b43zO8!0$d(FG4iarEv2wD*iGDE(qb~p*YY&O2n4<=@>+vX)v0wW^zo!) zF6R1B^aO!aDbNySW&oFF)8ex~qAmdxL2kkXr5{Cln8 z5fy4yKtIUvajv;baoJJxa?ney949BzS|7;kO{P9@L?6w?(=clV4YKL6bW@c*2IZf2 zd8Y`&4dtIVmVL~7BL$rKl$0>e{&Oqu^2kY~04rp66@jq{bQJlsRs~oM=p(|XaVSx3NtyHc1f*E+TD>Enb|k0muJ)FW^Twk%`0{> z)nu_s%bWI9%3#-8MISo>eiJnNeuJoaBoFHi%^L)EIjBp-x=inMVXsrOE4umW1&p1t{TZHKyrm=5c zPXrEGzOzsdK-Zt~&oD9>CWR+2j!l~vRb66uG;^wcTv*#5*CzE2HNijZ(>ZJ;_SjQ2 zFp>2fXG%r}U}s;Q)OfCr7BcCh_7mfXbr@I?zz5rYd6t&=q&Y8Yp+oFiGtsO>q~y9j zJj)(z@*}lyRvN1U2f3i%8qox4G1vlCQB_|f&ecLq2_&-+i^)MxfV=`UIxKDLTyeQ_ z-L}QgkwpmWcq)q-#jyQQ4j`%AFJ4+(Jmqd%ww61nEpT@HI@iBQsFRwrqPQVgtfCMu z233$BbR&-o8NO)h)Z3P~(~kNUaR*Z#51afMA4gdWy9pk&Poym<%8SfEfFtWOs2z(Z z;ZzQcs*Y3%m3u~o_ym0!8ZF8MuVZwRx58hWV%DF~2Y(_UJSe*J;m@)AueVS@OiWBN zfG*b(Kahp#Wo;h=(0uEZf&_ ztwWmuuxYG+ba;Cwmvxkl^~HUjR4k8qQv2b}5W!6WvmBm)%;rh{lg}w)57;|OYU(LCGn3NWMB7}c=NNc~5V=L7 zaKSEAoWg7w-=7e;4!36}==2c%CeUBrZL^pfAFzt?Nz!9~UezuT;k5p!+d;qBTSq$V zn$j;<~sU$2_@&v@+PfRY3ahEn>b+JI>~g>>3U(Uf?m_m9<^^jzC!%uH-Xi%b94J8CE#(crjlb{ zqZ^?ie$-rr(8psH_e`XaaJ8z<+=A(f*D63#?ct4*szuxP0YrA4UYrg13Vd>uF(Q6| zCP8?N+?&=y&CPX@RVW1I;~ssZO83CO{!w)H+Em*s4fVH4Zxq!r59)yXqo}WX!dFP? zwJ@elc5DAF=&o!TgW=NaGYMs^PS$UNW95qvoKo&ct46mz zRQX3cviGqZ^_E`c<0yL*o(`9ZDD9J{q<`Vk-flNHGJ}#~FJ3(?`l+I+5TZ}^DwXW; zJ^0Y>xl5wXDMjovI>&xbowlYQIwh-;-ZLovOo-7j<*RfUp96#U^ZEsJJ0`Ef&yaJb zM(rwNX-G0S>*~-cDD7%nKuBux^ep zZtu{(sKvrMU5w<6jUFrmva$KnAc37KbY)nY#(jQcp2|K{h0N&-nn5y8NMnO+lQw_x zA*Ml%c~6|3`_0aDi;lQZ@y>{Gk(l17y`$q74eJt=t549(IL2!&N?Yr3RWnS>hY1R4 zz=$^|p;cI!j!=8F8If56S%wpVKGjMZ){uF4^Ou8JwQ} zdgV4(U+v&^_Js!EIxfM)41PO1{G34g1MPdR9$Q{V2upuOgXmZ-nm%fFRSekI?xukH z(z%t3F*fKi4IZWciy~uoAD&}{l1)EA@RrnZr}EoWxaEqs@(D_ zDP<=)HqCRaLm<2@*mSZZn>B|yi3j!zMb6Blh#{F~My#>++)S2mqv!3A@TSGTY zz{Q4%Yi>#i9Y=xYiUmdY2hpRWH|$o>*ja7s7oJ@s@#N%B{t+JW-y+uk(TGs_BsR+D zepiv>FMOS!Y4!a1ZOB1Tga-_E@@Q7vS|98E_|Sg4B5#Jv;8vyu9Ldex6%i2;^6k~_ z*xv-8&Rm{nmpci>HPkWfzIkRwozOCgK(PXmyz93!x@nKzW#fdINE+cFmJSqLXDr~7 z6RPCE+o==VqJU59{e@SYOAtW?Q1yHrW>6t%=)}S9t;vswNmUKQ zHxt51L|b14PIG%zcUG$qxgw}!hLGq~12VQnDSiBxqsbO~>+B|9&gwxWG^fe~S)-M> z%n#fQlZ%p5^GW0LqG~M1D$d1IQE7W0k!u@%s7;u2wjOfY795zl8ugHIiGE^HnW!`m^Sq3;$*<&+dtlrA3t6dXiC_txMpVC$C z@XEfUX_Gk1r7)Lvgt<$2!cH5p$I}+|O>#5L*>ro6Hg{R#V=P43Mq}(YmvMQ4vSuYX zTvGzF4V2N^;~}6!e)p5}2&RZ`ofu*-eLSdnnf2=M5`5$ha6ks?l)i8<5#mm=!mHC4 zw_DJ?6NFvOroyT=@wzc?Ct9(3ZGG7AZRtYq>j>nW^c+9~xx8~s)Q&D43nrLlKF-de z?PeD42F0a;Ps(lR_<+O(@>A6#(sr~NHFxS~-S4sh*i6)J7nRSe?L3wp3g%hpT&c^8 zsd!HMV{;NSDK3&;;GBC^-^KI2H00hSwC{ zG)nruaDDNYya2Zv>ZmIE&il3EoE1u4DD*;Q5r`^z7ic}YuL?ZM>JwSac8mn=N!{Yi zs~B|D9@oq(Rn#-)IJ7&T4nSI)wo4Wp`&s=oz3*i&)A1+p!=JY7*nb3m`0GjkWPf{N zY%}6IpJgS+hulGk?Kgpa34Xa+d!s9(MY24#VwO3v>PTN*xv!4TH@!JBD9-VfP|aaz zxL@64E;lmaZOHOva{~B5qhX@}&+7-o-v~@dhZ6%z&Oe?b@P0}dC5aJqdwZYNuj#HZ z#WpM20eT-_{E(!52^>SzSW@xztA%8R_Prl7;_4hiMo>jP7HDFHHNXNhCh$0 zE)vw6rvd-_u+B2wa1K^Z?+gTrwkYf&%^@A#dKYWu(4oG%puufP-Vl5v zVL%Ud0rhiU8=saJ1XxTRuQcRznArR9`sh9mK*)sL68B9%m%P#uw%rB_3%6RLSM0QU~-etDuS9##+MfRh_WRIiY-8gw! zx;@5!g z`>#@O=qBkf)+XkthFp~Ac6!||pfx|%4K{RP+tyZ#_~66i;3t0;Tct=RE!3RsUTt&> z!C|~J)$rNSkvSxcNye9HR--sf0Wr+G5NUVCo{<05*xA9){p4OX-{LN7&zm|UZ)8o$ z@%4TuX&Oc`uYxAG(U~jIf?Yv*EDro(IvH!iY{E*{(a|I)CFrpO6v`aWhwj?=l3ZQ> zV9`=@IgpM=RGKuymZ-J5jS%h&9;Am6U$^KcDt&5n1^Hz%w5?65i2?=&}; zX0uYz_2JXGtDajW8KWd-5k@x~Jtq!_%;uMlYmw5tg-=SjxO6dG>ehP3UC)b4bu`51 z3XlyfQcA<9yrFn@FbnxzS=di{W5B@{Goy*)wEI5hN<$aGqYw>Oi~8vmh+gtl!LMa% zXWl*Hnzpx`U!zV)sv>R->E=SkwitKc11E%(tM;mPSxZCFNZ4}G;zkD;`^d zES{Bk1#BH3seLG(Sv9mGKpY|7+(n*UWg}BPHM+q-p=~4 z`VB7xZt#w7)km#PxQET5wqY)uZu~5?5u^LVk3R`;mvYxg6fo{>IJT*cJaW{x{S|ck z6-=bR%dLL81l0d_9CakEJPKfaKY9{BVS4@f=}uTL@IY1X)XMxnrR(1~crCSs?5gq#W6V2~G)6dvkro z<$qUk;Q)uvyx`jHA~_t}7B8hDas-!7y8tXWUC5*^C8l@^7P(|vGa14;K%_A zjzScc-R0X$Urt^#;?6^)ITV{AELHhc?mu3?aIQ_&j2-ylp?RZUcv7Hn^DKiYb7?Zk zNz-J)9xQouOYv6y1e-yYf=Nd#D(2#YTiM@6SV4?jzzaZxwll-8O*K@Dznpl0LmsM%OJou!pJ;Qt|3SIKjGRg+0O=?f9B0vc# z^!g~gJH)wQ_nwCs-?Wcw9<;dVGl(_E?JIKG-ZnljpXu3$hDP8gxhQ#TCDVnf_8#GG z8bq+QvL3z5>sv|Hhoa?Ig*+|ZF_qU}OaWP{Pw9e_$*gVpWr!|FU(%VcUU#iYv_`#g z<<02B7;8i8=dxnNrCfoGvwVacUZIa@tVuII?YtqMF?GqMcCPiq+j_oKvl>)gB!2dI zlJI&O$ZQ>@I0Y&|)TgT)@+&sFN$GDUVn+5hQ9fO_1wQRYZod|I%>(G?zX1mvt5XQD zbywxYA+*S|xijon6qvh|zgdqw+$6&WvM9tp>w28m;Y0kRJaVNTg*6YxhhiU;BNeRcm<8p!Zjtm*+a7P^KmIh-=q5uzS)a(- z$*<(wA>*eB>t>EajvFXss4xvxx#dVMR%HtebsOTXdZ!=uPncbuF3){6BvNXKDr?HY zn%W22AhqvyR#~=aM#SVXRx`2IqS+hZ(y3Yuy)ui=QA7R-{&2un`Z3PUe%3Pcr{ED+ z%Z>KpFu9t3tNFlx-|YN$qVBPbJmze5M@YnrM0Bv~F-*xq84oF`)O1E8Lwg%g`&5!6h{|Hwx{b3g9Q~V|C(J0qnJ1F04x-hqBKj4#z$i zn2o7ULM&max4K~KA!2@}yUtd#29#XuV`?Rxj>pp|AP^KqqHVAxeKTbXVljl9V94f&E9@r$=r_FAc^TD!Ck4gnL1g zONLz^oJkLVElEp#=O%Y446WUI>o#3noR!s`KPjBBxI!InndmAt)H4lYxCQDJdAv5# z7OG&+7@L)xY=3k5%fF{H|IJqH+`qP2JNBOd^q;gCiBva?hoJa%P8{6JXpG)I#~i@3 z>Nww2auimF(ym93+?j>4n|+I&)J^#KIz!{?xqsAUu*7{Xc?XgE;mK-8+;X_nz1nwM z91z}U%kMllW#@ZbG*`V^LuAva^#DpO0uvR_wl((vQBrh}2D{mlmiVQUzx{C;EaO{lj0G zUc+!b58C()Xf?CnCg%7VOFKij>Vr<(JnOjHOEEiU)ZI$g`x{$eT4;^CEKw1i)fBG2 zbw{*yTNG_-wZdLw;9gBdV>dAYGIA2eFA!N3EUmIWTz>mIk?7av0m3 z3`VP+BTS};45~-`6fv24tjxK#rR2j_OE>3Jjj)CN(9&&X{q>sKaWywPy?Wg}*OFc3 znwDt6g2wLoieLKZ_rc#TUl=<$Gy`3j3Z}lFLggXptaV~c?QZj^kl`-SgE*^hi^UQilHJzQt^Ja@Z!*@2^Ur5Xk?^^G?5i{kvPv27^ zp`tmj`<+X}DgpyeRa#Yl!(V7n99IWahS?kMAYDd+L;BzxV! za*=n(29bC1sA>#B9+eoJ`4-Gj{y|l%)d&WN9<@7Rs6sq63uPAIm3i^cM1x#(87f?3 zVn}UQ#okGSuhNWx{$X!8Q4L_ZBd4k(fL{@50zHE5p2r2u;Sy#?Q5|CkcGdlRDMz9s zq>A;Q60N&YRrJ-0KVPt$u5;mNGSt&!pz z@rLKa=a!?e%XN143|w&=+p3XERVgz+lUh74 zC?7M+^4Um1!%j%XQ$!lh0x%)U0>mx=?5BNA7{EAxWCkyW0OC8( zC{&oATMxqbx5=vs3?%`5pKFw%-bKd=>NY6Xkj4qIurqm!%yW5PjxFI)y?pB7YKNf5 z0kZh^R!wR=7tKC#XH2vk*9Pxdz8~jM54VIbIpAnlyOm47fH&gjypzvA znw?0V@SH40t|LAi|;)p zD)UFm#`0$aXHM=JRz`Z(_jnhX$dtc! z79?*q(prCFpqWUv!$qE+{GI z`)~So48o0Sn$z@~;@2XHBG*Px9#lpy`rZJsq?9zrDk1V}gCOz7 z)N}Esm&fndgj31<%G1g^lUzniOWWSb%-6WAC^;0HoSmY#YN8fhXpAgPxY~QzYV8F; zWT#Z0>FAW-S|m%#rG1r5UnV)(_LltdrlWQiSl9iv+(9{^TKH3TpV*zy77*QCgu2xK)5806(_nG1KN%`8?T_d_ST*#F_dgfWMt%a{t8sPt`p#@8CWh`5oh%73xfmNZKo@s4wt5CZCA6JMVBr zXcgv0jH3un4gtTQ44q{~spK7hpu0CJzjRp}i*Xh1n?$jS&swdG=YK-vFcBKKgmxwC z_xdT$2O%P{{v%)^R?7Suq&nH-=6#vB?QYrzMJcTlQ|%29!98XcOXsQ)raq;XN3Mpl zEY{h_2$RubnGaXz5ivqR64{9D8~+(3;(ifP`M5JKcLl&Lqm-*CR;b?I@BSv{F6$5yU6*JFmM+HRXnwzd z6v~3%1k6=3^aKU)bQf5%R;ZWoMVWW-TLCxcLgh6 zgu$b2@ri9CmA4bwz=vo<>DaNphnrGz6zXZtaN}LK*su3!6 zU!MC5Macn{=!gP+U@Ff%<7?3elQ3hN!FJOrS5M=-%o<}W=vo9Y5Hp{qd>0d1Dz;p9 zz4hYX1gNHkB*!|sFwcsYGbBK|(d{bkLFX_1TH7?3?k8Np_8dI`Xm6~m3Uv4Z3GpwY z%Ra$7SfqN@M=bgT6O7N8!_*v*caN#*J=hBx3-ga_C*^~WlkrV`FV-Z1& zna)5Dmv{Y_Cm}5~=k=-n^)-y4gt!U=1YA8O&X6oQ=HWd9m#z|7OV(<$-I9G%_O60Y z)y7URsI@~tj@vkyjquKat{(N)c;zW+u_+zvjfCl0%$zvpL>R3=!g_%JKHI*}2JCpRTEEhM;9F z-~Pb3&0E&XyNydTfqI%ofcvrHzBR8tn-S+TgWU6|jY5gr>B8yaPa(Mr#4bD0;T-ww z^AR)ed;+_QyNe@pD-)a~r?}b`S!hDlMP7Sy-+VRWU{CFq!sczMp~Iz;$w0vUkKj}P z@K*nihc}nYN=j=!bC*m!kPye*!L?j_o}%+f=Ns+Z z4h17QV0DJbC^r9)osuff`%X0PWQ1GIn2V>LiZJo^IPTZ0;<(0F$MJsMw8ws2kMA7H z7E)Jxjwpb&;|u!uMpti-9Bol{1R7`tciLYoE$KD2N>)bH`N5X!fb1?H$1gi`sjo`* z)m_#`Clm(o@Vd%bU*mt?XuAllzDTSR6YS%J!FI)GE_>?0ia{*3N%7Z|u`dj1j8xTn zXcC$$COD$E>_Lbb5CUPf^Ng0_KPXBB#`Lew73ZcN5SPt1t`i`Th2&{aU%e|p$CPJ6~%%hAo*i<+CBxs#@E@cgoU}7QM!Std+S6eU{J=a0C z#=jMnsgXVn?Sn+-DHT7+e$z1eh)*bRSa=J|*IH2cga^3XY^8(9B4&75t~P-9O+ZsE zm=P()u$8jy>Sr$~p#4y-*HCB^=cDT$ZY=^H^;Lrg+m)ZEeSM`AFDY76^)}N`U0-6A zB=BB@i3zEj(o7Lt#m|sU|2!@Z`#w!d(kX8skgxtc9`tlMLE_Gd1W3MU}?vkW6;%TSi9aEnls)SJ353jrf_&W5d6m zt4mW6aWo#mkGQ&gCo@;|4d@485-m(^=-#Ir`&StY@fS4#x@UAHKfEubnsEhN*e(4m zRqiJ6*>3`WR}BwdkEdtfxp-rI zo?=2WpxKM`c^##%YtsIR#=4IP_t1*crr?>!08H&SfmdWK|Aszlbej;2^Wb!;5b)fm z`As0)Bu1up_n@w)6iR%msv2sn9O-s)5u=}|t29$Bi->A%`{ow?FXWWcf^N!Wzqh^_ z>)5evc||sp(9(c$Pn>g8e6P_K?~BgRRP(6j4$S;fTJ{Yx>oaOGX2fk!6ZZB=N}YHQ z2OAY1j>|cHq~}r4j8T$Z@ptBAMT2?-o6NI*#jMlldsmU(wC7D$QZihJ*i~cGuTTx1 zMjwbzu)o#(0+{lou0T3DaE|-ydTxNNp9*)pE#(Q#xxJKgMSK=z8gXxSYP8Pl*sc?Y zsHd*?#NnSx|-ONF0tA`Enofb0AuV(Z6GuRM~N0sL`40kbCGG4`kIrseDj0BITr+Q&_o6d1A*pkpEAL9RD#8;~ zs|4Puh;EB$&m#}yKVgYMsv&Y?AVPcPWSB%r*@Xu01qm=Q+3Oy3!UU=mOyypU(8s`w zS;3$f0KoRO%)fAK((67Ka9mR=Ee_`R;oF%SMe^V|t~Z%OzJR%^&9;xBGt;Y`E)=Y7 zFL3Z>--BlFgIX`Ms6UfosUWIYr8>sjM@qZU79e~WmE~bnq zm@?mJv5-z^&NE1~dR3F3D6-4c^m-1GS-Mnm)}-5ZB3XCLin;3G=(!$Y5w4-Q=+DZV zP&Gi(KfL#w0Paof-L{&Z8Gr8OD#zphy}r$Fwe8i9bIZD^O_$wfVL?;V#>O6RWZftw z6({P)hM5Ya&v`TasH6KF^5iotKBmXw?LsWVIUi8o!ZV2x>e1y)Uk|q9pa#~BAv+_F z>#4NC25uh?Z;2g7o)65sT@E@NYm!V@xJ2#JU7M5F8<;s4w41pZ_q;c#obUqyE$L+s zt4f2va?VQ~nt2yuj<_)}QQ0uz*`QQyV2zRII@l|4!>K!HLaMVjsRR~_BB%2UWH+TF z+ItAO#JgG61T#vTeEXNBxDixf>0JwIWbBcml*BIQnr>~BLeQl*6?bmwj>|L7quWE1 zG19?$ao!0d*#%BchT<7vs?X(q6>DpM_vI^2Q&?wyR|sfhPIC-oK&~ejG*+8Uhzp@o9W)lWz5>u z2)sj&Qm`(l&7xR%#v6XTnrHoOC9->$UL$B`N|21cst?X!_PjYtQyH5nw7$Im`S}5D z0A*t?bd-*+tJCz3~Y3GxS;-1%dj6OU9b?H!y1iJ7k?Dr)b`~G zf+jg?#m5A<9)D5UP`hiEjLR==nIA=GM8Y9sl;=^KKM##M<5}K{5?1k(Xd9^_y`1aB z#I@C_`q=;g?stwM_5yFu;RxBHD(s}(5a-VAoXp%~q4_h9yxqIZCm1W_C7xjF{Y_AHcy*j} zbOy^fgR#)pV`$smSPT*Fc!MO7PiI*K4?YquKjh76r!g#>2X{oI&SR`ExUB@~eWQep z90(lxe5#ZGkznV)rJ(+AZ;~|Wey`zl=Kzpw)!oeMsPW5C%`&HyyBmET+SD2`ScNH? ztq&P*_^1)@pW0(kKAz=(Pkx|n*7T#2PNOb9pq3VO(m&f%I#x~*#|CjH&tFv*>(m#B z@zBnSJ#Z3STjG&p)PEBQY$4(-Tz=N68Aq>7k3tWo!%OKa=HROdBD6duM0nT~9@`UP zFjH=VjliSXU53w!I-61e1>XvXaBW>MSem4)(*t3Ae=UYz9agW`_MBt9oKu4j zp0>bXs;;|@{a(k1>GZ3w`kD^~aQO$Qae6Y((`eEc7IX+{RB~{l-tBxIk(G`_(!sX! z*`w_u(>CoAA&5T>>7BqOaNIjkzYr1=AeOZ(NbRN=(=BaT3546 zW@EXFBX9JiEKjy}<%5(^UMt(uF?!*J$<`cgenPYIC}is-HOqcUUF-AHF@Vb?L*2B@ zv(x^Y)uU%z;DYc*f&HflTK-?E(WCjBaF(nOrKg=Eq+7J_SN$Er_LlD+kWC!4c%6)( z&0<_+V#y)1JzNbX@|ot9^A7VBgl2s2vs=cFN4r~McU$i8sg$Dkk;=|*YwE9Y_d{?j zL6ao(^vgOjcmP>z=rn+#+F>bMkf8LmW%zy%yT9gczUVQ@=i-{kR$TL}6P?*=y5_sy zZ2JB@b2_gYH)X@b)&Az3Va`qNFQrK}L({(r$YN5x<9`!eLi(_LPOR@88K1;-?bHFT z>?VEU%|@#-%YRb-CU|_#P+R$^>*{EoOg+Y{=GFVutphsEuFDxEmwjBP zj>-Ib%B~wve$9kQS?N^gu=(bD{g?FJ9+PQeYF$`Aog|GV$3RNjk3i?xJEFX`r&nVN zWj({CiV218w~9gccA_D(W}Ej8oxkkA7j6@~n|cPJGx|;7Eiy6B)~CJuE(?|Ex>-&V zwCtWJ+qunke!m!eTK{?IY0Jpw#=8hF5xpNL{GeZHUTuRtVmG@}W%%ZCWQ(*Yot@ zy&ZK~#YlPaOYeldpc@&+pFgXckdy$rT%M~&rP*?obvG^$6a?Fn0eJ5R36dNMzQPz6Z`pj_{QfCq#f1(89XZ&Ccr~CkBfBh zWKM4VkLH(t#7U#H%RPSJU7$F|rng46t&2k1U<4~hyI$l4KzL1z7l3Gioq`+I-dovn zEkk}}vx4yXi_yMj^;vh}ZsoIE64joQc4J3gflUWg4@&!l@iRKu#~Mzm$Ah2IlTL>H zHnp_I8lY2a*ZRvbGf)-u95n4SW#VvF11t5b6MA-}$eezz3SN)IoqA@rnVaqH=6)Xj zlvucCq}K%S(1j)QG)i2gcWk&ciLd74aw9AZNH_No)wb2AFQX|h=*}(tNcfPcWv6^P zQb+9ykn}E((b!~0TIN)HomG+pZ<|S_xFyWkta(C2NIy%q+Q^OO<&4ksk*6h@T!(wh zmL*Bh?>vp3Zw~1Dsxg}eSGY{Cao!8X@n=WTO`0g1v10k5rwho*yh!?yBD2xK016%o z;h)?lHWbI)z<>}qtRJXe?o7l!S|2x}i+GlSoy=KhY~!18?Ol3&;{ z_SHpY)hQ*ZHL9f3zPvPkNO5PfX4P;L@4suX8)_yW;#5$Hd94V)^}zPmmmiURDsPwg xXKl+FJD^;ha4HFQc`jx1IP!-9WGw7>kS<2T!~aQf`Tx)Q{}lLlDDZpwe*t+3RsjG2 literal 0 HcmV?d00001 diff --git a/jupyter_book/_static/img/ods_stickers.jpg b/jupyter_book/_static/img/ods_stickers.jpg new file mode 100644 index 0000000000000000000000000000000000000000..d7f450f490c26454851323286586a0bf87b0851a GIT binary patch literal 192770 zcmeFYXFwC();1hOL}?KekQ$|k(t8sKiZl^WkX|CvMS6#js0fHs1Qe7O6_HM)iXmr-tT*Vyno&^5N0y$J+s%Ewb#DZwbmSu9M6Ex-qO<5 z0#Q+cKsvw==y(?NR5Qrc2?WyD2ML2fpwl2~Di#nma6|?CfT*NECxByK;3FO73Of16 zc@XFhum@dt@Ojr`JUdWBH5vcJ{6wzrTY()bFYOy3YF(fA33kFfXF!v9u!clY1p{G+w6pONEV!}zzYeeVT(IZ7Bg z`g;2N*gFEv`TyP-(8d3Jqu&jI(J1SB`1;v-*gNXpROJKCh`YKvC~L`SNNFkF)YQBw zuP7y@DX*xYprk1yeM3f3N>)KqUi$BSZ+hDMyE}UL{k^ZlUwyUy$G*xMK8|*No<8?H zJs+v^{g0OQTeW{1=}ku;*8oQcEgw(!i+|`w+4Y~suBj!bD5<1*Q&L7wMpNd7mYkft zmZFr>O*thQDH*97T6}-@armb(|1bMU05_NT{UHD8!T$XeU@gB7|6z7&7yq;UM+5)S zz<)IG9}WCR1OL&$|9u+x3%ELZ0BAK3fTf`0O_1VWm{~?#5~O%TSO4U1WDRV891H$& zcy@p%W;7mDdUEygnYSB+8;Iiu5c6p&QJO2%RLr0g%v99ORL3nK2msP)sQ%dg=mz|u zIzfGs<`nJeGj#MogNn1D6I9gHCr(n+(EPp)RT%Jp&`D+*mP=CCPo2AKN6Y7ZUiwMG zhtvEwN*Y;>eqjY<9{4;xL&wH`frC@Q!m@Jm3W`d~8aFkyv~_fE8Q(K8H8Z!c zw0CfHa&~cj=^(p&vPHtX)X<2ziW!2Z} zZ%xfDt!?e!J39ON2L^|RM@GkH=jIm{mzGyn*Kj+#d;9nU!r{?xxq#^5Z(;#||0dag zkqb}))rpfQsZY}WmW%2{;BUd1PtshHI>mDRF0GySIX>wpr_bL=_)yY#hF``A%lg3Q z7af~`?5rT}w`hMz_Ww<=r~g}${X?+7AI|T?rLwkyr_V?%X z8TvD)Pt%>IrKMw}qoZd4Hrg{xU`7U}-^a(mMSgex-3$0-I8A%{cZ>gj+wmk2gk>L( zff%T%0Ar$N20=k&()$yS=|ERN|JnUFDgYn%{(B`+OSITt?yu$eFtHZWO8)#V$Gpwq z>$h)j>>_D+EHdKGhw0zUxuBhD$tNVo+AZV&XC@jSgBk-#3fN2`|s-Whh_h@aJwBAG97M7#707^v59mYi8Z{gt%CV zfcW}j5SSpeF(EYb)9&q9z0)LJSpE267%CGpseB9?38&E8VSDhoR;uhRKCLql4#Q_e zLDI~~v{D1PwWDbvGy3w-M$OUCAp)tvyftv(NC;bg*E)61>7BORBZ=*m;=Ir<(p|F2 za45uWxE5jlFJk>ED{T|93PWN?&YEpRN|Zwxy4YJhxyHje%KM8!{d))8$WPWW#n;yo zB0ajxib5}NC)XiEEcusx#rc|N>&6g!7;u^*dPIi8#777vs_VMGhZ{W|o^6j_vf~b% z(+Xq3l|3Q02^RH~e?pUGH?8J&VpraNQBem~?-PR# z+1TFZQxCn;Bide?D}X;wb-0QfrZDmJ)k1M>eLW4fXE_fdH$S&-;`6Rq>LW5vSH+yL z-)FocuqRan3iBuO1IB(+je{~8Vk8mi|HK(B8oDJbrg3(syd3asXbJM z6~FA%Ug3a&hKsA{58Urp{l)yI#56I@DEa;`H1R~*EF|&g536C!LF#4pv z{CD1g_W0Mob%TfW_*P)N82B~vyV#+G54w;zxD}i6MzRdJWE5jKZ6GZTzNg+jvbk={ z3sw0Lbzr{@UC-MMMxC?6PHjRFwpQ@b!&V&syk~1X;R-6|9Z3%z7JoCM{ukp@k8r~Z zTcsCgefb%imme5*cbPRhzuPy_8#k>nE7fzuAA_O>2cy44>(_+EXctMzo=C0v;h>_cFx|93!7HEj6O+q)F)RT6S0r}O2Ty*L& zsA*R`7LgNF`2g{ALy1eLOUrjPVMC;^!JE|*vBhsPjV7H_nynu&yhVNoohgEyM>@nB zjW>zv7&bz-be?YK`tViB;x*F0V{fYB$o6i_j@NW1^aZ81$5&#`T8rx- zC>{ZgpB^AflhcktZb%Sikiw~)@^qgVc70xbSl$S+hX20T@+zr1c;2fs^M~6e_UqV% z=eu{2OJP&=(#>=8-CAZlYwxK77v3_nP&Bp z)^@Z86Jb+YEsrixFJjD^N0nLa zBoL)0jzODDZ}u)QM1i9YvbVcx$jpRoHbPFCv-N;0#$NmI!9H>>dAnb8!TT6gMN2wc zHoLsZ=_z*%qDn(XsYxdJ#Z~q?>tK8n;Unz47WRX4?Ri>qadyq+BE*5Pb^_8iD!WNd zV#&hs%VE^^YA^<&mbktuQ3nwqu;ZJ_*?_3=nPO#FRLdmWZp+juCcg5xqkzml^L7$p z8Wh0o_d-437}O)TZYw8>P!LTiYY}Na8bxK#E80g8hQiw%eebRBmzH4;W`{|7$R+1h zvyH%G5Df>xj_9`X9WGQPR$0d#y5+}svyd|u!~N=A%X27(!)`siHO!V?ws|g#SnW2R zM^HHLCGYmChg`~@)8}T6L1`~+gzkq3eg7A4LbY49Sq9udhG0mfU5SI+6&FoE{}lhD z0*g;Koj0nUzxet)^Cb!?!mMBD#a5%^K2DlE){oKn(Y`bS7eEH>Z&X1=DVHeY&fmcK0NfS^$q02aE5U(Vv?>W1^X7D&(Y~i9*$tAOsuTqD zq&DmYm#r}~24C2~7ddtrPQaqK9cz^|z{Jie5(ZpD`q_iu1suvnxB$7FW!Iu#ba-|< zZjmOkENeW!F^Dj~X*w;eyR}|wi0`?z+^{V7g|bn%I7*2eO}-x0O8j*oIElz59hBg5 zHUV2c$%zvU2&rY9Lq$Y}m23w~z*W6I9fP`*Bn3)d<4x(#P&jD9s3Ym6;%k7@5Q5N; z>LsO{b(^l_bqdvy3Gp|wVKiu zk!9~u%}3DMeVbqV76HLgZJ{LrDb7cMY87Z%{L}w)@LG5prjb3`?d>gVipTQniY6-F zi&gJxcpe{9Jw4bQ$0mTkigf0XA4a!$~f-eXmnS?Cku=L_gRnAs#%wi(^TFV(rDHdX;ce@#ds3I{a= z(c>Rumnw4UPw<6y%$#+TcT1x^hFf34)Nv=j-$GWUz(8Gto>MJ_uIoXCBN1z^e z9GT5qyU%OsCrm}Mk{^_=vTwDMjL59hp%AM?Y=8{s;H~MJoXIUR`(dW9<7^Kn;+KM} zZ>Wfc%i%;sqYmIGKf4abS097w3vjp9^xEqA%*)mVaZ- zUfKf^RhGpYf`MZ;m;3v%s#XoCld=#hOJ>$mTbs@rhwAD(Tcg~M!E~yRkCreWzUnpo zh~mrcx|LXPw?Jv&mi~dRJL^J9QBO~qhfw?c@^(+MDoa0wCmquQ8};ci3#`NL7N_|i z)c^EdkU9oAe}jD1{(|ly^f%mQlQwGeBGpCM973?;JL|NoL5KV+(jM2)nxWhw%kjvH z-R;Bl;V6oH5Nej`^Eb2T!mZ->w&y#MA+)zYrAN~aQ26R0mvPW&0+glnr%;yg>!FEh zo|>jm{gA4)cu)3b4i9&|b&E#>u;gh)GHP8bR3coB&s9yWba!vOKA_0#!(G7c6UGS7^GSwv-_y$O6!c!22QdHrM>d=MSbD!zs@j1JcSMj zwrCa!5WojaRn`64XEdXni+`SQ^~|gdonK-Qk8fvWtWxA$Eva-GYmD92JS-X zFm7nVRnJXeRiSx1v?b~(G2Vn^sNGJw+3ygl&nZV6uXGF=veki(b%u9-G_zigYKB`; zE`NQ*#LrHW%RxjKK05}L2tB3nx<(NVIw9vDN*9kh5Ac~j3wb`LWWu{FH1%~kE(0bI zT3(ueo`3rx=|@j2{O4zx{px_7C`h50?NR?3o^%+_FtuW&qxzVVWj?mJ9UEEtb z a&RU!N(VCqaE`e0byFgHVNPR!g_!b|KBoB7ASiqPbwj+d&U5?{J`X>}%~!G}wA zZXsXI?;T`SFX&~yu695G_^?q0n62n(8t6=R$Vul0TYf!>^R3`_p|kEV_e!+elVm=X z1fc8cIpz4du^_Z`(V2ci><7iV_`G$Nrhjo}$9?|-3&G6f0;Fer6r}W2VtdQcSCmE2 z!T8FMVk!k5^VImFRu1v!y$}bS^@YODNRH5L+et$SsctMmk#b~-w?e&xm1~pEJI}Lk z&gR;H7{NG@Sgs81MqeydIf4) zkhu_No&Lr)|42v>Unc;#vxFlDuf!ia%U3lLJ$g!gY|Qd|_rnC^D(u{RPx`#BjSzY+ zDLihW!4TJe3PV+t9;)=Ub4c%ijnxFLZELd$z zu@|k6TW_QN{L3Z0lt<^b_Qx&K^GuixT*?U&T`Q6k)TJBBW7J7c)Lu*c>=kx>EoXvz z_(Npdt@OHVj?r}E9K1tNWgSt8kTlC4ZHJR+wsA8m!;~WB&qppa2A^4f_UbHmz?gSt z`tayttzp*{qNn!(Y$!_B^=Aw@o5KQSO!*FYCF_DZCOm|J^r-(bOT$ee+tSKWS?A9l z?vFVRTpk~Tik*uP87VjcYqP4sK-lm?n5j)`DXgYlB9&}*7}ma0)jS;?LfeX_8+Su+ z42jCsUB)_z6eyXRk5_Z>TnIG&z9q7@Y7(KdYaFOOeiu#m1^;^T*RP?^jej}mV2Mo) zq9a_H91p)D2jdBf9KY>)uOd6f`6s5HKSuNPVOl0V_m!=tuehM23+B6~09>X8d(}H< z4B?f+6vVe(&}K)TqmZ}LoY0v(3=d}JldUqU0ZLUXR}_TQ`AVMn+}MtP*)kEFq7ckH z))vN^(jU5qPDH2MOO@dj70WS@v=yYfBZ3Er;u-E(q?{d$S*Rf?Y+mqGSVMhOZN^^# zW+fHDd3K_bB0%T~V~{ip!N~&2@-Of`-l_IkJo(cjt6` zTUUPqp(|GL5!sA#;-?<|5ulb~xE}d69KZ&2#~}PmY+Dul(dpRj#VWR=!PI4{PsY!_ z-S+dp6mPR_Vdr}^5**6y09yxCvlkTJ^a!o=ft=ke_W<2@5WcrgyGY>Q+n!O_WSzl` znKgO`g*Qy`^^-KSJ05R)01Ig41DR6upS%jkAjbjDqX{+PHzA0=m*1eMUHD7Lo8hB+ zJKZMRFnIqcTBEKwyz8$3in<5DJBDMv4VY5Q6G5C%e69Xxg6FOHOT0^lQxjh}c4lKv z>|lsj&J^X^L3L|*fz6bCc3Qs&HMX~x#OmJW?G>3 zO0E+6L!Cn96+MSA0}$%FY3Cj|f0Ub^EDwa{N?~K$Wyw35;%eX6{a*9J^G#1__amETPZdsz% zPW$#wt9EJ(`Y^NEy4~x)@S=axQU7ko35s@BIq``_hT@%Y)Jw~XtHGyW!5gEq)fK4c zyfWDKaKBtF%VqO{k7e;W*Xtq;`yN9Tfw13@aIGD0PdFnu82>a22W{=PT>Y8k)Q&- zIO6U4(t$@ycRExH*Hzs29KS;|K(^5@B^05zK>q(q4*xsp|E4FZU5U+i09-O6I1+g^ zeRHg*04~LFj!??3(YIilD6|3a4tBin7s+RPX&V#}V&u=znKA@_sJ=8C;7gk;(%d#& zMfa|G0i;3_&DH{BlIsgHf(8`UN@N4D%Efw4Lc-#^hK4 zFV%*aJ>Qze4!4C}qcCUK3K6fl1-z0hccwjQ-Q3kMx@P9HoO>Mzg{C-hT50q8bi?<4 zRnV&%->#3*^9*#A?q*mEk^Yu=A&e2^`p@R&W2;7}%7Uv_9D@w2!G2msV-l%mq-$W` z7X({z99VF+GqC+$ox$t*!s)J$yKfRU7A;Q6NTqDqZykgp8xMJ*`9a5^HVCBRjHs+t zu;|{z=Bt~Fcfd!k5*)`MKZF)0&6{N3#*MT!=T1(_i5eXplRpOKya9;!2v1TWnJv=r zwS(*sKZkfoh6ILO0~sVQ`(nrOE`7B^i<1x2{6qH_PC-_15Jza}+Vm^*;8*^JiJU8o ztxm};W;VlHbEGVMo#O%j;%>b{>w|4Wdg52)LeFyl;z8!eeEvJ225ykZfnuv**SR_E z!N+$_89paTQ=J)J2f{%uGwa*bQy>n#6R4Cpm zPm8Oqs?elxxOT5>kQNY0$==0W?BM*RUd#Q8IkK5y%8WUdee=3^P7gV4u1ohrvP42L zn{??_fcR2D6dant&ID~gZ!)2D&wbN3P*%!zmB2Oc$5T$&r+KM}Xs>hJ?l;Wd0~jbr z3Nm;@S-iv*Jt8>xrbXe7-ho4GIQ21T7`>`eCEGZU#kJmlDExY{%wYX!XM(hTF0vph zE!$E|?pLbG>V?1f9I9DZv#6HA#XfNbsE5fQ+MZw!0~pa+5>g8)KUe`$GfSmckAFV_)yI7vjs1^c+5j5 zaHgkA5oWfg%E5LR<4#YnYH!eAxSd_zw_x-{MKwoLDngsCq?{nu^XaryXL9b*872i$ylQ^uV?$<(LUX*xLu*gopJ% z%?^)2?+WJQM|;{+!I8Bl@)hre;^60I*Q4F#blWm7)jxUQY_UKTw-BFumX#9fTg|?_ zgI|b?I^8_$6a?=y2^;%WrsjYf-mp@8nQs|XGb@i#OF?>cg*|vRRjbcI><}#K%=jJ} zgUX^CAN6giUJ1hhfM*9-`?DzmlpkY*XaH5aX3*cm#U(s61#c1_nEMlHzEgeHsJvEA zO(-qp&0bJ3OL^XP3`)^*17Ot;!~zBQQgP7iIS!ru#4Ap)nBU^SezwVu7Am#lruH4~*{_ZP+nQfIWs{r~T9ZmwRI1jnXq?9QzEPjk2p zaWZA_-l%IP?SA1H=VU04rF5QfW6-+%=EAN?fVR8@hc+YF)nXKqI$dE1kcvQN;DWzW ztq9inR$cE#&Si;BU4E8_DI)1?v0A1y{Df$y?P^ANfOAV_INmc+b$TDr0>QfLMgAap ziqRqvK!G4&jfjAj*jC{nE#N#tc7-SN+OX%czUw20Z>d@;$*Fe94?<^-K@A1FDzLM| zE&BakGfTv=?Jcs!%-sf)0&!OxOf6oOzuC*hRBCk8a(vXXap#lN`aZ^cb#B^+LNe7X8v^I7ayA+DDmJq99goMrCBm*hNr zp}T8K^s5ATg`OL)U5(N3&wI5de-~R(wD3qPpqGp_$5jyf@$2O#$a1)6))jYkue_URaPgX;qo8yHn^ETi^hf zij8!C-sC%&k6*#8E{pWP!wjy3bjGoL=96w7t*XoDQ+q~`A<6IH+nY}=r`4Q;muPD`?{AJ0b1xGo>iii5zsXS=jNza4KdRpMS!OWbKuf9V=&n7L$9MCGYx+ghb7!;Pm|0>#K zZ>qmi-$VMzd+EF6J;`H`dCo`eCqZ4aRT1?H+Wzj6mG!m#O@&Eg-#@PPglt(SBt2E4 zdU6V*+2}kH!&+BvqZT>_L~KRXSmTCJ^Uzx%#mgB%8Wc9nhQeGGj<$I-0I$aoS*=4A zlyjG)Am1+B0G@oSZ>wO?vSF)4ZUB|I)w1Hy8>td4 zCxHM&Amx!;K;OAfQ&M}ccB#}7c`%!Jbf2UWS-5`F)0;v&?wD?J1G9zWUHF{|hd^tI z0ew3n<1R~)H&d1FDJx4ldI9NQuj@RFVa)rk6J_eZNtPuw0r(y4L1WM9NjHk{(B3As zW{GuoaOjmtfjtgY^Z5u4p)ZB`LlKI^TXEml8XO6Q?m@F(Uiqe1>e`@EAr(C&_8Jph zeLegfQDuewC^9Rz18*)@y2Xbz(O*Ve7tPr>VKh(~7{&l0HNRa)t-4F}G#&rkBz)o9a4l;ATlrk|Np`cMXu0 z31V2GCP*3PNfAkDCLZis&-H6FQnT*06})Y0t9>br_BFA zfMAa8#>TDF#kXzgA}^~{WFdbXNb?H*D18XnRoB{AwSo{>_glgY`i^U{bmK(^LRuMI_T3GzMISkEupHZuW4F1)00w$C)8LAuB zGeG9T4oB~8UvQC6%}heN=DSvvM7wWo3R!%}0BdPm7f`P;hTTYa=5<+%Zx*>zaN|?% z(94+Q)dIO4xrZ^oO|27W_QJ2{qzijUWm&HIs7ZPR1KInC*2Pnx!m zuAhfJ669Rxg!r!5c}`m7wXw=?_e@4zuH#s`cLiBCV;8tsMS`pwcSRaMZ$VZ#885_V z0&x%SRum zv(7!RQ!WLV{zCM)nP;{65jT&^-6(M|SlsqVguJzJM2`<6*CQa5-c0doY@y5=g$1|y z!t)z8{>7uTTSIn++l3M>9h3>t^=)hO7#hpF%TuaDxqDuRv79}lo8mp%!|mC zmZW%1^B|o)X%PLqC%$6a<5lE72W8!?UKpQhy3jJ2sc^w%BEaubRFRuDv$E0B=Z&9m zEzUPVp~{^rqz?d}I`ag{40QstR{>bj~ z<75QGBIkBh#6FHt3?+kAZAupT*q5o-bLJtah7M zYqE0lNt^ew!+IlwiJvas z-<h^!r$y2ze9M3<8Pc|czo60M$h<#(o(z2?1bYhBA?WI@DI$` zGzEN>z=h4(G=5+&PA^%6ai#1;FYgG$q|8;xn zNklkYm4Kc_zqIA598wXR<2l!2X)+f1bXUJFZfnX>wYlv_PJ9Sx<@)zOjs1VIqfMst z9fK-qo3}?HP4mXMN{oAsO1|Y#8+2+K#@xpDjHkPYChmNoojN2H!vUSifp8;dKJv<^ zHDFGvTq|_3)bHsK!iO&3N#t)MrWHP`h&iC^TCK~a9>dss5-!n3!D&>hp4UskwCBaV z5+r}QkG7?FETg7MnkT-f`c|l#M9ESe(SBS>MsW4L@82WpxzW?>wA`^8zgePrBJM^0 zd*LS|RO;+2|FBSSI`UCG;j&q?#JK#JRX0qZ6a13y0rae^ONq?_)5&Ho=esNOip0Wl zszclyIT+E}U0PL#xFA|l zSPN(rq~dJZul-efEac@<6TRMQV`;tp6XMJ8Cy5~fPprO74n0dHwQG(o}JXB|h?c;?DD^V8u62wjiqMCC8$3|i7TCC!Z;#~>@b zigO#Z+zCBzqwZ?UQd%9;{Yube();2*$SZt;@&J>nnADa&uhN2az{YZjtaiH%AY9#P zmiBj}j|^-YM^qT0MNa(&lWLvEAn3Z!_G66Wa&;O}qg8=X1-;9qvmg{m_CtI+iXg4` z&qAnjOp#;UCMG{UVNPiw#~?%~Mh-$clRjF-)5d&MZ^0$8iDT8H_Dh>hxzj@e0Vo`3%V3ME&clKo6uVLP+-GIq1@X2V^A>Dv?~(T zwWVsLWV$5TsUgDfROzJIw$$t2tN1(Yrk}%`_rDph?<9M|_$+vIeijIvUetQe=|h_8 zx%%1te`e)Piq$e>b?%tQ{_u`4>5`f`;Sytw61_PY-zq`4azNsVK+d_}SZ_E6m2O4& z3LJ<61!kK@-#fgeR6I&cFV2rHpF9TjUmB{J4Ugg96uBly_ONGHPKs5Qa<3mJw=X+I z5e0+h@vm@;!*ReekYzO}7i(&$wkVFaT)$f*^h)quG;{6>v+t9JahU2`oVzfxx}o53 z?@&BvdVvBN$|G)cTE9FrYuyclLNz9jL1la3$4Ev`!G77Vk7SF4+0w_y-kWB81L-cN zmr(njgUQfU;NHw{<^&woM~&ahit56a;w8&jM*RVVM(Rm}%gn;g!5Y#WD#-yN#pcs+Anu)F+jE8XLkFPg4aPkZ`#%^2sTjMK4%nA-*SQr)ZA>AYcM#%GBSMiV&SkaGD#_rEpoS z_StHceBwMGXcic8x~*~Xl1>LGyt-_-F3|2v6{@^(Du;i{GzQ6zo)C4qtkyL$|2Z!Y z9jTCxIhk0Mw+5&ewMml&mm_rNJp5*xfIRgcE#JG~>h<9}j| z8gH4nXpeb%pa$dHWUN(OO~_pb=XwvO$B7iW5eywgGRU*ZwDPV?h(vVxRdEm9oy>_T zy=%FzZ=DM(Ur~2V_q<~sZSN-#jc1N(*}ok7uwq^~A#M_C-0+ETeGWRBGsjSW8mIXt zGQ-#3Wvrs2;!TsGr_+>^&=WeA57M~X`HFXa?&_XNoqAcl(vPa?5|2c-#76+R!`O=> z>qn0ieqB+!7qyr=k%{}R<_Oh@ziaz6n=@fCp-VZAWhr`gii_ZmL*f|-Zy@pYr-RyU zOKQuOVa7u3<>$j44d5SWHXw zBRGVpwdx(j-@?H*-)iY6K4#J!Lxq2W^vbJGo`U_~uRk{O8zC24O!!{Kh9 z;F{R(xT^OLzac6# zH>HZTW#!wBxgLe3ayb8^ko-9vZJwNT`n}-n5}DK&OG%|_C&*s_0A3ve3I9~xtHxrH z6Yc-tHf%ib?w68?YDjf_Z@lB!_QoTj2FGt@eSSQ0=FMV7?c*~n-Ctwa1fTP1UYzg6 zqdP^MtKWo_CG&Nc&pVaJ9+a*MPT*bceuzw|q1jbXk;Bp6`?deMe~-S~&Y#Cf;!=@p z;+*cCV-P(}oA%Jxofk^k*MJ(8Y7LaO6M1o5-=g#fU(UvA)z71w{T0})@b?qir>b*R zz9o6d)(A=WeBCoTdk)pbIvCaIE-|gQbqtcpN})Hn8+VC#4C<^vKAB$o1_`gF#b!>M z)(;kzyLDB+v%1+3TBWXYN|#Dp>y!>eqB~}|zelLixXb~upt=VjI!;8%j8X3UarnvEiJ0dVoNW5;=jmh%KSb$V_IcX zqpv>c>F)QL-7EL!>6>cq?pmrA^6MfW;{DEvo>SDytZIabdcuHBX-3#4DWi_Jd3o5iFFxQw~pkh<+@yyy)Iu>nUoy#@#(Cind+?=7Dcp>c=J5F z>=%OJEU}ofk!Ce2(~Y8^lX|V1eQSK(BZ_qfIy$67fe_NHD=HII?tUUXT^ZK^(F^{N z&rjYRMQsPSanOYyIP9dA^z1t`d8sm8oKd{n>S~m|X6){E=287#h4#;1S!9%{qGg&8 zx~F6l##*SxLUJa!e?T{_*7h(z{E|ifHu*L~_yk7wpyW&YyS9OtO=l#Y^?OWGb9%f~ z7G02-hJ^cYm-epOb;3I$Z_bNap{$3g8PCR;$_ib3 zZQGFy>KdW-a_$>hbfZFvU-|dYKcqM+`GtQxyzhP1_3E{&NU_Oun2D$Hk}pHDUv{@( z*62G7P#^gS91Fo3Oy1&>QW_?4EZtu{h}&J=s3W~o+pj@gf0CI$cn~af-WFQ@W_Sm) zz9ZS-MEG&C`oT6+k0*f^h_jyn4@#EcO@wLC!~&Tq691HlKi8hBfu`;!4~ibP46Kil zR}vQ46J>MPIJecVJ&FoVULLV_uHmq>L9I?4vF+@LsSW8my}1<0D!#QK-1gof@sA3@ zI*kc4k6#l&c_6^2KE(xrXV}MOp;6xB@awqSR#|Re7x=YHy}WmIa%2+7BXRveITqDi zy{FWiuxwbT8j%E@L6u-p;ni{WkF;Dv&ew!h?GT}OJZ4hOn&3`6P3ePTO)>1_LH%<- z>v9RkjX&XC7XDWl+!uL=D+QVxL(9 zQz!MC2=6b3Au-12kC^XdNpb>a28CjPK0t%XsK(Tj_V*uKBqlElC=O| zM00h>T^33e6s6VY#|UjY2Ax%L%MVf>o3~QXS54^O*gtbQQ)hFq%V}Nz>odMM)`Twq zJ5(#kQq*RSKhcl?nN@gxPCXo`nN9fcFtz*(xoi{a3;jkaFm$f;xhw2dW*_y!LUgj--1Z#eB~Dj-lf1DIlO(@* zl1W{~-VAuEjZ@t?>gLV&1U?~4_u=AV_)}o zTD-B8MZODIcpSps1|eK^%xRPuRxx9UrNdezLen~lp7@scJUw%@no23C@C$2R$PJlr~HP?&xK8~Bi_bDY# z&5BcT2}$Y6)i91uq?{@LU}TsS*MS{DhurGh!W0>Pn>A#Xfk)oT;MfIXMwHJGRJ`O6 z-mfM$T+c!ofMPWbS*+c7d25qep^T($>EO+*&>}v^9;>uR+vUFL9Os{m=!BU4xRneQ zf&UtU00je-3aEGXJ1-QE(LE{p(K+|*jn9~7vCp+A%89T>;#p*)3x$I+^q@y;_;P%M ztyH=&Jn}`RApCF6m|-h+1pZVK}@7nIxnQ#%xbwOO;z%QhN$)( zq!6->3eXyxbO(lAJ&}NNJqhAbP3Vz@sg>08IMPjA3)QRDBljlqi`E7x4(B7Ce|_ya z2a%`FZMe~4IzD`SAo5`x}M!|ibk)3u63RI!@aKvtxd(3)}CyxRV96lO2 zYM(J{0Ea`d24HsmS#UUlu7uD#rP*3>o-uv6 zXX&ueJ~F7buiV9M*g`gC9QGs^H+$(;N%f+ng6_v?asojquAd2KJq$u!0)-uc7_yM;;yvL zAu6mO#sCHAWN1TjLfoc97B^m z|JDkCdNNmbde|sKobjY{{P(akICQH6;SCmTTWfWq{?bUMG`6#(p<3bs^_}t?>TfdG z?m;A7B~39!1nrkQ29k}nrUqof%5XD!=W89x%|>Q-qA5<~a_)y1l$^r!oNb_0G5PL+ zT2g_P+n8hBW;)Jhbn0eVql!4MQr3MA3v+JiSJzMav#wRx4;ZYiVE)Jz055NXsmWyk zCQO??1EjIHnbMHlK>_@Q8XS76ACD|zgLbUsKCQAFIfP@g3N-5<6Bat?Ks^wL}CzPg=mCgy{eiqV*(aIp>qxaC?*vv z@sVWQqS!}R_59+S>M8*sEtBJN49a|lvo*bTsX%WkYg?iP?=yAz0}Oae#+w4cf_sVA zzE;rd6pJmyxm><3;G@-;sL6ln3HRCS-}!3!SNp3UK8g76YE?Qyxld3nr~WLwKP-F1 zcmaAAanW^}k)+_Ax0YBQ&`Wh-=3B!8GT|9XYCvbssqr;BSis9fJ8joist{2ITxW#) z@5U{6PV*vXs$eHDPKJtv`Br($ldl-NodqY1rW3~5ezCtgHzEluf;Wq)t;xwhhT!L#_aYpr>~_1ZETe-E~emBY9uD)n@weigVs}R zyXpMpF^u{9wSk;&Q~4d0t8i1OG}LXIpcIP#LN2Nwd{D0hWI;pUTQ4A;2?i2h%xGIR9HKoyZEv-O&S?>g_Lfo<;c;bCK4Z`mJ)g4sU0DhHR}#--dK zXYA`We5P!1(Fko(EkRdXPvr~QzlSsQmP>P*XJg)k$f9@R38yKapX_8fW_+^rqvxr; zJN|Kx`HJD<(9=WRGaW+ILU|2KPaO*5d|SEK-X|gl^Vav@hhJ0Kqh66xXRTml>o<)l zYOR$4<6obE@|II|ufb?H(9~SI*;Po5UG(yG7Nu^p*|>twiyvb>5<*+Nnz1Uq{LV9| zO%a?3-V}Fd5Kc93$QA@K)@JB)Rem<~;KnuOJi7VOC+De-42gWm#%Z9+C#s>5CaQ%C z!UVVNo2Oz(NnljCtCsUKB0%b>eSGRM^ftyJo^Wj&??KpBt%!