From 36e167b053f95a7b2beef95dd6492f4389dc450d Mon Sep 17 00:00:00 2001 From: "cezary.maszczyk" Date: Thu, 28 Nov 2024 11:03:00 +0100 Subject: [PATCH 1/3] fix: v2.1.24 of jar file, fixing bug in expert rule induction with conditions refining --- ...-2.1.21-all.jar => rulekit-2.1.24-all.jar} | Bin 42884011 -> 42885135 bytes rulekit/main.py | 2 +- setup.py | 2 +- tests/additional_resources/salary.csv | 6705 +++++++++++++++++ tests/test_classifier.py | 213 +- tests/test_regression.py | 120 +- tests/test_survival.py | 131 +- tests/utils.py | 9 +- 8 files changed, 7047 insertions(+), 135 deletions(-) rename rulekit/jar/{rulekit-2.1.21-all.jar => rulekit-2.1.24-all.jar} (99%) create mode 100644 tests/additional_resources/salary.csv diff --git a/rulekit/jar/rulekit-2.1.21-all.jar b/rulekit/jar/rulekit-2.1.24-all.jar similarity index 99% rename from rulekit/jar/rulekit-2.1.21-all.jar rename to rulekit/jar/rulekit-2.1.24-all.jar index 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+++ b/rulekit/main.py @@ -14,7 +14,7 @@ from rulekit._logging import _RuleKitJavaLoggerConfig -__RULEKIT_RELEASE_VERSION__ = '2.1.21' +__RULEKIT_RELEASE_VERSION__ = '2.1.24' __VERSION__ = f'{__RULEKIT_RELEASE_VERSION__}.0' diff --git a/setup.py b/setup.py index 88a01d9..7c12694 100644 --- a/setup.py +++ b/setup.py @@ -10,7 +10,7 @@ setuptools.setup( name="rulekit", - version='2.1.21.0', + version='2.1.24.0', author="Cezary Maszczyk", author_email="cezary.maszczyk@gmail.com", description="Comprehensive suite for rule-based learning", diff --git a/tests/additional_resources/salary.csv b/tests/additional_resources/salary.csv new file mode 100644 index 0000000..798e7ad --- /dev/null +++ b/tests/additional_resources/salary.csv @@ -0,0 +1,6705 @@ +Age,Gender,Education Level,Job Title,Years of Experience,Salary +32.0,Male,Bachelor's,Software Engineer,5.0,below average +28.0,Female,Master's,Data Analyst,3.0,below average +45.0,Male,PhD,Senior Manager,15.0,above average +36.0,Female,Bachelor's,Sales Associate,7.0,below average +52.0,Male,Master's,Director,20.0,high +29.0,Male,Bachelor's,Marketing Analyst,2.0,minimal +42.0,Female,Master's,Product Manager,12.0,average +31.0,Male,Bachelor's,Sales Manager,4.0,below average +26.0,Female,Bachelor's,Marketing Coordinator,1.0,minimal +38.0,Male,PhD,Senior Scientist,10.0,average +29.0,Male,Master's,Software Developer,3.0,below average +48.0,Female,Bachelor's,HR Manager,18.0,above average +35.0,Male,Bachelor's,Financial Analyst,6.0,below average +40.0,Female,Master's,Project Manager,14.0,above average +27.0,Male,Bachelor's,Customer Service Rep,2.0,minimal +44.0,Male,Bachelor's,Operations Manager,16.0,average +33.0,Female,Master's,Marketing Manager,7.0,below average +39.0,Male,PhD,Senior Engineer,12.0,average +25.0,Female,Bachelor's,Data Entry Clerk,0.0,minimal +51.0,Male,Bachelor's,Sales Director,22.0,high +34.0,Female,Master's,Business Analyst,5.0,below average +47.0,Male,Master's,VP of Operations,19.0,high +30.0,Male,Bachelor's,IT Support,2.0,minimal +36.0,Female,Bachelor's,Recruiter,9.0,below average +41.0,Male,Master's,Financial Manager,13.0,above average +28.0,Female,Bachelor's,Social Media Specialist,3.0,minimal +37.0,Female,Master's,Software Manager,11.0,average +24.0,Male,Bachelor's,Junior Developer,1.0,minimal +43.0,Female,PhD,Senior Consultant,15.0,above average +33.0,Male,Master's,Product Designer,6.0,below average +50.0,Male,Bachelor's,CEO,25.0,high +31.0,Female,Bachelor's,Accountant,4.0,minimal +29.0,Male,Master's,Data Scientist,3.0,below average +39.0,Female,Bachelor's,Marketing Specialist,10.0,below average +46.0,Male,PhD,Senior Manager,20.0,high +27.0,Male,Bachelor's,Technical Writer,2.0,minimal +35.0,Female,Bachelor's,HR Generalist,7.0,below average +42.0,Male,Master's,Project Engineer,14.0,average +26.0,Female,Bachelor's,Customer Success Rep,1.0,minimal +49.0,Male,Bachelor's,Sales Executive,21.0,above average +34.0,Female,Master's,UX Designer,5.0,below average +48.0,Male,Master's,Operations Director,18.0,high +30.0,Male,Bachelor's,Network Engineer,3.0,below average +36.0,Female,Bachelor's,Administrative Assistant,8.0,minimal +41.0,Male,Master's,Strategy Consultant,13.0,above average +28.0,Female,Bachelor's,Copywriter,2.0,minimal +32.0,Male,Bachelor's,Account Manager,5.0,below average +45.0,Female,Master's,Director of Marketing,16.0,high +38.0,Male,PhD,Senior Scientist,11.0,average +25.0,Male,Bachelor's,Help Desk Analyst,0.0,minimal +51.0,Female,Bachelor's,Customer Service Manager,22.0,above average +33.0,Male,Master's,Business Intelligence Analyst,7.0,below average +40.0,Female,Bachelor's,Event Coordinator,12.0,below average +47.0,Male,Master's,VP of Finance,19.0,high +29.0,Female,Bachelor's,Graphic Designer,3.0,minimal +36.0,Male,Bachelor's,Sales Manager,9.0,average +27.0,Female,Master's,UX Researcher,2.0,below average +43.0,Male,PhD,Senior Engineer,17.0,above average +30.0,Female,Bachelor's,Social Media Manager,4.0,minimal +35.0,Male,Master's,Product Manager,7.0,average +51.0,Female,Master's,Director of Operations,23.0,high +29.0,Male,Bachelor's,Marketing Analyst,3.0,minimal +40.0,Female,Bachelor's,HR Manager,12.0,below average +47.0,Male,PhD,Senior Data Scientist,21.0,high +26.0,Male,Bachelor's,Junior Accountant,1.0,minimal +38.0,Female,Master's,Digital Marketing Manager,10.0,below average +46.0,Male,Bachelor's,IT Manager,19.0,average +31.0,Female,Bachelor's,Customer Service Representative,5.0,minimal +34.0,Male,Master's,Business Development Manager,8.0,below average +49.0,Female,Master's,Senior Financial Analyst,18.0,above average +33.0,Male,Bachelor's,Web Developer,6.0,below average +39.0,Female,Bachelor's,Recruiter,11.0,below average +45.0,Male,PhD,Research Director,16.0,high +28.0,Male,Bachelor's,Technical Support Specialist,2.0,minimal +42.0,Female,Master's,Creative Director,14.0,average +37.0,Male,Bachelor's,Project Manager,10.0,average +50.0,Female,Bachelor's,Operations Manager,22.0,above average +32.0,Male,Master's,Senior Software Engineer,6.0,average +48.0,Female,Master's,Human Resources Director,20.0,high +30.0,Female,Bachelor's,Content Marketing Manager,3.0,minimal +36.0,Male,Bachelor's,Technical Recruiter,8.0,below average +41.0,Female,Master's,Data Analyst,13.0,below average +25.0,Male,Bachelor's,Sales Representative,0.0,minimal +52.0,Male,PhD,Chief Technology Officer,24.0,high +29.0,Female,Bachelor's,Junior Designer,2.0,minimal +34.0,Female,Master's,Financial Advisor,10.0,average +27.0,Male,Bachelor's,Junior Account Manager,2.0,minimal +40.0,Female,Bachelor's,HR Generalist,15.0,below average +46.0,Male,Master's,Senior Project Manager,21.0,above average +31.0,Female,Bachelor's,Marketing Coordinator,6.0,minimal +36.0,Male,PhD,Principal Scientist,11.0,average +29.0,Female,Bachelor's,Sales Associate,3.0,minimal +43.0,Male,Bachelor's,Supply Chain Manager,18.0,average +52.0,Female,Master's,Senior Marketing Manager,25.0,high +33.0,Male,Bachelor's,Business Analyst,7.0,below average +39.0,Female,Bachelor's,Training Specialist,12.0,below average +47.0,Male,PhD,Research Scientist,22.0,above average +26.0,Male,Bachelor's,Junior Software Developer,1.0,minimal +38.0,Female,Master's,Public Relations Manager,10.0,below average +45.0,Male,Bachelor's,Operations Analyst,20.0,average +31.0,Female,Bachelor's,Event Coordinator,5.0,minimal +35.0,Male,Master's,Product Marketing Manager,8.0,average +49.0,Female,Master's,Senior HR Manager,19.0,above average +33.0,Male,Bachelor's,Junior Web Developer,5.0,minimal +39.0,Female,Master's,Senior Project Coordinator,13.0,below average +44.0,Male,PhD,Chief Data Officer,16.0,high +30.0,Female,Bachelor's,Digital Content Producer,3.0,minimal +36.0,Male,Bachelor's,IT Support Specialist,7.0,below average +41.0,Female,Master's,Senior Marketing Analyst,14.0,average +28.0,Male,Bachelor's,Customer Success Manager,2.0,minimal +42.0,Female,Master's,Senior Graphic Designer,15.0,average +37.0,Male,Bachelor's,Software Project Manager,9.0,average +50.0,Female,Bachelor's,Supply Chain Analyst,22.0,above average +32.0,Male,Master's,Senior Business Analyst,6.0,below average +23.0,Female,Bachelor's,Junior Marketing Analyst,0.5,minimal +31.0,Male,Master's,Senior Financial Analyst,6.0,average +40.0,Female,Bachelor's,Office Manager,15.0,below average +48.0,Male,PhD,Principal Engineer,20.0,high +29.0,Female,Bachelor's,Junior HR Generalist,3.0,minimal +35.0,Male,Master's,Senior Product Manager,10.0,average +42.0,Female,Bachelor's,Sales Manager,17.0,average +53.0,Male,Master's,Director of Marketing,25.0,high +33.0,Female,Bachelor's,Junior Operations Analyst,5.0,minimal +38.0,Male,Bachelor's,Customer Service Manager,11.0,below average +44.0,Female,PhD,Senior Scientist,16.0,above average +26.0,Male,Bachelor's,Junior Accountant,2.0,minimal +37.0,Female,Master's,Senior HR Generalist,9.0,average +45.0,Male,Bachelor's,Sales Operations Manager,18.0,average +32.0,Female,Bachelor's,Marketing Coordinator,4.0,minimal +34.0,Male,Master's,Senior Software Developer,8.0,average +50.0,Female,Master's,Director of Operations,21.0,above average +29.0,Male,Bachelor's,Junior Web Designer,3.0,minimal +40.0,Female,Master's,Senior Training Specialist,12.0,average +47.0,Male,PhD,Senior Research Scientist,22.0,above average +27.0,Male,Bachelor's,Junior Sales Representative,1.0,minimal +39.0,Female,Bachelor's,Administrative Assistant,10.0,minimal +46.0,Male,Master's,Senior Project Manager,19.0,above average +30.0,Female,Bachelor's,Junior Marketing Manager,4.0,minimal +36.0,Male,Bachelor's,Junior Data Analyst,7.0,below average +43.0,Female,Master's,Senior Product Marketing Manager,14.0,average +28.0,Male,Bachelor's,Junior Business Analyst,2.0,minimal +41.0,Female,Master's,Senior Marketing Manager,13.0,average +33.0,Male,Bachelor's,Junior Software Developer,5.0,minimal +47.0,Male,Bachelor's,Senior Sales Manager,20.0,above average +25.0,Female,Master's,Junior Marketing Specialist,1.5,minimal +34.0,Male,Bachelor's,Senior Business Analyst,8.0,below average +42.0,Female,PhD,Senior Data Scientist,16.0,above average +31.0,Male,Bachelor's,Junior Project Manager,4.0,below average +38.0,Female,Bachelor's,Senior Accountant,10.0,below average +45.0,Male,Master's,Director of Sales,19.0,high +29.0,Female,Bachelor's,Junior Recruiter,3.0,minimal +36.0,Male,Master's,Senior Business Development Manager,11.0,average +43.0,Female,PhD,Senior Product Designer,18.0,above average +26.0,Male,Bachelor's,Junior Customer Support Specialist,2.0,minimal +37.0,Female,Master's,Senior Marketing Analyst,9.0,average +44.0,Male,Bachelor's,Senior IT Support Specialist,14.0,average +32.0,Female,Bachelor's,Junior Financial Analyst,5.0,minimal +33.0,Male,Master's,Senior Operations Manager,7.0,average +51.0,Female,PhD,Director of Human Resources,23.0,high +28.0,Male,Bachelor's,Junior Software Engineer,2.0,minimal +39.0,Female,Bachelor's,Senior Sales Representative,12.0,below average +48.0,Male,Master's,Director of Product Management,21.0,high +30.0,Female,Bachelor's,Junior Copywriter,3.0,minimal +35.0,Male,Bachelor's,Senior Marketing Coordinator,7.0,below average +41.0,Female,Master's,Senior Human Resources Manager,13.0,average +27.0,Male,Bachelor's,Junior Business Development Associate,1.5,minimal +40.0,Female,Bachelor's,Senior Account Manager,14.0,average +46.0,Male,PhD,Senior Researcher,18.0,above average +31.0,Female,Bachelor's,Junior HR Coordinator,4.0,minimal +34.0,Male,Master's,Senior Software Engineer,9.0,average +50.0,Female,Master's,Director of Finance,20.0,high +29.0,Male,Bachelor's,Junior Marketing Coordinator,2.0,minimal +,,,,,average +43.0,Male,Bachelor's,Senior Project Manager,16.0,above average +26.0,Female,Master's,Junior Data Scientist,1.5,minimal +35.0,Male,Bachelor's,Senior Operations Analyst,7.0,below average +42.0,Female,PhD,Senior Marketing Manager,18.0,above average +31.0,Male,Bachelor's,Junior Accountant,4.0,minimal +38.0,Female,Bachelor's,Senior Human Resources Coordinator,10.0,below average +46.0,Male,Master's,Director of Operations,20.0,high +29.0,Female,Bachelor's,Junior Sales Representative,2.0,minimal +37.0,Male,Master's,Senior Business Analyst,9.0,average +44.0,Female,PhD,Senior UX Designer,15.0,above average +27.0,Male,Bachelor's,Junior Product Manager,2.0,minimal +36.0,Female,Bachelor's,Senior Marketing Specialist,8.0,below average +43.0,Male,Bachelor's,Senior IT Project Manager,14.0,above average +33.0,Female,Master's,Senior Financial Analyst,6.0,average +34.0,Male,Bachelor's,Senior Quality Assurance Analyst,9.0,average +50.0,Female,PhD,Director of Sales and Marketing,22.0,high +28.0,Male,Bachelor's,Junior Operations Analyst,1.5,minimal +39.0,Female,Bachelor's,Senior Account Executive,12.0,average +47.0,Male,Master's,Director of Business Development,19.0,high +30.0,Female,Bachelor's,Junior Social Media Manager,3.0,minimal +34.0,Male,Bachelor's,Senior Product Manager,7.0,average +40.0,Female,Master's,Senior Human Resources Specialist,13.0,average +28.0,Male,Bachelor's,Junior Business Analyst,2.0,minimal +41.0,Female,Bachelor's,Senior Marketing Coordinator,11.0,below average +45.0,Male,PhD,Senior Data Analyst,17.0,above average +32.0,Female,Bachelor's,Junior Account Manager,5.0,minimal +35.0,Male,Master's,Senior Software Developer,9.0,average +49.0,Female,Master's,Director of Human Capital,21.0,high +30.0,Male,Bachelor's,Junior Advertising Coordinator,3.0,minimal +44.0,Male,Bachelor's,Senior Sales Manager,16.0,above average +27.0,Female,Master's,Junior UX Designer,1.5,minimal +36.0,Male,Bachelor's,Senior Accountant,7.0,below average +41.0,Female,PhD,Senior Marketing Director,17.0,above average +31.0,Male,Bachelor's,Junior HR Generalist,4.0,minimal +39.0,Female,Bachelor's,Senior Operations Manager,10.0,average +47.0,Male,Master's,Director of Finance,20.0,high +30.0,Female,Bachelor's,Junior Marketing Coordinator,2.0,minimal +38.0,Male,Master's,Senior IT Consultant,9.0,average +45.0,Female,PhD,Senior Product Designer,15.0,above average +28.0,Male,Bachelor's,Junior Business Development Associate,2.0,minimal +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +44.0,Male,Bachelor's,Senior Software Engineer,14.0,above average +34.0,Female,Master's,Senior Financial Advisor,6.0,average +35.0,Male,Bachelor's,Senior Project Coordinator,9.0,average +50.0,Female,PhD,Director of Operations,22.0,high +29.0,Male,Bachelor's,Junior Business Operations Analyst,1.5,minimal +40.0,Female,Bachelor's,Senior Sales Representative,12.0,average +48.0,Male,Master's,Director of Marketing,19.0,high +31.0,Female,Bachelor's,Junior Social Media Specialist,3.0,minimal +33.0,Male,Bachelor's,Senior Product Development Manager,7.0,average +42.0,Female,Master's,Senior Human Resources Manager,13.0,above average +28.0,Male,Bachelor's,Junior Financial Analyst,2.0,minimal +40.0,Female,Bachelor's,Senior Marketing Manager,11.0,average +46.0,Male,PhD,Senior Data Scientist,18.0,above average +33.0,Female,Bachelor's,Junior Operations Manager,5.0,below average +37.0,Male,Master's,Senior Software Architect,9.0,average +51.0,Female,Master's,Director of Human Resources,21.0,high +30.0,Male,Bachelor's,Junior Marketing Specialist,3.0,minimal +43.0,Male,Bachelor's,Senior Project Manager,15.0,average +27.0,Female,Master's,Junior Research Scientist,1.5,minimal +35.0,Male,Bachelor's,Senior Operations Analyst,8.0,below average +42.0,Female,PhD,Senior Marketing Manager,13.0,above average +32.0,Male,Bachelor's,Junior Sales Representative,3.0,minimal +37.0,Female,Bachelor's,Senior Financial Analyst,9.0,average +45.0,Male,Master's,Senior Software Developer,16.0,above average +33.0,Female,Bachelor's,Junior Operations Analyst,5.0,below average +39.0,Male,Bachelor's,Senior Marketing Specialist,10.0,average +44.0,Female,PhD,Senior HR Manager,18.0,above average +29.0,Male,Bachelor's,Junior Business Analyst,1.5,minimal +38.0,Female,Bachelor's,Senior Product Manager,10.0,average +46.0,Male,PhD,Senior Data Analyst,19.0,above average +34.0,Female,Bachelor's,Junior Marketing Analyst,6.0,below average +36.0,Male,Bachelor's,Senior Operations Manager,8.0,average +49.0,Female,Master's,Director of Marketing,21.0,high +31.0,Male,Bachelor's,Junior Financial Analyst,3.0,minimal +41.0,Female,Bachelor's,Senior Project Coordinator,11.0,average +47.0,Male,Master's,Director of Operations,20.0,high +30.0,Female,Bachelor's,Junior Marketing Coordinator,2.0,minimal +38.0,Male,Master's,Senior IT Consultant,9.0,average +45.0,Female,PhD,Senior Product Designer,15.0,above average +28.0,Male,Bachelor's,Junior Business Development Associate,2.0,minimal +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +44.0,Male,Bachelor's,Senior Software Engineer,14.0,above average +34.0,Female,Master's,Senior Financial Advisor,6.0,average +35.0,Male,Bachelor's,Senior Project Coordinator,9.0,average +50.0,Female,PhD,Director of Operations,22.0,high +29.0,Male,Bachelor's,Junior Business Operations Analyst,1.5,minimal +,,,,,average +37.0,Female,Bachelor's,Senior Financial Manager,10.0,average +46.0,Male,PhD,Senior Data Scientist,18.0,above average +31.0,Female,Bachelor's,Junior Marketing Coordinator,3.0,minimal +42.0,Male,Bachelor's,Senior Operations Manager,12.0,average +29.0,Female,Bachelor's,Junior Sales Representative,1.5,minimal +36.0,Male,Bachelor's,Senior Marketing Specialist,8.0,average +44.0,Female,Master's,Senior HR Specialist,15.0,above average +33.0,Male,Bachelor's,Junior Operations Manager,4.0,below average +39.0,Female,Bachelor's,Senior Marketing Coordinator,9.0,average +45.0,Male,PhD,Senior Data Engineer,16.0,above average +32.0,Female,Bachelor's,Junior Marketing Manager,4.0,below average +37.0,Male,Bachelor's,Senior Financial Analyst,8.0,below average +47.0,Female,Master's,Director of Marketing,20.0,high +30.0,Male,Bachelor's,Junior Business Analyst,2.0,minimal +38.0,Female,Bachelor's,Senior Project Manager,9.0,average +46.0,Male,PhD,Senior Data Analyst,17.0,above average +34.0,Female,Bachelor's,Junior Financial Analyst,5.0,below average +36.0,Male,Bachelor's,Senior Product Manager,8.0,average +49.0,Female,Master's,Director of Operations,21.0,high +31.0,Male,Bachelor's,Junior Operations Analyst,3.0,minimal +41.0,Female,Bachelor's,Senior Project Coordinator,11.0,average +47.0,Male,Master's,Director of Marketing,19.0,high +29.0,Female,Bachelor's,Junior Business Development Associate,1.5,minimal +35.0,Male,Bachelor's,Senior Financial Manager,9.0,average +44.0,Female,PhD,Senior Product Designer,15.0,above average +33.0,Male,Bachelor's,Junior Business Analyst,4.0,below average +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +44.0,Male,Bachelor's,Senior Software Engineer,13.0,above average +32.0,Male,Bachelor's,Junior Product Manager,4.0,below average +38.0,Female,Bachelor's,Senior Business Analyst,10.0,average +49.0,Male,PhD,Director of Operations,21.0,high +29.0,Female,Bachelor's,Junior Marketing Specialist,2.0,minimal +35.0,Male,Bachelor's,Senior Business Development Manager,7.0,below average +45.0,Female,Master's,Senior HR Manager,14.0,above average +33.0,Male,Bachelor's,Junior Financial Analyst,4.0,below average +40.0,Female,Bachelor's,Senior Marketing Manager,12.0,above average +44.0,Male,PhD,Senior Data Scientist,16.0,above average +30.0,Female,Bachelor's,Junior Operations Coordinator,2.0,minimal +37.0,Male,Bachelor's,Senior Marketing Analyst,9.0,average +48.0,Female,Master's,Director of HR,20.0,high +31.0,Male,Bachelor's,Junior Project Manager,3.0,minimal +38.0,Female,Bachelor's,Senior Operations Coordinator,9.0,average +45.0,Male,PhD,Senior Data Engineer,16.0,above average +33.0,Female,Bachelor's,Junior Marketing Manager,5.0,below average +36.0,Male,Bachelor's,Senior Business Analyst,8.0,average +49.0,Female,Master's,Director of Marketing,21.0,high +31.0,Male,Bachelor's,Junior Operations Analyst,3.0,minimal +42.0,Female,Bachelor's,Senior Project Manager,12.0,average +47.0,Male,Master's,Director of Marketing,19.0,high +29.0,Female,Bachelor's,Junior Business Development Associate,1.5,minimal +35.0,Male,Bachelor's,Senior Financial Manager,9.0,average +44.0,Female,PhD,Senior Product Designer,15.0,above average +33.0,Male,Bachelor's,Junior Business Analyst,4.0,below average +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +44.0,Male,Bachelor's,Senior Software Engineer,13.0,above average +34.0,Female,Master's,Senior Financial Advisor,6.0,below average +36.0,Male,Bachelor's,Senior Marketing Specialist,8.0,average +30.0,Female,Bachelor's,Junior HR Coordinator,2.0,minimal +37.0,Male,Bachelor's,Senior Business Development Manager,10.0,average +45.0,Female,Master's,Senior Marketing Manager,16.0,above average +32.0,Male,Bachelor's,Junior Financial Advisor,4.0,below average +39.0,Female,Bachelor's,Senior Project Manager,12.0,above average +47.0,Male,PhD,Director of Engineering,20.0,high +29.0,Female,Bachelor's,Junior Marketing Analyst,2.0,minimal +36.0,Male,Bachelor's,Senior Operations Manager,9.0,average +43.0,Female,PhD,Senior Data Scientist,15.0,above average +32.0,Male,Bachelor's,Junior Marketing Coordinator,3.0,minimal +38.0,Female,Bachelor's,Senior Business Analyst,10.0,average +48.0,Male,Master's,Director of Marketing,21.0,high +31.0,Female,Bachelor's,Junior Business Development Associate,3.0,minimal +40.0,Male,Bachelor's,Senior Financial Analyst,12.0,above average +45.0,Female,PhD,Senior UX Designer,16.0,above average +33.0,Male,Bachelor's,Junior Product Manager,4.0,below average +36.0,Female,Bachelor's,Senior Marketing Manager,8.0,average +47.0,Male,Master's,Director of Operations,19.0,high +29.0,Female,Bachelor's,Junior Project Manager,2.0,minimal +34.0,Male,Bachelor's,Senior Operations Coordinator,7.0,below average +44.0,Female,PhD,Senior Business Analyst,15.0,above average +33.0,Male,Bachelor's,Junior Marketing Specialist,5.0,below average +35.0,Female,Bachelor's,Senior Financial Manager,8.0,below average +43.0,Male,Master's,Director of Marketing,18.0,high +31.0,Female,Bachelor's,Junior Financial Analyst,3.0,minimal +41.0,Male,Bachelor's,Senior Product Manager,14.0,above average +44.0,Female,PhD,Senior Data Engineer,16.0,above average +33.0,Male,Bachelor's,Junior Business Analyst,4.0,below average +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +45.0,Male,Master's,Director of Engineering,19.0,high +28.0,Female,Bachelor's,Junior Operations Manager,1.0,minimal +36.0,Male,Bachelor's,Senior Business Development Manager,8.0,average +44.0,Female,PhD,Senior Data Scientist,16.0,above average +31.0,Male,Bachelor's,Junior Marketing Coordinator,3.0,minimal +38.0,Female,Bachelor's,Senior Business Analyst,10.0,average +48.0,Male,Master's,Director of Marketing,21.0,high +31.0,Female,Bachelor's,Junior Business Development Associate,3.0,minimal +40.0,Male,Bachelor's,Senior Financial Analyst,12.0,above average +45.0,Female,PhD,Senior UX Designer,16.0,above average +33.0,Male,Bachelor's,Junior Product Manager,4.0,below average +36.0,Female,Bachelor's,Senior Marketing Manager,8.0,average +47.0,Male,Master's,Director of Operations,19.0,high +29.0,Female,Bachelor's,Junior Project Manager,2.0,minimal +34.0,Male,Bachelor's,Senior Operations Coordinator,7.0,below average +44.0,Female,PhD,Senior Business Analyst,15.0,above average +33.0,Male,Bachelor's,Junior Marketing Specialist,5.0,below average +35.0,Female,Bachelor's,Senior Financial Manager,8.0,below average +43.0,Male,Master's,Director of Marketing,18.0,high +31.0,Female,Bachelor's,Junior Financial Analyst,3.0,minimal +41.0,Male,Bachelor's,Senior Product Manager,14.0,above average +44.0,Female,PhD,Senior Data Engineer,16.0,above average +33.0,Male,Bachelor's,Junior Business Analyst,4.0,below average +35.0,Female,Bachelor's,Senior Marketing Analyst,8.0,below average +43.0,Male,Master's,Director of Operations,19.0,high +29.0,Female,Bachelor's,Junior Project Manager,2.0,minimal +34.0,Male,Bachelor's,Senior Operations Coordinator,7.0,below average +44.0,Female,PhD,Senior Business Analyst,15.0,above average +31.0,Male,Master's,Data Scientist,6.0,above average +28.0,Female,Bachelor's,Software Engineer,3.0,average +26.0,Male,Master's,Product Manager,2.0,average +27.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Male,PhD,Data Scientist,5.0,high +29.0,Female,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Product Manager,7.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +28.0,Male,Bachelor's,Software Engineer,3.0,average +26.0,Female,Master's,Product Manager,2.0,average +27.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,5.0,high +29.0,Male,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Product Manager,7.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +28.0,Male,Bachelor's,Software Engineer,3.0,average +26.0,Female,Master's,Product Manager,2.0,average +27.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,5.0,high +29.0,Male,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Product Manager,7.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +28.0,Male,Bachelor's,Software Engineer,3.0,average +26.0,Female,Master's,Product Manager,2.0,average +27.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,5.0,high +29.0,Male,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Product Manager,7.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +28.0,Male,Bachelor's,Software Engineer,3.0,average +26.0,Female,Master's,Product Manager,2.0,average +27.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,5.0,high +29.0,Male,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Product Manager,7.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +25.0,Female,Master's,Data Analyst,1.0,average +33.0,Male,PhD,Data Scientist,8.0,high +31.0,Female,Bachelor's,Software Engineer,6.0,above average +28.0,Male,Master's,Product Manager,3.0,above average +30.0,Female,Bachelor's,Data Analyst,5.0,above average +27.0,Male,PhD,Data Scientist,2.0,average +29.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Bachelor's,Product Manager,9.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +24.0,Male,Bachelor's,Data Analyst,1.0,below average +31.0,Female,Master's,Data Scientist,9.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +23.0,Male,Bachelor's,Data Analyst,1.0,average +32.0,Female,PhD,Data Scientist,10.0,high +29.0,Male,Bachelor's,Software Engineer,6.0,high +30.0,Female,Bachelor's,Product Manager,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +31.0,Female,Master's,Data Scientist,6.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +33.0,Male,Master's,Product Manager,11.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,above average +30.0,Male,PhD,Data Scientist,7.0,high +27.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Master's,Product Manager,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,average +32.0,Male,Bachelor's,Software Engineer,8.0,high +29.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +31.0,Female,PhD,Data Scientist,9.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +27.0,Female,Bachelor's,Product Manager,4.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Male,Bachelor's,Data Analyst,2.0,average +28.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Software Engineer,8.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +24.0,Male,Bachelor's,Data Analyst,1.0,average +31.0,Male,Master's,Data Scientist,9.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,above average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +23.0,Male,Bachelor's,Data Analyst,1.0,below average +32.0,Female,PhD,Data Scientist,10.0,high +29.0,Male,Bachelor's,Software Engineer,6.0,high +30.0,Female,Bachelor's,Product Manager,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +31.0,Female,Master's,Data Scientist,6.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +33.0,Male,Master's,Product Manager,11.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,above average +30.0,Male,PhD,Data Scientist,7.0,high +27.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Master's,Product Manager,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,average +32.0,Male,Bachelor's,Software Engineer,8.0,high +29.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +31.0,Female,PhD,Data Scientist,9.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +27.0,Female,Bachelor's,Product Manager,4.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +23.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Female,Master's,Data Scientist,4.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +24.0,Female,Bachelor's,Product Manager,3.0,average +25.0,Male,Bachelor's,Data Analyst,2.0,average +31.0,Male,Master's,Data Scientist,7.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,10.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,above average +30.0,Female,PhD,Data Scientist,6.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,11.0,high +23.0,Male,Bachelor's,Data Analyst,1.0,below average +32.0,Female,PhD,Data Scientist,9.0,high +29.0,Male,Bachelor's,Software Engineer,6.0,high +30.0,Female,Bachelor's,Product Manager,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +31.0,Female,Master's,Data Scientist,6.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +33.0,Male,Master's,Product Manager,11.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,above average +30.0,Male,PhD,Data Scientist,7.0,high +27.0,Female,Bachelor's,Software Engineer,4.0,above average +34.0,Male,Master's,Product Manager,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,average +32.0,Male,Bachelor's,Software Engineer,8.0,high +29.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +31.0,Female,PhD,Data Scientist,9.0,high +28.0,Male,Bachelor's,Software Engineer,5.0,above average +27.0,Female,Bachelor's,Product Manager,4.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +25.0,Male,Bachelor's,Data Analyst,3.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +29.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +24.0,Male,Bachelor's,Data Analyst,1.0,average +33.0,Female,Master's,Product Manager,11.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Female,Bachelor's,Data Analyst,3.0,above average +30.0,Male,PhD,Data Scientist,7.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +24.0,Male,Bachelor's,Data Analyst,1.0,below average +33.0,Male,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +28.0,Male,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +31.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +24.0,Male,Bachelor's,Data Analyst,1.0,below average +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,above average +29.0,Female,Master's,Data Scientist,6.0,high +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,1.0,below average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +32.0,Male,Bachelor's Degree,Data Analyst,5.0,above average +27.0,Female,Master's Degree,Data Scientist,3.0,high +40.0,Male,Bachelor's Degree,Software Engineer,12.0,high +35.0,Female,Bachelor's Degree,Product Manager,8.0,above average +43.0,Male,Master's Degree,Data Scientist,15.0,high +29.0,Female,Bachelor's Degree,Software Engineer,4.0,above average +36.0,Male,Bachelor's Degree,Data Analyst,9.0,above average +31.0,Male,Master's Degree,Data Scientist,6.0,high +42.0,Female,Bachelor's Degree,Software Engineer,13.0,high +33.0,Male,Bachelor's Degree,Data Analyst,7.0,above average +29.0,Female,Master's Degree,Data Scientist,4.0,high +41.0,Male,Bachelor's Degree,Software Engineer,11.0,high +35.0,Female,Bachelor's Degree,Product Manager,8.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +32.0,Male,Bachelor's,Data Scientist,8.0,high +29.0,Female,Master's,Data Analyst,6.0,above average +30.0,Male,Bachelor's,Data Analyst,5.0,above average +24.0,Male,Bachelor's,Data Analyst,2.0,average +33.0,Female,Master's,Product Manager,11.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Female,Bachelor's,Data Analyst,3.0,average +30.0,Male,PhD,Data Scientist,7.0,high +27.0,Female,Bachelor's,Product Manager,4.0,above average +24.0,Male,Bachelor's,Data Analyst,2.0,average +33.0,Male,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +28.0,Male,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Data Scientist,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +31.0,Female,Master's,Data Scientist,6.0,high +30.0,Male,Bachelor's,Data Analyst,5.0,above average +24.0,Male,Bachelor's,Data Analyst,2.0,average +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +25.0,Male,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +27.0,Male,Bachelor's,Software Engineer,4.0,above average +34.0,Female,Master's,Product Manager,12.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +31.0,Male,Bachelor's,Data Analyst,9.0,high +28.0,Female,Bachelor's,Software Engineer,5.0,above average +26.0,Male,Bachelor's,Data Analyst,3.0,average +29.0,Female,Master's,Data Scientist,6.0,above average +32.0,Male,Bachelor's,Software Engineer,8.0,high +33.0,Female,Master's,Product Manager,11.0,high +24.0,Male,Bachelor's,Data Analyst,2.0,average +27.0,Male,Bachelor's,Software Engineer,4.0,above average +25.0,Female,Bachelor's,Data Analyst,2.0,average +30.0,Female,PhD,Data Scientist,7.0,high +29.0,Male,Bachelor's,Software Engineer,7.0,high +27.0,Female,Bachelor's,Data Analyst,5.0,average +33.0,Male,Master's,Data Scientist,10.0,high +28.0,Male,Bachelor's,Software Engineer,4.0,above average +26.0,Female,Bachelor's,Data Analyst,3.0,average +31.0,Male,Bachelor's,Product Manager,8.0,high +30.0,Male,Master's,Software Engineer,6.0,high +32.0,Female,Bachelor's,Data Scientist,9.0,high +29.0,Male,Bachelor's,Data Analyst,7.0,above average +35.0,Female,Bachelor's,Product Manager,12.0,high +27.0,Male,Bachelor's,Software Engineer,5.0,above average +28.0,Female,Master's,Data Scientist,6.0,above average +37.0,Male,PhD,Product Manager,14.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,Bachelor's,Software Engineer,8.0,high +31.0,Male,Master's,Data Scientist,9.0,high +29.0,Female,Bachelor's,Data Analyst,7.0,above average +32.0,Male,Bachelor's,Software Engineer,10.0,high +28.0,Female,Master's,Data Scientist,6.0,above average +34.0,Male,Bachelor's,Software Engineer,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,below average +30.0,Male,Bachelor's,Product Manager,8.0,high +29.0,Female,Bachelor's,Data Analyst,6.0,average +31.0,Male,Bachelor's,Software Engineer,9.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,average +33.0,Male,Master's,Data Scientist,10.0,high +28.0,Male,Bachelor's,Software Engineer,4.0,above average +27.0,Female,Bachelor's,Data Analyst,5.0,average +30.0,Male,Master's,Software Engineer,6.0,high +32.0,Female,Bachelor's,Data Scientist,9.0,high +29.0,Male,Bachelor's,Data Analyst,7.0,above average +35.0,Female,Bachelor's,Product Manager,12.0,high +27.0,Male,Bachelor's,Software Engineer,5.0,above average +28.0,Female,Master's,Data Scientist,6.0,above average +37.0,Male,PhD,Product Manager,14.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,Bachelor's,Software Engineer,8.0,high +31.0,Male,Master's,Data Scientist,9.0,high +29.0,Female,Bachelor's,Data Analyst,7.0,above average +32.0,Male,Bachelor's,Software Engineer,10.0,high +28.0,Female,Master's,Data Scientist,6.0,above average +34.0,Male,Bachelor's,Software Engineer,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,below average +30.0,Male,Bachelor's,Product Manager,8.0,high +29.0,Female,Bachelor's,Data Analyst,6.0,average +31.0,Male,Bachelor's,Software Engineer,9.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,average +33.0,Male,Master's,Data Scientist,10.0,high +28.0,Male,Bachelor's,Software Engineer,4.0,above average +27.0,Female,Bachelor's,Data Analyst,5.0,average +30.0,Male,Master's,Software Engineer,6.0,high +32.0,Female,Bachelor's,Data Scientist,9.0,high +29.0,Male,Bachelor's,Data Analyst,7.0,above average +35.0,Female,Bachelor's,Product Manager,12.0,high +27.0,Male,Bachelor's,Software Engineer,5.0,above average +28.0,Female,Master's,Data Scientist,6.0,above average +37.0,Male,PhD,Product Manager,14.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,Bachelor's,Software Engineer,8.0,high +31.0,Male,Master's,Data Scientist,9.0,high +29.0,Female,Bachelor's,Data Analyst,7.0,above average +32.0,Male,Bachelor's,Software Engineer,10.0,high +28.0,Female,Master's,Data Scientist,6.0,above average +34.0,Male,Bachelor's,Software Engineer,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,below average +30.0,Male,Bachelor's,Product Manager,8.0,high +29.0,Female,Bachelor's,Data Analyst,6.0,average +31.0,Male,Bachelor's,Software Engineer,9.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,average +33.0,Male,Master's,Data Scientist,10.0,high +28.0,Male,Bachelor's,Software Engineer,4.0,above average +27.0,Female,Bachelor's,Data Analyst,5.0,average +30.0,Male,Master's,Software Engineer,6.0,high +32.0,Female,Bachelor's,Data Scientist,9.0,high +29.0,Male,Bachelor's,Data Analyst,7.0,above average +35.0,Female,Bachelor's,Product Manager,12.0,high +27.0,Male,Bachelor's,Software Engineer,5.0,above average +28.0,Female,Master's,Data Scientist,6.0,above average +37.0,Male,PhD,Product Manager,14.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,Bachelor's,Software Engineer,8.0,high +31.0,Male,Master's,Data Scientist,9.0,high +29.0,Female,Bachelor's,Data Analyst,7.0,above average +32.0,Male,Bachelor's,Software Engineer,10.0,high +28.0,Female,Master's,Data Scientist,6.0,above average +34.0,Male,Bachelor's,Software Engineer,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,below average +30.0,Male,Bachelor's,Product Manager,8.0,high +29.0,Female,Bachelor's,Data Analyst,6.0,average +31.0,Male,Bachelor's,Software Engineer,9.0,high +26.0,Female,Bachelor's,Data Analyst,3.0,average +33.0,Male,Master's,Data Scientist,10.0,high +28.0,Male,Bachelor's,Software Engineer,4.0,above average +27.0,Female,Bachelor's,Data Analyst,5.0,average +30.0,Male,Master's,Software Engineer,6.0,high +32.0,Female,Bachelor's,Data Scientist,9.0,high +29.0,Male,Bachelor's,Data Analyst,7.0,above average +35.0,Female,Bachelor's,Product Manager,12.0,high +27.0,Male,Bachelor's,Software Engineer,5.0,above average +28.0,Female,Master's,Data Scientist,6.0,above average +37.0,Male,PhD,Product Manager,14.0,high +26.0,Male,Bachelor's,Data Analyst,3.0,average +30.0,Female,Bachelor's,Software Engineer,8.0,high +31.0,Male,Master's,Data Scientist,9.0,high +29.0,Female,Bachelor's,Data Analyst,7.0,above average +32.0,Male,Bachelor's,Software Engineer,10.0,high +28.0,Female,Master's,Data Scientist,6.0,above average +34.0,Male,Bachelor's,Software Engineer,12.0,high +25.0,Female,Bachelor's,Data Analyst,2.0,below average +30.0,Male,Bachelor's,Product Manager,8.0,high +28.0,Male,Bachelor's Degree,Senior Software Engineer,7.0,high +44.0,Male,PhD,Software Engineer Manager,18.0,high +33.0,Female,Master's Degree,Back end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,16.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +25.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +35.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +47.0,Female,PhD,Full Stack Engineer,12.0,high +46.0,Female,Master's Degree,Senior Project Engineer,13.0,high +32.0,Male,Bachelor's Degree,Back end Developer,4.0,average +61.0,Male,PhD,Software Engineer Manager,20.0,high +41.0,Male,Master's Degree,Senior Software Engineer,11.0,above average +37.0,Male,Master's Degree,Senior Project Engineer,9.0,above average +53.0,Male,PhD,Software Engineer Manager,19.0,high +30.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +26.0,Female,Master's Degree,Back end Developer,3.0,below average +37.0,Female,Master's Degree,Senior Software Engineer,9.0,above average +32.0,Male,Bachelor's Degree,Full Stack Engineer,5.0,average +44.0,Female,Master's Degree,Senior Software Engineer,12.0,high +50.0,Female,PhD,Software Engineer Manager,16.0,high +27.0,Male,Bachelor's Degree,Senior Project Engineer,4.0,average +42.0,Male,PhD,Full Stack Engineer,14.0,high +57.0,Male,PhD,Software Engineer Manager,18.0,high +35.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +62.0,Male,PhD,Software Engineer Manager,19.0,high +26.0,Female,Master's Degree,Back end Developer,2.0,below average +42.0,Female,Master's Degree,Senior Project Engineer,11.0,high +41.0,Female,PhD,Software Engineer Manager,14.0,high +36.0,Female,Master's Degree,Full Stack Engineer,8.0,above average +49.0,Male,PhD,Software Engineer Manager,15.0,high +49.0,Male,PhD,Senior Project Engineer,15.0,high +47.0,Male,PhD,Software Engineer Manager,15.0,high +47.0,Male,PhD,Senior Software Engineer,14.0,high +26.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +24.0,Female,Bachelor's Degree,Back end Developer,1.0,below average +62.0,Male,PhD,Software Engineer Manager,20.0,high +42.0,Male,PhD,Senior Software Engineer,14.0,high +41.0,Female,Master's Degree,Senior Project Engineer,11.0,above average +23.0,Male,Bachelor's Degree,Full Stack Engineer,1.0,minimal +55.0,Male,PhD,Software Engineer Manager,17.0,high +26.0,Female,Master's Degree,Back end Developer,3.0,below average +33.0,Female,Bachelor's Degree,Front end Developer,5.0,average +31.0,Male,Master's Degree,Full Stack Engineer,6.0,above average +50.0,Female,PhD,Software Engineer Manager,16.0,high +24.0,Female,Master's Degree,Back end Developer,1.0,below average +56.0,Male,PhD,Software Engineer Manager,17.0,high +24.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +37.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +43.0,Female,PhD,Senior Project Engineer,13.0,high +44.0,Female,Master's Degree,Senior Software Engineer,12.0,high +34.0,Male,Master's Degree,Back end Developer,6.0,average +45.0,Male,PhD,Software Engineer Manager,15.0,high +29.0,Male,Bachelor's Degree,Full Stack Engineer,3.0,below average +29.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +29.0,Female,Bachelor's Degree,Back end Developer,3.0,below average +48.0,Male,PhD,Senior Project Engineer,16.0,high +43.0,Female,Master's Degree,Software Engineer Manager,11.0,above average +62.0,Male,PhD,Software Engineer Manager,19.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +60.0,Male,PhD,Software Engineer Manager,18.0,high +54.0,Female,PhD,Software Engineer Manager,14.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +23.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +45.0,Male,PhD,Senior Software Engineer,13.0,high +32.0,Female,Master's Degree,Full Stack Engineer,5.0,average +57.0,Male,PhD,Software Engineer Manager,16.0,high +47.0,Male,PhD,Software Engineer Manager,14.0,high +25.0,Female,Master's Degree,Back end Developer,2.0,below average +58.0,Male,PhD,Software Engineer Manager,17.0,high +41.0,Female,Master's Degree,Senior Software Engineer,12.0,above average +41.0,Male,PhD,Software Engineer Manager,12.0,high +26.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +47.0,Male,PhD,Senior Software Engineer,15.0,high +24.0,Female,Bachelor's Degree,Back end Developer,1.0,below average +48.0,Male,PhD,Senior Project Engineer,16.0,high +32.0,Male,Bachelor's Degree,Full Stack Engineer,5.0,average +61.0,Male,PhD,Software Engineer Manager,20.0,high +45.0,Male,PhD,Senior Project Engineer,14.0,high +50.0,Female,PhD,Software Engineer Manager,16.0,high +53.0,Male,PhD,Software Engineer Manager,18.0,high +47.0,Female,PhD,Senior Software Engineer,14.0,high +23.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +33.0,Male,Master's Degree,Back end Developer,6.0,above average +42.0,Male,PhD,Software Engineer Manager,14.0,high +45.0,Male,PhD,Senior Project Engineer,14.0,high +23.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +44.0,Female,Master's Degree,Senior Project Engineer,12.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +38.0,Female,Master's Degree,Back end Developer,10.0,above average +34.0,Male,Master's Degree,Full Stack Engineer,6.0,average +46.0,Female,PhD,Software Engineer Manager,14.0,high +30.0,Male,Bachelor's Degree,Back end Developer,4.0,average +44.0,Female,Master's Degree,Senior Software Engineer,11.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +42.0,Male,PhD,Senior Project Engineer,14.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,18.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +28.0,Female,Master's Degree,Full Stack Engineer,4.0,average +30.0,Female,Master's Degree,Back end Developer,6.0,above average +54.0,Male,PhD,Software Engineer Manager,16.0,high +62.0,Male,PhD,Software Engineer Manager,20.0,high +62.0,Male,PhD,Software Engineer Manager,19.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +31.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +58.0,Female,PhD,Software Engineer Manager,17.0,high +56.0,Male,PhD,Software Engineer Manager,17.0,high +23.0,Female,Bachelor's Degree,Back end Developer,1.0,minimal +49.0,Male,PhD,Software Engineer Manager,15.0,high +32.0,Female,Master's Degree,Full Stack Engineer,5.0,average +52.0,Female,PhD,Software Engineer Manager,16.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,above average +50.0,Female,PhD,Software Engineer Manager,16.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +34.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +55.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +46.0,Male,PhD,Software Engineer Manager,14.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +45.0,Male,PhD,Senior Project Engineer,14.0,high +23.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +36.0,Female,Master's Degree,Full Stack Engineer,8.0,above average +47.0,Female,PhD,Senior Software Engineer,14.0,high +33.0,Male,Master's Degree,Back end Developer,6.0,above average +43.0,Male,PhD,Software Engineer Manager,13.0,high +30.0,Male,Bachelor's Degree,Back end Developer,4.0,average +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Male,Master's Degree,Senior Project Engineer,12.0,above average +43.0,Male,PhD,Senior Project Engineer,13.0,high +36.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +24.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +28.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +41.0,Female,PhD,Software Engineer Manager,14.0,high +26.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +28.0,Female,Master's Degree,Back end Developer,3.0,below average +43.0,Male,PhD,Senior Software Engineer,12.0,high +42.0,Male,PhD,Senior Software Engineer,14.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +44.0,Male,PhD,Senior Project Engineer,12.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +37.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +44.0,Female,Master's Degree,Senior Project Engineer,12.0,high +56.0,Male,PhD,Software Engineer Manager,18.0,high +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +25.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +50.0,Male,PhD,Software Engineer Manager,16.0,high +46.0,Male,PhD,Software Engineer Manager,14.0,high +33.0,Male,Master's Degree,Full Stack Engineer,6.0,above average +42.0,Male,PhD,Senior Software Engineer,14.0,high +41.0,Male,PhD,Senior Project Engineer,12.0,above average +43.0,Male,PhD,Senior Project Engineer,13.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +24.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +44.0,Female,Master's Degree,Senior Software Engineer,11.0,high +36.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,4.0,average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +54.0,Male,PhD,Software Engineer Manager,16.0,high +58.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +30.0,Male,Bachelor's Degree,Back end Developer,4.0,average +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +54.0,Male,PhD,Software Engineer Manager,17.0,high +49.0,Male,PhD,Software Engineer Manager,15.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +54.0,Male,PhD,Software Engineer Manager,18.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +56.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +42.0,Male,PhD,Senior Software Engineer,14.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +24.0,Female,Bachelor's Degree,Back end Developer,1.0,below average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +42.0,Male,PhD,Senior Software Engineer,14.0,high +24.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +28.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +43.0,Male,PhD,Software Engineer Manager,13.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +30.0,Female,Master's Degree,Back end Developer,6.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,4.0,average +46.0,Male,PhD,Software Engineer Manager,14.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +42.0,Male,PhD,Senior Software Engineer,14.0,high +43.0,Male,PhD,Senior Project Engineer,12.0,above average +31.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +56.0,Male,PhD,Software Engineer Manager,17.0,high +37.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +54.0,Male,PhD,Software Engineer Manager,16.0,high +58.0,Male,PhD,Software Engineer Manager,17.0,high +33.0,Male,Master's Degree,Back end Developer,6.0,above average +29.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +52.0,Male,PhD,Software Engineer Manager,18.0,high +36.0,Male,Master's Degree,Full Stack Engineer,8.0,above average +26.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +47.0,Male,PhD,Senior Project Engineer,16.0,high +32.0,Male,Master's Degree,Full Stack Engineer,6.0,average +29.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +28.0,Female,Master's Degree,Back end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,16.0,high +57.0,Male,PhD,Software Engineer Manager,18.0,high +51.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Master's Degree,Full Stack Engineer,4.0,average +46.0,Male,PhD,Software Engineer Manager,14.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +45.0,Male,PhD,Senior Project Engineer,14.0,high +23.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +36.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +48.0,Male,PhD,Senior Project Engineer,16.0,high +33.0,Female,Master's Degree,Full Stack Engineer,5.0,average +38.0,Female,Master's Degree,Back end Developer,10.0,above average +51.0,Male,PhD,Software Engineer Manager,16.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +44.0,Female,Master's Degree,Senior Project Engineer,12.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +54.0,Male,PhD,Software Engineer Manager,17.0,high +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +25.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +50.0,Male,PhD,Software Engineer Manager,16.0,high +46.0,Male,PhD,Software Engineer Manager,14.0,high +33.0,Male,Master's Degree,Full Stack Engineer,6.0,above average +42.0,Male,PhD,Senior Software Engineer,14.0,high +41.0,Male,PhD,Senior Project Engineer,12.0,above average +43.0,Male,PhD,Senior Project Engineer,13.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +24.0,Male,Bachelor's Degree,Front end Developer,1.0,below average +44.0,Female,Master's Degree,Senior Software Engineer,11.0,high +36.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,4.0,average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +54.0,Male,PhD,Software Engineer Manager,16.0,high +58.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +30.0,Male,Bachelor's Degree,Back end Developer,4.0,average +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +54.0,Male,PhD,Software Engineer Manager,17.0,high +49.0,Male,PhD,Software Engineer Manager,15.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +54.0,Male,PhD,Software Engineer Manager,18.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +56.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +42.0,Male,PhD,Senior Software Engineer,14.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +24.0,Female,Bachelor's Degree,Back end Developer,1.0,below average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +42.0,Male,PhD,Senior Software Engineer,14.0,high +24.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +28.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +43.0,Male,PhD,Software Engineer Manager,13.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +40.0,Male,PhD,Senior Software Engineer,12.0,above average +36.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +54.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +43.0,Male,PhD,Senior Project Engineer,13.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +48.0,Male,PhD,Senior Project Engineer,16.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +56.0,Male,PhD,Software Engineer Manager,17.0,high +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +43.0,Male,PhD,Senior Project Engineer,13.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +54.0,Male,PhD,Software Engineer Manager,17.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +27.0,Female,Master's Degree,Back end Developer,2.0,below average +34.0,Male,Bachelor's Degree,Front end Developer,5.0,average +43.0,Female,Master's Degree,Senior Software Engineer,12.0,high +27.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +56.0,Female,PhD,Software Engineer Manager,18.0,high +32.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +40.0,Male,PhD,Senior Software Engineer,12.0,above average +23.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +46.0,Male,PhD,Senior Project Engineer,16.0,high +41.0,Female,PhD,Senior Project Engineer,11.0,above average +28.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +34.0,Male,Bachelor's Degree,Back end Developer,6.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +43.0,Male,PhD,Senior Project Engineer,13.0,high +54.0,Male,PhD,Software Engineer Manager,16.0,high +36.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +33.0,Male,Master's Degree,Full Stack Engineer,6.0,above average +27.0,Female,Master's Degree,Back end Developer,2.0,below average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Software Engineer,7.0,above average +32.0,Male,Master's Degree,Back end Developer,6.0,above average +38.0,Female,Master's Degree,Back end Developer,10.0,above average +51.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +24.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +42.0,Male,PhD,Senior Software Engineer,14.0,high +24.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +28.0,Female,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +43.0,Male,PhD,Software Engineer Manager,13.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +40.0,Male,PhD,Senior Software Engineer,12.0,above average +36.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +54.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +43.0,Male,PhD,Senior Project Engineer,13.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +48.0,Male,PhD,Senior Project Engineer,16.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +56.0,Male,PhD,Software Engineer Manager,17.0,high +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +42.0,Male,PhD,Senior Software Engineer,14.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +43.0,Male,PhD,Senior Project Engineer,13.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +31.0,Male,Master's Degree,Full Stack Engineer,7.0,above average +54.0,Male,PhD,Software Engineer Manager,17.0,high +36.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +27.0,Female,Master's Degree,Back end Developer,2.0,below average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +24.0,Male,Bachelor's Degree,Front end Developer,1.0,minimal +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +27.0,Female,Master's Degree,Full Stack Engineer,3.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +48.0,Male,PhD,Senior Project Engineer,16.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +40.0,Male,PhD,Senior Software Engineer,12.0,above average +36.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +54.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +43.0,Male,PhD,Senior Project Engineer,13.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +32.0,Male,Master's Degree,Back end Developer,6.0,above average +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +49.0,Male,PhD,Software Engineer Manager,15.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,7.0,above average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +48.0,Male,PhD,Senior Project Engineer,16.0,high +27.0,Female,Master's Degree,Back end Developer,2.0,below average +43.0,Male,PhD,Senior Project Engineer,13.0,high +44.0,Male,Master's Degree,Senior Project Engineer,11.0,high +37.0,Male,Master's Degree,Senior Software Engineer,9.0,above average +56.0,Male,PhD,Software Engineer Manager,17.0,high +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +54.0,Male,PhD,Software Engineer Manager,17.0,high +31.0,Male,Master's Degree,Senior Project Engineer,6.0,average +49.0,Male,PhD,Software Engineer Manager,15.0,high +54.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +42.0,Male,PhD,Senior Software Engineer,14.0,high +38.0,Male,Master's Degree,Senior Software Engineer,10.0,above average +36.0,Male,Bachelor's Degree,Front end Developer,7.0,average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +41.0,Female,PhD,Software Engineer Manager,14.0,high +33.0,Male,Bachelor's Degree,Full Stack Engineer,7.0,above average +42.0,Male,PhD,Senior Software Engineer,12.0,high +28.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +26.0,Female,Master's Degree,Front end Developer,1.0,minimal +47.0,Male,PhD,Senior Project Engineer,16.0,high +44.0,Female,PhD,Software Engineer Manager,11.0,above average +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +39.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +32.0,Male,Bachelor's Degree,Front end Developer,6.0,average +50.0,Male,PhD,Software Engineer Manager,17.0,high +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +46.0,Male,PhD,Senior Project Engineer,14.