=>An9V`jng-!r(67a z;%=3T|#uHVY+w$1+lFK^vzDdOIW^bdRt!%XU0K5K%L`$?o{6b=N z(X5t1+H=}5p$j$K}`F!dyZKcz6Kj6gjAD(7eKe$5UO_A zEps*AsEWL*Ylg|kpvkyhq|Y&k`RJ5kL&ZY`Q4;>L3YNA?esrJUHe(iz5PqnaAC$kd z)W^Ocnm!@9XF@EA&jk|w!yOKYb2uT^IX2f;lWYTtEDFEPYXqm;BH(*7D-~Y&OcbXK z`h2|#m55q8NTL)2?>LZXvxDgMiE8g$dA=p=Vk`vP13W%svI(BgN(-aF`|#oyPuC7! zV_Jm@fb65^JExICKk{ecKvK#_h4s}Ql_j+cq`UnHu^`0!y*|xmi}5vu5YKm_p(jhN z46r&KJy+{4P*0zysw#Zg>!NHjxIgidwJ6(Rs~~ zEPw@33#5`o5Bqo8DRlP7AX+`RC^?z^4z{XsrH~>@n49*KKyqipRX=}cQgeO1v=YD7 z6aYC~1OM^jEy?o2&+@y3U7WKm`2%z&fBGyRF1}5I{b9oDrI(``K9O8*ial71kz!^l zZqNJl{!YHO^3JV_44Bkd$ke@!N?Y`v_UHmP)jOwvqUYp6@$Ep$1qzTJ2PoZefVkU^ zs6RClY{{0%wmJN0cy~@OkLdA3N>3cCv9`Q)k|X*yC#;>Md}&xDduW$ytCNU zY+D-AK{^I$ei#MBnYHLsmZE(}8Rk5|LmD#lO`*!6hnt%ppR+K;IGXWaWKp~6n|j3k zk=g$+yVP)}Y7LHLG0;0T&oizYc0hWyJ^KH!_1;lUM%}h|5ET&tkzS($BGRNuCs^o8 z6r`7kh%^Jz0|bH~pj7EfiwX!x3B5z4H|b44TIfBYgaAqWp7)&Z-h0L!_uoLqNHX@b z_gcR-=iHb__z4WY>rri4mQwMHVcW1B8|yu|%465p=LOPpke>oxHYJ z&&}l2*&Pe{b4!9Rl$-OFWqd${<*_TG$6gPWUR zKAy7;Mnl3u)&2J5XFi4N6ay!Nt4M8vjNjX^mP@)2Z{xr+7&LgG%vfamqo`fQJ8V(&!$x{qexUxfyNBY}7NTm2(4_6!@P7i$7 z&#IZv$_yT0=Y#t<((kNfZj5Bib}n^I(6X83BJwGJLKv$b@T+5shrT^Ojy?s<7? z5-*;0#k4{wx7C8}y^cZ9>;7(TK9;K;p0;DDqB|{fRMh0Uw@3lTj>+BRW@?jv60<aySR2|GA{wziHf|q){eT|c)>g0X&Sy9?ugLU~ zR<%WH=0Br~t_@dJ?FD`*;pLA`Pb!tOtf(4J#yH!^k&KrD7+}%r922T+@_iu%#RflC zr|4CeXt{;Ohk!`K&i(sw!(LVzlHtV)#J!GDem@KE7i3lW7ohzQ^G$`JCOo#%!R~LNSyd9 zzeZjB_Z3tnzTpSJk@|~g?xCT<0CG=SQj5>g#m>SL1z%#=8UxoYjq&+7YphYOPhZBtBwj3Ms} zou0XD%)kVfJhyS|(g($%Bb-CW=wL8QBMX6dL410*&NgRuD~n_1hl@wYYqV?1qEC_J z<=`FR*2>4VN|G!7p>f-)iP9~rU#z76&&RJ%+3Ag_J1ehY%_?#8eV78=l1IK&0Q0?_5xtR`R4-E~FN}Pt z0w3`{NVxwi>BsCC^Udkg!$vv$rk1Xwg!-kU?3(Ru&LghbJS>Gb){dJm-rX8#q zECA(v@b~UM#`F>ti>i|rk9aDuP9^42XMO=ii(L!&gShIJ0sPLN6A1AgC2dDlDHn=! zV^rSAHUK-;RnE0&oVQ&R6gC4dZmeqtrs!t&x^0r8s)?vIszd+tHo!Te%*Wh;o?gSP zby4VA{(%_1{Y3xVs_vp_b@RwIs6zRC~Yxs@(o;x2_Hj{Ry{AXJe(HZ??hvN2^ zI(DkCh#yxBV9j{>ZO|k}H&>)6$R{^saPq%Kj>EkT?2V$!U zitOt?yVbOGztKoa#7~Z-A>h zv|9f6h-KSy(#!m*zdrUlbS`IRK~n-Mlniw?q{>)jRMZ};73pQ~U>BHG67Cg>D0h6b zDEWzv7yeGWq3&ZG-suTgr9wks1%L@3OzZPHtY1&+Pb^z=xJB$0PW3qny$LZ%(@2#r zyFxz|!Ymfs8LZAn;y(*Q+EkFV)vHQKiO;f#eMDp#smqD!r`#E4XJ*D;S4vMU?aqwF z;{;#vqbCgz+aMMa!=gjjp%l$}7MQ^Njw*)uKG+t-;&#rd%o^dS>&B6~|5NGX@$GtP zp=Uj}6;ZeOzaqcV7E|J>R~)HVNyRxd&yeL+4onm;N_^|%%l*Jxd zgFW{05Uoc(`MR%P%h4QG^%wbmQZ)pkk0One!;Rl9gebE_(%j1&KKTa%7&^eOLT->1 zNO_BysLrel(quJ)L`>22dm^#ab;SEzfJ#XTvZ2vrT`mBGn#z_r87h-`PsT zE$R}lKPy+_m4JMY>IC>1p&89NZDV*ge4?;4NV+Z3sREt)$xN#aL{s!EDp`k4MI{JJ zpFe+p4OP7F_YY*+;7~2Lu6i$Zg53>{5s?5qhyOr=Yt+QrEBCBnbVjrno{SS4$@QKd zXDYCNpmRY@&@nXWRu}oI=_0BXa+ws+1-lvzyM}y*a=Mrcck#P83w|OQbu+9+=wv|l zIJf&y6O;Q}wtn2IV01W0WO2%rX>mi?q6RBL{!jG|RAk@Ld{vlG6rG&ZCDJuVuXzC^ zbo@IW6H&rWV|~M%dsiyNj;p3RR{Pl~Dn;3}drfJ8Q>4#bX+Xuo>-zHKfm$~B%>Rkh zm)%KYhugMqPYtqHY^>*dtTQHCpdqKsznCNL*>K=zD_ZiVS;fnHSM_5aEXLZ`*M1_8 zKn3l;{8>i70lWlqiZ#))K|)=FcL&6j`Wtdl9t=6Q{Mqc~WvA7q$&34^49pQR31{=^ zftJekCy5hEaa?2mMkaiNtQ6PZ1SN5oMDBRMFn5A(s|HZB!R; ztDB3-`D*Fur`_Ugm-*i|+hv*o1Brp~yx2S1d2&{>a z{hfN%7F)g^`0{%yz7pBDW10SFr(#ycY+truabsak{Bhk4crOI64~|sl9T%tGBt!5D z|B=xm)$mM(aE13r4Eo;`t45_3&K{U?^e9#*L9e;0ym#UGbZ_!B;PWWD&M*fqDiLT3 z`$D2VvtZ7O;Y74-tRK~MpRP6@O#N?V(rsFt)XWU^k{dpqIN&lHp!H6jpF~{piZB@| zp4^@s5jZya^|M=dbKMYXq9!&0t_kO*yqT^f1r!2WEf#C z>dX{*pLG8x38-nFAgPiED=rY1q#{!xs+tn_6zrkuo~r*u7l zw**G!1X_1W%u3cwCyKLCak_|mAU&INyrhRe(lQ)$Cd~!tEYZ{dKvd>uqkzGnY6E*- zox>VPKrobW=ugvNStW^(+!{!do%0WhKq|H zIcQ4};2e_|Q=>B|i|jI}$-Hu3h=wNq%fovN4e^75B9Jh|nSoTq;w|jTj{Lsc^FTNH z`}&+hlT!}MK>Huocz-F5bzYxOp=LziT~KbnS|M{ysKR@20_*at_3F0^Pt48X>qv_8 z(JRWvJuhXt?KQu*vIQ_r=SB`4ETW6BVVyBBp;SD!a|jKc6Byz)7pIQj`3GX}8XPQ9 zzMQD(;_Owx(;?7q{D_}ji!F$ad3Ia$4O8v+_F3leY5nL+Bf4~NZn&)&{8oxep>mAv z#_b-S9n;kY10RjU_P0gU;%=QZjaT~WAVub8)ZJAj3>SjVyk@+$=ZB4;pMK{&ritU_ zP$%m0=2LV!v;jyAk=6X{cwaKklcjI^?=46ZcL#^7*fD%RDtV${T_;FKOFJcguqBCWA^z||25+wmBthc158;EaQ zETLCPp*p1EZ|xc`C{_zv#8sv!U#1=g@SdK~*U%&8|I(Fq2c1Wn)l^rJ3Kp@fWQlR` zN($oB=Bc9y=%vn>9-Yl&I{@iwp2-Bwqc39L6rQgq*%4%0ZKUSXW2%xjqpJ9O-VuAT zkx%K$I%g`fE**cR`=7?i|Fd-Ia9!=Nh&jL-5|RWgBSSI_KWanhpkyU~+w!k8dHqUO zGtb<@O6JnSdv=YLy9xqLW@Vc+r+#O*sK4eJA$Ag19xgJnFcpg1N>&yAh33!thu#3+ zLGNBSCVpjh`Cm=yx&KCEOl}WJ$=M`ySJriWf6}p35yBe&YV2iz5-#?}+ammS@{qQq zG4IWL@Frd-!R!3OAkSuL(w7_rs|9`+{S)fRI3HO>o4ZlSo^en#d5+%U&JK@Ed$W}c z|33TU;D#ER5Srnq7wOuWBP^IZAeXJzgM@~+E<^1D&-GskJ}o>aqr%b+g!Cj~ z@y}r-;eoI-PSRtfImrdbZ}hONYV7O#4Q8>*YMI`%XFDY{Okcr^9y;5UeA-#aOKhZ# z3?)D49O(k`8BVMT`gAPCQD75^Jd?bo>0nG7a6v;s0O|?rvJn}S86>Sy%un0GZf)da zDtJc?-I6W8%$=QD3m!G|g!9q>i@_;CWuU)#x4#hfjp*Bk4M`Je%emIZIlV_XupXd6 zkuI%gZ=6i-Ww0;$=(f2V-^CM?>&LUo0q3N@roYQ<#iD1HNaw2hj;=@BiOIY=Ak?YB zj6kz4gHCvf4J7oUrCYR(WCTv&$1utFmpW_c^I%aFH8fq9Ol8xyA)MB=gX&Tr-b@e)CAiQ8$be?)~A zs{ItdGNL|GfzhXJKB=p%{&jKD{FX({yGk^pOR8^u^s%9HS~Dg{;^vpovS&i>!flMf zwqSl>(56rMtO{AceuS{dXX;yw!}pMGi`c6$r&ELI>B26Bh{`ki{;EdzX|dp+c8`)j zf17jY5rThZ&i|hYt9NWHHBrt4y(l>k#-dnSG1@<&EhWx}q9%EF%nyXHbjan|y_S5w-m z*KrhJGBU$9`3WADaO23D&iG%rNyxpAM<>VRL7;^oDS?UAq}*aM9Iw!-i1aMBL~xqo zkE&KW6ZuweOG&f?VP{U*U9 z&}GdD3^Nm}rb{)0E|A4WbNm!TBT2>Ir%8$J0!*b%31-DYV|i&01!mj&%4-2L6`$Qm z!{$qohZk&e)wZ$Rf~#ftn8zjp8P%((_uLDpQuVT&u0U_enu4mBT+*40rnu_|V-a83 z)Xt%w3ELv70=2&|`mv5UrRQ%;8!YCweA(*YO*1irNsD*JnnH^$e1;3nw{uqd1B>eF z4CaYAN*38WieSSG6@U9hh3CG|%>;Ozs<$*(gD8@>q%=0+mAyMgWSaGoa>YPwx=87NtEY z*O&3vqDP?2O|3EI>&Nr2Dhgv79xUX$rJjE^IcHm@`z6-J!&!KZ7-e1Q+ELwofOvYfc#qE`3ZIO_yNp96#5dZ#YH~ah9h&gXzf))2t7EUK}OnGt1XkH z!F6%qCQqk~LY|UV(7^Y}L$!L_sz3g$Hb3|V%4jLmN4EvkUWzJ%bN$%{1Nn%lJ%h64@jQMF6%GKHGK8_$_M8NS+ z3%H+W??QeZ0mJC_rx}hD$4fP7Cr2mfLNMMDx}!^ASi-hKqnbGg5mEB!YmPRwfhh+76(k8LBuMR2PUVphsLtXeW#%A^ zwD8RDt1fw`JM!-A`vv4Qz6gE0kV(2;jibvAQpk9@zulR|OB=tKd-NVHUzL1rge=YmZZMz4Ca~?9HQS_u99){;#r<*B9SDEi_@X z*Ug#i5Vi2F-c%rq`z*@*WOr#}7FW^5L>enO1h{@fwRUkYLO2kzfG9yfPQVQnWTG?A_i8)9mwZioNg!eo95*LS(k}qAIo=?QaK+K37_>ll?%2(+ z@u746P?uFvk%DRs<;it2e_Y{hWv&nVu;&<5{81y_=MKFeFi~qaFs0#8{ROEF51imc zXHo|a2HK)oX}~v~nRf^U$5mS_1vV}KmH{1$d+I0rg&qCnC$1` zm%nQh_=E>l(UAwR5Duh9N*_+Wu6Tpz@jgA=J{+;L9khON4tF1%e(jn}x!Ah{_SX-q z(&rYf1fJNq=Y7^JIP^WX-IDw-CcV`1y>w)l5UHo2~KT~?H zQ$5dLE0@H6sZVuws-LB6)A_>FvEf2m9r?evc0`yNy7Qfsd8kPWir>AIe=3hw;LVqQQ6dSZ-|Uyu6HSMhDBJnUN;DO!CLp z<;MK|n<=rE|6JCWEHH#!(_Y;R{|8#GMJoLRm9C=yfpW_xH?C5})l64W&ja~T%i&!> zszxvN^z|2twCQFS4oJBgL(w-%FqM@!(=Ya4au&Gt!E%dJEU&%7x$MH7YrYKi#+UVi zm!sV^xYd~{8D!3d`OAHP{*WR`99c4m)2egX(kZ#sRQ5rp%|$i3;YXz6%*&#%W}7;p z1R8ntuQ&#$>B;FABSnCb>MDL=WaQGMf#ube_6MMb2jmX-V;@2!sCOI!{NfRbB<16_ z6q{>9UJ|S(cS~{|a-4?Dx(eD@T`m3IJ2JFFFDSGB&0BeWo^~YvKV~xZ8rhq(PEVA0YeJX958% zrdbRDAkwM`^)E1585|BuK?zv?1G!_5St!rQG=Q3pWdU;r`h(h#^PYr}MvfeoYuy$f z4uiSKhLvLwSJ+HA94>Ed)H+8?L1QpvX=ksQ+3;||#`?$Z@Mjxkh z$=rhbSZ>7pjYV?AnS%T`K4YY2E{{YNujW}rW*V~KaFcpuu5KCm+mjit<(jE%YHC@% z;}z!_V$Xhqlv*yo$lO0mQ~Fh z-Elefn(mDAbaF#^=JvaD$G8@^%1xXsdC*;H2wpeWp(`sYt@@_-vp`WaXRmk9VR?JB zCP03Z{hO#}r{tVN>pT~rPW(V-CE(^;A@u5;B-wTW(Q&&oAM8>bueQPmHwgun1GMV4 zqz80vT9NnuoxIb~2t}OPcBEe(`)lL;#f@eQMJw5GfonC;*{#0)hDp=cldHAl#6L?M zV2N+sWB$Fxmi-ttfAS6q>`cCehwr^>q|I5MPARyU=Vy1VOa8Bqv{{>=x5|w$V-`9M zcK?9MgIIX5>U*TakM$n!H-zn);p|3x6E4bHnvje%bwNjCPsE=ZkH>^Gs$-OmrIYhM zv}=vbj=o3E3pR3Q>ULn4wY%M!L=@cJvmLcZ_6YOK%?=@`7DdP_)U+6tehz3%?A4-so39$(Qv{OEwfE$ zfF7yBHsc07iqhp;=Eio5SJBI7XdvNc2nM!7&Yx=(fF38}UfDwqBOtk++IM?J1RQa= z$v$8`s@WjhsPF!P_T5OduqEvsMjubk*1h-B{{KK82RK#WP(5Kb5Iiap$;4A2J|*|W z)-C`|EYI!Naf@G@0YcpU0p;`$6m4@Q`Y#C$jP6R(Fa17NzeKREu9At{lc?Nq5u~ts z`qNtfasGV8%C8jhVeoV}T_*F5waD2f^YR`^Mc@k_OiaL|b|e-XGNG-?1x?CctE11# zv*;zH4%35WUer}5iI;Xm>NjP_UU?c@yx-7I`L580bDE5kSD?C#3xt~U-}p}m0u2e6 z^IW6=P8YKv1=JrAE8sw$Ee`bYqb@;hY=0Dzk$5UehlR;-e7vZgkO#(=Qc+kjIPI z3!7OAb)F8ikA0E51EBNALi>)iO+yfei-uq$>`Z7Pdp)o(&uix@l6CUM`oV#y7Wzh- zT!c2UdIAQmX6Z!=2Q_;oxY?yd-Nb?jL{D?M>qO$Gf1r`L>V;F(j%PWrr3tR|Wl65l z(jYfL&xVkz*tdOw>sEAx~2KaI%5^u#KBOO`;bXP&iq36YFYT= zTYPITs);zSr?XqUmO9kyfaUC7*!@veYgc(;d%7@I!rM@8u=rQ6tw<0BLP`!M3Qf1o5hSq~^R&>#PS z4vU89wlx2jh8PLZ)(f{ODOKocfR!v5#JS|oInQwnHw)eWiDNwDKvH#{0 zu087{GGo`AwP{`Y!!~_8Wwk>g51JJGI%p75kqP)f&K#XNU{{bdsIN%=Vei3nHi*PW zrG#yss^qHge@LHf3azGX^yv?HaFhMjkq*AP54(eZw+5@AfS7V6lp|aU2WjUzVpPFd zZjSyz)DJ!#L#q9BI%UU1$!%3-$~CA28tPB2h{so9rbhI+Qih9rWzP$B(`cYt)Tt8A zkctedKr_jna9@?(b}97ddUeV}{W!yTunx!mlYE5V(XG-H7LR+FDaoBo;1Sbh3Gchg z)C~C(M~p}t8GKF(#h=*_INyIp&@?(NWU_XItfH=2IGsx7!TnsWB+iDTyPMKlo$S)y zN+N#MHdmTG&m>-!Q4UG~% zEuP(jWh>|8B2R289wopa!*ig(NMaWzimmc+M zLQ-Batkt?G-h9r=!r&YieY4q4PTgzaZ1}rix^;OF5-5T$tN}|X$QeT9A4MH{gZ$9s zYj#wfwbuF5El*%)HDxEq0B(ey`8=vJ?9?7y^a8t_keY)%tPYAXJ?c481UR+;_{@uJ zJRSrhGd2+hLcgwC%w=cmvl&U|GAPDQo3b=t{?xYms(U~>V{#au@+|E40oMz6qqjx| z{g&Ps*cZZIZ?v7vn=HRrrpvC3)_TMWpN-YwHsG18{*g^!z`2Dqa^lxChpIBQ+x_9q zO*s9+g+Yh!7Ck(QQl%xYE^A*wt)(5Q`fr8Zwk3xx#nj%hds~U8Mb+6wb|2%c6dK+t+YP&HuNVpcJ7r7~I>f{G(u*LGKU0q)$;E{#e zVfeBFy~K)4?N{@FCATE4!76o0WXF?0OY|Y}JK!*ENC^H%JVDTEGF2;NLg`7X^~|MX zzuYDGJmLaFBd`mNWQ#6Z70Ue1)26pD{C3Gx$)aCn=O=}+VnA`A9GS%x-Ntz7rGrtt zrhb})C2p9?c?++-(?Wo@LMq+fH!=|PfAI*sS9N^sW3-VPZW>d^`(bXOWHCf0$3b=c zWv!_wCVAqwO!T9??HWT93QGz@%)$0O?}ws;rKNd0R8D%&Ak12g=Q`!#Qbed6mJ=A( zHd-#u1bY9uxv{@_H+R@>7+F439&qJ#vw)JxJumgL%Q9YPQ!{%I{erBOF#`B`fz9Q- z{R2t2`eO;w0WL1QncG~`6Za%Qcj$U%wbp4E&Qd()uc!xLY%;f%**1~1s%y4$-T5o5qxy z@e^<*)l!8rlS=s(c8Z+{%n8gQPg+$U{aIb2lqU9>hbD<{N-1CIp9#kz(7xE?n$ ziI4G*U33DQL%|C=`5EyzFwf98!{}_$2C=+?wYHBQ1w&akvu<5`&pu;hFjr4*GH@Yk zP)gbh~qav)*qRc}}nUI()^<`#Gkh+iJ~} z)uMdl+OZ9`_d6il*``1TNa60e51F;1NQ-+CDs@s6(R)qIGhmVgfZv!70Gfi=yF}#= z`VGEv_`>UnL4TE+lGZ|pXThs-pU?Bt0Ice=A0AM4cw0d zNAY>4BnZKis1X9WK$>Z-uL+jNa+yheAgj3*ZEWzbuK#dsd;iu#*dsyIlveoa&hl%* zXJ_Nh)@q`U|CHt6(Dtt-hXjFrgkeFS{L7Fc}3 ze8<~V4rTWD`8%HMjgAks*x6_C7Z-AAF1y>HYpR%?0>zPk@A|guPfM5{6`!IjE#}GB zU;uR7#sVHBDq$^{N`q9zzp;U&woazh-zqD1N~xKS%`4#bVd;1GROV}dXt?uma6Qdt z$DKJDxF_p61|X~B>QO57+S_Vp8q{tJ_>YFAxNrdxyhB8zX_3hLugaAA8Qx62=YB8t zm+TrBcRKB#RmP>d4~R|Yete(X$Km%UQhiUZ9&CW{ZD&E$v=NnaKt;+i^;X|&F3{$y zKx+rY)^GO`RR7+$rS1S~T#hofOy-fM%MNj7AvRSrtbIkV5PeilYfEaQ$Uo39+|-n0 zc!-K`VP0w*4|149@cjpD-&YWf6X4V)CT2l{ZJ54em5#Lr|7lQ6= zVb4)7Z=o0f33|u|LF#_fB+N`UeKnT;PZ&#lMPjQ%1~@$)Hq4FUws&LLcGi=)mu?7` z8`1y1udWsC&Q<_rFbpZ6lY~!C^mrXI0~0BpAYszz!b;Y=h50ZZNbBA?b7vMmZ0%>~i}9JGzPEe(=VU=``f@Vw{OrVD zHhgp2-ys5+K%zLeP^>#tDGO?!f9`QK{5x#tiSN!qRb~8#b_4j5$jiF8mG1d>e9iU9bP_1s(M?*@~B@~EQI+G zZ}j^RC?jIa1nveM6&dHV-cS&J8*Of|)@B?0LiVtrWwjQmB~Yw89B2r(QfIM*E0{|AOgYT%Ss^5}vmd&l`y86qz z=KS?kSNEQlH#-ZLN03Ir#y36`bZ?4@9W*i`POl}C z)_#prM^JpK#<;a1ZzyPenv5eSMUp*_Lb3Li@r>RH1T$)yIbERWU!4g^* z)7Eh(pX(*}{Vr~9x=v`;|vOE#v1?r008@f6p^UoQ9dbyxqE^_BTO2n9>-; z?gXxZ{zB6s5yQw#1*0K5Ws#WT9fEXu4DXuw{bfso_HeZqwGL-rO?Ret+)C{AWq-A0 z<{t=;mlTfssE>Z|s5h@>;wn;2o~W5O$Uo_8!It|*V90?^Ih$#X_4neDhPS=#``h|t z@2Q6NcF?@kF!hc%t5$qNOK7BvZdv=>z36$F+UYxjmZ+oLnwjkFA*zcp#@kx?<@}v5 zi5P=1lBMzxKw)J3Lb7Q6s zP7m2^-?hyjqsHULNk%j#8N!hTl_NFZm0?qR#8Sd0NdS70WK0&h_wGBl*O@i4`(QA) zqbE}8Mx<={ji+H_l57sYTO?K~-Yp)zBEx}(vZ?ilO4v|Xm2VUkL>49_N4#r<A? zWf)|!cFDRu{KY`7II#Yb{OV)&@`g7-%3|nKXE7_p??Bsu-B@Pjlr_`R`KdlXP z4Of!CA05M_^!>JjeB%wf#`^2B)%fQoOw=&MGJJEx0>66T>nA>&xYd)GAK5N^+ds_4 zLTEu+E2>wS*-u2S*p+=oKHn!B!{(rwdZVs3JH>;uy5{Xiit{uk$;=on_@T?IVHaE` z=KUdrbPEzEKci-`3wN``pKU1kRMck}2uCLygRX+Ehv=R_i-Y!B5y{0>HixL|M%{h z7zFgtHFT|Re-c~TtVxAS^UMgz&Zo$*=31bEX%x&4zrZM-H!bfBBL5))DMWNJWJbJe zo-pQJGe1(3Fs-E*)fZQ>4nX7jljwb5yivu2b_T69(gOdQK~|rrT9+W-$E$QsYvzpH z;f><=={-sm;TF684sq-ZqR>&2fhMvP4LEam{EE#Sn|TSVU-C$3qiB7XZ!WBwa6cdV zu3a;ghi~sMd=UCn0QADA(&QVt3Li%;0wr6HKH%pv72I|uHfGp5BQ-e<$4xc#)@;h8r)wQi)k0b6Bn^O z&doP!YV3-f@hwggZPiQcMKt7eMAxH_7P?k<;+n(~Glnh{i{PXp$oGo|e{7uY#suci zFpgSS&UJ|sm`yZ=BXGBAJpc{NG8HJmI0qMk}JjJc$hDFBIL+rHEQ-{ZfPtniX*qpU*hUqCA6aoZ` z7HH0HS8N)`*gpMm_rtk-5mhF-TiDFH9LfebfIrr#1;w_F)W@M&9AyUK7mL3-YxV5> zjucAfxwLB+|2*T9UDB&q;6|(8GI}JWB$%J8Mz2T-17|gQo8U%%Mt;^2(b<}7K8#}H zFW!glJLtRRwYaG6cU=~$5t1vR>%T$!9}n%uhK<~&f%~(hN=rZfpDfVNDLG}cocwXm zrt{LQ8k;~*LMdrkn&hv%bZ2rNQY+`O>Pnob+@&r}2E?u>RW=pY1EpH(MeWQJ)om{v zKA1pp6BR?Mh@66Z#deCV!xTmS_>~Wblx1eK1 z67pgUwbPN=DPap`233@x}JG3b|C~?Zn`7vB(sG*j|Bg)8a&3x@w#mX z#2>nNV0(krFaF0E)$0~+BgV;zVh9o?6}ECpq{I$dR>c`t8vVIw#P`*q?)6vZ5R~H} zNzRQ}N|F%n=n4ZgGMC5(qu+VsE3M7pC7&G{IUhjMo7rawUztOxDnT7EZj`;m)0QRR zg0yBe{PW(o!ef;{QU%KUQ%sTC_=m4dVp^mxIL0f~y{Gl|4`ULgKe^AOU4#FqXP#R@ zmUOLalX=ew&S#zIYRLwtfb$G12*|V4-yh&2PEpaOi_H)tZx0K3sVXz6rujqln)i21 zPnVNLh_GekcXdTa&rPE)mA_`)70P9ZW6YeI^fcDF@8!mV<7lc*_F7?OVSish`YG(A zxco2mo&dN9)N$nsN^-oxRL1DXY@9hIL#`_E*;vURRN+TkBPv1YA81|P-9*bsSB=@+ zHZ=14`TwTKw1dr}sBR#E=#3F@8HUn-SFkh{BIn6@`GxCrv83L?GnEe0^^0tJ{r^CL zS0-d=Gq403^p6av-?_WXop}L458}&L3aWpoePO=ppxfj4pJD-V{Lamaq-2x; z&!dKB9`7%%>f1gG_vT;w0KC#KXb^>e95)5b%*|>mYw^r2gCKo zI@&_7yCGMD)i(J~?5@*lF#TUd{#-Cb_#ent>IBN%jya5{}Myebq4`E zZb&y-X&5jp2VD(q1#^1GXti~4&RwoXKfzc0opzpH$&gU353Kz5%MY34_we2yqSj2N z&dp$PgdLSZ1n<^4&nypRF=yt~b+h}i&J%r4X1$-E_%m&soCeP^!OLDuxF5(?JyOt> zD&zo>e4;nRGc(2OaDtt;3_@xVemE zCZzm5xBK#^hEkvrmEk_#X5h^99t5AhRc{cLy?(mVS&@qfaw)tRVfIdVBs-?-_raWM zd>h-H9}mUgcYZQ}n8W~s1)1ZXuDTFe0v{3F$c%G=TqR|9IkZxxLp#!VXZjZk5tWl; z%T9~tqiYGnj|jabgiD6L!qGwIK&b$n!N7JxQ=&?bgRu+-;EEvzLzPi(SEm9o+K$Tv zfiLcU>`4mMVzs+rB_cHs?Dr$-mwYe9GzSY2=*S$Ci=5$b)tj!BaUW6BL6Whjs}eU< zrfXP^5&Oqw~-@grpC(0 zF*-K$<6+^uu2ts6a$7EPG@kyNgC2eF!66zv_a;TMmX;$Y=&QW+_i1 z73et6>a&x4 z;7)DdCqTP7MzabS^5aef(F~}q;z4S%mFfPyfPWy7AT((MwUHE576J^v^lTDxzfxswB)UlmF&z{1Rc3xH!_X4=gP!qUa zM3(Y(8-92c+7-mZIgu9DYX1WIp188jf{`2RQV!hbD zlqWV6_DPAuGJ)s4DHJ&XJK%F*Ye=+bC8_K3zxa{{!jZT5y{SilO`#^3+;9$*))5ri4*4t#)_& zA82tv8>qUNkaTuuAcULcHA@#Xr>bw!$Akr|FI5*jRU)j;>2Mj-2?{UMjWmf1C`co< zEiy1y_%BUQR7%(bfOS2N^=|KeZp)!GOV#6`o4!qZDs>GdlvL7}&1RNTJhl@xJ&H5< zM)h!v667j!&S`M zCX%9Xmc1Dm&cPjI->!K2_ldBg?e*{3B0r+$60EI9gUW5RFW|ctQa=VsQrncDq{Qbt zmOaRlshiktR4a03aI7y*`>ws8V*mHM@h1Td;f!!bn>qVT+qdQvU6c3d-DCyD!u>we zy%Sy9`|a9Z5Z>)kGj?2z2xt-j;JC_8E#+Fpl~y{O1=d4?-+slXq5j^)L-hnN4rDk)6I=eaw<@4DYFDA(bv_3(Il@`Qt+TNKzu$ zwepB7sLS9fJDqiYF8;CbJxRNmoALaDcMN4BPgs`t;%(OGUkl7^$+cf`1-n^aB zF3=ZDTtB}&IWd_X(bhI?l9~DiPePcsL#KvA)Av<9iTRYg=G(xJrGs@rUnD;wh2}U3 za1b~nDkFv@DzOaQSz?Oab*X{v2|6o6zNxmxBD5*fG=sgXbpsp-^TmxOo~F4}{qlbx z^>nb)r)9;TTt5-LpWG63or=>(O%FCEI_X-$QRN6`VkD4PidisnRKG*O0Pg(PONJvy z`N9=-byYey&gp*FdM*9FzV4}=2kPy%413{*VgP+4wJ$fUQD4!)NT?~M34`;okb5Pm8w zlOmmejWvU|F8iqXEs5Dd(&YDk9V{#!Fb8JTkyYa)~KyNgt= z3^UA!4e;({nFhgyMR$lIHuM8=^g(#bx=gjcQ#%^FY&?$LY6UvRac@+Zl=cbVRjMi= z{tEO1#0?D{Lak=q-*Dc#!M%L*ny#vU#?lsS!2JIs?meTLY`b+)6chyo>76K5 zYNUgdh$sjsC`d0+kuJRj2#HGX(xt0_NDaM1=vAcm-a91J07=}>`>yYdv-UVY&)Q@E z${+($9`5J9=e*`s5)HyzG#E->`=#WgKx@^BmwuO=>wE!YwOO_6e@W;R^!O53Hy_%J z7N4lE_@;&&&nfwC{Rm(nO9(VdaNVS&!9PMW_%Ppi*{1wXEb4*wlQk&@J6{l`}u zgmZ;D{rr{%?`uP=j%K^64k&KIs!{s=h4uP9CZeCKug{lbOn-rj%OcUd*i0Z6z(OM6; zUn+HTK{ukN4EO!EyY)iI9M3sa9TUs(hm?Vgiez@K zVEq>cuWzqFC75qVHLbXCxLY;VSfQ}b9WQ>-)I|Z1c#h-N9H>ttCXN|ulh+;w9uxTM z6O!LSpGMpvA8(qWYm)^yrPVx4PZFC@ZfiEn_LtCbecx!HMp^_|NEJ+bYM9fJ4o1D*+5{FcMjJIvsYmcvQraQXV4D*10Y=@91SK`omd?!0ZzJ*G#JW%B>Nlu*9+4@C zWIWfPM#XQ4w=656!tChhQ#MC0eIPh~RO@->sh`)UcC)8VXe)CB!0khyRuQ74P*b{{ z&e}@_GcT+cqr-EJgt@&_2`s#1>5^u@kRt349%xop^Y6D%F{DO^917Q8iwJTtp%#oE zsec8p@?$$BCNHF{fu<%yElRMB{B=ZwId5;)dC(Z!vUD^u2j=a8qTV#WS64TDAUXF$ z&BehouY$%5HMO54F6sK?MdN!2!aPiidZEFQTB=3uVRNUtoY6w}MKMFawK+sDzPNCD zbD(cexk&-wDj;O-ACiIdO$aIb+v{u-!c|F_T5r}vxld%mVe=M2yqdYc3x^h+2NEv3 zb}((0Q(?ivV-Kq)^cZq|rw}=*&>7v8>ODEE{R<4?XO=ge>Fjw*QH9m}kplwa_N-eLl6TspIv4;2qxw_YMoA}%3!x^jB zsd>r*6hjJHcE zJRxkow%6aog<#2PTa(rDJ6mqRnM%F&n#|mNRcZc$PJ0)ZKf0Q9wVEC9We z1u|rwX|RbK7i^B5_~^c;BgA1hW0IlSsHQ#AdM@6@@}V@AmMlE3Cf@yBZ`&L4WAEk6 z8H=TA0QP!+TYIGv9kN$B5M*o>2o8xV$oBUXb>M#7)u*?LX7gmfvmoSfcaikafJn&# zv`q&%-%DF$3%AD!j%B&uO&QBrzU%;WB#hDU%&FPiJBX`tSrwd>D1{;+5_3H zl|BLmf~cDA+Aokdc;&*fT7AZImr%4@bVdD%c|T{R8pkT~U0L4iP@8|l_}qC)f;3&g zJc*vk1(0D63HQP;T`Oqv?$z6(fy!Nj`pj zr3dc{w0qzc(B)O2NZgX2P~rxrk=6)ppuJMVyWofL1$bqE9e90a8(1tNwm4w9h(S&_ zi1Uc><8s{L!et~dZj9a(I$gj4X*5tA-$0;(*wXnlH6z}rbXei`k1|jOe^Vf>cQA6! zI6PEh@>fwgdvB158eQr;bZ~G)K3eI8&UrmJ8CT@!^VJ7tjO5UKikz82$JRg0B*n44 zz_~4^v$fTk-n^dhZL009?Hy8@4hlj3l|TmK>vf|oV(qZSW>=I?+1@v!VAYg) zYyg%ccljA@xVU}dh7YG}DRWAf3275OxyQ68;C-p#<+7*q5dQp}eLBrqcH6r`KYBKg z$Viw%&Xg@&qIy7&KggHPqq&u8a(>`~y4sCx8cG@}>nnIaX0VW|&KUX!vERAD%^kMW zz9h7?v1_lK=jpq%`c|t@P%TAtvnump0hL~mGRKXR>m|~)J@B`p`IxqaFZ)2M5Gv5)j;sz7!(j6)cyww3Ky0jFvb0tHPfam(*nK;gT7+b&vnV4q>N@Z)fjy0Oy(I& zdOKE9x3l-~9ChUU(H}aI#&+!3>$<5z*FksDZ-6TEcgaR~@Y-sx^?`Jc@KA;ou|Kad zkh%!7RJ)^dHJipXQ77_63>} zuLx*tN@NSsJ7PtTvul6s^}Vu5$SJ5F@^*Bwmdi2iY-Ei}`>w;PRC46CXSFwaIo$Mn z=U+Df>JBJQ=76ZvhOH;IJlr5=?Ah;>51g?g3J$HCF zxK-ouCGPketwON+MjgFnZpBl;=^HEP* zH||p``Ojs*DVF#IX}b`1v4CgTIX!9|#j{|JTAQv{jqxxhvTA+G?Xa}ZHR3L%n`3UK z7G+N6A#yjf-!J~4|B%_v(ajqD#d#ep+o^UlC~{_@#|!cdy_md!c@89D09;@;-ieAx zFXP5BN4%U{j#+pN=!?1DiPW2}$4z|I2i=?gb-)>1~<4 ze%t7}gV9B1#sUj^F(Q*5SQj2{-_(ELeqP<}tvchnIU}qkt^O$!$AH*MbfMz>$;iNW z?ih1^>aaxR@S^T3%q_RzP{|ILiy`fTTrK{g%>c7D!dyP<;7(k>9wo=@LCHVo)I3oi z)cLZgNX`_$A-x3e61Lx|m<3l30K}m;_9j^vo%PdgZ+_o7Rc+z=)!iq0UF)6o(KIvP z_cl;DSO4SUpm4dIgpUNBc0h_q+~WVs0hGaD5Qqe_n^W3_Ykzv{Jqw*t?W2v=l-9r~ z+Ow!TnhCo8+Pmh0U?aAn8Iua2Ni9+(2;ThA1#0^I)F<6~(mY+5HU1`Qg?(w|;TFKI-)Tk?|&bk4v_z z`C`iP+Ol(;2fddPFthM~jb6-#+;FF6GKN#*LKmTc1&mbF*UX!^o{A7gAky>Q!rR)K zH-?(^e0<&1XG*7Y^9_1q0~?ziEwU09d;v?J-d&j)$;*AKo>TikF8jg%2fO~SmEVJ$ z)FkS*VTFjT2z~%=EPn(l`nPrC)V_QIw*#nnXm-5daD)63GZ2Kif@HYOWLO(}A^$4d zm{PtVD4mqO=k9~6bl>&j(q~9Xd^$+rD@!OGU$s9RjHP>y6=od>oj=mReb2}1NAV|; z(rrHs%2bRfxx+OuH7*}yNpdiI-8AYxX{$RFh>tgCCX^wq!_y!BQNc_sQY9CdE0rP( z3R8l^P{qab+r5A64VRxB?iRmK+~T!p+ohld;Qt)$3RL*y7p33 zxHV?sB_`q`F)VR{H9m>yVPxT@Lh4uE@ZQ6$n1GML>Wt#z^`A(B0etSW7+wrB(TZY# zsXQ6Ozs)w>Ipw6U9NB+cA6VQV2MHQtdfrgw84{FiF1w19d{{4V%`>**idQQLqrPxU zZDj|-g6r#462Trsu43tl+~Xeho4b3urnZvukvBy+Z`^yfTou;4{wVK`{thd#^J)HnlKNO(6^59A}br&c7Aex;VT1glb#02CD%tKU^@62Xm5KVQlLw!E%e31j|v0Co4~U? zZc9!C4*>ojE(ilcHjt|aKzYmoCWuFmKY$*pYYsy%OdzTS7pwR*pd_Zc-gfGZ@eA%0 zLV=2-%5bgw)aBAy!iT+EoP+h;`tM33Zoxl#oyZ;Yr@z|>FmlV>k3)-wn;#UMXYj~+ zi3Ytn($hTKGfA$Rs~4&V$Ev`2FXeF(&F0craEN;mjfj*sQ|xs6XIq{qTq4hYJJ0B;--wwXTwG?ly82lXdV$$mF?h5iMQ7#< zB9Q}Oppx9y%m|`rsyS9BkZbfrGbAf;U8b7mcFeEWFY~y5kx;ePitmf|VSK`$TR$QRMU2gd`qU*G&gfkiwuj>F$)tWqh3uXu%^SIqC!ECYeQ84W|EaAfWNM~gUGkP z@Owjv6VaS`Q;88aPEBKzL0M8UE@JZgvwntcB0$P$2<0xz;|O8*?C@a;X5L`#1?jaL zICAKR5vvTWlM*o3m6P7-OOOXe*okBm&xcke^*IKh86a<+0wJt$Oa71s^(9Jq!aL_5 z_JK7iq)LNVlW6LK?vjYBx^yVihabUjQ|B)U$#zvm%_nKK_193|`;CQ~cD;??_VBVh zJ+ML@fw1xbFl>MgQsngj=DbFxeEwE-h>Vf}sj}&rJmJz`p`#9DaoxZAU?}NkH-b*N z>HdMW*TU-)u+-v*aPd>5X&e9Ugs=l_S}{q;n5hW;9vsXFCEtgWG6huN8u-2MXZT85 zUsqSwr)81x4s3aKDTu>e0BIk9ZpZsFQSlQa6{*&Wl z`7(IiwfH4{>MK+lcKg$f=9hEn2`-#9FUfhaeMEK9#=j)y!RKKBWvD~@oTv0J$;n;@ zU~mSoI%cSe+~)#=B?H>Y{!0S;OY-nA56^$x#JwEDvT0uxvpz<#_i0U^4hNw)-s04{yP+hiq(q1N zwjw($iUXMJ)aLVMM64!W^GL}__AiM?5s~R!B9V}cU{YBIF&o;{?KfInFHpeDZPn$> zvgK6QK9P=nj-^$OdL2zGde9iRK)za&B$04S5^HGuqQy)@U~_rlq54_4S9sMlyAcPq zt%f94YcGd~IGh9)^4#Mo#Gfd3oqi)k0r|A@fJchDOveG4U#d~HXGPi2JAX~4FM*<_ zoxuaO!mmGeoWA|2hl*H=0(Y)|&GnDE`or0$_r*ZM={jPUb~j1J(_?8ZF!$y=A+6p8 zN)4KGqj{Z^k!~P^`!5MQU^b2{hu_(f_Da#)jaBz>^Y(dKIiKe^zRUGlb}aPCrAp`T z8XY~Vl_8T8IEc#6S}MVAOm4X1wSH*?>Og}46$CKLwxSN5perM}OceI!6C-m+<1cKd z*ulI0EBrWbtbI$J2OeO_YDdEP*}w3JG1}L6KW%>{&i+x{!rhAhis43@!MmixVl%`L@0Lz9vyd^}foo)HR;x$Fd*t_ROfN zc^da3?)jg7(aGg^0o(v8K#>gw*|_lbraPFoW5PvTVh#HiX@<`S)>+6NB$DBO?H@_t zOI5$!CwYBoq`d?h+fqrIR@64c`Ha8Xx=3SvFJ@v}bx|}`9wZj<`KF}|4OdhzcQOe_ zp!*vl>CXn#fj67>nf>%P*jPyRCL&=|SHY*9_M~_+!_0!a6M87Py>PMwA%@%4p<9!( z@KHCAoSX$mN`NxJUl6@|^YSU69oD{$+JXRkHVe5NC%0p@_4CxQ0lAzxeFH~r&l<=B{RqIPW1+{Z!pjKbkkqrz8&Ip0P%zY(Lim3f?g zU;Z>cR(s%w+PIZl+I`gu4|Ps~%Ud{4vv)@woH7aK&!qgXC+Ez@3xe;3G{k9h`g9&W zV=#1{S5;NLjg-Qnl3T{UCyXRvM&grfHF}<&|0<{)Nv%CL=Unq}o)lOXqZr9Q*sv_! z^P0a8NHjt!1tckpw3SDlyp1Gli{E7EZvVWh>Ap=du{PNHE>GEl`{rW~o;Xdw)DHOa zerJ-y9U5SLbfnizkhFpJ`H?ptVa`QxUEe}()>e<9M4p0eAM6dPPDsg79KcOe&N}j0W zU0qGiB{g$#s!&=x#tW@v>tE*PcH$p`hW{)rijnmxRzL&UD?T#3LMV}(;2|octIqv23&hmV`{0M?`O3k}qt2&&wUX5O`Py_tv zW;9!B;fLHR>M_l0!g|8e;yR~xDdPl@qKTrWl|vTG*e;#cby`Hfu4b})!TqT@pBdzu z5-XwbAIT{d+>}t;@N~sb>9#85_FM~9g1t}GDsN|V%=up0o$Oo=Y#7c_VEwo0T42># z`CN9<8CqghLc!yfqjZj)lj>N*ZV@tb)ldGC8SXROa2pUAv%pp2G{%%zaGwGbQnrN) zQxwW&Upd@$395*hB)dyon*`5Vik&(0v#0@E{Y|-`(+ZPI&2wm`+Vj5v@ylgr8k)=t|2mAg@!2+m3Ofw85C^)38lZ7ESqM z>B`@{B~->zj1y;Tn9f{IDeiz?jZp4UJ|tf`P0am_b0TU6w`E>Z0c-5Sgu_o55>Bmm zo;e9p1D)Udryw{)5tDx+pX*(e;y%8-jto&ydAsz2b>rn2xDc3i^#fu*v*#skSECC5 zv|r-{Vm4M$cy=iOA6*$lT*Z@U2W4JuaQnVPRKgyMKSdV9kh)=5I5;;tR@LaO)lCn9 zUVix)FErV`yPzb{KPUr^m*D_U@78>A)^QL4qK$3?e*#8XDI;yMxUgk0;gN3E`#;Jn zsV{5ZM)cpYWoDoT&sm9!fAj)jj1F)znfky&bhVo&LE~(T?H6b(s6(cEadvIbGy2&~ z{9n6!a|P<(VRVn7ea@gKsC)a1*URf?9nrYEa|{1~)c~wG8pb<9%2uM8?oGc5WIQiH9ZD*$s&CybY zp}BMO#!_>Ql`W6CW1r~_rIWr%pvsN{jxORO;(bK#JQ!#HFImTb5gl>iSBC4-9(D5Y zdv!OuuWZaR11jfukA%cwjm|ragdLuJ^#+Pbsbj2d$@|ylOy$6^f>5`!Toe4)I?YA^ z*IM833*(-1dtYx50AMRZ?AV}Fbf#ks4234Ce@Q+;Y2PKOV{-#Ttty_0zHH+?DSIE1 z`{YB-^P8`nRWT80`2?41#%`yuTv$`10iN_!^dTncT6k-NzUB+vqH72}OuuKfx@T3i z^(;=4NMQ{i7N=Mcp3dtueN=%iuY5a$1+9_?Q1S&O$U`Kn<-#mo62$M{<9P|Q9GJ7@ zKcHT-N`aRt`NTddEtk2X%yUUWhBVK_D5Iu|p;J!8o5~okwux}o?UdpeU|ZrPw$*so z`BzSwUKF}^1{0=9E-60#4_R1T1~2zN!M`C?Bd)=m%ldNgJh(Sag6R+Qw^={)rZ*v{ z4YQJiFUQWo!$R`JfyJpM+a{xTJNJ<@UkIyc26}{En<28$YSgU zx(TpU{^MA&^+v+?Chg-apho0FhYGH74g`Hq(cD{RXUewCL%2e8qqxA#o1T$Gz;uAb z4_-U_2Cs{AvA}vQWrn~7@;b}5h+HGNBi7`ZiH1|+iY;=SCtIsV9qaZDZ{qzR@DE zXc0@%&lq#s_O)f6{g-YTLKmR$rf3D_(0&)@-6+Wn#=>+B_0d;$42s8v!_%j8nRM|k z2@C-NVy}`aK35c`jz3gHjg~JLfJk5mtrw2b1;hcs{zocZUNyjEO2q?nh$Cd&8=@~E zw_zvI68ccz8cmOZ<$wLn$tSt}+AGd5M5u|_AS0fh4 z5kk||KvQcBG$WTe=FfxmG1k$`nVMDA{;mf#BTX~xU#ffJ){33yn$PWz!@Q;K6+mOK zvtV?EJ+iOx1zC=OX10BuBdzg)%!vD$lD-E9)2?cy3fab7zW%uzyS~@KoL@u z0EbwdW&sR%^@z^$6+cC(`uf{+%RhhZ<(q{tKCZ%Q+Aw*hSWQ2GXSMCMLTM)mdeUsiT>wEw1+hYe{;lyfpX{;aM*a+|3nrLGhY zbb~FP=*7Y&9$;r~M@&dVsg>ALXV8I7tfMb-g9^Fyby0JNk-s!@+3y&tQc3^Rz81w* zY4|u(Lf%=HT@_4sONx13$FuYp3Ml(HHvt+dpdfL_#R{Qmw{1X1qiXmnx1b z4=b{aN&JT7?+h+S4jMv1a~ioeSC$qXv@x-W7(9wDFHFV-DIYl8>sieJ#u>)wYgjMh z)7R)O5J7;mn%=i!*bKn?2Xel64@|H{H_0g$oHS50UC;cXltk{`6>|!KKo;w#PvP>I zjTZ|&i5I(3&dyxQE&St6XF)6b66Z5r2^8AY*EY_X(Pdf@lHjR@HX4iTHt*}4^ua=z zU6GY1Jw~AZmyMN*Y~-F)q#m8BNYRR3_EL#s0|+fSSoLu!XLAaPLQ*HZx~q8P(an+z z8PIMD$<9|RO9e3E--aUX>bE7L7PFH;IO5uLBW2bl2vsvUt0YxfD?UQ(yS7?v( z%)%`gm`h!yp8RD`tT!{q(ZLp!TV#ru`2HBksbw3GN`C zbQ{F$I4d(xF9iDW(J|!;L1Gl%WBwQ+1lHx?NDq;{S;7WzraGY)D@u_qYE5J^9~E4F zIpX>jDW#YO?zX{#dNewd`u>uKA=tT#)g{A1@^ zaUJdd!?{07PpD9k9@izEO{d{bL?M4I<=G0i{boG#kx* z>>eud8++4-1HDeQ=c?}&fD~N%E4%*!*}(q;+3rMVhopm>xGZW@EcE|OeHppzU^h!V zQV$#zpKhMJw%V;sPBiSCe|w&CcabxW?A<(Xq?f}ZdVmM4*dqtgeMC3-pASaf3Bi~n z&(+p}qu}kF3^1U5NuCVcG<=ZND7Xl~g{p>J=(#|Iza&3jU35|s)dhTj z7EaT8a|~&k85j7kfD{M@0kKwsgJU-loS0dCaadOS0eEV?@!DR+4(##yggDoi;Ws_3 zg4fOZ@Ai@0h9A&wV0%lNrYGX2IHOEHUbN5VV1T#mK1X#RtCGSHH1^tF)E$c8F0sjT zE8wc9s#ZrS#`dfh#wc8sndFt7XVp7@wmPu^j&}2*Z>+Qv>^I{}8L8X%6S);k8Db~) z0^XnMG(EE-6BgiVQ^%Q#NTRHhsu&gdA*>iMw2I(s*f#Y}U-q`t+9u@XUUctfJWYIg zW(U>UBL>KzD`fVl?UknB*YblD#frBCAzV-2nnaY_xvmw3IwRco0Mv+z#Zea=1YEP` zQ1^pr>eHZjM<^+ji%LDoWH^nwc(AkLd&l{h_Tq%waV~N&bZzP}F3SmjlOC^r>5W&z zS^i9xBFI0kjMcdt$m0TAHh2@J(Rznn;#OpvQe`EWMk0*CLaTy)|Dr4D5cwUtJ%6>r z65tyGyTtEC%*ts9cE0IMVk?tT5=6fC=!`~Ie!%huXbbr=-6nHy^sHSX0kjNSo!0JO`4lq0B~+4 zL~I%b?1NqpctxUDzqR@30zX9TJ3=PZiCCh?nl4Uz3$E6|B{4YRz}=tEFhkl~$d5rV zYz-@w0C=GKGU}3a4iJk3qr8OvlKA8jdCxPY(*Bav0;tg~G#`8jE1@!R0*M0A z^A33^s&ZJjUYJ#OraRE@(Xx4y>6nsSr+Vb&GGLnV?cE_>pDNMB|6-J>JWozQ-t35P z6!`@H9)rvOnt#~Re`)N#y>KwvcYi5jA;djC~sdqwsd>*(Cb3;CLg6T3g$72yLRb&6}*F?Qzci5#+bODbxrC8oD# zm`ff!+13};mUm`r@}jlWs%0lrnDI4dyk%ptI~al>=d8#{0O^>+R3~LP-225+XmAeVe)+QWldoh zHa;7>^;k+3APtV7IHFv`$%Sc}VtW+~=BXYjx~vz!b^qg!z?sjk^ZwELY3D2J2$AqC zK^Dw>@OppEq0o^@bmduO-|#d}=0htoGMB+rCIW-*_02K*)Q zY|JMQH4M`V-ZBrA=qgkO8}EezglGlJza(76MF7YQY_ywI1qFbB5YoLEj9uDBOY98b z#0!XzGAp12cgzIQKYwC{B?t>~&l)8R7Lz*vM`rYQ_`gARoldy>{uV@vza)hq&GZL< zN!G*xb_VvU%=b`WK8=q#NB9a^9i9U)-3cTb#B>tPO6*UO`8c67W}=yFad_|Zl(Bqx zNHI;A`7^!G)2(5#AyFf)!}*SrQMqg4rk4~oR)+A_TnM-AV|?)(!%9&lpii@!e|CXa zvV5F)O+Owb`=P#ap&M{2u+pA(>x8g0-L-9^#sx0d!`xNXqW1l$pPPyQC3*RXie`;! zS@in&A)|EHoTb#czSGhK)%!!@Xs)Vmu(+dmlES;p*M(`7L@%&>(id1HRH8#z#3tXi zXncQ&x3>^%m}Bi?;qeTX5EB(r6SEJ(PR8%ZV-tHqGhCaChkCqT z&dZQuskoTo2qE#b+#sEy-oyCWibyF?#cE-^&dBg7fw7YLeygMxu~NwrH-R;2o9Dru zuk7?8={6;v#7<8tJ4-QpJ}WhP;`N!0%sUp%9kJf<2h@Xg7mwg&jps|x<*S8G|H9Yv zAW*G(zf{PLby8mR><>?IFNshZR}aDIETxVr(>$w&a@zXY1lyah$%isSQ={xJs$N^I ziM~cY$DFaON{W8~S9R(J=8fpPs{j0vka8ll#i>{^+Tb}j1%0OfLNP0%lY>?V>YkTI zq6I{@?@MeM59M%bCDr0BkK2~jt;+hc62|l%RE*B1IXT(#Tlzr~Y@0TwfE-)x09HsK z!~qqUNPG}=Q^dnEaa}f-v{$nv>TQI7%RPJ(wP%Ohd$~jqTjVR`Eq*66NhFR2AJc}j zQDafrVUt5h!_kq^g$f2($Y~S?jHf@vsVzm*z*3u20(Np|CV8INM*b{iPIwQbFvNoA ztt`^kOrnIg?8bi!tm|Y7XH->BIpdRj&t@;|CJV@y$ss_xw*KEI|&Z6h<4v^i&OGg(Ih~W^9O(XJ5ZM2z*_)%M^4)mk@PSarRs3yIAi>CS zi{Djk&(l2?clNC6d!H00){G3O4ceA}t(||kyYnjdK)onO#y9s2ANAoZ#Q7Wud*nJz z9Xu3~>Ck~Y5;E~d`7^UK`L=aAd&d`utEpA#S&aeDc9JN__WNiZ#Opc>m%K;`_RU}G zDqZbBhUIybo%#oi6KfXXdH<-0F6k(k zZF5`gbjW(CQ1j|eMFisIZyGy@?#NYfg)C0$@PDUp6U%s-?xr*24RP zZIy`Etu%+IUbF`cP%-L37K70kbL~%%GMQaoZw&uRW{{NENRbn&_-<|GP@I0r_+D|g zc!SJ?4d)oMu*1TLdO5OpA0eiYx7r|O0Oz__0|+{7MYNUch8qMNMfVU)w#H%L>7v5f zucA_+ql~X>>n4Xfzhw%}!QMIYe53xU#DxQL<|#1JdHJ~dS3?!3+mkaDb&>N$3eHo? zH!k~yx*rQ(?8|r@=feE_j%8i5wiN}n=|9+<7A}8tb>8=v zE%V~-Ey_H~HkwDA7MEaT%QTb`>5v&+XZ;buNbIp_zxY$c$5k2L>3F-r`$}$x#e41` z-htl-ft#(0uhOFzd0XcVSB8Rv1 zrVNy9zmpfTI^9b3F-2>#{_2JF+|$Oed0-d560 z4@>u2eGcXQLiq=q%BVi9tnFZ0-e_bBq*gp_hBA5SZB+9>M%pPdYj@(c-z(sHvQAW> zXF$Z;{TO73h|^wWCIjLRQPN*!EUf7=QhIJ$Q!nZ{zU8?AqnaXh(snK=d-W&{^LkC! z7u3ngwY2$i+0;@2(lX#DUy+v7`yw+uB?<2jl#s>N=d8!k;gBlSWbwApz~s!5@L-9J zCB`ahv+cXC#Z58<{grL{|0zD|^vvY}?mc80s)?NlTTTH7FR&;uEj5Z$(@NeN&j5|? zE*|Riu5~^U(<&oZ2T`s&>ewHGvZ+a}Ox5CEq2fD6^8ymo1U0=M>o@#p8qMm%6q$Oe zt+7jd9qB9WUv`f)Y!PtRiAqD2c`ej#gUZQ6LCezVSn7_QnyvY}*z}H|FMmne6f=^^ zJo#R2qui68fHa7HSbm`>wH6jCZC#B@U?0)U-_V#ij`-22tJD>Y1sVT#G3>_6tU*ur zqp{DA>+m-&?_r7ikLDP>`Aax|{(OQCz}p7{2C+j5$dz9WGS?IM(y1e)a)R9QH7R9f z%Hjf_yp4k0t3{ppww$lnIqMr;)}UucaH-l$26b!J=k_b~;`yeQ5eXljK6}yloophh zagY0)1L~iJB@avS&1A#H`cXgex69@P)!L^U=ziG{<4GdvaAIZ_5#rALD)?PKjF9+{ zrBS_$GBEI=kJ)Ist+xon!in3OYYJXOH3A4p&#^o8jN}_NO-KEnHCYRr>EBIHuhSd| zo+rc3eHy_l7Q+@=lPCiVPldCC+KSVR8& z!A@$-y*fNHlTcq!e>ixGF$q1hV$xj$-DzY z+(s}fAStV&m!VheQ#i_vaAAL*T-y^_vjxIc<3mO8oizQ2^a+Mx=YQ^XE+4Vi$^M$o z;Vmeu*i!dEm`!ihK^`p@76>lk&(}`mei_78IO(QDaivc24V%vC_?XX@0nGD)OpI3a z9TR&<88m3661$&;Wsz**%kU7SMcDUArJO?0;AcL#SNm5#*?dOvJwr$tI@ zQedJ7OP^l{lK!;1zshHFC4@h0yJcxb-!-CM=8QX>Bh>v(4(FENepd>vfJkBc9cR(0 zA7h_rei!rFoSitsDLi!YLQp7tN5wK%*^iB<#I(ZKTp(dZEHt3L3LbIW=~iuzxwKbh zWbUs!S%O zy)JvC!=CCW1r zgwz6%9MkUoHh0ZHx*eZN)6s^|9_ef2f&_gTQ^T|4Ltj-yN zCC81V2~$Ew@;eibNnGBI_fbBgXLi#fMSgR2XQKxY>xG%zHb^C?owAX?B?TPnp~%d{s_N45hCQk(^(1++6D?W+-uY69Id{*84<>O2nIf|F zHU}em?!HB?8K3_D`sMy(UZHX%LK59RfRpzpQnWyt0f&b~bh+1ORK`rZxqLZmaM=E` zYmseEd4lFkM?0h%{J2`O_^sHhwTL$C6!h4_Vbt z>HQs(?7ewt;XkEz`DmhTqc(N@^uZ*t2$T8QBB)JGx{G%Y+FB2m*zx4-nZ@l3qR2*hE;8JfMK}-I>I%obst%`TJKM`-TRPRru?!c$*=SYs9ATnS zOlzmn=NLR;`8AB;UG7bh=-=8n(V#jVFgn{S);@F4F#VV4{f&+L~e=_#^HWtd%TCT~sq>^OM_F2Ya&* zq;+5tecD6#>9CyH0u;%_yR(x6XV(78_9o8M1>N7Sbm`cvlTO1W05-%7aRGE^$TF#= zKc`cT{}om*p_b(z6ZZP!tglodz)hPEsXB{U7v^L>g46<|FSsu{17a-qaRmaHE zbwBVC{z{>}q4HLH&LJ(g3mlSS-Ju;^r}h24xj-S9!qnuM8_(0EV&BgOMb=VTVCwyG zog=j!rdB^EA}w{G5_8kM$zGje_W6kj1>MC&uU1?=WVo2g-EQqQR$y}&A9;ArVXtJS z?dq?kov^EVFquY>Ez$|2r?*-dm)d=Wy&h_@97%idVs!6K)5r;P%KSEqu8`#WH=iYl zT0+k>ey?;{9=lAczrjko_?qHZO0Zs0K$vxAH4sDMz1SD(Z!_`kQrpw&&i1&Li%8+* z(x>NHz8~iT{jRg-ua@G;mt}5_^_1J{t~GGxp?2IZb_o%GN$gO!5YvDJ!N2J~?6HM( z@baD_m|ImYc3iujht@}({ZmZicvZCS(WQ_X=Z`3Mc2C*-D>nZa`v3295DF4}5+MM+ zrU0Qu@A5Ar2|_^R<;0#PMr|1t2E2*qon(hUy#Qx)9UiuRouTk{))688m0dt*fGJ9K>`_V`mFs%cF4 z)m~+l>YEIe8==CnOkN_~U#^fGEaT*s(E&bAVf!bU(dHB~GSdzL(?JoLcPc4`r#pOe z#iOgb54EqFDQ~Ejb%t2j7Yf8{e{ELeUv%2-T3(o1S#oOe19vIOW-db_E44#1r&AKE zCcNlWTyIC^3f{m^CuCFpw2s{;6V<-fxqg^gvvdecm2!Kf7D6p%63U{TyY;ywH= zmgD+w4ir)x$w=KpZ_W83%{iR=?lma++*T%OgYObFSej8n(wLZ(w{tts)XY0c#z6nb z_-4vG)%S@Op6|i+`7{w0B%I$Lv3GqYK7eU2n-RY|ETQRPzU@p8bMOIHfv6LMQHR~#mBzx?sM|~k?Dq8Goh|& zMab4DK6-qr!MVsn4+rjf!9PNJub*oh4oZYjxWtN?P-mjHOZGyG?=5S4N$Yr}08ZtL zu$lV<&MZaLg_dJkI`U?UnbugF-tyzSgd1r(Ix$QarFPg%nW0FrJGAfUf=jf&GMrZJsD!7|s5B z1M<6hho8Ur?05J+p1u*2yF0S<6$qCaK6}N)T0YZVAfFmsBA}#K= zu+r58*3|51eu)CsuX(-l(8Ix z5D|9qTv{}WE2SVfB@Oy|zv+b&*k6d;bz$%SOD5b_hdqF$S$Gpz|r+Yc-HRKRt&6KwWNwEfVeNf zTOQKc{!wdgo75srtix>?qcjpI*cF#Pl=o_;PR9$+awum7j#B~(R&ARRsFI#jZ&&iH z%?^fXMKo`z$Ap!tQlM^F6yCz4Bk+!imO3H$+D(oX&dLiu&96wCH}_2Ta%@HOE)e|X zt#a|=!t2EbAxZo8^&@^@f-kC{dqjy7uQ=W$1Y3EISqOIDIx%xHOn2B5;Uaa9@?K55 zMsn3Cw3$MExqg3Ox|BKOWkCMxgjl8dA;{uqC6PKzUH>n<3T7^5)CftRCGcLd<)jvFXEB+maDmS-B5~o_6~nw ziA=63=7vzk$65W+356&n!R1*|HokN_r}N`F?>4#RH@zZ-%> zP$n}au|o=Kd6eF-*DPPj=`?4|BmlLmXWawHm7y>KRS$8`_y3Tk?Z|(J@3nFF+dcsM zRQ--xv8dz%LE2k1R`~4`m|jSgS++IMYqye{PmplnTf+Z0UkZ*YEIo!M>$7W zn?b)bQ(3%6C;+0usbRvVwx?AfN_W0-(clDRmV{FpK_sLe` zLyF?#L52LS8y}MH>8+fHJKiEUmk+qFo4xbaYIG5`=J04V4=o9HsX1VUWcn) zS|a{PqsvfxUT?Fu7E!^X2fH3c?DC113bdvntJOTKF>JyiH{}keB>vd1G!~|D*!jq? z7ES}ZOYxmp@}R3j@t;Q z*cIN#@S*eb%&w{6htZN6vBU)k$bCl9q^$(6U0*eLY+xeiVS-yxkNNu6pr2wmQC7BP zz=!adT_xa=RuL%tB<- z!cwFqUt>eG*Yw>6@#6PZv;q(r9Y60KDEC+FDbp45;MhDb-w_RB(ZP`-Jnnwy`ki!k z;pv}e6KY8FwF4Y)SD+J-f;c)agXP_i8s5&NR=DSkeJYvyCS`qpfBuGvvuS>Ux?2P` z&0sr?E<7h98~fD@rY^*Zy8eb=lPxqsD-k*|>z97{2q(Uwj3Z<{{blb|uw$U_it{%# zbQmA*6nM-gq#8w&c*`PoOS8VdtodUV!y^J4MdQB3)bjLcTWhq}IVbq?an}kZ^kXL7 z37Xo@xF|6_e}@sloN&BS`mM%r_qX`0?0L$FU;pTbk01YFgJuI08#1_lTl%+-cBsm% z8kDjKuLbp5heTbV2QSqA7i-@c)YRjy8AU`Ci1bcWP*9rEdsL(g2uLpxk={gFkU$iq zN|CO#hzN+3NSEGwlN#v|dQYfw6MOdXLefAl+qt&pK0vfKeU@w1C zX^<&KIod3;2t9(jNqR+~T1L&(pUjRbNmcZEE`8ZaG9354#9@7J5YqqYLeF7Vc+dMS zv$8XTq9ue(k8-oJ%W!(Ge`d2llQlSI5C@N0mx`zyjbZ%dobpiX4*k znADvAqv$Qm$m44pX#3&loh8#mT3(7n8h0*Jk2ROfs|b4T#o#C`!^`sG2nzGAp1+p# z-t@kW%>goHYAPyRn3`*T$nPV;kgRBSxDbhAQZoHY83M{D8zU*hxRV?^B9SGE`+nDD zhDC|!2lXzQ{^)KwM~H%NFghY@!t`z2OtWlLL|a4u{nczf3!@;u(z$&CiVyz3s%C>@ z{~dxqLH}0YK;n{#9K#1vJKe(@N!!-ucK~s>=@ub&e)vcU!bB2pU4;u~*vmc( zwHom_(bsdTDJ2#JuODjxct!v|JZ;&Na9gm2SGB#3Q)H~A&i?1OPtk%Q)FH0~7_Owt zv*0n(#|4Y)Yk(m+kaDG$7>sN+X}Y5$8`Z>5;v5NvOzByw?_Ck5L`0i9DVNqSMtIihpWVSymiQ0Pw`QHQj#sq$w8A>1< z4DjT!hmdO6FBpkAbO}sic3m>Vq1)oGwtj2(s;Z*bej_*`9Yv#2`M0gHvZaY78)k5?!WR6X#WV=4H<;=HFrSHuDds({{elQM1>&_0dC#{ zxx2p6tOJb~1#%x2h>?_U6kY)ZLUO+rHA?B=g3yQG&OeVtz*S zg_ z(T{aKI-5J^Jh9=a#^ojZv8DQ*u>JY*pq0*+Q5EzEc&1W z-d6bATRZMo@3G&HyBXv$scfQn=L_{f$8OAVk9AA%JzBnc{XAKVtHHw=hWsCXZfaNB z?Ugnw2K(tx_zRXWFjwQlva|4S$DT|SS8anC;O(k^7Dqgcj5TCbZpP7Go!(2oVKJ}y z((%!a*j8gT+l0EN%K?7QDa+e0e@UfS7-!A;IUl=_$!~XpH^YX0BO~8f$yjDi!V!9G zN|jsFc-NiIDVzSWC#f~cvMngKU{S=)$*+X>->u;n+l@l@6ro&OwAkB|FUF<9^u-}PA5?N{^l@BfK(v<7c9 z(@VOH=F;&Z`r>XC%O=|o5*w3#p!cP}t&im4Hw#ZuJ7dHbFp@gqV*rlWtssgDZwPR- zBNx6p4;rZ(MQFX?G$<`zeNlW>@mBA(*xtq~V#Qp|Jd2e3{c^eDl+nJG9hAtDsGy$p z_Xf%UkOJ(G4s|cO`uFXEaYvChMi(JrjVUl58{`WmJ`Nr}7vH_Rc%?zH)Y_HJr20H1 zyM(?g&CgxzYi(7QVA$wGT8;!34CYzsrcOF^VxUaUX);2jzMvqrAf8Z9p)Fk8Rc(KJ ze7u)i1V?vTbT$=xNJClX&&sxvV1G62sy8f)<-%@;3#di(3$Y6y@?dn8g4AxivtnZk6F{+mU)d^`28r1eD|&*$HhNo4_{=P@&lf~2jZh}AbB|8~Rr7|u z#HWpnWJY=~by(GPQ8z^9=%-h3@?hL5xNLS_R!*LaHJOrwM7)a2YeX`EO?ZNwu|4Q6 zySwdOMgX*Rm+CBGw6icmdq;Y8#&QOV(Pete!Gk?yhfURa~Y4~0GLZtYS z%mg2jSu}dSYIVjcjmZ1mFX6t!x>uaEh}P|lJHK6DIvNP|1FA<}ef4lImb|+fCC$`! zBisDnNyY%U8w_ZGM4;TwJItlX&ArK{dO)b@Rj>u<&A@cXo~{~TfgDXB8pCb{;r^Q- z^umVIJc^!%JvyRPok@xlD#5>=Aw8 zEaeG>$(&F?xjG0u(HSwMfaUPSEoGQt5)AVtN|^3yi-uFgI}rCRgYLfKK+~j*W#w2} zxxL`frJAeyvV(W?(UZXc-MKxO?U6tr*-G0(5!G?@$GNzO_fQh+@S@X8aHOR;)0E+iCK#U^h~8BuS$WKXI08Ff)?rxyuXumnG!vCVu$P^r;qJrb_CrQ<EH#Q7GDpgINO+xX;3uQkR+Cw zlaIKCU19v*umvt}Zg4)yGf&k;AoX(Chxc=z-8}-)(!@REh?IMN355M9lG=wMNqzSZ zGbwx}zy$~-2HHczn|Zjgrn{=xqTZXh!Jf3oxJ(7=$=u6%-XXygKKL9}9u1GbLN#< z0I1g~7C?so<{|$9b!~tE7iC%V%jR>w27o;Okn#`k2kx(z0ocx zq|>h+WxIErK)@dED=CdSA~)9FDMAS!*-wN8fzk3u+#*5m9}tQZ@$gDB&JVKlJeQ(@ zW(fw~ubcAmD-DF8$bAAxEOYid<#$oEuzx`KI*=-G3@?K_pUUGGqLH}7e?PKrQULJQ zK;Iq;Fzzn2#d@~#$>A^8V!?ET@JSt=enk|`LV3ADLW+uwaRe}BT)IdPLINyG75D>* zdJ!G3!e2(P#?CZzlAuKMB(?F<;yYz^sdI5FS}#+KW1_N(TWljm?las~j{cCC=titr zgpyd&mh|6KXyN*56IEI2^g3FjB|CfHtR>7ZYDTiW(=h0Uy~XE!NFax{sfgj$t_kL; zG8!BT3+5^S30xuh2u|2p{1$M~zn)j6x9SlgMgR(6!rb5jB>^Y#Qy1`>?<7uOE4fKF z0HWL!aEp~C1rUEg5cVQe06D`sB2lTFD z5a|Mmg)tyKkP%F9yEa*i{2VOtPLQg0tW+V3e5{s_gEDK9Kk15iiJxJ-SPa2K0b3mZ zu^bcHFSe~Q|8W%wZ8^`N(9-}%lB|XMxI9!rRDkD`lOExhn{ti$i$S?bL2wh+#8X zc}BerCfo#kUrKi{Z1WI2Uy*Cxz)70d^w!&;(tNkQ5|QcA@wUD9iI=o^W1#Z~Cv_sW zPE@nOci|3@@ER0oM{O@Bz&;30^8#;W&Q(wXE0Cgg_ z5CdV+XcxTwNy+?XzYy3zzjhfx>tddLJe?M0fNDdLWD3>JYQmWkl`wT|(>W=b2JJiISF@A*vt-b_kz(3Du+RimdyvjLF!NRrroCtcnL)2213USAD zIy(tHz0Lf0&;H8r#qYLJrlt=%`Fm(^i5wvCALQTVlfMKckhCXRi-)z(83u0i%8-xh ziGe@p8|SlpBI91BOZFuusxOz(U6BF|4F8|V63D&a2^52LktfskdAmg~1FBGod1hhi z?k7tngP)37-C4sJOZdlxH1oYlJS9w59{O&U^xRN{lW>XWMB zzj6?z)?#H5p1l38a~-rKQCY=8an~EUNPqYUFR3YW${Bv%XO{1Vf5WOOI3B_g?>1?} zfIWkUBs&ey6>0-JXkh9PR2tp4#$&CfREJjb{g7m1T8AuH3>5Fw4_AP8K|ot7+?W@x zv64m)6ED3FK-XKyGkk+QD>%BJYgx%aZcmzO4e|Rh0PtPZ+Ztf=P(RVgEdGH`n z>b8zBwaG#I-B#Lc1=BUowDNG3lBZDImWusq5T+O9&Lu4v5m8MTtq>vPVskKP#FRj9 z%RcNuT+Xm@&(W{fRkw!X@$YwhCg16Pup5(}N^PHN&HTM(nyKsg4pt*tume0M05FnAz9i3LKm!U2o(k3imn#{E5T- ziv6pRd2~?eZ&gVuUE~z#t7a~Q+hlxf@cq2;`>@&WA3FK4uR6Of&*dYny5wpqW8Rm~ z6wVxmai>s#_LZd_b$(WIVLB;@f98Dm6vh2{Em=r)>o;%xKcF=KwV=>t;+a%4m8X|8Hi6&>LTZDSu zpvN%qlx5@LKn1PE(4oR$Z2(l|8gq9cdhs+3TQ>2Upu{V0Ts$#tvG3XkQ=TCX zFZ_5}I1=kJ;g(x9AN3YdUDE@gVXtv2MT<}>t4BpMmgZLTFdg`>uC0SxzpZGsWAhHc zb3If}y`4yVxNH08fq4G#YrOrt;&)YSGKWq)9f(y0cKA4$7bUBRw2?82<^V987XpIL!t8x+WbdQ!BVgPp z;GDBUmU^DX{-3kD?FoHszj1zLT!Nnu%=CVSQUyG?PbEl|e*EiAmDyYL08WziEi+J3 zheNh3e9Y#oBE*VzcV;mic32owKKP`hgXiX*k#&#UeXlH;f4W5{%Mi01;twt#I(X{Z z-c7vxvq0KtTIx8aIbGtI1epz%Oj}D<;c1n1deeEb)nxK#qk$cZzKnQ=Qy_SE4*%?> zuNN(iDDGMw8vR?w*s75E?n6!g%`?rVU+r;jdSLF5P9+BhjLY%eqeP1u$b?7sG~XIC zXXwCvT+6b!YaXZX$G5k|M|LJp9DkCi$@vYy7;q_)oWpKBQ3(Mf)N1NR?L*ouKXzB7 z3p)xuP54b;)d%`6(M+fAI^KI2Bj&6#ZJ@_+;)1C-3wA7u9j<67O@2dqm13b|R=q1M z4iy{PA2<(PrXlf2;{7#8v6X-T)zKLt`x7>E?W1d!OJMy*hnrlAT^vWKcrD^B#-2{^ za&fIQ_SW34{q1J=VMX>1!u0F4^NR4a`o@xlSBT!FTFM>DD74x?goMPW1Azosm4uR# zS+;3(GTwINGJwkAckJo7UB?>#~3BbL|r56jGlnPWf+K}^x}>_+IKScEth z2=uy*$LuaFxkIhXn`_F-erx$`l$K=wwVn}a_GH(Lxo}tVF{hrqmH(i%<310|O^#=4 zlzOw{g{fg(1xWiBsV*(nqq)aenS~_O{o=)tAd?ra%`~{AD8xK|rg;wS@*X>RD=FvP zH0LRP`?}6#{mTH~n0QWPPf-yP1K2yxMSpGq1`C_`1G$?dIB?~hA5!Rk0u!0wE?_3I zR+9b)^mVI>&}G}8KL=PZe1zZ4{+m?bD(Ii_|HA*&00~A}ufS&npiXzn6PDz)k1K;N z!E(+#f`HZ^^MA2FKEgPR<)7n>U2md_ZQiX`cVFL6mmFRUyZs$9lVO;&icfFmD+)y` z)e<$Gb@PF~t^Gp_Qk>c1_UO-T%h@p)?87E6_lfUHTgo z{z{NOQ3`_$LfWiPn4tu|)+k5_Ud;PJwX&oG~;jzL|A z84*u$ZrNgZ)O&!S4$lEZZbgT#qN}-<9ZYvGaNEDrciCY%^663bCOU=(9E)7G6yK>= zuo?YXqaXhT5UF2;YPQ-xui#NEu+(au-yXcxyi-eL1I}m#`-da+Wpo_LZW%`BbRr@Z zt7_g9r?bo8SIaKAv%Q*Cc2;;PnhKIGS^p-?;8bq!c1dKiFhVl4&Khh=)&BfGK8trr z+Tk4a1ip+Fj1Rs?Fm6!B>iVlDss5g>+05TKu&~0c%>tg%8tD)BL zAqlieXfB7q^!z#>IQ0IJ@XyfA!VN#~W+`e=wsbiIJBFH3#; zPW{~rW-MWCVe)h1-Zo;edp7;4xm8&Uxnqa3hf115{K>1*WdPQ^yn`X+E%em>B)uB* zP+@N^4NF|A5_!a0X(rLw{@U*3MkvaKw3n)7!*LomlVo|cx`(_?bTV!~)Tz!XM7Byb zDZ-~GVJ!NK2#bZC<}@{HLpihT*<>IIm{E(`C^9V=Vv3LRr3q!o9HK zsvquE$~QKpbv!2s%=z;Gp*ZYE{(y9jzXX>!IQFI8QKEHcx!i54>uq2*J*3%kQ7EM> z^Q49MKtlMy%0oZiygXLtYXLE~Jy0+kX-Un#EEff1CUbodt7O z;u4zXm@z+p9X_2*W#`;^^ZDKox)C^U2YY@wW*No3)x?KOt^YaS{k<9` zdcIQ~Jt}Q%)^GcTE>ZW6=3;*hVCw&SfH(x3UgMfb5A`fkfl3VB{;bWK#|7yVc!C^TlS$oJMhd%ze-NokoEA3{^RPkCgzTYw&Gvcz@ZJ~ z+{tNT(O7-ik$l{3!@eI&o4wX0zMB}la?Oc0p*|PkLk?~5$2GNCOLm-hWnSS!*y*PGaR0cgZT9ukk$Jf%~_hW=`AB^CPhO(a7tbBt;}1+(E4T zNYAx8@pWv;RD@CWP3lOD9pSs5pIxFRfo_=Hq?DgArpxGLt4}J&wNrE!b?k?rFh`x` zDB0`BZgQO1ASVl=DAOnobTI#hbK$K`KW`T;Z~D^{4@2P;&87AiOnFvvayFM|FW6i* zw&BQpUS<`|&}%Mc9OPM`TmAP;OrUeZcSGAm?@dLGH8=$U;Agknmxjp^z*`FH45M_h5d0VC?GW(3wd~%NP@fg20(-pJ6Hw96d_Kj2I!*)WSStgo3G8ZTJc;OAH zT4~`Vas0+u@MS{eti*feUm^FAu~W%Hd}nL*Z{)P$=ZHq$;Y_?ZvvwMtopOQM0or6D z9uPl;Ttc=6k5Onl?F8FU(XY3-(%R^?kM~8SugMLZ1~dOoUNhu}NL7~t3g%mgje)(K z8dmf;7@Kr{lMJ96Zm=*|6*6r1I6eY$opgIySU8!1A+4}es*I?0UFDUVV$l!&-(MNp zyPBDlebGPVzF)!X!Y7$P@{=dg7U78j(i@&&?qEo! zSk4b=vSKnCOhO&6RXNV=!q``z+klP*5-+s=n`#Ydjl_Abzsn`-meV$fU`FN$pK(fOs7DP<$Nt30z{uF9w1N8q08}W@vAT_ zm=r0qU<%YgxdP#;XMh#526}RM1j|Ep16$UtC%FUp90@|Me1Hp6T4W&Sy1c#^id3Wd znHV?W*^$NrqBCXaSMbC_d2?Jaq(>xdILhbaM_1a?Z%i7lK6ajWY#wz@-G3ubC0BAE zp7yvwSR?m-_mW*y`%wHLKh6ki8nM?z567tg*&{tDAn0`S@inlWW^*=G%6QKX3LQKt z)BISislM);AS)~`O%@Ix!omB@5bCi0AyjLHht1x0)eQ8*As?XP-y+O11npYiRjV>r zfp^_UoEIvuzAEu8otDf;LR`+@-fzMMS2aFb>oODjgR-mDU#mKX!q8ysvovzuc=L0h z?eS1LVNqCzjDqMbEEwMaeE#C3&*OMx*AMB!VzK5WcD!$O&Ydi`^swZ&-u=8)ed=Yu z;|w47#QxGOR#Z_4wb3*BG8xNYrN#;SvQwJwu?@>=(irg)q_@5Ia^fivpC>3FK75<@ zuF#KOxvf*vvrO4|lT+-=hm+Z0{O$Zahc+GE$CkfEEau+#2#Rzj^ZBJn=R>ELMR#zA zMwZ%JG9+uV2q$;Dy+qpNgQEgHm(lzjL$t(Ol?1JspNR@cYWQAY{r3^XBNheEsFyL4 zPYUiYltL$4y165M9vjW@U~=Dg5B6^nejFH+Zm;uETzwFGUP*>wvhn=_Teg-9yN~_> ziK>m9q>gTujEn`iDHM{5CRSBU@X9nN78%cK$T>;89f{L!g<5AURodKcYOL2Cayxo>XKcqV@$vn^8-bFQOd1KP zt)0m1+1st3cZy;pcSfIE^N1oH3XhC3D%XWdM-b;TyH3bF$aJ!o8G?^5^K4Z=onkQg zKp!(ltb#r(IvT4a0m9Re9FjYp;pYN3iLr>Vw%k^2!o`;c2}6jpCD3(umCf3g7BGxd z?ioIONpAld(Ko*sjt&&bW!>58lAV}4*(ECvrwe#u zhnp^yrWMcSH}V$0*=8?!jkhxYru;o=F2gtso5EN!eIsWj>+c?~@CEHWbE2l_oyyJi zrnIwj9@I3e^RtMG>=AuSm-CX+U5u-*~kpZpL{okn$py{mCJ|!(`=Y48{?)Cq*`08GgSMf5tI+ggiHdx)iPG zH~m+Mv(N<&d(GpV_XGf1rTIdcmw%wHmB`{;BsyT&!$!%O5Iyoic6Z~3dt^+@15 z%|*5COav+=+8NKXA@T$zB{Z+l-($DIDhM8)O=1|q0%EyPx;D_ z_YCXmi-MgZZ%F>~n>u&{uQscl&lr>m>H^qo+s(*nlm}Zjoa2lu)#|cbzJDRNcPp67 zA01O&^1BgD7Nm+Z%FBg;H?EOz%`kW2pG|!z0~D9vDz?fC@V?pqw(b7!OAKFj_s_?e{bwVqbuZHW zxsVQ$e0bUEf}Qnl$U_#;agBo@=ojqa+u-M*k8B(LufTee=^$59Nw+rW>Azm=pBY3A zQkrLqu2*N5GUw7Oke1f})iDr9v!t~VqBQ0rWF0YCsOxuAJTN)EtBr~P?}fx&mQ;5Qq`EkOFPeewi3Ro}{QHJMA*#nth!?>oS8NT_hA zQqEe$H%A-NtAY-R5v>ahb}9A?)&rhgiLf^+PUK=Aci0Ixxfbw4(6rri8!XLp$HsDB z`Vfx28`@xH7ym$?*Y9^}ACo0ysObT2_FxAKuS2#L6(eEYurK65N;kA}K8a{c8Q{B2 z`0~|F!7=6tE`9sqn->Ym0SS&8Xw2K<#2L%s0NI4s z=T$5BMP4Yy+|s%gfAz{mF_6JSzO{cqEF!nE?GuMP7)8W>SXb(_6Pg#OOh_|n9CP0jD>))+u8fvW25#3!&CkzIa}3yKJKM)5 zJbMF&`i5So2Zz~Q7~gMD6OV1M=F!1s5a_G&lHCM8wpTxGrS!#)tiA-opj3!If1L3@ zddL_5kj2;i4#u+5)pf>6YM`(O^u9(-&hljSV^^;|&$IzF&JMYc(UvY)!hxy$r*5&U4fw&(#} z+4_`3l?xv}k(fLpBOljb8hGsrooeQ9jq!~Q$GP)io>yiQ0$wl~yW4$JLpR)UdWnuZrHo9o?s51gj@2X{P~M%ZITe#Cfq8uje

3eS(=I za}}iR)${T0&;*A-r~MnR64*4q8x|K|Fun95MB%!c?-vLQWqJXp0o-;;x__#~nGqtR zZc4m(YL>nm)pnkF+c$VBnL42U%(9C1Y8;-8pL7wy$Tl;#pu5`9&kE~;gB{0T&Fa9e z$&Gc$Dj=he0CeTRv~ymx8Rr;XMbB(rRW~YKa?7u>=~unJ7 zH}jyAjdNx7D&0oTtNDuWJ$n9aFS|RB(zS500Y>y78R%bwKYH?PdN<8{(*E&D9dA98 zY||C6@QX++jhLz670!r)#Mg~hZ8a5fpDdfV3)j{;OX#S@osCRK{DJK}xFfiK0jDn> zhAh9`U_>x&_tHnZs{}U|*33vNhP$PDN>kRfR_(4dO%NSmNsBmx)%I3#mF9r6J5ZTU zyW7Og&6%9Nlr285Ra9kKw90Uf`G%M5zO=LdaNHmDM=yel4T8U*yOr#Q8pAE=@-t4$ zz_9aEZuy}7RFznibE}z{+Y@}^bov;{aAwaG>D3e5_gGm6JN!{hU)rV$ve%xm|q`Kzr&MDL2Vx+M%8$S8Jmv znGU4|`1;mVS*Cz_QQUx|*W%V|z`ECHpdm0|6*LR%eK;D5#y+7`pwCut@M8f$^q~)h zbcm{i%dGwI;r1JWE{v!Z-M3N)JpGjS>!*@EC7tFHK$ZIsxcNpd7C@C%aGK{`3F*HzJVq42;w0psqByV6Etbl(2*W z-AaR)h~*}(m2fRN8E0pKG$-#kgGU^vL&Eu1vhjH;7N5%Zrgiq^F&wMXn}OQifR#-& zBW*T14OLz64lQygQWpzeP#?j6*Uf$&C!xIkGtSrs365f+=Gp$U$6)#Ml(-J=Nubimc z6)RXVPXRmbhx+oQU?ov$0=J5+Y`AyU7mc(`bsdB;XCAM zm~A$a&g~|T3G3V=>n_Y1+33jiP{Tn>L}Ud=h~=42Y%EzhH$MaJMT-A`A^d)Zk$=Pc;ZZljZE`tSS27CXoK=cnB>c&H+nPtZ^-Nvs?(^0q=Qhs(HP_Pf#wLxZtaXmrHkBdcwWYv= zdJFQ=7Tl(pXyiJ$7(jZE!wK|mS$F-JZDpNJc_({VCa5 zALPIKJ3#kMHgF!nEVxi{1!yD&ax?@87Ar7Cbd!lhkwX{z6xj5WR3z>h_{x^47M+ED z6kXz{uK|p{f;=R$@K4S;>XA&=H(dL>H$9=A`j^e;buLZX+|+vE7u!9x>~>#(PxU-{ z)11QVgTxFh7PiY3;QFBPXV+aI)sA5#gQYojVP5f0Q$F|Nk^OkR`AF^iz4tmmlD#EB zg{>(Kw{ktuaL3>Fc|xuaKT_I^1CPWLB&uXK0KvtJqoj6#qu`xzJ+x|vqY6g0f;UXF z|7VTm#D7M{Q3N5;s;qSq8@tg*gK>yfdE&kf^L$?IZ<&5_hG*JAD>Z(DKG?Q%eDish zi*MG~(favmv53_#q?d>0M6EZX(*OFkfbG=L5`||`Hb??y7Xi~jO;bRU3IRv16E%3cFkyZDmd9{98d-FWH33|Z@Ovfu< zJE&Mt)9Y`YrV2nTANruwE($@U(W(Z9E%Xh!=Yn5Vy7PklO-0VhcSoY@s~1-Mj0T$W zOtPG{d(JJ*M#r$HVMj1#f=S?QykLYI-(CJXRBz>kn~rdUg!To-x?hLh2?ycAGm zY%ECn<)TZXaF7;y9?0(sX{3RRNMKYG1i^$ijck&bL&qaGYe^_N-Iyxn16o#r)<*$>chw?lg+RjtC~BMM=i_h==%s)`eK8 zTR8uB*GY%9LGj1Mu9q)>?k=*vxj@->A#x6bqdJ3LX0B?NP)6$vr!kuwl;w>reVUjq zvP+ivv*Kw&uFv<%s&l`Ju^ueK8t17`pjiTcgt7x(a7Q&l*m4GvgZ|<*Hiw!q3;$S$ zzyi&aL|&fja(we&0%`PEg3i`v$PpmbN$kL zFtbuALg|}lCuk5gDC02j-VySmiw!$vdZda9y?NE~qfS6>Shl>V0|QTp>Fqb5&7Q%3 zr6ZZhr10qotJnvLCDjNwk_|Y6c-UkgXP2gohr{0 z$8?Qn_Wu;~U3}1Ah|Rk)p1J?MpeNZbKfS1CA*VhMSbwO2%}EmLk;9gdM~H7XnWu)a zbmp78Z2AEUv)^Hf30C4!tJOvCgX(}qjCPxCPzkJtRsYLv;e)24FGv#w6YF=eZ$}B6 zZD|VH{;O$bhvJxAxeVC*`72~JkU9pt2ybtn2ag4F5h4unD=PGv8yMyQ$>{-s&BN*AkBTOP*`t-(iA^)5A-vf*PF<6o8Awu^=1zN~@{yUwD=f#{9`Jf!0v z&;=4V9@B}U*`qL2TF^uoy36n)b(~9m_p6@#K0MjG(r3j}3ZgnF?9ivtF5c+Nj;b2S zSg+eIs=yT3zFbcmMJp-&XnHamkmQkvv9```ROIz<8=e9{T$*4i0@y(1Dj{$=2-f8n zVLaiXWQv7X=GRm?w5hssYex7Dm0y48p^~mj&tbc1lFTnF?LVkuDK=sX3-EdUpdc*Q z;`x%HFYAJ|o{m`bz3qLB(b~d{>yl}N%4LKvMhZ;r$~Il_L0oEKm-|vpqfXCG`oplL z`LOr*dTVYRusHmF@b|40p6Nuw(9~l7+|RQl9<1DMSP&DYq;v*k{Q~y@rs?gn#q9qz zPRXL3@aq`ZWidwpGMmT^0cuX}0a=OZjzJdS z_u~1k-M=C9UC7;iB8c=50IEC?K@%zv0#UQRGH%k}n%(Td{W3iD*O&aiYd*!6BzLV0 zt+*9khz8*;Kzk}2ls`Z!o2kP|wWQ_T-+FeU@-!zS$Fcp5aI4dG)>XR$Hx)6f38|ow zQzc<6pXVn-I6~McFYut(S`f&~Cho2n5wh?FFhZ3SY`TU~w5nE=wWKcKbuOQ*oj`?M zOrq=4%jOZS-KWB)6MJ5GeeSg>Qtt6)sd44Y5*FfFv&>X4<{RQu_1>iaW4QTZrcbH_ zAbflf`Vc(6FF09Et`7V-*QhcgtP`J)b-JkVue8*Q?`|~=|6T3c*>ST&>y2L^R|I#| zOan5#9WPwA=QTGzuB6s;tOTYRB%y+F#T_`7 zHy!Wfr3%MVw0`=W+Lc(aeBFBPr%7TU=QYUzbqYD#eD zs}D1qCwJ8C%@+CtRvm_vc2>L-h$p6L!?#-h#MllSk`Al`1sYEM4xn)rq_udCHM8l& zlAVnM;#I@C)yDDFyD&YI@ter~fQ(fCgl#{YSHW*0#IJpiv`eLBNrBJlU9I~CWM@!& z!G732kSdc(aS_9%kDvypQen~kW!|mJH~S4UD)jr0c6^!{FSy&Zy_6wWsEzI+*?-kI zKu<@cS6&0Enh(=nX&SeIMQbp3OG*6$a+2$qzj8tzx#+VbKE7TwuW}^^KvEet&QD_0 zYu)WcQ|bfi_adLa`v(M<2{zihQi?F)3o}Dj3XJZLk>X*(0}p;%kfso;T=Dw;{;M9% zUZ^GX6a~WJgq(iMmJ(2~!Ltq<_sz%>R0sLq6@K6vgY=u0*B@1b&C9uD zJKeprGdzVpw`EhnuWwYULUxc+u5o}rs5E;iyk7QM#6v83>p4N>D0Y=)vMBvc@Jana zk=XjYz5I|t>dQjgjm~?qd4tAA1qOvG=5LJh({5wuYFF~aSDlE8CkTA!Y0Ey{mTYQ; z?vL%}^6n_~+Ra;x{l$dG&K+EtDi-u#zdxQn65?PI?4N8hin>3{8J6=!`);89&Z>Kg zCPI9z@(l9rwU|t{X}TReI5Wd6Akf9%-y_yCPz^BD^v?sS%5U#fxMG$0FwcHvD;9BY z7-Hw)Lo4aB&-xZmsWoq4R!2<`#pE-oi4pf)lNX(j?1vcSS?E+RvI)N2d&%%xGGXlC z>qSi_b?Owecj}tMG(W!5Dg<75c?(|~!ry{ykHSi8!L_g|uU%{5MQ7tMb{*+`hE)Go{1B;}pT+auFN-=oGFZ)xq^=#ScQjUN)I|{`P-x4Lw^A z|3kMTbOEQfuFXFA4r<@L7zx9|GG%1*dFk{B>C_nb6!{x*CS>tDdh}{6^rs~DjxD1)X0N%z134NtvHmNB8`Z6UDjlj4}YJru|M3K;F0iUyS zad0@L1%O{c1oPVku}aP^@mT4Lme*)5gl8nA1YCwro>CFs9&fhWYzq1Y=UuXe=%s(fx z+zS~n1JT}iMialq$3Cedv{fe_r(|28WlNopeyJq6RGT|@Cz)^Ww(Cqu`48DxzSlX? zGr0=8Dd`Ve_zwS-Qhs3-QlmWjH@IVgBR?Q@?j}yXa`&zr<9l0q5q&q`uMFNNnizK_ z8f-HYLN-!89RY$jw}Uw^3ug%%B&;S}Ur(Z5`u!LhF7Mvl_>d3RCt!G`N9no~75>^X zW(RMJ%WVUy-8_7eq5leS3{wIxM|mE{Di9ynxGpf8tCd)N@5BGTm+n;cg)-dzMf_9T z7(&lE&y>>$(UV2QgEXMC#SQyvbEnIeY|`nBXG z>LG@fNoSZtmP2jU^?RQShGi#pd&vj2=TB|rG*VMPmX8Eq-Vad`upvn`YwcvMjZsng z+9nz-4~ug^eOp%S!Z(66=3gTtjSsH&8DwO0QApxGX@{z3uWHIib#!-z*=2e**PgBZ zC^7opK-8&2zVC*!ZHg(WVjaWvW#*1QV#0_L(j74+gu=@Wbn~x)8Uk-xBmbDS=^(DO z2GpSBOeR;$Qm(W^4hzsNs1i-ikd|p8xTNleE4Z(mL?fr@8#NY7sgVW*wb)etaHp{} zQhoB$LCjq9HU0yS``-%JJYYjf#L4DpWv*s@6)PbsJeqQ?0GHN=i9W`vWT=G4!S)CEK4Vx#*bP^=vZ%{EU$87Y|;d=kT*OI7oX9f5ev!~ zJ5~X#6d^YWfo(7_^p&|1B)8ks6&nOLsmtgvSQNp4rG_SJE*-PuVY;IjI~H|L9rd%+og;x)l})* z)(k?wyrn$Dn{wZ4&^O7f&eMAUJ2?he9O+X?F|LuCu9OMp-V12|nsYi3oP-oF9N@pi zH&3y08;!4&*VIVReZN|ys3pumm zu$!30_{>?v`wRM0wEVOL;?h~jF#$rQYEw?lXv2lD2J67Z-A5iifvGk2@~&_6r}k)G zZ)SRv7bS#8mYSryUJ)WE`|nBBjkzCa`FU-w3QeJvVkWe7QOIcTwc8vwhIAB#-E5maNZdOj6}H zGGw9l45&~yZgCuceJp*Ng7P_WJWK*;1kO$8Qp!Rzz1u6XvIV$F*Hqu~Yt!-l=LwmI zp`G4j9#`!&8tk@4o<;m#o^BRTfV#BzPbvG!2Qb96QhXcJhv3y|}=KkcVEU@Jv^Qqv$exdF3vCTlhr#SL<(| znFnb1-b~uUHat*r;PqehPUh4+(!rV%WJDYrK?!zzQMddET$ygKiV`6%%1zc>+ao0g z?XE~#-*^t)r2w}ZfnnoPI_9z$4my4+ee328y^Hn)r~k>>%{BVIN^u;1DUqqp|5rP` zS?T7%<~d&kQF(j*DuF$3t2$dIdP!QRK1up}kwb;ZubWOSmoh^ec@mD$DOkiEs8rUy z&%7^E(i@BCo0Bv!uS*p#BtOnmYS*gq*$vF|JIzn|h^)BS!ITbCu=W^LuDpNXlG zeg~fjj#7owX`e=*X3F99PkyIQTvGt9jYkEQ@%NvB2VO~NuE&5BR?>+;6Ai15M2Uq` zQ`a|LKrWS)93=XxVR%^Bw5^|757oH)Vw$oqIzv1@kjqa{r54Hg%tLqZaQnSY>l)jg z(NgzU?**!AV@r)KSe?E+-RcH?O zU(fdrL@RK96|@n|1s5ebVyC1E`BQG+*VO)GJd$)N1bidrMf8uZrLyfN2!Z3%6d@Qp z_sSqpx~|+l^3Idtr^h9%H@zz)7xi0;zUmYae^NwT}NnnSwmkwF?v;MO` zwlqbt_t58NJ+EvObn&acBmI2R68hTa$c88LH2)yK`d&<)?4^gSa`K?{`EP)qG=-~+ z4Qhy7>|0vhSg3q?uCtW$4=8S{3cIG*F#`sI>CsA?|1nNL|C#(x0B#R*ddw2I2Sp$k zYqbKf^&hXn=x4SpU?(4HzF&i56`u1;Ft=C_$SW&gTGj{%X}7lLUI}^`<<7gV{D(1Z z&*Fjxja-WsJj3`p@wq2fIR9{ptW~dAQGpYMs;SJ{?rD=XMzi&o%){sR{lGok;Re5@ z&xVj~N54LwjTJ^}?$U`BCz{k7;}8XxVOenEAW^gRFOdWP1POz?DixCb{Ig%C&^tFJVVQh@sqLr{ta} z$uL{UH7xfcRw21A_q(}EE(;;o+1&4&%Zy#l_x<_)@V)*6_GaGC*X#MX=3d~va*m^~ zG1>LwpM%~>#t3Q_3liB>y1b6i&z$3qPtC{((VvnJZVFrRINd3d;VPA~@H)4G`7G=m z5p-G1sVi4{#5GRduCwm_R8O)fJ730+ff%uh=5oj+c1TIn!t|k!8O$^LsHplsHaSd{ z5poah>P<2c5E54PDmZWY?H}b^q6$!UnS`t*E40SHI-T89<>}wO=0s=}ZoVtiUOdX) z6lKKTn#JG7ctbIlvG%myjAucUez=1a^nvG-T^%r>nL8*EBHZA zGBMulE!$1Jzp8WB|sX~*ixVSxcG(yE;&^#7P(tv9o1UP&e^mcmxb1E zp*{ez0C+F3y0`6c(^9Qy*m*Qyd>{vPt)c2_d=<=6g?{8{Yb*21-jNl$pCBt%((z04 zkUarF=m5Sb{YzzGqx##*=A{V(_(*2mi zS0LNNeeQejSE%ts(9Bw1>Pph9iZuWAKiheH`zB=}vvo5h)tza&KJ7O7c4saaNChIC z02I})i-LhGNj=y}`p`Jz(LHkCqEgD0pa^S27x?;FacP^RIJlGoNuQ1u?2Rq%Z>w=o-Jw~o6sb(MyubQ~@~y6_-uN0YpY(1pX=-?u^PFw5AF{Lb7RZY`tTjxAfl|RiD zgbWuNy7(`7dFF{{OaNNPl{WB{3=z{Nrx=xiJXKL)e!FWJ{*BO;XCL`1p2&CF(%@5g zQh1QZRP#({{145Wmolz>wX|N|7z}lgY;5g)1c&PQA18Q8HXI$5S9>`f|BfV~w<<{Z zC<0Glc0WF1PMn$}diU9mIU z>m;Ax&9Uhhi3v}IBxY17{G68B;uEFx zk|zt7dyTedOPf=6wMw42#dU>x8DkASw|sTJwo>74NoBrY5RPOi=3<|p$K&FuM>D3A zT~<=0+Z8<)CyUfJ45$3lny>?`y<>Ijbc^#nqlG1b-UaKcqmcZaleELTv}~e}c|d1l zIi}3>a8a*dZzE0) zpNY$(A^B6gk)XMx%yz06KIi|CbTVFL%Hw(*_VSM0>l zq=BU1OLY-yx;|z=O@<0-*7$Dxy63@dxkM+U(F3QSWo3ca_lb&Au61d@qGgi#VJ}~@ z7hMrRYN6WYS#k)W37v;)1#6AC=w|i6wV^VfvcHc`_~!k3_gco@J>c|+v08JYH!ba) z5#Rhgy9gAxn?GYb8PgF_#|cL7Qwj_`@(IC}8?RremK0B^&E<%Cjzp(~#{P~aCa5M# zoSJSXy}6BxfspUP;v84v0cCDi=e=RDIk~5$#9_vMBkOsAccAVK+5BwNrmWkk{AoX> z&%m_OdT>go*x!KoXi;=&hCa=MGHpil`3?`;(ec2BMOD9(mtGb#SF35g>!T$v9X@w` z;iL0;WhIX3GjDVksDSt*LKnV5GTvg(r#bZ;*F`s9C5Fz*IgWj!2w+HJGB!0RK+>l+ z`$@UrZ=KK2z62A#l)^Oha;t>(pA)-AU-)c~(+B*uQqC^Fikp7!Y`|0cI;G)?$C6|S zuh!?Yp6thfS}YO@ng8+{CjK9r>jpY}YVa@YG6H;Rjnc$8Jia+nb$4Uth*v8r#%&kU z@(;M|;fWJh3#B`lk4tUV49G z+4+Z3HtEGUor0B$Ls+_*~a^ObYTXJT-Sr1#I^%0Mh)=ySLg8($fz82^{Z>=Num5EHFO(pn8~LXa;m`c++X`9})bn`T zDpswHjbl`${ZX@Xrq(7Vo&V>p=`Yk$UT>~7&X$ae$#ZG0I^TcKcO7**>`ML0`sK5W z^$v~&&WyZ?o#~xTgemJn6)lRQ(N!0u=l#e_&db9!@KSolkd=t(P>iOe5XUK=5W9_$ z_D;dXGV5>TC6fb-iAFkp*?yUpP$knrT%FFSt4<@0r@r$(r&oI@J{|_p*`jMfLG)&y z;{JII|E+tNF1c?ltSFL{&3SZ?uyWt&HcP%=iSfI59be6_2kM8Gu#xi zUkG;L!)r6fg>7=P!1MrX*DH15*Y>#F+jyMZU#}#6)b+v08?0?7+s zWA)qFf4uyQE$n=ncD+M&-8*yAECWnCPhib898q0+;J*%>pFtWlT8w7aadhB1md|Ge zBl%)-$h}=WcfW8@-8zcDvz=I~V|&d%{lS=-l<&&G?&>^?$YYInS~zKn6@q zs}5|pqtAj#Blo(rnD?_|D|2roRhL-5^;pi^euyro?isIgFfKjl!V+O8X?eucOA7>N zhUnOt%x^O)J3d=yh^L2=HJ{~lZkAt_MDbTm5QB4suJ`2Gwz8}pO~O{F0_HBt1)EQ{ zzf|oAmcnL_z!npq0QCHSI9oV{gQO5eF6gRv$VVi%wH|zONh8Hkc;0Hc1pxMK!RmodjMXEa^@AHPB?Wn@*{!1I`NlD5l z+HFrgwVUu5uI0X%8F-{Zgg@?HSpTJqSw>Gg()M;D{(mypqY2jePWnC2qzvoaASJT5 z=$b)r9_{7Qv$|U%+XWA}OjTx@%CCQhWWs3IWIAD6m;~|blvk^GX4JQL_Z-4|bNm@U z^uDS-2AmJrT)dBF!71e7ysfj)GQUzP?0m(s{gCM!ldEAU5E+~N!ekX?_uE2rWJ8{* zec_2xw_1RShLroQ_e$?Udg=LU%_23!=M39MC3IeQ2ungmHwrXRjEPJ6QHev@zANh?{t_=twif!;IVhj60MUt5R8+3i zD2dUu@m#0sU3I3}QQ#4zne`gKE0Zz)uwddL5&=+sg!;Nuwv zC2)PUtsv{`OHR52bwL-;&c92kxYqf`;hkO(Pm3)3aV0R7eQDC57|aii_7;J0z6gQ^ z`SnL$qexHa{!<-Lk?M)9U*XzZ?r+Xm&ISYaAsh=7K2nB8<2;`{`6 zJ4HX~ueI&Tz6Yf3;>iEt6NO_oCCGc!2=bZKKnkdXr8I)84%AgKsr6DbzgP!+Zf||R z*+tH#5D&K9Gs^$yUHMa8q?&zH_FR6suD&inw8Hefjso}j#^m?@KEdazanfCimci`|wu++gA9~3V(%x zFOX{$HM2Jum?uSwz0T#jQbd7xNPt$5Ue6D9$fI=_m*^7}=x=Kt|>xXg;ht@)B zVay!Qzsj2Qkm2RBS)i0~+gJK!aGy?UU+E)}8D^ASDsv$3i8{)_+-O?R>=1P>bpg$7 zxBxk|eth#Y-`M6-m6i~D2tTVP-!D|$2o)Z!sMuv)TwWj)M*U4j)6}XK05LaE9c+Ha1Bm}=@5xo6O~zykVi<+65I3KuF={*|EkB)*0X8cH|tp`b^LWMG5Gvn^6U=XF@7pxm3Go}r$@D~dTsozjEf~L*OxcEBM)nf;RX;K= zE$E(Eu_kxVzBO(>8bb$@|;!hoYufXT3{eev>oWa%E=27jk{OktT zuCLqH9R{BF=#(q@n8N8PzSt-6=?1!H zh8z0a93@Jz)c{3O9zUsgU|D!>q$yN!rZ?bVpf;h{zq)9|&eyb`MerELRQq+JF0COI zTPW(`1v9kFyW_lC=c*TTZd-yxFVX(|mX><$JMV zfYFAFjhk#s&RCMmB@!3kt>J#k&g9UA$(n-f7L0oi0}TR;RD-sRDjWX@n&S*=Hg|^0 z6nKs=FP`t*#V#ZIuMXb2M1>FN%rizImYqa?`+(mmS=(8tWGo1MGa+>3m^Y?A{RLyA zuf=d?