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,PhD,Senior Project Engineer,13.0,high +35.0,Male,Bachelor's Degree,Back end Developer,8.0,above average +29.0,Female,Master's Degree,Back end Developer,3.0,below average +40.0,Female,PhD,Senior Software Engineer,12.0,above average +35.0,Male,Bachelor's Degree,Full Stack Engineer,8.0,above average +41.0,Male,PhD,Senior Project Engineer,13.0,high +30.0,Male,Master's Degree,Full Stack Engineer,5.0,average +33.0,Male,Bachelor's Degree,Front end Developer,6.0,average +55.0,Male,PhD,Software Engineer Manager,18.0,high +31.0,Male,Bachelor's Degree,Front end Developer,6.0,average +42.0,Female,Master's Degree,Software Engineer Manager,13.0,high +27.0,Female,Bachelor's Degree,Back end Developer,3.0,below average +51.0,Male,PhD,Senior Project Engineer,19.0,high +34.0,Female,Master's Degree,Full Stack Engineer,7.0,above average +38.0,Male,Bachelor's Degree,Software Engineer Manager,11.0,above average +29.0,Male,Bachelor's Degree,Front end Developer,5.0,average +43.0,Female,PhD,Senior Project Engineer,14.0,high +36.0,Male,Master's Degree,Back end Developer,8.0,above average +48.0,Male,PhD,Software Engineer Manager,16.0,high +35.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,above average +30.0,Female,Master's Degree,Front end Developer,4.0,below average +50.0,Male,PhD,Senior Project Engineer,18.0,high +29.0,Male,Bachelor's Degree,Back end Developer,4.0,average +41.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +42.0,Male,PhD,Software Engineer Manager,14.0,high +31.0,Male,Bachelor's Degree,Full Stack Engineer,6.0,average +49.0,Female,PhD,Senior Project Engineer,17.0,high +36.0,Male,Master's Degree,Back end Developer,9.0,above average +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Software Engineer Manager,16.0,high +28.0,Female,Bachelor's Degree,Front end Developer,2.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +46.0,Male,PhD,Senior Project Engineer,15.0,high +25.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +29.0,Male,Bachelor's Degree,Front end Developer,4.0,below average +40.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Female,Bachelor's Degree,Back end Developer,3.0,below average +50.0,Male,PhD,Senior Project Engineer,18.0,high +33.0,Female,Master's Degree,Full Stack Engineer,6.0,average +37.0,Male,Bachelor's Degree,Software Engineer Manager,10.0,above average +28.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Female,PhD,Senior Project Engineer,14.0,high +35.0,Male,Master's Degree,Back end Developer,8.0,above average +47.0,Male,PhD,Software Engineer Manager,16.0,high +34.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +31.0,Female,Master's Degree,Front end Developer,5.0,average +51.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +27.0,Male,,Developer,7.0,average +31.0,Female,Bachelor's Degree,Front end Developer,6.0,average +37.0,Male,Master's Degree,Software Engineer Manager,10.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +50.0,Male,PhD,Senior Project Engineer,18.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +31.0,Male,Master's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +43.0,Male,PhD,Senior Project Engineer,15.0,high +35.0,Female,Master's Degree,Full Stack Engineer,8.0,above average +42.0,Male,Bachelor's Degree,Software Engineer Manager,12.0,above average +28.0,Female,Bachelor's Degree,Front end Developer,2.0,minimal +44.0,Female,PhD,Senior Project Engineer,16.0,high +32.0,Male,Master's Degree,Back end Developer,7.0,average +48.0,Male,PhD,Software Engineer Manager,18.0,high +30.0,Female,Bachelor's Degree,Full Stack Engineer,5.0,average +34.0,Male,Master's Degree,Front end Developer,9.0,above average +37.0,Female,Bachelor's Degree,Software Engineer Manager,11.0,high +26.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +49.0,Female,PhD,Senior Project Engineer,19.0,high +29.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +41.0,Male,Master's Degree,Software Engineer Manager,14.0,high +31.0,Female,Bachelor's Degree,Front end Developer,6.0,average +37.0,Male,Master's Degree,Software Engineer Manager,10.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +50.0,Male,PhD,Senior Project Engineer,18.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Female,PhD,Senior Project Engineer,16.0,high +33.0,Male,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Male,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Software Engineer Manager,20.0,high +31.0,Male,Bachelor's Degree,Back end Developer,6.0,average +39.0,Female,Master's Degree,Software Engineer Manager,11.0,high +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +44.0,Female,PhD,Senior Project Engineer,16.0,high +32.0,Male,Master's Degree,Back end Developer,7.0,average +48.0,Male,PhD,Software Engineer Manager,19.0,high +30.0,Female,Bachelor's Degree,Full Stack Engineer,5.0,average +34.0,Male,Master's Degree,Front end Developer,9.0,above average +37.0,Female,Bachelor's Degree,Software Engineer Manager,11.0,high +26.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +49.0,Female,PhD,Senior Project Engineer,19.0,high +29.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +41.0,Male,Master's Degree,Software Engineer Manager,14.0,high +31.0,Female,Bachelor's Degree,Front end Developer,6.0,average +37.0,Male,Master's Degree,Software Engineer Manager,10.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +50.0,Male,PhD,Senior Project Engineer,18.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +46.0,Male,PhD,Software Engineer Manager,16.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,above average +30.0,Female,Master's Degree,Front end Developer,5.0,average +50.0,Male,PhD,Senior Project Engineer,19.0,high +30.0,Male,Bachelor's Degree,Back end Developer,5.0,average +42.0,Male,Master's Degree,Software Engineer Manager,13.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,PhD,Senior Project Engineer,16.0,high +29.0,Female,Bachelor's Degree,Front end Developer,4.0,below average +39.0,Female,Master's Degree,Software Engineer Manager,12.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +49.0,Male,PhD,Senior Project Engineer,17.0,high +32.0,Female,Master's Degree,Full Stack Engineer,6.0,average +36.0,Male,Bachelor's Degree,Software Engineer Manager,8.0,above average +27.0,Male,Bachelor's Degree,Front end Developer,2.0,below average +43.0,Female,PhD,Senior Project Engineer,14.0,high +34.0,Male,Master's Degree,Back end Developer,8.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +33.0,Female,Master's Degree,Data Analyst,7.0,average +22.0,Male,Bachelor's Degree,Front End Developer,1.0,minimal +44.0,Male,PhD,Senior Data Scientist,15.0,high +29.0,Female,Bachelor's Degree,Software Developer,3.0,below average +31.0,Male,Master's Degree,Product Manager,6.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +38.0,Male,Bachelor's Degree,Data Scientist,10.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +46.0,Female,PhD,Director of Data Science,20.0,high +33.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +34.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,average +25.0,Male,PhD,Software Engineer Manager,12.0,above average +43.0,Male,Master's Degree,Senior Software Engineer,21.0,high +53.0,Other,High School,Senior Project Engineer,31.0,above average +27.0,Female,Master's Degree,Front end Developer,5.0,below average +25.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +29.0,Female,Master's Degree,Senior Software Engineer,6.0,above average +52.0,Male,PhD,Software Engineer Manager,23.0,above average +41.0,Male,Master's Degree,Front end Developer,13.0,average +49.0,Female,Bachelor's Degree,Back end Developer,19.0,average +25.0,Other,High School,Full Stack Engineer,2.0,below average +35.0,Male,Master's Degree,Senior Project Engineer,8.0,average +57.0,Female,PhD,Full Stack Engineer,30.0,average +35.0,Female,Bachelor's Degree,Senior Project Engineer,12.0,above average +43.0,Male,Master's Degree,Senior Software Engineer,21.0,high +37.0,Female,Bachelor's Degree,Full Stack Engineer,10.0,above average +50.0,Male,Master's Degree,Software Engineer Manager,21.0,above average +52.0,Female,Master's Degree,Senior Software Engineer,28.0,high +26.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +34.0,Female,Master's Degree,Full Stack Engineer,10.0,above average +30.0,Male,High School,Senior Project Engineer,11.0,average +60.0,Female,PhD,Software Engineer Manager,33.0,high +50.0,Male,Bachelor's Degree,Back end Developer,23.0,high +58.0,Male,Master's Degree,Senior Software Engineer,27.0,high +35.0,Female,Master's Degree,Full Stack Engineer,10.0,above average +28.0,Male,Master's Degree,Front end Developer,5.0,below average +57.0,Female,PhD,Software Engineer Manager,33.0,high +46.0,Female,Bachelor's Degree,Senior Software Engineer,20.0,above average +28.0,Male,High School,Back end Developer,7.0,average +34.0,Male,Master's Degree,Full Stack Engineer,12.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,9.0,average +37.0,Other,Master's Degree,Full Stack Engineer,14.0,above average +33.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +53.0,Male,PhD,Software Engineer Manager,25.0,high +35.0,Female,Bachelor's Degree,Back end Developer,10.0,average +30.0,Male,Master's Degree,Full Stack Engineer,6.0,average +24.0,Female,High School,Senior Project Engineer,1.0,minimal +36.0,Male,Master's Degree,Front end Developer,8.0,average +27.0,Female,Bachelor's Degree,Full Stack Engineer,4.0,below average +23.0,Male,PhD,Software Engineer Manager,1.0,average +28.0,Female,Master's Degree,Senior Software Engineer,5.0,average +52.0,Male,Bachelor's Degree,Back end Developer,25.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,7.0,average +32.0,Male,Master's Degree,Senior Project Engineer,11.0,average +24.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,High School,Senior Software Engineer,22.0,above average +60.0,Female,PhD,Software Engineer Manager,34.0,high +24.0,Male,Master's Degree,Back end Developer,0.0,minimal +55.0,Male,Bachelor's Degree,Senior Project Engineer,28.0,high +29.0,Female,Master's Degree,Full Stack Engineer,4.0,average +44.0,Male,PhD,Software Engineer Manager,19.0,high +40.0,Female,Master's Degree,Senior Software Engineer,16.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +43.0,Male,Master's Degree,Full Stack Engineer,17.0,above average +49.0,Female,High School,Senior Project Engineer,25.0,above average +30.0,Male,Master's Degree,Front end Developer,8.0,average +42.0,Female,Bachelor's Degree,Senior Software Engineer,18.0,above average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,average +41.0,Female,PhD,Software Engineer Manager,13.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,23.0,high +57.0,Female,Master's Degree,Full Stack Engineer,33.0,high +22.0,Female,High School,Back end Developer,0.0,minimal +54.0,Male,PhD,Software Engineer Manager,28.0,high +42.0,Female,Master's Degree,Senior Software Engineer,16.0,above average +49.0,Male,Bachelor's Degree,Full Stack Engineer,22.0,high +27.0,Female,Master's Degree,Back end Developer,4.0,below average +36.0,Male,Bachelor's Degree,Senior Project Engineer,14.0,average +31.0,Female,Master's Degree,Full Stack Engineer,6.0,average +39.0,Male,Master's Degree,Software Engineer Manager,14.0,above average +41.0,Female,Bachelor's Degree,Senior Project Engineer,20.0,above average +48.0,Male,PhD,Full Stack Engineer,23.0,high +39.0,Female,Master's Degree,Senior Software Engineer,15.0,above average +48.0,Male,Bachelor's Degree,Front end Developer,23.0,high +31.0,Other,High School,Back end Developer,8.0,average +47.0,Male,Master's Degree,Senior Project Engineer,25.0,high +29.0,Female,PhD,Full Stack Engineer,5.0,average +32.0,Male,Bachelor's Degree,Software Engineer Manager,9.0,average +38.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +34.0,Male,Bachelor's Degree,Back end Developer,10.0,below average +23.0,Other,High School,Front end Developer,2.0,below average +34.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,average +25.0,Male,PhD,Software Engineer Manager,12.0,above average +43.0,Male,Master's Degree,Senior Software Engineer,21.0,high +53.0,Other,High School,Senior Project Engineer,31.0,above average +27.0,Female,Master's Degree,Front end Developer,5.0,below average +25.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +29.0,Female,Master's Degree,Senior Software Engineer,6.0,above average +52.0,Male,PhD,Software Engineer Manager,23.0,above average +41.0,Male,Master's Degree,Front end Developer,13.0,average +49.0,Female,Bachelor's Degree,Back end Developer,19.0,average +25.0,Other,High School,Full Stack Engineer,2.0,below average +35.0,Male,Master's Degree,Senior Project Engineer,8.0,average +57.0,Female,PhD,Full Stack Engineer,30.0,average +35.0,Female,Bachelor's Degree,Senior Project Engineer,12.0,above average +43.0,Male,Master's Degree,Senior Software Engineer,21.0,high +37.0,Female,Bachelor's Degree,Full Stack Engineer,10.0,above average +50.0,Male,Master's Degree,Software Engineer Manager,21.0,above average +52.0,Female,Master's Degree,Senior Software Engineer,28.0,high +26.0,Male,Bachelor's Degree,Back end Developer,3.0,below average +34.0,Female,Master's Degree,Full Stack Engineer,10.0,above average +30.0,Male,High School,Senior Project Engineer,11.0,average +60.0,Female,PhD,Software Engineer Manager,33.0,high +50.0,Male,Bachelor's Degree,Back end Developer,23.0,high +58.0,Male,Master's Degree,Senior Software Engineer,27.0,high +35.0,Female,Master's Degree,Full Stack Engineer,10.0,above average +28.0,Male,Master's Degree,Front end Developer,5.0,below average +57.0,Female,PhD,Software Engineer Manager,33.0,high +46.0,Female,Bachelor's Degree,Senior Software Engineer,20.0,above average +28.0,Male,High School,Back end Developer,7.0,average +34.0,Male,Master's Degree,Full Stack Engineer,12.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,9.0,average +37.0,Other,Master's Degree,Full Stack Engineer,14.0,above average +33.0,Male,Master's Degree,Senior Software Engineer,8.0,above average +53.0,Male,PhD,Software Engineer Manager,25.0,high +35.0,Female,Bachelor's Degree,Back end Developer,10.0,average +30.0,Male,Master's Degree,Full Stack Engineer,6.0,average +24.0,Female,High School,Senior Project Engineer,1.0,minimal +36.0,Male,Master's Degree,Front end Developer,8.0,average +27.0,Female,Bachelor's Degree,Full Stack Engineer,4.0,below average +23.0,Male,PhD,Software Engineer Manager,1.0,average +28.0,Female,Master's Degree,Senior Software Engineer,5.0,average +52.0,Male,Bachelor's Degree,Back end Developer,25.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,7.0,average +32.0,Male,Master's Degree,Senior Project Engineer,11.0,average +24.0,Female,Bachelor's Degree,Front end Developer,1.0,minimal +43.0,Male,High School,Senior Software Engineer,22.0,above average +60.0,Female,PhD,Software Engineer Manager,34.0,high +24.0,Male,Master's Degree,Back end Developer,0.0,minimal +55.0,Male,Bachelor's Degree,Senior Project Engineer,28.0,high +29.0,Female,Master's Degree,Full Stack Engineer,4.0,average +44.0,Male,PhD,Software Engineer Manager,19.0,high +40.0,Female,Master's Degree,Senior Software Engineer,16.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +43.0,Male,Master's Degree,Full Stack Engineer,17.0,above average +49.0,Female,High School,Senior Project Engineer,25.0,above average +30.0,Male,Master's Degree,Front end Developer,8.0,average +42.0,Female,Bachelor's Degree,Senior Software Engineer,18.0,above average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,average +41.0,Female,PhD,Software Engineer Manager,13.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,23.0,high +57.0,Female,Master's Degree,Full Stack Engineer,33.0,high +22.0,Female,High School,Back end Developer,0.0,minimal +54.0,Male,PhD,Software Engineer Manager,28.0,high +42.0,Female,Master's Degree,Senior Software Engineer,16.0,above average +49.0,Male,Bachelor's Degree,Full Stack Engineer,22.0,high +27.0,Female,Master's Degree,Back end Developer,4.0,below average +36.0,Male,Bachelor's Degree,Senior Project Engineer,14.0,average +31.0,Female,Master's Degree,Full Stack Engineer,6.0,average +39.0,Male,Master's Degree,Software Engineer Manager,14.0,above average +41.0,Female,Bachelor's Degree,Senior Project Engineer,20.0,above average +48.0,Male,PhD,Full Stack Engineer,23.0,high +39.0,Female,Master's Degree,Senior Software Engineer,15.0,above average +48.0,Male,Bachelor's Degree,Front end Developer,23.0,high +31.0,Other,High School,Back end Developer,8.0,average +47.0,Male,Master's Degree,Senior Project Engineer,25.0,high +29.0,Female,PhD,Full Stack Engineer,5.0,average +32.0,Male,Bachelor's Degree,Software Engineer Manager,9.0,average +38.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +34.0,Male,Bachelor's Degree,Back end Developer,10.0,below average +23.0,Other,High School,Front end Developer,2.0,below average +36.0,Male,Bachelor's Degree,Front end Developer,14.0,above average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +28.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +46.0,Female,PhD,Software Engineer Manager,23.0,above average +34.0,Male,Bachelor's Degree,Back end Developer,10.0,average +44.0,Male,Master's Degree,Senior Software Engineer,19.0,above average +55.0,Female,PhD,Software Engineer Manager,30.0,high +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +54.0,Male,Bachelor's Degree,Senior Project Engineer,29.0,high +23.0,Female,High School,Back end Developer,2.0,below average +46.0,Male,Master's Degree,Senior Software Engineer,21.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,9.0,above average +26.0,Male,Master's Degree,Front end Developer,4.0,below average +43.0,Female,PhD,Software Engineer Manager,19.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,11.0,above average +23.0,Female,Bachelor's Degree,Senior Project Engineer,0.0,minimal +49.0,Male,Master's Degree,Software Engineer Manager,22.0,high +35.0,Female,Master's Degree,Full Stack Engineer,10.0,above average +31.0,Male,Bachelor's Degree,Back end Developer,8.0,average +54.0,Other,High School,Senior Software Engineer,29.0,above average +43.0,Male,Master's Degree,Full Stack Engineer,20.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,10.0,average +52.0,Female,PhD,Software Engineer Manager,29.0,high +28.0,Male,Bachelor's Degree,Full Stack Engineer,5.0,below average +36.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +43.0,Male,Bachelor's Degree,Senior Project Engineer,20.0,above average +50.0,Female,Master's Degree,Full Stack Engineer,25.0,high +24.0,Male,PhD,Software Engineer Manager,1.0,average +52.0,Male,Master's Degree,Senior Software Engineer,26.0,high +46.0,Female,Bachelor's Degree,Back end Developer,19.0,above average +38.0,Male,Master's Degree,Full Stack Engineer,15.0,high +29.0,Male,Bachelor's Degree,Senior Project Engineer,6.0,below average +33.0,Female,Master's Degree,Front end Developer,10.0,average +47.0,Male,PhD,Software Engineer Manager,21.0,high +45.0,Female,Master's Degree,Senior Software Engineer,23.0,high +28.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +42.0,Female,Master's Degree,Full Stack Engineer,14.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,24.0,above average +38.0,Female,PhD,Software Engineer Manager,15.0,above average +54.0,Male,Master's Degree,Senior Software Engineer,31.0,high +33.0,Female,Master's Degree,Full Stack Engineer,8.0,average +27.0,Male,High School,Back end Developer,4.0,below average +50.0,Female,Bachelor's Degree,Senior Project Engineer,25.0,high +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +31.0,Female,Master's Degree,Senior Software Engineer,6.0,average +35.0,Male,Bachelor's Degree,Front end Developer,10.0,average +44.0,Female,PhD,Software Engineer Manager,18.0,above average +32.0,Male,Master's Degree,Senior Project Engineer,8.0,average +54.0,Male,Bachelor's Degree,Full Stack Engineer,25.0,high +26.0,Female,Master's Degree,Front end Developer,3.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,24.0,high +38.0,Male,Bachelor's Degree,Back end Developer,12.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,5.0,average +40.0,Male,Master's Degree,Software Engineer Manager,16.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,22.0,high +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,26.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,7.0,average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +45.0,Male,Master's Degree,Senior Software Engineer,22.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,31.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,4.0,below average +30.0,Male,Master's Degree,Front end Developer,6.0,average +43.0,Female,Master's Degree,Senior Software Engineer,19.0,above average +35.0,Male,Bachelor's Degree,Back end Developer,10.0,average +44.0,Male,Master's Degree,Full Stack Engineer,21.0,above average +55.0,Female,Bachelor's Degree,Senior Project Engineer,30.0,high +23.0,Male,High School,Front end Developer,1.0,minimal +39.0,Female,Master's Degree,Senior Software Engineer,14.0,above average +43.0,Male,Bachelor's Degree,Full Stack Engineer,17.0,above average +29.0,Male,PhD,Software Engineer Manager,6.0,average +51.0,Male,Master's Degree,Senior Software Engineer,28.0,high +30.0,Female,Bachelor's Degree,Senior Project Engineer,6.0,below average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +39.0,Female,PhD,Software Engineer Manager,13.0,above average +49.0,Male,Master's Degree,Front end Developer,24.0,high +42.0,Female,Bachelor's Degree,Senior Software Engineer,20.0,above average +27.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +43.0,Male,Master's Degree,Full Stack Engineer,21.0,high +37.0,Female,Bachelor's Degree,Senior Project Engineer,13.0,above average +51.0,Male,PhD,Software Engineer Manager,26.0,high +29.0,Female,Master's Degree,Full Stack Engineer,5.0,average +43.0,Male,Bachelor's Degree,Senior Software Engineer,20.0,above average +31.0,Male,Master's Degree,Back end Developer,8.0,average +30.0,Female,Master's Degree,Senior Project Engineer,6.0,average +36.0,Male,Bachelor's Degree,Full Stack Engineer,13.0,above average +52.0,Female,PhD,Software Engineer Manager,27.0,high +28.0,Male,Master's Degree,Senior Software Engineer,6.0,average +49.0,Male,Bachelor's Degree,Back end Developer,24.0,high +27.0,Female,Master's Degree,Front end Developer,4.0,below average +41.0,Male,Master's Degree,Senior Project Engineer,15.0,above average +56.0,Female,PhD,Software Engineer Manager,31.0,high +46.0,Male,Bachelor's Degree,Senior Software Engineer,22.0,high +32.0,Female,Master's Degree,Full Stack Engineer,8.0,average +38.0,Male,PhD,Software Engineer Manager,12.0,above average +52.0,Male,Master's Degree,Senior Project Engineer,28.0,high +24.0,Female,Bachelor's Degree,Back end Developer,1.0,below average +49.0,Male,Master's Degree,Full Stack Engineer,22.0,high +35.0,Female,Master's Degree,Senior Software Engineer,10.0,above average +31.0,Male,Bachelor's Degree,Front end Developer,7.0,average +44.0,Female,PhD,Software Engineer Manager,18.0,above average +33.0,Male,Master's Degree,Senior Project Engineer,10.0,average +54.0,Male,Bachelor's Degree,Senior Software Engineer,30.0,high +33.0,Female,Master's Degree,Full Stack Engineer,11.0,average +27.0,Male,High School,Back end Developer,3.0,below average +51.0,Female,Master's Degree,Senior Project Engineer,25.0,high +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +31.0,Female,Master's Degree,Senior Software Engineer,6.0,average +35.0,Male,Bachelor's Degree,Front end Developer,9.0,average +45.0,Female,PhD,Software Engineer Manager,23.0,high +32.0,Male,Master's Degree,Senior Project Engineer,9.0,average +54.0,Male,Bachelor's Degree,Full Stack Engineer,27.0,high +26.0,Female,Master's Degree,Front end Developer,4.0,below average +23.0,Male,PhD,Software Engineer Manager,1.0,minimal +26.0,Female,Bachelor's Degree,Software Engineer,2.0,below average +33.0,Male,Master's Degree,Data Analyst,8.0,average +29.0,Female,Bachelor's Degree,Product Manager,4.0,below average +41.0,Male,PhD,Data Scientist,15.0,high +35.0,Female,Master's Degree,Software Engineer,9.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +37.0,Female,Master's Degree,Data Scientist,11.0,above average +33.0,Male,Bachelor's Degree,Product Manager,8.0,above average +24.0,Female,Master's Degree,Software Engineer,2.0,below average +46.0,Male,PhD,Director of Data Science,20.0,high +29.0,Female,Bachelor's Degree,Software Developer,5.0,below average +31.0,Male,Master's Degree,Data Scientist,7.0,above average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +38.0,Male,PhD,Senior Data Scientist,13.0,high +30.0,Female,Master's Degree,Product Manager,6.0,average +25.0,Male,Bachelor's Degree,Front End Developer,2.0,minimal +44.0,Male,PhD,Director of Data Science,18.0,high +33.0,Female,Master's Degree,Data Analyst,8.0,average +22.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +36.0,Male,Master's Degree,Product Manager,10.0,above average +28.0,Female,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Male,PhD,Senior Data Scientist,16.0,high +34.0,Female,Master's Degree,Data Scientist,9.0,above average +23.0,Male,Bachelor's Degree,Software Developer,1.0,minimal +32.0,Female,Master's Degree,Product Manager,7.0,average +25.0,Male,Master's Degree,Software Engineer,2.0,below average +37.0,Female,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +29.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,Master's Degree,Software Engineer Manager,19.0,above average +36.0,Male,Bachelor's Degree,Front end Developer,12.0,above average +30.0,Female,Master's Degree,Senior Project Engineer,4.0,below average +28.0,Male,Master's Degree,Full Stack Engineer,5.0,below average +46.0,Female,PhD,Software Engineer Manager,21.0,high +34.0,Male,Bachelor's Degree,Back end Developer,10.0,average +44.0,Male,Master's Degree,Senior Software Engineer,18.0,above average +55.0,Female,PhD,Software Engineer Manager,29.0,high +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +54.0,Male,Bachelor's Degree,Senior Project Engineer,28.0,high +23.0,Female,High School,Back end Developer,1.0,minimal +46.0,Male,Master's Degree,Senior Software Engineer,20.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,average +26.0,Male,Master's Degree,Front end Developer,3.0,below average +43.0,Female,PhD,Software Engineer Manager,19.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,11.0,above average +23.0,Female,Bachelor's Degree,Senior Project Engineer,0.0,minimal +49.0,Male,Master's Degree,Software Engineer Manager,23.0,high +35.0,Female,Master's Degree,Full Stack Engineer,11.0,above average +31.0,Male,Bachelor's Degree,Back end Developer,8.0,average +54.0,Other,High School,Senior Software Engineer,29.0,above average +43.0,Male,Master's Degree,Full Stack Engineer,20.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,10.0,average +52.0,Female,PhD,Software Engineer Manager,29.0,high +28.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +36.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +43.0,Male,Bachelor's Degree,Senior Project Engineer,20.0,above average +50.0,Female,Master's Degree,Full Stack Engineer,24.0,high +24.0,Male,PhD,Software Engineer Manager,1.0,average +52.0,Male,Master's Degree,Senior Software Engineer,27.0,high +46.0,Female,Bachelor's Degree,Back end Developer,19.0,above average +38.0,Male,Master's Degree,Full Stack Engineer,15.0,high +29.0,Male,Bachelor's Degree,Senior Project Engineer,6.0,below average +33.0,Female,Master's Degree,Front end Developer,9.0,average +47.0,Male,PhD,Software Engineer Manager,21.0,high +45.0,Female,Master's Degree,Senior Software Engineer,23.0,high +28.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +42.0,Female,Master's Degree,Full Stack Engineer,14.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,25.0,above average +38.0,Female,PhD,Software Engineer Manager,15.0,above average +54.0,Male,Master's Degree,Senior Software Engineer,32.0,high +33.0,Female,Master's Degree,Full Stack Engineer,8.0,average +27.0,Male,High School,Back end Developer,4.0,below average +50.0,Female,Bachelor's Degree,Senior Project Engineer,25.0,high +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +31.0,Female,Master's Degree,Senior Software Engineer,6.0,average +35.0,Male,Bachelor's Degree,Front end Developer,10.0,average +44.0,Female,PhD,Software Engineer Manager,18.0,above average +32.0,Male,Master's Degree,Senior Project Engineer,8.0,average +54.0,Male,Bachelor's Degree,Full Stack Engineer,25.0,high +26.0,Female,Master's Degree,Front end Developer,3.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,24.0,high +38.0,Male,Bachelor's Degree,Back end Developer,12.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,5.0,average +40.0,Male,Master's Degree,Software Engineer Manager,16.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,22.0,high +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,26.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,7.0,average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +45.0,Male,Master's Degree,Senior Software Engineer,22.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,3.0,below average +34.0,Male,Master's Degree,Software Engineer Manager,9.0,above average +46.0,Female,Bachelor's Degree,Back end Developer,18.0,above average +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +49.0,Female,PhD,Software Engineer Manager,22.0,high +32.0,Male,Bachelor's Degree,Senior Software Engineer,7.0,average +54.0,Male,Master's Degree,Full Stack Engineer,28.0,high +26.0,Female,Master's Degree,Front end Developer,2.