#9j!H`ftgQ3S;(lf0q{)+#Txvb#B990cnRP_A0Ue+F-f%W z=vOcH7vzrwm+{ZB)1bFkGi+)TbN*hta??!ov{;|&iKEkWCxkzFE{C#0;)H|DN1AQs ziw@xBF1x$S2It1UB`5AVn!ee2Q^mEIyd2zQF<3+65XQ6Z1s%9=Pqg@!BP%-hDV(Q4 zrJ>kDTF9eg2`EQnnOdL{@PfMn^*VFB_3!qSqX2gi?8S*2nwH$Ohz z%`7XWX2rax;IH+pRbFnBy!44j8T10y*{a}5;iFXv^>bjWYSB&)OjouUiWv_}(uhl9 zHn{|nha4FF%BR1tTwZa1C79AeN;i4-s*j@vscRb;+_G97_N0G(_xmr!J7Nz=$mG1P zr_EzGw|)mITNFc-z3%XPo6WvMN!Ty#p}0&C7Z&=laT>YCk=2Q?ZtINmZWVQqrwN#y z8TG$uVNQBuhoTVT4)1a*>_MlA;&NsaxFy%fBewnDOnRVa=dZ&|*2x;(V?u{ALjowi zye)>L4hGJ8_6Ody>T5WKuMW0aJlSsbP@q>vCShV<50&;<^Fil;kyShv>|?FGK^cPD z@BRwbs3ga6a;a(d>?z^$DYXgc!z6b)tcyT*z0U?h<9 zt6OZp{D7y#?P=aTC85MWc^voa`q8G$NcG$s`9$l)kh;WGDw z_11mDWXSEZSGN_py)tmz5D&$8;e@hfPu4Z&+@~S+ceP5vMh`h?F2?hRlgYhmB$9`Y zi(h0OI0@6eRJO^yR&$^`Bc=Io<$Yf-6nA0gN}>EjX>M*z5M9Hp;4cl-=8JryuMzn{ z4)?3P|GU z(uM8sux}t0JMD_$Svzl<4T?PpwKcU>MF{`TpW4U1xHWl>3jl88=6 zZ~VRwH0xzLb^1W(tkLj+o;344aKFmPJx7u0#806dXgdpF0op0nfMa=%Yl-wbw+l0M zU$(b>x3Aq>WUC%gy_nDO^0QZ``a?S#$C1M@%mdj@r0X9f2i%qF@CP@a468A!a?58t zNi`j9cKh1x8x(vdS-Qf#5~@LcX`pZ`zD>4~4M_Pr?FRAL%BwKT%rO3q`=Qu@;-<;5 z&b!gCno~HsF+9zoBssz)72lP6K~VkJ#~%LdotSxkb#Gef;|SH+=LFRV+x~_}t~V;5 zUs~FJM=2ym6jR9REPQp={N z?_Qp{`ETASl;W@ZH_j~ACgfST?7zNiszW)-1#B6tAxOna)F$#eO|ApRhrI3uyT}sk z3=+$&A~newkqKz5uV}AYda3Qt=kmhFc0ARkzuI4R*>nWHO3O&dJR78IOpO5Y?;#XU zY70$;h>s`mvTni)?>Evee1@lVj2e>H*I5!cd9LUS9Om&;g#NpaYA4J2qJ-ua-`^cA zkrH~@`+c!xCwYzm0WPvW@F1!^vmE6LdMD2Ro23Nj?(GE&Z0?KT&LZyD)|&f3GtPZY zRYYz%F`zyQwoDvaEF|#yNq}>3bv~FPtw3V)8u7C`UIvH@1 z-0x1)Vf2?M^N*XkLVs>vBSXUBagt86su{7On&$Q!v%QaB8RTlSeH*>Ge>i)D^&#c=&35b`Q zQ};DbKb?8Ve+7sH3D|WaDXcQRfn5#=P+SDjjaIPP#M1xR2-;=ALg?;GdH-LIXX5|C z@nl1u;c3#4PQvsRd@(^^F{b%n%3Jf7Z6IamVt&9;B;dxzrV`D@c9~o5*MM@?WlV^p zSp&&ESO6@tV`dTr!v^eSF9^25&|tDfw!p}NKnq~yUx3%0a>PqE>MUMLY(tD!Ufetr zBG`>k2uL1F2bGY@*IbTu6%gtwr_ucjo9oUafPU)4I_k&HRufTCbloAg|e>UWzkEXP;SpNq&v%YiMd%yQ379_jY52K5xi z5ndEncNVp*@b8-XoYKgv*$4Nl>zaJNU3BUTa+5?~y~{ChUF17whq6a5hlVhj^y?Pf zTM46^b9c53cQd87$!AYJ?>4Z#BV%e753oZ?kxMuph6HPn!trj?FHp>JqrDEP`}9w< z&ffRY6=&N?1=qAU?CJCeTb}(NJ~UOBkI`|bdNgzI2bx-~L}|)e%pIzVBxF!&)>SoQ zhcY)U0mD>9S+U>q31cscT&IUE6a8w-)#*}S87)L$bXzJj2Iu4fw|$mdu#gB23L9IZ zAZ=puvJ7r@tZAoOg=GP2?lekbNwZEq;m5&u0OiRH@}z|T#{bR`=Z>GX$0g?Mi!$$9 z^w)9#Fa~pa;YRytTAq6oZWogKCA%kKLAHBV2`2*a1zy#07g=&)^y59%GUa7fziFzZ zN*~{7FX!{NHp}t=#>Nbh`*dMM&x5k0k}YpJS%PQ&{=MV#Gj?%9O7-5#Xi2_|941s3 z_XEQ^F9FOs5am*$^#Zhp($n&tAiw|O=8n&|X(Q51am9I5z=cXKfEB{s?b;<#4&3B3 z*S^q^ih?)KoOqb@AKS7q{W-Ed2vcd38-vLDkBuP-L_>-U7UFNOkw$z>I(8B-mnM{o zoyr&Gejv7y%^z84ky%|BCX@ut=@+sYF5=5+-P_us$rNs(^56s`K%`cqF{R@W`qgX7 z=nLvsF>rE9azsD(wieIIDdvp7{{9Xu$@-T{<6d5lJ3lILC7fO>Xll9>^Kz+@YD44inIdC%z{dh$SC{r=pP(vBQr&K)W< zFr#}`jS`%u<4lxcRl2_q^m;g+|LW7@CD~4zV_-}ZW3UCZs=z^dCT`T4ms)d{KnyiG zoUq*|ppq%gs0%nxMVb^ezFfzcyy4V1t|JK>Y_h-R^NurWjg{#R{ppVyzq(KzS%B;# z;*&la1xguxVqs%ZyX$@?knMg$MROVEDE0gnCKfN2V_ zPVCgZNl!fu9)uPpVcONO38QU8Cqn}K{drP{rKVSf5>fY-7zTH6O-?hJ#KZsCKGF&W z;RYYwg1UgAg)3NWp&j>POOcCVO+{%1qpXB=xS;)kgck-FH73{T8vGm3$gDQz9*Ug202CFBK-l-b6q+q8XR+;C8Hw z7lPWSwqupdYaIs4ck&8hmtaq z^So?@SK3=Hbsnqd_{r%|ry|yF#ilQV=9vE{Rg>R~CaOexxOU5)S;N=taGg~VCl;zvLsi2>W+iYMNV{k@%%j-8P z`=2>1IjT|ZfNAv^ju+X6sg;QU-kZlVO^v_(P6Zvmy1QckBlBE<=RZScUv9&R(^-2cWq1YwAFqO>-Z!ZYm~Q~Rr;!XFDPblHxtp8PCH{@#4phYgS*@2Czg9Sn?Eq(dO_ zb5?Y@LFT|Z2_;Oki~O!r7`0k_PN34*T_BY0?e)-+V8 z`lq7|C(V4`^>I(Ou1cqJXMM3dOK<4EzT#~AWXa1XkC5De@=aq8LP1$=qHes%4eCZ1 z+G>6CpV$~Ajmn#&afpRTzmSx^^#pmCeJOU zf#z3klCRsBTORdFuApz`4dK8WziFQYJZ#?{eQyGij#r3;Ej(S1HA}5K4(i_FT!Wp` zQ}Mn!i0zU;sUB(3+;W9v_UFNSp^6p{-m5}PlBny-kCB1O#)`7cKfVf>@s+}l^Obs6 zI{P_4S)x_wwi|QwLgu4ge8lgW{`sQ=k@1?09S2-}bB39_{HaJ(M!~toFZbH5L+$nj z^tHx1ZrT`nST%&vk!M+A3yrEjCQJJLcbjif9**w#Isqz({2{E?Dc2ittySdLmQ>Pf zZ7?qlWY9!|5}jX9-yL~U@07hIe0;YmLAC16@Qg$Sdxny8Ps6_H(Lhc6vVE!i-IiV< zd4Uo1Q8#mCwP91v;A(%sc{RzFuSMq^THGx1fN{Gw_-|E2zk5F7yhv z$jv$~w?)s@f3fZ+KRm)Mbt6NdM@18drMONR)d?eX6XXdr7WEfb4Q)sBsGutuP_o!g zxL=Y#q`F#bYI!uMMD0_ZCe@TtmE#JJf-}rcDSnP)ZNo@u5a=hq~GYVFhL-{d&w$&p~b0_%*H@cNdw) z!sE!+CGs!jd?2ERV$~^cB*r!~1DikZd+|IiM>T&GZ?hX*$rbN2-Vl1&FtJV%Ot#I%N;PJaz|Yw~MTy@;mqvmqa&+J&2Wbu{QVoY%X+8eQ65Bm2F5y!o#Gv59l+ zVUzGTT*}ZJ08_MEBl@kt$43VB`}lY5Y51%aJ;zM;0VYh3q>-5m$$`lpS&k~+KR*0c zWR-%PoUX96vbNJJWoADGld-QxLiGiA)mTCB0;Bw@^&#PWe0zYmnt+c(8M+Gc_<&u1 zq6zg)T4{QbpQ*BMUo@C*XW}>tOQyxdar<3@Vk#2pc7VD<3grQv4$Otd;?C<_FI|8B zfi)6M*mQiufjz!^`{~xk6b_re)o_$GLkl3G8A65hTeKmP$t%!BgcUj1UFur(pZVq} zvds9_}gIeQ*?)`A|nG9+iF+%_gNi?@$!8Vp18sg3Z-k%yzgeZP|M)KQ8V8bumd0kCw75=f z{yM9BOO}00Or{ekY#ILgWAx_MEBfuHyYmrKQt`6?h@Q4#JF(Aq0+7MAuV)!d0l(lK zr0`tA+45GfFfvowSI$zi>dd7nYfpU>R; zd&NU+?;r5M1VcQIk^~V%5@4WaF|Kb`^8^mghG^87S?J3Zzlo<8!CjUdJ24Di;2yKb zU#w?Oya{J&(z;Pnefozd0o6!2g91&K*1b?Kl)4i#q>`bI|*7 z^tdW{>iOqc|NFoBUmqM*%CawU06XzNsHZ`H#$Q2WH_okW63EHOoxRx; zt%Wkl(w|+1+Pvt1y$Ndy0#gZN@Z&mNuy5Qw^hmx5Eo>$ zkep+i=*a)rfLTksfsSvLn}dE~Xw@{5sUMCWg#6=cL<}?1v)89e;ikmob}g<@cuPqO zQOsGr9TIA3cVd9K7mbi@pWlid%rAx>ApwcfVrxh+_#(rVnd1Sp6ROE|r^wOAy$YM= z+)Wmrm?&RLtxxUSnaJ9$ckL>!Mg>^AjEG^ncf*jV@U<6;(I20C4LWhsvs%q&krhlk z(ksAPGr`~sTHx3e3id59Q-K$@Tm7)gTMtlu-_z1vO_M*j@A7~d&n&rtzZIOO^`mN{ zc)b+{tRj2c`~#K2y9-4QuTsVphgnJZpUekLps2Y3#f5t|eYtF3-qK54cCrx#T7ULq z?hE^}(q8RT@LU4Mzh)Dx9R@hsatUM?UzfSVb|g1>{}#M-!|wgMaODLF1ZCZp`t5I6 zyps)N&9J<%GTl{{K-r%6kg{iA_M=H3Zk?XTpG4S^nS^M>35q-2ff8Ne@paNWOD(4c z6H_YS6IUP{*u9`LFdVa&pQWg6op{O7SL)pF>_T2`p;b|;9?)tV z%bG8^@@4dUosJrPGm%ii_Cn}Y!ri8yi9tlWP)m-{hisM{ameX94hJ&sO|t~wg}@gJ zP;t+UTuYX$yh7%~1{r3u?_>3_kf6`(J-eW2Of5dLrgBgqhaz#efm}1Gd3Iv_*~B=z z*81Zx%TPwd8{JyqP^M8_Ur^prO@zhMT%razbITX8G zeR??~zpX#a9gg?K-9^7uWwLkSL;(e2=OYUGUEopW!{E%iiAwRs-EAXe!lYq>j;tfvtf#Af7vaLBwTDnKz3s%&A@3 z$fId={)3AcpMYeXPIL9C70L3|cE9Xp>|p&yN3JNT&omzw7*~^Se^5Kq@1@x2{P9@9 zDTz#oy@7hNSYvZOjX4$a@;ac_&R&>k`F5z6z)V5S1M%01*P<0c-e2c76GuHA|BQ;5(XXz0X#qV)12`DTre=e9%utKHwG^%K~eSrXZ7|5GzVj??i^38dn-1286? z%tlRu!Ef9@seN=aAMfm|N2xx~Ixw?23I@QK=xa0x6<>|&s3rfKs4CTM(3s9J?BHesLI+( za(Zi)p_=D+_odFL*!2L@YAj2Jiy~8@c6Gqo$gtXG^=C{}lv%9jw(rcFH%F1Vd zRM%Z9QNH<_^2EeqIK^S%5n02o?*)XfU#|M9$&fkh=P@EO#ufc-<6%z9>q-La1aVG) zOz6f<|5csSp+yz1yNJFX$g=t93^7k*KSbis!IX@d>RxiYI{gWI&w^Cl^b9Ber_nfG zx92*;K9``jeSn(yvY7?jH2CaAz2yY`qQ(&DTk7Wf%hRQV&QLp{--~c>b)CFFx%{5x z3MPRzL51)t<0KLI&NGFZA57dJALiUrlM+Qg$MGa}Y4DeeO?-iP8CKKFIG6<{^vWvZ zY(x4JMkw=LvpzF5lthPJ_NtwcDvVp8yBus)ZYx(sqK{TbTt`|b-!*o_*e$)knJ>;|$QI0szPWzG z`YAEpUi|Df>S*)p8L?{N%uQ6n=oJu_7g ze~rv4^D?sEnB6*Eg2e7SV#L-VHJ}8PH(Jbj6?W#895z;a3YQM>HRDR2j&@B0aK!7o z8;q-scI{7*A|5kl?~b>FwbT!rnp^!m6%`rj;8x?Pmr25Hz5HDV83GxU0x@s=h^{Vd zsCNier^vW?sS8{)o)cEShT>(&QL;%K(L}m>%eOT82|s+?D}Mc+He2j#D#6oO#woFiQa)dmvi`{(RPZo%>#u(H5NXustJ8K zTVpq|m7hzYq5BkLF;%!O#Yw@QiFnmX1;P6t3TD$;IUnW!UQExL(r*Akf`fOGVS#V) zw}hIJ*w_~B9PBR^)a)2i&%nLYksxskpsBSk3kmJIHjZ8vIxQ<=!Kkk6cvk4DKjAXO z(;T(n+Ai>oJhev6S5>$DTq^swhh!p^q$#BH8XF|@^G5?pqhj3e^&v!dh!!LGae6~o z-JE-LR2{A<1O$lY|V{I+^hOqjH&_ z-lJ)h$wyLK?mLQergDapYABpJG@ppPQeb_nZFv-3@vRIz+XJN*QQ01v)iYA<(nZyF>u$!t-qeNwLgsctS*zD#>L4xB+aOAzQVfa3SUIuOvj(J zkzCr&A#4G9>eE?d{1#{)H)Syar8%RBvmVscQN+#0=8ckWshXsM{QG#_k)CT@ef|-* z1h14_f8wP2B_?HQ!YA=h3tkX7Q+)l-FhrRtdddu8%3*lTjsQG}RM3-MG(Ef8_$S0| zEce-%oE^(thmn(8!SmzA&Gd2SH=ROv{mDeL27tf0vDHpFWuK-`rKW1aW- z4lK5nGM!*HnyY~)!hzgLnxqxFmf`)eUjBx~Z8zuG*#BKv_GOe@OxUx#p^=)_SaM#a z+M;d&wsio2%^@1ysEcs+dG4|Tge7gzE5PUbEF9xlGhPior#6%8ws>ran;gHJGn12Y zZ}MGGfB5dls2hy|W_RtX(XOpz6hmO4^EbmrBa6^U;O`_R!sav5$pLmiXBMyh26f}9 zeGM~xBC{59>(k{AFO@Ph+v6S=^iu-s$MhTR82r8S6P>td!f7D2XXh<}_t^qXgmMQQ zt8FucUEmD6vjDUHIbjw8?D&>d_0~m8vWaIpg2X2E%A{us8_;`#1J}a%0qKZc-t8L}7}Ym)Vg?rH(d~&zpyFw|;EDVI{^YgXJ)v z!u_bKiHA*SD9BZ8L+>%>8;T6wp=k&LMP7WI4}MV4J!VWZVodmR^?ool0Zh^UbL|R` z{N|9rX$jgACzB`|QD3s~wN=a^U$zg^0{bz+xP&7@8J94`{MO4r7HIy+HJnmk(Yngd z=W1e4?sc9DjYBIK9d^9=-Zbr9ZXT?5<5ymD()SKI*V!BA|1Z1R@Bf?1Jo)AZY>n)l zVLkoGK&-oY)ip(nPx)T{zeOAoXXhhLN>WC=NA!f5fNo$umIb0UDjeXVNA>5iJgrZ) zgRNg>*KWM|eCau~_#|#K2%FQp$X6Wt7Zu0?lR>Ei_11|n6z8_yEMy+c504?m^x*ym zb!`v{u~`-c0aRV>4d`&eA4z4Y;$M~@%RGb}j8;jKyzqZ;GHOQ)#6}^+im+yuklm>QIX%hF55;-UFEnIzV`fMPhdM_4RDQSCprxMn%OQm^kAq_2TVv+@nu z?IEcsp94Ji-uID0E_w5YDco~UR&(iMF*8@1KW~H(sms}`EeRpxHL}7E8U=g|bZYk! zl+V2M*WXr&ki#a)^{xjbYAJetdfLQz-6#Pm<1%y{(})C$P(G3%lY)knn0I_$b%Mh8 za(&CV3liz$Jhp9- z--x5hv~<^$3BPh(##iBd@ZpivB%t8loamYE^q{_u?vmEaavuDPg4* zZ_3zv_ky=`sWSau-KKlN)ACv7G-}>LkpeO9CSG+Z)3Ni#6zjD!TY#UJFU%dqH3u3d zm{I~q2A7@RY4uM||B$(8a!ce<(Yge_f&XY56h(_v!7y%EsCs={YzWL~Qltk4>Ve`l zOE@ebHl0&>8`C?$IlhA7WN^?b=&!x0j=0z*bM{UiStp}VziU&nE%IeO!go-uE0~?! z^c9L?+>Cs?e+KAeI>KT|sS0433RBnCN^yzFnLbT5 z2By2WC-`hBv7u@-v3e8NGUoT&1m%Br@yeC6e~#HW=wrLVu$V_-BpZ8DeZ1f4HzD60 z2g^TIAEFk%Ge}v#nUE8J*E&SKt#itDL#Bj&9Adm21|urQWWge~YQ4zM5RaGqvK;iv zCd4~W;!5Fi9oynW(;G?V#>vd07H=ry!5m>0eG`F}6Uibey<9F+%rxB97BHU;=0Cpl z7Sy1qp={UBg_fp6pDOL@dD$Y`i9o3O7RO6t|Pf151ue>W&@-- z!T+30O14wO1sMJZsr)vXa8a}=epQ?1oF_+sZrg0I&TWj&8gI?WlXOO`R;cecSyD{I z@ZLlRYMO%zz-bW{J{ehpv1Q*Vu+D=QqUv^|I@FsvFT7r#@D$;Q{p)*xZb3oGp!mt> zfd*4n=(T(`VDVQ}t~xV@f#;8gc-N2mb@EfK(DX zcR1jYZMaHI`158pzwe4&=%_@g?PQq_T@B0Oz^1i=v9IwPmK1>t2N@Gd0zq+?yWUHz zoc?iwn1y2SHqH0GL3w0@cxgK@%3yBAJYA8)r}cJxucZkiQNy{hHr_aa^O7$p^YqVL zX{V-`z&n!hIys-YfgvBEPLm;eB&wmf7{(NvvAQ_GbPcnnVB)qO*qiH(EO#IL+;0(c zt#>l}R_E{-6neAuKA|ah^3FHX{K+vagI9tmwp>6WaC^B((qc#uK9~#4aK2+$9qkK$ zzdC*#-^rJ$esb=3S>r>m&P%8py&%cHGdRBb#8Hi(V$ONUVVbyZH=Ay&3-sh0T@Vqv zIY9!&v7GyjnW_185T6Evj~q-D3r;3n{9s{OXbyZ~dq=PTz+<&pikRz{>sY5)k@p`P zL=u4Gxq>pw-vKRN^E;ahc?{h;&^L$ehUvIKky6#d369HFn|T|LChb5T2opW;7mEe6 zYv4==$cDlG%qV0YeWB>(FP8}+-}C~TV`kP1I&N!WoA5WAbxsh_QhoJtwsgR7!ELQC zZ!}g*25;n=SBt8)4(=Ax!%FrUXUyM|CtAP+lAzr%%Zl+7rSZZe?vWkPKYTsR?hLET zZ%1)QR|?W0ZoC26OazwJO`0EF?60wUWC6;PmYDkNnEF+~XYJhOtK8~cG4$^o4bN*9 zmm63rfQv0y&bV@#1sb5dY({g2qqoPFW`V)Pz8Ja%U#Ubi(4U~%Z?J?}<8gt-1w~|Z zg7oR0s&98cKY}oI3_AL^kpSTSyfx-JDZ!oNFlZ&l<5&-qyw`x`e*B{Kph0F9S%O_g z8X{*PWHYcRa-ePmPf8Tr(pK_)56?8S&G>cy(}}A+Ph1mx--D~Im9O?(Aadf=^akvTXL#DoX=g5djNL1%Oe-Ysp>ik!akZhPtG`*S10K))Q_+N88>c`CLbiUYQH|}8DV7W zVJ>DoEF$J;kJ`Sf;CB3v?dFakAdNDTQCY&}A#Dzu3rV8G*K(KTROMAG?r=PihyoY! zt9*J)xh*nWppDMR@*95CSx+k?t{zBLMm~tK{3F?BrmH1>ynH9*gy_`|D{C$;ihBJ& zD9dGzax18x$It2_R2UtP>L1-C6feOLr6Cg?_`mptiQaDpL`+mjd7`TVgygdz6#eem ziPa8X;icXYCD^4b_?L{w%o*(fRLsF4xE#u*9wURiv6fKLX?cx^_jtpRDQ|M=xN(cCO|qH(zf zTQ*l>uoZGtwT1qGdyb~vAap?g%0Y9dyFz-Y6Yr*U$63N7&K`dxCEe~fZ-s*n^Ci%Y zA_YP7m5nq^xYx{X71shN64o3Pma(!3+mZk_HeTizKw@#+Jr|W%+R9A}*>(lApfYgZ z^WqV^8z;88Ib_*j_vjOIi_MBb^z@+FO&qovD7~(qx`n3SJrdk4BOL4+LEfS~2+@Sf z#A*$s758r9?*n^JsYbwu=#&F;^WlBHnP;0kMMIw~EN3AII7u%E-c zxY^);i>isN3{k`dt%0+ZT4hO?-w zj9PGb^Oo4l`gM+dUFqV?XF^ZnTOZo=>z23G~v;zVc$Z`_7p5!=x18>`~tJ z_zSD_WAN#1bR6fqb{;opsqL3?9UJcX)imq15$)-TSlE}*0cDG8-@cRb`s@n!QPj=G z{{apj7gH#T9AoeVE@pvv?Kp(W(8Cu46g>L(&Kp8qZ&a&X>`k?AFs_ZnsB%GI-{{Qz;t+v`KslBBwEozlgY9t+R z6h%>^R$6LT?Hx&{O63}FhpO#1R=;c zTdEZWPU`92b(r4Pi0 z0Av;nlN~VoDq#G8Qz;H9%<3OnDoiqbj7YF>xZ&_3;qy($I3>SQ({x_nH$HBUN3yc( zllP$Mm&dMxlWY9Go?=E4@4#?9ztZ3*_|4Ph})jtZy!=)HZ9 z*b}8$+F7ps1-$<5u!_n6!(hWqP$2c;8WHp=OYM#7Zcg=RfNZ)p=c?2@*R_?uZ0k~V zkt1>_L6?tr@hKr>8) zQA6=`(cpadpcj*gABo@?esP`(!5-~|pMy4>9$ zw$6s>JYoTV_{I*TQ=jA$T;M%9>~!P{Foih83Di3z=`jbmW6YO51R+6n7&?CPn5%ww zFk|c?a!RrqYOY_HZJ>JfTz>m{;v4}SZ$$*PVmLQEf|2fPrN(nRpG2^*6+1pv;6r>! zRlAX>c0I@P%U}mIHSdnC7guB&q_qgFQQc;ypD}g~PWk)H@u#>S$i$|`Nndlwb;X;` zcdv^YPRSasI{UbA+C2y_bf8rB5SZ>s@tJ1w9p8U85)zr2R5gz|te}Ay9~S3 z3kPFfJ4IA;!zQQoA)9|z4pj50B9=kgoUehg(EnliPNWc_-0sYagDWF}wo~>Rt%K~n zzW&m&(rKfgKb&^5tdzMsk}sLG-sdy!F& zU4w4L)qd&HU88+Y6dK6B#YU5p-Fvv#CT-rNRpk#|4u_|~&_u)_PMm8r|AlU#f(|_n zNekWIw>ipQoH4=8%2Ef3`l>s^>xYMF!J?_P$?&CcX>gFL*e6cS6R=p9X+yv)QD4n0 zVs;Ln8?_ap1pz63E2Rob-wl9`Vg9TKAkR;_S^f}tz|FgTrx#i$l?)S$&bMr=E6_~c zfDz@IGbGK53VLv-__`#fEtT?~h2M`O*ZeM23+eQ)z4KTcc%E-I-CrkBfn-+ZfTmvv$`S7*0kZtqxjEH{e)%i_IwbT^_&U9>djxI1|DS5>xSvPpK9Awlv*p}I6z-;I1s@O= z08!@Tu?HVu3ZN#4Q;5Gr5$q%DQIf8((U5*~KT`=~{hI zk{rEnXlq^UIKk^K`ZS5}4y)v1CdkbH4*&lcK@xy|*=sE)GOlG-z7Ct*P4de9mRcVY zwV1TNdS9?kG3$cQPjbQ5qFvnp?}=byXRDVik%G##@rYc$neEB1vGj?u$!{ADSpU2A zB%Q^1N#nrE4>o3BX>b@?R{gD<*in3W39w_iFE>1JDN+6Lg;XFb=)_3!9qWW@wTfwck86e<3z#a?QiE<=AUmJm4{;VIMVv_n&i1? zb1WgOS+3RXE>^9C!^Sl1RmOM#Y&NAKM`8myj%S{oTKJb`Qdrgt)<*6n(OQ)q?;QH9 zm^B$^_q?vVbC9I#^(r!n+b$6r}@4!B8KUYCcFq zp=}3@YVRlA^4}`oA#vc*S^J5N3#>Ayo{Qh!u|^BSeQ6HJ7IFG%@@_clVu)%KZb0Z} zXzOyTmbJa%h)QX`h%K~}%X~Vrq{q6m`?_kHmUsfBbI0!V!gg?yuDaYX1H)1ElR?F7 z_ibYvWJ_W@yN*}d!SUcy@90Z^Axa@Z8&-eCO|B2asv&;HZ1<8EUPOs*CO^-rqPmJO zz&5xHOSziOXwavoj;lK`!DhZiYlX9NVX!hF)zop z22U!WbH_c>_=l`j7isu~{amaj~JbhwwioKL!w4Ocj; zi+Xx0cXzrzxc;`dJ>`4EaWh(JAOlTWaGFP-N)7bP~ec^_Oy)I z$QsKRatF_E1L%iMpGHPAU)@hxvFCO1T zDFDNP`fCmxAkRFn(Sy@nS8g%d^cZ@3@nNy97mF_+&t@Ebo1WwRCB4^WJ59a!^ zH+NsMw=c+>1C1yIl4l>b40k5eD7(pR5Oovw)#_t(o41&qk}ZtW&EUDA(}v6=%S)OS z&QWkqPg2xt;;csd^@(?rIfFKXu=yw$8A?CPd`rM^I#4aKqu0u^Bp-94}-%-XB@UF3fOou`NskkL7tXU0RpK!mCAX) zBqNrzN6SGzo?Y2C0eM?8J$*q?i$1@iYp(A@v|2MghO)>>^?>I#O|@V(BAKv5l~%)n zrVQ^^lCWFa1Zi`NL?v%mG8=A;$iDHAoWAf#-*nES9yxq@tT{5vH>yK#V)+sNCotg& z-B?7Niz8v9)y<0bKp---A*`3(Vir()u|`DLIWrE+_JX(8fCU9OX|B!kB@;n7ZQV|y z)EmW%1E6TFTZNh(nPqC0zf2zPl6g?XiJ|6fwl6NX10-Y_PM{gM;qeh2)m7mDo}X1} zGhvVZx%*VU6`TYnQ@8-^S94 z3bk97FD~Qy8F-6b=0_@<2-O?ylPfj8!fRthtKzR*T2o|HP1^s>Vx=|}P&xY}v@M4% z{wi9F^ocyWFQ3va`f}=n(}$oW7ljB|&u! z4ddil?lHxsLCU8Wcpq}^7Xr|FXO5A!min`nMqU3NoP3@&U5#*aeZ=n;35}P)_{_Mq zG`^79^o@ZGC&v8C606zakQTQ)UgY@O7;N2A-Oy@N#T4?AKAtoj@MpzU`>sPIhl_Jg zwfl!&P&mokUZt^7S=(ooNNoT} zjv`_cGlJi4ez{A2C!nDht0J_;*JhdK(=b)2?^E7MiQkU-6v^t&n;ofFerKiaO|BWL0d2}sbjN(gLHk5`sw;=G?C*raWo+H z$a2N7PJ!&86ciuo8|9;x^y;Kr*7fUX72W*s>2ioWqX6q#tVgk?GKeN8*DKc2)P&`S z<;=!CswXo|SZ@l(WXxnJ-pEz^bz8Tm^ps_Twl^#2?G?Sk z5MGf8F7LYANv<)V((&&JmfZ1Ia@ZOju<2y$S;4}4Nb6pgVS7cFCLtW13wTREL(&L} zF(NI1RZxJKu55$AMWcNA^f%1$MCg!w*9k`OCAQ`<%*yOFQh`=~uGO{)Gosg<7P!A3 z7MeZNO}~e^2eazGv`^CqN=|P*OaUzh0Z6S)5rS0w0{Za53PQGH$%0)KTmUp~G% z$lXi%2N(N;Z(XfAF?FWmy!4}Xza<3E^2lx-@uu`u<7~Tp{oDS!I}TRct8=zT;%FXn zBL7$6z*7H)u5G$sF37ZXf{{D@WuRL@$CH?LfxHdR4AE z5KI*hME0v{V|MkZV}uSNN6Nnp4-_f=NTZ`(WQqkht7$WSV#y@R-q{+4q@!_G79*h+>&W9R% zBS$Z#iU$&wHj}io7Y?^V=LaS_X0k_jm=ncbGyKWV|4B0r7g%}W5n+dV>QQL*9vXcl zY6*!1Q&A3`D|1l@Hfj{5fr=+`gttNjn7vhFRkyvDf>N5>bG7pPnftH19qkITO%2vj!f6No-?I!g+@p`IdT1XC1yRhdzeqG2X9Y z9hwgqCkQ)(hnEPUIIiA)Ziu-M~>z_i1}%-(2U!O8_vXF0=oK_o=X2yy5M zmwKm2+B3Su|Lf!{nRN}gMsaqFFRwrD5>6ta2RChX#wqogFEwXstm7z|-wJ6ZapItK)*by*%ARokQLOz8j0&Q-AVGrCgsa0tkX8c`sk?bzWdlNiLmeEZIJymApF603`I%y+!JCEbvHw4q6$cS^TKSSjbO z4dhS|zTv8?-cOiASZyjAm#{?>~T1B&*R7=|Zzqc({qvd;!&Yxssj zmQ$ku?+cw_x@Hd5-;|7w1AsE?TB-b7su`_K4G1B}2c7)qW08a4vQhQ+BWI`UdZd&~ z!YqT-9NG)GE;Ws2;sF!zqTfdnKtc}D->Pd#qtnMeL&c77G~K-9C+xaD{N(Bsyzu9N zU74f)w+kFl$~S8I&ozWpc@;Hbq1O{C+%+5$dzOATsBEJIcL9F~a?P=k=bFB#xHPL2 zVXoCHnE3uMIeS9r$~}JDv?KZX5gY(4-9O3>uf{L{_=RoJPN^6sl4u z_@vpqn|S*Wpwmi{x!&Aip6(Uzh5dB4JMn38WFdCoTEXKraK)jwqLuR^LcRm~-~uh$ zRSv}7LRj5ghZ0pcDzzm-ks*xd44_t+PXGh=oNGYEn3hdh$YHzBR-osvJHv9|H(Fo( zKePeD+lA@VC7bv-CBgTbK7|v*n>95UlYbCT(n#&X=Eof}Gy|079CGxiVskP6-uK5W z1vgmcPr$B6+&TVFbkBL4taPv9aU=K83s#mjfGe|5Hn-lDk8g_3wwww)^KKfZ5`4|n z=n48PVgg3Gk3L6#Y+LM2cvsEjz)Q|ZteFA+hErkEELC;T&6DU&&MHc}mC#r=t?_y2 z!rT_Jg;@nryGc0DhYWptcy($M=n^w4p^{h+=(r(Z(R6|iQ}{?kfgD1ttZv_kd8GPv zRn$9Dr$>W43KHw^+>*J^o)A^t(uZ`g%_jJ&_zK?Mb^JEWtd4j%H_s+Z-!e9sfybxr+W9;I_fakbnhyJge5 zHhGt^Y0Bca$lf>mNF!uE-;~Q+m;W?n66-?oYO3G)JRJ_9fHKD?m-F3{G4J>68XQ%e z48Wo&(sJB0Qe5X@7+chtL2CngFFtmM}sZLo`Ule`eW zwn%<*Py06J^M%bfd}s7UCLS*|v#FMV*@1SVTgQrmqL3a3$lba>2qG z=(oLV5l+e(hCi59NQqs{RwgjFC#RsN-*=F_wmdZi!N4SJJ7HBSz#C1N-;k!OW#4JG z^XBzP=G}h;vF;p}nr${zU&uIcI)FC=9*#)h)SIMN?LqGn=FXF9Lm8gxX*GpS&8-I; zidk8D$$fr!9<3zJZpn8Q6-j><4r!{9=+4f5l;j7o5kZWDE$;|YCdX9 zpP+~eD#$R}nW(x^muyns7A*U^n>G8_fms9@_IX81EwT41^DhRpYzxpz=nB%D&{F6K za>CW)tK)teoo^Xsf;n|O4+Mh!S84`YF=T>5n_Q@56898TPJ^>pk#QLK5=yyyUo=>n z*|}OhSB}MvC;wQr?4y2ehl{(?%^7U-8t_JKVBwtC=K6VrJU)2ev>5TJDn3G2B~NU_ zP@o5>8-(F6A!2ke*|PD^qcvfpK7g`lyyAr|k}c|2H$jqcPpZh*ujdbZP_rEv_|d7UMnCgP%baKVtXM&Wm(3p*g;Sy5H?%2?4meJW6gg0}#19g8?Ni zk5r1|7o0FhTlJ;V(>tP}LBGS8M+@{50CVKes#nx8fUd4X$N-i8i%K zp)@i6_3?)%pte8)cQEr@Co!4mJt2i-KKoM-$MYu)I3v@5bki$!t~?ADk_10lOUc-5 z=2r7^cw9HIaq$K50Z`|6Iadp=WcZ6Zm-{p>jC~qSkTzTSny$;?*@yPLrWWw)t#%Jp zup`Nh3V4ohytX1u z_i6XIBimohl<)L`@QT&{Q8}Jx(S2H=uYU3svV-?nvO=Duutqag{`ZZEDb%s^S*TJc`IZUIg4z+3MV-cl3SSJxp-ba)Om?t!F`Lo!A^>9#?d z*PX7K6V;#<+J&g~WyA>Z&9CFy@JGx)lz&bhurYB3w2>G^VUdK{=o3k=ygcebCY`BE^ zc!=Btu<_}wsuAHS+?+7rOzm*;ia5}DncCbAb6K7~IS96lR|aO!eqisJ$1n7Wp}M8c z-7{9@%Yf=NiY!D(5EUc0RKK#BmyQK|S>(2zebQfXS0ih^=Yi@!86*FTw1XGYfU~Z} z79xb`n)4WP1R8PgdOLjHWa|tqnaQJvh%YVWf???Ze*FgO0Zn#NXw>gCFAw8p=`m;p zTp0`(KJ&F+79)?*E^Y7;eAmE%w_(Dvwk0I%;p z(q#rIBD$a?XvD}(Mn=r)e<6Wb)!H_?O|MUC$<&pjbcQH*TuA58)s4%>yZ zKAlfSh~|{wgPN$6xN-Ubb0%~=Gtj1ayNfP@qI(Tc(O*D9;TLWKpMXy|W~Vna%pJUq zHpL53N&g)scBEokg{@GH+P*(GG6GXEIkO#3wUrI;T_T;e)2%Neujk0fI|j`AQZqS1 zh^77k>-R0Bt26f9s1lSEpfjO3Ku8D!EVNJJUur29;p$B`Wxu5I?;gsY>XaAMzNKFW zI{akbIoRUz+3Iz_bVrrcAh1JL3r6amW0H^8-BArL2#v#l@+d7XB&Fy`d{z5iFSHk{id`j-`Rfs@iK6 zjjE5Qi`9YuDGWAbiJWy^dy*Cva$(^#<2z0@JNi4cB7kWXfozb~2R{e;qu@%DN%r~v zDgunZM-_XHI&4rkq!1{k;3ID68SNl++u>%}z@Nsq;~8YCQ|ASoY%wFPeZ)D$ZKbyt z_#27Bu(4Z+hfFu3B4>_nQ7XT}SDmKYh_tDdL-Z#wH+Ft%Cjnj2@!dayB+wx)LLDFx zmtx-Pj%A718&7B)y_9U@zNkKp;ezh{vD&`{;!AT?w_Z>_j{OO?#;y-^ufwmmJKj(g z6a7axB10?c5hEHRL5Ga+HQLfNs0%oOplwlmcT1}nZjH=H{mUT1mPI}fV%yTeNa)MS zJuB_ZTh3AF3B$qhu^|L+cfE6JXXluAz?<7c%la`N?_6T7yZPHu+h-i$2VT_65+i5z z>Z00O=+N}E0=Q7PW5Ua?>{ua(YO;pr<(PQIINo&+k$r|3T*4?piNrP9(zkryin$8doD`~718!b0KqkV zO2=YA6D^2gjcvT!MYTaID8LWu%@fOy09njlN@K~hcfG#pjaYw?`$buCOLL16t~4uT z%iVyTQ`Tn>7*;fG1*WYL$oLO_^0m~7d!Y2)kQI+*>=*wm6=L(PLOBJFaJgI4WnOyB zxvX6PWDL{tHt9SBFN59Xmf;o8u!4 zywY~swoLOO&2k3;+mT0ss6YXJ8cI6+ZF1J0Dn)T5y>nn4%oVp^iQOSSsp_+S{bs(I zn7)4DeKeCV5vy06g#($4JNqoc{s8lNu(8hBB?#w2MW$I_J_+j_WkfK_PuL7W$4~XSDp#;6kk0KHYJ;E z0vrDH!^)(Ajxm1l$!59r`@LRfGkkPtNzXXA*|PObXUQ(=Ult>9P6UUR1G|W-8MC!! zPw_o=_;?f@wGa{>udW8t(iSY5yIx)CAv^jGo?2trZ2+B41j0B-j|Qlh0psN7O=h-~ zVKezFggws!Kq|0W(-I@`e0+wTYfzGvk#!qW)JlfjJRv>Y_dO&a6A4>`UPEXmkP0J1 zT0fC9S)(Z-?~6*SzW!|3RYUfh?nu9YixDww>sjYUg?lZ^fj}MD{3j=g5v~uoX<^#5 z0wnTUS|zT}2=a>=&`$;0o#dq7%b%PL3TE_emm5m@>>=+Q_|oOIp5z!x$oaNMur`$a z*5UpxiN15j(;Y7L8PSdyg;nmf&P^gI-HZmNz$%iL&h`T}$*M!jqhDq!H;$S?L37h< zA8Z>Z;WY(9SDus)ZadZZsY{jZWeZ*RNmIb9`5PNceWBj+W<_+)m4aJ9ksA08*f%?3J= zF|#a;I=UFm4$e)&w_&521<88R5Y0Zo49zABThy87hPXBS&gi9A5~Jd5fO^WQC{K7p zc#6IO|EKJs7OC)#MJx#G4g>Iexhr70JkCmZSwWU)&652xf32=?Jxhh`f(ob1u-((h zY|k!@++->5WD|GFb+VseE4kWg9>3CCXW(lYb2LYDrQbvm)V6dM?5~4(LNq)0@xsL& zIcEw95vHoz%0$_8hv(;%U*)vcUZ_2?y&h&2c-!IH&FLDzngEC7gT5Syjv)Z!`JAJ0 z(_b>M%0BM1oBNASC}m>M74@{4ah}1uTBepo&%hxmLeO`N72qmy1z1^ zt?k5<$t$?iO^uG~-*f~mEFPWw#maKxwViJJf8q82)I}#>LH`~4Ke&hgq$mRks40wu z#uGG~knl~2^53V8wK3->*DpGXY$zVDNDFm@PEMH582LJqcztD4e;ggCD;>Fj1;lLz zj}D;n&=)YOgcaZ&9=ff%bGC!2O=>&w+0fG)C>1mX2PE~+b_WUyxm6tcS$Hn`)`^8F z`Q`0&9H>ULpqRF28wSCM;g6C_e;PFHw|>w;-wDmiso?Q>kGsEwu)|1~Q1TgV@m>NfMsc}zkj@u|zeN$?W{(`s z%>F0t)bGs6PoYAOxxX=H8jBI%-{ri+0H^%t5Qo4kY1$btWoG-dzaDPPuCNX$*ZUmf ztL$l$83C8i(Yala zTpok#4!1+A7-m*H`ngj*9lVbI^+Z3vm64NdG$UBwL|R$q}Ba{t2ov2eh@q7)kD+{gG*d#DJFsS%$uDl~|o3;vd2DH%_AN$Q~!Aiu1~JB#NKEVbCql?Vt}op$e2bh%9|J=%dymX zow)nw<6*XMB-_kcNC!4S9sS!_e!l4O9^y3S`bdq>@T6@;6wV?{;pN~uA`O=rs=>!w z$H=5H(l!9lK`;65=vsnJNn9Sxh+v4M8figO-BrHS;%T~5Y(L^pTox~^V({XNf5RTU zxOSz!Wu_d^~P^6Q$xDfZ&P2 zS>Q$kd@uTB%&59FKSbl2MMkvj3-z3GpG?E-yN9IBeLM3v+3JY7Rc>ZcmHDy~aIAd0 z3*W-~-$Q}dAu%wfP-qkA8-$zLUUpwn%|SYOtA_1#z=k8dG(xO{JwkwW8sCc_@FaS4 zvZuCGQ--#VB@TFk;#vIjCBRQi+c5MtY1#A(92f?oMs(wX5p0S~6TvjO_m6U@%mXL-@e5o7EEHXP0o}0l&e8Bw7$V7na+t}OT)5? zM;;P4EF?2e+!2MfdM9RyP)C2RYeYq1TpEY>`^+N5wtrS9&5FcD+jU-g|I>o|mydav zv!M(N`Hp~=1lj2xxxbER4>f7tQ)s-JuaKPo^JC>b_S82rt!JLHF5k|+ZKl_k`0X#- zgP|XPep$2m802ex&{){}b`ID@oL0mT+2ShYHQR)B2Ic@7TI21+rvqKF z^am1U#iio~=vh<|LMM*K~5^0-;O zJq%9eiFqXYypZ$Pf>t35t`-wltQ(NiYx)Eo9@S=s0lDkX2+wMgDKVtp)|!l!=z|E& zdxMqKKQ&hP!*i#b>Jv9N?|{EPl$to z;SsclA@wUn0l*`9z1jKqp41ofI#8HX|2>YmtCddW(hJ}2!m{Vp!&LIaAL`@}!xXVK z%LvU3ay*%jk$76;z#%U9@G7?VeqIyxkbrzEEaC>^Q1N{52wv`?-0|RJlt?7P9Yizs zT~%^$aPAm~t2ltAq8N>oBl)>P8p{6~sZ#)z>6@uzia8F-!m3q9NMJIw;@TXf|8r{S zM-(`iL@e-*$w?hE@uEK4a zG>|R*&j0bnvsPc#5f{NXnz?5)-5RVXXKebH#`V@pw{p!`Ri-*)z2;`yvwTMxgTyQ6 zeZq4~(zk&}i}dR4 zpX%w&3*=@AQmWRRO_yu8Dn=pW(uW`%Mvd0 z9zDS-YXRQmdPF_a%BJgr)V=%m?HqY*l}QCPYZ;rr73bRMxb{CL<%G#u_v|esRie!S zwt1RV#Los1sX^vilVK}Zl#Oqq6#XIn=35uQ*Q&F zR;nYi11mwG-%BV2;yhjJ+inVCHjX?HFFS|t{ZDsQeP>c&p7Moumwuj%d|eftUsx}*CxSE9d4Q8RU4=dgoZG7?z=!EGM zwu{gQCv2k$){W|{Lt6?_0@<4@k9Fex6=UX=3=gOvhkic0w`^^gjHV;EXknh+VY)-$^ntJ zJ-u~y9bX}a=--a7s4j2nRaF{vb1s5Mv`C|^pm`$kR#EaOdK#+dfufx^>|?qPb4ZD; zCqsY8^lv{fx%sx?quGMbyJ=Uy)71%AXKFBO`ev>eIj66(H|Nn**@U?-iXeVw9 zo-^2ET43p*^aCx;mh>!tMT)fz`iV9$GQ~CsJ_~ndls8KwCejXt9TG&F!K4Oml)Jlx z{ zO<*ffkzlhT)hZ`s8{a!3f4@Fna&5O4Jc#{Htjsw#Of`-bdbehH=m!a+uFwQb7JCDE zIr444N!m?a1M+@oZZ~T|rs&q@hAYIPm-Y%aevQzSt=&yu*C(7t=uSqtXiAvA83OHy>sl)J5bd0&E#s9#3o>81^2oV6s0U?NAbLWq{)^Ktb?lw8;%rjVRSCp2e7L&qfj z7T)}_r;)-G&$`<9zbsikZ!?jVQ;&k5-2s0BEOhDoCPdg4l{(v2+cfw6`NKgyBP{UkEh&@dQ2W*Ea68a5XG5{ z+~OlH4QdGx0F=$;@y}b$jxSzYtbw69FRmzvfb!&5in_&h-!t;f8KH9WauJvZf9V-YBHy5JFFuNYl zdcO_tNC&gHA;VEH8Z3yN{|x2FI%!*Ow4qN`eHjp>y85Or+^s#2@5!!7YqfjoTd$oI zCbQw7#zV@z-_DD`d^NS}^@!8&9I~Z2tlu}FNA#P6MnASep>7++qV zRTJGfT$4GB+kOV%xwKq0uWjiw)#9myB;EO7(QKL5?nx5^|Gs*PfuRhl#Kw+O15!%f| zz!fskbr2r@sqXc2Ju6EgOSVfW2ie1Q)n{hsb8cmXt5!hHwYTr~`YX0)-5S>7$^BAn zwk_*M-hJb@3)XS?$v7R7dB5$*K|ktv%=L*m%5a;WEjG2USx&FuODNndE%igbIfwvd z0=9{YQ;GOihN=GcMo z&SVB1*@(i|TH$0IWjivzZHywF;j(yaVL9X}X)dN&hB;2bTcJTO2vj7Ad?JZP1jVNH zBoKvWDTB99AA`Rp&RO2qJ4;oB2`FM*d9YT&d5k9cMTW{A6xKORnC1KAw!(8fcGHdU zYkgzWQw?69+U^W~5)0TfbiqEUG!f6Lm^7VL>6 zAI;+Yk&C&JY0vx@n8)lo(6eARJvp#;U?nyyzq{Jba~ydZu5P2DkJ)KPQx4`1ufYAu z4GV_}PYJmCiA=#8ASO{CKrKE zreLIL0@j#RqgIl%B{8f8@bHL!EXe}IX=g<8H!UX#pq%6Tps(Qn&@QD@=p8+#sm6I{ zuJmaBbZmahvSy5!k}BNv2z)zn985>(Ezpf(`gV(;6j+S))z43Z60c`47PXcNI5;%uDYLkE0Io`l%%-b1s5`a-&VR2&(f2gc(#J5Ap)5fyY4#Iqv%(GNw zi-nKp%fa_RSDMFo{!3G?tbbZD@XIq*8LlwVMY}{>+)-y`9ZLV~#aSyMG4x6eAwpLo zgWCUP5n5x4kaD96s3_Q|^Tj9blU~`=)6-?E`NAhVNxTN8iSvj);JUwwoFD45YFjWN zyKc$k_kJI5p2#M-B>3f0p6cG4nYk=`@!)~sE$Gq@aoPT26iua%pm&6t0*WO7)!_lk z-31zDiQoca>b$_M5V2Blec7 z(%)kan}vd5`SZ(}+V4BU=T6Zuqk&KrD8SB+?=7TlTD_dqo(EnzYuCGEGv{t*==)4U zskMZyk39*oaH4j9W(=#*U+c~OzECbmIWvIvaw@du7|ns|*}I^Ez{vK9$pf>^`>Ifv zIUr&&rdevv78de*#x2$Af{+STm!Z2Nr7m$w4^4UPP0>L@$li(65JzZvh;CemqeINk zX+_3J(>hvKkM@U#5FwRRSr_TPV7ynDb3fik4ZtM!(G*|Cy8!UJW^nA-+{5ZYIb)%3 zHAf{cABeepqPH<68L|kWW9^k`li0*SqQZ6i(X&lvo0Es`CFJ*Wq1O-}O_Y0g3&0lL z?vnMr*mb6B!#^s>6Yg(L-wN}p=a@1qa+-;ebe&Fyjf>uH9lwA+TPk!*SS4TYr`5_R zRxM~CwPRUynDRM)omR03oit&xH_@~aeHv9csTB*d*F0%BXVI~})_LVp%Val4;?zz6!%yBGdWjO966^FyCT^%*$F@Gn^O<-XQ z65Lilaku;Eu6+Bm`%y~6HLACoESo6IhD}SUxZO#!N{@Vx)OCD>BEC88K${&mD+6R~ z#-!Z%{IsY<$U*tHa-l3sk3o4R*KG4kvusP_uQK^l6((Mk7sqnip~hVK(v^UX!2XPc zqa0sP_2aRC)t=;~y3s%B5&`NPiL%eY$qwuQ$gqRoN6ovSz4P6~HN~$qQ&ovPg_p@+ zyWHW9X*a49x2ku%(ZVWBbI{DU`H$~A$4peSw<0EF{R`bG2)s$-K&qa1E^}Z`Sc=NX zwO>aFP?LShMs)A*9@P*{d!)G7u$HV?(+BMEa7(=%6pNK=7ciOQ-< z_r#e(H@?eN+?~8JH}zir5z6ijjT^pzLO3$9t!*3kp7ab%*6mfRXj0S`ZCx{xB?>_0{`9-AMmEKbz-Z7fglYWOjs_r4j+&?cbzDPd}t~*a_0g_OAV6?2&{r z0d=ua_SeQU*x2s=v6S>x#wz_WIs;xa)9ZAw%||{T@H1OCh`CsOg#3-~qNg)zvGYmC zJGd#K?E|l?S{8%`pNBTf8Sh`p;l~~+52Eb0O~M#8IB(JNB61N#9DxH!%cT+KFmquN zDQiNjhMKf1h!X2fv(xWhFLbR;qq>fULTh(X@1ZBX;F_M^xvLql@u8(ruFDBO>l*!k z3ktb9P3>dWrjv2>DfLgjPd+szC~9vliO2O#Eh9YJnw3duryr%7<5W`Mx&vth?BTk{ zGB9f|0?cC$fyT3$XP*$!G3@Te@PEQlCqu%F$|K&L_HsOk5ag>m-3rt5NEm{OGCC z<4Vj+Pzl}d${IFr7qFe#^GB(xFL|Ec>G|>MR--SClYWPcefM%ZaOadq zM%8k5i9&8Q<+vl=*Y{-~fdOf2YHwQJu>Al8&sut`I-{Zz5*P09KV?KCD``_bTm{xJ}S1Q!gC| zo3?uq>e=bQu=+#)#;AwR$7J22UiA#lU!`EkY^@iU?*==a5dQk+;F`67C^&;*N*-t#hyeq%h$BWE=uMcDD%yo} zll`pOqvtOZ8!aR^YillbDw9#^e$Xhkj5(!l33VpfAJZ=G!m3huFHcp#mHK~?_TEuV zb?>?;sE8Cnl-}YeARUw<)x<^@5Tv)L2nZ379v~0}DbkC8f)EuEsgd4^^iJr#h2BXh zAwUxE`hI8cbM7AZ{&&VmMqn_=%F0}8&UZfVQ{;ylZ@`m@z`7lhOUl0tTa=BIaaEUR zI!Ud>@>y-9hJL$4d`sSWM=j}s><|mOs$bY(>f&$g9#b*rJApie_aZ%32w+oRdPL2* zQ(mwajw-!dXAO7hQ`cWiF;1G-#*r)AFUiqX(4XCA%_}Z+XIt^tQdE~9RsGwF$6M0+|Wai!ba@_P~<#U#a`6-oEtjezp;*Zqc8Tu)waGNZP1Iij+ zc(TFZVTO+Tk-pukq@?7l-*&6c+`_MFuD>j!QOTF*S-gDppt<&ln3iX)gz@7MGH{kR-|f&5?$Ea39}ShF#`+ddX&VE>V&KX>K%5yy0z zBfO9U>Kc||hz~BvTXo{Od0ye$5yD3V!1=Ul!P%5An1!$CuduP<9wg+w&q#C8PW^i; zEVai;?fz~tePq?XeO&;j;a4;2lZjq}O8>+Z zfPO&A*2wJHhU2)(--K2pOa1HT?plqwSAG(Vy}|qudz>b@{k(9)e4KPFe>gR5*;iwQaH7+N!9 z1wU(ZM;eS>*l9`60r;ne3|5W*WBATaQp|Vb z-^}Pt(grcZJAsw_@hi{%Jo%ba>ryMSBqCH>E%u|=)a^~pF75OCZHPE0*0~w#K0c}5 z!$u{-yJFca_}8(}O%|2nyHl?ycZ`j58H$PrI$r48#=efv1T+nK62rl5R3RECF3$I7 ztaoAP3z(p5`?9>(=UGNz4mHQ)861!BN32rS>}G*}F1A5YkRC;m|Y%uNhK{XicgWvhh|FZ zsLr9=bukK9^wdlpX?0`8rvU~L;v<7>c%fm7!sC1|I z?VnpmK3k-63sZ^M?WzU((D)YgJ3A&k!8rHcK%w_gE(wtVU+SQ$Jtm7}`kZ5=S!t9d zL-Bh}pi4T%aMaUK-QgFmSuekoqeGh5w0d_RByniM!6_~Ay>CbocGK5nEVANEKibPn zJ$_Totpa$B&7Oeh|JApKd?VE@feS>#shrMLQyPUQ@jKtnZ<;fGapUg((|97Kx@$$w zP+gkQ2zF5kSdK>mJei(@0|*?q$8?MPl9ZW`qSExX>=-mHS^eM-sFeS>s>6(svz;Ec z)8b!hEwz0%ohR3AV3S3Hd_ccT&r|WzGsBj)d0bZ3npm)ZS^JkJX+4k=g;NW<*{%lD zgS!^txV69E`xQFD7+-*bsGH=_aDEA~D{3 zL%8t4LUof*T=6a7l@wjEK5 z5mnJZGC51yS3YZ}TBWkb`A^=y-HB&@U$fvQSOHg$=7>(Q7>vh{&g)skIQm7jXkN{e zjh*yq=xMx7`Br}o@EHMu<+05>PtER76$n9vRp}0&-leNtz5UNW%jaF>{XJdHRD$B; zKK@#+j{0P|B#xeKnk?O1Qx1SfK7UEs*ft^1?`Q$<(tMe~?{d26?12zHlO+o$&)y@n zy&Avu0ryCma-e#J!@f(Z>0Y1mON;!hj>%@~7#Sn#v~h65f0Yx+7*DP$tDw4UjjYte z&ivs_e}b-_+=EH%xYj1lPy^hC|0?%=J0I>*^D1V;xv)Xf2iGr2%>DtDkYxE zHjUYd@ozK(x0GS~cRi}qg56TuDDmc7Ak%vH`ApAaQl%QE!kGfyQZJq@JgGydWjzOO zH}UvpG`n--KaC-*kx!iG*a2s3JK|PTZCFEPmaCAQA$yW~ps@q=#8Lajo7>5DA4z(A z3=ia1>USJ^i}$K*>#=hDrtiNv$Oa5FP{wnrHZX~G3!v%jKcFkQpR-E{)DJ(Woy%Mf zHf#4nk1oqT4jJQ)K}*{7@wQ)VN?BXoN$+55QO<{U&+a$~&(39tdIhL!MC1`)rl9>e zQyQ!!fF>rum-k(W*6TGa~oK{&%0<6og>fFqV$teCLM87}aE-}dz zRa-9|l`H7(vzc6;yyAXR7qG1%bF;bMrg49;0$$OZwtsv$5+`@yYg)XPaaYh~82W)i9@JMH>C18;S78a6_B&t9j+ zmQ+hVZ42Hg4{nu7iOnUfrr^7 zg^v4~Pt{bt0akN&>9+^G)wZJUdstlj4>$56c7Sza4cJfQ!xN=_urXZm-z_|Dz`YDo z^k?4gbNY|3#CUaUr2>GKzUt@q0C52~xaA=l&!fbOgOpUWUS`k!OC!r$E<1NS_;CI> z7vl`d0Wk%$lI#~ELKgB#r)~NlpP8S> zBRfmV#cL~Wq{(cht9RLruV565#|?gD-6VxH@{Qa7)|WRKl@Xko)s-^h2Qrhz9GN!_ zbd)b~10+;-;mD>HPqfB(iba!MPx@({U3b^cXq~jt&1eEhV{Awy+9*ox!!q1>YB?h? zX(P7tMKTMwn@tELQt-Xei`zV!GO;Ill}QF$bFo?2&$gD6N9$(-()a)Tw@m;oz(Cjm znxhvs0GH0^8$Kbgg>~Y$$W4Z{`tH_QtEBdBB#=S*I zWFpYr3t0XH=u_u(;y6ksukla?W+i*O>Qxq5#M*-b)xZ3h_uI3s+HdklF6Wl%z4t8U z`_sYGI+}Vlj_{+R0HVEjfK(Gi67rFwWj;byZ!*ifSDTFj10ol$ z6j$Gl5&SlqLH#Vgit+DJMhfA&?b>75H+`+4XIM0LR}1s;VHBx2VpQ2Jo@ih#z1c%L zGWQ`?>^mcawgCl*C3XHU%~c>fGH_nB^|ZPazswBo!u3h<1<8$S&C=2K#?WgfR6-)$ zb$f32m2h_jpKJ_DC!Rshlk5}l{LOb!u2kpU|r<_gjF$A(@))i$=1dbWNz}PYO%d)KQHQJafaPS<0%j=&@TVpjy!N>YT`wAVi#aQyiR|XNEPYb&j%T6gCZZT zN%5M(*H#jm5Cd{=O6f#Nk27KGrBf4y!a7XGf^!08&qmZ&luELL5YhBVQR+N?tfJ%?lh{*%LN;wN^(LGYf3m=bLX`eK6)ttzLJ&jz5FPo}lcDcW(QyIT#l3-qD&BKjQ zE!(#+N`@dY&jBTZRuh^eY6uY0N&zE$-EqT)tlI+AD!=GV=+nKkt&sDsSg;jcjPHFr zTdUzbf`Czo)`02f`~Oku{SUaC_V395KiCa0v6Pl_$w@`l8(h>_U9$WJ=r7I9HMzqa zz|K2QaE}Gq*`9{ocjWrRXMI@|x3pQNbwN(D+o}4Q9Gm|#k;c3;h+R&K5vRS%{;Fe( zL&79Fvw@gAq%=2YEx`Xg>P?&SNLqDLuwE}gmLvuQ#*3O#G9gZS@oeyGEyRFTG=eyG zhc$1$s3=C>7W&YhJ+8A|>zvMLv(`avo{#|S>|CX#o^10Ad1gd;HkXWPePK;ee(8a` zYkb$YR(DWL_Pd_N9kXMUcESF<)+peSu>_hrPh}W9dmcOxi=@<@X_2I#K8a}(NvTZ9 zYk~15F_>P&l??Nh)Cp{z%+nukbl(~z!V!s0e#W{`w9^G#H^v(AQF%l__Co=fctLQ!)|8$nc-TB7f z0CWZpQxr7l9>+ir4wONY^wdjvc<9p2#3d;ErhR*@;uJ8cwyBy{q(!Jdlu69BoSNP| zHrwF8(o7qB?z(ZPZ z{Z*8}s7aYa#y|J3kLNXkMMzDHBDyKJd^Qv#th)0{ALqh{tw?GFdW``Gf_K_fVfxQ+`Lp`o)_t#b z1-0bA+f7gZeo!d*PgR&2#seRc>S4|lncK#Xvih>7o0;_fMYgL(iMNpG35N_;F*z~evyuE{0kwp zi9P|g?ZssmreR>R;y0|(<3??`{DwQ7JDstDCs%OG(f@eo+nL5ZwHH;kvlioBq}pTF zST&~Ls%&l3*~4Z%YdqF9E!l4>!^G;tvsm7>Iov)%^jn`x-$tDX_y~3Tk4Hlm&=7jW zwM8_?25)9Zw6qN39~ct(W*;7m;8c18T|5BhUC72 z5lrB^uU7B~!;m4uwwrWCrkpj?ryNr)oXv|zFTEX-4_!RvRI zvu2vxWR|8~zw_IoV1Ybzx4Q2Cy&5Fl+$+970 z#@?G|&R)3ymNLvpCZFN|!!=p~%Ok9Zz!wlQV+dQcj;ga2zaXOdQp~Wf9-a2m{T{VC zAQ7Wi?EIPX^YDr@ zLr#)!i%E%ZD%Q9%ZgVy&MV9ZEgRr3HeSTh=q5pi7V(0fosZ164@q2jL9neC-4xiTW zVGs7o#_-Ihr`4a5pi0wBcI^db`Go{)p1WH|GW4yZdG8B&W6RU4QX^K?og#7!ISfpO z^otNj>RiMf0tYdAfg;1CR~K#JzUL6P^5R8S!23>PO$MGFyYWcn^m4p{y@9KERiMvs z-pTlTW&XQ}9ya50_L&=B+|W)zyX(U0*Z`V;pD_KmhBnNL zZ^3ya+#>oiwH?ex^1|t>;X2-`1IZu^piqT94tSagf%DUNT0q^rWaqOGS6tDH*o$pI zz|!8QFGrDQ?MVYin5py49xzaqXdC*NQ%>^H_tie!V_d(Q zsrmBEVO#Dtm!H>-6w?bU`)w?@4Y%KQQs?cM@!OD#z;>xe&oH8>nDosjTHocki8IM^ zy$b8BF3G3Gbc6OrVVG^=xsr`P-_HetZuw^&eWP6s9Qg0&Id^v2L(sMmVDnc5wHba{ zSDkEFRiX2}%2AsCF_i8js4j7w+}izk|>!itz&)) zaQ7i=eO37OW8mn%ocLx*F92>jX_DIzRA)VF)VLk36IYMK0=m$_XFVuFD7g|FDM-wOTfxvQ1G$PD>iC)#Gq=}5^#jN03LkTCa>`NyuZ738e zBdv$4Wg_ayd&pz{=bF!8qq9<7)ebpYPV+mHMpD!ddO>3T)n?`;) zU94Dn6p5}5US@a@ur|MrJ?5(XF)^zRS8YSmdp@cf}e@U~P&0HDxue*mQQO!RXB{JHMuo zaG4;@@_1cB@DiJ9T2+l?!1Tiwtbf69m>P60mLi)6uy3P)X$cu6D2}K6%vh9Vf`=0! zZ^1VK4D_A4h;mtyeIcNIb#La19=quVnQ!khkBDSLm=ZWEz?8aNc`dA|J&V!8;!LH&2;*O1)nl5k)VAng&cpvGTUnG2U*ztW zJ&1Cr_EkM0p%zdPvaZGIu0A~PzH@?M%LP|Ehaa^!yGsY^o~UwGioy z`C!$z_HOqzYbf>ltAh0HMsk(!~<|~wkM7`+NJD_r{mdkv&Wfb2LmA*QK!qS^HT27GmFoneVoCF;IXO8x#5WCOAX-e zIW=oNoo)?gdj{@Vo<9QN`hjzxhsht-JIKgWH>bTh!LdvmO_m%T+dAswGr)s0aDkO| z9a+*sDwXCOre5Wn)jgFgdZ6Y5>xulH%)ohY;7ar6>pN5c+=Z2*i!z{#v zuIr4y>!KleqT-5qe{NFj6j4e_Wtg&H?38zOhMzewIc2r~L#kP1ni$*dK4mzPM6oJG zNtJt-UL4vT;h_9M`F(OcS)%*H$Q1fJPTVu=hbKR?!}iwwd>8cZ6a!>{Jk?FlbN|)h zTvst{^Vtk69sNPUINcz(n3ZiS_>w#OhU(W5k^P@F*Uz&~dM!tO>~Virr5s!rzL~>9 z!I~*Q1`DFkOvM6u;i%`v{85{bz8x^wsRvwHJ2l148!-tMB^j%bK_0mHZCCJI`|0T% z-^*k>eBTI*XyAL=cb_wk{iP<=7@$hQ;yVPv91e4twm|hU#k+;G+HIAiyaVaWPXYoz zz+locH8m=3J^`ReA0+>}9nE+lddEkvylmuo_#$x#d6T&MPvq*Ah?wjye$Rwn2Bv=i zeSAuBJkzz%=7p`L-#%Y)f-d^Ms^@N}5?0HLv&A(xtajWil3PoGaz{z`?B9;#EVi|LnyU#G156Xv)RZP!1X_1l_r8TjSVc09AVp%3@DE$vAjQ`#Qeb(@uwF-Mzk6%ED!sEh(#-}d| zKRL?L?yH=SEid$s4tryfZ&VbXzfq+#=6p8z-d>dROKO#CU_s&@$Ex2cYpbL!%*^&q zpzA~3Q30z*6%7&gx&<+%s;P00Upm=eRa^Yo(Y?5zUcM3Z;!CzM3SKvLW~-(PQ9uuD zy09w$M^lrR2Jm*g|w;gvXf| z!k^&&$9;l{=!QpyRD7tH{th2*zIb32uWMS7PSpq>7si*2Q&9UAgbMCUmGaW#Gr7LJz<_FmmNXdYuK^5LfOB_^JN~fbg#1?ae%xQ0 zOhh6@=Fa~i`u~?~=07h=jr<6G0;mbgH4P7KP9Mv`QQQVrC3|?L#A$Ym;&=>wo|znT zcuN|5q~xe5kmDXtivk8Wme0H-ZWrk6@kpXctbH!=gL_kIZCoIBsv@jly$qP;)J~;9`yY&&<2y z4=d{`>L3ooMV+1rR@ohVhW--nNsqj_HJBk#LWD~HKh50rY2j~Ner##9XRjWo2UZ|I z6unNV$!d_Ix<|-O8F#b@#AKC^rhY)2?*A-$HLpQ%*=_trDS|9CQk6*Yi?NQZllCnE zkVrDmLV=~*5kR{pg+4}Y`?*C~G&z>4i}_#54)jkdBbU6V!|o$5Py{_=?yzJD#d}=K zHmhIaH4&Q}DQ}#qvMJb6o09YkVjY03nYxU6zwsSZ^4)Hji-tA!_zfIGC+UerKnQg! zdeU!6u-rTI>cJwY8N)uc+4v}&$-Jgw#5-wSy>yYM7nZzGmIZ1$ zFi=LA3ACT~qQE!~DGjL4?(k@qKGyoR1_cEXJG`pXW(kSQAlKTtm7-tseF{?~OhWseJ1F^wkB)$WCZkisJ>x#+FvAFFGk6g3z>= zByfOo%>%p9IykKRi@qdIsbyBaCH-z*>CoXPGwy#5m|V}-2p=SOp}+NQ^~j;sHE)=E`VBuE>6SaS z^yTD!tnSJ!>30kBYHxD*G35vKstp`sglQZu%pEzLHOeiYa$t2px(D)-{}hh}`j{>4 zmf6#%HHI^bNxUo47lJhpasCWX&1^CcGTYq8H@slsjGV;kVM` zDz( z$G`D6wKzB7xM71R4aV0b>@93XCB}Va1^Q46K(}aLf^|GHnkx)ernl)>By#XouH!LDB&dn(4CYk z==b2||IGg?hA|k1a%9{*(-DdRM(DelR(yZ?@$-)@3NLTHOj6=6$j-0L>izy!9iu~e zivV__3|{bP8-i9W`RO8$BGY9}J&Nu=&CuPCTyO4W+z1mgVF%0_;z3nDrxrPmMo~PLP=|(}g3Rr-|q=6@!`}yJ5eQ!-@dH9s|XWr1z zaGJ=ki?qqir>~%K|6l78?TI149=rf_EDlhX?1V;&MLb4)!=U8ID;(@?XX&JqY*{e6&S|yB4EWc~1rK+Ti2H5kP zc&2&3251~j+GP7hbflolSp8Gr=yasUj>Wr;DAq^?eS>D`Z`&?=-VRsQ$Q2!-6yM!$ z9ba<489}8yINgo!Ic)ww*@F*sN8AVLsJv$Yo02Vrg9ufH*&1*Ac^!yfPRthz84zqYb)nH>@NE}aanJ4QaM#E zWWUByhXyj6ouHD4CBFeYCFA3vj0m*_idGAlX-ENkX%6f0y)rhpA;Wp#G5zOPZ&l19 zYd^L zaw#oLR3%`~gKGRsLxWrnCrMKO+<}}L3Lq}}0}zY47HJJYSmcicxqv9HJJ+ZU!vGv( zG(P?*@ZCK@`!h$xxpK-c%*(yVc~;qh222bB;-8a{oiOyMN&EP6)&4hHGH~1`QFR9o zd=;^9ge;VIyUNvfEJ*cL2Fa~xIv{lKV`A{n`k8L7SnNzaL*MgoEVbaNOCoGFI4$ex z^)m_tdx*}8DuYyfIr*_T-a<-LsHo~xNwhXCk2W3Jb#;QuG5xY*;5zHvG>ur+e_ZLh zkxh<6Xh`^EZ#$N!Mob~g&=EUiHk<(0!wP2ULIt?=b!Pubc9*Zg_smb?+es zdN*Lt{gwW|>NmlUv}7`}X#|DWKnao`k+6Be!x$DRcZ6v!)OoA~UZqq1PB@+%B$Feg0P+G%Ra4W&?m(m5x9 zA`vB3>LgKW?KL^-1=m|wulkh>CmlFXCIG{aLYBS9@cdg-r2nO9jqa@PF$}i@Ro7cu zdU6s;8LuM7yOpE?^Y7xo>4)U9wtmwagsTBnzQ`v}kOcz2ZZ&ia(B1>xL^i#|ERTC5 z&v=0L%VGLvRJ z^aW+GGWdgZT2qSBUkFi_8mWNL#<4CqAIrBzuST$kHjvzb&Ht0J!#yS#RiVD*lKo)$ zeJ1GKu8*pT|r~*j-YQ*us)AqSV>HjCTU-L@#M`lG_5oo5m{H0R_w+=L~{} z)RYZ};(l0t-#X1%=6w^=zh$UDJSkB1xczlPbl7z2N=aXUSEq0eWAKo4|JXd*HeN<$ z+s3Abw_>l#@bd(To=B`1Zxn&^wFFC$YzYut3qseo65pSLww}~^o^K#MwR}%-YSk=u zio*$d`<|M|moZa0wWle%UNI+r6@O_=Vx8BFyo{1u&g|y1oiqUEpjH#=D&#ei19A0t zyqTaFJ_j}RqcL5C*M}Tgx#Qt};a%y0bx~hUif?SA!*lhlH!U4(l9m7@GF(zF4>u_P zbp-WT%L4HCklzSdybt<)aYc{eRcBtOXoP=085~7ja4E}2vUQ&ChIxv`S4zXg%+~iv0wZPI{e^iQIhboHB;466xa@-LjyV1p z7hEG)BvV6Rt8DUfKi80&()jRlNnOJ4+tDB1MM<5n896KxbC551;FArL?HC^D{s}Vx z$gX~MRLoUSETm!?!qRvP(=yKpXKhEZlRcjQ>?m}pb&Aj^)cH20+xxqr_gJp&s(KEn zC-Sy0qXEro0qaMvmT40gCRca#j0R%v7OE_lOLS#;@1;4i$}q&95_e=63vwXH5(N|X zEoautEc{i6T*N)4S<+o+-Vw9kG+(c)O!^Zp;iW}XgceGH(}Du515YiGQ+OhH8fs9r zttY!vv#>$EL>3|JR8&?3en&hT_r|hpuyybVOB?>cIgxk>!Z^oi+^*tl6rwSO;r_((sw5ZL$azf+uO)>0svB@{yq{&;NbebW(Qa*+xW0L#|#st9le%V)o@qQJeSD8iaBO zy8&We@qgy9{Fg=?gg`bi1Mq*d0#GNgxIj)-F@AueDRy6L;V+F2=tNrdFO6LuaznIu zqxPE3MgZN%T8GT`wAbnAaG#(@-Op-=3kRy>U%vbJ-s{4>CDD)S&&GN193>KpFtb=K z-uQ{JTqZ9~FW-hGr$Ybb@jf4L07(&dS&3LdD)OD{-c(lGL){tFL@6E9t{59qY?{vR3JSXUzq| zY*$1one&Z8Iqw_g9ei?LHQg}%rmySqYdAH|{G+>5;N2j=a#jll0V*XY_XuQ}c?im71iX zo9RB<#bXK%ToSo2-i5}ch$_Bzyiu4VQRdnpFn2l+&B~1dW`C94hz|55eY>CtDc*lE zQ}5quNa2Hb^d1X9k*+I^Xyr}Gsk5D%o%5Fo*Rl3C5`K)RnAq*!Uieudm^-x+)h{#LoLJQ~fXPcDbe6smq#&h~tZTxq<9SkM<`QCQNv442-TbbSV z)6@3x+y@r$zF+<0wmbQll%vY=kwMCbJ&+|n?Ola+K_=9ANI{>^gcPTb&d zG@^pLkSqWz_>8G=eJ!J|Um&^Wtu(%`!uDnV+)0`)Jw={9N4l4k#&y4k>nW4FllX%e zb)1HDFrs|EFKgHmb@9I#tij^QCZNZmCG?C9D48`Z#+N3K&$3v_kY(qEWAev(J;3lp@*p4a6nZCk9}wQO zA@PqOEWx9gGS>Hv*X>AWt-OlZ57$$jrFOQzCW$c`3R^JG-|l>T0JTrSH%OUraz_{y zoXD*0uSG(%5l9vf7EzJhkT4CMoZdBs*~OgUkt4o%(w(*D)oaUu|E3(IFx|8+zUK|q zXO46;ZL*NMj6i@>E#s$pfX!g22=(!aIT2_ThdhAy5JiE@pmN@-jF1-k{qsMy^&t~e zv(9Z35(*_(Tb{q*3Mgq3y6&WSaDrhOYkD{h&ANLQfGQ<9FI7Hm`-I+}`j`c}I_x5S zpy@lh-`!(UQD*&mavN1DO1^?^L6&!HPcG~U0%;lq&SbB}*t_m8%R|~3gsNWj-U)Zp zUTO&NcV`@G#XXPo;jP_{4_!k2@P%B*miXUQXTJHXCq+r+CUt3`7`ZTwx|{+wY;$MJ z_B~Jt^aDk*)D%}W-8xf5%>t0f$)_NxlD{-C=?E%w+KK!s>ogFxda%SgQPpI)xOLfg zy1kLLD$%~NCTg(At$enZL(rm1^;6H4y3uMWIhxgasrm4&g>O4(ENdqP*#Z$PZIlF* zXAWcE@uYAx`@Djat5r-PO0lBMs_64Fv_xy$aB*)sZ84eT*8*|+T{gUAooQ`W%j{Y{ z@j>FpyPnS0E5BIPbcDr({U;qQ&H2nH2TvM1X5nFrH!Yia{Km_e`n`PLbG0d*Y6RtZ z5Bm;5bjbie@**A~JaqUn-iBZp@00luRG-E4N$R_3<3y{$J)+dS)mfAcPnZ#9c|~*| z`i-0zfBKZ5s9V*9`}H)!F<0pTv9+%iL7l|l?@iB#gD;IB^zjAIk$N4$&(~~bUa5Y0 z<^D2O)1pbrr9kK{!~W!bw_XF<{W1eK@2`NKSh4mlRcqZ2M7f#g$ld8c*3eY&pVBSl zTh<3up$>i=loe68{3(mP2wPwEe>t#kj^D#xsfnkAF~u_5@iT9J8D277NE+FOp~bvfTD+EsxXKHTYo0K?0; za{`ute+8KhOJk2X4);Qwk=V6kp_82;DKEhq9|)PnNp=ZKx%)WD9}5jlD3br`fB!*|L`5lH!^p$z$LLCQqxC*{5h=C; zYFA&L|BasiZ!)yl`M+cTS75XweG{718lHh;w3;alSE^13k23o( zvi8g2pNKUq;EW1PNfJXje?I1bPEO3Rzew#dE=vvu)(Y{xAOT=Re>7ggW8)Q3R}i-e zM@M;M@4xHIw~l@AVQ1W_ZehktxwF4ay^z0mp4R5s+UeSL>^@m4zlZ03AGVBSx;tcu z?IlU|NVSbWi4**;dv_R9Omrvfpfcz2CbQ;CMVP2^z%h=#l_Y}-OeI8{%86{cgn9O_snQ%D$>Tf1D%6^k zhf@=JDJ@m+<4|CmGXl7CT_19596q<3j7WO$Od=N|u`u4%{_)0&aFV-kx%((e4=V&S zz!#;(BY|=;V!q70oe4ruO2$RB%=2#v3Z`tUtFa`1Cv`k=XPMXxxLZW|!YG|x9VbcA zXmu%IPn!4<74=8jfzjD4IP^@kcfNd{%ts4sm;R-zVi!(Hd>sK}DGT#a0Ti;?98YPg zwhxver!vFK_n4U0mVvl)Abi0;pIf2iA33+11$^8F@AJl@KH9}9dJoSkj^CH=4gHUx%BcR?GMxCRZIX* z7adt0%nkpM|J+8!w*1&MC8Gf)lU3>d5RbaD6oDf<@OP{CE843X>ul%jiNf-9ynywA zvkIae3~U#hyn@d;Q#sEBbC)u{pWz8Vf(kXYi9+iBxvY7U277*ym^`@FM?3 zjx}AE|K^@CFD5l=E_cYm##LR00qKm}EO5>d-#Dq-f_bky!;=A14t$`-(6=np5$R_> za*vOXQ^l_Hg%2P;=ZHkAOwlR}*0dSpvD|2hiFDW?W>mHpSG4%Uk&?wK+iDW*ePW)5 zp7E&NBlCyiZ%k{aLU$sDpM~`r+uF=nw=0ERxDf57+pY8GSw_&N$RF?DN5UoC-2pHd z2KxvG2KVK+v$d>PL^oE(yN$cTe&)*N0p~b?EL*g*n3^PoFciD-nCbL39iAC}Omzw> z5P$N9hT%)qWAl^`xNR1}j|CJ*#T&Kvi~Z2rHP(c?Q7XhBJ9W&H6eY?@OPc%c8PzHW zowx=D_JN@VV9r-m#p+tXCybQdVo?66DD?ww!)p9V0)aQ9rqR2pN$Q&O8k%ES`FVjc zk^8ZL<1|&Ms;(F)ife;dVkEGQRm_^I6=Dyt$9m>6b7y|~K9y@J&KSHGvco;rP8pci z-gDt#P-jA$aKeTaB-}^9cwd1r*jZG9EfQC)-GSyf8ugUn=w5&D)7dWDbI?wP(Re#K zZm-mFVrp{7S$Sd2fOC{mAWLS-HFr-O2=0aAz4bP#0(P?r?l^SYWyt*@rSh}@&4gnO z;V0Z5nEHic=uRTl?YY|!81|+8bop?4*&jH|-TbLLu{+-1b3}_X6&of~wZi-Uku9_@ zxt(`$yT&ae1?}#iv%ekuhs;S@`icm~2d6Evve+q(B^FucP(H?;Q!lwiFLJ4yg0tht z9|>u4IPrN2Q)G(cb6e~;%nBrK2j0Qp0kwbTafL@#;y#qju0+*<0GlS~0tua01OH3?tJcX)hu+Txw+QS|_rJg$R5aYSz%rnGO(6nLgC&F+w&Wz}!D8 z$ExPo2uJTdItROitf%E$?>8}rxc&)I5rA#x{DJq|y&8!=1CW`Mln!pNo8<$&UErf_ zgF>M^^=gDOTzkgiJmaQ#-nvyOSBQ_Q?O$>)zM9zjR`!P~Dsolu(XX?^(~4oTUhc}OH?EA))M1+#gy}rC z!pHr~poWM86X^o#L>9%2+-CIw@Ky%s&o`oH74E?3eetL|YXfPWpd^q@4?%)l_+!d@ z$G7GIS%)>Cl9rN5E7>D)}!EKv4@$|5a*EEp#R+bT%s~+J@LMdWPLZUme zZYEh{^QJS4p)rXYc05P4tE>S1w`uPl{inO@GzatzG`{nfspq#K?De7rFjenUgm3K~ zoGMmGvT@{qWq>`jBM%)Y2^;{z`jkVX;OQJSZTR7e*W9fp2a9fHev_AL)-d5QbegUC z(@4uuF`;ifKw4NA6L1s;)?5G5X8-GOf&dzIfudILx@dSt4-~Q4utWFDn7INV={VSF z$xh)fP4#nRI{*tNA0I5Rk`n-d)x^aP0329Czx^M)*zEr=FBYIv4$$ud^&j0jC0!O6 ziZ39%#SYSZNIGly5#cf!tT>Qq{`z&YPOZf_r7P7$XnL*$&GK?^>&+_6T&82Vt!axv zbYE)%%t`>_>RB0_YpEI6Q(G*n;`Rk{`Bm3I@BSaw-aD+RHu@69iWEVm*QkIr0j2k- ze1L#}^d>|Er1utDq9`CW(iM=1fOI0ggLDA_>75XIC!r>!IOqHQ?#!K;JNG{GJahjc zkmrOX?>Xn)d#|$MD>^ulrd>u>3POqVb{B#G0D^Z)1C( zpTU9UZVp;Tox^EjwO>k6fBN(9?Fk*Lc8!Gw=Hd-IW>3Q$HLD^Qg*tUqjt%aHGrz2Q za4G2uJWHYO+6GgvX)UkEVKN>P0GHk{u6SN#b<6K zw#B}!8ZG@cj!CoXTTv7JCx@Lxyu{60|Fdto&E;ImzM+;HT&C>6@q~fVZ-gMnW14ec zSwPP$u;J9b8E7qyd%%6Ew=D;?PwSJiEjI#6(s!!0_;4d@vZ7AS+4JkRJ+RmOH$lQB zfz1AGMin6{t>*TR4AeW1XhD2A%opOzNKdh6kyYf}^36&1CGz)kp&#(2XF`_{K&N;* zHnyX%*9c#LUD2Z(pT}qP--n|OpHqK@97j;U2Mhu+!PnZrlvO*;3~8a6N&#={4+T{*B>UzM+jzISaSpx1PI@YrC)!IP^hejatmfj+7)D}TGsAs z1*>5-z`qC5!*|imK(x7Hi<2!`8bC43hpOP?zgyOjERD~?_vei2jH00TXd9gRto!>5 z=&${vrq|r8S75$y=tyGKq38wzVW}bw4cvR>B}>Y{ABpzhon?SEvWKCT4oC^b@c$I; zLS`;KJ8E+PH0G+Rrzuf?sd!zmlEG~4hUtlO-7;lauk6Sxqu`3DGtoci6-(roe4|f( z74Tfk-R?NuXfGq)CTV!$1*!MmE}`-268bTeJ5W@Q9EEc%?&D_}Ckc-0B{}G7ng?Dy zDd)>Av7I~2F1}7lZNG4N1-mYqO}5LP(?;FMDr7fe=3p5V;Z6|>HAwI9Mn7KWp@RS( zhvSxyk~KbRie1H)J$Ao5u6+s;0Lo=IW&fMHK2&eM#UfqT9>+Nj3#**~H&kJ^o zs!1hZ1T7=4e+wcpE8>82A*31=)I<*lNW3hppwW;pc&* z7if>%{ep8{qTbWRp(w1zzAlZ*mXIit90tPNCn5z+*Z*OaAL;z)RmZZtLyUrs(EO&k zqe8hGys|`_cX+U7risU#A=t!maP4URXgC3wZ3YK|Va>$U-t`qT+?9ei5+swtP6v$j z#lKXK!p~2wRIa?A{Rg*5(_VeF-<7l^%r`g?%n&0}`25swFT@iNKYJEf)4M!ru?e!7 znp>;0mKooYZlfoe0h9-*R~0P>XId!fOIk_WjoCG_!@*5jpZe}5hQUK19Tl#?UrM06?PTXk$$sj8Jg)3XAREePm)u=?%70am?;%gbxG7(6t-~Q z);5nxD-fI{@6DYb3XH&CNyLK~1V>f5t)1$4C9qTPRl%E}o6@LTGggmn9mUiA#$If@ z)Gqq6n@(=6-g}_W6yLBX`9;{~`(S$yI(j?c=l0>PC)UQNV#;V_OeLVA5rddSqW_fnIYqv;vb zO&A2jP=r07GsdbSoI~J+uJM7~Hg`uP#7{2qCVD&2b6AM+SEXoraqDnt`{diF$wu=s z1aiwLbY$cU={`~JYbp@0ik-w|oHgA$ZnSKBj8DZdA{H6RUjRd&0|w};m5vNlm$jMR zk16S`PoO<6t4$9v*#!}dVA`xEBTKvWvW!2w7VQX|#QP&`{jLf7Fk@7vc7C!>c@e6c zZ>UujKM@KL?UyadUt~5D<;p)7=(@#S=&HmAJ~!83gg+ePJrPu15s}H~+RlXJob-}} zTmi>d*a+xi`F&+Az?gv=z|Cn~IWM2zA5uRp9qs*ID)~tM${p7DCIrEyngjF@*00J6 z)J=>_ND?!s)76t+HxIhgHL7-5EBs~SpE8s!f1rSecQ(;Uyv$(H*uKL32REZz;A zEezPZzWwTsfB?HdAgnP+EFfg3JQG=j=BO#-TS+Tf0c1G7^DPNQDE!U+xL?!W?!i+5 z&vp`E8js*huim8)I!}EkF;S=Yv8TDtG7$+?m<1*M>M4!P0o!{-6z-$zr%w;Bv1vR-f-g}eKuo>-pP?0tjY z74?i^3zp4+m+pw{iO_h~(6H>!?M{w9UMHxtOav@aHF+t>_ub1U$*BgnItZ`fdJNt> z&(3Plj+_;1gf`DldK}LMwgTLVHBsTk(@+|3J4LaU)AT}}>l4-LymS^Iw;rLGrgfQH zZzN~9!>>Nnw#uev>j2xB6z$M-OD_=e(whcF3yH(&HH|wBTQZ49|IuQ80iO@VRA47c z-kyZ-+5oujAN%roGg9MNWk8s>8`Fc7VS+ zdLIe~lAFYWcj!YyoCNtjYN!aO8#+VmBOU?Q6`1bVk>mi-2x6HZ$W3 zmfZi<`SR>)!_obo7W)23UdDy&%@cXLw})})aNp877V48Y5xuNrms!~{D{0bH&Ndip zuyF6X-6;dU>GCG;9gOSNBR;U=Kcm7Vj>jlXr6}2p|IQdnz(1!^J@7qolY?~Td@hN=1(#cr#0lAaQDj%1ON2ZM55`Th{l!~T64l^6B=_9o!mu>m$Ws=oPaxt*?Y>#gftB|?$yy$RQ%RS@ zsoywd8cZlkA8KHUJKb_=GQ2gYC3@AeQ?+9x&0Mw!CE$9`T@GB7Ir(dwJt&GIiM!M(-hkTD@($yF zcr8gwO;YL#w~&DE+unQ*4UzAB)Ot0#v*V~+mGt+ty4mMTF2No2+%@+1#5m1%T#*@I ztha2GrybE8DtRiDq~Om;clq<1_K&^(vNS4K5DRwR@mi_9z#_N=T;3Wpu_4acJ(@hq za!eRQ5J1S9L(Sv%b2A(lMGZ)3^v^fG1L{DH&k%P=Xx$p2i(=3Zj_3uS0oo_6QdsrW zrY274|4ny2^?w9)J4np@*~2?90wS5G$%Lt>W8h3AT}>y4mJq&hTTm$Eo1@T@E^nw# zr`&mJ$BTh0?-{-CT6K-~Z^xJy-(LH)@H6iKuG_|agu643r6CEkcxw;K80z=8q@fU~}NWA3qX4{}; ziA#7c{ZW!8{6Y=VqM^Qi++Q}z>)uUYU;gC#_Jsm0;a_t3-rDfEJ=+fEEJUWkv1ZoP z?Po~f0j`t%a{&!4=ul;T)ys~32>fAE?ZX?#15Prn|^iwLn> zBB@;tROP9a?5PwLjZM39OTpA>eb(pd^bf`LHnVmIJiUfUEpIJndPD!jxAZ1{v6ynygx6OmCxu=hN>N5@&C*U)L4TM` z$5I^|M*Y!rS*iib>)V5Q0jmf8h z>0O-jfeyR(J;ZO1-EPwG{?wf5Prod4`F3IqCh&*xyyg_9Xq|bpNQXl^b4}YYU#Hk= z(aL&zuZ%nqX!on#?m;yW$h=q_gJg3JYcpC>?80hw+oBc&;)iANfZjxsr10lJ`SJ3e z;ZT34eytRw?wzs>v`jwX_M^H;^FL48?xrc-d2NuS_rP`Ai=zijms+a)eM5#T#HDrD zlQbF+OpZL&?6bpu3e^bOD;j!WlnLt>KdL#g88c2do!G5OJOalkyQ3&$yzSR@$?#uBwZ+*q8A9$8bK#)sr7ErAlgl&>nbqYALA4Al^KNP-~@N+*KwJ zg94IaCCfCS}-fyw#}& zI&r&!)(d@bM+_VUy(dPkISxRw7yCn4l1;}*>(y1B3b2XSqavR^XFQ-QG*yM%c3(Mt zkr^)8+*9g39RqLvzOAY0&Wvv0&#s-A8$45Pm0nT&tU2MTooAiGb!IC!3@s7XT9iot z>`N)wY9n!ZFKgh;b`cmIi~Vwl33hNj7qgQn+R!`WL1V(MRpqYh3~_`ZjD z_1qp^R{(ZiRF^&e&}Jr5mi{Fi`YwYkCyG(5XCD&Dd;L9i{Oft>@Q^QqNPc{ZK%bDj z-0Qr?t!ezma@~h!xpLQzgU&RHK%Gwf=wfYMp<0Ny^6##ys05*2g$*zMY+s13=4^*@ zO~zrRtA3{A&?}XcwLx{TQuPUeA65Ww=Yu^&bq-Ifbp#B*Jktp*bn&SwZKAyZU3v3( zcmvW0lfxGNK+WRwj@`?HLnSdDmDVt(_;54Gtw zAZk=V>-Q@CZlyJwyAmiP3?{uMY#i8%YB=-A7YqmDWyluz`pe8^fz}dKyrPn|^}+r9 z+jSY|vmD=US(R%4j(M&As+_UkoM8g%b$&L!@k#r^T9nE}M!-AgnT1oJVI*7XYK1}j zkxq6%)z}{YBvJ~4oIP3zs1Mc2ZFhjn)HW@(yt2v+(;hP99a_F8#4Ah<4wJj6B!p@l zc);Aioe%Q)Hglriutp9zT8o_kcZ2HDSUvD;P8(oQa?rl0&~)Q_RglMIaI<&ZU7Mfl z!XJ3vNgiDK;U!8qh(3hx{_g+Isw8HXI{{BTx3P*j@8OkEJULNWZkDPCd`6HI1{xs8 zAYgkbKhGfN&r{DGFT$HlPauheUM_gE!7=>vA%evGY!8cy0`CfdDX}bjPy}TM0P2`X zh#?aDUn)3|u13JO9Q$E`Z99-8Xc*}x(M&5b$y;$#Bd4P8!KKo~!EmP-+ryQ8=h8^ta zE^Pc+?oE<0{4^(dg43I-WJ{$GBwsh>iQ;ap*rMR$BHo!DSQ{0x}LdM!~%QOT`6b z^NgF9{wF?U_-L5Gu?+47lZBB**fvu159G-{l9H6r+T1x$OQj)i^k{?tpv2VPl%Gkk z(Y7CDi0&|k-^0t0cfK_ff1>4-&;MC7UGg5@|D-8l!>rS*EL%-0>ERPm4Za6ten}8s zFh&e-1Ye3JemRed%yW&E5fmunj(fY!`UFnRvSN3~(GLy@1L2EJuuT0TGSH^p)`BUC z+k8OjI_UNN964$;{MlE{p}qspqiFKPH!kJd-plV}Nm;5)u|Pat!nfWDWy0CSi_4;& zeT#3wc4P8K+O9r_)5e%TRcsxdMGE&Q=z*A$O*{K#b>;k9GmwdBx@Pc-yWx%@PVn7c z%}lv64R`RuASH91quS3Rk#)z%=dHaxSL4Ob{4f~?^N@a#(+Y~`vY@cSl(i%}2ir@;eOivTPvAEgb76S6^N8~Z-Y(GQ0spYUIaF3k z@FDdQ)q1s;Hm1%7AKd~{_x5IFbx*UJ3-3Lwf0G=f8lR-~>n~O7&B9B8S^zchN>y~5 zfdPf%`^lPzT#`!{JpS;U+9VHnU0DV?qs2FLP09=fUWm})N>kF-;y!#(hOt7Ly^pb50D%C6>ma6x$TWpu7C)Ed4J~g{rrRF zNL+7;s#`8?&aL>U;tPMNRQx~P9bWnv^CEw!G_TCJcm%%m22{oR$!rjt&<4{ak)Sa< z*H5ku7*|Wy)+z2W0uVY;66&8)&=D`biXu^5*wQ)9_fuln7s~-%@h#wLN`q9XAUn`E z=!PS*8G%ute#FlnGISxnJl)~<)idnVl~TTPHLlFQ>iZUGTL6~kf4grX_Ec;Pkjz#F zzTpCeJXQNkg;4QbmG(?GNI%oFkwm$ju}~xqRn&<5=bR_7^3bzd#@*yir}O%dmy|x$ zNMJPH|IbhKoaSz0_TK&beyZiX)8I<|oPVD{^a1{aaWJ!9R7@;+?ht%z5?V*sGw+o9 zAHwaO;cE+<4x@+g6a+9)ArgLQ%Lyk($$-c_keYRP4}lLSk%u6qB?I@naoch7bf}sN z@8^hPFs1f$Ht))o3pTnO}%uua6~B1)M2C@R?18 zRtNv!;ZzI%^!rOIVG>*|2!UFB2#TbRuLPXnq#;ZT_)EQtJvAX1S79+RBjeE%B`!5# zcuo6lec6WsRi73(g>QcDXq~Y(&w}&8`1-xDIogpt=xKupExEil=vbUsV4Vt?YuEQ& z%9Zy)Ek0-k9tXLxw+1j0?-QUT8ONO2?ypXb&k{R*Ik$ZYWlDp$)$RXD(igDwK9q9z zwi#YL(CYe3E6qyo8p{@7ovZM(epQC=tsxg95vd(_>wLunQO!;m+6@ z2x67db?ksM${1#YV&*y~EAkATb>%DSo4(Lhr=gg=t21u|eX}Vn%gELZdM4}@FPPOS zQ3iIT=JavZgNJEg5i-eH4uV{=t!!cX|KMAQoTO(sWL&jGJQ`bjXEM|RyVGfwo=p$5 zdcA)=x=80)(*c{gjE%Z$l6~{)6ho_(Ixl-p?z#uXtl@R|wM*>G%3Y-4)MT;5PB71mNPvF+n!j1F=}Gg=DTIvLMXJlVgO z5?BbOD@6;Td|1;W%yoT3XZI=HQSmn+?n*@U{lVrQEgKCEb@TB9g9;tSbQ!UEg4@x< z&ShKuv==9=hpW#UE44i4GpZ)$eE;l7ZG^v32A}>R*B>)Zdum{_3zj_@@ST=pp;qPU z82rYcQo~L27ut*|W08K-agVtgwzePL=EXb$#XzvuV1jCyBc*!>M82xM4Wx*_l5bLI zD4ORS#~wh!DUKw=iq1Iz86}7yjhtblbOBJ;h^Y*LA&j!|4qze(Z2t>wISJTBdEskZ za60%-KfqV$IHD%&T`B6-t?*3nAea}t+VmUV4I;}imEnhpO!yE$93+9=SoS~_x{Pdt zufOl<=((z1SD*On&MH4E;ps10jgTn~LD7g%6Xh3~&59uKM`%QRzdW3$6Yr#%%;w>& zbj07NY2~`%%SNG1#L?;Dy@{7X^%}>;@4h2ys%L7~XuhOBV-vAWkm0e24qXbke0((x zZX^AJML@h59kdCRNuBD&eYe(&@l5)bc^Id%j!r{{eLTPm$dPiJFcRc9xxm*(82l&L z?Yg2*O6LIJK6sJ}9fX|K%(IM6$N+VPX=+-b*zvD>tijJ(f`BNi7O6XT+S_Dn*V40` zw}f?Vgo;RZ^|A;YYpx!gqSQRXKHB8V&6`$WiAkkc!` zWoi?JM}CLi>@cTa`G7sC_*B?Fl9Z8mFl^Ads4YHU+t_rLRf=pHUxP0#p3o7gt>2z$ z#vA|?2W)SL_r_l;K%`WM+zg{0g;R8{!KY&2S--(}2{0*`bP3Q3oPt(UhkLl51N$KQ z*aNKqP=}7^$gef0jz=7X5}=CMcmZ#BZF7F%P0TzXOVpwwfrMn$H=00kqEz6_D7t!T zI{@FPYpnVM2+hd9RQ;;067cC7UsB0t6`H^{2~180vtxnxeo;kf?HU9Q(u4Oa!k7S^ z9ZSdCmVP{KBq%iP1qqieS?XhDMVod z-en#_zE^QR2FU?+<@|R!-+zs|NNgJ$)K4zidLK|(h0zkBmO%aITPndBpz#O zt}xPfE)QR~G1tBLLZF{zhVMoLACKnUwtTM%6UB9L?bA(7x7f|Xbv zCfy7+Q=F| zGYJ?J{<&PDTa~SI(5NJOqA66$wHBw#OM~;IFf>d`>qpC}(qYlNE2S3Dgz?{kQQfV= zkv%%E5f|RIUzU3C^2M$EDDI6GQwU~Ki7h6QZB}DX4p$`MKSPq6`gQK6dE;e~t*NXb zd9LOQ(ze(F%?cF6nOUTqLfdz1RE2#qLC0&b?C^H8tnTde`@kd@=R>f_D zBd)uSm{v%d+N@oH2%_@LjB@#)AoD4(qX7n8Qx6$wlG=4rXAM(#zwG6)6!C z%!}}LWmO5h{<2s>^l@2WXB$@@oY4jDUS|arcdT~uaNo#UE%i}IS{63P_==M*`y#4x zx{vQ5#|kWyzmKyhERtG}JQyTLtTeJob!Mu!LdEWPMs1Izn#l_jEyYDn?j~tFm(72j zbxlt*($O7$->kFZEDliWDykcp+I;WtfWuB;V8!NCfOnNjCTv^Hej6>;B{VEet(0c` zO5w6u{$~x2?{>7(8!pug=0&1g{o~)Vr>x3Uf&S|avG)%?t98FlJM~|oHqmibHRJWm z9?COz5K_rLpC@lm950CL&**ou)&=)Ov2|r``5oEiZ3W`C8-rgo%i=OWJd17mMczqq zHouYNu9R?t5Cr1`Df^aLrtgnirIfBLRM+l}xJ(?+lg^}aQ!rSFQLgEPpbYzHW9q5a zP`_o#PT;pQ|C)rl6?io1A@L5>$QmDuQ?(Y~9#T;va_U$s8je9@w)g^cE<-!2N+fUD znIv4MyLT)QDA6+^ zON#ZEl(lcq8*9b_)??y?_p=dKLp{i4aA(9jS(rksi7s`As$gQW`bc$p&7W-Z z?4VaSW<=Z?o1=XK-wRxuwhH>iQ{!vH{qvQerEypr-=cPzo@rXDi`HU>-mtEM3DRh` z$MC#bCHtYgk)@5umuRc5b;G{rVWD16-aiWa&3ysTPW4!|@!jEk4BM`f0$g&Sg-YloF{Lwle^ z+`g;Y!}d~f*1-<#^PZ!cbgASjPxZ>$)-R%LE!I5{_K zFgbNrvw6A?YwSG|QjwIWu7ODjg=`$(ohAVDasdqHE)oIXHEjaG7zu{gA?q-~pXi@O+iiTu zPg-vfKYnF=-?r3x9ySM*ecVlT43hz>!f(qfM%1k4?>;0p&!rycE3-6(d_++Q<7x&f1FS(LUeRoVn zK15K_HoRJR#7*D@AR6&&?IT4|--=C&XSJFH+~?%$FNNR9*2^o=EmW)B_ye$HI*{-O z4;;soZI-xGRd3(Ex#@iaoC<%SvlY@ML3vpeb_BMJ3ZH?HD9EJ{R)k|ts0#Lb`d24T z_uAO6n*c)SP*M4&O03c2HGkEuq21pWpQGz_ZZ)N$(e)7;Kd z`Dj~ND$QeiK)OStzRxlg~?{DhU-U5&aF>6pqHaXGG{hi zQxVE*8W0yrohkSqEHvg8R8Z*H8JUc%LUquDI)}L1Iy%d&t*u@l0$|_pRe+2)0(a^8NDZBp{xz!|3eT8d z7^qt~SIxD^IZ&ry?v5|iXb?KE&H-~DDIw(tOszs4HOfJ=W64E*3jM}}%(&bk%HUo| z$Uwt!{rteq$lhM+4^fpScdqrI#IhWJwN9X1iIqDbz9aZ)Avw#R@jYktxkgpqg45Y) zzptk^hv{6>rHin`qyl<*k8f?J1GwXdeyMKCWBPR`c+kW5=aZ~$6S(JI8JocLZoS`R zFo62Nn{S3J9pDA?Q_>Tg4P0$*kNeX-n)i6$*u@^g8vP5^NzyFi{5)Vld>8|3q7>|r zr1MXh*Cwj=Y4Jvz|GNTrz~Dh+j+Y6GCciKEe+b;s{|emO0D=2`f?60%8~!-*oJ#Hw z^%w-JZ@Q2No!SEKn6EmJLa0AUS%2UJOpi;)PfHNtN73m-783uMj3|#)&+J6qocnPQ zr;-po?B!x?tJcMr`!BE2KAb|c^tE%S&^#%3jxl>aV|kt*us3mfq{7GyMX>1k`6$y9 zc#N~Y?Bxa+wEc796Bf%^uosUL@w_F|jflASPTP#UkT>hl`KvEm?kUxs50uTH$7QbG z-vf4zjB=a;yhDQ84j**l9Xmzoc5&<_xPc)Ot3@4vR+BmvxKpA~u69OwK-MFGja!1S)os*F9^7 zXQeP{HMyim*nzE4_lvWE)lgRJ{%JqPr1H26zf?F|$3(M571~WY*T;jDl&scKRhsLc z_qeIAuYU@4WLyrKn$>nOttrp6>d|TFhV?vXBMHGj+<0T3=#cS%`IdD=5j&NCABryA zxUJGV@#J6dx(KJ}O<5dR8|?!oxc>7P>xz+$2lU_fz&z01x1}kdmt%NmvFY+Bh2Y>< zirF7jwtZe88Ix=QU8>WOHzTi}%dDS24m*Nr#*kj) z7fM4ta7r$mS!F!U7FIgaKCi0PrX5Q_%XWR|FU`6(g4X$@P~^0?D(?Q|g0I?Ld*jE>GvPUcB_dJLO_6aR?VfyI==?d1 zW?8Y}o})eo+qYn#sF^I7x4Dih&%`lyaC$W44W%mvlw6#j`=yFAnm&I?Di}$L!IgBT zS%Nmx860o?uG}>1Y$_7dWlc_~Ub!wFlG0#O)M=N6uPOYVjzx7%iF^HUHq+A!yX!I= z=da8wJSJX3;eb5@Lf$)I3;^2)usb@I%}f@zV5zp0zIIot9cAqX z|16`b5R3%YvHb-w2OUWt3Z0OV;Gqn$DSC!08~9j;4AU&$%255bku_J}SK~X}|2Qto zD=WhunGO_xa5uzUAmthj?q;Y|vD$JQ{U)|mKdM>B<*bqA{9X8;hXN10nPa4);ppF1y_gBWRp#s23pu+R4Oy9C*TA}V#u~bmqs>X?B zHIVYYG8&Hhf2b)j_b79SSsulx_3}UC;Ww1}sChXg{P9=1>VFHv>j8Z1)X32{U?do? zTyomeh}-C9j6hcvMA-Ou29YCFsoIHRl;41B zeTq)4wRpdj-*kIY0AUSY6yQR2HoEAj@Jsm*mFf$-8Y-R^C#r+2OS5m7v*KPpzvvi4 z1$6XYnOCR!*WK*OUn+7z6yVBfdem8)&Z}34lU#NBbHz<@_Kt=4JmZtr7eRlizDJF| zQH=o3C%Em^B%YCYaRN%=cu|I!!(OP=!yRb>{CXY- znq@rAY{YZms@l)_%qkfh5iYcCs2!Ky-a{gaa-T#wiQ9U z&x8$9qV%Zg%vjfp!Xn^(u!1_-jK{Z6xXp4;d{a%WFA?R9$uD5@8!!Rrkvd)%16W-L z?9N&71$lqd7#$82r@5)d89w^-k-P~9L2K#aKNIhT+s6y{SenAF=nnZ9Z}sf$CLV$l z+LrPbmB&41ND|l`B1r2NvrfEa&zVv4r%U0_Ok?iGy_*|KMzauVy?bT0x_iZbjw8=j z8~C=9Cs0eyI+{;Ofh(qG>&cy+5xo4rlO7Y$n*{r<7{xXD-324eGWgVGj6}d^+%fcUyhUf*uSl<_`~6~;dR(_VUM>7 zUvY>u?8)|j44Cy(1npvsPJCJ#dZ5IW^tY`nJI|e41#p2;)jUtuAM%@?)fF*E(8&AH z^cUTJV@0(mUmmI+s>-V^ACvel#5y0Ylkq3#1By*VdQG~n(qpj};5vDB%)m8}_DKEr z6yZoNF)M@cQ8?4A_73fgXk`<)9GWM0~(rqV<+!YN* zbN~-5b!690FC{4d+ctWg_=%`xoVk{O`bNIFNx3yu-Nu9W88#pBr_(jkX+sRwHr9UB zVlElGjd=1v^Ep&`?7TsBngn!jhJXA%JS(yM^DkB5TL4Iq!E!5cdACWN43zUM9gWbjT25$mLJ8IPZ7oy* za6Tur4bxJddKFRX+?bu5yHz=@UNFE>;XIup>U;mIPV39(8?8i}w((}uvwY66d zbjSCnt@g4S)7+FE|4h7!et33sF*BAp9KsRXxy~MQQZx}!G8JJuPjGocmyN5cJTtEG zPHssTd0k$xw2DoOD1j;i!`swceXmD!H`fL`42}niavQWui{F`*t(<$)Zw*Z!jYTiY zJFSB(Q2NqmFOmy0QZTIL^SJ_pVMf`A)SX*VonQw1`IP#fJ#l4KHoclZYa_tambv<} zoCZ1}*3pg|{R1BYBh3st-}YI$=jO_H+b5M-<||T&g~b{MvB{PpxKsjDb6Nk`R+zX8 z-t5$WqS}+**;035Kc=U*a|hEWBfrNl_r2G}^NmAurBCzIfrBdkQI8E?rPv=e-Ynk6 z7%&V~`@C`WG-KAv*MCx&;Opkys)8-g{W@=f_aItLpsK^J>R9;gg!XzyyeWDc+Y>8n zFQn=|pNhhu*+PR>Y}l8JXH0nvBZOpxDEs?fNsa41o?)*DLH>G^Dsfd0^DU)%4RYCy zi+<;wq<8zP@Xxy))QSJzr?BCzFaTc0(YBm9I%VP*lt*+4E7!8OOHZ^<_kL|Rz`d_> z1ZlvVtt1%qNT-1^r(Z4CTicCDrL5N$3!uQcftk&8iN?}e)A-bM^~%j) z(z3#Fa@d^iSCjf#ei+lV*f+I~72o?p8!-2(5n;T^kU zs1hI&fGgzpKbG-|D|fTUmP5!zXl1%Cm$CS2`V#QdotkZE`uU> zzMCT%0gfN~b`qH3niyi+Ao3#|YuYqZ1DYK+%~-Y&$k4s@yGr4H*RIEUTfn*UdVTXi zC++lZM_#c>7EUfDGZ`*N<|B^%j4>$asLo}d3DHJo$O6DaA^6Z4Tq!~Rfci`It<-gP zxNRN_2d)^t-`Eg}wv7OQ$)^$~RE1HQ;2K97N?z2AI0i_3*%#YXGd(W@_dW~h18gM7 zAzME(g6p8a238rEOsG0DqR{C6r4l;$cLeuKAwVZ+H?`fY0(_Be)hNQi|4qp#Lr%X> zN%$e~V#wVymYUz#?hwoXG33MOlOkyck2zO~Cz4-}7Sw~Fgg(a<1$a7XxN+&XfJiHo zqfcS7SBWl4kl2DK0=t%R&OykjFae8&UhdN)D8!IHAtwb`?