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,23.0,high +38.0,Male,Bachelor's Degree,Back end Developer,14.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,6.0,average +40.0,Male,Master's Degree,Software Engineer Manager,17.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,21.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,27.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,6.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +45.0,Male,Master's Degree,Senior Software Engineer,21.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,3.0,below average +34.0,Male,Master's Degree,Software Engineer Manager,9.0,above average +46.0,Female,Bachelor's Degree,Back end Developer,18.0,above average +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +49.0,Female,PhD,Software Engineer Manager,22.0,high +32.0,Male,Bachelor's Degree,Senior Software Engineer,7.0,average +54.0,Male,Master's Degree,Full Stack Engineer,28.0,high +26.0,Female,Master's Degree,Front end Developer,2.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,23.0,high +38.0,Male,Bachelor's Degree,Back end Developer,14.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,6.0,average +40.0,Male,Master's Degree,Software Engineer Manager,17.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,21.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,27.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,6.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +45.0,Male,Master's Degree,Senior Software Engineer,21.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +29.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,Master's Degree,Software Engineer Manager,19.0,above average +36.0,Male,Bachelor's Degree,Front end Developer,12.0,above average +30.0,Female,Master's Degree,Senior Project Engineer,4.0,below average +28.0,Male,Master's Degree,Full Stack Engineer,5.0,below average +46.0,Female,PhD,Software Engineer Manager,21.0,high +34.0,Male,Bachelor's Degree,Back end Developer,10.0,average +44.0,Male,Master's Degree,Senior Software Engineer,18.0,above average +55.0,Female,PhD,Software Engineer Manager,29.0,high +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +54.0,Male,Bachelor's Degree,Senior Project Engineer,28.0,high +23.0,Female,High School,Back end Developer,1.0,minimal +46.0,Male,Master's Degree,Senior Software Engineer,20.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,average +26.0,Male,Master's Degree,Front end Developer,3.0,below average +43.0,Female,PhD,Software Engineer Manager,19.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,11.0,above average +23.0,Female,Bachelor's Degree,Senior Project Engineer,0.0,minimal +49.0,Male,Master's Degree,Software Engineer Manager,23.0,high +35.0,Female,Master's Degree,Full Stack Engineer,11.0,above average +31.0,Male,Bachelor's Degree,Back end Developer,8.0,average +54.0,Other,High School,Senior Software Engineer,29.0,above average +43.0,Male,Master's Degree,Full Stack Engineer,20.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,10.0,average +52.0,Female,PhD,Software Engineer Manager,29.0,high +28.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +36.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +43.0,Male,Bachelor's Degree,Senior Project Engineer,20.0,above average +50.0,Female,Master's Degree,Full Stack Engineer,24.0,high +24.0,Male,PhD,Software Engineer Manager,1.0,average +52.0,Male,Master's Degree,Senior Software Engineer,27.0,high +46.0,Female,Bachelor's Degree,Back end Developer,19.0,above average +38.0,Male,Master's Degree,Full Stack Engineer,15.0,high +29.0,Male,Bachelor's Degree,Senior Project Engineer,6.0,below average +33.0,Female,Master's Degree,Front end Developer,9.0,average +47.0,Male,PhD,Software Engineer Manager,21.0,high +45.0,Female,Master's Degree,Senior Software Engineer,23.0,high +28.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +42.0,Female,Master's Degree,Full Stack Engineer,14.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,25.0,above average +38.0,Female,PhD,Software Engineer Manager,15.0,above average +54.0,Male,Master's Degree,Senior Software Engineer,32.0,high +33.0,Female,Master's Degree,Full Stack Engineer,8.0,average +27.0,Male,High School,Back end Developer,4.0,below average +50.0,Female,Bachelor's Degree,Senior Project Engineer,25.0,high +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +31.0,Female,Master's Degree,Senior Software Engineer,6.0,average +35.0,Male,Bachelor's Degree,Front end Developer,10.0,average +44.0,Female,PhD,Software Engineer Manager,18.0,above average +32.0,Male,Master's Degree,Senior Project Engineer,8.0,average +54.0,Male,Bachelor's Degree,Full Stack Engineer,25.0,high +26.0,Female,Master's Degree,Front end Developer,3.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,24.0,high +38.0,Male,Bachelor's Degree,Back end Developer,12.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,5.0,average +40.0,Male,Master's Degree,Software Engineer Manager,16.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,22.0,high +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,26.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,7.0,average +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +45.0,Male,Master's Degree,Senior Software Engineer,22.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,3.0,below average +34.0,Male,Master's Degree,Software Engineer Manager,9.0,above average +46.0,Female,Bachelor's Degree,Back end Developer,18.0,above average +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +49.0,Female,PhD,Software Engineer Manager,22.0,high +32.0,Male,Bachelor's Degree,Senior Software Engineer,7.0,average +54.0,Male,Master's Degree,Full Stack Engineer,28.0,high +26.0,Female,Master's Degree,Front end Developer,2.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,23.0,high +38.0,Male,Bachelor's Degree,Back end Developer,14.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,6.0,average +40.0,Male,Master's Degree,Software Engineer Manager,17.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,21.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,27.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,6.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +45.0,Male,Master's Degree,Senior Software Engineer,21.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,3.0,below average +34.0,Male,Master's Degree,Software Engineer Manager,9.0,above average +46.0,Female,Bachelor's Degree,Back end Developer,18.0,above average +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +49.0,Female,PhD,Software Engineer Manager,22.0,high +32.0,Male,Bachelor's Degree,Senior Software Engineer,7.0,average +54.0,Male,Master's Degree,Full Stack Engineer,28.0,high +26.0,Female,Master's Degree,Front end Developer,2.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,23.0,high +38.0,Male,Bachelor's Degree,Back end Developer,14.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,6.0,average +40.0,Male,Master's Degree,Software Engineer Manager,17.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,21.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,27.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,6.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,1.0,minimal +45.0,Male,Master's Degree,Senior Software Engineer,21.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +29.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +45.0,Male,Master's Degree,Software Engineer Manager,19.0,above average +36.0,Male,Bachelor's Degree,Front end Developer,12.0,above average +30.0,Female,Master's Degree,Senior Project Engineer,4.0,below average +28.0,Male,Master's Degree,Full Stack Engineer,5.0,below average +46.0,Female,PhD,Software Engineer Manager,21.0,high +34.0,Male,Bachelor's Degree,Back end Developer,10.0,average +44.0,Male,Master's Degree,Senior Software Engineer,18.0,above average +55.0,Female,PhD,Software Engineer Manager,29.0,high +35.0,Male,Master's Degree,Full Stack Engineer,9.0,above average +54.0,Male,Bachelor's Degree,Senior Project Engineer,28.0,high +23.0,Female,High School,Back end Developer,1.0,minimal +46.0,Male,Master's Degree,Senior Software Engineer,20.0,high +33.0,Female,Bachelor's Degree,Full Stack Engineer,8.0,average +26.0,Male,Master's Degree,Front end Developer,3.0,below average +43.0,Female,PhD,Software Engineer Manager,19.0,above average +36.0,Male,Master's Degree,Full Stack Engineer,11.0,above average +23.0,Female,Bachelor's Degree,Senior Project Engineer,0.0,minimal +49.0,Male,Master's Degree,Software Engineer Manager,23.0,high +35.0,Female,Master's Degree,Full Stack Engineer,11.0,above average +31.0,Male,Bachelor's Degree,Back end Developer,8.0,average +54.0,Other,High School,Senior Software Engineer,29.0,above average +43.0,Male,Master's Degree,Full Stack Engineer,20.0,above average +33.0,Female,Master's Degree,Senior Project Engineer,10.0,average +52.0,Female,PhD,Software Engineer Manager,29.0,high +28.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +36.0,Female,Master's Degree,Senior Software Engineer,13.0,above average +43.0,Male,Bachelor's Degree,Senior Project Engineer,20.0,above average +50.0,Female,Master's Degree,Full Stack Engineer,24.0,high +24.0,Male,PhD,Software Engineer Manager,1.0,average +52.0,Male,Master's Degree,Senior Software Engineer,27.0,high +46.0,Female,Bachelor's Degree,Back end Developer,19.0,above average +38.0,Male,Master's Degree,Full Stack Engineer,15.0,high +29.0,Male,Bachelor's Degree,Senior Project Engineer,6.0,below average +33.0,Female,Master's Degree,Front end Developer,9.0,average +47.0,Male,PhD,Software Engineer Manager,21.0,high +45.0,Female,Master's Degree,Senior Software Engineer,23.0,high +28.0,Male,Bachelor's Degree,Back end Developer,4.0,below average +42.0,Female,Master's Degree,Full Stack Engineer,14.0,above average +46.0,Male,Bachelor's Degree,Senior Project Engineer,25.0,above average +38.0,Female,PhD,Software Engineer Manager,15.0,above average +54.0,Male,Master's Degree,Senior Software Engineer,32.0,high +33.0,Female,Master's Degree,Full Stack Engineer,8.0,average +27.0,Male,High School,Back end Developer,4.0,below average +50.0,Female,Bachelor's Degree,Senior Project Engineer,25.0,high +26.0,Male,Master's Degree,Full Stack Engineer,4.0,below average +31.0,Female,Master's Degree,Senior Software Engineer,6.0,average +35.0,Male,Bachelor's Degree,Front end Developer,10.0,average +44.0,Female,PhD,Software Engineer Manager,18.0,above average +32.0,Male,Master's Degree,Senior Project Engineer,8.0,average +54.0,Male,Bachelor's Degree,Full Stack Engineer,25.0,high +26.0,Female,Master's Degree,Front end Developer,3.0,below average +23.0,Male,PhD,Software Engineer Manager,0.0,minimal +48.0,Female,Master's Degree,Senior Software Engineer,23.0,high +38.0,Male,Bachelor's Degree,Back end Developer,12.0,above average +30.0,Female,Master's Degree,Full Stack Engineer,5.0,average +40.0,Male,Master's Degree,Software Engineer Manager,16.0,above average +45.0,Female,Bachelor's Degree,Senior Project Engineer,22.0,high +36.0,Male,Master's Degree,Full Stack Engineer,13.0,above average +52.0,Male,PhD,Software Engineer Manager,26.0,high +31.0,Female,Bachelor's Degree,Senior Software Engineer,7.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +30.0,Female,Master's Degree,Senior Project Engineer,5.0,average +24.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +45.0,Male,Master's Degree,Senior Software Engineer,22.0,high +33.0,Female,Master's Degree,Full Stack Engineer,9.0,above average +38.0,Male,Bachelor's Degree,Front end Developer,11.0,above average +54.0,Female,PhD,Software Engineer Manager,32.0,high +42.0,Male,Master's Degree,Full Stack Engineer,19.0,high +28.0,Female,Bachelor's Degree,Senior Project Engineer,4.0,below average +48.0,Male,PhD,Software Engineer Manager,23.0,high +36.0,Female,Master's Degree,Senior Software Engineer,14.0,above average +43.0,Male,Bachelor's Degree,Full Stack Engineer,19.0,above average +33.0,Female,Master's Degree,Back end Developer,9.0,average +26.0,Male,Bachelor's Degree,Front end Developer,3.0,below average +50.0,Female,Master's Degree,Senior Project Engineer,22.0,high +41.0,Male,PhD,Software Engineer Manager,15.0,above average +29.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,below average +38.0,Male,Master's Degree,Senior Software Engineer,14.0,above average +48.0,Female,Bachelor's Degree,Senior Project Engineer,21.0,above average +31.0,Male,Master's Degree,Full Stack Engineer,8.0,average +45.0,Male,PhD,Software Engineer Manager,21.0,high +35.0,Female,Master's Degree,Senior Software Engineer,11.0,above average +42.0,Male,Bachelor's Degree,Back end Developer,16.0,above average +27.0,Female,Master's Degree,Full Stack Engineer,4.0,below average +33.0,Male,Bachelor's Degree,Front end Developer,9.0,average +36.0,Female,Master's Degree,Senior Project Engineer,11.0,above average +54.0,Male,PhD,Software Engineer Manager,30.0,high +30.0,Female,Bachelor's Degree,Senior Software Engineer,5.0,average +26.0,Male,Master's Degree,Full Stack Engineer,3.0,below average +45.0,Female,PhD,Senior Project Engineer,21.0,high +38.0,Male,Master's Degree,Software Engineer Manager,16.0,above average +31.0,Female,Bachelor's Degree,Full Stack Engineer,7.0,average +42.0,Male,Master's Degree,Senior Software Engineer,19.0,high +28.0,Female,Bachelor's Degree,Back end Developer,5.0,below average +48.0,Male,PhD,Software Engineer Manager,24.0,high +36.0,Female,Master's Degree,Full Stack Engineer,13.0,above average +43.0,Male,Bachelor's Degree,Senior Project Engineer,20.0,above average +33.0,Female,Master's Degree,Front end Developer,9.0,average +26.0,Male,Bachelor's Degree,Full Stack Engineer,4.0,below average +50.0,Female,Master's Degree,Senior Software Engineer,21.0,high +27.0,Male,Master's Degree,Back end Developer,5.0,below average +38.0,Female,Bachelor's Degree,Senior Project Engineer,13.0,above average +54.0,Male,PhD,Software Engineer Manager,28.0,high +31.0,Female,Master's Degree,Full Stack Engineer,7.0,average +36.0,Male,Bachelor's Degree,Senior Software Engineer,13.0,above average +45.0,Female,Master's Degree,Software Engineer Manager,22.0,high +42.0,Male,Bachelor's Degree,Back end Developer,18.0,above average +28.0,Female,Master's Degree,Full Stack Engineer,4.0,below average +48.0,Male,PhD,Senior Software Engineer,26.0,high +36.0,Female,Master's Degree,Senior Project Engineer,12.0,above average +43.0,Male,Bachelor's Degree,Full Stack Engineer,18.0,above average +33.0,Female,Master's Degree,Front end Developer,9.0,average +26.0,Male,Bachelor's Degree,Back end Developer,2.0,below average +50.0,Female,Master's Degree,Senior Software Engineer,23.0,high +41.0,Male,PhD,Software Engineer Manager,16.0,above average +29.0,Female,Bachelor's Degree,Full Stack Engineer,6.0,average +38.0,Male,Master's Degree,Senior Software Engineer,15.0,above average +48.0,Female,Bachelor's Degree,Senior Project Engineer,22.0,above average +31.0,Male,Master's Degree,Full Stack Engineer,8.0,average +28.0,Male,Bachelor's Degree,Software Developer,1.0,minimal +32.0,Female,Master's Degree,Product Manager,5.0,average +26.0,Male,Bachelor's Degree,Software Engineer,2.0,below average +33.0,Female,Master's Degree,Data Analyst,6.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,3.0,below average +42.0,Male,PhD,Director of Data Science,12.0,high +36.0,Female,Master's Degree,Data Scientist,8.0,above average +27.0,Male,Bachelor's Degree,Software Developer,1.0,minimal +34.0,Female,Master's Degree,Product Manager,7.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Senior Data Scientist,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Director of Data Science,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +30.0,Female,Bachelor's Degree,Software Engineer,4.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,3.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +27.0,Female,Bachelor's Degree,Software Engineer,3.0,below average +48.0,Male,PhD,Director of Data Science,18.0,high +34.0,Male,Master's Degree,Data Scientist,9.0,above average +23.0,Female,Bachelor's Degree,Software Engineer,1.0,minimal +32.0,Male,Master's Degree,Product Manager,7.0,average +25.0,Female,Master's Degree,Software Engineer,2.0,below average +37.0,Male,Bachelor's Degree,Data Analyst,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +41.0,Female,PhD,Director of Data Science,16.0,high +34.0,Male,Master's Degree,Data Analyst,8.0,average +24.0,Female,Bachelor's Degree,Software Developer,2.0,minimal +36.0,Male,PhD,Senior Data Scientist,12.0,high +30.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +29.0,Male,Bachelor's Degree,Front End Developer,4.0,below average +42.0,Male,Master's Degree,Product Manager,14.0,high +26.0,Male,Bachelor's Degree,Software Developer,2.0,below average +35.0,Female,Master's Degree,Data Analyst,9.0,average +28.0,Male,Master's Degree,Web Developer,5.0,below average +30.0,Female,Bachelor's Degree,Junior HR Coordinator,4.0,below average +25.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +45.0,Female,Master's Degree,Senior Human Resources Manager,18.0,above average +33.0,Male,PhD,Director of HR,9.0,average +22.0,Female,High School,Junior HR Generalist,0.0,minimal +36.0,Male,Bachelor's Degree,Web Developer,10.0,average +29.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +42.0,Male,PhD,Director of HR,16.0,above average +27.0,Female,Bachelor's Degree,Junior HR Coordinator,2.0,minimal +38.0,Male,Master's Degree,Senior Human Resources Manager,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +31.0,Male,High School,Junior Web Developer,4.0,minimal +39.0,Female,PhD,Director of HR,13.0,above average +26.0,Male,Bachelor's Degree,Junior HR Generalist,2.0,minimal +32.0,Female,Master's Degree,Senior HR Generalist,7.0,below average +32.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +24.0,Female,High School,Junior HR Generalist,1.0,minimal +45.0,Male,PhD,Senior Human Resources Manager,12.0,average +29.0,Female,Master's Degree,Web Developer,4.0,below average +38.0,Male,Bachelor's Degree,Senior HR Generalist,8.0,average +27.0,Female,Master's Degree,Director of HR,5.0,below average +31.0,Female,High School,Junior HR Coordinator,3.0,minimal +42.0,Male,Master's Degree,Web Developer,10.0,average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +36.0,Male,Master's Degree,Senior HR Generalist,7.0,below average +28.0,Male,High School,Junior HR Generalist,1.0,minimal +33.0,Female,Bachelor's Degree,Web Developer,5.0,below average +46.0,Male,PhD,Director of HR,15.0,above average +25.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +37.0,Female,Master's Degree,Senior Human Resources Manager,9.0,average +30.0,Male,Master's Degree,Web Developer,4.0,below average +43.0,Female,PhD,Director of HR,14.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +26.0,Female,High School,Junior HR Generalist,2.0,minimal +41.0,Male,Master's Degree,Senior HR Generalist,11.0,average +29.0,Female,Master's Degree,Web Developer,5.0,below average +35.0,Male,Bachelor's Degree,Web Developer,6.0,below average +27.0,Female,High School,Junior HR Coordinator,1.0,minimal +40.0,Male,PhD,Director of HR,13.0,above average +23.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Senior Human Resources Manager,12.0,average +28.0,Male,Master's Degree,Web Developer,3.0,minimal +32.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +45.0,Male,Master's Degree,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Web Developer,3.0,minimal +38.0,Male,PhD,Senior Human Resources Manager,11.0,average +27.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +33.0,Male,High School,Junior HR Coordinator,3.0,minimal +42.0,Female,Master's Degree,Director of HR,13.0,above average +29.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Generalist,1.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Web Developer,4.0,below average +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,12.0,average +24.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,9.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,14.0,above average +28.0,Male,Bachelor's Degree,Web Developer,3.0,minimal +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,13.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +32.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +24.0,Female,High School,Junior HR Generalist,1.0,minimal +45.0,Male,PhD,Senior Human Resources Manager,12.0,average +29.0,Female,Master's Degree,Web Developer,4.0,below average +38.0,Male,Bachelor's Degree,Senior HR Generalist,8.0,average +27.0,Female,Master's Degree,Director of HR,5.0,below average +31.0,Female,High School,Junior HR Coordinator,3.0,minimal +42.0,Male,Master's Degree,Web Developer,10.0,average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +36.0,Male,Master's Degree,Senior HR Generalist,7.0,below average +28.0,Male,High School,Junior HR Generalist,1.0,minimal +33.0,Female,Bachelor's Degree,Web Developer,5.0,below average +46.0,Male,PhD,Director of HR,15.0,above average +25.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +37.0,Female,Master's Degree,Senior Human Resources Manager,9.0,average +30.0,Male,Master's Degree,Web Developer,4.0,below average +43.0,Female,PhD,Director of HR,14.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +26.0,Female,High School,Junior HR Generalist,2.0,minimal +41.0,Male,Master's Degree,Senior HR Generalist,11.0,average +29.0,Female,Master's Degree,Web Developer,5.0,below average +35.0,Male,Bachelor's Degree,Web Developer,6.0,below average +27.0,Female,High School,Junior HR Coordinator,1.0,minimal +40.0,Male,PhD,Director of HR,13.0,above average +23.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Senior Human Resources Manager,12.0,average +28.0,Male,Master's Degree,Web Developer,3.0,minimal +32.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +45.0,Male,Master's Degree,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Web Developer,3.0,minimal +38.0,Male,PhD,Senior Human Resources Manager,11.0,average +27.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +33.0,Male,High School,Junior HR Coordinator,3.0,minimal +42.0,Female,Master's Degree,Director of HR,13.0,above average +29.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Generalist,1.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Web Developer,4.0,below average +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,12.0,average +24.0,Female,Bachelor's Degree,Junior Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,9.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,14.0,above average +28.0,Male,Bachelor's Degree,Web Developer,3.0,minimal +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,13.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +24.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,10.0,average +31.0,Male,High School,Junior HR Generalist,2.0,minimal +44.0,Female,PhD,Director of HR,13.0,above average +28.0,Male,Bachelor's Degree,Web Developer,4.0,below average +32.0,Female,Master's Degree,Senior Human Resources Manager,6.0,below average +45.0,Male,PhD,Director of HR,14.0,above average +26.0,Female,Bachelor's Degree,Junior Web Developer,2.0,minimal +38.0,Male,Master's Degree,Senior HR Generalist,8.0,average +27.0,Female,High School,Junior HR Generalist,1.0,minimal +33.0,Male,Bachelor's Degree,Web Developer,5.0,below average +42.0,Female,Master's Degree,Director of HR,12.0,average +29.0,Male,Master's Degree,Senior Human Resources Manager,4.0,below average +36.0,Female,Master's Degree,Web Developer,7.0,below average +30.0,Male,High School,Junior HR Coordinator,2.0,minimal +43.0,Female,PhD,Senior Human Resources Manager,15.0,above average +34.0,Male,Bachelor's Degree,Junior Web Developer,3.0,minimal +25.0,Female,Master's Degree,Junior HR Generalist,1.0,minimal +37.0,Male,PhD,Director of HR,11.0,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +37.0,Female,Master's Degree,Marketing Manager,9.0,average +43.0,Male,PhD,Data Scientist,15.0,above average +31.0,Female,Bachelor's Degree,Human Resources Coordinator,4.0,minimal +24.0,Male,High School,Junior Sales Associate,1.0,minimal +29.0,Female,Master's Degree,Software Developer,5.0,below average +35.0,Male,Bachelor's Degree,Operations Manager,8.0,below average +26.0,Female,Master's Degree,Marketing Coordinator,2.0,minimal +42.0,Male,PhD,Data Scientist,12.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +31.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,13.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +28.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,10.0,average +31.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +45.0,Male,PhD,Data Scientist,18.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,11.0,average +33.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,16.0,above average +26.0,Male,Bachelor's Degree,Software Developer,3.0,below average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +38.0,Female,Master's Degree,Marketing Manager,9.0,average +44.0,Male,PhD,Data Scientist,15.0,above average +30.0,Female,Bachelor's Degree,Human Resources Coordinator,4.0,minimal +23.0,Male,High School,Junior Sales Associate,1.0,minimal +28.0,Female,Master's Degree,Software Developer,5.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,below average +25.0,Female,Master's Degree,Marketing Coordinator,2.0,minimal +41.0,Male,PhD,Data Scientist,12.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +37.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +35.0,Female,Master's Degree,Marketing Coordinator,8.0,below average +30.0,Male,Bachelor's Degree,Operations Manager,5.0,below average +26.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +41.0,Male,PhD,Data Scientist,13.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +27.0,Male,High School,Junior Sales Associate,2.0,minimal +38.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +46.0,Male,PhD,Data Scientist,18.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +39.0,Female,Master's Degree,Human Resources Manager,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +24.0,Male,Bachelor's Degree,Software Engineer,2.0,minimal +32.0,Female,Master's Degree,Marketing Manager,7.0,below average +45.0,Male,PhD,Data Scientist,16.0,above average +28.0,Female,Bachelor's Degree,Human Resources Coordinator,4.0,below average +22.0,Male,High School,Junior Sales Associate,1.0,minimal +29.0,Female,Master's Degree,Software Developer,5.0,below average +36.0,Male,Bachelor's Degree,Operations Manager,8.0,average +27.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +25.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +36.0,Female,Master's Degree,Marketing Coordinator,9.0,average +31.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +27.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +42.0,Male,PhD,Data Scientist,14.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,6.0,below average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +39.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +47.0,Male,PhD,Data Scientist,19.0,high +25.0,Female,Bachelor's Degree,Junior Software Developer,1.0,minimal +40.0,Female,Master's Degree,Human Resources Manager,12.0,above average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,below average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,15.0,above average +28.0,Male,Bachelor's Degree,Software Developer,3.0,below average +31.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +27.0,Female,Master's Degree,Marketing Manager,3.0,below average +38.0,Male,PhD,Data Scientist,12.0,above average +29.0,Female,Bachelor's Degree,Human Resources Coordinator,2.0,minimal +23.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Software Developer,7.0,below average +44.0,Male,Bachelor's Degree,Operations Manager,18.0,high +26.0,Female,Bachelor's Degree,Marketing Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +39.0,Female,Master's Degree,Marketing Coordinator,11.0,average +32.0,Male,Bachelor's Degree,Operations Manager,6.0,below average +28.0,Female,Master's Degree,Human Resources Coordinator,2.0,minimal +40.0,Male,PhD,Data Scientist,15.0,above average +33.0,Female,Bachelor's Degree,Human Resources Manager,8.0,average +24.0,Male,High School,Junior Sales Associate,1.0,minimal +35.0,Female,Master's Degree,Marketing Manager,10.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +49.0,Male,PhD,Data Scientist,22.0,high +26.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +41.0,Female,Master's Degree,Human Resources Manager,13.0,above average +36.0,Male,Bachelor's Degree,Operations Manager,9.0,average +28.0,Female,High School,Junior Sales Associate,1.