_Zj{U9Vf;Nyelxlsb@5 zhhXld;G_I5C~e9@Mj7zgbTkLhSWo3e&t0a#A#-Rk5o~n5f>N`D^#wjRd>NiYlp9Tu zU19%EW(9$lkQj8uUSrV0t;&AYG#TpxN`yopzq(qfcoVM00*Rmg#sx; zh06xPY{aqcP@;^&3d|w>OGQd+a3qIC1Nx`S*&l%X?eY%(Is3~mTwdoKd3?t*2q0hn z)tFweJxFp3T*(@sw8B2%`6vu>FX7JMs9d1aXfP3I3)F=O_aF}dHi&T>{w$2SZB;D+ z$p1CbEe1ASBaI%mviNlC0y zb=x56`1|L_W_}QSYxi*P+Q`0`@TQ(3J-sio0A)>UTs)h#0zXv#ZLM9MQf%bv*?WGX z>QDYk;oLFl|}wwSsh3M9jpk6};s(rd7PxS5{vuH01!4Jn z882}Dptjbm5*=rFY@>qY{8hOadDep3wFsR$YF2`MQHwxs%Ub!YP46CjR|bWLJb9}M z5{Um&5bY-BzF+peve|U3*~oFdA?dK=Wk6p=#?!U9H#=+YL-U-g%fHqq9{T@^kaPKM8&?n7LuhJaf zTDd_nURtQ?6*q3LAZuKzE z4x3dF#TDb;+!WI5^2J6a%|o!^;13x3iV-7o`B=?qn+^f=1M zV>r6g5!~fgVSMZ|`X=;UXF%g#_m`FwdcJphW}5ZMeIKY}t{k2+uzcF@c{=orRm~Jx z-LWP@%P^9hmXr}*TNTqhp6^HIDf1m&zCU;UU7Yapoj?yqR0}hD#xPj=WU|k%IZ1OK zjMWc=;$s#(UXPR=gJ@kC2H;`&o3jy=n(sj(;i5WW#{Btw@97J}`PHv!@AbLFP4Q*3 zM%^#i6FHm}(WA|-TTjm4S3hziWRe(Dy4M?Qq?mJ~^u8$SFSWlzB&s# zG@COi>LBrBDW5T647y;o2|qZS%?{LT!rkAqO8qqc4SRnlbCPD2K*I++M5Z!gv0Bqnff87$xb02-<+V(U~t?u+OuaMhj@74DZ^AZBNlKs`w}T$ewL z!`+ax=^dwRtOE|9gjHSM%c=W;kqs@bpOrgehB=k!rS5L{IC{8Zd|gb!Qr%4XFh+sF znpT=RHhoQQnFM5m?E78oK{*uVIJxiNyjj1VX-(t^WUQ zUSsn=n%DS(nOfPMz#PhSg?PtqMTgp|92XoxF2MJqp~)}4#PGZu*IqupeDRu0KE1jn zlZjKSY1~8RJC+PzO#Ftw$RKBQfLf~}{jECypk3Sww0xajvK=23TxFx{|M?%0*rTVv z&DLJLndyvzli z?y(aTsY?AzW%PiX8)JT0@PiWht3Hz^^UqqNiC8IQYXSa@1d4@vvb;l9$9Smx7uMc0 zs>%1;7R8DMjr2~GDj?FO6GZ_50R^cMBGLqePy|9tP?}PeDqW;Wjr2~WHz86(FQNB@ z5(0$$&imi@o_o(Z`<^@Y9{YSzKg5whp7&X6%{kYc{20qWn=+X(KrTV>A4~UIo7+k8 zwM!l&DVx;pk44*joZz&Vr2QkCsYA(T25N`u{j&xN>Y_0VuHGd0V%w=sJL{EMgC`(i z7wFl$9M>$Q(MJ2tMl&4!{GRVkMa6X9hNFO_gP6ayhM~l7Cxy8>r>fn&ai%mz50=TfAhYk40u@Q8{V^cd|Wkk^C)(I*;|tn51)zv zl-!;Ll`|%f2e;tg-^4Ig$6fe3%}svoN8f_xWb9HH;3@uz7gpDO5A=J<2MF*rvJ<fyI)p$qx;QBGXhBt4C2 z?C`0z?|Nj;_d?OFVaL;=it&Yv^WCn9@x}6!p#nu+bodRy(c-NJ>2Xy-#1Lq_Z{cPL zYe=Q2Q?lnRzQmK~Uhpf$mKv|5E8_M({ulkUvnQx7p1d5Eif{73e~7>^ZT2?eCl>QflM)&Qdu zm~=Dj|Cgm;{?D-#&o8{930vO`*L?*V$Rx{GP_J@>DNKE&7tYW&7OQ4aiu^|?(Abv; zavFuv^yk-jtk68OuM7k&%4&`C6n5<|14F~$S)m}XHhK);QiaA9WsSAAt}V|s702`@1y#_XSoM)!lq z9VN3IUB^!Hd~n;ak{j1aj>LYPTD@$$^+xwgWR7usslWGU#A-;lq^xze&b|tqN*6-# zkZT7`UT?o2X5(e9nn{1;a6iZG_@eBlKo%AL(mNHBbvwN8FVDy=D}PP0(Lzk5Dt$cw zNJl8E{2-@3ZUWeo{EfsHGgCS{)?b(hdPjyf&h2V0z?W-uafIKqHlI-zQ zHxARr@ip{D`%+DuRCi|J@9&@}syM3UtNBZ;D1vq|FUv7_nGbg$QwLEaNFfoFyBAuN z0T}SIxj$-nB07f1xDZ;Hoi@$cpoRhouU#PRQm>4jUL_|{ueO|C1x)AxhjxREdt;SF zsj12KA>XFVu4cMc*NE@?XpPw1G$qh7ojY{?ms!(gctoS7?fl%0xlP4{5ifI>IA^it z={+v~Tb&^@<0m2okPsTwT}VaOCpc!lWR3uxW1(1#T4m_ooH9>p7iC|5UHu_Z^vX?l z`IiyVr>1{tw|sxn2P$5=K=^*6pJN|e!M^D{8gU`><1CA3bHp=DIl(LKS9BuI(sXT$uH6;Czb7choZ`$6EvQb)HL@t|*rMQRO7Bv3JK-UoqI4W2S0%E@Z z&q&cCvJx=%7G@r91N7W;6&=#GhrmvMTgBWd4`gL@oA5*bZX2MRK6X(_qS%;Xi50lU zkOTDh<Ylf!GPrWZDyn-JAI@%`g8PW=iB_!>n8x7 zbq{3JkGIgcGEWH`YSvNut;v`&pG`>{a>|W`m3%$$(U3CruVKDV`Kn(s1C0I^oB9IK zG?THt_Ty$dV1TD@bZ{cfwH%o@jldzX!0O@O4+7JB^<8vVGvpd0KdDScn}$g%+vDM_ zGboKpI6I;SpGn~>o17NwXg4PL6(1bD=3^lZnAzU+es@#VfxRx~OLivX=j^bs%Hl1I zWyHu>lt@*fpQ83wlP9qd`-ph4TCpS^NPDcTJ>R-8r4KFQ4K9+tDxlV1=g$6;LBdC{ zae}D&g8fwCjTH*E&J&ODlS+p;a4^(l{YH*wR-g5v#$iz57U16=-xF9 zeRqpP;cw(ES7fjUVLIS`*`GT7_-M{jKHr~YPl4fJ4@{-yX+-=PVfpGq!Pb+ z!?lq1ZAj%v$b$HTB!ToFvuWsK3zF_OD%AYlXmdn6&s6|`S@(4 zUD?-pf)rvE)=5+ZWP8%2WU}NU`m^diA}XRp`7wT+qE-A%CSCSD&ae>ru#Zlv@abU1 z6kC?Y^Tj^6Ok($>)84bTPqj{0)5bdAKu{(#uX=>l;teLWnl0^i=EUY6A1Ysd+-{nd zm&gb@4fkz$u&5Z-G;PpSVuQ9FITD4FMdX6+Dbq`vk~up`xG@&I(hct7?KftwwNDsw z`stoZoV%wn_?IVP8^Tm;JyD-&I+cG9y*D)Xc@YTYkj3Bk1X*J&-%hO-G@M?hNY@il zK}n0WQS-l=$sxq+ia}bpylaN;>BvnuJNvhqS<^eenP#;Y`VgoxU3BAc;Mp)M7^zLv zr&@H7V1JI{=5n`UXl2{aps8Z5ebW(@DW~ohb9*JRQ>9xckGmgdDDJ~_`WRbQ>;b-x z!jwtXgWz#z!H^u;W8`B1rof&xi39%sJL0sE8TUB?rq_OIj_??AED;5vwxz^SqtO%6 zkVXHmWXzBzRYwc3Oeut&Xpv-nR_8zb_q&Bh|5Wp>5C<|R;qxTJT5ua+0{`7T~$D9!1Gv#wHJ zdP=}BRC+U)4fAQ|9#XvjCt2>rP?d?4u2_Ru=$X1lN|*G$vWkcdMV*lC}O-!Yq9 z{`8vW8(pL)fTo4ZQ$hXNB9fjGhvr5OVlJ2z(c{J8`XgA9i$l_5MxEKglH|`$r)p%K zu1xk6UB-?K&QW+Qksk`xHMqL-Kp4E&|Egw&i)e`jR@R_G8JDR8z`QOj_R_M-|2gIunNX;VCPy1X@i?OD&mwtsc9B?dadW zCInV`qM&W&;%c(pXu5XAOmoHysD|hdbG~iYgF9+G11aUor=)NkTv;DY5g8Wx*273{ zoqZCKYqLHm*(C$YjFxXEtVHPy|iPu?Dtv?qshX7!Rhx&zwRrOBOn-#}$BZ4@cE$Y@+}b zf7n$O0H}jv0O5N%U{war3U`wYEOwFKn_omsA-xjSPJLn>FYJs zE0tr-jEIj^?gzWjW((M(SnsRcOC=1Nvb91V?$CE`Kq6Kzd<`NhgTJ+AK48hNn!z1| zM*-}a=X@uAS@W~2gvZOpt&QBGaNSxgMRngGKnC&%<0wA9--@X!BUlk-CevVqpv_;K zBsGAW97u#5+X^nf>zuZC0ddj8tiIXCm!)NlQ5WkdEiH}S-w3!dOvMOnOt{`)MR!8A zu-~sQcc(ErVsW(#Lx=nWxJt@GSji2BVY)*y-F^Oll&3yRXty!MC4I%7)7}kwA^t=;)8UzdY+}7G8q@DMN zD%-tZZ2Tf7JNdOm;gI7CXQ9G9Uny7^3{(jZwmd)NFZbR2e)9J<#m{{saH&7ZFamTa$Ygs!{;2gn(#M`B2^V)T=%J(7ZaBJG(n9x?QxJ zNWsWw_9|!+YFDX1y;zrx8B004LKXObZRYcd1i{gK?!?R&Pd&?cV6t)v{a0kLJtqAl(VzfAPbQN>#^`D0K6 zt^^ThSS@=(qcnWtA#Zg!xpK3B5Vmar%x+sT^N>iHLK^TMhSE5 z3uWk8HTF7RBSop+R$OysCge-k!lJV32kL_~jYtUqg1)pUyb?{w9K> zwuUu_54ff5p(PfjsXdRF#(C!uQd}C>=_!w#di;e#dL4_^wY77EtDH+$sB8kHRIkys zn(7eXvEf-!*neql_P4-ZBuVc@l)S%T(t|G>bu1;7X?6O2a}k*YZOCT~2xX(qu8fSIN5myBBQa=`1Z26S9N?1ahmXW?~ea$7XHnr^4k! zBYDs2zVxC)R|A9PVFY?)i(-Ysr_&lV50yamImDW}--@AyVufFSqm*{2DY^)FE&Fb7 z!kkkUHtV!A1?2Sgpml0G!2K7ouZ^|#uP+vDWebm(b3!zr2d8><^y<^?+r+0l7HNNj zFTWytwA7pkCM=|DpB-L37)uww6T6-rsdd|Dn>+q1)02?bn7jC910Q9FwzG^hMvV5T zNqS}YAWScOCBgl~h_6qmaH6(TS3GkSlYC&`5<|X=*;ZP>UNM_-%DDVj*%oND7-GM6 ztT?bn`4aLcdZ1bt-I>*xE{T@;mP*$*7%3Z>H)H98z4K~vORIqSb5=u=qc7GYaeIc5_U6!r#!z>n53*FLB3v#HlV zhpy|5L_53@Vqk6EfowC+>+y;Ax}_`@;4nTKRG2N0lts{&O6O85P@IOuDl5GqiH}T~+Nu9(JK~{bP9M3r%|OjzpRW zRTUXpQg$Ryvpt4?TNB>zqkrxrNlZVA>(!@r8q9scH9^bz`s=Vn72bg4J%FkDUoGzQ z!GMzK?Ei?xy&WR1-FTL1NT8{~{Z~iiyzRFPnhPT-tyOP_!jz+g4HC5W+V?=5$Ptcr zi9?fp`DR*<6scL{;VVD1{#Y}L^KGP zLj6(}9I{u^t)S1$dIQluR&SZ0v)_hP6u>Buysm;niix=Rn9xy1*8JS0pH9Zz@38}H zuOBk&=FddFr@6yTTZS%gTU^u@$>exKS>;$MG0 z3?^ltm%4)X6_f2}?24_dGqd}tVgFfK(_ukZ&}pjY0krky zy|hA|M4_(;45@OsguxWq?|9qwWyB8{V&_`q%>Zf3XBCc(a}A$2G)2S2clmwZ!`M{W zRe!m#wqS0W?|N-7J`Vdsi}R9B0mfZ(=?qJlgQzc-G5|TW7g<>$xncYO+W~kBq)IjQ z=e_5$Ic~pcj2=v1V30Vq0H!;21VE3qGE3a2e`t1UQA9{LWw#~fhyo*< zP!s)Q04tO#!0i4q4`7e-koI5hD6~2L=g)HCs^=yE+2i_y`fp=T{33@ck;cF0t!Y-3 zHrJ(Y@@JTEl;vMi^>ZOr{X_GI+$=Uod4mZunKLAEpv8B8tz%$h&^|=4WWN8VPXLTr zfOfD5(4@-WGIB(r6zL%c!aq`O1t@hVtU(37re*Gq)ld!d^%qf$y zKjK+>P#LQ;g#3&1<=6W_!g?OY&X`_Nbuvb}lx%qV-ihZDA&o<@BFCH@+dFvixpKLW zdob6fH;+XFqABa=*K<*oX>hUZ8VlQ{wt~o|rP#|i5%YIT$H`Hj432>P=^sG4;)OmW z-Tdm6(`PTIPa4FKFoM}CU|@@K=)(q6>4+>*m%lprXYl&)``Dy^{VvWPIZyNGx57%Z z-(9?8EuG3c<=2^&%{7x7T{t4`#le2J+IP0v12;p8WA#Yh^60Qx)sbd)L}{1#klh~q z9vd@u=Bqwkq*4JFz2yT~RMAH?od)*=dIQ^&sgr7J>W{q+sLm}JDN3>{_1xZFyOZ>) zDi&rI(+ICFt&w*vku%U~=}MyKmEVCkLAMXNMRE9>x2Yqs1tKDh7KXm1e~zgP3+y(} z(>Xks4bl#m9Yj?(W==9Z|8@NK!zTXi;QimWJa7u5PYq(f146nH2H5+U{BIWkxc`&T z`niYnGu&S)UfX!+UNfl<+s6S~1#MIdJ*>r&cLd`w7d-i_C~vlZ6|t#Z{wdBu0kX#! z#pK3$>tgL%JA^2iD{sLuTp%J9<>=D?4*M1IT71eyJYp7HML>Nn4J7J*yi(#~^R6`i z*6-)~Fa=HSBO1^v+zr#I$ET215F^jqg4b@lM`e^3fEJ|XvFz>^Xo9gL+P%d67xd?v z>;8A@!;zur{7D2h*)ZlBUa-Cr!?=SYO9lN7og(Rzd+<_OdinV7d)DvV`);I2u5OC& zqt#33sR1uzJq3D^Q-YGeyJSAI1kyb}_aW`*`^8BWS|*xH*W_uQp9ivEFVP_3z}pUC zsv|MwCKQI@b`IlY*Vjba4xJoAZh__`ajLsSU?d24BniNI)s^RtfdhQ;(pj>8D`-MW zpUo0_&leMuFBjh5cKu1O8s_sf^_%T?P!s1a7gu!GSfJ1_S~sfOBfVtr*EWDr_mJC8 zpCb6?Z!`swG3^ghBt|cO{G%O>b*pfAbG~4`)-F)Y|2BDQ0Ucw>6bB{b<(?Jgsk@S* z6kEHS-(2LU`OUR}LzmF_gmvzch2>gz12Z5P!a#|4vE|03)s(x;6r_@0KdR$8%X3rl zi#LP+Uc$t{YOuj5`^?K^LzA)h+ei&!NI_#|Md+3Oc6yqd$3|%v!4ik7yn!l83*zmj z)cgLjgZ?jWX8PnpoyInOF6EA&M_9w_8ZO2pyUw7(0~JMR?p_$cIKd~+cahA`QkCr& zPf480vUxqqSDs#mhF-cIX`kERB>+@-jIk-2n|w?n5OH0=QgR1r6LqdbWNP|Z z9pfg)2j@LuNC%gyize(K_&aFbTsoeO4eLl_PID|xy)FQVlN+)DM57P*esXX|1Rg#> z<5dnmB%;=(ASMKFs-_WSa|!@9zWXL^(F3n`1}yDcfPY9^?p_66`Xh|2pR~Ape76j> zX#Wd02)@m9E{G^FTGsf-T~z%Jd`=N@4XG4N0ALD!-53< ziYsg8>)QX&$-Z(>#}~!IyUriWic0@kYlZoC-7tXIvD&zJUY2mK>} zJEMN17#Y;c?g9p@y$9USpC^n}kCrw#WbHsI^1}~f*eN`Nfc*Sg3;rqJ1M^0!gldb{ zP6ZzWlSGR-;jaD;WI~wx`|rz53Dm`Tr@Mu*kq;VF-<>sKoUqK4yW}KW2S7I&Jee7V z_7`S!OninL!?Px5doq?ZU_swru()1*)3;yU@#o!~O4^D~)K&Qf;nqPD_X5F0oPSw( zd~R>eRQHj4TEjVG5!3qe#*DAQhMTtif-#d_U*`VlMac|sYHvRa0& z!5D&)(tCK4QNC=k)R9}<3PH*Zi zpn~KW5q<57vMUt}k?%t~;Zp_`M*{?Iy~?Lg6;(1CxJFJU;&U?%J?SXNR6V!PTD1;egg zF%Hn%y2@UXea}FWe@JoH-gV(|c_d#N5q2(askWHpC^M@4Sxa!}RawL6!2vq24OewrIoQob;WmDdW z+(n6rYVPhG)*WJ7ooVr6VdF_1-p$u4ewBs%;6R0K2^qyjYAE->u6)9@7W8!e0alSB zL1V{|DFvT@Xd3)bOOu)0ktb-#DOgVYs07vacu2H%8Nvc6k#oU&ZgVV{tvhFT(7k)$ z7d3!_RRIE zO$NZ7qhD5pg9gA?P7^mW4{2~1UPpO2Q=Uabm8Y(mq_%WOZt zvF4F9u2;6)z5rLzhR=`C%?!ub&xp2CA!k{+P4;LEDo95 zcfYsaoXM>@hZ{l1WN9~Xsc1TkVnlX(>vE68o<4WEZxIQf4EhabR0UCF!;hYmQ;B&! zhx*a=;19*BQ>DUC^v&4~W3NB!-+ozSC%&#YBlytr*6ug+^hq~z{oIBXOeNI4mb!M1m2{%KuRz0H%NN?mjZEf^O1|JG81?9R|o2YeGk)#!~5gJ zIc%bEvZ+F|$uvNqy7VuO`wJ7jvWe1WijbK1YhMLWR}nSN?a%K{u~~p`e=4={zZ8W} z8u`N%5vddKv%TQJNz1T>&A#_3(+E6CjEB^naLHWMkEu3g_N5BvpU@|^-CfLQNgoNP z;9VW&&)O%l#lsdkx!L*^b$i2|ZClw`_;rn?+^(29iS`ZBAwAj)LD3a&?c|LeTwZ*L@>XuSS3-T z)8OMH*CgZ8Q28Gwtr}mKQT7A1*YC8up1q2em-pk*$Y$#hOwmv1*v0ypn=~ESCunk8 zm>AW~?D%4$cfR8=Z$Y6~o$i@D_-ekX_{X3fa57Y{WFgk_-HDID#z+6a^eLCe6OMVT zw&QerBRMAKQal{cr=iF&lZ4SQ@lWfKWrO=N_6;u)Q(l`AOS}J%?=HG8KD52;mhCmP|`sUQ+ zS_VJ)L;f0R;|aZ~BkQlp_T0}(7vJ5w(H<9lI83L(dp$92DJjlN`I(*07aUsTTd~U3 z5x+XM)VRa?x`bjxMMoyvq2Jr88#?XO`y;%@IySYnnFi^s3a>vzNU(F^%hS!PYYAU-2>rcf@=~vX)g3y~i^8s|`Ds0LM$Cta1eY`spGq)vUdk=2hkb zTj@8Gb~WX)w4{WIg*Wcc!sz8bwLi~(Fk9}LH-&U}LK!~>MFD4XxLvDMy@vLYx3gG8GbJs~ zQg5|t4O1Pn4I(6Il?_`FkJ|frdu^{<-&lOs`e^)#z405B^C<^eDc0-i8nQM?htrf3 zOjsj*@@NLHsj`Yz7v8Ogs@sjjyJoVe-tku__Z5^DELs?LBKhm84a);er}e~e%`^GT~2^t``_Qy3NH%k-e2}Zh7F+eBgyAOxRhm4YsSL+f-FNPjB4XJxUj% zh=U{M#$l5f!Z*qbYVUyR%vs6Lvm}L1<(X4o;A(<)y6=1R&KB>XMt9gr|InD63K@kOQxIcdc!jh;fDLeivXKfg?a~xC?hA~ z(GgYG`Y8)r+EZGkszU`FIRoL9s!gy=sR4F%KB#bH8-qVv)EuNJsEp_vb)%VjvdsnAFupb5r z=o|4M4tOYJ;RfO8!+VeX^&iv9zZ{aQo*tF*YJ7QPa9O9Pwpq?yilup1q`x-os#>V% zgZ7?LCwozW`zBsl*Y9eas6D9eG?MqY(`8hok-+08>*GE*)BJTM;kc4K={N;49MGxL z#YCJaQ7)nv?$sJD(oc8Hl;dAy7vnGC-*)PN*DVY#DA>L)G}4v`9({5aSDqNIttW-K zSHjXPsw7qo%&({|&Mbd_@}nQq8|G4G2t#~cDs!a7Y@8pQ-$hVTto;#d&s*4lsh#E} z);+EVlAL489Bz2u9dH$ zwcnwqv)w5=)1WtGU_PPch)q$w06+(qRb`R=a|DCT%fQ-k*@!=kFv&SoFBiVOV^dpA z=p48C%Jbwl!&5_shRAHGj}IsN7p-cO&V?r76ml(7^e5B|jtaELDzixm>Dfw6GSjDx zN4)(W@3_hxGq*-<@75>qT^}ytoSF1%HTTfIA=>1rxe5LZd2<>Og;Wu%goB(cS)BOt zb?Js===m>CyzzY5Mj28_p7}i8X?f<YvP=P*xeq?78$hntU<~GShR`Lljq+m^13n##BO^T)vN{pa`G~;fSJedCT{% z$GIG)KOG#K2h86eg^5kAajto&q|>ovL>POSbG`Tg-4)Eyo8R|MAc!+#FC_vWTJ9cp{2&b;@P0es#+eQ&nP^-D zFgqZ!!O=V=k!A9=oP>Hl*_Um(mVU=RR%=n5znwAh;x>4Ot>o?svNgZ5B&5j4$3r|x z)M-Z(`=;Fgvh*bW?n>`1lL&9!nWL4XBwHUJ!9V&@nU&af3_C(xXUMabg0jtD6B%6l zJBx6EnigL_Uu#(Y;7h!K-bxR1(4U`rvQDqpMpiR+C-k(bfDHxTnmb*MaEqU!WRX@C zPh3!Zc7wC%1k3`yr<{P^QNFWKusTc;TTHj^JQ})!C55I{6O`pIa_!Efl}&NIW%8VE z$0ZzY8Q+v{w<07sjyjoXL0!`0O@J)q*#PT~`OT3?WW`POlK3i%lBJWmtkVhLe2gOp zCNV9$<6W&sR9=Ec&4M_qr3{|pNG$J@1p+^qetrjwC|vyd1$@)&rp9^PB3rY3s~s7< zH7Uz@(i|IJ9e1ja@rP_7;w3iR7`E38PE5r9`7xcpYyPT~Q-m>4DYLcNK3q~V_v3Qn_Sx9jYFX@ycp}%}8X~OY zI-J@63L!e^CnEiQQIG8Qf^)|CVJNdYMB$RgQGCjU~QQ_V|i%%ZZp2OCZLejt%iOj8wvusr)H8`D*v^D~YZl zpr>_gf1Mwmpu@jyQ+3)UQdxj!0mq)X1o)k*kR!?Hd35ORBvZA+y-_-cBaJ`#Jb~N& z0V`UcJP9&|T2TGI$IH^!RI$wRU3JqYg>D((Q-8!5{1OstGSo(ssFV5$KdW{5Mph2p zmD@qz2p~ZA#)P-kxzGo$9y-`O;c3>?mTuqI*~$a#MO!Gg*&DN$2;#wqenshWma0O- z+086_rt|{8-VT1c5BeiTrY%4xc8+$wE-)+@$R9vg|2!fL<$fxV-(Hy6RsVgSrga&i9}8h;CMu)2c|nI<)#W+7jTA?Cz=az9Gt_t&RQ= zY2gdA-q@XR!oLJFQ!gMqOv3+~!mCg3CH5`{GpKb6KG)~Bm69F+$(~%+x0EG(i8rdO znaSEioVe$IO0%8YSK(=r{_-D8Ltv#a4U)*3ZD0~3;H#q^PHNQrhsLw*ADYip%~d2F z3iGcS4|7nl1d;H=E#)78Bz%Hq16Tf)W6ae81Q}oW_OIY%kAEd6-+T>3C!hQCuZU)a z&?OWyaE1GS|AHVO#Fq?kCu2t}!|ej$c)3ev+#tFfhAYbS55a#>6fQs#aq-$HWA!_t z6Q|y|M7T}BQWzc#n@p5Z^zkKnfXcd(@5@6Fkl&Ty@|Em-@L~&@JN!Q>f}$5j`R+ZG zzqmjBoOT}&=Fv)0yhc#--!TLeEUiBc;jphin|!e?N3X1=kF=RyVbK#E+;y{sEb$%m z7Zs*TTTXVKR{=j7&U$+9eX4xP>nE>7e%v;?u=XAFQ|4UNzqkoYRLe7@45}5d?kGJV z3+%tgUU?$Z0PK?LsvZD?dB7J8X&_J~iR5#Zf9EU~GN0_ak?5XJ5m4nF+g%vEtz46Q zS}DDFT2{C^)BPO;U|e?a5N}Ln(zd_?7NpN#DdYo#wngH|p{BLvX@BGz1T!ZKboIc|eWCH@qXMS|?87H*a)HbNqAvr~odzJB>%+9aS<+;^7Q4XZaAof$pMF-{Uw z@DpYix}%m}RI~Cf?MC*lJ@@9mIQ?-`24{jG5Rv^3c!P6Osq|h$%TV70h~3=egW0(S zbW~N8ub2V$8G)MRV(k>~bN@aEeqa(V_83X%wn^pWip?dhzGXY1a{k%0W4rREj9%Ns zNjJT+e$T$oKG{?GrsTp}^;nF>=m|tR@GO~POS=s_eY9?=kf~c;URT*T=91F0o3zbB za!Y+HGhr#~&Q@u)bo+ea@Yz-&js*k`>34fyW(q^5%Nh)=_hWnVrw_L`JQrO}BP&44 zs(dr?$0|U|k1ED@7?X8?>%@lc5$XDf_cXAsm}0Q%u&88BTvF{p3Xgwrvu=Rq?}LxuKRkOn@w! ze0ZNK#;8|KSou)kG>NPb_!*^qrrg0)z2D_pM(FKP6itYg_?@+q1hTEb$g(w5&!$u# z;XFze#;iEaD+c+ihV}V=?}{TK)K)M<9#J#uK9YybxNsEnevYi=3BQKOetE0s`>evp zi6yz`=YPF|X$z+IMdkiOV+vW4r#ouKfsu zW{Qhf{A^n5dpc)#W_hYKed0vAb5`dMJ2j;KHAlCuQLIq}EdEky@MK4NDcTlZ{GjNX zVn8fjDPgY}=QyZ!$9bcIrl5|x{eB)*B{?FXXH?QxWqMk^VlF?xuwq&7%Z4Ab2rkUu zf(I;!S@)9S`HRnFl^~OC3ql=DPI{H~Hk!C_1f!6;S_y=}4@ zBV|L~O@^IIBiNxL+lB4Ek=9F!i%W1%i=0QZcif}Jx(StB?v2+-F%1o;OS^l|Cdn#< zhSpi(80{fv7lFY_p-TDr9&rp%s5;LDUFEGlj>xnde=MftX;=7m?IR-{J0lI< zeb>t^ro2w8keY3VtqQ{l4qE&TJ99Re+!fykVFmg{Yb2c916D=b_B9S2ozSS<8o);B z!Fzt+BKlp6RpG3M;0P4KAm&(pHv&ewMg4+X_5o3nAfyA#!4#yH!Ua^*K2+;JG{Tv1 zR14svz0@iLVnV=DMgeMFXnb@v^CP>e)ToO;Fe)3L z^o~I{`*gJIK28eE2(*Vs_J%9PKBRe0ySm$w8AUz!xA6v{tEGPTgQ|eyr2p-DLS7xd zZ9(O|nFFiI_18kf{533Le-an)i7)P}K5{gHG%j7hR$4%HhcR}L390LT7&h}w;0`=M z(XFZS|IH&iqp>p8L`OxsBX|DROQtE)4(j6xU!>qPmnYv|SdaOLVh~q$IDO=AHAE4V z6$2tTRfk;~U*hDD^rJFPQD8%;ijrP*cfVHwb1#;QK|71yOgaBX?X8Ej{c`n-nyNtE8XD%x#l+D=rM>v}nMaoc5A_blrG#N0>SMwVqog3`+P{p8YF?k-s{RTWs+n!EGV>On6RDzf z9Ay0|FYXIl!%HZniMYRv`q}z2FV)dIv%zOZ$obg6)Q_T~U7|P?Sx}XCayAnKXY0oD zDdPxn($R5#jY-p`+CUX}PgD^b+x zZOY#pCAX?26@T3Wd`y7^d8E@9JX!y$CSN>U@0QV<=DQ;`jVm=rxn8*yQ0e{R+4Q$> zUKM%z`hstxT7cnXez8e^ey6heQp%K315vg)#_2)sf{F;mA+g?eKT&GZNshF~nJi#R zsSwCbh5EQFb?^_pQ#kYA2laq>0K~x(sX!jqAl^)dqY>~n4$aSb4yD@w=&viTD;fKl zjec5_cGA$XvlcFgbf1b~Xuojc46s@kse{ejXN{QGG1vWHHv&y`7CHBBQd_gsSV?6! zFJ=^8qFtmb)0;KjPakSW=a%gD_xWZ0Hh5?SLX)&b6c2o775_Hl;;>!K;8obnl=(&t zOOhM3V0AgTLq=Okli}tlMPRY(T-zy<9SLR1PsR&t&&|F_6B5_yOFo`HrORYLjd3uf zTI2<6W;;l%aTqn_+`ji@SRPFu1o4F$700yMkp}{d}{zN&Tj!ZIW;^0b{Sfpqn3tH zHn3BA7|=|c;+7PSPBTCh$Pz5*-{l*donE3m8AXCoEpiZh@K({MEb0`Ii$i4%5&RMA zfQHNc#Lfu4ZQ%+(lNLrR`nYf=ZEMd7PEe8Lg(En4m2k9~S|CNxTUTHWAsXR@DI16rqih*0k-gkmlRblUEKc zJRa9YQy2KI;nV~JJ6{D#nf!5;o+uk?_KUpTR3ef%+GTho{$oI@=(n9b`-Ao20v;nu zW3NdKS_GnPMHYqQK@piZ{R2R;NmL%f+1OWCt>fjIdZ_n{-Rh@+2VOwYwlQl)6PMbI zdj8rrRddfm?{+#@4LG)!lHl0s)cf2+e>W27*AcL-r~n~A45K-3W61>#kfSm}IHuK0 zWL)n!Kh!Yqin)l%<_R>=QO@-KNA7* zjA(G~GVZ@uUYwO;($d)rW^SB`LaYj9eI}gV#lL%!tNb$amvaN!p4KD*T3-&tL}Hz3 zNthr!Erl80Mum`@RAb*~f}DmNJO;#`c#Zvictj7?UXRPXuc>JVfDI}|i|Z?r1u2^J zkrR+!(rL`bJ^l0gmlm4dC52jxI~b>=m^9`J|I~I+QN5cNyI%&t=@h2jMR+?r7d3ZF03q+t;~C)W zP09s~tKfL-cmoLu^?6@C(yTDI&H?&_`rF3;YYw`T_N4A?fX)~&6nS9SNa9eqs3<3JeS`IGren34m5E%MsYMEtsm2VGW9(%aGk^f zL;R9etMb)UqK1~Ce6NYBB3ruMhI?Pq#J=U811uA|V*%U?D2nKisvxy>?)(xQFrqA3 zbn<#ppN2`qm9>2Fx#U0M;+Jcz8yfZMGPsia9~vd3J>>Jmn2pZwz^)sa=*-YD*p74b5MKQ&gQ>G-^70D?H zFk|d)^!e_eHWY=AeFTyt(_-O7uTF}=aZj~Rh&$K-nLq&^+AmlNV;r?^9dq&`&t%GE zPV5-z28nl%S#ZOibpWuG6Sze7gr1@eY)b!2jP}3$b?%>${~Emk*#eT;y)ielqDCM| zo_x17xe+HgYygvF#M#rA)<|1}Tq?XSpY27nQVP_JyJS(eXu-Fq(=Cm(bSQgT>X)J& z9?cVbl#i?Vq0GTldYogX_}=|T*mJcHT`nq3Dn%o0RtwtngBGHwWX7XrKI!&ha|aHt zPNK1x?B(@zy}5hmuP9s7@Z>ddFsT&Ry+#WS*R@0z=|u^Nq&#vt1%JR0EaxUy+reO} z%q)eSz&x8;fbeTQdX7lhSy3_8a(20B^9rzZKK}!+<=;K3MwmM8Ko*2_2PB9f&{qCN z@~4`JToKox3hhbieuBW+$i%VW1=Y63Rz&!C$e}~eaBiR6-I4mnT+#K@%9(#?8n?Xy znt(ft^Q_vrS)OwKFGaL)Iw1A=kTZh{i-zaBB=jV?{OnxSddFPg4_ z<&1StTi6El*ldErkF|`nuc^E^iMpp0zigOIZ9Xs?{RlPf;c|RKr{J}qN#i0kevRxR z(2i>#N(6zfdSIVy4K?hm6wBPvKZ>nN%zgxH6i|cr z`NGBi1mD@`SAcja7w#N~JwqQ=BfAu<7Z0g$|8BTfQ z7ORNC7wYx?;i>0tC}{MZciMU-QKw(iXL@2VxbptT@AzNH0PvFCUyhJX2ebiULU0t~SHp#)ON%-)@t)NWF#TOz2Su8-| zb%dY^$jjxD2s(e?(RS{~cmpIx?oyS^pJteK%+SHp>Zo#4_^{Lz=jZ<7Z0(Tn&~Brw zOK*ZpTyKwh64%FI`@4ui4cPh2y^<+1i9w$vaYMmJhIg}|u(#A{bi)WK?qO&}(1-z; zOPX_XZbUvvSDF5C0nz5$EKGQ{R^e8=0HW4=%ffRDZI-8kOUF5-9_X6)@uW>vw1C(( zR+nC7KJ0iI;i4TRt*`!LtVlBpW-^?tCZnLOY@q?P+fV&UPGT32Me#Qg5GRO^rWPJdUl4J#bn|a~b>I&1G+!w=mHlv)mJ&XTk^l1Nl;Y$V+r*1|EfY!824(D>tGU z`MnxP8vaRb<7OMX;K17$T#&5r<~Ps17oVt(9U+pf4~%-S`ZaIP*s(bHknZmE5>=Y8 zvhWdN4d&!)SL1Xl+3@K20b+OXM5wSF$T(YXuGG#pbsTNIj8m}T;~qF89Xr;N7=I%! ztHmNZ8l}5QXuqS1<{rbUGYD2~&^Dgfm|f^+`Rlj8D4E%_dk0l5@@;B3*@uJb2=sx~ z#{C}NZlSOxwQ69(hfG$mT7q>7EnFjVU^_fi+$5X)#k*{7-hoI>(AAUfwZde(htet& zptcEaB52i+3D~^dH|nTvSsIz?9|%qOcBRZIZ;ggC@6T<+hrBpr6R z7yqa}R*B`QUlH;BE?nYqpg?6!mQ|Cz>n)>HQ>@X2!p|%V0;OuhrUx1OoZt@dG)Mah z>Ca=kRLiIng#bw}g;~^ZwGE$m@?eTo77~4fq-$+}!$CZ0`k$O?oz7^@3`E3qB$rS5qDL94UgdzEQLt%24%*mkGQ zBOm_?ck_OTTFkO!uO!A5k{?cn2)x<=-##)~j90wl?`T@X0RRC^?~c0qoV#O_6_z8x zD|}ntBN2rXz3vGN~k;=%wlZYJDlO_4f~Kapf6Wo#kZjco=qO)OEbYxp((y8g4q zC#Z)9ZIR=#P zwd5if@Vzn1A z2=-Ps6KB#qBHD!s{Hpf}w=4kw<}K9~2jVm6^W%Y1Q~R^E9ZqJp(zbJw*&A*RHj z-y@rlYP)!HP*Ip<=R~zl-pufw-XsSz^<6OJWf=8>J&pb%G*mCvc9|?+ zo1~~DI3qTIJd^aiK^w-J=jA6`h-^OWI18 zs`*0qef}+!v^VljLH`&^$*n-x!eUr0A6Da!P|>yKC8okWPIW1?O)t;`pD%D$)5o_k zfI`x#Xh;n-2H~&}VU`fxtp0tYksjtIl>wJ35fFcnQ{5C0$!qhD4%}`}gZXh@KC`EW z$Q`g^;^bk;={z8lQ$ zZ)E!^&-(dV!8=H~g?JyAG&Ev#yixO2p5M3v$rTT;AKPh07BaG} zW{x}A9)uxDN_ngBdI(Fsc<=Xagqw$0jB)s2R&9qLQ~$3QHrM`kUw`nFvKchFLJVBk z;ttrkTYfv#$s#`(vhUUl{toQ3Ba=NfHI6cl;!ynucICh|Wwl*6U(qa#{m3AsU8fn4 z#AZ#Iby`*C)uO(kH+sVRkaKw@Kt>jvgZsIkda)dQ)rS98?q7ZvB{lTxO0fuWwpi67 zb?LdSqF!n{s;V^|FVQyYpA;nTg@fE`V;`#+_uw(hm8}h%wo)4sJIN~PT-@a{y{`|Y z32|`aA5GtLFz^Miz29ZCNPV;g%k+Wn?5e?(S)ha+oyNYZEY+ zpR2y|0WBWHhjAWOlqk8Mh5@6^&{&7mNN7`fvvQte!SOt14~^OVj1j9lU^gh)Rc9M8 zOh^M~NY@Qx2Lq-f9<*|&)#Peo%)K*o=8b1}eq(=36m4%AEVm8~R%F!yxahAIZn*9) zO(fXF-*v{|j~iUnCC5pLb+Y_>9Q~tSg)IdMRle9p$+60+I-{41Lg#Z4E9}|ugIVWC z4czvUc%Z^h_7bY_D?72Mg{b~s-r{dpP!&p5C#zFA8{JkWTO$iYek1Wv2vMZ~FWLc% z%HWkVj%j9b33gkYyC#$?L9`sfUqI9jJ#yWnzsmW%)hgogr7+)9@DaS?s)E$5$Br8N zHP551O=igHe|RUrT~5MO^(pTSXK0dG_M?>5H~X+9 zZ{3}k_^f~eW%{bhuQj@rO{vd*vY{g`O>2EmS6vK1v_WDP7+S^PfdCMKgN+!5Z&D_v zIQ&T9AWHfB?C?Bo8FN`Qu8J8s-m%iFlJ8-6xj*AY3V%J#(MtCSKl*_no5DHD^e$(s zeM9L*-rl^_N~Te>Yo^)Mb_C@5w~a2>?jP`LO-*>Wofp}3k=V89kXx1;N?a`s1lx~3 zMYY3`KC-Rju8kqzb57H4Dn#k;2tG{Ad(9eW^O8gh;OQTV(?`;M#(J2*A3H4B>Gc_G z>=!8~9;oWY=r+R31xYhAn#iYUpAwyt*sSr!>h%~ZtJ2Sd;dr@a7(+8`5y9o?p&Wo^ zxN^LvLWs-zTl%U0`(~nW&4@%57JFroRO1Us##nIZI)vp3z6W#SS zA6Fx(w0kN6HU0|95h+@bnuIC8Q*bg8@3BDUC@Bc(;bsBeWcH$Aj1S0)(hmI5a9M>i zp>;-ulH0T9FFLAc9+$^hy)_eG4DIbete@fwm&!m0Z7|-ZHoL5V`Wt!U=B^2cMk^s2 z_0u5PJIV|r!#4|w6m}Kcns}#ZeC$YE5sgJHmICorlKAmvQfivU&%bryg0$tItEY#4 z1kkw*>~>R%v=O|)4+ydaP=&Ops_A_>*BXOTmF~q?CJ!`}h!@c} zMiT7g%EjCeb{w_L3+AFe0W|?rn>9Z@j{W^b?T?Mf(0(LQSeO#Nx06|nuw{{YNet`~ z=nJL0%&)Z{cvNx7|DpO-B)F}X4=t=9EHhrnaX)ug*d-W7Y~1rjI8nF-$0IK(&$w=m zAz}dUKkZZCv{R=fBDPf!6c#HO7ZULcXgttVRZB)huVx48_$ErOuv7BDZjXPXa2x1J zX}O84i=tC&SV(BITd9A+umv&rhe#>G#6et>V^$3)-yB~F(udnzz;UNn)b$@UvnX)g zmbBiZ3ueuPB>C^PTR!UYP_@aldA!kR@`EJbmjg{{zuW{<+uiW&j({wdfiF{e;QGXa zJpb=xP3$l&*{CjJQfGXme<+*QLe@Fo;huKqRhMgDrE}jVEzt{`HAGD`hO1apji&n9 z7ZaFXi*Ki~r0pAaESh^pN+!1$8%ZTs`L^WOCmu|aSw@fN@D)2qf@u3EBA?`CxZ>iD zl)22F+v`V)+ZGvKs7uip*%_gwZ`cShJCLA?>77 zk(!&7`$83v!@;!JS^wMZ0x_sN5E%uRFM&TITsUh5rDw1b@T1Y~1U^%X2+WRy zsnrhg9KQx$#ozsD(7>J;`Vq_u*K6$hh()nEs24gUcH2%GgPu?HvnN^&jp&{4PCDmo zJ*h;a_?>>JT)cK9qiSo0oREVPrITn@JGas-k-9%t7KwbkApJ0SMYl=T?AWtv@7I20 z8zTNTWBWhQj1syVQ;-74OXwn8;ObsKUQP9$@0paURu_OYC9jCw)NV5;rm=H5t^NG+ zMXyt}CS`ojjpw-a4tBuyO?!2(`;lUnpN5!TlhIeb&Dz@W@an} zv*5S%2-oU^2vPu@#vy4#+sX?2d&4z8irvtV?$ZdZ_H>e7P%^;J8hQjXD2Z&ZqvW=f z*>Iuy_aI1rp7s#o1g4egx`0di@eHPe25VX7vNdy=E~Gx`lrpvoWktkd?!qNW(Qs7N zM07xr(>=t8z^sVx74P#j`ft>Y+C~NVgPVcS1hMz^^@Er~lHHY!H-deD`Ocw5Ui1JE ze=jk6NGfzk0jV@st-k9$M)}vSm9RUJTUSoDzAupfb0NCPcZp2^(5IC%Teh^!XGZcP z+Sq+P`Qce9>aCXI^qPZa%B9ORCyuo zoUCP)56icf+!16@+W}-x$`#Op(#8?#Akq3u9rfHo$z4uZ*fyA`qLZqzCvi25w6B0V z3Uj3pXNG18W=g!j<&dvZPETF>-Q;%z2zb`mR4~On)`4O^LxQ;tkESIr5?i@k`dicL z3K>Y!h_=^CTyQQ*Mk^yRWc9?vA_#r<9dWbmR;G|LS7}MWYJlrSu+tzDNLJn{fu=(y zkj;$wsF}Ob8z{mb2eaPtXUeusKXyncyhM8NlhW^HyqZwG(zxNnF4PL(pX>SK;amiH zAPl=cnoR5A=Y>VyTtGNJaTPY3c(IydSg02l3i{mhboX|vl|<3A@&`VT{()%xNGD|I z`ajUMs_jux?0^U?OXa~>?)Dr~yvE|&E~?3@wk^si}~cBh?*ZuR#CZ%uSfL~$dELh?#?CIBI@SL6(_H^t;;x|#vUMk2)Rui4tX>ove%Vf zV774(TyPY+T@zK#{Y<^4v z_OkCYAjtTzO;GKB0JmG?XsUb0iH&G@lSRJQ@$j)fp_|Nm?81V(Bw16>G-qxusLAnZ z_xIeBxK!<-Qf?{v+~7WRF1Sl3jP`*ZWuYzTK9#Q!eZRh{UI?RUFg#0yiN$&2gddpg z3N5BAbTc0r`>lSQ5N`zLtZ;XYacyu_PR+OYx!^pgL|I6?Ll|< z4gNtl50tN>x$zzmtcJ8TY7gRuX4P-kEc_t@cBarAxC4O|jbhOJPBi1N4*?unjUU^o zjP=@gk)Gt9dm-&4UxPJR3GAfX^(fSAi+|8XDGm6KY9YUmk(K=08~LVl zPo1P=C8Gu>>Wgk2?D9LX^;kJnr+V&M8nG|%Fny(^Imi|qzMIeytbB20TVOr2YSn?d zAG{}BcCzvP%#X%>MT)GRiN_(!?}KPIo=`LY=Xt^V$BKln;&jBCc>zXbsEO zS5o8xMUAU{-UqgrNIGxGtqr4*IeW3qt4{ZNnLX-1yWD@aL)(7cxZi(nD$??aufk!) z&t5NQZNa_=g~FsQpTftMCwiK0JWCB}kw7M~af;APj&Jp3s>YyaLmg$M_6(Wu55!V9 zj#vcj9lEFa_?a2>A|%GFTKIG7%@l1Rizh5)Q+GS`w7#j`v(9~y*!Ws=pW5`U^UdZP zfQ0+hEX8LJW}}DEhHa0>G;S7hD4IjE8Y0idpodIi3ksF^FU=$f)no~g##YL!bNNTr zbj-}eqR;wCY$1O?QU5>~Z|>=j( z%k&*OJ=HL zVt5{r8#Gz{UJ2rN9zG)7z|~rS62=WPH8_QB1Zhpw@7+9cP&4fxRI^642#E|FiIXc> zVo&V5bt($y;VXdbQf_YtjD@mc*5#h3v7V(y`q(&~Z)mfv_kJ=oWyqJw&U=L_jeT_> zNx0hSi~_RB1y#f8Rk`)+D#PUrnKQp0zM8Fvml)URD^*CfkG5G$;^8M>vAoT*$!6f| zz+6}1AIN0`wU}WkPT+sv%1e|sud11F%WY`>tlAq~@S^CaSoph}&z}tGR?oUt98D_q zT4lDg#R@;inE4`ZtBWrSb|4vQN=^jLqnJq4I$kOmpCw!~O%|`jmhMd+|H?S}iKt@;rXl>|%0o$t!db zYm&UlNtMtuoW~*i@7^+*+^fbnB13a8&YcC`NH#9iD5d0;eFt}C-8^Vt_<0{$=y+?- zDag(#zfD2pseP8+hZ}7?cjCLM2ONg7mA5yABw0>#ej4&9^k>LhAmxeSt-~Z2R@FMQumJ@|_NDI<_WU>Vl&Lf$i13ge{n4r*5kS#PBqCqGy4mcZf*b zkL>uEP!H!Nno4<^w-Hp3C%lPHSc!!|nE-@Gi1S%&eIRm)a^p}Mu$6Bv+<*X&1H;A{ zH`1eMK{7t=Q7ApDjme)%P~z7sBlx| zfy(j~9_N?7y9&Vz{fY~GCCgzm){4lKl?Z^bOH4VW`c5XxdM))(u`*dU%Xgd9d+a3{_}l0iP@hWFGY-FTj@@sE5`Oq86GCniIy3f zZ2}zvz%@u%0fd>MXZPxN#z`E+$Zp?9_GVu)(SZ|*9(?0f7QeMv<pW?Ya4Ar|O>E}jn(8i@lxcSntaxsqFOBQV4O`HYy3 zM|MEyj!-{|ky;Hu6QlR@Nq=6Qo0p~QLmwTn5UDmPZ-24`XFs@w2s;dhu9v1M0Tcqo zx{Em(n~fEQjj}CE%?HyAOYh{N)BWAI5oj0&{9B24JlnnofTSerjO|&<48(sz`*0>* z2Y~I@7q8W5V(;@;__H2=#ixc5wvLktw1b2D8%QQV1Qaa&)ThQaV70YL-Q`1!Y%H^W zL;c*IzDvw1F&be9#lWzW?+|uwH2&sY87`Ai_x`quwk=WYUfjyImd?=F*mA`^d?p_d zM$v^ldd1CfP5ctd`@|IDB6{u=a;qjd=s1p$5bKSInr9xbvAEI&p_|<}V-3f6Rxqa9 zv(X4#x(BKs>jGbNF!oUP zDj`dZc%PC9o}Y^Q-K^l?p7?oFR`-BMgh+^>Oz9~+W>v|Ak_&NQ;0NwQG|-T0wrJow zxw*!hp+#FCy}9t1xI@3|^j6^lrkE%1$_ z^~1rd+KuC)K#Q8{e&3gIPfW%D=6lE3h>;e?YCMHqTqUE*7$M>V_+PAy`^+-603>W-ch=r^4c(XA*h7&Nal)S(Bu|b`V#;Y(9ag) zGE}LxoAy~Kfn>|fe1uE{)>M(pV>7~BAhq|$TUn}(PNyi%MA@8Kq8AnxUbD3h&)kt$ zudQp)ir8O%VQA_pBlBAAB8qiT=vkdqtz%%Jpyc`tB*&9eQcKA+0?6d}eD}g+MvT^` zP}EWAyZ<}9mT?$Hl+mYNWk&$jU>flpwzrwTz{GLkdb6L8WL>Q2pO*X&?#1clTu*6x z4pywkG}7pT(+iQL{GubFNcjXcoUUL2eRn@DVzB~sMmfV!8W_QNp*7`RG6yU9TyH|RxKE(d~ zL?WP$Zi5F-EFVZhSjaN9pD0VByX7y=5*a`~8OG$>CAh7xR~J5VU#;DSXGyI(huGND zl;iivw=?iKk}>Z2L*K8IWOQsU089Ns*y;oYXOS+4^kBf-hIl#Ai|c-#jz7@>3L}m; zJMN{PrdO_thq}9ef3gwId~SPT1o&3hsQ1ajf0V?CFW0mAMn?@s=B?9rvQ?k^J=3`P zGE{BAfB2;U4L9R-CYDl6=A+%_0 zPqTDRMI<(P$U*^ARDW<4{I&4eoJ2C_o%A7uVcksiLx!AvhF0Kn=qg{%bm#KLAx&qD zvFx3&SaOR!P3~xoh13M(&;p_r?y-L=<#8W!N8mh0?NNCmM*wt0qD0(&<7!*it;HxWZyg41)})c@f~Up9@>FO zIII20H&poupB9;)@<^pw#kM&mI2(3f;fVWrSPLiwuPXJ8txNtT%@5Ew#tg(_F_K>4 zDFF)9(zW>A6ra*p8<-B`lk4Upr_Y5hY?>N)PTA=&Gc9l$cY3T|YvmVy`JL{5UZ!R( z@)VgzG|hPPNVY#!#PN!|hxU%|(#b|nP_{DZ3h=qrnnf28=j;)T%}y@Tk-UGfx1=yd z{g|F}GEDTY(ba7-LYqddi13E~tIuK|v32(L=A=Q9ZvB7GTIKNz95I~+gH_W(Q2Sln zF=}T%36@ZF!kt!v**beA?JF&Hl3Fjo8{=<%Q|(@MZ0WU2Cl^t=g?f@VzjBR27>abf z3pU0+YP)8~9_)Q=46pCt@?C4M)?6XFsn_04_;{b;Jzpz(ZYBT7%h-{G)1@XT6OA!j zpPp{~cIr;i{@yl%q~WiB+(}78KFKy$e9*V)WyM!pOzTFwaJucx7cU-Su6B><2AJ1# zRkWe6Xp4ZnLNU{C8;jd8FoUF`fVZHsLYgET-=QBuX5U3#(nlkz>k_%Ep*Q7g@sh>B?`$P`o}M2oCWaBY6-Hr|!qIG|H&v+Dp#!#@ zrtf|)g_M1C<@RkPLwZi!U&+RGy*%r>^}y1&nhbs3NF*%I2*H#PO!l9YKV2R4O?(G^ zdH{IRW5lD$GG8dG`dD(G$jEom2Es6ql>@mHBI|$&UM6gWh)pOcdWt+Q`6#Oy9FNse z-FW%VK$`FJn@`thKxp)^%%o^LcI~$K+KfUp0TR@2{aN0j7CWIDF34>Bi>mJmOP_U1Wk15(?0 zhoPxRQn%8($$>SvVQ9bc!v#g?iaD7CAFje?Ul^1~E!Iuo6J1MP5UDy1UMEizBk?6m z(mVa7{(yXh4G%EKj!QCsS=B>+J)=i7#;aj?-HT3)SCvu-3QP}GC8BVd8n+4q>du5Z z^C~94Q?${t^Xly>?lKDKo8P|Y&z}{RXpoEd{0h^j5p5EX#r!k=Z7-}BzG6xBeX+e! zUE}8i2ID^8AVI$1p)@Iy-w!(CC#KDot&>>SYlb#Ef}0LF*06>l!3t`XwPdcI>*XN% z5_J`Oto(k{vG0B`;~4Bb{K+3GpTF&-IsUlhP1%NV-|eeSf*=0$DW-c$Y|6zSE%mA^ znS#66Q;k3N6PVhqiZrrbxUt{QIF#7-I$lW>C_b{&bIJFJSiXu5 z(XgV$xbv7bWs}#`Nx@Q{G$W+*1C^C84qs^R1~{ud;p}WJA#i9C^A{Jco4~n=z0UI- zM7kej8Hw`9+r1Z?9ydCFa^d#XQr=EVess!Q>~(MjG*?CJC2*e{7ZUFh%sY{n;eJ-q z=mh{W6VV*(a%|7NDy;T0Sa@Dr>2XRNS$EJ%WKRewjQ-)Z4~`pBc#4fJ4jC37upbT1 zQbGK(s7N1Iqm3#d%SZ)uCn!i4kPSZ`2jVM$G7F%s)Z-7Z^ta1U(fI_|cd3A=X=J9G zD{Ji5{&4zoyg}Rt`sXE_T5ZzBLhw|fZl!biMpp`Kblfr~)%#PXNrN*l4p%KmQa)+| zT}|bxfstsFS}^O@!lhDR-w_^G;()m9t^Ky^pi@a~1pK09@;3hW&lxp03HCWFllK8! z&!|feB`W0+7tb{OzoTWl8TETT;aVOn7B3816s<0GDz4PdZ6{3zWp^p3EeRU?6sz`i z7ZGQ=Z%d;Q41=XkXIa^a1y7#Ub`E43RAP129_~V~L|qlbK9wZDNwr}c=xTOvxb2#+ z_SbiF;dz=7AQ=d@&`2!gc6hNU$wz?hu;Y#ew$xt{3Qa&0=#irvMo?r7+Ks^Q&4I04+ z1d+dF*eN5vusx3TxQ-IvY)9fG;*3)#jq#MYvhpn9!wTMcKK!z@7@$qL^c3zITDUrXDPO162jY72Jxtg`=3Kz?Q5Iz<=Xu4s*NY>LVeG zv9O;J^)3!Sh_3xh2~ong`qA0kqvg}3J2w5wc5XHD71C?6Tys#g<$^&=8hY|T ztE0Ak;qJ?Qrd}&w;koF&!4QYT&)6@k+1xl;t3B+gkQ#M1P#*Nb>9UaNSauUl_|tjd~z6{&cr8R4Nn^SCa$lH>Aa_e_26Nnyg-bn|ZIbN!IVBUh*bF-o1jxHl2bXYUdW3CA<(d^*J;SQCl1C z*x~73!0YbCW&jcyGTYMWx27WW_?X!s`rmzbM)LqOKZErq$bu`@4rt$&;yat%eH)yWJJaqU}IT z25TE*B=FptFA2jI7rMaVawdNsuh$aKJ76*|;Z)UTSrWgte-L8!S-+5iEeszJ&~Kke zt1i(th1pU5!|h3061h4^m{m{x6AuyThGKe0LdYyL+GZ!3>6^cD&Ki({A!CS2;|{l} ztq$aC!f@njbxnGonPc54QoHqVe-%WZIMjUwN2*=4+MiWr*k594K7*u_+%6Ks5(z4d zF3A(xWg9II)FvRs&G2FVa;B~J|5n4F|Icsd=EF+FK-ZSDL0~h`8S2;{=#c@kSeMc@ zZaHFQ=`{H^(dm3?)u!CUJyi2E@e7Z{Xf>}z=s@wglfS}x9EZRroto35yC4dHpW{0gys6A~r*XAal&rq+CW;-jAJ#_+Ejf!l&L^STi{KpjcPWt%M zD`J>#tQu!(<*?%*kJuIF5A{6^k)8_=tys2HYdpR*ODb@3gx{(SE=TpRO_5jY&ZDm2 zCj#P@2DD|YBxHJvb;pZj#?*!P{1jdMyD+`Ta+WhO@{9k6-{HSZ5a<3){7<`v^Y3Kc zILKlnaG$Fj4Hx{_+Gn4GJ_SQPww(^RmGH<&|JDQ%2i0+xd=pYF4-oksoKKmy2;k19 zk?MH8Li*(}y&d42zc|bcXKe`@l=Ew-95Thx=H5XJKbP&EJgUHbok1h7Hw$$_rLc`d zt*ikuB_)Va46xH$^k}JHjXw7F;%t(P1i+x92Ndwpy00Y-<=Y_;&9qZL7V1zR_nVix z1kD9E9l8ynyzrA7@}JiF*c6VZv;YVxbraeLT|CT2&fA4$xVOL|dylAO2$%@r=>h(H z(L$APHOYZGjDfv>+~2Ts7-!XCW>4VYNW3ifV3xPO?IPosJ?4;?%54Yg3Rft&XfF+u zSGNbGkNv*tAy^wnPJvEQHNUn2cZ$ox8)ndTp{xpH`*)pyyj$}^%|*KZE6UBvdasxbyJs$fJYELkVo zlD0_8wRq|j0(C}rtMrPiXecS9^DxYDq)>oT>^Xw> zgS`iIr6fYyQUX9?#xbO!MdRzvR#p>BA0GqM#AObiWYdO)w3?<*$u}CslKPuIh9(l4 z8Bpa9RheXC1xL%+i)QBiYHCibWGX@nGpf>B`tAIYz#g{N`fx2a`?hzne#=H@naHH1 zhG(EonlY;%YyUtiJJ`;@;y8@pGx>gP!lxwbKA<_3y51Y4)ciIBtr2wTt%FTN`qdJh zEB9Z7e-XX=p3^weoF;jt+-F7hX}AA|tg1GqH}BMC-Y%C?-65OxV_!92>afURv`_$Z z;!v{*(-y3&*I63`UrccOkjlg=2+h|s0E_G^wHXh?Ey-ZPnB-WxaWZZ7Hp-Bp#;mFog#l09;d&( zb4y9iuYCJ4&!wO|sP1T2RhMDo?X9p%2ADFAab|&fIXo|99LCrT!)Cf2J}0;|r`6r; zlIs2D^d~%NQm_8az?%%kq~f@|Q)iHD#ZNThF*Sc1kn&lR8eoQ00ePLw`HkFz=Kc>k zl~rA@mwshoEM#|3L_3brA9dAwX1PPC#V-rB@P$xioc5c$ztPA5dm{$drT+Jtn`1--7~8`&Yq-1~j zwPQ%=2)VldR%PWQSaLlaf8%sM%u+<4*xq z0EOP`nqVx?w!6?8RrBmn(fGxmGH)S)o$bYV4D--UvG+$ON~@@mo3$T9 zqqDcqv`~*b7T0zj9n>#VbXTpaW|hQ|)g90Nfie#5)*xM?#QSz#2~$j6`u=N+h^X2) zKdt)HmH3`>MQYdAtdD=Q?dGykS@@~x@wI0cnW7)DXF*C?7>X#)z+s8Ljp= zktY4C7;=b{1Hz2EiF5~O*FC+#xBFQmLqwAc`Z|g|?05g1ZTy zA+Dkq9jLTpaJ~Wusl=&`2|3M~rx&bN;#i2B`+@sV{<09iuE%#Z%GgGYG^EJTQtVmP zSAIb^uZ_KTJF9SdyvNbshp5A6#_OgCQkf{eqUY2ZN?63k1 zb~{_7_f>N;EJ%q>D)^L_exx-9G+l&`o^{mb#_y)dT3>v^ z@3>oAhGVV^+kc(Xq+EphmKTGQMrprh4+6JQon09Kvc{Wz2(Ggc5}70~oCdG01*Eb5 z>YrLE-fKbeQ4t$M7Y|?7%K&Bbr3%kPuT5;GJ2I;>ZeR8^&ui{$GAw(kvX&rmT)VtH+|-U0z<%Fe@8q=vG>$V*iMijD z(knKM8nZG(pY@?0TLaNQk4_U?#=^{AOVI0FE39iDZ2Jc?Kaur%l}q>K?^&x{##i`R zpyKGEk{IO&YB6;$`1?HKwK;mJ?25aY#l2IO!l%?W8OHc23^iTyEZ(@=L?IYbymnoK z;s;D1mV*&I1o}NRXSYxVKk86;E`=;wVS zeUs&6y?4}2qItxJujrebcVdHoaCfqjXG>N zJc4=bccH#5_#2yKLdUjuy-8bEb>=})1DPqu;K-1(Ll2 ziaNJP8wDp++y0xG^+KI*wWD#R`3xG!iru~`kn?Phhx;AqGXI9o75%h_hBM5Ys$XsN za;wbibJRw_z#Mon>umUA_B^ReTszma$DknV;_Wl|A$@?!!A5`36$;(`MY$tH@E6T# zbUo(uFkv-Btz%vY>%Q*~&sM?|9zfm)`lKzkKt~g%IjEOy6wDZ^1`9eDVGLhoqu&lv z*1P9lPrrtqp(kpoKN;9eqn$a)Aq_A|GFd(rRf8&5yMge4U zTPG5`h;Z-)xCCBbl?0Bg=_x&VXOq<$^f7F6H^l02UH%*_)i$6@^ik1{m_EwpZy?VJ zeL}=Oxgf3T_o(hJb@T`^BCl}(^%wYW6e+-QpoVChMBp`tqZaBD+92nM-PnjYkELKg zY-#<+pqv?yYlX1LbJHXi{xy4y$V*RUk0h}t;0V}7gzJAi_;{T%B}UK|_4=>TLyEY= z{f}CcH8XKi$E?1y1Nospmy^T`%Rs?z@W#|@lC`zjGVrGb#FD37G;HOp`X2(n${5qE z+tX|#05`6gXe5dS7cQ)zhIM(iq*JNsjd7U?Hqxy@eg~qxRo{~={LNq1F~NdMULOmRxrn*g=n|m*>T)AZ6V3+_MrjHtZMF;4^f4wGMrW|pkRc9W1Ugrvv*P0 zmmk+b-!A`OUo_p!tYj_?6EivR&&8DbXfbN-6Oa$x<8z)1M)iq)dBtqLt`G{`g9v0r zBgvc`ge3s~9!04k^W(kHDitW~jqB47uh*#zl?CcAcl)Y{-4E8h0{Rboaq%mv$~KF{ zKaz z-g~pZIdQ2(2z=&<^wp)F46e7g!sM}9x2*QmJ;$gvXD4Lxa4j}laZubzzfdF))+>zK znQTUg@&NY5OK?x%S+{c>_AAghn+$E98*ygz$nVQLSXDbI`}z;$Z-rcPB=4HQ_afE? zwGT!}xC3**b#838{iqW^%sz7LliM3rpOkSJq#XdbL6k=zuF%VH6H0t5zx}8Gtm#B z_QUgBzOfqcEt6fQ8V@r-+q#DHjf+N@2|hI2Je9Mwh|5s`Q^w;iXvx>#lY z=$gyMHkeYUZ~&pc_>I=#Tir&(WOUb8Y5J2c8`$U!q&R|^V8hsdpzG@ZUoNSG zuJwIhJvk98b@y_v zF36KbrJDh!S_z<=AJ#;WkivUIs(!Kn% z6wko%a<9D)0uu!gG;)Tmd^5g^Bn1PP)V_I_ls{e;AdR^6ght~j@J^SA9fsJkZwg+YmS5p3-; z4bRH;>1bC7@cF;6@!?tVa!{}M6^P|MzSQo&*V@SFLm!ni1MnIVzF5fCo+^(A_^8sEJkD3T@UJZZNBmGB-NhE0cAi+g~T+Y(oNxxMMZSH{j$-MaZ4nwb#1p^lkNy1zvVd+5RL2uJI${+(XU~#yqo=*( z0r&4{aU)_;eBspeaBtfKDDQIc;BLR#zi`hxc*d9lq1(*|b{Z{S?-YK;112AQf5MZ& zS0-N@y(#OP30)09{Mt#D^(=89n^-D0sY2?hkfBtV0G~{Nq{H!{G2A*XEcabspXa3` z?wn@a=}tjby0K;Irts~RZ9Q4nzn9~{yG?=MGJj4LbFtji$+FMw5*@0-?En-yueHCn zer9YW_VsG6zH4DB5_3N2bLx!#h|B8x{iJ(Mce~x64kDOQ`IZlA9Bs%?Q=WOx;bgj8 zMXR;d6+`UL#?grhdjjK=-#h%nYkEbS=N`W5yzuplEseKY!v&^>K)Vd8D^AdTT+42v z!4C86^O1LPexO@bhFi8`#hyt0?8(pUIkmJKPA3)`SMoDK)@R1uUD9$;nO5RlFs|j9 zg#>me({1VUT`!j5C^yY+EJg8so9;dGWD?Ck(8C?-EBr{8(~bbXlm5ajo~YtR<8j@% zEQbo27D1JNAW7}OuA8#i_w`TgOHP5=Q`kOf5PXr$SoK#yjWOzIW(&niY`oJhY_6+v zwJ>5c)o6=UVxS1|rH@r2C%j5WGLKh8283L^$`}#U4sjdGTWHb!2l_Y%vlZh~cx>=% z(~B1+iF$xM)X!wkfhM-B0A3Lq>%FQIIO4&V@li{Xy*Qo!)=7*-d!_ zo=e;;m3dEbItyAa>KdyG5sf#FrCyT_g7E1&X_Joi#^hW8XYieJz~^36xWV(XBFIz7=Q1jLBv?%Y^)W<>N}#_*NO6sI)FxqE+L@9 z>qozb3Z=(+n_J2>L+sKV(~Onw5Li}$Y;f2nW+=zcVpA@BEX^;?ZbCip;a>djIy%R# zLJekIzm60{t4GF3um=y&|N7hs`HZ_|u#$P0)F1+I=1eNx_3zdmg-aJY1{O4)h-uqg zL^7$nSF7D?l-ptFuuyhgms*~bf-ppOzF7fQ7Y{f-TRcQem|f37j~7Tjw>#C6Y&^Obtej0L-GRs#Qy@ss2ulLSf) zmr!SZGZ?nUc(kKGQ<+Yd-8h|>KP!37W~zpp|+pxkZI+m@VqiT+|-~* zcs6U{Xr)R4bzDz*r^HUh$T2A|Q5Y_kCZ76Y#=l(Oyw%M4R_pqv#0f8b>o{)JRD_iS zyr5>e<+Uxt@qe`U-ce1y+qN)PEMP=IKuT0Zq$5Z#QTYJ^LPVrUi%1g@klsR~(iDLx zQlv%%L~1~qKp=Dkgb0yd6Pok{LI|XI-@WhI`|fkjKHqo$|GqIC!@(FCl=pewwbq<# ztvTD7Kp#ok&m{mC6z<+@ZM*=4gisZPTc?8pJ&17=kk8Um56XLD6HvP@Nap_8<@b4} z*{z6zYvD zr4}vR!?Efh6jAYFb}RZAAn7`FB^*g}r`&pski6a3vD7xh(>LEIIRDO5?3|{7cRE0- zO_(MxY89W1cOb}Rq!8}R%KXG~ z%?h^8QcUr!#;cY?^w=E?RJP}u06sL+Q?zsq&M6#R_?Cq@3Kn-!w`6x~-cM&U!WqU3cXn~nFtQO+ls%L! zUr8BRH<>#*<+T9Ha3_jr%=K25b7mzBy#1od7xRAF67whqM7kEB-Q*60{Q#s5ylHz| zX09_cBbxlRo2l7azTk{jEl)JotF5bD}Vdd8s zj?ouqq6E4(pc0MY2r$SfQaelB8L8?T@>%{`yRjguSSnc@o3{bj#pRVIoCd0b|NM;q z{uSuY$p73R06uXDuN6d=xI=jyQhLz6wkxv}*WkwPiO8Ag*MB%-wZ3lp{r);F*6!Fip3Q{s?kPRjK)+^l+viuW$@&#IM_P#!#n@>$ z3!Rw{n1!eM((T}rD_xxF1RDJ^Yhv0z3(zG9BY5xGV@dd;`(M|F!i*Fb&~w}N$WqhY z7E#C`(_0``Fj6&G@Z~)|e3_;yanFh>5tDt<|RD*qpb&9ceZ5yaDY>95*C)CN`{BO z*4HlWiMl!_5h-40QWBvCd#t5sI3S(z(ugiGR~rRaC8F28dB%g~q4iTFZVh*nj?LGe z&#jClut}-0lRaGTrR0`(pUM^41`#YNs_OWwoz|h=$!dlAmIeHux2hLZ`SP>gGof#L znb*60>lj8n)ldYXA(NE1bJzQ}{ftXKzF3Qo=m9&qtU^=K2ro->{M>n=vgSF*rJHMN zf;48IlgxFgM@{9sRwLMKU~9KxCs<4C8TFiKChvtRL;u@T)~fKX5w(0_nF6^dz%i6U zeysXlu{ilNpls(DCh|>k*@jqUwfklNgzJK?z6ZbTuGu+KF;c!1DM^o~7WI<(d+A2t2PM>{AeuYy zBDhPTHc)P2tBMvxZxQ471^+qmV*dPnUmUxb6NaX@>4gtk!om^OHMvi7yMn7qAO#Np0BY z-cJVYbCtsSa&|-cNV#ZMcwOh;`)yz~#0UUL?%<UGZ>`sJDe6P3Nzl}&@X2@i|_dgAQJq<)P#+90K%!F(gNo0U5!B0O?Ad6_|F z)0rb8YI3uJ5kI7#p?k_7g0?KKFp>Mi%dk2=noC=i2H}%{V%>GEo0* z}9xBjpBELewBD>e7=Gh%o(#P@&$B74lLq?A+EqIRfCOjq5YF{sVY3! zXWdVG<5Z6Klwa7=E^h1FIxoO5%1igC_&uv+^v(2fr{w1V_8Iaz?m1lW^Rn5GPJ(`A z!jMbSb0hs1y4Pm?1(jER<`oj|=MG$c_Nx#tanBx#LOw;(W#yl<4=GQ-nRNuAnC8bH zkKevBkv9erTl#=31sGGV2UNLg+L!_7BOjH**Q`m%mfP0ywvMI>>4(mFDwz!=?<3oQ z+~Oka5c@l*5ASF%WrHJ?xVXBH=-r+u8W1&UF`A@N29G`+^K91Yq-wbXw;zZ%tQwZyijtTebR@ zakqZ%9ggD?dPAQtys{5|&OQ54#TJWNwN}G!gnsMweJXbXQkT#;y;MDt6#93n@WA39 zj`Khn1*q)=f0Zt^KDId&*zv`dr1>RyZn0AUv{8Pk5u5RfGUfyTO>_ej<4p&PEd;-b zRGeHq*P%PTES{H&$K=+LIoI=nVb`zOCZeuG)JTeJ1c%e9LKi{fDedsvg3euVFQ^R* zax!av^5&74E;*wtc^s=jet^|Q`qnQ*(%~tVv9wjamuf4GVIaUojDfvE$^`8MMZQfL zeV0s0ZQqx2dG-2Qm{%@i0M*1K0fz;auHMUAj4bSegW5!|E{vgM zg@ZPv_L!hSdu{RE%9aPO9v!<-cp;+YaKK@!cJSx;?W@;8iqHS~k1y{;otAtlM;NFX zJ&Nlz~ z&j=xXH5H1Hg&;69@)_gO`@fj=YNir%hTE11JP4_Lp# zRQTgV+qtw{;Iq=~i}ZWO8Gwx{gii}X`p)yF!x3ZClp1W{^58D^sX^gY(8rIU*E$!0 zr=||^!q6q6b~=H%cKAI4b@j$ysTyaxiyR(n5>hX3JsMO~LPZ20BBdRHT@Yz_s^0Op%_C#|TuuX0V50?TVMS+FBeybH3C(1dAC23M5A-mtNANa8f zCR?M&D)n!{NQjJQ1|DIC3;6k}16{!QJlO#{)?oa$C^*BRQH&io>j5GA zfSbeB(3KD9z{kLo1Thq3mk`TAVglHdQ<|w&U6J`43DR;43XL_Xosg5AeSxM2B?o%e zbw1N@eXfOJa}Tgm12*YbyO`%rfM2sED(f2uuxG#Y&3Sr}J8dRmf+xqDt>f$5Up;IL z?CcW0%emum;HZLr$Wl5-_&;PfEgPz1X=9}1GuCr}uK!X*Q&5`l@am4t-IZ`=pqj!VGr@GCw50mwy(l1S)Y{4%^ks>1Cq z12p3cX*m7^)1BO9NuC=1Tsu5*ZbkX!I8o>E`6IZR&vz7`p^Me6DtgB0L4r-Pxr1 zQuK2flEE4$TN8TZsaMfsvVWCd>QZP_t4lOf`j8fJ`7gf( zE@vj{Y-iQfc{R_)H7ZnZX$;&DEc@cSh)k~{>BJL%GPN$Z?@Fpt{eoHjVp3^=#Q>0b z$d>Z)HnnY=V>%D}N zy=&#+#E_OUnLPi;;u9B-+FBh>?$xKatpC75iY==jJakRYV~y+47vveEfRvetjJj*GjiPV`B3^OSrzBK)G=x5Nv2zyyBIDVbERteq`& z3PeVrTtlm*TT4O;dzLDLaUJ_sFRG63*n8Zq9HdU@O)2;N>g6>91xkQpLbp~)?sp@K zZHy!X+yc)Yhn=-BYisHEc1|9nxUKU5Kimav@yoUicdV+eTBtW>>#XIs8h5TZQ_it< zN?rGw9ni5yxMccJ^W}>d6dI837}gcY(k{5_*=FQG6r{{;dp>sL9fT!iuLBE-AUm;- zr_Di8e{=MXterbmTWG62c1F46eaLvyoce*$g@<LlS-0ChWFz}QbCeSQXj=@WU z+cywy-hr1#R@8)RK`-;y%FE4Q!z_HelHHO}n$>=%Ms6l{KU6l6sxiKyHT!qCxp$TZ zG)Z3S!nIfhdef!3df=CETLn398Aq@)_7P~Gev~&cwBFNeDadHE&6Q7*@pTCN?HMOZ zefQLsqmTTmKmg5|^&7JRMJAOsSkt#}(JL50hwma*_vky!ST_k4!}d-+Y;{JvKTT>W zzxumSX=cPbAr8$wx6)9>f|w4*zyP|5B~ z16sgGF44Uijy8H8xht^IX$k2xe-XoB>GB)%?S3^bq7{iqz*^Z?rx{lkTjyyVkNAODAH=^TP6;)DZi?-krTMYmYjHB9f?*7$78~xSEbOC2 zN=!yrs6mJeM9J^F18?9#tj5raMe6l5CaeSNljU&-yg?ytylH3R>eiwhwMA=l92bNq!%ki zh1wp0t8zE)Z{RQ;;2N?-LfW)}F#{r+B7bZsQ|igDFn!Z~WT27RmO(F0fGtU1o%KR- zwgLHypZFCHCG#M~Oen*tqN}}%Hx3L3oG_lN6v)?R_Op*l@Hj*wFq!7Gx69(VZeY1g ziFPMKyn8zquSu>2?`XMhwLxc7-@j?f&LqPowT$QZnP)!Idt1!uyR-m`39e)2urM~= z-?X@FIjwtZT1N8S^Y!Y>fXYGrNZPCKb;O;xCd8n2)8HP`A?9}oC?0aZLnbvrVe?Sz zvIJ9buh63hyLt5wN61rnc!--yM!0h64<%cBTlLt-uJO5v5}ZdK+~&#)I&6i1idZ%B zU%7d|;4)!IxyYkF{Pxw;|68~Fz$BcLmC5vBn9v8VgAN7*ecAT&ucVg*%sm^^-^UZ~ zjNTrZ`ruY$;_vt@0GJ{P4hUj-1>2c)gg`+=L|x`1J^_DRhy2wJ4~gH6&@xYmtM_w2 z#JKQc28mY4-wBN^u9^rIx}`~FNTQ~UQ^Xe4yUrZQ{)w~M2Nyn6{KK)^wJwE}8Vkj( z{$y&vVV!n80rGG;zVfH*k;0 zi1(m(K0e0|J*qMgY51W4i9Rj;E86~pYf5mz+OmHvP(^MtQ2jo3ZY^3IlWGX?xL^Wy zXmOKIt|oPvd;b^UFPn~YM#TVod%QjN^cH5(m1*T8>6%9W(T&KF|`^MFM zTEojxy4F@j+LUKv78qL18|MbEO=RQ50?gNt*I?hX#aMjLg43|Q5k=t+MI&P>dqOjl zsU4hS9-@<97+kfn3*f0ae#Om^#riZ+VR~O_@Ij_~)5Yp^k{UTb&%W~G+D$FBeRcpD zE#Lh$jjy?&7_g zQ|{!Ta1@bD(`h}vtuM7CJ{scuaqnwbI?74TerH3+F~g`cbZMlpBr)^S;0%QsJ4s{) zQE*1&V2|Kh7z`tN-`P`_P4MOX=?8le{F)k1WD6{{5I0|S7_4=a0bvQJ?2jeAPh5Go zxqt<%pE2(8z9PUPwA%u>p@C*Y-iZlKol@Ep=rb_q5KPX zj0tk*V^zH~Id8&MWHHd}@=X8O1@cW^2}fl=5_kg4K9)6$ihmPQ3WubC4$>3veD^%3 z=wDpB`ormiq4wM!a#We7ZXozbfmRT^3l!e(<+lNj^!p-KET$c?4cY+YX2p?mX!&n@ zy~L&UI>rrTi#*ocg9wTZ6$e~w;8)`pCd8SY23s+d2h(ve9H1RvuP$g}Q*;wFdFeE5 zR3+zc6bqz?2|XI^ndYKIQ)^!WK?Y&DOc0PE$NXq>bRP!nH~29*p;2h%+69l&OPi;k zs300Xb@!k)b6fzMM;zqG)>F%acHdqt&*bi*eNqmAo+K4IB_1YzLGyK;xwa7O+P}pBjTiH;L{w*-<9G)5h-`XQ!$P%=pd; zcYZ|eyK0O~wjEEJH=`xz_nB{|cKh!zp>MJ!RQmIK^?c14seLbOZ39vPwhrR;I`TUd}S0elu{T<`{(tM#37-lyW5MJ#z^}?9^i+%_)ZV4x;zk7x`viJcRs+I2!jkf2?q3) zc^B%mb)NdK?dt(42xsLSKF1IOPFRLiH*$e-Dp?{PuFGSYxIwy*j>tx054l*0q;)$n z#gzB;!Iydzfo1p)CZ+|(e>m1FRsjfqhyr&z=L6y$3f9WbC@?Oqt=(NB4A?FrGMR^g z+B%4iYzDji!rrIQQC4>pp1+jw#D6sZfwr1srSIL@MNzDa2U^%0+H3-ldQzvuyG{n1 zKX0Dk`M{Zgu&k!p)`Y2j(DELCmx0*`Rg5f@)m5cU02}ilNv^pMd-> z+82D_gCtJ#xUFMaKRK7Y*HwWH2v0;m?(BT_HXuTY^(Hs%bYE+JUxq2@gtC;-yTD{a zP3v=rCdA#Ft~5jYKvx``rk}JV!#Yl?89q+zp)Q9;9C-i3O2A}PI&+*gmZwh@ts$uLCLKMN4CURNr3CNLZu<(Nd(b>uO`*%4FJ^@Gi8C-*U z?R*k3%|$Q{->jjR8`rKbNdM&YAmZqXtF)xyJgcFmi%e0%O-A#~6Mi`e=<9Q&2FC^! zL|2q1>CJ-2(Zbl1F4;Ke0l5vI)!k_g4l3vbvIS)c=-JGy^Z8uSC`CnBK&%?P7jB5` z#vo_A!I8s1fRUT?h)dH>o8hUZUu!v+8=cuz2Y!nJ*gN7H#FblwcZOa|VwcSordn1; zf?GAsQ2oy}XMnM+Tx3OOEJp)*DL%m4+>i7oY3dILBK9ulN4htgJB}5LRT8*Q*XEl( zs_NhowEZ6NE;6|Rwqf@}z9NB$!cUxZ;HA40xj9=x4|}i@EnbIP#+<|z}GOabYg{MPFPvioD0gl%; z9!#Hc<9-#yJ*|ETvekjKHimB0s(5&aEf!37!G?>B)jnIAdxc-CSx4y3T(}dC*SjfJ7#>TMsEl{K6e&3vru0CDoCKIu;Ugd2hFL5b|6l z6@9hR#9j~GR5y4{*a!*O=YI)@8VjwL?^Kn#Y*+u`z`)+YZp)u=Ykd$W{cwY9fmxdX z+^{1MwjDdDbhji#C$ciSl;MdOh$n)M!Q3sq#Ulw0E2@L#RWWN!@@XaYw)M+g{!0<4 z;ca0C=w%#bMnw5>15%k<+p`SqcOx@rt^Pv7f$0$7TNBV%n_JHmz zS;v5c)$3GG34qWF$3-qx0q_B0!<+Z{{&!wR%ZrG}-CJfhl1+AQLqYE53rBAE6;uAp8ZJ@E94i^(M8I;X?f;c66;tz>N_#Em zfkZ&KM#9l_)MdISa7kt9r3`ToZt^A&TBEDuk;bn=9xW0rl*8_GzIIAw*^i&fdE*SU z$8-m=I`Xq|nAcy6#vCLavh=(S2F=#5Hk$3K<0B@OJ9r_rY7#u>EktW<2E8j$9VUA= zfZWYzx;aI&4K1oA?NdgVx2_qXX4r*n#EE4Sw9h@Zj)`x07Bt(U9MZQ;8wgZ5V!V{_tUT`-xnZL9KN!Q_*296+hhBfzS%M zdE=Cx%;=%Z)DG@Z&`DMvWcH)zaTXfO(h-b#jWrgvVrX<)NP5js$Gt4BP3bSvFu%P| zHUUfP9n23s1N)!30k(RqpbsclO_zT!uqArIDhPB7n|Dclr{WB%{1baJ1;gZ-cBnV_ zL6$!RY@Gh#03O`Ep}D$m_!#)%%afIN;yv@)4*+sH?z7jf; z3-x*k<=k*psnplK^&_m&%Z<>XioM;#!5)T$0>-3$jb*ac3atPvt9=;}!Tt^=-|+?( zzQ5{W`G->s+7VJWQ-^o1wiyG3%ID*|j-pY%>@tt_3W4!t_&a80*R-M!C$G9$F~kYL zpy<0}fTJfMb=oj~b^qQse9yn&fF24c8ep^eAFJB97CN~Xy6;weD3kRfJ;=!dSvWt` z1wE2_LWtMvRrdFY>aYZ^9{itIuSVxQ9k?Eckxg{ZId{YbcAtYZmhMR!eH}E&-G+2^ zh@0;`&RqdzZohNTX}+-7q|4uSFW-Ds@adk!M8VEH6_QK$>k74IUg{2Ja8(2Y@0h$S z(C4}XY{=wlA+|8Eh z1?TEHXv6imbZP3<@^0pPsVg`l+hBQ2&Ny?v3Q~<#>MRL7(tuSq2ohb{l-ZcZNf;^27nUp|#kdUB19C@~T5*yg>`M}WKM;i!jweyFfoxY%7 z*GvJk*BkBqon`(K3+o0JuE%yTQJu0P=bP3rxD?H=srGV z(8@kH1bER&n}Gi!c<;p9-u2@dMPs}Z0IAj97?3&TPJ zf7_U-!9_WdgVy$DS7BqDv!U1Gt1AVgcg;)>DI_C;0!84TOoQE5f90AB#iJ^EiEEF8 zHn)Mp%78%n6(*%ygJaTtYGfDdvf23Hn^Zf@U#Yt+r#t&IG@$r;X$MziC8Wrjc6MNm z=ft-ANFom`ZL^kA6fn}qE@xXULE6`01}V-0cHl;j-Ub%nNJnIb5gRNIEpU)%ii zxy8IP@gZ>5^nd|Dc?11E>L1;ye@loU{|x-Ua3O!Y{NE|^QNS<94-}8Czhv)`bd27& zUEDeB3mR;4dQCTwAj$BS3-%ow`pnqC&dHLPggeWvq*Y=OFu+u)g>DBfy)yFXG@wr& z?7J9}qH`-}LIY%~=1650({XV+32?nuV6wTNqrD$qzXeMvv2v!y1L!bdtg%#V{TW;@ zrlW0zPS4*%Hp|l`Xt8ajsjnU?^b|PO#UJCKY7)Neifv)S+BWmG3WwM|bFp&Cf32;2 zsdoFr0hQe3pXve-r-6!NYbvUyxuI-k9!S~dH5ASc`?GDKkEZ&NT)m1LQ5PO=D$ow? zWu9P1kkEo^2A6t?A4u2UeJPS|y`G-A#OBSO_H~!Y-+&w;rF4_V&){<3bQulm*vRx2331qg9+RwM94%s`lUx7{`D ztzr4o)eAs%W`-n&;)iXJ{*+1`DU5xX7UWyQ4zOq+`j>(%_M+LX&IpdH&382);l3;n zMyY+d`9L;N$D(1Sm+#xl|I#*BpLqr2z7C3==B@w9gaUJR8>m2)UiXk=DXP0I!aSo1 z22M6+?G`x@cYPCx*a@nnWsJCU`Zh!p_r#li$+URZ(~o^t{(1e>PD;+h#YOJ(9>XtJ zreYw!Q$sj)-bezhe|GZjn44g09s-lrxx7<@R%XL|$YZI;`ZJpz~G7i4o{H@8QwsgqC;nyIvVJ%apCcdhxpH|*@m#pI?ui@d-pQ{Qfy((x|b-Hg#vcO=T5 znJ^hF@w~pS(sPZkv9!dPOX2G8q9TsF+8mgu%mvjx)j)hzBrm^=#k+#rKmSh^_4mwn z2x2)DqUPwbqmj%-8t4JuEZJ!{+N1cD)xQ5)LT?VpBNszXv-YN z?@uzlU&F=o@4;-k-PV?H(xJ!+OfcIaW?^I46*q#)`a+8#MtCJ|`a(ndV zRl!lvZmu|T4C5i#`XJEVc=f@ZLGOYwM(rD*MNG3Go$`J+!p4(M_@>*#I#bICu#sz& zVGKi=zO74HLkOj|Y2>As>?xF7+k0pFakl=uj!8t_Wv3?T?fpsZ4}|t`%lk0RiOTJ! zVF)azV^7)ca^8QpM>ZZA3h)pkz4}ZMtf2%?$M35f;o=D*kZHSVa4fjz}r&mq8CFu6h6( zQ9wsj1ilq32RBPqMy%zG^U>F@v|l+zt?ckxT+>uQ3I%Hv z1)SSZsM5suZ||@5NHOkk>o=5=SXNXfK1N4|-3)L~5NFRo7%yCLXh+uVPULH$H7EXo zOIgjv9DA;JLwOJHj#uv?l%gu{q+^D^*44?&vVF#3!>?F?N^i-VSHERWg_ztzAb|?D zK^9otE3T}ia{{%g)?m{`xIVcDe(U8-YkfkRH_+V4d(qUPWIR9jO#QLp~HzuxpM?=hY8O-{5bQb2DAGP4ij53n&H) zpKyCh8^IDnaU{{xozIYG%rf%%Liuclv;Lwc)Obql8l;2tOXtBAm^E$^=2iWK;cTDE zQh&KIf<__al>t}b9IeYJRjhB<;lt>P$#cS>@_u4R(B4Pk$>kYxlrryrB zv~8P|Zmvpx`d8y;iH2b$Z9eejHe()U0HaaFPqdqUpfk6DlquhC9=p1|V?R^El-s-phPx=;9^ z7&Y|u?-j;^$(H_03zb`moB2YA9NHXM6TS`Gdb~s*9F1 zd7{rOaPHpb3iS*nD7G!6O`izy3b>{04h`-Gc$4(s!^QpsEYDU49p^N*s5(^8EKZ1! zK9a|rvGK-RES=??HDK}`r%nM(2mXzXMQ42BIPRTXA$Mh`m`@A8%Dk68XW>m0O%KUO zM^ho0A={@o3;SznXF~xSIt>)^Djv33SsSaxO9OPNiJ?XLszsm2Ly^8=hJipM;Gi20 zZpOkiiNeLmo=vr1f)iW!Ptvgy$F471u8>$^0z=R{cQrcrEEx;SXzrqd#m$(m$~# zVJyu84Euul?R zJUtB-qQ`38mWk!b8^^)E-B5ZP_WdBRmoSYB?Qr!g+#n2qV<>>7vAjxOU3uF1;80CJ zWbc@~eGbriTxHFzPY3~lQte}HtlEXBTL!#O_{?rJ-{s^uFlv<+h*aw_HRR0bnEn?wmaEV(<$#*usLqjBD^yZVGsn-`DP`2?RANJsR4 zt=FCwCdCmhbr^^w4JS*zsloRcyUSlm*Abw|uN|Q@u#Yd4Owm!my^NdYFv)3aStIS~9&uQnSH=$`I6SXf+iG^C^Nas#FD3@is&C!H zD4zqn4K<0a4ilH8vtjU$$42U7njvk+m8YWHFSAP%2S-W(6hMZQg5Kc2Aw@|t^l5TfK% zLq0pGj0rl>cG?^m!EqQw#xTLX-eXYsvgmF1UB8sC8(0pj{*P=?M> zWmRnFpqlK!#b~}`?>?UR!qLoeibFJcM@mx88jb(@{=H{IjqT_E9*_Prazg$Y{J(%q zK;kdKtra*&4OKFQ56ss1zzSnz1d5`q<$UnI&hZCBtaSMvr{o;pV?tMP{Yjj@fp3o&ZKU zJYJy9C((Yekq|k9=RMEfHZLSO86^eAS)?){fji;Qx1~1u?hK>BhU*@qivL3wWNUL= zlV(8XU$-YF6SO=&+O8ZGzcjwXnH=T}4bBHEZg-m}Yqyj!8;p4iloh>RUR$Jy&{_ks(Lm%i-tO)>y0q603~lLb?xk62AOUYP|JMMlhf`o7wob1@ioDlEikkK|6lQE5AX zpK~8}S|h#$ZXzQpkQVx5v&eJI z^FBYUtCRWoqa{S|Co13^X7!!!E!QI%rp2up6xO|uBY2C|Via~;{|oHVr_;Wpv}iW4aLOFO{|LmOgxDgrL(8z7f!q_%?l0#h{zi4JjuboO zmfD!!3#%=5&GK^n&u{xbzB)ieSG%npABt&@YkbLUUVt%;0u{9)h4B=C`>9+uR2_fIm76WwR$~Lw9 zNSz~0ZBLb_CH}wD2W@|?X2e|nz&g=ss2!A$JY%bpl)KSoPGgJhn~{oVFB)8F3zO;# z8+?Dy3^{2Z4j`uIm78dQ=j38S$f(xgeQ>nD2lq+C8gPAeWu)Hu?D@GAr>O+P4UeA8 z$*g&#yz5@S=Jobo!4DS6Mu}71KqIW#K5;-q`R3C9KobQ+)&ZXJFqQ7Yc>EXzesleP zjLmJDtw+j<@|AOR;e+%`df>^oiu)WP7%`>p@^7PTn#QgzfV?3$XJNd-5m8bzGNqwb z!%5Wv L@IS)npRxZ1=@Dn{ literal 0 HcmV?d00001 diff --git a/jupyter_book/_static/img/pandas.jpg b/jupyter_book/_static/img/pandas.jpg new file mode 100644 index 0000000000000000000000000000000000000000..854c6121247f9690006324997bdef51e0d0537bc GIT binary patch literal 26335 zcmb6AWmp_t&@~Fr3=TsW++72MLm;@j`{3^G?yf-wcXxsY4HAM4?w;U5LeK;PNe=h( zyzlp2=jYk|v-+y;>fTj*tyO#fTmSbJ08x@tlmh^PK!C!_1^BlGkOrWmqN1UqprfIo zVPK$Rf(fv}SXf|EJbWAiN-}CHN-_!x8U_w#8agOF1qF-1YbX~tA0Hnz^IK6t9uW>+ zKA!)a05LEyz*t}sY-|!9S_)d8|Ig#!2mluyXacfC0^$NdxIiRa;J;A-IRF4c`tNQ3 z{{sj@LPkMFdohx{82;Zjz<z^Yb-*zIs>`YYpU&G}Q*Ek@cA`;` zPGao%II-euaXMSU*Qw0EL}oKd$~e{`-6jnWmogaQUZMcVNPr0G7!=|`V_YPX3KF!S z7=cU)BGxRBO2@Yy@BCGji0;O2n}Es>u=>x&eS!sZJjMugD^V5uWUc)~!sR$H2(MO} zQo&s-ng)m>lK`RvR+L%*P-xL5%2W^MQM4MgxGVF%nOx>?8KURov8Isr*9FS{G_%FL zH7x9%BbvymM^4Z$#d`)wSvI(Pg3$mRoLf}qfPTD!T zqdJf=)Xm=oLX*%^y>Km+6FjrG1yMp)a{P3JCh_UcJp3e0mNL@F*0m%6bQxJ}$9|J| zWz`h{6X`4mHg*Qzih4s8n`=aNo%h&xHMN@T<;v(<2`syNDrG4V$R_&PUJ)X$b}&F z9ve`5Ra3NFnp`V^oF-9x_f1(S0|Wv43KHV-!e*P1160l#X>b|3I^?F;pmbOO$QYl6 ziiNpMa=k`_F`(Y4`rKhvNIp+UbE@gHyxw%cz;z~PqE}tc#?dc9J#Aba8m2%a(JUXv zbgouhkOUVQzl@UeB$(41Bq08Cb-t!EYKECw0s0Dx7U_58LO zL(#R;AZar01#>#QF_f17{8isyP?^6EA5&t7ZRFl_&GwMmy|Z85UwhYhD6w3$`3s{L zHiStl5z7S$&mBrgoGWZW)sWz>JiB#uZnu;&2nS4p?N7@z4Mt_5exour143*Ig2)&- z@%<~h<05C{{_A$|Ba7zx_Q^HOQs0aFRi7DHqx;b7@YoC;83~1VK+R)*v7jOy0FO*# z_g2zdE69t>y^QMAqW?n1D-z@;F?rL#ohsD1R6hY9ML4BVRrBG;DVEXcnt{3(`S0mJGgXXxs0 zeEq>^^uQ{3u=9-P7+tLd63M>Kg}oLn)B^hZDp&7yW2P5hQMs%giwyR7b=%Sm;;fvs z%tKO`gU?Nr9GXSYsKcCThNt7JUbPX-9iO0)kgYU?zQ#0{kC=m}P#V~$_|MDH)k*@! zRWgL2$gS~H3HJxW40bsMLWVxC>aC1%b?Ics&DR68m*g%s!09IW&@=DZIvcPhooB=G z;t{{@^}TQr7K;>Hi%8jD?Kml=B0ls)1Bn{7H!z`cCoDbX zN)WAH_B%FS0`z;$t?X}TwjXngs}`KQl;Vs#uG)<^^VJ3@f-0xG$S@NqqK+2N8q>ey zZ(ZPK(l2%Y+(4W>!(MN zz0)*vM|i7xfvmqVVE`c6{^Y*k zX^Jl0n_3wi2w*IuT9_n0J)0+5V9ZAt@4%UZk)7LNzJ5w223g`&`l?{IkzM0%;B_#J zpQURwVCi#{(}sHK_BS}3AjO;ENPf!u6T4>h$LONgAzIj!2sLI|;)*l7Ms#U7YHFo| zFNjXgU<&eubU6-Y*ks4zBwV*Dh&90tPlt>dS+()}>MYT3Je%>-8*2b%X6i9(^ml1g z%G6I})z6WezHwwoGcN9BC#hpn77IFAc`HQpW^6rPq7<;GGf7`6Mav5R&vODSuYXCh zblLYnbG8{n5)S}C$wsq--Rb#YUt6~_>FL@=${=ha43d;lFnjE#$r|&{@i%0{k)5kQ zh7BhXF6uhFy!=6y@H3h8B_J;S|2WNP)0H+j&e$|{Nr~0Y(?w5!0MYYdrZxWGKi}LX zM1Y7)^%T%`h}QF}nRIpK!%ac=nH!Y;mcR|wVz#0K&+_cVI?OCUxsY|7b+{BRsZMQ6 zursrDeRk`NUONXHBYr&=Yd7W)GKj&~r}$67L8(1RmPjdYXto<`p}od7O3RslM4$9x zpHq%snMXn@S}$PzX1h~mDRN#?>18^MTbIq#V$!`-+~DeLm{6U^jMlu$y9m5qXi}wdS`XXP} z!MI7HNJTap9lFn;5RPsMB)d3=Rf`hBo6v{_GJ11-vM45laztm8%aO6)n3@pS>FF$F z8<5_Mv>sk}gS+y4^=&6KSdbJY!of;fx){}wTPUMUAXs{${Nuyh63ta5@cbC zP6=7fO#ciOc%-bOp-wdthz>*30z^XtM8_ryY$!@9oDS$eZ*RJ3Z@e&ak;`kinB)G| z9HeK@NJKiFRDL2`Xn3=+CeDX~yF9sa8mcuTMIxP!-00iu*$PFr+GWTfF~BvZ@+1io*YW~gD*4Z8sKY`9>H`^YM+Y(r#D|11Jr{&gbo>z0i{FAd0 zkx11_jjAZQf*>F=K+(oI!ip6)$v+p6J}*1bVU%qXZ2Q43Jr}@pfMIvbi`9A!>I(YURKvp)C&WgYDWUpS|bYw~8+o21Da*!}x5gQn)1m2pHq@p*!b0;W^eNB%~?*riUp}_Kh!LSjAEy zg0{?A0l%7tPKME1!kh*IG@sE6#1b|%5%?gq;5GFDq2i*rK$zEfs2pja1Q-R-hR*|2 z8~GTwZ)98u(a|K>G(6*4w;PjnjUP@ZDlsb9dnc5}=p-aG*vcW{5&)HSx-C)ue4>Tb zu>hW19hC;;Ne)E`$N~$91OULMROsrkRWAf;)M6@OD>zb(%SogY$RS~jDO6V>Txenx z;-!EMZBFQomLzx}#^{;J_i!yM{*73}3DP5T5E;$OM?y_7M5-g!eaIXhVofR4(t|9E zhOSmwGb&^|ytWtlKAj`uepl+NAc-NP%*KF)E&tdvQXMRbG#* zG)xJKlX@4Y8I43T20(r(1OO%wM=OB@NCRLF0+#algk3Se8j3aAJw>bmNoFxLun&=LP^s+2}!2V~oiP*2<`QDj3P=MC7U{ zk;+abgzQ8%^sK-PARzn&GS}-mn&6K*MrhT^fCgmCct+3(G7R^0j_RlNM9x!eh3Sw; z02fxII&C0&V7xicqU`ZGNA?gqw5^>KKievcl)n9p(tl{yBfl^t#6x!D*eIZ(Co zW?ab2WKPYaLy%T09x4+mL-6S5`F&`K85t9k=&BTDQQoz#q0FHLpO;#{s{>+KB9Y=| zu($DS`&?*lf?~cg^6gg*u-Af1p<@BBExDoQ5Wo;_W{oye4r32qRkExkov^-EBAdqE z%48uyVm%|5VRlQaCDYB=-^n%%*BX371rB6qovi7D6Ea5C{lDK?eOt9seVaKo9^47a0$N zPeaR%LdPY+BS}C{D5b&6@In>QUv2@SfFA1MqomG$@VfDffY}ELjZDfRRF~Z3b@7P{ z{&!AF1^l^$XYl2*6!O1Kboz(BzW)FVgRE&Ee&)_D^laN`dzcAQP2;vE{?4*{k$R97(4pX_d(v zr`9-oU%J0t;x^b&UnleA2hTV&TUEqT~;Krb45{n(Slt=Tu0$}h-r*vo6&CwyZ zIBH(kj(X3VgouTNgf3B*{U0jQoQp8UGbr*g#x%bFlglTiTQ0qyW7~}0qU~RlwHsB| zhpSB4E@pNR?3RmQ#ZBge2HdnyrHi+QotuOBG`#w!eTc>T4@4gzUADI7+@^No=AYga zYU`%DRGqr1nm05z_bn|MIi0^T)79y0)Z3w5g7tPj7u+b_LP`7^@*;_~y{%S}7wjL$ z@?{;x^y^Gv<#n+&>L#=oa~fPCRAQ}BJ?s>$W`Fnv+Xhf_ z-F`7hC?xhz+8D6VKKs~h?W9ygWDgqTOSO4smgT`VvE_XjLu zr+f54*dW7oPqZ7IuB1Q9CbcbL*I2h*n4_kPo^<6vfoE9?w}|AnWoU`K^630BRWAUu zG#K!_rUNzcg|GBRn>CqV*5JGE8D3_!Kuv6=yGG2qzBRE_={PzX)h~Q>P?%RC?E|Xg zaI=P6)pjxdEsYmPblI;q4f3jnmIS6pEtcan*?%8KwIQ$+eskhduku`quO@n*`=lbj z(NJpR{2aXlreFiTYMj$ty-2aJ-Qm;6+z|239HMG6|2rTB*#U8`wU2_d*KcWQ)}Io% z+@)lyPe1bh1Gr`%v#8nH`uk1%U^A&`(63i&7(n!Q#Y&c|*;a{obLTg?SBGWvccm?( zRC=%Xc(eM)C*6O)5=qERxv=t|{_$ygbXuU$j#;5}p15lx9(gO%5I8S*#!rq~ z{w-)e*FU3cvgrL7TQNE!<-J4vOO@5GT@*gdjCpeoA0uBq7|_ zg|aWR#!$TU@yRa2b=Oi4ytJGoj2rmfGblGuaxbs413f1Bml}-Q0pwd$!NPUwzGB~? zRoj4u|A~^SRSiP~tq8mN_4ft01Gm2=E+_FcZ?oQz8lvSF@1+faM;9I0DpM2#U>A+t z>B70lHhJ8hv|R2xIKYJ_HQT%~G8`emqZx%t=z&fn$CESd*VaCMKQ-&FnT2XGLIz5@ zb~R_PLET=iie6qUYV0ttz|0c2IuePE&u;;}@j$+<)cjO~y5L+O1y3`f=H>S}x2XS>I#sVDeLhn$(NYVXx+v)0B#c^@(2+;xsZ6E#o7jnoA|uPSNCUB3g?&SUuXJi)$i1b#P@}QE$Ni6>q2EZnY}y9 zkssTfnLeT@c}rM2uh)+2ianue?YnJf;br0%>#?|opTWadYZi*CpAm$bvcqKs@1hcH zVj1Tt5bq4qV5rVehr1_emP7qg%CPN)%FGgkZ-ufI zu^`M!kDqM06_!K=vPA;Ut#RF9<;z+0ZQCD4HEKZEr_*k zkCw#_>S(`N^)SQHoNu|1w*_sz2(Z;!vOXBPv{#bgtn*T+hn3gxs&>_Hj!cOd?SGjR z-E>yR2IKWUz51zXj0M7oWO|r&cQJq67rc{K+oNL=da#OK@bMqu{7@TrSmYC7-#R%l zSgc?G5JeHxKjpA(q@a8zQC%c-xEkKfjYRrR`Xs-`U05Z!QmD#%#i-{a5SaJ-m@0GO z_k-kU{Zd5mv9R3sr28lPF(*TJvcVwz2)UxJ)0Ot742hSY~hvF|>zX{I@h#b5>vzIlv_FIPj%~olg5uGv|qT7`)k~#71x|coL z@)?M3{p?hT@8>%R=lI|gH#ZA5D*?d_`y~)$iR+Xoo;&!^EC2LO9C2lDu$U+=J?d&^~&wv^#qw3k^G>rx-4P#6ef^$0eKeEw){>A8m0N-FY}lJW zrq!8PM@1YG{Tw#92A;mR<%~KxhES+H_pB@EAw!vFwrjTK*3r6M!XvN~Z~h2+vImw8 zKgy>TdjGBFKN;9M@wnC_M2kRE>j_R3P@p zRTu*0ZuIY)UOy^m-O2iS!OzLv;6*Ah!o4Uo%DhKGs9O~n@|ksXqs@lk$0Xf&io)h{ zI`D_5)hYN{b`j6w*kz_pymiecp4dOnyI@&%$3eK&0OT@^oZw@;6!={f>G<}|PpojK z@2yq*d?E{?QvtGHWfLDsF}OS~HHJil%ujuAq}8e42;xL@5CGbDc!sNW23yU)Sn;{p zZ>w;m5WfGpI!ofa+q6?}e`nPB-8kV2R$;ERSjHd3_F0`>iFa$%*PXSk0*l`d*L*gT^> z{o|8*{TkH@@WF+QMa{6^tMgfgL{Bl9V|z@4QHd_Tp5_O4PghLtv>^Vnqwa?jh~!n+ z3y7w9X~O)6p8-h!0qFn6OIt=l!yE+RqM?;^{~zG|g097ZHv~Gc*6I{Ke;hvwkGq3Z z!Mm$q3Xd%^^Ra%wUp~Ht>NMUmY(Cw$5g`kHveMt|lOof(@=q>|3DU~u)e5~V(}~AK zc8O7VkINI|C)vzhr1le8`ZNQf^GTfqrWO2SEcVbZRB2M7Ww)fWT*aeDU~x<6FAPK( z@=>KnD$bllbQ#wlFw#(DDSZ{j67}Y2li&y^h2Mc%*toHfW0DFg?yFp8+A1K}G4y@p z+Dl-x{{;p_{y)s%|3s!C0ixkDhv3n2|8HcV|00_(;SVDS)n|Z6o=GA@0@K}FO9TCe z&jQm8V$$&BCbkIeVH&cDm0@GM-nhoMl^L?5Z5j`h_7{WP0+PA#|*q# z>kL&bDcEJ32=u2==aJo6v%0w157jl(?!ydsABW7hESUzU01pn~=?tR=uq-{_l>ps3@csgSx(Nrw5 z)o)Ady)s`D5ud0Z{UH7lEdL7?0wMuXQGrNENGSg&SP(5Y1doPJQqzKqM?%9RA|0u$ z6`x*t{DLdG{ zZU3SIzl7^^Q}n`xbnCQ!St&aR&;GjdB^72)FP8J<)J5pH>&Oisaw?lH=|1$(+w|?D zsUH>_$1sYMuhL%n$PQ9rT3%T!y2Em`FYXb&)tgGH1^lW#6fC_Fbb3b#*HufgjC(ue zVKsL1iFH?QXUEW4oJqpPg`aOK94wMU-b-;t`qA;XwmnlZCUdh~Hz(t5xI6`BX)F24 za4+5>^ef@iON&G~?0XWKrb%L>9TUH5hHl1w7v-m8EsVdH#xL7W*>+-l2D`$Dt8(w0 zeVoVV-ZQzU8C}ZYEwugm3TJoXKd8s6SyKIocE0Z^cY=%CNV}ksKTen3kKtXcwSIRc zfMpZJG<7VO16Aj~KXmr0@fDGObuPO$-jMn8we93iX49hsic`ZKIl)w|%ZcnifPU(Q z%G`S^d2KrvgyWe>u%E}kYahnZD*jka2c;jO`U`<6Igel5(|yj5aQnz$c?#u^+)`!I^d{=A1vc^odW3^GYLCaWgl}Re> zcw4N2St~AcwMGcMpL)6K9{}E|qTT-|u(F8D{2w6c>cMM%tk~AHdioT}`)#pG$*J?l zb!f&_-5;~23C;fbKM`{&ZcA#-l@7uK!AkEA$PPlLeqwM|&&AoH$u1`<%x3KVRm}YO zcd<&|g=i^q>q&9Y>SNkSA1!0k8ISpSlUkfNqFcOs5cxaZbl*;FLUmTMLD%zSm}`F; zk9#@P^oO!>413OOY7X%m)3-dEBd`CkI!>y~_V|45bzmHHiRkW2o z<4LOHu14u3C`Y`tOm?t5G2yUNb|Tj>+b%PGI{?kgeXG1UvN6ZQN}7Y(dhlT3IenOS)aS?1l=l7d)_vqMl#%ggY^&+~BwtGNrGD%LOf8p7TP9 zJ`H2J6!>x_pr$M)7PaA}{L8;QUUo4gA@Vov)oo7_k)f_h*!MU3bQU4+PBWu>3RCNY zmk;5IIhRWAqxJcQpJl$Q_e(B+3?!zjdwm?IBg;=2V@YIikaJrjXuX%I{x$YC%69NC z;SFK4*_vs7&eZ+;4348Br7-OWw(7#RtQ+I*dQ%1BQ|M8FI@+^pj<>Bgdq$ORy^4~@ z1-8!CZ^1AnYR#*a_Q~H9T0x0EUy&pE@Ls(PGp&v56Dq#1R; zLq7*p-B+b|)IW0mc08CII`X?uOuP|-8()3ysPjE!