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +29.0,Male,Bachelor's Degree,Software Developer,5.0,below average +34.0,Male,Bachelor's Degree,Software Engineer,6.0,below average +31.0,Female,Master's Degree,Marketing Manager,4.0,below average +41.0,Male,PhD,Data Scientist,13.0,above average +27.0,Female,Bachelor's Degree,Human Resources Coordinator,2.0,minimal +25.0,Male,High School,Junior Sales Associate,1.0,minimal +33.0,Female,Master's Degree,Software Developer,8.0,average +45.0,Male,Bachelor's Degree,Operations Manager,19.0,high +28.0,Female,Bachelor's Degree,Marketing Coordinator,2.0,minimal +42.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +40.0,Female,Master's Degree,Marketing Coordinator,12.0,average +33.0,Male,Bachelor's Degree,Operations Manager,7.0,average +29.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +43.0,Male,PhD,Data Scientist,16.0,above average +34.0,Female,Bachelor's Degree,Human Resources Manager,9.0,average +23.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Master's Degree,Marketing Manager,11.0,average +30.0,Male,Bachelor's Degree,Software Engineer,5.0,below average +50.0,Male,PhD,Data Scientist,23.0,high +27.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +43.0,Female,Master's Degree,Human Resources Manager,14.0,above average +37.0,Male,Bachelor's Degree,Operations Manager,10.0,average +29.0,Female,High School,Junior Sales Associate,1.0,minimal +44.0,Male,PhD,Data Scientist,17.0,above average +30.0,Male,Bachelor's Degree,Software Developer,6.0,below average +32.0,Female,Master's Degree,Software Developer,8.0,average +46.0,Male,PhD,Data Scientist,18.0,high +28.0,Female,Bachelor's Degree,Marketing Coordinator,2.0,minimal +24.0,Male,High School,Junior Sales Associate,1.0,minimal +31.0,Female,Master's Degree,Marketing Manager,5.0,below average +39.0,Male,Bachelor's Degree,Operations Manager,13.0,average +25.0,Female,Bachelor's Degree,Human Resources Coordinator,2.0,minimal +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +30.0,Female,Master's Degree,Human Resources Coordinator,3.0,minimal +44.0,Male,PhD,Data Scientist,18.0,high +35.0,Female,Bachelor's Degree,Human Resources Manager,8.0,below average +26.0,Male,High School,Junior Sales Associate,1.0,minimal +37.0,Female,Master's Degree,Marketing Manager,12.0,average +29.0,Male,Bachelor's Degree,Software Engineer,4.0,below average +51.0,Male,PhD,Data Scientist,24.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,Master's Degree,Human Resources Manager,15.0,above average +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,PhD,Data Scientist,19.0,high +31.0,Male,Bachelor's Degree,Software Developer,6.0,below average +41.0,Female,Master's Degree,Marketing Coordinator,13.0,above average +27.0,Male,Bachelor's Degree,Software Developer,3.0,below average +42.0,Female,Master's Degree,Marketing Manager,16.0,above average +35.0,Male,PhD,Data Scientist,9.0,average +29.0,Female,Bachelor's Degree,Human Resources Coordinator,2.0,minimal +33.0,Male,High School,Junior Sales Associate,1.0,minimal +36.0,Female,Bachelor's Degree,Operations Manager,7.0,below average +43.0,Male,PhD,Data Scientist,17.0,high +31.0,Female,Bachelor's Degree,Software Engineer,5.0,below average +49.0,Male,Master's Degree,Marketing Manager,23.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +45.0,Female,PhD,Data Scientist,19.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +34.0,Male,Bachelor's Degree,Operations Manager,8.0,average +31.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +28.0,Female,Bachelor's Degree,Junior Software Developer,2.0,minimal +44.0,Female,PhD,Data Scientist,18.0,high +38.0,Male,Bachelor's Degree,Operations Manager,11.0,average +30.0,Female,High School,Junior Sales Associate,1.0,minimal +45.0,Male,Master's Degree,Marketing Manager,20.0,high +27.0,Female,Bachelor's Degree,Software Developer,3.0,below average +41.0,Male,PhD,Data Scientist,15.0,above average +35.0,Female,Master's Degree,Human Resources Manager,8.0,below average +26.0,Male,Bachelor's Degree,Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +48.0,Male,PhD,Data Scientist,22.0,high +32.0,Female,Master's Degree,Marketing Manager,6.0,below average +31.0,Female,Master's Degree,Director of HR,6.0,average +28.0,Male,Bachelor's Degree,Junior Web Developer,2.0,minimal +29.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +35.0,Male,PhD,Senior Human Resources Manager,10.0,average +26.0,Female,High School,Web Developer,1.0,minimal +32.0,Male,Bachelor's Degree,Junior HR Generalist,5.0,below average +27.0,Female,Master's Degree,Web Developer,2.0,minimal +39.0,Male,Master's Degree,Director of HR,12.0,average +23.0,Female,Bachelor's Degree,Junior HR Generalist,1.0,minimal +30.0,Male,Bachelor's Degree,Web Developer,4.0,below average +26.0,Female,Bachelor's Degree,Junior HR Coordinator,1.0,minimal +42.0,Male,PhD,Senior Human Resources Manager,14.0,above average +34.0,Female,Master's Degree,Director of HR,9.0,average +28.0,Male,High School,Juniour HR Generalist,2.0,minimal +31.0,Female,Bachelor's Degree,Junior HR Coordinator,4.0,minimal +29.0,Male,Bachelor's Degree,Web Developer,3.0,below average +35.0,Female,Master's Degree,Senior HR Generalist,8.0,below average +26.0,Male,Master's Degree,Junior Web Developer,2.0,minimal +40.0,Female,PhD,Director of HR,13.0,average +34.0,Male,Bachelor's Degree,Web Developer,7.0,below average +26.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +29.0,Male,Master's Degree,Senior HR Generalist,4.0,below average +25.0,Female,High School,Juniour HR Coordinator,1.0,minimal +33.0,Male,Master's Degree,Web Developer,6.0,below average +27.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +31.0,Male,PhD,Senior Human Resources Manager,7.0,below average +29.0,Female,Master's Degree,Web Developer,4.0,below average +24.0,Male,Bachelor's Degree,Junior Web Developer,1.0,minimal +42.0,Female,Master's Degree,Senior HR Generalist,12.0,average +34.0,Male,Master's Degree,Director of HR,10.0,average +28.0,Female,Bachelor's Degree,Junior HR Generalist,3.0,minimal +33.0,Male,PhD,Director of HR,8.0,average +29.0,Female,Bachelor's Degree,Web Developer,3.0,below average +25.0,Male,High School,Junior HR Generalist,2.0,minimal +26.0,Female,Master's Degree,Senior HR Generalist,2.0,minimal +30.0,Male,Bachelor's Degree,Web Developer,5.0,below average +24.0,Female,High School,Juniour HR Coordinator,1.0,minimal +31.0,Male,Master's Degree,Director of HR,7.0,below average +27.0,Female,Bachelor's Degree,Web Developer,2.0,minimal +35.0,Male,PhD,Senior Human Resources Manager,10.0,average +26.0,Female,Bachelor's Degree,Junior HR Generalist,1.0,minimal +32.0,Male,Master's Degree,Web Developer,6.0,below average +29.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +25.0,Male,High School,Web Developer,2.0,minimal +33.0,Female,Bachelor's Degree,Junior HR Generalist,7.0,below average +27.0,Male,Master's Degree,Web Developer,2.0,minimal +28.0,Female,Bachelor's Degree,Junior HR Coordinator,3.0,minimal +34.0,Male,PhD,Director of HR,9.0,average +30.0,Female,Bachelor's Degree,Web Developer,4.0,below average +26.0,Male,Bachelor's Degree,Junior HR Coordinator,2.0,minimal +42.0,Female,Master's Degree,Senior Human Resources Manager,13.0,average +34.0,Male,Master's Degree,Web Developer,8.0,below average +28.0,Female,High School,Juniour HR Generalist,2.0,minimal +31.0,Male,Bachelor's Degree,Junior HR Generalist,5.0,below average +29.0,Female,Master's Degree,Web Developer,3.0,below average +35.0,Male,PhD,Senior Human Resources Manager,10.0,average +26.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +32.0,Male,Master's Degree,Director of HR,6.0,average +27.0,Female,Master's Degree,Junior HR Generalist,2.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,11.0,average +23.0,Female,Bachelor's Degree,Junior HR Coordinator,1.0,minimal +30.0,Male,Bachelor's Degree,Web Developer,4.0,below average +26.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +42.0,Male,PhD,Director of HR,14.0,above average +34.0,Female,Master's Degree,Director of HR,9.0,average +28.0,Male,High School,Junior Web Developer,2.0,minimal +31.0,Female,Bachelor's Degree,Junior HR Coordinator,4.0,minimal +29.0,Male,Bachelor's Degree,Web Developer,3.0,below average +35.0,Female,Master's Degree,Senior HR Generalist,8.0,below average +26.0,Male,Master's Degree,Junior Web Developer,2.0,minimal +40.0,Female,PhD,Director of HR,13.0,average +34.0,Male,Bachelor's Degree,Web Developer,7.0,below average +26.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +29.0,Male,Master's Degree,Senior HR Generalist,4.0,below average +25.0,Female,High School,Junior HR Coordinator,1.0,minimal +33.0,Male,Master's Degree,Web Developer,6.0,below average +27.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +31.0,Male,PhD,Senior Human Resources Manager,7.0,below average +29.0,Female,Master's Degree,Web Developer,4.0,below average +24.0,Male,Bachelor's Degree,Junior Web Developer,1.0,minimal +42.0,Female,Master's Degree,Senior HR Generalist,12.0,average +34.0,Male,Master's Degree,Director of HR,10.0,average +28.0,Female,Bachelor's Degree,Junior HR Generalist,3.0,minimal +33.0,Male,PhD,Director of HR,8.0,average +29.0,Female,Bachelor's Degree,Web Developer,3.0,below average +25.0,Male,High School,Junior HR Generalist,2.0,minimal +26.0,Female,Master's Degree,Senior HR Generalist,2.0,minimal +30.0,Male,Bachelor's Degree,Web Developer,5.0,below average +24.0,Female,High School,Juniour HR Coordinator,1.0,minimal +31.0,Male,Master's Degree,Director of HR,7.0,below average +27.0,Female,Bachelor's Degree,Web Developer,2.0,minimal +35.0,Male,PhD,Senior Human Resources Manager,10.0,average +26.0,Female,Bachelor's Degree,Junior HR Generalist,1.0,minimal +32.0,Male,Master's Degree,Web Developer,6.0,below average +29.0,Female,Master's Degree,Senior HR Generalist,4.0,below average +25.0,Male,High School,Web Developer,2.0,minimal +33.0,Female,Bachelor's Degree,Junior HR Generalist,7.0,below average +27.0,Male,Master's Degree,Web Developer,2.0,minimal +28.0,Female,Bachelor's Degree,Junior HR Coordinator,3.0,minimal +34.0,Male,PhD,Director of HR,9.0,average +30.0,Female,Bachelor's Degree,Web Developer,4.0,below average +26.0,Male,Bachelor's Degree,Junior HR Coordinator,2.0,minimal +42.0,Female,Master's Degree,Senior Human Resources Manager,13.0,average +34.0,Male,Master's Degree,Web Developer,8.0,below average +28.0,Female,High School,Juniour HR Generalist,2.0,minimal +31.0,Male,Bachelor's Degree,Junior HR Generalist,5.0,below average +29.0,Female,Master's Degree,Web Developer,3.0,below average +35.0,Male,PhD,Senior Human Resources Manager,10.0,average +26.0,Female,Bachelor's Degree,Web Developer,1.0,minimal +32.0,Male,Master's Degree,Director of HR,6.0,average +27.0,Female,Master's Degree,Junior HR Generalist,2.0,minimal +39.0,Male,Master's Degree,Senior HR Generalist,11.0,average +23.0,Female,Bachelor's Degree,Junior HR Coordinator,1.0,minimal +30.0,Male,Bachelor's Degree,Web Developer,4.0,below average +26.0,Female,Bachelor's Degree,Junior HR Generalist,2.0,minimal +42.0,Male,PhD,Director of HR,14.0,above average +34.0,Female,Master's Degree,Director of HR,9.0,average +28.0,Male,High School,Junior Web Developer,2.0,minimal +31.0,Female,Bachelor's Degree,Junior HR Coordinator,4.0,minimal +27.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +33.0,Male,Master's Degree,Senior Data Scientist,8.0,average +29.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,minimal +31.0,Male,Bachelor's Degree,Junior Marketing Manager,5.0,below average +38.0,Female,PhD,Senior Research Scientist,12.0,above average +25.0,Male,High School,Junior Sales Associate,1.0,minimal +32.0,Female,Master's Degree,Senior Software Engineer,7.0,average +27.0,Male,Bachelor's Degree,Junior Data Analyst,2.0,minimal +29.0,Female,Bachelor's Degree,Junior Marketing Manager,3.0,minimal +35.0,Male,PhD,Senior Research Scientist,10.0,above average +26.0,Female,Bachelor's Degree,Junior Software Engineer,1.0,minimal +28.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +36.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +34.0,Male,Master's Degree,Senior Data Scientist,9.0,average +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,minimal +32.0,Male,Bachelor's Degree,Junior Marketing Manager,6.0,below average +39.0,Female,PhD,Senior Research Scientist,13.0,above average +26.0,Male,High School,Junior Sales Associate,2.0,minimal +33.0,Female,Master's Degree,Senior Software Engineer,8.0,average +28.0,Male,Bachelor's Degree,Junior Data Analyst,3.0,minimal +30.0,Female,Bachelor's Degree,Junior Marketing Manager,4.0,minimal +36.0,Male,PhD,Senior Research Scientist,11.0,above average +27.0,Female,Bachelor's Degree,Junior Software Engineer,2.0,minimal +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +22.0,Female,High School,Sales Associate,0.0,minimal +45.0,Male,Bachelor's Degree,Financial Manager,21.0,high +31.0,Female,Master's Degree,Content Marketing Manager,8.0,average +28.0,Male,Bachelor's Degree,Digital Marketing Manager,4.0,below average +29.0,Male,Bachelor's Degree,Senior Product Marketing Manager,6.0,average +35.0,Female,PhD,Director of Marketing,12.0,high +27.0,Male,High School,Sales Representative,3.0,minimal +33.0,Female,Bachelor's Degree,Marketing Manager,9.0,above average +30.0,Male,Master's Degree,Financial Manager,7.0,average +25.0,Female,Bachelor's Degree,Marketing Manager,2.0,minimal +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +29.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +25.0,Female,Bachelor's Degree,Marketing Manager,3.0,below average +30.0,Male,Master's Degree,Financial Manager,7.0,average +28.0,Female,PhD,Director of Marketing,6.0,average +26.0,Male,Bachelor's Degree,Senior Product Marketing Manager,5.0,below average +28.0,Female,Master's Degree,Marketing Manager,7.0,average +34.0,Male,PhD,Director of Marketing,12.0,high +31.0,Male,Bachelor's Degree,Sales Director,9.0,above average +24.0,Female,High School,Sales Associate,1.0,minimal +29.0,Male,Bachelor's Degree,Digital Marketing Manager,6.0,average +27.0,Female,Master's Degree,Content Marketing Manager,4.0,below average +33.0,Male,PhD,Sales Director,10.0,above average +21.0,Female,High School,Junior Sales Representative,0.0,minimal +36.0,Male,Bachelor's Degree,Sales Manager,11.0,above average +23.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +39.0,Female,Master's Degree,Marketing Manager,12.0,above average +28.0,Male,Bachelor's Degree,Financial Analyst,4.0,below average +31.0,Female,PhD,Research Scientist,8.0,average +35.0,Male,Bachelor's Degree,Project Manager,10.0,above average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +42.0,Male,Master's Degree,Senior Software Engineer,18.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,3.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,7.0,average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Data Scientist,9.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,12.0,above average +38.0,Female,Master's Degree,Marketing Director,14.0,high +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +23.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +39.0,Female,Master's Degree,Marketing Manager,12.0,above average +28.0,Male,Bachelor's Degree,Financial Analyst,4.0,below average +31.0,Female,PhD,Research Scientist,8.0,average +35.0,Male,Bachelor's Degree,Project Manager,10.0,above average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +42.0,Male,Master's Degree,Senior Software Engineer,18.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,3.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,7.0,average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Data Scientist,9.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,12.0,above average +38.0,Female,Master's Degree,Marketing Director,14.0,high +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +23.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +39.0,Female,Master's Degree,Marketing Manager,12.0,above average +28.0,Male,Bachelor's Degree,Financial Analyst,4.0,below average +31.0,Female,PhD,Research Scientist,8.0,average +35.0,Male,Bachelor's Degree,Project Manager,10.0,above average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +42.0,Male,Master's Degree,Senior Software Engineer,18.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,3.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,7.0,average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Data Scientist,9.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,12.0,above average +38.0,Female,Master's Degree,Marketing Director,14.0,high +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +23.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +39.0,Female,Master's Degree,Marketing Manager,12.0,above average +28.0,Male,Bachelor's Degree,Financial Analyst,4.0,below average +31.0,Female,PhD,Research Scientist,8.0,average +35.0,Male,Bachelor's Degree,Project Manager,10.0,above average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +42.0,Male,Master's Degree,Senior Software Engineer,18.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,3.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,7.0,average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Data Scientist,9.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,12.0,above average +38.0,Female,Master's Degree,Marketing Director,14.0,high +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +25.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +27.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,10.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,7.0,average +23.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +39.0,Female,Master's Degree,Marketing Manager,12.0,above average +28.0,Male,Bachelor's Degree,Financial Analyst,4.0,below average +31.0,Female,PhD,Research Scientist,8.0,average +35.0,Male,Bachelor's Degree,Project Manager,10.0,above average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +42.0,Male,Master's Degree,Senior Software Engineer,18.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,3.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,7.0,average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social M,,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,Master's Degree,Marketing Director,11.0,above average +25.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +29.0,Female,PhD,Data Scientist,5.0,average +33.0,Male,Bachelor's Degree,Project Manager,8.0,average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +43.0,Male,Master's Degree,Senior Software Engineer,19.0,high +30.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +34.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +25.0,Female,High School,Sales Associate,0.0,minimal +31.0,Male,Master's Degree,Financial Analyst,6.0,average +27.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +33.0,Male,PhD,Research Scientist,10.0,above average +23.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Bachelor's Degree,Product Manager,13.0,above average +39.0,Female,Master's Degree,Marketing Manager,14.0,high +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,Master's Degree,Marketing Director,11.0,above average +25.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +29.0,Female,PhD,Data Scientist,5.0,average +33.0,Male,Bachelor's Degree,Project Manager,8.0,average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +43.0,Male,Master's Degree,Senior Software Engineer,19.0,high +30.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +34.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +25.0,Female,High School,Sales Associate,0.0,minimal +31.0,Male,Master's Degree,Financial Analyst,6.0,average +27.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +33.0,Male,PhD,Research Scientist,10.0,above average +23.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Bachelor's Degree,Product Manager,13.0,above average +39.0,Female,Master's Degree,Marketing Manager,14.0,high +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,Master's Degree,Marketing Director,11.0,above average +25.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +29.0,Female,PhD,Data Scientist,5.0,average +33.0,Male,Bachelor's Degree,Project Manager,8.0,average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +43.0,Male,Master's Degree,Senior Software Engineer,19.0,high +30.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +34.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +25.0,Female,High School,Sales Associate,0.0,minimal +31.0,Male,Master's Degree,Financial Analyst,6.0,average +27.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +33.0,Male,PhD,Research Scientist,10.0,above average +23.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Bachelor's Degree,Product Manager,13.0,above average +39.0,Female,Master's Degree,Marketing Manager,14.0,high +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,Master's Degree,Marketing Director,11.0,above average +25.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +29.0,Female,PhD,Data Scientist,5.0,average +33.0,Male,Bachelor's Degree,Project Manager,8.0,average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +43.0,Male,Master's Degree,Senior Software Engineer,19.0,high +30.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +34.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +25.0,Female,High School,Sales Associate,0.0,minimal +31.0,Male,Master's Degree,Financial Analyst,6.0,average +27.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +33.0,Male,PhD,Research Scientist,10.0,above average +23.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Bachelor's Degree,Product Manager,13.0,above average +39.0,Female,Master's Degree,Marketing Manager,14.0,high +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +26.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +28.0,Male,Bachelor's Degree,Product Designer,3.0,below average +35.0,Female,PhD,Research Director,11.0,above average +27.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +32.0,Female,Master's Degree,Financial Manager,8.0,average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,Master's Degree,Marketing Director,11.0,above average +25.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +29.0,Female,PhD,Data Scientist,5.0,average +33.0,Male,Bachelor's Degree,Project Manager,8.0,average +27.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +43.0,Male,Master's Degree,Senior Software Engineer,19.0,high +30.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +34.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +25.0,Female,High School,Sales Associate,0.0,minimal +31.0,Male,Master's Degree,Financial Analyst,6.0,average +27.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +33.0,Male,PhD,Research Scientist,10.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +35.0,Female,Master's Degree,Marketing Director,11.0,above average +24.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +28.0,Female,PhD,Data Scientist,5.0,average +32.0,Male,Bachelor's Degree,Project Manager,8.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +41.0,Male,Master's Degree,Senior Software Engineer,19.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Research Scientist,10.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,13.0,above average +38.0,Female,Master's Degree,Marketing Manager,14.0,high +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +35.0,Female,Master's Degree,Marketing Director,11.0,above average +24.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +28.0,Female,PhD,Data Scientist,5.0,average +32.0,Male,Bachelor's Degree,Project Manager,8.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +41.0,Male,Master's Degree,Senior Software Engineer,19.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Research Scientist,10.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,13.0,above average +38.0,Female,Master's Degree,Marketing Manager,14.0,high +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +35.0,Female,Master's Degree,Marketing Director,11.0,above average +24.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +28.0,Female,PhD,Data Scientist,5.0,average +32.0,Male,Bachelor's Degree,Project Manager,8.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +41.0,Male,Master's Degree,Senior Software Engineer,19.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Research Scientist,10.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,13.0,above average +38.0,Female,Master's Degree,Marketing Manager,14.0,high +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +35.0,Female,Master's Degree,Marketing Director,11.0,above average +24.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +28.0,Female,PhD,Data Scientist,5.0,average +32.0,Male,Bachelor's Degree,Project Manager,8.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +41.0,Male,Master's Degree,Senior Software Engineer,19.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Manager,3.0,minimal +32.0,Male,PhD,Research Scientist,10.0,above average +22.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Bachelor's Degree,Product Manager,13.0,above average +38.0,Female,Master's Degree,Marketing Manager,14.0,high +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Junior Software Engineer,1.0,minimal +31.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +29.0,Male,Bachelor's Degree,Product Designer,3.0,below average +34.0,Female,PhD,Research Director,11.0,above average +26.0,Male,Bachelor's Degree,Marketing Analyst,2.0,minimal +31.0,Female,Master's Degree,Financial Manager,8.0,average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +35.0,Female,Master's Degree,Marketing Director,11.0,above average +24.0,Male,Bachelor's Degree,Financial Analyst,1.0,minimal +28.0,Female,PhD,Data Scientist,5.0,average +32.0,Male,Bachelor's Degree,Project Manager,8.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +41.0,Male,Master's Degree,Senior Software Engineer,19.0,high +29.0,Female,Bachelor's Degree,Digital Marketing Specialist,4.0,below average +33.0,Male,Bachelor's Degree,Marketing Manager,9.0,above average +24.0,Female,High School,Sales Associate,0.0,minimal +30.0,Male,Master's Degree,Financial Analyst,6.0,average +26.0,Female,Bachelor's Degree,Social Media Man,7.0,average +31.0,Male,Bachelor's Degree,Software Engineer,7.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,2.0,minimal +33.0,Male,Master's Degree,Marketing Manager,9.0,above average +29.0,Female,High School,Customer Service Representative,3.0,minimal +36.0,Male,PhD,Research Scientist,13.0,above average +27.0,Female,Bachelor's Degree,Marketing Coordinator,2.0,minimal +31.0,Male,Bachelor's Degree,Project Manager,6.0,average +28.0,Female,Master's Degree,Financial Analyst,4.0,below average +25.0,Male,Bachelor's Degree,Software Engineer,1.0,below average +30.0,Female,Bachelor's Degree,Sales Manager,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,above average +25.0,Male,Bachelor's Degree,Product Manager,1.0,minimal +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +28.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,below average +33.0,Male,Master's Degree,Software Engineer,9.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,1.0,minimal +29.0,Male,Bachelor's Degree,Product Manager,5.0,below average +35.0,Female,PhD,Research Scientist,11.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,2.0,below average +31.0,Female,Bachelor's Degree,Marketing Manager,7.0,average +28.0,Male,Master's Degree,Financial Analyst,4.0,below average +24.0,Female,Bachelor's Degree,Marketing Analyst,0.0,minimal +30.0,Male,Bachelor's Degree,Project Manager,6.0,average +34.0,Female,PhD,Research Director,12.0,high +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +33.0,Female,Master's Degree,Marketing Manager,8.0,average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +25.0,Female,High School,Customer Service Representative,1.0,minimal +36.0,Male,PhD,Research Scientist,13.0,high +39.0,Female,Bachelor's Degree,Financial Manager,15.0,high +26.0,Male,Bachelor's Degree,Product Designer,1.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +28.0,Male,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Female,Bachelor's Degree,Product Manager,7.0,average +24.0,Male,High School,Delivery Driver,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +29.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +32.0,Female,Master's Degree,Marketing Manager,8.0,average +27.0,Male,Bachelor's Degree,Product Manager,2.0,below average +30.0,Female,PhD,Data Scientist,6.0,average +36.0,Male,Bachelor's Degree,Financial Analyst,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,below average +33.0,Male,Master's Degree,Software Engineer,9.0,average +26.0,Female,Bachelor's Degree,Graphic Designer,1.0,minimal +29.0,Male,Bachelor's Degree,Product Manager,5.0,below average +35.0,Female,PhD,Research Scientist,11.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,2.0,below average +31.0,Female,Bachelor's Degree,Marketing Manager,7.0,average +28.0,Male,Master's Degree,Financial Analyst,4.0,below average +24.0,Female,Bachelor's Degree,Marketing Analyst,0.0,minimal +30.0,Male,Bachelor's Degree,Project Manager,6.0,average +34.0,Female,PhD,Research Director,12.0,high +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +33.0,Female,Master's Degree,Marketing Manager,8.0,average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +25.0,Female,High School,Customer Service Representative,1.0,minimal +36.0,Male,PhD,Research Scientist,13.0,high +39.0,Female,Bachelor's Degree,Financial Manager,15.0,high +26.0,Male,Bachelor's Degree,Product Designer,1.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +28.0,Male,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Female,Bachelor's Degree,Product Manager,7.0,average +24.0,Male,High School,Delivery Driver,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,phD,Marketing Coordinator,7.0,average +28.0,Female,Bachelor's Degree,Marketing Coordinator,3.0,below average +33.0,Male,Master's Degree,Software Engineer,8.0,average +27.0,Female,Bachelor's Degree,Product Manager,2.0,below average +30.0,Male,PhD,Data Scientist,6.0,average +36.0,Female,Bachelor's Degree,Financial Analyst,11.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Female,Master's Degree,Software Engineer,9.0,average +26.0,Male,Bachelor's Degree,Graphic Designer,1.0,minimal +29.0,Female,Bachelor's Degree,Product Manager,5.0,below average +35.0,Male,PhD,Research Scientist,11.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,2.0,below average +31.0,Female,Bachelor's Degree,Marketing Manager,7.0,average +28.0,Male,Master's Degree,Financial Analyst,4.0,below average +24.0,Female,Bachelor's Degree,Marketing Analyst,0.0,minimal +30.0,Male,Bachelor's Degree,Project Manager,6.0,average +34.0,Female,PhD,Research Director,12.0,high +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +33.0,Female,Master's Degree,Marketing Manager,8.0,average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +25.0,Female,High School,Customer Service Representative,1.0,minimal +36.0,Male,PhD,Research Scientist,13.0,high +39.0,Female,Bachelor's Degree,Financial Manager,15.0,high +26.0,Male,Bachelor's Degree,Product Designer,1.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +28.0,Male,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Female,Bachelor's Degree,Product Manager,7.0,average +24.0,Male,High School,Delivery Driver,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +31.0,Female,PhD,Data Scientist,8.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,12.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,below average +34.0,Male,PhD,Research Director,11.0,above average +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +37.0,Male,Master's Degree,Marketing Director,14.0,high +39.0,Female,Bachelor's Degree,Financial Manager,16.0,high +29.0,Female,Bachelor's Degree,Marketing Coordinator,4.0,below average +34.0,Male,Master's Degree,Software Engineer,9.0,average +28.0,Female,Bachelor's Degree,Product Manager,3.0,below average +31.0,Male,PhD,Data Scientist,7.0,average +37.0,Female,Bachelor's Degree,Financial Analyst,12.0,above average +30.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Software Engineer,8.0,average +27.0,Male,Bachelor's Degree,Graphic Designer,2.0,minimal +30.0,Female,Bachelor's Degree,Product Manager,5.0,below average +36.0,Male,PhD,Research Scientist,11.0,above average +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +32.0,Female,Bachelor's Degree,Marketing Manager,8.0,average +29.0,Male,Master's Degree,Financial Analyst,5.0,average +25.0,Female,Bachelor's Degree,Marketing Analyst,0.0,minimal +31.0,Male,Bachelor's Degree,Project Manager,6.0,average +35.0,Female,PhD,Research Director,12.0,high +28.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +25.0,Female,High School,Customer Service Representative,1.0,minimal +36.0,Male,PhD,Research Scientist,13.0,high +40.0,Female,Bachelor's Degree,Financial Manager,15.0,high +27.0,Male,Bachelor's Degree,Product Designer,1.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +28.0,Male,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Female,Bachelor's Degree,Product Manager,7.0,average +24.0,Male,High School,Delivery Driver,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +26.0,Female,Master's Degree,Software Engineer,2.0,below average +39.0,Male,PhD,Research Scientist,14.0,high +32.0,Female,Bachelor's Degree,Marketing Manager,7.0,average +28.0,Male,Bachelor's Degree,Graphic Designer,3.0,below average +35.0,Female,Master's Degree,Data Scientist,10.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Product Manager,8.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,2.0,below average +36.0,Female,PhD,Research Director,12.0,high +24.0,Male,High School,Delivery Driver,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +33.0,Female,Master's Degree,Marketing Manager,9.0,above average +27.0,Male,Bachelor's Degree,Software Engineer,3.0,below average +36.0,Female,PhD,Research Scientist,13.0,high +25.0,Male,Bachelor's Degree,Product Manager,1.0,below average +30.0,Female,Bachelor's Degree,Marketing Coordinator,5.0,average +34.0,Male,PhD,Research Director,12.0,high +28.0,Female,Bachelor's Degree,Marketing Analyst,3.0,below average +32.0,Male,Bachelor's Degree,Product Manager,7.0,average +24.0,Female,High School,Receptionist,0.0,minimal +38.0,Male,Master's Degree,Marketing Director,14.0,high +40.0,Female,Bachelor's Degree,Financial Manager,16.0,high +27.0,Male,Bachelor's Degree,Product Designer,2.0,minimal +32.0,Female,PhD,Data Scientist,9.0,above average +29.0,Male,Bachelor's Degree,Marketing Analyst,4.0,below average +29.0,Male,Bachelor's Degree,Sales Associate,2.0,minimal +45.0,Female,Master's Degree,Sales Manager,8.0,below average +37.0,Male,PhD,Marketing Manager,7.0,below average +23.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Financial Manager,12.0,average +26.0,Female,Bachelor's Degree,Digital Marketing Manager,4.0,below average +33.0,Male,Master's Degree,Content Marketing Manager,5.0,below average +28.0,Female,High School,Sales Representative,3.0,minimal +50.0,Male,PhD,Senior Product Marketing Manager,15.0,above average +35.0,Female,Bachelor's Degree,Junior Sales Representative,2.0,minimal +42.0,Male,Master's Degree,Director of Marketing,13.0,above average +27.0,Female,Bachelor's Degree,Sales Associate,1.0,minimal +48.0,Male,PhD,Sales Director,18.0,high +31.0,Female,High School,Financial Manager,4.0,below average +36.0,Male,Bachelor's Degree,Sales Manager,6.0,below average +25.0,Female,Master's Degree,Digital Marketing Manager,3.0,minimal +39.0,Male,PhD,Marketing Manager,10.0,average +30.0,Female,High School,Sales Executive,2.0,minimal +44.0,Male,Bachelor's Degree,Content Marketing Manager,11.0,average +29.0,Female,Master's Degree,Sales Representative,4.0,minimal +47.0,Male,PhD,Senior Product Marketing Manager,17.0,high +32.0,Female,Bachelor's Degree,Junior Sales Representative,3.0,minimal +38.0,Male,Master's Degree,Director of Marketing,9.0,average +24.0,Female,High School,Sales Associate,1.0,minimal +40.0,Male,PhD,Sales Director,14.0,above average +34.0,Female,Bachelor's Degree,Financial Manager,5.0,below average +26.0,Male,Master's Degree,Digital Marketing Manager,3.0,minimal +31.0,Female,PhD,Marketing Manager,6.0,below average +27.0,Male,High School,Sales Executive,2.0,minimal +43.0,Female,Bachelor's Degree,Content Marketing Manager,12.0,average +28.0,Male,Master's Degree,Sales Representative,2.0,minimal +46.0,Female,PhD,Senior Product Marketing Manager,16.0,above average +33.0,Male,Bachelor's Degree,Junior Sales Representative,4.0,minimal +39.0,Female,Master's Degree,Director of Marketing,10.0,average +25.0,Male,High School,Sales Associate,1.0,minimal +41.0,Female,Bachelor's Degree,Sales Manager,8.0,below average +35.0,Male,PhD,Marketing Manager,7.0,below average +23.0,Female,Bachelor's Degree,Sales Executive,1.0,minimal +42.0,Male,Master's Degree,Financial Manager,13.0,above average +26.0,Female,Bachelor's Degree,Digital Marketing Manager,4.0,below average +32.0,Male,Master's Degree,Content Marketing Manager,5.0,below average +27.0,Female,High School,Sales Representative,3.0,minimal +50.0,Male,PhD,Senior Product Marketing Manager,15.0,above average +36.0,Female,Bachelor's Degree,Junior Sales Representative,2.0,minimal +48.0,Male,Master's Degree,Director of Marketing,18.0,high +31.0,Female,High School,Sales Associate,2.0,minimal +29.0,Male,Bachelor's Degree,Sales Director,6.0,below average +45.0,Female,PhD,Financial Manager,12.0,average +25.0,Male,Master's Degree,Digital Marketing Manager,3.0,minimal +37.0,Female,Bachelor's Degree,Marketing Manager,7.0,below average +23.0,Male,High School,Sales Executive,1.0,minimal +41.0,Female,Bachelor's Degree,Content Marketing Manager,11.0,average +26.0,Male,Master's Degree,Sales Representative,3.0,minimal +33.0,Female,PhD,Senior Product Marketing Manager,5.0,below average +28.0,Male,Bachelor's Degree,Junior Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Director of Marketing,13.0,above average +27.0,Male,High School,Financial Manager,4.0,below average +50.0,Female,Bachelor's Degree,Sales Manager,15.0,above average +35.0,Male,PhD,Marketing Manager,8.0,below average +24.0,Female,Bachelor's Degree,Sales Executive,1.0,minimal +46.0,Male,Master's Degree,Content Marketing Manager,16.0,above average +29.0,Female,High School,Sales Representative,2.0,minimal +47.0,Male,PhD,Senior Product Marketing Manager,17.0,high +31.0,Female,Bachelor's Degree,Junior Sales Representative,3.0,minimal +38.0,Male,Master's Degree,Director of Marketing,9.0,average +25.0,Female,High School,Sales Associate,1.0,minimal +39.0,Male,Bachelor's Degree,Sales Director,10.0,average +33.0,Female,PhD,Financial Manager,5.0,below average +27.0,Male,Master's Degree,Digital Marketing Manager,3.0,minimal +43.0,Female,Bachelor's Degree,Marketing Manager,12.0,average +28.0,Male,High School,Sales Executive,2.0,minimal +31.0,Male,Bachelor's Degree,Sales Associate,3.0,minimal +46.0,Female,Master's Degree,Marketing Manager,14.0,above average +27.0,Male,High School,Sales Executive,2.0,minimal +38.0,Female,Bachelor's Degree,Financial Manager,10.0,average +24.0,Male,PhD,Digital Marketing Manager,1.0,minimal +33.0,Female,Master's Degree,Content Marketing Manager,6.0,below average +29.0,Male,High School,Sales Representative,2.0,minimal +50.0,Female,Bachelor's Degree,Sales Manager,18.0,high +35.0,Male,PhD,Senior Product Marketing Manager,8.0,below average +23.0,Female,Bachelor's Degree,Sales Executive,1.0,minimal +41.0,Male,Master's Degree,Director of Marketing,12.0,average +26.0,Female,High School,Financial Manager,3.0,minimal +32.0,Male,Bachelor's Degree,Sales Director,7.0,below average +27.0,Female,PhD,Marketing Manager,4.0,minimal +43.0,Male,Master's Degree,Content Marketing Manager,16.0,above average +28.0,Female,Bachelor's Degree,Sales Representative,2.0,minimal +47.0,Male,PhD,Senior Product Marketing Manager,17.0,high +31.0,Female,High School,Junior Sales Representative,3.0,minimal +38.0,Male,Master's Degree,Director of Marketing,9.0,average +25.0,Female,High School,Sales Associate,1.0,minimal +39.0,Male,Bachelor's Degree,Sales Manager,11.0,average +33.0,Female,PhD,Financial Manager,6.0,below average +27.0,Male,Master's Degree,Digital Marketing Manager,3.0,minimal +43.0,Female,Bachelor's Degree,Marketing Manager,12.0,average +28.0,Male,High School,Sales Executive,2.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,15.0,above average +36.0,Male,Bachelor's Degree,Sales Representative,5.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,19.0,high +31.0,Male,High School,Junior Sales Representative,3.0,minimal +29.0,Female,Bachelor's Degree,Sales Director,6.0,below average +45.0,Male,Master's Degree,Director of Marketing,14.0,above average +25.0,Female,High School,Sales Associate,1.0,minimal +41.0,Male,Bachelor's Degree,Financial Manager,12.0,average +35.0,Female,PhD,Marketing Manager,8.0,below average +23.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +42.0,Female,Master's Degree,Sales Manager,13.0,above average +26.0,Male,High School,Digital Marketing Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +27.0,Male,PhD,Sales Representative,4.0,minimal +50.0,Female,Master's Degree,Senior Product Marketing Manager,18.0,high +36.0,Male,Bachelor's Degree,Junior Sales Representative,3.0,minimal +48.0,Female,PhD,Director of Marketing,19.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,average +37.0,Male,Master's Degree,Marketing Manager,11.0,average +26.0,Female,Bachelor's Degree,Sales Representative,2.0,minimal +42.0,Male,PhD,Content Marketing Manager,15.0,above average +33.0,Female,High School,Sales Executive,4.0,minimal +29.0,Male,Bachelor's Degree,Sales Manager,5.0,below average +45.0,Female,Master's Degree,Director of Marketing,16.0,above average +24.0,Male,High School,Sales Associate,1.0,minimal +39.0,Female,Bachelor's Degree,Financial Manager,10.0,average +31.0,Male,PhD,Senior Product Marketing Manager,7.0,below average +27.0,Female,Master's Degree,Digital Marketing Manager,3.0,minimal +43.0,Male,Bachelor's Degree,Content Marketing Manager,14.0,above average +28.0,Female,High School,Sales Representative,2.0,minimal +50.0,Male,PhD,Marketing Manager,18.0,high +35.0,Female,Bachelor's Degree,Sales Executive,7.0,below average +23.0,Male,Bachelor's Degree,Sales Manager,1.0,minimal +41.0,Female,Master's Degree,Director of Marketing,12.0,average +26.0,Male,High School,Financial Manager,3.0,minimal +32.0,Female,Bachelor's Degree,Sales Director,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,18.0,high +36.0,Male,Bachelor's Degree,Sales Representative,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,19.0,high +31.0,Male,High School,Junior Sales Representative,3.0,minimal +29.0,Female,Bachelor's Degree,Sales Director,5.0,below average +45.0,Male,Master's Degree,Director of Marketing,15.0,above average +25.0,Female,High School,Sales Associate,1.0,minimal +41.0,Male,Bachelor's Degree,Financial Manager,12.0,average +35.0,Female,PhD,Marketing Manager,8.0,below average +23.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +42.0,Female,Master's Degree,Sales Manager,13.0,above average +26.0,Male,High School,Digital Marketing Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +27.0,Male,PhD,Sales Representative,4.0,minimal +50.0,Female,Master's Degree,Senior Product Marketing Manager,18.0,high +36.0,Male,Bachelor's Degree,Junior Sales Representative,3.0,minimal +48.0,Female,PhD,Director of Marketing,19.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +41.0,Male,Bachelor's Degree,Content Marketing Manager,12.0,average +35.0,Female,PhD,Senior Product Marketing Manager,9.0,average +23.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +42.0,Female,Master's Degree,Digital Marketing Manager,14.0,above average +26.0,Male,High School,Sales Manager,2.0,minimal +32.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +27.0,Male,PhD,Marketing Manager,4.0,minimal +50.0,Female,Master's Degree,Content Marketing Manager,19.0,high +36.0,Male,Bachelor's Degree,Sales Director,6.0,below average +48.0,Female,PhD,Senior Product Marketing Manager,17.0,high +31.0,Male,High School,Sales Associate,3.0,minimal +29.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +45.0,Male,Master's Degree,Marketing Manager,13.0,above average +25.0,Female,High School,Sales Executive,1.0,minimal +38.0,Male,Master's Degree,Marketing Manager,12.0,average +27.0,Female,Bachelor's Degree,Sales Representative,3.0,minimal +43.0,Male,PhD,Content Marketing Manager,16.0,above average +34.0,Female,High School,Sales Executive,5.0,below average +30.0,Male,Bachelor's Degree,Sales Manager,6.0,below average +46.0,Female,Master's Degree,Director of Marketing,17.0,high +25.0,Male,High School,Sales Associate,1.0,minimal +40.0,Female,Bachelor's Degree,Financial Manager,11.0,average +32.0,Male,PhD,Senior Product Marketing Manager,8.0,below average +28.0,Female,Master's Degree,Digital Marketing Manager,4.0,minimal +44.0,Male,Bachelor's Degree,Content Marketing Manager,15.0,above average +29.0,Female,High School,Sales Representative,2.0,minimal +51.0,Male,PhD,Marketing Manager,19.0,high +36.0,Female,Bachelor's Degree,Sales Executive,8.0,below average +24.0,Male,Bachelor's Degree,Sales Manager,1.0,minimal +42.0,Female,Master's Degree,Director of Marketing,13.0,above average +27.0,Male,High School,Financial Manager,3.0,minimal +33.0,Female,Bachelor's Degree,Sales Director,7.0,below average +28.0,Male,PhD,Marketing Manager,4.0,minimal +51.0,Female,Master's Degree,Content Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Sales Representative,7.0,below average +49.0,Female,PhD,Senior Product Marketing Manager,20.0,high +32.0,Male,High School,Junior Sales Representative,3.0,minimal +30.0,Female,Bachelor's Degree,Sales Director,5.0,below average +46.0,Male,Master's Degree,Director of Marketing,16.0,above average +26.0,Female,High School,Sales Associate,1.0,minimal +42.0,Male,Bachelor's Degree,Financial Manager,13.0,above average +36.0,Female,PhD,Marketing Manager,9.0,average +24.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +43.0,Female,Master's Degree,Sales Manager,14.0,above average +27.0,Male,High School,Digital Marketing Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +28.0,Male,PhD,Sales Representative,4.0,minimal +51.0,Female,Master's Degree,Senior Product Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Junior Sales Representative,6.0,below average +49.0,Female,PhD,Director of Marketing,20.0,high +32.0,Male,High School,Sales Associate,3.0,minimal +30.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +46.0,Male,Master's Degree,Marketing Manager,14.0,above average +26.0,Female,High School,Sales Executive,1.0,minimal +42.0,Male,Bachelor's Degree,Content Marketing Manager,13.0,above average +36.0,Female,PhD,Senior Product Marketing Manager,10.0,average +24.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +43.0,Female,Master's Degree,Digital Marketing Manager,15.0,above average +27.0,Male,High School,Sales Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +28.0,Male,PhD,Marketing Manager,4.0,minimal +51.0,Female,Master's Degree,Content Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Sales Director,7.0,below average +49.0,Female,PhD,Senior Product Marketing Manager,20.0,high +32.0,Male,High School,Junior Sales Representative,3.0,minimal +30.0,Female,Bachelor's Degree,Sales Manager,5.0,below average +46.0,Male,Master's Degree,Director of Marketing,16.0,above average +26.0,Female,High School,Sales Associate,1.0,minimal +42.0,Male,Bachelor's Degree,Financial Manager,13.0,above average +36.0,Female,PhD,Marketing Manager,9.0,average +24.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +43.0,Female,Master's Degree,Sales Manager,14.0,above average +27.0,Male,High School,Digital Marketing Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +28.0,Male,PhD,Sales Representative,4.0,minimal +51.0,Female,Master's Degree,Senior Product Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Junior Sales Representative,6.0,below average +49.0,Female,PhD,Director of Marketing,20.0,high +32.0,Male,High School,Sales Associate,3.0,minimal +30.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +46.0,Male,Master's Degree,Marketing Manager,14.0,above average +26.0,Female,High School,Sales Executive,1.0,minimal +42.0,Male,Bachelor's Degree,Content Marketing Manager,13.0,above average +36.0,Female,PhD,Senior Product Marketing Manager,10.0,average +24.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +43.0,Female,Master's Degree,Digital Marketing Manager,15.0,above average +27.0,Male,High School,Sales Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +28.0,Male,PhD,Marketing Manager,4.0,minimal +51.0,Female,Master's Degree,Content Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Sales Director,7.0,below average +49.0,Female,PhD,Senior Product Marketing Manager,20.0,high +32.0,Male,High School,Junior Sales Representative,3.0,minimal +30.0,Female,Bachelor's Degree,Sales Manager,5.0,below average +46.0,Male,Master's Degree,Director of Marketing,16.0,above average +26.0,Female,High School,Sales Associate,1.0,minimal +42.0,Male,Bachelor's Degree,Financial Manager,13.0,above average +36.0,Female,PhD,Marketing Manager,9.0,average +24.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +43.0,Female,Master's Degree,Sales Manager,14.0,above average +27.0,Male,High School,Digital Marketing Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +28.0,Male,PhD,Sales Representative,4.0,minimal +51.0,Female,Master's Degree,Senior Product Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Junior Sales Representative,6.0,below average +49.0,Female,PhD,Director of Marketing,20.0,high +32.0,Male,High School,Sales Associate,3.0,minimal +30.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +46.0,Male,Master's Degree,Marketing Manager,14.0,above average +26.0,Female,High School,Sales Executive,1.0,minimal +42.0,Male,Bachelor's Degree,Content Marketing Manager,13.0,above average +36.0,Female,PhD,Senior Product Marketing Manager,10.0,average +24.0,Male,Bachelor's Degree,Sales Representative,1.0,minimal +43.0,Female,Master's Degree,Digital Marketing Manager,15.0,above average +27.0,Male,High School,Sales Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Director of Marketing,8.0,below average +28.0,Male,PhD,Marketing Manager,4.0,minimal +51.0,Female,Master's Degree,Content Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Sales Director,7.0,below average +49.0,Female,PhD,Senior Product Marketing Manager,20.0,high +32.0,Male,High School,Junior Sales Representative,3.0,minimal +30.0,Female,Bachelor's Degree,Sales Manager,5.0,below average +46.0,Male,Master's Degree,Director of Marketing,16.0,above average +26.0,Female,High School,Sales Associate,1.0,minimal +42.0,Male,Bachelor's Degree,Financial Manager,13.0,above average +36.0,Female,PhD,Marketing Manager,9.0,average +24.0,Male,Bachelor's Degree,Sales Executive,1.0,minimal +43.0,Female,Master's Degree,Sales Manager,14.0,above average +27.0,Male,High School,Digital Marketing Manager,2.0,minimal +33.0,Female,Bachelor's Degree,Content Marketing Manager,7.0,below average +28.0,Male,PhD,Sales Representative,4.0,minimal +51.0,Female,Master's Degree,Senior Product Marketing Manager,19.0,high +37.0,Male,Bachelor's Degree,Junior Sales Representative,6.0,below average +49.0,Female,PhD,Director of Marketing,20.0,high +32.0,Male,High School,Sales Associate,3.0,minimal +30.0,Female,Bachelor's Degree,Financial Manager,4.0,minimal +46.0,Male,Master's Degree,Marketing Manager,14.0,above average +26.0,Female,High School,Sales Executive,1.0,minimal diff --git a/tests/test_classifier.py b/tests/test_classifier.py index 04fbf5d..da4310c 100644 --- a/tests/test_classifier.py +++ b/tests/test_classifier.py @@ -11,6 +11,7 @@ from rulekit import classification from rulekit.events import RuleInductionProgressListener +from rulekit.params import Measures from rulekit.rules import ClassificationRule from tests.utils import assert_accuracy_is_greater from tests.utils import assert_rules_are_equals @@ -32,8 +33,9 @@ def test_classification_accuracy_on_iris(self): scikit_accuracy = metrics.accuracy_score(y, scikit_prediction) rulekit_accuracy = metrics.accuracy_score(y, rulekit_prediction) - assert abs(scikit_accuracy - - rulekit_accuracy) < 0.04, 'RuleKit model should perform similar to scikit model' + assert ( + abs(scikit_accuracy - rulekit_accuracy) < 0.04 + ), "RuleKit model should perform similar to scikit model" def test_induction_progress_listener(self): rulekit_clf = classification.RuleClassifier() @@ -51,9 +53,7 @@ def on_new_rule(self, rule: ClassificationRule): self.lock.release() def on_progress( - self, - total_examples_count: int, - uncovered_examples_count: int + self, total_examples_count: int, uncovered_examples_count: int ): self.lock.acquire() self.on_progress_calls_count += 1 @@ -63,9 +63,7 @@ def on_progress( rulekit_clf.add_event_listener(listener) rulekit_clf.fit(x, y) rules_count = len(rulekit_clf.model.rules) - self.assertEqual( - rules_count, listener.induced_rules_count - ) + self.assertEqual(rules_count, listener.induced_rules_count) self.assertEqual(rules_count, listener.on_progress_calls_count) def test_getting_examples_coverage(self): @@ -77,10 +75,16 @@ def test_getting_examples_coverage(self): coverage_matrix = clf.get_coverage_matrix(x) num_rows, num_cols = coverage_matrix.shape - self.assertEqual(num_rows, len( - x), 'Coverage matrix should have as many rows as examples in dataset') - self.assertEqual(num_cols, len( - clf.model.rules), 'Coverage matrix should have as many cols as rules in ruleset') + self.assertEqual( + num_rows, + len(x), + "Coverage matrix should have as many rows as examples in dataset", + ) + self.assertEqual( + num_cols, + len(clf.model.rules), + "Coverage matrix should have as many cols as rules in ruleset", + ) def test_classification_metrics(self): clf = classification.RuleClassifier() @@ -89,10 +93,12 @@ def test_classification_metrics(self): clf.fit(x, y) y_pred, m = clf.predict(x, return_metrics=True) self.assertEqual(len(y_pred), len(y)) - self.assertIsNotNone(m['rules_per_example'], - 'rules_per_example should be calculated') - self.assertIsNotNone(m['voting_conflicts'], - 'rules_per_example should be calculated') + self.assertIsNotNone( + m["rules_per_example"], "rules_per_example should be calculated" + ) + self.assertIsNotNone( + m["voting_conflicts"], "rules_per_example should be calculated" + ) def test_classification_predict_proba(self): clf = classification.RuleClassifier() @@ -105,7 +111,7 @@ def test_classification_predict_proba(self): for col in row: sum += col self.assertAlmostEqual( - sum, 1, 3, 'Confidence matrix rows should sum to 1') + sum, 1, 3, "Confidence matrix rows should sum to 1") def test_prediction_results_mapping(self): """ @@ -119,7 +125,7 @@ def test_prediction_results_mapping(self): # some trivial dataset - OR (2 = false, 3 = true) x = np.array([[0, 1], [1, 1], [1, 0], [0, 0]]) - y = np.array([0., 1., 0., 0.]) + y = np.array([0.0, 1.0, 0.0, 0.0]) clf.fit(x, y) prediction = clf.predict(x) @@ -130,14 +136,14 @@ def test_prediction_on_nominal_values(self): # some trivial dataset - AND Gate x = np.array([[0, 1], [1, 1], [1, 0], [0, 0]]) - y = np.array(['false', 'true', 'false', 'false']) + y = np.array(["false", "true", "false", "false"]) clf.fit(x, y) prediction = clf.predict(x) self.assertTrue(np.array_equal(y, prediction)) def test_compare_with_java_results(self): - test_cases = get_test_cases('ClassificationSnCTest') + test_cases = get_test_cases("ClassificationSnCTest") for test_case in test_cases: params = test_case.induction_params @@ -148,11 +154,12 @@ def test_compare_with_java_results(self): expected = test_case.reference_report.rules actual = list(map(str, model.rules)) assert_rules_are_equals(expected, actual) - assert_accuracy_is_greater(tree.predict( - example_set.values), example_set.labels, 0.9) + assert_accuracy_is_greater( + tree.predict(example_set.values), example_set.labels, 0.9 + ) def test_predict_proba(self): - test_case = get_test_cases('ClassificationSnCTest')[0] + test_case = get_test_cases("ClassificationSnCTest")[0] params = test_case.induction_params clf = classification.RuleClassifier(**params) example_set = test_case.example_set @@ -164,25 +171,26 @@ def test_predict_proba(self): self.assertEqual( res.shape[0], example_set.values.shape[0], - 'Should have as many rows as the original dataset' + "Should have as many rows as the original dataset", ) self.assertEqual( res.shape[1], np.unique(example_set.labels).shape[0], - 'Should have as many columns as there are classes in the dataset' + "Should have as many columns as there are classes in the dataset", ) self.assertTrue( res.max() <= 1 and res.min() >= 0, - 'Predicted probabilities should be in range [0, 1]' + "Predicted probabilities should be in range [0, 1]", ) def test_fit_and_predict_on_boolean_columns(self): - test_case = get_test_cases('ClassificationSnCTest')[0] + test_case = get_test_cases("ClassificationSnCTest")[0] params = test_case.induction_params clf = classification.RuleClassifier(**params) X, y = test_case.example_set.values, test_case.example_set.labels - X['boolean_column'] = np.random.randint( - low=0, high=2, size=X.shape[0]).astype(bool) + X["boolean_column"] = np.random.randint(low=0, high=2, size=X.shape[0]).astype( + bool + ) clf.fit(X, y) clf.predict(X) @@ -198,74 +206,79 @@ def test_fit_and_predict_on_boolean_columns(self): class TestExperClassifier(unittest.TestCase): def test_compare_with_java_results(self): - test_cases = get_test_cases('ClassificationExpertSnCTest') + test_cases = get_test_cases("ClassificationExpertSnCTest") for test_case in test_cases: params = test_case.induction_params clf = classification.ExpertRuleClassifier(**params) example_set = test_case.example_set - clf.fit(example_set.values, - example_set.labels, - expert_rules=test_case.knowledge.expert_rules, - expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, - expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions) + clf.fit( + example_set.values, + example_set.labels, + expert_rules=test_case.knowledge.expert_rules, + expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, + expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions, + ) model = clf.model expected = test_case.reference_report.rules actual = list(map(str, model.rules)) assert_rules_are_equals(expected, actual) - assert_accuracy_is_greater(clf.predict( - example_set.values), example_set.labels, 0.75) def test_predict_proba(self): - test_case = get_test_cases('ClassificationExpertSnCTest')[0] + test_case = get_test_cases("ClassificationExpertSnCTest")[0] params = test_case.induction_params clf = classification.ExpertRuleClassifier(**params) example_set = test_case.example_set - clf.fit(example_set.values, - example_set.labels, - expert_rules=test_case.knowledge.expert_rules, - expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, - expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions) + clf.fit( + example_set.values, + example_set.labels, + expert_rules=test_case.knowledge.expert_rules, + expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, + expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions, + ) res = clf.predict_proba(example_set.values) self.assertEqual( res.shape[0], example_set.values.shape[0], - 'Should have as many rows as the original dataset' + "Should have as many rows as the original dataset", ) self.assertEqual( res.shape[1], np.unique(example_set.labels).shape[0], - 'Should have as many columns as there are classes in the dataset' + "Should have as many columns as there are classes in the dataset", ) self.assertTrue( res.max() <= 1 and res.min() >= 0, - 'Predicted probabilities should be in range [0, 1]' + "Predicted probabilities should be in range [0, 1]", ) # Issue #17 def test_left_open_intervals_in_expert_induction(self): - df = pd.DataFrame(arff.loadarff( - f'{dir_path}/resources/data/seismic-bumps-train-minimal.arff')[0] + df = pd.DataFrame( + arff.loadarff( + f"{dir_path}/resources/data/seismic-bumps-train-minimal.arff" + )[0] ) - X = df.drop('class', axis=1) - y = df['class'] + X = df.drop("class", axis=1) + y = df["class"] expert_rules = [ - ('rule-0', 'IF [[gimpuls = <-inf, 750)]] THEN class = {0}'), - ('rule-1', 'IF [[gimpuls = (750, inf)]] THEN class = {1}') + ("rule-0", "IF [[gimpuls = <-inf, 750)]] THEN class = {0}"), + ("rule-1", "IF [[gimpuls = (750, inf)]] THEN class = {1}"), ] expert_preferred_conditions = [ - ('preferred-condition-0', - '1: IF [[seismic = {a}]] THEN class = {0}'), - ('preferred-attribute-0', - '1: IF [[gimpuls = Any]] THEN class = {1}') + ("preferred-condition-0", + "1: IF [[seismic = {a}]] THEN class = {0}"), + ("preferred-attribute-0", + "1: IF [[gimpuls = Any]] THEN class = {1}"), ] expert_forbidden_conditions = [ - ('forb-attribute-0', - '1: IF [[seismoacoustic = Any]] THEN class = {0}'), - ('forb-attribute-1', 'inf: IF [[ghazard = Any]] THEN class = {1}') + ("forb-attribute-0", + "1: IF [[seismoacoustic = Any]] THEN class = {0}"), + ("forb-attribute-1", + "inf: IF [[ghazard = Any]] THEN class = {1}"), ] clf = classification.ExpertRuleClassifier( minsupp_new=8, @@ -273,15 +286,89 @@ def test_left_open_intervals_in_expert_induction(self): extend_using_preferred=True, extend_using_automatic=True, induce_using_preferred=True, - induce_using_automatic=True + induce_using_automatic=True, ) clf.fit( - X, y, + X, + y, expert_rules=expert_rules, expert_preferred_conditions=expert_preferred_conditions, - expert_forbidden_conditions=expert_forbidden_conditions + expert_forbidden_conditions=expert_forbidden_conditions, + ) + + # @unittest.skip( + # "Skipped due to known bug https://bitbucket.org/polsl-a/rules/issues/126" + # ) + def test_refining_conditions_for_nominal_attributes(self): + df: pd.DataFrame = pd.read_csv( + os.path.join(dir_path, "additional_resources", "salary.csv") + ) + X, y = df.drop("Salary", axis=1), df["Salary"] + + # Run experiment using python API + clf = classification.ExpertRuleClassifier( + induction_measure=Measures.C2, + pruning_measure=Measures.C2, + voting_measure=Measures.C2, + complementary_conditions=True, + extend_using_preferred=False, + extend_using_automatic=False, + induce_using_preferred=False, + induce_using_automatic=False, + preferred_conditions_per_rule=0, + preferred_attributes_per_rule=0, + consider_other_classes=False, + ) + clf.fit( + X, + y, + expert_rules=[ + ( + "expert_rules-1", + ( + "IF Age = (-inf, 33.0) AND Job Title @= {Software Engineer} THEN " + "Salary = {below average}" + ), + ) + ], + ) + self.assertEqual( + [ + ( + "IF [[Age = (-inf, 33)]] AND [[Job Title = {Software Engineer}]] THEN " + "Salary = {below average}" + ) + ], + [str(r) for r in clf.model.rules], + ( + "Ruleset should contain only a single rule configured by expert with " + "a refined condition" + ), + ) + clf.fit( + X, + y, + expert_rules=[ + ( + "expert_rules-1", + "IF Age = (-inf, 33.0) AND Job Title @= Any THEN Salary = {below average}", + ) + ], + ) + self.assertEqual( + [ + ( + "IF [[Age = (-inf, 33)]] AND [[Job Title = {Marketing Analyst}]] " + "THEN Salary = {below average}" + ) + ], + [str(r) for r in clf.model.rules], + ( + "Ruleset should contain only a single rule configured by expert with " + "a refined condition" + ), ) -if __name__ == '__main__': +if __name__ == "__main__": unittest.main() diff --git a/tests/test_regression.py b/tests/test_regression.py index 0a018fa..5d80391 100644 --- a/tests/test_regression.py +++ b/tests/test_regression.py @@ -11,6 +11,7 @@ from rulekit.main import RuleKit from rulekit.params import Measures from rulekit.rules import RegressionRule +from rulekit.rules import RuleSet from tests.utils import assert_rules_are_equals from tests.utils import assert_score_is_greater from tests.utils import dir_path @@ -24,7 +25,7 @@ def setUpClass(cls): RuleKit.init() def test_induction_progress_listener(self): - test_case = get_test_cases('RegressionSnCTest')[0] + test_case = get_test_cases("RegressionSnCTest")[0] reg = regression.RuleRegressor() example_set = test_case.example_set @@ -42,9 +43,7 @@ def on_new_rule(self, rule: RegressionRule): self.lock.release() def on_progress( - self, - total_examples_count: int, - uncovered_examples_count: int + self, total_examples_count: int, uncovered_examples_count: int ): self.lock.acquire() self.on_progress_calls_count += 1 @@ -65,7 +64,7 @@ def should_stop(self) -> bool: self.assertEqual(rules_count, listener.on_progress_calls_count) def test_compare_with_java_results(self): - test_cases = get_test_cases('RegressionSnCTest') + test_cases = get_test_cases("RegressionSnCTest") for test_case in test_cases: params = test_case.induction_params @@ -76,16 +75,18 @@ def test_compare_with_java_results(self): expected = test_case.reference_report.rules actual = [str(r) for r in model.rules] assert_rules_are_equals(expected, actual) - assert_score_is_greater(tree.predict( - example_set.values), example_set.labels, 0.7) + assert_score_is_greater( + tree.predict(example_set.values), example_set.labels, 0.7 + ) def test_fit_and_predict_on_boolean_columns(self): - test_case = get_test_cases('RegressionSnCTest')[0] + test_case = get_test_cases("RegressionSnCTest")[0] params = test_case.induction_params clf = regression.RuleRegressor(**params) X, y = test_case.example_set.values, test_case.example_set.labels - X['boolean_column'] = np.random.randint( - low=0, high=2, size=X.shape[0]).astype(bool) + X["boolean_column"] = np.random.randint(low=0, high=2, size=X.shape[0]).astype( + bool + ) clf.fit(X, y) clf.predict(X) @@ -94,11 +95,10 @@ def test_fit_and_predict_on_boolean_columns(self): clf.predict(X) def test_cholesterol(self): - resources_dir: str = os.path.join(dir_path, 'additional_resources') + resources_dir: str = os.path.join(dir_path, "additional_resources") df: pd.DataFrame = read_arff( - os.path.join(resources_dir, 'cholesterol.arff') - ) - X, y = df.drop('class', axis=1), df['class'] + os.path.join(resources_dir, "cholesterol.arff")) + X, y = df.drop("class", axis=1), df["class"] # Run experiment using python API reg = regression.RuleRegressor( @@ -111,13 +111,13 @@ def test_cholesterol(self): ignore_missing=False, select_best_candidate=False, complementary_conditions=True, - max_rule_count=0 + max_rule_count=0, ) reg.fit(X, y) actual_rules: list[str] = list(map(str, reg.model.rules)) expected_rules: list[str] = [ - 'IF trestbps = (-inf, 149) THEN class = {244.84} [192.73,296.96]', - 'IF trestbps = <122, inf) THEN class = {250.80} [201.79,299.80]' + "IF trestbps = (-inf, 149) THEN class = {244.84} [192.73,296.96]", + "IF trestbps = <122, inf) THEN class = {250.80} [201.79,299.80]", ] self.assertEqual(actual_rules, expected_rules) @@ -129,24 +129,92 @@ def setUpClass(cls): RuleKit.init() def test_compare_with_java_results(self): - test_cases = get_test_cases('RegressionExpertSnCTest') + test_cases = get_test_cases("RegressionExpertSnCTest") for test_case in test_cases: params = test_case.induction_params tree = regression.ExpertRuleRegressor(**params) example_set = test_case.example_set - tree.fit(example_set.values, - example_set.labels, - expert_rules=test_case.knowledge.expert_rules, - expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, - expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions) + tree.fit( + example_set.values, + example_set.labels, + expert_rules=test_case.knowledge.expert_rules, + expert_preferred_conditions=( + test_case.knowledge.expert_preferred_conditions + ), + expert_forbidden_conditions=( + test_case.knowledge.expert_forbidden_conditions + ), + ) model = tree.model expected = test_case.reference_report.rules actual = [str(r) for r in model.rules] assert_rules_are_equals(expected, actual) - assert_score_is_greater(tree.predict( - example_set.values), example_set.labels, 0.66) + assert_score_is_greater( + tree.predict(example_set.values), example_set.labels, 0.66 + ) + + def test_legacy_expert_rules_format(self): + """Test if the legacy expert rules format is still supported. + In legacy format rules strings contains conclusion in the form + of "label_attr = {NaN}". In new format conclusion part should be empty + """ + df: pd.DataFrame = read_arff( + os.path.join(dir_path, "additional_resources", "cholesterol.arff") + ) + X, y = df.drop("class", axis=1), df["class"] + + # Run experiment using python API + reg = regression.ExpertRuleRegressor( + mean_based_regression=True, extend_using_automatic=True + ) + expert_rule = "IF trestbps < 149 THEN class = {NaN}" + legacy_ruleset: RuleSet[RegressionRule] = reg.fit( + X, y, expert_rules=[("0", expert_rule)] + ) + new_format_ruleset: RuleSet[RegressionRule] = reg.fit( + X, y, expert_rules=[("rule-0", expert_rule.split("class")[0])] + ) + legacy_rules: list[str] = list(map(str, legacy_ruleset.rules)) + new_format_rules: list[str] = list(map(str, new_format_ruleset.rules)) + self.assertEqual(legacy_rules, new_format_rules) + + def test_refining_conditions_for_nominal_attributes(self): + df: pd.DataFrame = read_arff( + os.path.join(dir_path, "additional_resources", "cholesterol.arff") + ) + X, y = df.drop("class", axis=1), df["class"] + + # Run experiment using python API + clf = regression.ExpertRuleRegressor( + induction_measure=Measures.C2, + pruning_measure=Measures.C2, + voting_measure=Measures.C2, + complementary_conditions=True, + extend_using_preferred=False, + extend_using_automatic=False, + induce_using_preferred=False, + induce_using_automatic=False, + preferred_conditions_per_rule=0, + preferred_attributes_per_rule=0, + ) + clf.fit(X, y, expert_rules=[("expert_rules-1", "IF sex @= {1} THEN")]) + self.assertEqual( + ["IF [[sex = {1}]] THEN class = {239.60} [197.06,282.15]"], + [str(r) for r in clf.model.rules], + "Ruleset should contain only a single rule configured by expert", + ) + + clf.fit(X, y, expert_rules=[("expert_rules-1", "IF sex @= Any THEN")]) + self.assertEqual( + ["IF [[sex = {1}]] THEN class = {239.60} [197.06,282.15]"], + [str(r) for r in clf.model.rules], + ( + "Ruleset should contain only a single rule configured by expert with " + "a refined condition" + ), + ) -if __name__ == '__main__': +if __name__ == "__main__": unittest.main() diff --git a/tests/test_survival.py b/tests/test_survival.py index 3163c62..601253b 100644 --- a/tests/test_survival.py +++ b/tests/test_survival.py @@ -1,3 +1,4 @@ +import os import threading import unittest @@ -5,11 +6,13 @@ import pandas as pd from rulekit import survival +from rulekit.arff import read_arff from rulekit.events import RuleInductionProgressListener from rulekit.kaplan_meier import KaplanMeierEstimator from rulekit.main import RuleKit from rulekit.rules import SurvivalRule from tests.utils import assert_rules_are_equals +from tests.utils import dir_path from tests.utils import get_test_cases @@ -18,44 +21,47 @@ class TestKaplanMeierEstimator(unittest.TestCase): survival_rules: survival.SurvivalRules def setUp(self): - test_case = get_test_cases('SurvivalLogRankSnCTest')[0] + test_case = get_test_cases("SurvivalLogRankSnCTest")[0] self.survival_rules = survival.SurvivalRules( - survival_time_attr=test_case.survival_time) + survival_time_attr=test_case.survival_time + ) example_set = test_case.example_set self.survival_rules.fit( example_set.values, example_set.labels, ) - self.km: KaplanMeierEstimator = self.survival_rules.model.rules[0].kaplan_meier_estimator + self.km: KaplanMeierEstimator = self.survival_rules.model.rules[ + 0 + ].kaplan_meier_estimator def test_accessing_probabilities(self): - self.assertTrue(all([ - p >= 0.0 and p <= 1.0 - for p in self.km.probabilities - ]), 'All probabilities should be in range [0, 1]') - self.assertTrue(all([ - isinstance(p, float) - for p in self.km.probabilities - ]), 'All probabilities should be Pythonic floats') + self.assertTrue( + all([p >= 0.0 and p <= 1.0 for p in self.km.probabilities]), + "All probabilities should be in range [0, 1]", + ) + self.assertTrue( + all([isinstance(p, float) for p in self.km.probabilities]), + "All probabilities should be Pythonic floats", + ) def test_accessing_events_count(self): - self.assertTrue(all([ - isinstance(p, np.int_) - for p in self.km.events_count - ]), 'All event counts should be Pythonic integers') + self.assertTrue( + all([isinstance(p, np.int_) for p in self.km.events_count]), + "All event counts should be Pythonic integers", + ) def test_accessing_at_risk_count(self): - self.assertTrue(all([ - isinstance(p, np.int_) - for p in self.km.at_risk_count - ]), 'All risk count should be Pythonic integers') + self.assertTrue( + all([isinstance(p, np.int_) for p in self.km.at_risk_count]), + "All risk count should be Pythonic integers", + ) class TestSurvivalRules(unittest.TestCase): def test_induction_progress_listener(self): - test_case = get_test_cases('SurvivalLogRankSnCTest')[0] + test_case = get_test_cases("SurvivalLogRankSnCTest")[0] surv = survival.SurvivalRules( survival_time_attr=test_case.survival_time) @@ -73,9 +79,7 @@ def on_new_rule(self, rule: SurvivalRule): self.lock.release() def on_progress( - self, - total_examples_count: int, - uncovered_examples_count: int + self, total_examples_count: int, uncovered_examples_count: int ): self.lock.acquire() self.on_progress_calls_count += 1 @@ -92,12 +96,13 @@ def on_progress( self.assertEqual(rules_count, listener.on_progress_calls_count) def test_compare_with_java_results(self): - test_cases = get_test_cases('SurvivalLogRankSnCTest') + test_cases = get_test_cases("SurvivalLogRankSnCTest") for test_case in test_cases: params = test_case.induction_params tree = survival.SurvivalRules( - **params, survival_time_attr=test_case.survival_time) + **params, survival_time_attr=test_case.survival_time + ) example_set = test_case.example_set tree.fit(example_set.values, example_set.labels) model = tree.model @@ -106,46 +111,90 @@ def test_compare_with_java_results(self): assert_rules_are_equals(expected, actual) def test_fit_and_predict_on_boolean_columns(self): - test_case = get_test_cases('SurvivalLogRankSnCTest')[0] + test_case = get_test_cases("SurvivalLogRankSnCTest")[0] params = test_case.induction_params clf = survival.SurvivalRules( **params, survival_time_attr=test_case.survival_time ) X, y = test_case.example_set.values, test_case.example_set.labels - X['boolean_column'] = np.random.randint( - low=0, high=2, size=X.shape[0]).astype(bool) + X["boolean_column"] = np.random.randint(low=0, high=2, size=X.shape[0]).astype( + bool + ) clf.fit(X, y) clf.predict(X) y = pd.Series(y) clf.fit(X, y) - p = clf.predict(X) + clf.predict(X) -class TestExpertSurvivalLogRankTree(unittest.TestCase): +class TestExpertSurvivalRules(unittest.TestCase): - @ classmethod + @classmethod def setUpClass(cls): RuleKit.init() def test_compare_with_java_results(self): - test_cases = get_test_cases('SurvivalLogRankExpertSnCTest') + test_cases = get_test_cases("SurvivalLogRankExpertSnCTest") for test_case in test_cases: params = test_case.induction_params - tree = survival.ExpertSurvivalRules( - **params, ignore_missing=True, survival_time_attr=test_case.survival_time) + surv = survival.ExpertSurvivalRules( + **params, + ignore_missing=True, + survival_time_attr=test_case.survival_time + ) example_set = test_case.example_set - tree.fit(example_set.values, - example_set.labels, - expert_rules=test_case.knowledge.expert_rules, - expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, - expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions) - model = tree.model + surv.fit( + example_set.values, + example_set.labels, + expert_rules=test_case.knowledge.expert_rules, + expert_preferred_conditions=test_case.knowledge.expert_preferred_conditions, + expert_forbidden_conditions=test_case.knowledge.expert_forbidden_conditions, + ) + model = surv.model expected = test_case.reference_report.rules actual = list(map(str, model.rules)) assert_rules_are_equals(expected, actual) + def test_refining_conditions_for_nominal_attributes(self): + df: pd.DataFrame = read_arff( + os.path.join(dir_path, "resources", "data", "bmt-train-0.arff") + ) + X, y = df.drop("survival_status", axis=1), df["survival_status"] + + # Run experiment using python API + clf = survival.ExpertSurvivalRules( + complementary_conditions=True, + extend_using_preferred=False, + extend_using_automatic=False, + induce_using_preferred=False, + induce_using_automatic=False, + preferred_conditions_per_rule=0, + preferred_attributes_per_rule=0, + survival_time_attr='survival_time' + ) + clf.fit(X, y, expert_rules=[ + ("expert_rules-1", "IF CMVstatus @= {1} THEN")]) + r = [str(r) for r in clf.model.rules] + + self.assertEqual( + ["IF [[CMVstatus = {1}]] THEN "], + [str(r) for r in clf.model.rules], + "Ruleset should contain only a single rule configured by expert", + ) + + clf.fit(X, y, expert_rules=[ + ("expert_rules-1", "IF CMVstatus @= Any THEN")]) + self.assertEqual( + ["IF [[CMVstatus = !{1}]] THEN "], + [str(r) for r in clf.model.rules], + ( + "Ruleset should contain only a single rule configured by expert with " + "a refined condition" + ), + ) + -if __name__ == '__main__': +if __name__ == "__main__": unittest.main() diff --git a/tests/utils.py b/tests/utils.py index 7b41649..66f2b9e 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -265,7 +265,8 @@ def _make_test_case( self._fix_params_typing(params) self._fix_deprecated_params(params) test_case.induction_params = params - test_case.data_set_file_path = f'{DATA_IN_DIRECTORY_PATH}/{data_set_config.train_file_name}' + test_case.data_set_file_path = f'{ + DATA_IN_DIRECTORY_PATH}/{data_set_config.train_file_name}' test_case.label_attribute = data_set_config.label_attribute test_case.name = test_case_name test_case.param_config = params @@ -299,7 +300,8 @@ def make( for config_name in test_config.parameter_configs.keys(): for data_set_config in test_config.datasets: params = test_config.parameter_configs[config_name] - test_case_name = f'{key}.{config_name}.{data_set_config.name}' + test_case_name = f'{key}.{ + config_name}.{data_set_config.name}' test_config.parameter_configs[config_name].pop( 'use_expert', None) expert_rules = test_config.parameter_configs[config_name].pop( @@ -452,7 +454,8 @@ def assert_accuracy_is_greater(prediction, expected, threshold: float): labels = expected.to_numpy().astype(str) acc = metrics.accuracy_score(labels, prediction) if acc <= threshold: - raise AssertionError(f'Accuracy should be greater than {threshold}') + raise AssertionError(f'Accuracy should be greater than { + threshold} (was {acc})') def assert_score_is_greater(prediction, expected, threshold: float): From 59653e54542db7b17907e0ca19c2a15a31cdb846 Mon Sep 17 00:00:00 2001 From: "cezary.maszczyk" Date: Thu, 28 Nov 2024 13:36:57 +0100 Subject: [PATCH 2/3] refactor: max out flake8 score of the package --- docs/badges/coverage-badge.svg | 2 +- docs/badges/flake8-badge.svg | 2 +- docs/badges/test-badge.svg | 2 +- docs/generate_readme_badges.py | 137 +- docs/reports/coverage/class_index.html | 384 ++- docs/reports/coverage/function_index.html | 1264 ++++---- docs/reports/coverage/index.html | 84 +- docs/reports/coverage/status.json | 2 +- ...z_a44f0ac069e85531_test_classifier_py.html | 629 ++-- ...z_a44f0ac069e85531_test_regression_py.html | 346 +- .../z_a44f0ac069e85531_test_survival_py.html | 400 ++- .../coverage/z_a44f0ac069e85531_utils_py.html | 789 ++--- .../z_a87f2a4bb6695d91__helpers_py.html | 997 +++--- .../z_a87f2a4bb6695d91__operator_py.html | 542 ++-- .../coverage/z_a87f2a4bb6695d91_arff_py.html | 93 +- .../z_a87f2a4bb6695d91_classification_py.html | 1583 ++++----- .../z_a87f2a4bb6695d91_events_py.html | 138 +- .../z_a87f2a4bb6695d91_exceptions_py.html | 220 +- .../coverage/z_a87f2a4bb6695d91_main_py.html | 376 +-- .../z_a87f2a4bb6695d91_params_py.html | 290 +- .../z_a87f2a4bb6695d91_regression_py.html | 1027 +++--- .../coverage/z_a87f2a4bb6695d91_rules_py.html | 680 ++-- .../coverage/z_a87f2a4bb6695d91_stats_py.html | 122 +- .../z_a87f2a4bb6695d91_survival_py.html | 1109 +++---- docs/reports/flake8/flake8stats.txt | 101 +- docs/reports/flake8/index.html | 67 +- .../flake8/rulekit._helpers.report.html | 252 -- .../flake8/rulekit._helpers.source.html | 1715 ---------- .../flake8/rulekit._operator.report.html | 186 -- .../flake8/rulekit._operator.source.html | 965 ------ .../flake8/rulekit.classification.report.html | 931 +----- .../flake8/rulekit.classification.source.html | 2851 ++++++----------- .../reports/flake8/rulekit.events.report.html | 14 +- .../reports/flake8/rulekit.events.source.html | 160 +- docs/reports/flake8/rulekit.main.report.html | 196 -- docs/reports/flake8/rulekit.main.source.html | 758 ----- .../reports/flake8/rulekit.params.report.html | 168 - .../reports/flake8/rulekit.params.source.html | 539 ---- .../flake8/rulekit.regression.report.html | 549 +--- .../flake8/rulekit.regression.source.html | 1755 ++++------ docs/reports/flake8/rulekit.rules.report.html | 147 - docs/reports/flake8/rulekit.rules.source.html | 1163 ------- .../flake8/rulekit.survival.report.html | 727 +---- .../flake8/rulekit.survival.source.html | 2160 ++++--------- docs/reports/junit/report.html | 420 ++- rulekit/_helpers.py | 237 +- rulekit/_operator.py | 92 +- rulekit/classification.py | 523 +-- rulekit/main.py | 82 +- rulekit/params.py | 222 +- rulekit/regression.py | 285 +- rulekit/rules.py | 96 +- rulekit/survival.py | 389 +-- setup.cfg | 5 +- tests/test_classifier.py | 46 +- tests/test_survival.py | 70 +- tests/utils.py | 245 +- 57 files changed, 9779 insertions(+), 19555 deletions(-) delete mode 100644 docs/reports/flake8/rulekit._helpers.report.html delete mode 100644 docs/reports/flake8/rulekit._helpers.source.html delete mode 100644 docs/reports/flake8/rulekit._operator.report.html delete mode 100644 docs/reports/flake8/rulekit._operator.source.html delete mode 100644 docs/reports/flake8/rulekit.main.report.html delete mode 100644 docs/reports/flake8/rulekit.main.source.html delete mode 100644 docs/reports/flake8/rulekit.params.report.html delete mode 100644 docs/reports/flake8/rulekit.params.source.html delete mode 100644 docs/reports/flake8/rulekit.rules.report.html delete mode 100644 docs/reports/flake8/rulekit.rules.source.html diff --git a/docs/badges/coverage-badge.svg b/docs/badges/coverage-badge.svg index 1024b0e..eb0ef9c 100644 --- a/docs/badges/coverage-badge.svg +++ b/docs/badges/coverage-badge.svg @@ -1 +1 @@ -coverage: 88.14%coverage88.14% \ No newline at end of file +coverage: 88.97%coverage88.97% \ No newline at end of file diff --git a/docs/badges/flake8-badge.svg b/docs/badges/flake8-badge.svg index 7b1ceec..cb00fa6 100644 --- a/docs/badges/flake8-badge.svg +++ b/docs/badges/flake8-badge.svg @@ -1 +1 @@ -flake8: 1 C, 8547 W, 0 Iflake81 C, 8547 W, 0 I \ No newline at end of file +flake8: 0 C, 3390 W, 0 Iflake80 C, 3390 W, 0 I \ No newline at end of file diff --git a/docs/badges/test-badge.svg b/docs/badges/test-badge.svg index 63a0abd..51143d6 100644 --- a/docs/badges/test-badge.svg +++ b/docs/badges/test-badge.svg @@ -1 +1 @@ -tests: 36tests36 \ No newline at end of file +tests: 45tests45 \ No newline at end of file diff --git a/docs/generate_readme_badges.py b/docs/generate_readme_badges.py index 56f7f5c..b40c359 100644 --- a/docs/generate_readme_badges.py +++ b/docs/generate_readme_badges.py @@ -10,71 +10,124 @@ # Documentation will be automatically generated on new version release def generate_tests_coverage_badge(cwd: str): - run_command([ - sys.executable, "-m", "coverage", "run", "-m", "unittest", "discover", "./tests" - ], - cwd=cwd + run_command( + [ + sys.executable, + "-m", + "coverage", + "run", + "-m", + "unittest", + "discover", + "./tests", + ], + cwd=cwd, ) - run_command([ - sys.executable, "-m", "coverage", "xml", "-o", "./docs/reports/coverage/coverage.xml" - ], - cwd=cwd + run_command( + [ + sys.executable, + "-m", + "coverage", + "xml", + "-o", + "./docs/reports/coverage/coverage.xml", + ], + cwd=cwd, ) - run_command([ - sys.executable, "-m", "coverage", "html", "-d", "./docs/reports/coverage/" - ], - cwd=cwd + run_command( + [sys.executable, "-m", "coverage", "html", "-d", "./docs/reports/coverage/"], + cwd=cwd, ) - run_command([ - "genbadge", "coverage", "-i", "./docs/reports/coverage/coverage.xml", "-o", "./docs/badges/coverage-badge.svg" - ], - cwd=cwd + run_command( + [ + "genbadge", + "coverage", + "-i", + "./docs/reports/coverage/coverage.xml", + "-o", + "./docs/badges/coverage-badge.svg", + ], + cwd=cwd, ) def generate_test_badge(cwd: str): - test_report_path = pathlib.Path(curr_dir_path / 'reports' / 'junit') + test_report_path = pathlib.Path(curr_dir_path / "reports" / "junit") shutil.rmtree(test_report_path) os.makedirs(test_report_path, exist_ok=True) - run_command([ - sys.executable, "-m", "junitxml.main", "--o", "./docs/reports/junit/junit.xml" - ], - cwd=cwd + run_command( + [ + sys.executable, + "-m", + "junitxml.main", + "--o", + "./docs/reports/junit/junit.xml", + ], + cwd=cwd, ) - run_command([ - sys.executable, "-m", "junit2htmlreport", "./docs/reports/junit/junit.xml", "./docs/reports/junit/report.html" - ], - cwd=cwd + run_command( + [ + sys.executable, + "-m", + "junit2htmlreport", + "./docs/reports/junit/junit.xml", + "./docs/reports/junit/report.html", + ], + cwd=cwd, ) - run_command([ - "genbadge", "tests", "-i", "./docs/reports/junit/junit.xml", "-o", "./docs/badges/test-badge.svg" - ], - cwd=cwd + run_command( + [ + "genbadge", + "tests", + "-i", + "./docs/reports/junit/junit.xml", + "-o", + "./docs/badges/test-badge.svg", + ], + cwd=cwd, ) def generate_flake8_badge(cwd: str): - run_command([ - sys.executable, "-m", "flake8", "./rulekit", "--exit-zero", "--format=html", "--htmldir", "./docs/reports/flake8", "--statistics", "--tee", "--output-file", "./docs/reports/flake8/flake8stats.txt" - ], - cwd=cwd + run_command( + [ + sys.executable, + "-m", + "flake8", + "./rulekit", + "--exit-zero", + "--format=html", + "--htmldir", + "./docs/reports/flake8", + "--statistics", + "--tee", + "--output-file", + "./docs/reports/flake8/flake8stats.txt", + ], + cwd=cwd, ) - run_command([ - "genbadge", "flake8", "-i", "./docs/reports/flake8/flake8stats.txt", "-o", "./docs/badges/flake8-badge.svg" - ], - cwd=cwd + run_command( + [ + "genbadge", + "flake8", + "-i", + "./docs/reports/flake8/flake8stats.txt", + "-o", + "./docs/badges/flake8-badge.svg", + ], + cwd=cwd, ) def main(): - print('Updating badges') - cwd = pathlib.Path(curr_dir_path / '..') # root repo dir + print("Updating badges") + cwd = pathlib.Path(curr_dir_path / "..") # root repo dir - # generate_tests_coverage_badge(cwd) - # generate_test_badge(cwd) + generate_tests_coverage_badge(cwd) + generate_test_badge(cwd) generate_flake8_badge(cwd) - print('Badges generated successfully!') + print("Badges generated successfully!") if __name__ == "__main__": diff --git a/docs/reports/coverage/class_index.html b/docs/reports/coverage/class_index.html index ba3b712..2a5b9d8 100644 --- a/docs/reports/coverage/class_index.html +++ b/docs/reports/coverage/class_index.html @@ -11,7 +11,7 @@

Coverage report: - 88% + 89%

@@ -83,42 +83,42 @@

rulekit\_helpers.py RuleGeneratorConfigurator - 66 - 14 + 83 + 22 0 - 79% + 73% - rulekit\_helpers.py - ExampleSetFactory + rulekit\_helpers.py + ExampleSetFactory 65 11 0 83% - rulekit\_helpers.py - PredictionResultMapper + rulekit\_helpers.py + PredictionResultMapper 33 4 0 88% - rulekit\_helpers.py - ModelSerializer - 9 - 0 + rulekit\_helpers.py + ModelSerializer + 11 + 1 0 - 100% + 91% rulekit\_helpers.py (no class) - 59 + 61 0 0 - 100% + 100% rulekit\_logging.py @@ -137,16 +137,16 @@

100% - rulekit\_operator.py - BaseOperator + rulekit\_operator.py + BaseOperator 52 10 0 81% - rulekit\_operator.py - ExpertKnowledgeOperator + rulekit\_operator.py + ExpertKnowledgeOperator 25 1 0 @@ -155,10 +155,10 @@

rulekit\_operator.py (no class) - 35 + 44 0 0 - 100% + 100% rulekit\_problem_types.py @@ -185,56 +185,64 @@

87% - rulekit\classification.py - ClassificationPredictionMetrics + rulekit\classification.py + ClassificationPredictionMetrics 0 0 0 100% - rulekit\classification.py - _ClassificationParams + rulekit\classification.py + _ClassificationParams 0 0 0 100% - rulekit\classification.py - BaseClassifier + rulekit\classification.py + _ClassificationExpertParams + 0 + 0 + 0 + 100% + + + rulekit\classification.py + BaseClassifier 8 0 0 100% - rulekit\classification.py - BaseClassifier.MetricTypes + rulekit\classification.py + BaseClassifier.MetricTypes 0 0 0 100% - rulekit\classification.py - RuleClassifier + rulekit\classification.py + RuleClassifier 52 - 5 + 3 0 - 90% + 94% - rulekit\classification.py - ExpertRuleClassifier + rulekit\classification.py + ExpertRuleClassifier 19 2 0 89% - rulekit\classification.py - ContrastSetRuleClassifier + rulekit\classification.py + ContrastSetRuleClassifier 31 31 0 @@ -243,22 +251,22 @@

rulekit\classification.py (no class) - 63 + 75 0 0 - 100% + 100% - rulekit\events.py - RuleInductionProgressListener + rulekit\events.py + RuleInductionProgressListener 1 0 0 100% - rulekit\events.py - command_listener_factory._CommandListener + rulekit\events.py + _command_listener_factory._CommandListener 4 0 0 @@ -267,42 +275,42 @@

rulekit\events.py (no class) - 18 + 22 0 0 - 100% + 100% - rulekit\exceptions.py - RuleKitJavaException + rulekit\exceptions.py + RuleKitJavaException 5 5 0 0% - rulekit\exceptions.py - RuleKitMisconfigurationException - 16 - 16 + rulekit\exceptions.py + RuleKitMisconfigurationException + 17 + 17 0 - 0% + 0% rulekit\exceptions.py (no class) - 14 + 15 0 0 - 100% + 100% rulekit\kaplan_meier.py KaplanMeierEstimator 19 - 1 0 - 95% + 0 + 100% rulekit\kaplan_meier.py @@ -313,16 +321,16 @@

100% - rulekit\main.py - JRE_Type + rulekit\main.py + JRE_Type 0 0 0 100% - rulekit\main.py - RuleKit + rulekit\main.py + RuleKit 50 17 0 @@ -331,30 +339,46 @@

rulekit\main.py (no class) - 37 + 39 0 0 - 100% + 100% + + + rulekit\params.py + _user_defined_measure_factory._UserMeasure + 1 + 1 + 0 + 0% - rulekit\params.py - Measures + rulekit\params.py + Measures 0 0 0 100% - rulekit\params.py - ModelsParams + rulekit\params.py + ModelsParams 0 0 0 100% - rulekit\params.py - ContrastSetModelParams + rulekit\params.py + ExpertModelParams + 0 + 0 + 0 + 100% + + + rulekit\params.py + ContrastSetModelParams 0 0 0 @@ -363,38 +387,46 @@

rulekit\params.py (no class) - 73 + 87 + 6 + 0 + 93% + + + rulekit\regression.py + _RegressionModelParams 0 0 - 100% + 0 + 100% - rulekit\regression.py - _RegressionParams + rulekit\regression.py + _RegressionExpertModelParams 0 0 0 100% - rulekit\regression.py - RuleRegressor + rulekit\regression.py + RuleRegressor 15 3 0 80% - rulekit\regression.py - ExpertRuleRegressor + rulekit\regression.py + ExpertRuleRegressor 7 0 0 100% - rulekit\regression.py - ContrastSetRuleRegressor + rulekit\regression.py + ContrastSetRuleRegressor 13 13 0 @@ -403,54 +435,54 @@

rulekit\regression.py (no class) - 37 + 47 0 0 - 100% + 100% - rulekit\rules.py - InductionParameters + rulekit\rules.py + InductionParameters 14 14 0 0% - rulekit\rules.py - BaseRule + rulekit\rules.py + BaseRule 14 2 0 86% - rulekit\rules.py - ClassificationRule + rulekit\rules.py + ClassificationRule 3 1 0 67% - rulekit\rules.py - RegressionRule + rulekit\rules.py + RegressionRule 3 1 0 67% - rulekit\rules.py - SurvivalRule + rulekit\rules.py + SurvivalRule 3 0 0 100% - rulekit\rules.py - RuleSet + rulekit\rules.py + RuleSet 30 3 0 @@ -459,10 +491,10 @@

rulekit\rules.py (no class) - 82 + 85 0 0 - 100% + 100% rulekit\stats.py @@ -489,44 +521,60 @@

100% - rulekit\survival.py - SurvivalModelsParams + rulekit\survival.py + _SurvivalModelsParams 0 0 0 100% - rulekit\survival.py - SurvivalRules - 37 - 22 + rulekit\survival.py + _SurvivalExpertModelParams + 0 0 - 41% + 0 + 100% - rulekit\survival.py - ExpertSurvivalRules - 11 + rulekit\survival.py + _BaseSurvivalRulesModel + 1 0 0 - 100% + 100% + + + rulekit\survival.py + SurvivalRules + 38 + 8 + 0 + 79% + + + rulekit\survival.py + ExpertSurvivalRules + 12 + 0 + 0 + 100% - rulekit\survival.py - SurvivalContrastSetModelParams + rulekit\survival.py + _SurvivalContrastSetModelParams 0 0 0 100% - rulekit\survival.py - ContrastSetSurvivalRules - 15 - 15 + rulekit\survival.py + ContrastSetSurvivalRules + 16 + 16 0 - 0% + 0% rulekit\survival.py @@ -547,66 +595,66 @@

tests\test_classifier.py TestClassifier - 92 + 106 0 0 - 100% + 100% - tests\test_classifier.py - TestClassifier.test_induction_progress_listener.EventListener + tests\test_classifier.py + TestClassifier.test_induction_progress_listener.EventListener 6 0 0 100% - tests\test_classifier.py - TestExperClassifier - 28 + tests\test_classifier.py + TestExperClassifier + 34 0 0 - 100% + 100% tests\test_classifier.py (no class) - 33 + 35 1 0 - 97% + 97% - tests\test_regression.py - TestRegressor + tests\test_regression.py + TestRegressor 47 0 0 100% - tests\test_regression.py - TestRegressor.test_induction_progress_listener.EventListener + tests\test_regression.py + TestRegressor.test_induction_progress_listener.EventListener 10 0 0 100% - tests\test_regression.py - TestExpertRegressor - 12 + tests\test_regression.py + TestExpertRegressor + 28 0 0 - 100% + 100% tests\test_regression.py (no class) - 25 + 31 1 0 - 96% + 97% tests\test_rulekit.py @@ -673,48 +721,48 @@

91% - tests\test_survival.py - TestKaplanMeierEstimator + tests\test_survival.py + TestKaplanMeierEstimator 9 0 0 100% - tests\test_survival.py - TestSurvivalRules - 35 + tests\test_survival.py + TestSurvivalRules + 64 0 0 - 100% + 100% - tests\test_survival.py - TestSurvivalRules.test_induction_progress_listener.EventListener + tests\test_survival.py + TestSurvivalRules.test_induction_progress_listener.EventListener 6 0 0 100% - tests\test_survival.py - TestExpertSurvivalLogRankTree - 11 + tests\test_survival.py + TestExpertSurvivalRules + 19 0 0 - 100% + 100% tests\test_survival.py (no class) - 26 + 32 1 0 - 96% + 97% - tests\utils.py - ExampleSetWrapper + tests\utils.py + ExampleSetWrapper 4 1 0 @@ -745,48 +793,48 @@

100% - tests\utils.py - DataSetConfig + tests\utils.py + DataSetConfig 4 0 0 100% - tests\utils.py - TestConfig + tests\utils.py + TestConfig 3 0 0 100% - tests\utils.py - TestConfigParser + tests\utils.py + TestConfigParser 62 6 0 90% - tests\utils.py - TestCaseFactory + tests\utils.py + TestCaseFactory 50 2 0 96% - tests\utils.py - TestReportReader + tests\utils.py + TestReportReader 20 2 0 90% - tests\utils.py - TestReportWriter + tests\utils.py + TestReportWriter 8 8 0 @@ -795,20 +843,20 @@

tests\utils.py (no class) - 146 - 12 + 147 + 13 0 - 92% + 91% Total   - 2006 - 238 + 2176 + 240 0 - 88% + 89% @@ -820,7 +868,7 @@

coverage.py v7.6.4, - created at 2024-11-08 14:43 +0100 + created at 2024-11-28 12:33 +0100