>eiQXeB&^gIzIo+bpdVri884& zKr@KQQB8>XaK9R(yro)Ji7NfHCQoEK;Z|(=+t&v%)E>{D;(T-~xEX|kBGWGrcVhTT zy2h#dCsVy%kmDceMY(@~`&4d(dK2RJ19Ss@KLhcL2_tv$8{GR5U+Ev9W9BzLV!cAy zYIQS@Q&FUksHuYQFB*Rc-Mw@3;moxC3Z}kx>j=U98b+K#tdQvg9Eh{b6*~J^iB`ZYbXVS6%f- zyc|jrdsXAkl8WzNw~X5^rovc~exLWM^Zu42b(Os^Ew|U+sv8^h$~0qWHF)A#^Y(0` z@b@~fPCJb8^|7;x&7(6N$<4Tf0?5(bvzi}>S%Ao(n5wHF&ILFJv zV1Hbyis+kN-XA4)GqsQ4hYvhfs`XX^r8+;$?7y?< zX_1%N0foMTnn6GDZ_2-9z#L(OO19G*nbL`Me@2h5y_{~p*(u;Rq*J7^_Z6jMX7)p} zJwu!zHp8Cy>i_C-;kLP#zE?5#&!~pd808*@9z||o z86ANkl8>x9by`(Qa8{k#bTR(LkGib-2ep(OyeJ2hxTSmKBeaSI+vIlTMH2;MwA|s2 z+Ss&h{x$}DW5(PDiApIITuwb`*N*U)qIA7nXErpV5k+4~4t^WYBhNrb4yzZpgi<1L zCW%`_msp;cn;D6X7z@=2%5|C(f5!X6D>FV%Co~nvJ zkY)GvU&2I>OGRFt;5MyHv!#5W=52mzt3q3z%*fhC5mB>D9QW>(VycpbpXcSjea6HD zuT3JSqT}^aGlYLN7Ya)!7qk)ODBY}R9AJ(2dL5pcZ1rfCU%Ss(p>324OF|a>Xw%zY zMb{oyZc6FpHO*sEUHKH_Yig0(;3s^2o#j$gn7aVBt0ZZYxis#ZHiIXtv<^kjQlc5< z+|*{ue%!~W*rhY%Q=VvD{SBUhy8jv9AsN3JWD=u6?%?<;;9&lp%@%bJ*JG|jm+zLR z-;pN;O4-&lgL~LvY254up><=R#ZPSy(*lx&%8M|d1o%(s%M`>;; zuE89o+v$E;5}d?bW4R&JPsB>R3>UIm$+^bspl69o`o)^?r+xB}TdnvJG^2098}4V* zL&~#juj3Gq;B{T+q--UQa=$z@LF(Zh?eF|Mt4ET1 z3{56HM7^IZdvvz;F1f`U-sEk>2A46C>CxZnA&efmWB24cNe_tqn2}0* zm@R;YLugH1Gl~7#+ESjSg)1W@?ois*hOOe!;9f|lenF2hMioIQcFbS)_uU(kdo(Tt zRK{L-l<}#VlGCq4--cbK9`l%K|7p2KqODL-1BUEWC0#W{YGF}TdyRR^=1*GtCin-} z0~d@eMzb$I(x*;?&h@yYC{4QppCgJedTQlw!)=yllv}zt+KgecudA9)vm25L12g4GI{pK=<2@!^p6O2+`pf$#{#MvGNU@U^ zq7*wwQ5F`}Kxn2i){sRc8?51=x7k`;l}6Wd{`pF`tsDEE){`WU; z0hYg5R8i=%bO#`Ur86o_t$2rm8hq#(S`u9C^iNc-E?GaK>?1vBFtvCy7eSSoJ}tm) zlr6h(Tjv)^J}uMUq3gvHsr?U-3{B=iqpsaqp?bBDSo%fzo6is|CsPzlO@aEj;DHz= zv#{<9xX)TaGK8k$fl~`iRZa3^{&>%pGhTDdc1-M@{IrR@3R;PW|2OiyOi5OG+lo=$ zybzir_ja;)mjr(shJ(LKdaew8humfD+gG7SspuzDC*7CBa#b@`IRrn%yKMW186Rj> zvw!9?VI1t;V&-91#A_q%`4O`txJw|tsEZ8`(7<<5Z2Iv>kszyFj#w1iTO*#qDPGyC9#3A9NOO4_=`j_{f)D(=;u{;f;sdaTel@dq6*TL{{Xgc zmvE1N9&3uqUS;`GjS>o9q6gX-d+A_!P%}DH$TIk*zagC>Z73SQIFeMautmIviE-J{Wd$a%?AKJGs!Y`~yItLl_ z>=mQ+;FwG(r62oXz9XuF7`3kkL$8xws)U@+sM*tT=5Rh#(y|h5WY*Q*@EZNXQbX&nf;R@#Rd(k+g1dw8gQQ!Lbq!8B zcsPf$;D1{G0U}{1cr84sD~lDky1TDS8>MG7W~eK93yxt6%3tGWKTtkpf68@!ipr(g z`voQ|NEB5W_}tE&Y&ChqbAZ@qUcLU49Ot55- zguIM;)Q27t5iVA`0U{EYf5yMvzWU{cOi=hF{nhB>s2l5@0H%weC;TmQEu!WZmIn2J zq`ODbOJkthd}X>&?#=8)qzrvxI3^+PM#7n~37{;=>ONI(@gLyzgMxHvPo_t7HTyAX zQ1KGIw)*nE`E6LsP?#gNgiOg4it&EnR33nF*C6%h?eaD0Z zglzTy0H#ET%dU4xeVeg{IPl~6%?`KzP1vTER#+SQq)7Rm!#=@}U)UzZ$nFT{3=?fM zXxufrbgd*hb&n>uHWH`fz7X!DNX1}^kCR0E>tHQg+6x-F@kplkI8TXj7s;D8Tj=z0 z32DrO6_?if?*?xvs6b~NRWe|USX}vws$Z{4))@iumn1*Pvun&F4}K5&*bCMqlY8Mut7+l<$eukn(x^eLBn&cVyQn#9zq`{O(joR!`3!Zvh_!!=*z8ue4R z_&%$gu^2ID)l2Ud`!62E9Fe9Bpt8`K$8AC!Q_3{%i?6AP8Rilt%y9l?JGPELS{@<@ zk=erW65-z`$AOqGbQXF87_&S^(PH%TH&|sd$MCoo%_aR-%DEcJy$x(IyCcSe6!s1-@WI1 zBmGoH@U2E%LtAc~dAyr->vZoj_!3uV7>6_E<&nlDJO|6?o=5jKm_IbeYy&LfaKpS( zy9bpA?!`!QEQbf?$MOUn^$FFs2X73UQ%6S^{Vjhh@Y4v-meeECV_@q6r$!q)O z7l~)F<=K%{f99tpH6&oddVOs4XXGAw zxnM~#^582v!=saFg7GT+yMkkPV@b?Sc6wHmnvf-I_XE2y4acvCKR62dZaJ?r(JI1X zj}Q;;Uv|X6Jt2lI+z3tk$VHD!+8Ph0uXk&EoBRerd1jK3{3o7^-oA+_11!SN(}zz= zySG%urLaxbTaGqE{)j^cn)2)kNvYr)B{VCGuT-HEQXc2Krd>@TYB&NEKdy_=MjOQm zpB(@v&N6-n7YfGA4q?67erd`%93EuMS-h+!jXwmV{RHRqkBO|jv=&ff%kEUSJ*}xd z)yzO!N*d0(Rxj=tzL8q{U6&zokGo`KFOJ?8$=?EYn2 zakr4b7v?H>ZuCd4`Kmf*sM)MS+dGL}4gKe|to-{^gG3C)Zs|rpN}~>nfLLDgF91^T79HetnM{o$_+4QR>kc{E96f^ATr{d|7FiLU&ZR^{B2Z#?JmV-K|lIuP9A^ zjZ;nsng@G&-kzDqLP#WDX09*ej_YqP>d0yj(m5^i1lhY|XIUd&v`UwLsJw%Vu&%F! zq~X*xxd*H1zHyHtU{2xG@c97MsPrxj{ea+7hOB3nw)5}N4o-U9yZSmwEwNwR)U^6u z#jygUw4R6a+P2g!*{dZgEqlA$lGF;Xn?IOfbAK^voXH!0`+)1VZ^^07#gb#@xwv`I z(GmeYO>o*je~Km^I=B(GH^tGvLbGbC?nPQ3=A8b%homq1f$Ky5w2^tjekw2X*;CHf zvU#iRRvD|rJZ03ppFive!7xMr1hF=%kUp8_%Es}ksp%C&n^4x2IOZr_uTJwuf|;Uj zx1`*`rmlDM#F7+aI~G<2?rdjO*5^mn!6Cm_Ky|Ix|HE>(&c+7Vio-cV|Sx#1x=&h!sQJka*6h#*cCC? zNO)B|#k@SeB8ZDIeScIZD8#shVuojMpN8P=HPMkRO8#H=v}rERDj^xAhf%sQ9H(d0+zK1v-(;h<~{hPV%v!c zS?^!NQ*+`~+uAk%Ot>5smdbaO3cnrhj#|IfR9zJ;k!vnr*8SDv?tsRUv~qOJNbplj zr%{yDR+L#>b3#7Vir*Dd+KeQK81WL|t8DEK zA<$L~+KXm1){)IwtY{JSK&?T>`lLd*{xvxSAe3+Fmr!n3cSDD+(K zoqEG{zHsSz)mixkN|BhoO+4l2BTSm+QoM`F^VlqH_$4K;Fzu_hLp?&gvS6(lTwL-Z zR{hU8qyK4C+RZ=Th>2AOQKPBJhP!__9#X~=)0M!iaPpWz|5V8&Nb(omd@9!R(6#N4nmA(zDa zE323%VoXjg`I^>xv73W&hrYg39o_@Jcf;?kQv>Dv`% z{edG18G>|F?fsNs=ODN-!XenX?4CRA#EPp#OGqjvTnl zIJNYiR6(9vrifIH$zEO=tAOE#z7vtZ60E$5-t=8CmjYwtiM<8jV~VnrGppR;R>_`B z)-rsepC+1;nt*d*@qW9Kq?zEcS|Kkp*z^$kPOI3L^|+kJ+^!`=|Dp5Xuz;4N3%QdL zbWpiYFeSBbz3Y;e{V=fcKKv}0LbX~dSRDh6Q)ba+Exb8b>|Dy1r#h9`hjDDXfKhN&>U!g`_xv}cdMxAkdd3Jcu;7jYTql9{aHL=6HnffVWA3LtHYVHOL47^WF@bS z*|Ez03xDA(A`CQb>&LBxi-DfiCxI768X)Yc<+j^RcHl=@_;aA<(09o`CWvhE7Y_tG zpTEU7pp9(A39Rx<{ttGL@n_Y-nfjmX?}Lyl^Q>E{n=uRAp!)1ishc7sgA=+D;_t90 zofwKUfOP9?CqWGIS$YNi8Tj}|_f5GInZnW2g~cLkTJsL&v~k#ToP+&EEyL>xSU{t9 zX%AMa5&@TbG7Ob4>-0c%(z@uclvs&b`OM?tY&Vp4`ODdAtB+eY*;}lK(BVF$Nm8ZhVI_a9xth~S2Ue(Hz#KtoEj`)5;BtB9-B~A z2bXNsj{&4YNs){6(h-49#62u~h7VKIjPqJcIjm3QnY#0KK@Nn z61sBAkIas`MdWLU(gxG0o=fZZw$9iP_Id8FeViB9Jm&ZkUDN{1HmnRfU(2m9aL8lN z{uBMZY-r(B^Py(CBZ6%;k#WEb{txhz`E!idPg0wWhCfM~X)pRd4eo#X{(mPm|L<8% zAOIIaL(3(>EvcdD@&DT{0P&QTrxum*+;2l}ESdInJUFSOr)VpcfU~{-OCL$r{rHXF z3h9BEQ@>}jN+w~2Byb%=QN<-YJ1Zjmifmw3L1~f|#hcWMv+70ZZ+g-E9oRpg2V%`% zEeA_O1M^ILP-s$fnh=wFAK_BswB5hZJk=ClhmxK0(JXeG1rK3zfkWk4mY+j<*TwBVrY+3R3)74Rij1OLfDWVDcpe9 zV|dkmwbF7%TAO%}#NQZ6KWN*HBbB0I!nyQ3WP~Y|6~dmCys6Em2ks_Ywyc#NbLF~b zP|3xsQi_O@i4R%lcSpR1N8G)0Q=UIpyuls=p8%s*6dG9d%{NLP@huJ%WZ+S`RtH$J zsBDZf(fkJ8ghR_Vh|drB(vDZlTsAUM52GY`a|E^f4FVOQuNCD-h{fM*hVZDl`%mBy z^`vYPZgUT!^3R*)ItIkA;E2zNE1gCvJufz7(tEa_RPN#i3@oh{tj7NU-Cf2C;*F#K z05)n|>U9q?aLd^(T8|r6BP3*tLk1Pxivj<_ay=YfrSVCv{`)w7R()MH6YGaZ9{poyGsA z-G6&oAQu8wQS_6ZN1s1shf2RP`SGBI4ySTXG&lArLek1i zGp-24&}1+!arUt*xGW(?K%uDGG=Jo~ zA0-~w(DtV*+&~%k``o~t7Ck}Q0r~ws_}~Spc0r}o zWE;t$Lt3qa>)cSyP9^wzp12UE|si&Hz@&r*#iXC1#eriIdE@Qum_D zru9A*q2=0dct_uqb11lY1i9Bge@*tOGb)z1Nek-B1oQW|CS_p3W##?QgK(@aybNGo z8wQQ(t)of{6VHBeO|c}05$@=FlU28)E)k3BJ~RmXk-bOLW5GJ>Y905lOYzZ4IUf$u zbLs4@Mwwa*J|1wyqW`LFL?$uG^Sr`cybTGZzY!|vZq(sdP}R{m=ACG}g*6K4kyys( z`CP|*jk*#l5}=BKlZNFXpDG+dus&UPy@bB0rDU13xUlDK;X{ae<89}xMqjdsh z@Gy%kULV*rb$p8FVd66)=MSQI{7=a(F?(c_lgGfM%ujl3zb_;5jdtCy1V3?rRe|Qn z18%73mgRa*C`ym7N@n-c#H8bI<5D;o`lG+kF65f4_K zW8)srD|JQBBQ-85c4f*XLN@vC<%h{V!djW}%E9TjQgd!YV;be!e*o2F9aWMuKgh%6 zU)ktmu}_ogbm|t7ED@lC#FF>NnyjViJ`5^-`a||@PjSD;IjAiT(KD*}vHm1}&C&GG zs=2TkufKtLe5);5i`pZLiu;ow4-t&R&~#ewH>Mr6g3GadzEnP?#uw*$rhr&^9PZPw zLPkENk#OKu!D1eF1#!*Rxwui;o^f(NpfZl0dxgY} zd+rglPa%eq2UCyI84>?a0GlOb+Jn2LY`qW5Y`9NIvg$uC<_9LXr#PutvBPj1%ERqk zbx(j|Ughs{;>Rgc;eI~hgS+xyLGTjiC_3C;%MugGR}SCLl#jz$(y(H*3?!-MFFfX> z2A{gNJ|1Jv3eno->r$dK@?2uZ=Fh`;_E*XxLoUT-B}$GiULW!#_F1vB*?2I^%}R&G zbJ#R~=4+*^)ku#ddQQulrvp6p}E>65U_ z9UVsrEpp{Y3(ZR64M#*$i9BWX-jy6*S%U{I4R?~`(*MK&ClCPu0s;a80s#d90RaF2 z000315g{=_Q4nEqfsr7gvBA;d@bUlJ00;pA00BP`3zaG)ONkf^!zx{Gs4C%@2LN{qdk&=mrX)oKPtqh=mVH96gLQj5BgW;Z<0rV^ zm1P|#WVZyt*p5aznSefFrY8J&vof;+R0&e0M2RW{Fz`GM5r@cO@&t)0SA}>~uTrH- z@L`0N>Shw9M2RX_kPsE=F}f1T#lR6rjSnMn$jbpS&r!;5V8d}lgl&kc7g1?w?rm9# z+q&Z5dWF_@Gba}QL5P-yF{yH*_Hhtd*D)G#)X5;@UZEBtR_EN^23Ru0%pu?B1-a9VSy4POv;r45~V=$Fp(unl>%3Ui7Hg67=dJVzM;Ft%B9uBG&LK8CA6?A zT46gvj&O$HY!kSEa+Sc^cL`o`XAopdA)*ahHa^LIhZViX5UZDPYII6!CXcAFtSp?T zDZC*GQllRvJP!_|DpW~PfdmmF?8?G(--bb+N<`ga#A zQxwH)xK{rFzDQB?7IOtzY5DaO2r9&AcU5SA?%_l+x>4LRqmfvOJex^}h}SkZ3v*2p zsxf$r3=J(697~r7Fqh%qnw1hH9t?bt@lf+oB1HWKN|g{sFm+@|7*$f5UR^LcaW>O& zY$idg?l3sIm%;vOIhqwI1666fd+H@Sq_YZ3Sy)Rbz_r8QxKX<9 zUibXK9B#XBxM-~?bf=%VgEK6urMp0&DE7W!gh5JCLA!(y@~b1oVg%^sTFpJMiA*z5 z@F^u*maUoUAqvF4JBC|S_1v|kg~w~QEPRsSD?tzBv1~YmMF0~AfI&rg#ZS06iDb0Q zTmbe#6<%qGCZDqp+yHDqgAy%q8Wn2I^&;vgyT@=Hq6UaC6XA4IHVmk>)XI%5EV-T@UB7s<4IkcWaEDkp>E>&>p_@Z*T(fF6S7n4&HC2C?p6 zR$&djM1--j)xt|&*p%;3lGv8MS#V1+-eX0=uB9yryz%Z@L4M*BI4Mzt3!&Xg&tq&I zd~*STvugu7+$loz8ek1R#?MS`qde3^EyU(NGo@ZJxV0Kt8noxrD_tn7$56r4q7*X1 zZmy-8 zUz~_lzs%4UL{bo2u#U^sl4DC<<}GPpwOq>N*;h=fO#Bu*)aNMAmKF0EKv++4z+FpY zob?Y-gZqhMwG=TX3|kQIxGVaFYR^wFX71yk6)l^ktQnP4l`_|%rWKJ*?V9z8M-r%u zh~Fu=Z4AOdqUG~3QsSG5iD}#!S}P5hxwqKjZe0@m5YjgFn4l>5h)r|PkVnA?LJ*bV zkAuGzDpw3^?JV)dAKns24Z;+j4*F$eT*ip~iJHXxl?7IOTxVd=#T;KwSy^eODj`xG zgw3eM^9+U22w#XUvo9RVo{ja1+2Gax&fg(Tw)Ag1UEj>XKNZz zWzEKg(5U$tP=p}}L&M>;cP<`Kg^ko!rC2_o*@{)XO0x@=JD3DKQyl4KUV4la8a9vw zFXNah(|tuyW2Mqvu$Og@%t$vzi0u$fEWoW4^D6LGrrM6DlulWcAjGeVX3=AmelXxv zx|o7@&=X#qVkt;!m9MBEQvDSIha{tN->5C-Db`^`SZa3T#}kalFWg;-ZX)HK!OYg8 zu8Vt&$OV}b-Nt7*v8|Ecf)j6XH;F=Jw^@|t{m01pAqEhKhh9hY3{b4zo}*C#VBv^D zwv9%WFD9Z9MX~6yMKXX3uxy5;D6DY`O7P??Ka_Xt**@{}0ez@ibo zFwH>6sAe3^zNLGPsyNK7^$bg>B+6yPG|kKY69K7>xUO%Sj^6|!h6lBbRDfXSJ`8_B z2x<`U`590^#Cwvga|SExxNKIMzG7P;jOIO3y7wx}EL|iBAh*m=dh)rq<~@Zn@-l+E z&z#E?;0dbrx-&hn-i)-Nu3)>hQ-J6pdA?(zZ7BeXTY{~)K}>kKcW2z+9_|kSd_naD zKG)f&Swz|^(x5GdC52~E6l2c_?L~r zWK{{76(B{&%p=JOsoHu%Ihdja9^%F^mE_DJ4MWBG9r!RHYZ9s6`h$(@F&(Bg2N#!n zm2?^vMiUN9q&P%U78Tb~cDZT)043AfYQCb}7HMPfXuI+3=_8*ug1ccYW$prL{pb0=bAyuQ4Bn}~$l$-dN@5Zrhq32PU!n#kXP$3SS61*k!!A3&h z!5GFrpoAef^0@GPZQ)Ry--uPx{lia6NB2cb6bu%j4Qc_L1VEl#vjCp2aSRgHiJIBW z3`={^)2~80umY2k3pZ7)Wy(uO=2Q7VX57ixikN0D5wx~3V;KH| z5QHBu=_M4Q6?5Sw6Bd-7;SrUGw5}gD;w0feAr>JZ%wy_Q4rW8>hUmEC5T?eUZtvy`bP&#u@*_MP z+*gw_t)EQ7@U%%{%+oQ1%$igxo$e+m{F?Qkx5P=8Q_Xuz2VwNe1%1ZjVyiOx&smy< zIMa3f%b2TqTbFr=s9P#ne*ez%_EhZL_Z03ATfNu!MV zg;LmJ-rz;hloX?E2QV-gTkc#9R4ro}mH(OZb9ed11MP3x!|t63ra1pPrcXa}6+nAC@i$ zqf*unP%Kpt}Hw|$R`iHLRiqMK_I#S1UcU_jJ0I|sp*<|pJ|twlAoBa5EYJK zt2>8=EMqP|q=$e*!{mIFQJYH}af2VsbZ9!1(hzN-h|OM)KIO0jn+?JsS-LLf2xto0 z`IJc>9V0Su~9pQrr`u-TcEGS_!ro zv&2h6U9l+5@bN7I^F%1_1ruFBaS$0Dmj^s!1&cqLzf(cCH59WW&B02A-RyiqrV5Tr zHN*twDWNEDQt{apyct6zL3?aeJST$|FX|!Sd1K)IkW)qafvl+87LvdUlq22k?gY}h zS_NE&0#egsE1P9Jq#8Ae-00^fIFEaXbe+nFR+N+){pKGM%GI!9(=RkVvCX#vEl*g6 zW{w7?)Kt-L<|Klv=#MP;{{V^epnxI?N$8a9DD6hnM|RA;0{}H&+&0|Ebv=~@&O6+G zrVSSdXbNsCpw(`mt%CIEmsh4qQm~Tilj2)Uap;k=I~VcHOW-S2rZ~5FdYhy0rcy8z zP$%^aHE%{GnrSSa<6-=a+kqJNSjmW1b_l;@7%^guWBQ0dgs%>~jHAdw12L|Q9;QoM z>(tp#<~>VMV}K_*6uc@LzY2g2ui=!H!9Xy^9IB|e732d7?dBl2!eL&ndlX8j_XVUZ zUxp<=@ilQG$d%}`D@}h;UYPW++Zdto5KEx^Za*-s%m!MAJ*8~A*JKc3Tw7$_zfnSXdW6E%_rv@3{PCjH9_ujwsMA^>?Cwb>5!oGlK=k|&b? z08t2NURMzbie75{%a#b%Mj2R#ac`3PNMMx?AydkjApq@SIQoO&!p1TE2Y`eiLNQ{- zKcEq@j6sS-tx%YG%hYOte&I<>(vIcq2Uj*SDL05j66)Rvl*P8Cg?k*!AUO7zs@}i9oinr34x1zYkDWSo5@W*zFW) zLyQEvH;zJ3u&OhQxEqi`WtsW-ga?{k9_tmCNN5hzh}jy79UqTUnN;7V6+4P+nJ6@Q z_DsEcFSDitBB^F^6!T1Nfb@!o^vr+d$rrkWy(%EVP8?2S>@ydILbrMMGZf}64AabH z6*o>8MqjwDsyc!04W4Q-^H3oV&||2_%8x!I=N3wpg195i1}4;f${S+gD>x>aV^31v z*wn}d_Eb$syJj^*n&wbP-CQLXnN;U-uMB(_s9Ju~@J$j_z&-k-UCkiq`JUp=B#qR6 zv7(f9iqmuiB`G!c0J047&LF0AEahrE^MDhvj1aEDK9 zNC{}z-k~dAsG}29G$O|39x?Mel5@;DqK~_Yi9tEJMf1^d6xGX=>W(VOXkWF%x%8A_ zih3HA?MpSMh?Fxy%Nz;;tEMp)q~78Lj0PfeBEKmTRHzVv2zg@|lBFIFIdL@v%`4PF z&f-N*aVQZos*VA90cG@T#HBTOs2gm^SO5+`n2>Je0)n#}5B!Pu5^r*fGcsjVt8N)U zUzb9O7`5W9r0yIt)a>d3+KYpa z#BBDrn;=waeC`JD2OJ}nJq}5GqMI`=m33pdKx?{C%3o51I1wt6los8sHn@Hw>vvp! z!^sr8kEj+OaS(4e;fX3#2oN#)Yr;hR0`LwaqF&gzn}6~T=taWu%m+((S(Rq$A%Yw! z+zO?Z7;-0B`iv;qV(~2Oc$sxaaS}CHeo4gQ7~Deda-7Bt7TquMSE*<(Lf5*NO^ZmQ z^O^@Sn9IfIR33F}9;EScSfM7nO!YtEE;Qs(){XxD4;zWs~O&f-W&E);1 zZ3uiQ+F-3%OCShQ$P?!75R8ZxG z_>H-Lg+Qw)=@3Ls(<@=`Z}Ac-Ukt3nkJM;j1t4;5 z)T!n2L&+*ssKkjXDB^@HWo8?^Q8jA81arp$%m8aCmR&g1MWut{*ihSX8Z?ET;0hZE zq*JCL&A?3-Jxx09EExNaKiK-5hUSG&h|2n1Lp+x&Z_61qPrL{fjw(gIw;Gu@6`*4X zb{v*|(Nl&?l5As|PNF0!I7DPYvzX4nV&W?ZYn#00( z&pw1%lv6{8xXMm2awn-y=M{9>$IN;aJ!Za1OoyR^{DO@d4L|l?VW(*rmT5oJ181Cr zlux}>UQU>)EWy}&S5n#FN{{;tb1oPmZ-^tf1E1bCEQ|uNn8(R3Uxmx@Qldw~i^wo; z3$t@JaXrcAwGwj{hgO&Cr2=_jn`7>s>1a%qY6vLRJR33B2jLCB}&)LoXfLt25Z#X4BtnyxD!)F zg_Ga1G8hY`p9WzN=FWb*iZhWF%t;NG+p;wL1)4D;8BSgjrD11b0Do@92&RL8Tke^$}7E(D;-Z5!WyM zj@8uw!|rVWxF}PfOuQAfYwzQ^$0!5Z?z)8Y4+hj`01^w7hW-rtW3>o+3bT)ixpgne z0aV;a{$MNwV#q{d{NLyV9tH@)i!Z=s`3Q6I1&$@DZVW?^(aYbcDNNA;2|#U>-o6)u z{f}X7D@)x)RNm&AVBgnKx>j1O!~)O6D6Oj#oS!q9wjv%YxKMML_Rxx4F#iB*1NMx7 z^ilcNUx*KtV1e>o?5aESuCeVsD)o@W~0+a zE-PGaTYwz_lRrlgWlr@#pX@D0)UEVV}apBtCU%-i}kFVwq-%%f2$NpXVQ%EWOlEWZ~n9svw7ehtgS zzj1|!iCnV~reCjYLoFPnRw6)M{JAuD}Y6s3S! zR>q^rdP=9SaZ9)4Onyj(&~05SnUh?L!HW$r;Hvd-AOee5KM!$^S#RLq{g_gKtkv#) zLBKT*!WbQ|=HXqGTh-H#hM2vt6RN*y+_OcrYdV{5XI?Yn<;$ONc$*E!QdGf63@sAk zOP4NOxG<#4!sW}Ck2uDB;!{^mcNQ#D2gGhv0@k+tM9|8x$POwX7KOLsYZSMWqEZtr z$_krNC@Xa{uiMRG@uMzYA>z5LrRR0E>=D+2t=1I`Xb~mfggRt_Qkgk zNjF)d$#y-EFiO55-_z9=$;ekM2a$%UYV8OOJ-G zTs#EYA~#W^F>Sp^VOS-ajDJYWgj~6D;}R@cBawBOrqKXU_8$Givz)h8Ld*jCyv6D+ zVFRjws?GNj=uE+O!6@l@jYsC8lbv%ugZGKH15puT1V?iVa{HGH?Lk_IWuFR%e zz9Q{+AAMH3a^N5c!|ingUIuK@!|YCDu^xff{urVf2pX-S?8z?Z(dSzeul87x zb<3|w$;1F&z)$il+)8|65HG z$7@xZfCe<$taWAQcM(P!>SJ$uh^ty4+WLwu#mi9D#ITJ`Os~gmy>mkMUY-UG_O$>EUtzk1#cXYin{oZbh@}Mx7XD3ivg@OwgZ}_(4p1UG zCugq6qQjvb=ERwdNciPayA4X}u>3k;rU4Ld2~W>Zpl}5F19F^J+b$_Q2sWJ5)uwC1 zDp!l~b>LqFM5sB9b-~1CMiN)(xOrZvimhO$IhM-<7NvVNDAf|XkC?>|EZFq`?U@A2 zFL0>120+qukh&P9teM7RsB-g9f&T6~IOCVG=4yavds5=JnmxzmCScHFu~;_&yW^Mx zWyGd}ID-$&TA;VwI=1wCjY=cX;xzcU@5Ovq6)y=aW;l&3h{vNIZmE0ag_;(*?TZtL z&*lE0GvQ6@%auwKxDWk-LiV$LU-tl|HB)8B!^E%~0#{G`gO%ZY>|De2HF6x+#H{8S zt3+5_6mf`dQxkDXdHodum59Pr7>gGSg)z8z2$+IDpof|s@kj9*JBY!u5|HKwTLYsw zbjIbd&I4`?L4a=T{{V)dgr-oXKDdRU7gz>ZkpUPNH5KqpFXgSC;4Bmf?OMw6u&e+c zA&9jsFI*m``P5Jb+M9coSBbXRWy_u>e{^7i{W6d#bLByML+vp(i9L@x#j zcI^$vRbT`Ci$%4No8B6)m`kOX{>MX`Tq+5@YpID2lR5VHC}%>h5hla)P~i-vpp%R_ zH#m^y<>BToB}%B3Dsec2H8?`}tUE<-8KL8bJ#9;I}Ti5deixncb zPch*SCM(yhb>_}79{x?-nL zBkb3>6E*B~>I5aVm$TFF#}T`g$^8V(qn!GUtH^tRSs%?rO5{`{e&Ce^w%=J9Y~mUph0_@iSAd7A97MN`18dkFuW*h7 zyJc`&>cxr~VABHCay!IFuxQo%cLFxVPb4!fjHrt{nzrKRxq_Q@sjz1Xe zM&GGjQS^pm*$vb{I)GPg;eyd2V^?0_a@f}>3nw-h^neI)dO`w2#b#D@HUWOSiI4{; zGJ-L~=i!%eW(&EK+_`XEMPa|F;#47*KA|YUHvqd4Q-!|ZR5)s?7yu85CNrN2E5rI! zIuic?s3Vo73nJMER1celeLVR+hcM-R=u)3i!a6NvUl-4)YRQ2@P2u#y4XM<>^m>V) zB8y>q#-f!5f!qH8ekGeK4{MCMxWVs89x|R<#YW-5LryF9meVybs)(DS<@F80(-@0_ zb0yRjIyOh3?l=%E2To>q3j z&9Q1I=B1$%=#^J5nv}a)#Z0q{Jh2IZ?{KILKJN;CF^jROVAs#MyvJWsgVmO|=}^uN z59GpbD}qpdc_G$`LfU#@nJY1I?j8#KN~W(8lEX5~^)6qE&NJ~Vih`(6Gkx5pp?J9X z;Pn-@-|-4{brTY$M1;RBvg5}+dxI{6RSJk*;QfX;oEiexwh3Fv?SB%c5XDQRJc!_9 zTF#^2S9T0NC#XP(gh2-zDYY&1zM!fCmc2QBM5>t-aew>!!ZGGceQ*-kif%0Hv+4^V z9SpBexyMb_O-^SJIpSEiQqj0A3ZIXukwsAw2x}2ZY!x9y7oueViqaPAnN^$;1?me! zJwaJ|iCPQlVn{7kyC zT@c|oeMaIbPO3Wh4e?RfKNbAS%(=|vG*0s}r{+>UOaW&#D5m9N^_ylYLc~f+%&Tk9 z^EDLG@zfSy)Jy?v76HFdHBD5#lECW)aSav3ELU%-c8V(44_^H;%ykwC^V|%Y`Jj*f z;$5NcI`5V~G90`P&zNpG7+rKrov&lzb5fiUR)O*L5H7Knzd`=W)I`BSJ)Y&@L4lO} zdLxpR;g&+hlP0N-$Z2}RiJT@9h7HO9JN;}vF~8dUWw$7}H0Yng+TUzzqj4b0+% z#+USkyNMXb!{IlL$`J6unl5y=UZrb1iL~p7<~uq{kCtk-Z3!XJyh^%D~hx`>D;#T z)YW`AsZCHR44&p7=gEylVU!i=sgV5q5|F%ZH4WwBD&nj&rLNwf0ZrOc>KQ7a0nNFY zHfVnJE>Q+C{>oug5ux+c7GOL2+ZWq`xn$i}bq-ZZu&WnbHx$!gQvtnm5N!Gb7q~Bc zFHY^x5YU0@n#XKVRTrSxu~>@kt}(zuhi}&F*VHx!VN6^8PIQ$)Pi*cYpsQ@R=eRQP z<3b-&&^ChweCBCdo1y!Z{?Qky5wv=Zc3=Ue@ajC@agXWZ8iP3v!8ToWQ~R65)K?#w zmX!IZD2!tt4~nn0l}GIysxFNSmW4nKmDFFs+86lhW4W^H7>=UTRRj<*unipYyJCa1 zC~q0Xe{!q=HZkZK$SbO*isFLhZP%v6+#H?{TRuXW^([open ML course](https://ods.ai/tracks/open-ml-course) – открытый курс ODS по машинному обучению**
+ + + +Открытый курс машинного обучения возрождается, как феникс! Соревнования, дедлайны, общий рейтинг, куча теории и практики, юморок – все на русском и бесплатно, как в далеком 2017 году. Ранее курс вел Юрий Кашницкий (@yorko), теперь – Пётр Ермаков (@ermakovpetr). Курс на английском [mlcourse.ai](https://mlcourse.ai) остается жить в self-paced формате, а [этот курс](https://ods.ai/tracks/open-ml-course) будет активно перезапускаться. + +Сюда можно вставить видео-приветствие: + +

+ +

+ +Возрожденный открытый курс машинного обучения от OpenDataScience "ML-курс ODS" стартует 1 февраля 2022 г. Можно записаться на трек, чтоб следить за новостями. В [правом верхнем углу](https://ods.ai/tracks/open-ml-course) ткните "Start the track" и войдите с аккаунтом ods.ai, если есть, или заведите таковой (пожалуйста, указывайте реальное имя, оно пойдет рейтинг курса, как, например, тут в курсе NLP). + +Тут происходит развилка: + +- Англоязычная версия курса mlcourse.ai остается в режиме sеlf-paced, ее по-прежнему поддерживает Юрий Кашницкий (@yorko) +- Русскоязычную версию курса (которую вы сейчас видите) в ближайшие 3 года будет тащить Петр Ермаков (@ermakovpetr) – сооснователь сообщества ODS, Senior Data Scientist в Lamoda, руководитель школы datagym.ru + +Курс на русском возродится в том же формате, в каком он запускался в 2017 году – c дедлайнами, соревнованиями, проектами, общим рейтингом, кучей теории и практики, шутейками и стикерами. + diff --git a/jupyter_book/book/topic01/assignment01_pandas_uci_adult.md b/jupyter_book/book/topic01/assignment01_pandas_uci_adult.md new file mode 100644 index 0000000..5c7490e --- /dev/null +++ b/jupyter_book/book/topic01/assignment01_pandas_uci_adult.md @@ -0,0 +1,23 @@ +--- +jupytext: + formats: md:myst + text_representation: + extension: .md + format_name: myst +kernelspec: + display_name: Python 3 + language: python + name: python3 +--- + +(assignment01)= + +# Задание #1 (demo). Первичный анализ данных с Pandas + +```{figure} /_static/img/ods_stickers.jpg +:name: ods_stickers +``` + +**
[open ML course](https://ods.ai/tracks/open-ml-course) – открытый курс ODS по машинному обучению**

+ +И т.д. diff --git a/jupyter_book/book/topic01/topic01_pandas_data_analysis.md b/jupyter_book/book/topic01/topic01_pandas_data_analysis.md new file mode 100644 index 0000000..1acc89c --- /dev/null +++ b/jupyter_book/book/topic01/topic01_pandas_data_analysis.md @@ -0,0 +1,99 @@ +--- +jupytext: + formats: md:myst + text_representation: + extension: .md + format_name: myst +kernelspec: + display_name: Python 3 + language: python + name: python3 +--- + +(topic01)= + +# Тема 1. Первичный анализ данных + +```{figure} /_static/img/ods_stickers.jpg +:name: ods_stickers +``` + +**
[open ML course](https://ods.ai/tracks/open-ml-course) – открытый курс ODS по машинному обучению**

+ +Авторы: [Yury Kashnitsky](https://yorko.github.io). Translated and edited by [Christina Butsko](https://www.linkedin.com/in/christinabutsko/), [Yuanyuan Pao](https://www.linkedin.com/in/yuanyuanpao/), [Anastasia Manokhina](https://www.linkedin.com/in/anastasiamanokhina), Sergey Isaev and [Artem Trunov](https://www.linkedin.com/in/datamove/). This material is subject to the terms and conditions of the [Creative Commons CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) license. Free use is permitted for any non-commercial purpose. + + +```{figure} /_static/img/pandas.jpg +:width: 444px +:name: pandas +``` + +`Pandas` -- это библиотека Python, предоставляющая широкие возможности для анализа данных. Данные, с которыми работают датасаентисты, часто хранятся в форме табличек -- например, в форматах .csv, .tsv или .xlsx. С помощью библиотеки `Pandas` такие табличные данные очень удобно загружать, обрабатывать и анализировать с помощью SQL-подобных запросов. А в связке с библиотеками `Matplotlib` и `Seaborn` `Pandas` предоставляет широкие возможности визуального анализа табличных данных. + + +Основными структурами данных в `Pandas` являются классы `Series` и `DataFrame`. Первый из них представляет собой одномерный индексированный массив данных некоторого фиксированного типа. Второй – это двухмерная структура данных, представляющая собой таблицу, каждый столбец которой содержит данные одного типа. Можно представлять её как словарь объектов типа `Series`. Структура `DataFrame` отлично подходит для представления реальных данных: строки соответствуют признаковым описаниям отдельных объектов, а столбцы соответствуют признакам. + +```{code-cell} ipython3 +import pandas as pd +import numpy as np +from pathlib import Path +``` + +Будем показывать основные методы в деле, анализируя [набор данных](https://bigml.com/user/francisco/gallery/dataset/5163ad540c0b5e5b22000383) по оттоку клиентов телеком-оператора (скачивать не нужно, он есть в репозитории). Прочитаем данные (метод read_csv) и посмотрим на первые 5 строк с помощью метода `head`: + +```{code-cell} ipython3 +PATH_TO_DATA = Path("../../_static/data") + +df = pd.read_csv(PATH_TO_DATA / "telecom_churn.csv") +df.head() +``` + +
+Printing DataFrames in Jupyter notebooks +

+In Jupyter notebooks, Pandas DataFrames are printed as these pretty tables seen above while `print(df.head())` is less nicely formatted. +By default, Pandas displays 20 columns and 60 rows, so, if your DataFrame is bigger, use the `set_option` function as shown in the example below: + +```{code-cell} ipython3 +pd.set_option('display.max_columns', 100) +pd.set_option('display.max_rows', 100) +``` +

+
+
+ +# Интерактивные графики + +```{code-cell} ipython3 + +import plotly.io as pio +import plotly.express as px +import plotly.offline as py + +fig = px.scatter(df, x="Total day minutes", y="Customer service calls", color="Churn") +fig +``` + +```{note} +Это заметка. Формула Рамануджана: $\frac{1}{\pi}=\frac{2 \sqrt{2}}{99^{2}} \sum_{k=0}^{\infty} \frac{(4 k) !}{k !^{4}} \frac{26390 k+1103}{396^{4 k}}$ +``` + + +```{warning} +И так далее +``` + +## Ресурсы + +* The same notebook as an interactive web-based [Kaggle Kernel](https://www.kaggle.com/kashnitsky/topic-1-exploratory-data-analysis-with-pandas) +* ["Merging DataFrames with pandas"](https://nbviewer.jupyter.org/github/Yorko/mlcourse.ai/blob/main/jupyter_english/tutorials/merging_dataframes_tutorial_max_palko.ipynb) -- a tutorial by Max Plako within mlcourse.ai (full list of tutorials is [here](https://mlcourse.ai/tutorials)) +* ["Handle different dataset with dask and trying a little dask ML"](https://nbviewer.jupyter.org/github/Yorko/mlcourse.ai/blob/main/jupyter_english/tutorials/dask_objects_and_little_dask_ml_tutorial_iknyazeva.ipynb) -- a tutorial by Irina Knyazeva within mlcourse.ai +* Main course [site](https://mlcourse.ai), [course repo](https://github.com/Yorko/mlcourse.ai), and YouTube [channel](https://www.youtube.com/watch?v=QKTuw4PNOsU&list=PLVlY_7IJCMJeRfZ68eVfEcu-UcN9BbwiX) +* Official Pandas [documentation](http://pandas.pydata.org/pandas-docs/stable/index.html) +* Course materials as a [Kaggle Dataset](https://www.kaggle.com/kashnitsky/mlcourse) +* Medium ["story"](https://medium.com/open-machine-learning-course/open-machine-learning-course-topic-1-exploratory-data-analysis-with-pandas-de57880f1a68) based on this notebook +* If you read Russian: an [article](https://habrahabr.ru/company/ods/blog/322626/) on Habr.com with ~ the same material. And a [lecture](https://youtu.be/dEFxoyJhm3Y) on YouTube +* [10 minutes to pandas](http://pandas.pydata.org/pandas-docs/stable/10min.html) +* [Pandas cheatsheet PDF](https://github.com/pandas-dev/pandas/blob/master/doc/cheatsheet/Pandas_Cheat_Sheet.pdf) +* GitHub repos: [Pandas exercises](https://github.com/guipsamora/pandas_exercises/) and ["Effective Pandas"](https://github.com/TomAugspurger/effective-pandas) +* [scipy-lectures.org](http://www.scipy-lectures.org/index.html) -- tutorials on pandas, numpy, matplotlib and scikit-learn diff --git a/jupyter_book/book/topic01/videolecture01.md b/jupyter_book/book/topic01/videolecture01.md new file mode 100644 index 0000000..1a720f4 --- /dev/null +++ b/jupyter_book/book/topic01/videolecture01.md @@ -0,0 +1,11 @@ +(videolecture01)= + +# Лекция 1. Pandas и анализ данных + +В 1-ой лекции мы обсудим курс и попрактикуемся в первичном анализе данных с помощью библиотеки Pandas. + + +

+ +

From 31cecbe27d9bcacd310ccfec60be845635267fae Mon Sep 17 00:00:00 2001 From: Yury Kashnitsky Date: Sat, 25 Dec 2021 01:04:12 +0100 Subject: [PATCH 2/2] change pre-commit --- .pre-commit-config.yaml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 44e7c12..22254be 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,4 +1,3 @@ -files: ^mlcourse_ai_jupyter_book/ repos: - repo: https://github.com/pre-commit/pre-commit-hooks rev: v4.0.1 @@ -13,8 +12,8 @@ repos: # Too much noise from Yaspeller (have to extend the dictionary too often), # better to run manually from time to time -# `yaspeller -l en mlcourse_ai_jupyter_book/book/` -# +# `yaspeller -l en jupyter_book/book/` +# # - repo: https://github.com/hcodes/yaspeller.git # rev: v8.0.0 # hooks: