diff --git a/your-code/.ipynb_checkpoints/astronaut-checkpoint.csv b/your-code/.ipynb_checkpoints/astronaut-checkpoint.csv new file mode 100644 index 0000000..dc2892b --- /dev/null +++ b/your-code/.ipynb_checkpoints/astronaut-checkpoint.csv @@ -0,0 +1,358 @@ +Name Year Group Status Birth Date Birth Place Gender Alma Mater Undergraduate Major Graduate Major Military Rank Military Branch Space Flights Space Flight (hr) Space Walks Space Walks (hr) Missions Death Date Death Mission +Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 Inglewood, CA Male University of California-Santa Barbara; University of Arizona Geology Geology 2 3307 2 13.0 STS-119 (Discovery), ISS-31/32 (Soyuz) +Loren W. Acton Retired 1936-03-07 Lewiston, MT Male Montana State University; University of Colorado Engineering Physics Solar Physics 1 190 0 0.0 STS 51-F (Challenger) +James C. Adamson 1984.0 10.0 Retired 1946-03-03 Warsaw, NY Male US Military Academy; Princeton University Engineering Aerospace Engineering Colonel US Army (Retired) 2 334 0 0.0 STS-28 (Columbia), STS-43 (Atlantis) +Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 St. Louis, MO Male University of Missouri-Rolla Applied Mathematics Applied Mathematics Colonel US Air Force (Retired) 4 814 4 29.0 STS-41 (Discovery), STS-49 (Endeavor), STS-61 (Endeavor), STS-79 (Atlantis) +Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 Montclair, NJ Male US Military Academy; MIT Mechanical Engineering Astronautics Colonel US Air Force (Retired) 2 289 2 8.0 Gemini 12, Apollo 11 +Andrew M. Allen 1987.0 12.0 Retired 1955-08-04 Philadelphia, PA Male Villanova University; University of Florida Mechanical Engineering Business Administration Lieutenant Colonel US Marine Corps (Retired) 3 906 0 0.0 STS-46 (Atlantis), STS-62 (Columbia), STS-75 (Columbia) +Joseph P. Allen 1967.0 6.0 Retired 1937-06-27 Crawsfordsville, IN Male DePauw University; Yale University Mathematics & Physics Physics 2 313 2 12.0 ST-5 (Columbia), STS 51-A (Discovery) +Scott D. Altman 1995.0 15.0 Retired 1959-08-15 Lincoln, IL Male University of Illinois; US Naval Postgraduate School Aeronautical & Astronautical Engineering Aeronautical Engineering Captain US Navy (Retired) 4 1236 0 0.0 STS-90 (Columbia), STS-106 (Atlantis), STS-109 (Columbia), STS-125 (Atlantis) +William A. Anders 1963.0 3.0 Retired 1933-10-17 Hong Kong Male US Naval Academy; Air Force Institute of Technology Nuclear Engineering Nuclear Engineering Major General US Air Force Reserves (Retired) 1 147 0 0.0 Apollo 8 +Clayton C. Anderson 1998.0 17.0 Retired 1959-02-23 Omaha, NE Male Hastings College; Iowa State University Physics Aerospace Engineering 2 4005 6 38.0 STS-117/120 (Atlantis/Discovery), STS-131 (Discovery) +Michael P. Anderson 1995.0 15.0 Deceased 1959-12-25 Plattsburgh, NY Male University of Washington; Creighton University Physics & Astronomy Physics Lieutenant Colonel US Air Force 2 594 0 0.0 STS-89 (Endeavor), STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +Dominic A. Antonelli 2000.0 18.0 Active 1967-08-23 Detroit, MI Male MIT; University of Washington Aeronautics & Astronautics Aeronautics & Astronautics Commander US Navy 2 579 0 0.0 STS-119 (Discovery), STS-132 (Atlantis) +Jerome Apt III 1985.0 11.0 Retired 1949-04-18 Springfield, MA Male Harvard University; MIT Physics Physics 4 847 2 11.0 STS-37 (Atlantis), STS-47 (Endeavor), STS-59 (Endeavor), STS-79 (Atlantis) +Lee J. Archambault 1998.0 17.0 Retired 1960-08-25 Oak Park, IL Male University of Illinois-Urbana Aeronautical & Astronautical Engineering Aeronautical & Astronautical Engineering Colonel US Air Force 2 639 0 0.0 STS-117 (Atlantis), STS-119 (Discovery) +Neil A. Armstrong 1962.0 2.0 Deceased 1930-08-05 Wapakoneta, OH Male Purdue University; University of Southern California Aeronautical Engineering Aerospace Engineering 2 205 1 2.0 Gemini 8, Apollo 11 2012-08-25 +Richard R. Arnold II 2004.0 19.0 Active 1963-11-26 Cheverly, MD Male Frostburg State University; University of Maryland Accounting Environmental Science 1 307 2 12.0 STS-119 (Discovery) +Jeffrey S. Ashby 1995.0 15.0 Retired 1954-06-01 Dallas, TX Male University of Idaho; University of Tennessee Mechanical Engineering Aviation Systems Captain US Navy (Retired) 3 655 0 0.0 STS-93 (Columbia), STS-100 (Endeavor), STS-112 (Atlantis) +Serena M. Aunon 2009.0 20.0 Active 1976-04-09 Indianapolis, IN Female George Washington University; University of Texas Electrical Engineering Medicine 0 0 0 0.0 +James P. Bagian 1980.0 9.0 Retired 1952-02-22 Philadelphia, PA Male Drexel University; Thomas Jefferson University Mechanical Engineering Medicine 2 337 0 0.0 STS-29 (Discovery), STS-40 (Columbia) +Ellen S. Baker 1984.0 10.0 Retired 1953-04-27 Fayettesville, NC Female State University of New York-Buffalo; Cornell University; University of Texas Geology Medicine; Public Health 3 686 0 0.0 STS-34 (Atlantis), STS-50 (Columbia), STS-71 (Atlantis) +Michael A. Baker 1985.0 11.0 Management 1953-10-27 Memphis, TN Male University of Texas Aerospace Engineering Captain US Navy (Retired) 4 965 0 0.0 STS-43 (Atlantis), STS-52 (Columbia), STS-68 (Endeavor), STS-81 (Atlantis) +Michael R. Barratt 2000.0 18.0 Active 1959-04-16 Vancouver, WA Male University of Washington; Northwestern University; Wright State University Zoology Medicine; Aerospace Medicine 2 5075 1 5.0 ISS-19/20 (Soyuz), STS-133 (Discovery) +Daniel T. Barry 1992.0 14.0 Retired 1953-12-30 Norwalk, CT Male Cornell University; Princeton University; University of Miami Electrical Engineering Electrical Engineering; Computer Science; Medicine 3 733 4 26.0 STS-72 (Endeavor), STS-96 (Discovery), STS-105 (Discovery) +John-David F. Bartoe Retired 1944-11-17 Abington, PA Male Lehigh University; Georgetown University Physics Physics 1 190 0 0.0 STS 51-F (Challenger) +Charles A. Bassett II 1963.0 3.0 Deceased 1931-12-30 Dayton, OH Male Texas Technological College Electrical Engineering Captain US Air Force 0 0 0 0.0 1966-02-28 +Alan L. Bean 1963.0 3.0 Retired 1932-03-15 Wheeler, TX Male University of Texas Aeronautical Engineering Captain US Navy (Retired) 2 1671 3 10.0 Apollo 12, Skylab 3 +Robert L. Behnken 2000.0 18.0 Active 1970-07-28 Creve Couer, MO Male Washington University; California Institute of Technology Physics & Mechanical Engineering Mechanical Engineering Colonel US Air Force 2 708 6 37.0 STS-123 (Endeavor), STS-130 (Endeavor) +John E. Blaha 1980.0 9.0 Retired 1942-08-26 San Antonio, TX Male US Air Force Academy; Purdue University Engineering Science Astronautical Engineering Colonel US Air Force (Retired) 5 3861 0 0.0 STS-29 (Discovery), STS-33 (Discovery), STS-43 (Atlantis), STS-58 (Columbia), STS-79/81 (Atlantis/Atlantis) +Michael J. Bloomfield 1995.0 15.0 Retired 1959-03-16 Flint, MI Male US Air Force Academy; Old Dominion University Engineering Mechanics Engineering Management Colonel US Air Force (Retired) 3 779 0 0.0 STS-86 (Atlantis), STS-97 (Endeavor), STS-110 (Atlantis) +Guion S. Bluford Jr. 1978.0 8.0 Retired 1942-11-22 Philadelphia, PA Male Pennsylvania State University; Air Force Institute of Technology; University of Houston-Clear Lake Aerospace Engineering Aerospace Engineering; Business Administration Colonel US Air Force (Retired) 4 689 0 0.0 STS-8 (Challenger), STS 61-A (Challenger), STS-39 (Discovery), STS-53 (Discovery) +Karol J. Bobko 1969.0 7.0 Retired 1937-12-23 New York, NY Male US Air Force Academy; University of Southern California Aerospace Engineering Colonel US Air Force (Retired) 3 386 0 0.0 STS-6 (Challenger), STS 51-D (Discovery), STS-51-J (Atlantis) +Eric A. Boe 2000.0 18.0 Active 1964-10-01 Miami, FL Male US Air Force Academy; Georgia Institute of Technology Aeronautical Engineering Electrical Engineering Colonel US Air Force 2 687 0 0.0 STS-126 (Endeavor), STS-133 (Discovery) +Charles F. Bolden Jr. 1980.0 9.0 Management 1946-08-19 Columbia, SC Male US Naval Academy; University of Southern California Electrical Science Systems Management Major General US Marine Corps (Retired) 4 680 0 0.0 STS-61C (Columbia), STS-31 (Discovery), STS-45 (Atlantis), STS-60 (Discovery) +Frank Borman 1962.0 2.0 Retired 1928-03-14 Gary, IN Male US Military Academy; California Institute of Technology Aeronautical Engineering Colonel US Air Force (Retired) 2 477 0 0.0 Gemini 7, Apollo 8 +Stephen G. Bowen 2000.0 18.0 Active 1964-02-13 Cohasset, MA Male US Naval Academy; MIT Electrical Engineering Ocean Engineering Captain US Navy 3 970 7 47.0 STS-126 (Endeavor), STS-132 (Atlantis), STS-133 (Discovery) +Kenneth D. Bowersox 1987.0 12.0 Retired 1956-11-14 Portsmouth, VA Male US Naval Academy; Columbia University Aerospace Engineering Mechanical Engineering Captain US Navy (Retired) 5 5078 2 13.0 STS-50 (Columbia), STS-61 (Endeavor), STS-73 (Columbia), STS-82 (Discovery), STS-113 (Endeavor/Soyuz) +Charles E. Brady Jr. 1992.0 14.0 Deceased 1951-08-12 Pinehurst, NC Male University of North Carolina at Chapel Hill; Duke University Medicine Captain US Navy 1 405 0 0.0 STS-78 (Columbia) 2006-07-23 +Vance D. Brand 1966.0 5.0 Retired 1931-05-09 Longmont, CA Male University of Colorado; University of California Los Angeles Business Management; Aeronautical Engineering Business Administration US Marine Corps Reserves 4 752 0 0.0 Apollo-Soyuz Test Project, STS-5 (Columbia), STS 41-B (Challenger), STS-35 (Columbia) +Daniel C. Brandenstein 1978.0 8.0 Retired 1943-01-17 Watertown, WI Male University of Wisconsin Mathematics & Physics Captain US Navy (Retired) 4 789 0 0.0 STS-8 (Challenger), STS 51-G (Discovery), STS-32 (Columbia), STS-49 (Endeavor) +Randolph J. Bresnik 2004.0 19.0 Active 1967-09-11 Fort Knox, KY Male The Citadel; University of Tennessee-Knoxville Mathematics Aviation Systems Colonel US Marine Corps 1 259 2 12.0 STS-129 (Atlantis) +Roy D. Bridges Jr. 1980.0 9.0 Retired 1943-07-19 Atlanta, GA Male US Air Force Academy; Purdue University Engineering Science Astronautics Major General US Air Force (Retired) 1 190 0 0.0 STS 51-F (Challenger) +Curtis L. Brown Jr. 1987.0 12.0 Retired 1956-03-11 Elizabethtown, NC Male US Air Force Academy Electrical Engineering Colonel US Air Force (Retired) 6 1383 0 0.0 STS-47 (Endeavor), STS-66 (Atlantis), STS-77 (Endeavor), STS-85 (Discovery), STS-95 (Discovery), STS-103 (Discovery) +David M. Brown 1996.0 16.0 Deceased 1956-04-16 Arlington, VA Male College of William & Mary; Eastern Virginia Medical School Biology Medicine Captain US Navy 1 382 0 0.0 STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +Mark N. Brown 1984.0 10.0 Retired 1951-11-18 Valparaiso, IN Male Purdue University; Air Force Institute of Technology Aeronautical & Astronautical Engineering Astronautical Engineering Colonel US Air Force (Retired) 2 249 0 0.0 STS 28 (Columbia), STS-48 (Discovery) +James F. Buchli 1978.0 8.0 Retired 1945-06-20 New Rockford, ND Male US Naval Academy; University of West Florida Aeronautical Engineering Aeronautical Engineering Systems Colonel US Marine Corps (Retired) 4 490 0 0.0 STS 51-C (Discovery), STS 61-A (Challenger), STS-29 (Discovery), STS-48 (Discovery +Jay Clark Buckey Retired 1956-06-06 New York, NY Male Cornell University Electrical Engineering Medicine 1 381 0 0.0 STS-90 (Columbia) +John S. Bull 1966.0 5.0 Deceased 1934-09-25 Memphis, TN Male Rice University; Stanford University Mechanical Engineering Aeronautical Engineering 0 0 0 0.0 2008-08-11 +Daniel C. Burbank 1996.0 16.0 Active 1961-07-27 Machester, CT Male US Coast Guard Academy; Embry-Riddle Aeronautical University Electrical Engineering Aeronautical Science Captain US Coast Guard (Retired) 3 4512 1 7.0 STS-106 (Atlantis), STS-115 (Atlantis), ISS-29/30 (Soyuz) +Daniel W. Bursch 1990.0 13.0 Retired 1957-07-25 Bristol, PA Male US Naval Academy; US Naval Postgraduate School Physics Engineering Science Captain US Navy (Retired) 4 5446 2 12.0 STS-51 (Discovery), STS-68 (Endeavor), STS-77 (Endeavor), STS-108/111 (Endeavor) +Robert D. Cabana 1985.0 11.0 Management 1949-01-23 Minneapolis, MN Male US Naval Academy Mathematics Colonel US Marine Corps (Retired) 4 910 0 0.0 STS-41 (Discovery), STS-53 (Discovery), STS-65 (Columbia), STS-88 (Endeavor) +Yvonne D. Cagle 1996.0 16.0 Management 1959-04-24 West Point, NY Female San Francisco State University Biochemistry Colonel US Air Force 0 0 0 0.0 +Fernando Caldeiro 1996.0 16.0 Deceased 1958-06-12 Buenos Aires, Argentina Male University of Arizona; University of Central Florida Mechanical Engineering Engineering Management 0 0 0 0.0 2009-10-03 +Tracy E. Caldwell (Dyson) 1998.0 17.0 Active 1969-08-14 Arcadia, CA Female California State University-Fullerton; University of California-Davis Chemistry Physical Chemistry 2 4531 3 23.0 STS-118 (Endeavor), ISS-23/24 (Soyuz) +Charles J. Camarda 1996.0 16.0 Management 1952-05-08 Queens, NY Male Polytechnic Institute of Brooklyn; George Washington University; Virginia Polytechnic Institute Aerospace Engineering Engineering Science; Aerospace Engineering 1 333 0 0.0 STS-114 (Discovery) +Kenneth D. Cameron 1984.0 10.0 Retired 1949-11-29 Cleveland, OH Male MIT; Michigan State University Aeronautics & Astronautics Aeronautics & Astronautics; Business Administration Colonel US Marine Corps (Retired) 3 562 0 0.0 STS-37 (Atlantis), STS-56 (Discovery), STS-74 (Atlantis) +Duane G. Carey 1996.0 16.0 Retired 1957-04-30 St. Paul, MN Male University of Minnesota-Minneapolis Aerospace Engineering & Mechanics Aerospace Engineering Lieutenant Colonel US Air Force (Retired) 1 262 0 0.0 STS-109 (Columbia) +M. Scott Carpenter 1959.0 1.0 Retired 1925-05-01 Boulder, CO Male University of Colorado Aeronautical Engineering Commander US Navy (Retired) 1 4 0 0.0 Mercury 7 +Gerald P. Carr 1966.0 5.0 Retired 1932-08-22 Denver, CO Male University of Southern California; US Naval Postgraduate School; Princeton University Mechanical Engineering Aeronautical Engineering Colonel US Marine Corps (Retired) 1 2017 3 16.0 Skylab 4 +Manley Lanier Carter Jr. 1984.0 10.0 Deceased 1947-08-15 Macon, GA Male Emory University Chemistry Medicine Captain US Navy 1 120 0 0.0 STS-33 (Discovery) 1991-04-05 +John H. Casper 1984.0 10.0 Management 1943-07-09 Greenville, SC Male US Air Force Academy; Purdue University Engineering Science Astronautics Colonel US Air Force (Retired) 4 825 0 0.0 STS-36 (Atlantis), STS-54 (Endeavor), STS-62 (Columbia), STS-77 (Endeavor) +Christopher J. Cassidy 2004.0 19.0 Active 1970-01-04 Salem, MA Male US Naval Academy; MIT Mathematics Ocean Engineering Commander US Navy 1 4376 6 31.0 STS-127 (Endeavor); ISS-35/36 (Soyuz) +Robert Cenker Retired 1948-11-05 Uniontown, PA Male Pennsylvania State University; Rutgers University Aerospace Engineering Aerospace Engineering; Electrical Engineering 1 146 0 0.0 STS 61-C (Columbia) +Eugene A. Cernan 1963.0 3.0 Retired 1934-03-14 Chicago, IL Male Purdue University; US Naval Postgraduate School Electrical Engineering Aeronautical Engineering Captain US Navy (Retired) 3 566 4 24.0 Gemini 9, Apollo 10, Apollo 17 +Roger B. Chaffee 1963.0 3.0 Deceased 1935-02-15 Grand Rapids, MI Male Purdue University Aeronautical Engineering Lieutenant Commander US Navy 1 0 0 0.0 Apollo 1 1967-01-27 Apollo 1 +Gregory E. Chamitoff 1998.0 17.0 Active 1962-08-06 Montreal, Canada Male California Polytechnic State University; California Institute of Technology; MIT Electrical Engineering Aeronautical Engineering; Aeronautics & Astronautics 2 4770 2 13.0 STS-124/126 (Discovery/Endeavor), STS-134 (Endeavor) +Franklin R. Chang-Diaz 1980.0 9.0 Retired 1950-04-05 San Jose, Costa Rica Male University of Connecticut; MIT Mechanical Engineering Applied Plasma Physics 7 1602 3 19.0 STS 61-C (Columbia), STS-34 (Atlantis), STS-46 (Atlantis), STS-60 (Discovery), STS-75 (Columbia), STS-91 (Discovery), STS-111 (Endeavor) +Philip K. Chapman 1967.0 6.0 Retired 1935-03-05 Melbourne, Australia Male University of Sydney; MIT Physics & Mathematics Aeronautics & Astronautics; Instrumentation 0 0 0 0.0 +Kalpana Chawla 1995.0 15.0 Deceased 1961-06-01 Karnal, India Female Punjab Engineering College; University of Texas-Arlington; University of Colorado Aeronautical Engineering Aerospace Engineering 2 734 0 0.0 STS-87 (Columbia), STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +Leroy Chiao 1990.0 13.0 Retired 1960-08-28 Milwaukee, WI Male University of California-Berkeley; University of California-Santa Barbara Chemical Engineering Chemical Engineering 4 5503 6 36.0 STS-65 (Columbia), STS-72 (Endeavor), STS-92 (Discovery), ISS-10 (Soyuz) +Kevin P. Chilton 1987.0 12.0 Retired 1954-03-11 Los Angeles, CA Male US Air Force Academy; Columbia University Engineering Science Mechanical Engineering Brigadier General US Air Force (Retired) 3 700 0 0.0 STS-49 (Endeavor), STS-59 (Endeavor), STS-76 (Atlantis) +Laurel B. Clark 1996.0 16.0 Deceased 1961-03-10 Ames, IA Female University of Wisconsin-Madison Zoology Medicine Captain US Navy 1 382 0 0.0 STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +Mary L. Cleave 1980.0 9.0 Retired 1947-02-05 Southampton, NY Female Colorado State University; Utah State University Biological Science Microbial Ecology; Environmental Engineering 2 262 0 0.0 STS 61-B (Atlantis), STS-30 (Atlantis) +Michael R. Clifford 1990.0 13.0 Retired 1952-10-13 San Bernardino, CA Male US Military Academy; Georgia Institute of Technology Aerospace Engineering Lieutenant Colonel US Army (Retired) 3 666 1 6.0 STS-53 (Discovery), STS-59 (Endeavor), STS-76 (Atlantis) +Michael L. Coats 1978.0 8.0 Retired 1946-01-16 Sacramento, CA Male US Naval Academy; George Washington University; US Naval Postgraduate School Science & Technology Administration; Aeronautical Engineering Captain US Navy (Retired) 3 463 0 0.0 STS 41-D (Discovery), STS-29 (Discovery), STS-39 (Discovery) +Kenneth D. Cockrell 1990.0 13.0 Management 1950-04-09 Austin, TX Male University of Texas; University of West Florida Mechanical Engineering Aeronautical Systems US Naval Reserves 5 1548 0 0.0 STS-56 (Discovery), STS-69 (Endeavor), STS-80 (Columbia), STS-98 (Atlantis), STS-111 (Endeavor) +Catherine G. Coleman 1992.0 14.0 Active 1960-12-14 Charleston, SC Female MIT; University of Massachusetts Chemistry Polymer Science & Engineering Colonel US Air Force (Retired) 3 4324 0 0.0 STS-73 (Columbia), STS-93 (Columbia), ISS-26/27 (Soyuz) +Eileen M. Collins 1990.0 13.0 Retired 1959-11-19 Elmira, NY Female Syracuse University; Stanford University; Webster University Mathematics & Economics Operations Research; Space Systems Management Colonel US Air Force (Retired) 4 890 0 0.0 STS-63 (Discovery), STS-84 (Atlantis), STS-114 (Columbia), STS-93 (Discovery) +Michael Collins 1963.0 3.0 Retired 1930-10-31 Rome, Italy Male US Military Academy US Air Force Reserves 2 266 1 1.0 Gemini 10, Apollo 11 +Charles Conrad Jr. 1962.0 2.0 Deceased 1930-05-02 Philadelphia, PA Male Princeton University Aeronautical Engineering Captain US Navy (Retired) 4 1179 4 12.0 Gemini 5, Gemini 11, Apollo 12, Skylab 2 1999-07-08 +L. Gordon Cooper Jr. 1959.0 1.0 Deceased 1927-03-06 Shawnee, OK Male Air Force Institute of Technology Aeronautical Engineering Colonel US Air Force (Retired) 2 225 0 0.0 Mercury 9, Gemini 5 2004-10-04 +Richard O. Covey 1978.0 8.0 Retired 1946-08-01 Fayetteville, AR Male US Air Force Academy; Purdue University Engineering Science Aeronautics & Astronautics Colonel US Air Force (Retired) 4 645 0 0.0 STS 51-l (Discovery), STS-26 (Discovery), STS-38 (Atlantis), STS-61 (Endeavor) +Timothy J. Creamer 1998.0 17.0 Management 1959-11-15 Ft. Huachuca, AZ Male Loyola College; MIT Chemistry Physics Colonel US Army (Retired) 1 3917 0 0.0 ISS-22/23 (Soyuz) +John O. Creighton 1978.0 8.0 Retired 1943-04-28 Orange, TX Male US Naval Academy; George Washington University Science & Technology Administration Captain US Navy (Retired) 3 404 0 0.0 STS 51-G (Discovery), STS-36 (Atlantis), STS-48 (Discovery) +Robert L. Crippen 1969.0 7.0 Retired 1937-09-11 Beaumont, TX Male University of Texas Aerospace Engineering Captain US Navy (Retired) 4 565 0 0.0 STS-1 (Columbia), STS-7 (Challenger), STS 41-C (Challenger), STS 41-G (Challenger) +Roger K. Crouch Retired 1940-09-12 Jamestown, TN Male Tennessee Polytechnic Institute; Virginia Polytechnic Institute Physics Physics 1 471 0 0.0 STS-83 (Columbia), STS-94 (Columbia) +Frank L. Culbertson Jr. 1984.0 10.0 Retired 1949-05-15 Charleston, SC Male US Naval Academy Aerospace Engineering Captain US Navy (Retired) 3 3446 1 5.0 STS-38 (Atlantis), STS-51 (Discovery), STS-105/108 (Discovery/Endeavor) +Walter Cunningham 1963.0 3.0 Retired 1932-03-16 Creston, IA Male University of California-Los Angeles Physics Physics Colonel US Marine Corps Reserves 1 260 0 0.0 Apollo 7 +Robert L. Curbeam Jr. 1995.0 15.0 Retired 1962-03-05 Baltimore, MD Male US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aerospace Engineering; Aeronautical & Astronautical Engineering Captain US Navy (Retired) 3 902 7 45.0 STS-85 (Discovery), STS-98 (Atlantis), STS-116 (Discovery) +Nancy J. Currie 1990.0 13.0 Management 1958-12-29 Wilmington, DE Female Ohio State University; University of Southern California; University of Houston Biological Science Safety Engineering; Industrial Engineering Colonel US Army (Retired) 4 999 0 0.0 STS-57 (Endeavor), STS-70 (Discovery), STS-88 (Endeavor), STS-109 (Columbia) +N. Jan Davis 1987.0 12.0 Retired 1953-11-01 Cocoa Beach, FL Female Georgia Institute of Technology; Auburn University; University of Alabama-Huntsville Applied Biology; Mechanical Engineering Mechanical Engineering 3 673 0 0.0 STS-47 (Endeavor), STS-60 (Discovery), STS-85 (Discovery) +Lawrence J. Delucas Retired 1950-07-11 Syracuse, NY Male University of Alabama at Birmingham Chemistry; Physiological Optics Chemistry; Biochemistry; Optometry 1 331 0 0.0 STS-50 (Columbia) +Alvin B. Drew Jr. 2000.0 18.0 Active 1962-11-05 Washington, DC Male US Air Force Academy; Embry-Riddle Aeronautical University Physics & Astronautical Engineering Aerospace Science; Political Science Colonel US Air Force 2 613 2 13.0 STS-118 (Endeavor), STS-133 (Discovery) +Brian Duffy 1985.0 11.0 Retired 1953-06-20 Boston, MA Male US Air Force Academy; University of Southern California Mathematics Systems Management Colonel US Air Force (Retired) 4 977 0 0.0 STS-45 (Atlantis), STS-57 (Endeavor), STS-72 (Endeavor), STS-92 (Discovery) +Charles M. Duke Jr. 1966.0 5.0 Retired 1935-10-03 Charlotte, NC Male US Naval Academy; MIT Naval Sciences Aeronautics Brigadier General US Air Force (Retired) 1 265 3 20.0 Apollo 16 +Bonnie J. Dunbar 1980.0 9.0 Retired 1949-03-03 Sunnyside, WA Female University of Washington; University of Houston Ceramic Engineering Ceramic Engineering; Biomedical Engineering 5 1207 0 0.0 STS 61-A (Challenger), STS-32 (Columbia), STS-50 (Columbia), STS-71 (Atlantis), STS-89 (Endeavor) +Samuel T. Durrance Retired 1943-09-17 Tallahassee, FL Male California State University; University of Colorado Physics Physics; Astrogeophysics 2 614 0 0.0 STS-35 (Columbia), STS-67 (Endeavor) +James P. Dutton Jr. 2004.0 19.0 Management 1968-11-20 Eugene, OR Male US Air Force Academy; University of Washington Astronautical Engineering Aeronautics & Astronautics Colonel US Air Force 1 362 0 0.0 STS-131 (Discovery) +Joe F. Edwards Jr. 1995.0 15.0 Retired 1958-02-03 Richmond, VA Male US Naval Academy; University of Tennessee-Knoxville Aerospace Engineering Aviation Systems Commander US Navy (Retired) 1 211 0 0.0 STS-89 (Endeavor) +Donn F. Eisele 1963.0 3.0 Deceased 1930-05-23 Columbus, OH Male US Naval Academy; US Air Force Institute of Technology Astronautics Astronautics Colonel US Air Force (Retired) 1 260 0 0.0 Apollo 7 1987-12-02 +Anthony W. England 1967.0 6.0 Retired 1942-05-15 Indianapolis, IN Male MIT Geology Geology; Geophysics 1 190 0 0.0 STS 51-F (Challenger) +Joe H. Engle 1966.0 5.0 Retired 1932-08-26 Dickinson, KS Male University of Kansas Aeronautical Engineering Major General US Air Force (Retired) 2 224 0 0.0 STS-2 (Columbia), STS 51-I (Discovery) +Jeanette J. Epps 2009.0 20.0 Active 1970-11-03 Syracuse, NY Female LeMoyne College; University of Maryland Physics Aerospace Engineering 0 0 0 0.0 +Ronald E. Evans Jr. 1966.0 5.0 Deceased 1933-11-10 St. Francis, KS Male University of Kansas; US Naval Postgraduate School Electrical Engineering Aeronautical Engineering Captain US Navy (Retired) 1 301 1 1.0 Apollo 17 1990-04-06 +John M. Fabian 1978.0 8.0 Retired 1939-01-28 Goosecreek, TX Male Washington State University; US Air Force Institute of Technology; University of Washington Mechanical Engineering Aerospace Engineering; Aeronautics & Astronautics Colonel US Air Force (Retired) 2 316 0 0.0 STS-7 (Challenger), STS 51-G (Discovery) +Christopher J. Ferguson 1998.0 17.0 Retired 1961-09-01 Philadelphia, PA Male Drexel University; US Naval Postgraduate School Mechanical Engineering Aeronautical Engineering Captain US Navy (Retired) 3 970 0 0.0 STS-115 (Atlantis), STS-126 (Endeavor), STS-135 (Atlantis) +Martin J. Fettman Retired 1956-12-31 Brooklyn, NY Male Cornell University; Colorado State University Animal Nutrition Physiology 1 336 0 0.0 STS-58 (Columbia) +Andrew J. Feustel 2000.0 18.0 Active 1965-08-25 Lancaster, PA Male Purdue University; Queen’s University-Canada Solid Earth Sciences Geophysics; Seismology 2 687 6 42.0 STS-125 (Atlantis), STS-134 (Endeavor) +E. Michael Fincke 1996.0 16.0 Active 1967-03-14 Pittsburgh, PA Male MIT; Stanford University; University of Houston-Clear Lake Aeronautics & Astronautics; Earth, Atmospheric & Planetary Sciences Aeronautics & Astronautics; Physical Sciences Colonel US Air Force 3 9159 9 48.0 ISS-09 (Soyuz), ISS-18 (Soyuz), STS-134 (Endeavor) +Jack D. Fischer 2009.0 20.0 Active 1974-01-23 Louisville, CO Male US Air Force Academy; MIT Astronautical Engineering Aeronautics & Astronautics 0 0 0 0.0 +Anna L. Fisher 1978.0 8.0 Management 1949-08-24 New York, NY Female University of California-Los Angeles Chemistry Chemistry; Medicine 1 191 0 0.0 STS 51-A (Discovery) +William F. Fisher 1980.0 9.0 Retired 1946-04-01 Dallas, TX Male Stanford University; University of Houston; University of Florida Engineering; Medicine 1 170 2 12.0 STS 51-I (Discovery) +C. Michael Foale 1987.0 12.0 Active 1957-01-06 Louth, England Male Cambridge University Physics Laboratory Astrophysics 6 8970 4 22.0 STS-45 (Atlantis), STS-56 (Discovery), STS-63 (Discovery), STS-84/86 (Atlantis), STS-103 (Discovery), ISS-08 (Soyuz) +Kevin A. Ford 2000.0 18.0 Active 1960-07-07 Portland, IN Male University of Notre Dame; Troy State University; University of Florida; Air Force Institute of Technology Aerospace Engineering International Relations; Aerospace Engineering; Astronautical Engineering Colonel US Air Force (Retired) 2 3781 0 0.0 STS-128 (Discovery), ISS-33/34 (Soyuz) +Michael J. Foreman 1998.0 17.0 Management 1957-03-29 Columbus, OH Male US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy (Retired) 2 637 5 32.0 STS-123 (Endeavor), STS-129 (Atlantis) +Patrick G. Forrester 1996.0 16.0 Management 1957-03-31 El Paso, TX Male US Military Academy; University of Virginia Applied Science & Engineering Mechanical & Aerospace Engineering Colonel US Army (Retired) 3 950 4 25.0 STS-105 (Discovery), STS-117 (Atlantis), STS-128 (Discovery) +Michael E. Fossum 1998.0 17.0 Active 1957-12-19 Sioux Falls, SD Male Texas A&M University; Air Force Institute of Technology; University of Houston-Clear Lake Mechanical Engineering Systems Engineering; Physical Science (Space Science) US Air Force Reserves (Retired) 3 4651 7 48.0 STS-121 (Discovery), STS-124 (Discovery), ISS-28/29 (Soyuz) +Theodore C. Freeman 1963.0 3.0 Deceased 1930-02-18 Haversford, PA Male US Naval Academy; University of Michigan Aeronautical Engineering Captain US Air Force 0 0 0 0.0 1964-10-31 +Stephen N. Frick 1996.0 16.0 Management 1961-09-30 Pittsburgh, PA Male US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy (Retired) 2 566 0 0.0 STS-110 (Atlantis), STS-122 (Atlantis) +C. Gordon Fullerton 1969.0 7.0 Retired 1936-10-11 Rochester, NY Male California Institute of Technology Mechanical Engineering Mechanical Engineering Colonel US Air Force (Retired) 2 382 0 0.0 STS-3 (Columbia), STS 51-F (Challenger) +F. Andrew Gaffney Retired 1946-06-09 Carlsbad, NM Male University of California-Berkeley; University of New Mexico Psychology Medicine 1 218 0 0.0 STS-40 (Columbia) +Ronald J. Garan Jr. 2000.0 18.0 Management 1961-10-20 Yonkers, NY Male State University of New York; Embry-Riddle Aeronautical University; University of Florida Business Economics Aeronautics; Aerospace Engineering Colonel US Air Force (Retired) 2 4271 4 27.0 STS-124 (Discovery), ISS-27/28 (Soyuz) +Dale A. Gardner 1978.0 8.0 Retired 1948-11-08 Fairmont, MN Male University of Illinois Engineering Physics Captain US Navy (Retired) 2 336 2 12.0 STS-8 (Challenger), STS 51-A (Discovery) +Guy S. Gardner 1980.0 9.0 Retired 1948-01-06 Alta Vista, VA Male US Air Force Academy; Purdue University Engineering Sciences; Astronautics & Mathematics Astronautics Colonel US Air Force (Retired) 2 320 0 0.0 STS-27 (Atlantis), STS-35 (Columbia) +Jake Garn Retired 1932-10-12 Richfield. UT Male University of Utah Business Finance 1 167 0 0.0 STS 51-D (Discovery) +Owen K. Garriott 1965.0 4.0 Retired 1930-11-22 Enid, OK Male University of Oklahoma; Stanford University Electrical Engineering Electrical Engineering 2 1674 3 14.0 Skylab 3, STS-9 (Columbia) +Charles D. Gemar 1985.0 11.0 Retired 1955-08-04 Yanktown, SD Male US Military Academy Engineering Lieutenant Colonel US Army 3 581 0 0.0 STS-38 (Atlantis), STS-48 (Discovery), STS-62 (Columbia) +Michael L. Gernhardt 1992.0 14.0 Management 1956-05-04 Mansfield, OH Male Vanderbilt University; University of Pennsylvania Physics Bioengineering 4 1039 4 23.0 STS-69 (Endeavor), STS-83 (Columbia), STS-94 (Columbia), STS-104 (Atlantis) +Edward G. Gibson 1965.0 4.0 Retired 1936-11-08 Buffalo, NY Male University of Rochester; California Institute of Technology Engineering Engineering 1 2017 3 15.0 Skylab 4 +Robert L. Gibson 1978.0 8.0 Retired 1946-10-30 Cooperstown, NY Male California Polytechnic Institute Aeronautical Engineering Captain US Navy (Retired) 5 868 0 0.0 STS 41-B (Challenger), STS 61-C (Columbia), STS-27 (Atlantis), STS-47 (Endeavor), STS-71 (Atlantis) +Edward G. Givens Jr. 1966.0 5.0 Deceased 1930-01-05 Quanah, TX Male US Naval Academy Naval Sciences Major US Air Force 0 0 0 0.0 1967-06-06 +John H. Glenn Jr. 1959.0 1.0 Retired 1921-07-18 Cambridge, OH Male Muskingum College Engineering Colonel US Marine Corps (Retired) 2 218 0 0.0 Mercury 6, STS-95 (Discovery) +Linda M. Godwin 1985.0 11.0 Retired 1952-07-02 Cape Girardeau, MO Female Southeast Missouri State; University of Missouri Mathematics & Physics Physics 4 918 2 10.0 STS-37 (Atlantis), STS-59 (Endeavor), STS-76 (Atlantis), STS-108 (Endeavor) +Michael T. Good 2000.0 18.0 Management 1962-10-13 Parma, OH Male University of Notre Dame Aerospace Engineering Aerospace Engineering Colonel US Air Force (Retired) 2 592 4 30.0 STS-125 (Atlantis), STS-132 (Atlantis) +Richard F. Gordon Jr. 1963.0 3.0 Retired 1929-10-05 Seattle, WA Male University of Washington Chemistry Captain US Navy (Retired) 2 315 1 0.5 Gemini 11, Apollo 12 +Dominic L. Gorie 1995.0 15.0 Retired 1957-05-02 Lake Charles, LA Male US Naval Academy; University of Tennessee Ocean Engineering Aviation Systems Captain US Navy (Retired) 4 1167 0 0.0 STS-91 (Discovery), STS-99 (Endeavor), STS-123 (Endeavor), STS-108 (Endeavor) +Ronald J. Grabe 1980.0 9.0 Retired 1945-06-13 New York, NY Male US Air Force Academy Engineering Science Colonel US Air Force (Retired) 4 627 0 0.0 STS 51-J (Atlantis), STS-30 (Atlantis), STS-42 (Discovery), STS-57 (Endeavor) +Duane E. Graveline 1965.0 4.0 Retired 1931-03-02 Newport, VT Male University of Vermont; Johns Hopkins University Public Health; Medicine 0 0 0 0.0 +Frederick D. Gregory 1978.0 8.0 Retired 1941-01-07 Washington, DC Male US Air Force Academy; George Washington University Information Systems Colonel US Air Force (Retired) 3 455 0 0.0 STS 51-B (Challenger), STS-33 (Discovery), STS-44 (Atlantis) +William G. Gregory 1990.0 13.0 Retired 1957-05-14 Lockport, NY Male US Air Force Academy; Columbia University; Troy State University Engineering Science Engineering Mechanics; Business Management Lieutenant Colonel US Air Force 1 399 0 0.0 STS-67 (Endeavor) +S. David Griggs 1978.0 8.0 Deceased 1939-09-07 Portland, OR Male US Naval Academy; George Washington University Business Administration 1 167 1 3.0 STS 51-D (Discovery) 1989-06-17 +Virgil I. Grissom 1959.0 1.0 Deceased 1926-04-03 Mitchell, IN Male Purdue University Mechanical Engineering Lieutenant Colonel US Air Force 2 5 0 0.0 Mercury 4, Gemini 3, Apollo 1 1967-01-27 Apollo 1 +John M. Grunsfeld 1992.0 14.0 Management 1958-10-10 Chicago, IL Male MIT; University of Chicago Physics Physics 5 1407 8 58.0 STS-67 (Endeavor), STS-81 (Atlantis), STS-103 (Discovery), STS-125 (Atlantis), STS-109 (Columbia) +Sidney M. Gutierrez 1984.0 10.0 Retired 1951-06-27 Albuquerque, NM Male US Air Force Academy; Webster College Aeronautical Engineering Business Management Colonel US Air Force (Retired) 2 488 0 0.0 STS-40 (Columbia), STS-59 (Endeavor) +Fred W. Haise Jr. 1966.0 5.0 Retired 1933-11-14 Biloxi, MS Male University of Oklahoma Aeronautical Engineering 1 142 0 0.0 Apollo 13 +James D. Halsell Jr. 1990.0 13.0 Retired 1956-09-29 Monroe, LA Male US Air Force Academy; Troy State University; US Air Force Institute of Technology Engineering Business Management; Space Operations Colonel US Air Force (Retired) 5 1258 0 0.0 STS-65 (Columbia), STS-74 (Atlantis), STS-83 (Columbia), STS-94 (Columbia), STS-101 (Atlantis) +Kenneth T. Ham 1998.0 17.0 Retired 1964-12-12 Plainfield, NJ Male US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy 2 612 0 0.0 STS-124 (Discovery), STS-132 (Atlantis) +L. Blaine Hammond Jr. 1984.0 10.0 Retired 1952-01-16 Savannah, GA Male US Air Force Academy; Georgia Institute of Technology Engineering Science Engineering Science Colonel US Air Force (Retired) 2 462 0 0.0 STS-39 (Discovery), STS-64 (Discovery) +Gregory J. Harbaugh 1987.0 12.0 Retired 1956-04-15 Cleveland, OH Male Purdue University; University of Houston-Clear Lake Aeronautical & Astronautical Engineering Physical Science 4 817 3 18.0 STS-39 (Discovery), STS-54 (Endeavor), STS-71 (Atlantis), STS-82 (Discovery) +Bernard A. Harris Jr. 1990.0 13.0 Retired 1956-06-26 Temple, TX Male University of Houston; Texas Tech University Biology Medicine 2 438 1 5.0 STS-55 (Columbia), STS-63 (Discovery) +Terry J. Hart 1978.0 8.0 Retired 1946-10-27 Pittsburgh, PA Male Lehigh University; MIT; Rutgers University Mechanical Engineering Mechanical Engineering; Electrical Engineering 1 167 0 0.0 STS 41-C (Challenger) +Henry W. Hartsfield Jr. 1969.0 7.0 Retired 1933-11-21 Birmingham, AL Male Auburn University; University of Tennessee Physics Engineering Science Colonel US Air Force (Retired) 3 482 0 0.0 STS-4 (Columbia), STS 41-D (Discovery), STS 61-A (Challenger) +Frederick H. Hauck 1978.0 8.0 Retired 1941-04-11 Long Beach, CA Male Tufts University; MIT Physics Nuclear Engineering Captain US Navy (Retired) 3 435 0 0.0 STS-7 (Challenger), STS 51-A (Discovery), STS-26 (Discovery) +Steven A. Hawley 1978.0 8.0 Retired 1951-12-12 Ottawa, KS Male University of Kansas; University of California Physics & Astronomy Astronomy & Astrophysics 5 770 0 0.0 STS 41-D (Discovery), STS 61-C (Columbia), STS-31 (Discovery), STS-82 (Discovery), STS-93 (Columbia) +Susan J. Helms 1990.0 13.0 Retired 1958-02-26 Charlotte, NC Female US Air Force Academy; Stanford University Aeronautical Engineering Aeronautics & Astronautics Lieutenant General US Air Force 5 5063 1 9.0 STS-54 (Endeavor), STS-64 (Discovery), STS-78 (Columbia), STS-101 (Atlantis), STS-102/105 (Discovery) +Karl G. Henize 1967.0 6.0 Deceased 1926-10-17 Cincinnati, OH Male University of Virginia; University of Michigan Mathematics Astronomy 1 190 0 0.0 STS 51-F (Challenger) 1993-10-05 +Thomas J. Hennen Retired 1952-08-17 Albany, GA Male Chief Warrant Officer US Army (Retired) 1 166 0 0.0 STS-44 (Atlantis) +Terence T. Henricks 1985.0 11.0 Retired 1952-07-05 Bryan, OH Male US Air Force Academy; Golden Gate University Civil Engineering Public Administration Colonel US Air Force (Retired) 4 1026 0 0.0 STS-44 (Atlantis), STS-55 (Columbia), STS-70 (Discovery), STS-78 (Columbia) +Jose M. Hernandez 2004.0 19.0 Retired 1962-08-07 French Camp, CA Male University of the Pacific; University of California-Santa Barbara Electrical Engineering Electrical & Computer Engineering 1 332 0 0.0 STS-128 (Discovery) +John B. Herrington 1996.0 16.0 Retired 1958-09-14 Wetumka, OK Male University of Colorado; US Naval Postgraduate School Applied Mathematics Aeronautical Engineering Commander US Navy (Retired) 1 330 3 20.0 STS-113 (Endeavor) +Richard J. Hieb 1985.0 11.0 Retired 1955-09-21 Jamestown, ND Male Northwest Nazarene College; University of Colorado Mathematics & Physics Aerospace Engineering 3 766 3 18.0 STS-39 (Discovery), STS-49 (Endeavor), STS-65 (Columbia) +Joan E. Higginbotham 1996.0 16.0 Retired 1964-08-03 Chicago, IL Female Southern Illinois University-Carbondale; Florida Institute of Technology Electrical Engineering Business Management; Space Systems 1 308 0 0.0 STS-116 (Discovery) +David C. Hilmers 1980.0 9.0 Retired 1950-01-28 Clinton, IA Male Cornell University; US Naval Postgraduate School Mathematics Electrical Engineering Colonel US Marine Corps (Retired) 4 494 0 0.0 ST 51-J (Atlantis), STS-26 (Discovery), STS-36 (Atlantis), STS-42 (Discovery) +Kathryn P. Hire 1995.0 15.0 Management 1959-08-26 Mobile, AL Female US Naval Academy; Florida State Institute of Technology Engineering Management Space Technology Captain US Naval Reserves 2 711 0 0.0 STS-90 (Columbia), STS-130 (Endeavor) +Charles O. Hobaugh 1996.0 16.0 Retired 1961-11-05 Bar Harbor, ME Male US Naval Academy Aerospace Engineering Colonel US Marine Corps (Retired) 3 873 0 0.0 STS-104 (Atlantis), STS-118 (Endeavor), ST-129 (Atlantis) +Jeffrey A. Hoffman 1978.0 8.0 Retired 1944-11-02 Brooklyn, NY Male Amherst College; Rice University; Harvard University Astronomy Materials Science; Astrophysics 5 1211 4 25.0 STS 51-D (Discovery), STS-35 (Columbia), STS-46 (Atlantis), STS-61 (Endeavor), STS-75 (Columbia) +Donald L. Holmquest 1967.0 6.0 Retired 1939-04-07 Dallas, TX Male Southern Methodist University; Baylor University; University of Houston Electrical Engineering Physiology; Medicine; Law 0 0 0 0.0 +Michael S. Hopkins 2009.0 20.0 Active 1968-12-28 Lebanon, MO Male University of Illinois; Stanford University Aerospace Engineering Aerospace Engineering Colonel US Air Force 1 3990 2 13.0 ISS-37/38 (Soyuz) +Scott J. Horowitz 1992.0 14.0 Retired 1957-03-24 Philadelphia, PA Male California State University-Northridge; Georgia Institute of Technology Engineering Aerospace Engineering Colonel US Air Force (Retired) 4 1137 0 0.0 STS-75 (Columbia), STS-82 (Discovery), STS-101 (Atlantis), STS-105 (Discovery) +Millie Hughes-Fulford Retired 1945-12-21 Mineral Wells, TX Female Tarleton State University; Texas Woman’s University Chemistry & Biology 1 218 0 0.0 STS-40 (Columbia) +Douglas G. Hurley 2000.0 18.0 Active 1966-10-21 Endicott, NY Male Tulane University Civil Engineering Colonel US Marine Corps 2 683 0 0.0 STS-127 (Endeavor), STS-135 (Atlantis) +Rick D. Husband 1995.0 15.0 Deceased 1957-07-12 Amarillo, TX Male Texas Tech University; California State University Mechanical Engineering Mechanical Engineering Colonel US Air Force 2 617 0 0.0 STS-96 (Discovery), STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +James B. Irwin 1966.0 5.0 Deceased 1930-03-17 Pittsburgh, PA Male US Naval Academy; University of Michigan Naval Sciences Aeronautical Engineering Colonel US Air Force (Retired) 1 295 3 20.0 Apollo 15 1991-08-08 +Marsha S. Ivins 1984.0 10.0 Retired 1951-04-15 Baltimore, MD Female University of Colorado Aerospace Engineering 5 1341 0 0.0 STS-32 (Columbia), STS-46 (Atlantis), STS-62 (Columbia), STS-81 (Atlantis), STS-98 (Atlantis) +Gregory B. Jarvis Deceased 1944-08-24 Detroit, MI Male State University of New York at Buffalo; Northeastern University Electrical Engineering Electrical Engineering 1 0 0 0.0 STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Mae C. Jemison 1987.0 12.0 Retired 1956-10-17 Decatur, AL Female Stanford University; Cornell University Chemical Engineering Medicine 1 190 0 0.0 STS-47 (Endeavor) +Tamara E. Jernigan 1985.0 11.0 Retired 1959-05-07 Chattanooga, TN Female Stanford University; University of California-Berkeley; Rice University Physics Engineering Science; Astronomy 5 1489 1 8.0 STS-40 (Columbia), STS-52 (Columbia), STS-67 (Endeavor), STS-80 (Columbia), STS-98 (Discovery) +Brent W. Jett 1992.0 14.0 Retired 1958-10-05 Pontiac, MI Male US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy (Retired) 4 1002 0 0.0 STS-72 (Endeavor), STS-81 (Atlantis), STS-97 (Endeavor), STS-115 (Atlantis) +Gregory C. Johnson 1998.0 17.0 Management 1954-07-30 Seattle, WA Male University of Washington Aerospace Engineering Captain US Navy (Retired) 1 309 0 0.0 STS-125 (Atlantis) +Gregory H. Johnson 1998.0 17.0 Active 1962-05-12 London, England Male US Air Force Academy; Columbia University; University of Texas Aeronautical Engineering Flight Structures Engineering; Business Administration Colonel US Air Force (Retired) 2 755 0 0.0 STS-123 (Endeavor), STS-134 (Endeavor) +Thomas D. Jones 1990.0 13.0 Retired 1955-01-22 Baltimore, MD Male US Air Force Academy; University of Arizona Planetary Science 4 1272 3 20.0 STS-59 (Endeavor), STS-68 (Endeavor), STS-80 (Columbia), STS-98 (Atlantis) +Janet L. Kavandi 1995.0 15.0 Management 1959-07-17 Springfield, MO Female Missouri Southern State College; University of Missouri; University of Washington Chemistry Chemistry 3 812 0 0.0 STS-91 (Discovery), STS-99 (Endeavor), STS-104 (Atlantis) +James M. Kelly 1996.0 16.0 Management 1964-05-14 Burlington, IA Male US Air Force Academy; University of Alabama Astronautical Engineering Aerospace Engineering Colonel US Air Force (Retired) 2 641 0 0.0 STS-102 (Discovery), STS-114 (Discovery) +Mark E. Kelly 1996.0 16.0 Retired 1964-02-21 Orange, NJ Male US Merchant Marine Academy; US Naval Postgraduate School Marine Engineering & Nautical Science Aeronautical Engineering Captain US Navy (Retired) 4 1298 0 0.0 STS-108 (Endeavor), STS-121 (Discovery), STS-124 (Discovery), STS-134 (Endeavor) +Scott J. Kelly 1996.0 16.0 Active 1964-02-21 Orange, NJ Male State University of New York Maritime College; University of Tennessee-Knoxville Electrical Engineering Aviation Systems Captain US Navy (Retired) 4 12490 3 18.0 STS-103 (Discovery), STS-118 (Endeavor), ISS-25/26 (Soyuz), ISS-43/44/45/46 (Soyuz) +Joseph P. Kerwin 1965.0 4.0 Retired 1932-02-19 Oak Park, IL Male College of the Holy Cross; Northwestern University Philosophy Medicine Captain US Navy (Retired) 1 672 1 3.0 Skylab 2 +Susan L. Kilrain (Still) 1995.0 15.0 Retired 1961-10-24 Augusta, GA Female Embry-Riddle University; Georgia Institute of Technology Astronautical Engineering Aerospace Engineering Commander US Navy (Retired) 2 472 0 0.0 STS-83 (Columbia), STS-94 (Columbia) +Robert Shane Kimbrough 2004.0 19.0 Active 1967-06-04 Killeen, TX Male US Military Academy; Georgia Institute of Technology Aerospace Engineering Operations Research Colonel US Army 3 3720 4 25.0 STS-126 (Endeavor), ISS-49/50 (Soyuz) +Timothy L. Kopra 2000.0 18.0 Active 1963-04-09 Austin, TX Male US Military Academy; Georgia Institute of Technology; US Army War College Computer Science Aerospace Engineering; Strategic Studies Colonel US Army (Retired) 2 5857 3 13.0 STS-127/128 (Endeavor/Discovery), ISS-46/47 (Soyuz) +Kevin R. Kregel 1992.0 14.0 Retired 1956-09-16 New York, NY Male US Air Force Academy; Troy State University Astronautical Engineering Public Administration 4 1265 0 0.0 STS-70 (Discovery), STS-78 (Columbia), STS-87 (Columbia), STS-99 (Endeavor) +Wendy B. Lawrence 1992.0 14.0 Retired 1959-07-02 Jacksonville, FL Female US Naval Academy; MIT Ocean Engineering Ocean Engineering Captain US Navy (Retired) 4 1223 0 0.0 STS-67 (Endeavor), STS-86 (Atlantis), STS-91 (Discovery), STS-114 (Discovery) +Mark C. Lee 1984.0 10.0 Retired 1952-08-14 Viroqua, WI Male US Air Force Academy; MIT Civil Engineering Mechanical Engineering Colonel US Air Force (Retired) 4 789 4 26.0 STS-30 (Atlantis), STS-47 (Endeavor), STS-64 (Discovery), STS-82 (Discovery) +David C. Leestma 1980.0 9.0 Management 1949-05-06 Muskegon, MI Male US Naval Academy; US Naval Postgraduate School Aeronautical Engineering Aeronautical Engineering Captain US Navy (Retired) 3 532 1 3.0 STS 41-G (Challenger), STS-28 (Columbia), STS-45 (Atlantis) +William B. Lenoir 1967.0 6.0 Deceased 1939-03-14 Miami, FL Male MIT Electrical Engineering Electrical Engineering 1 122 0 0.0 STS-5 (Columbia) 2012-08-26 +Fred W. Leslie Retired 1951-12-19 Ancon, Panama Male University of Texas; University of Oklahoma Engineering Science Meteorology 1 381 0 0.0 STS-73 (Columbia) +Byron K. Lichtenberg Retired 1948-02-19 Stroudsburg, PA Male Brown University; MIT Aerospace Engineering Mechanical Engineering; Biomedical Engineering 2 461 0 0.0 STS-9 (Columbia), STS-45 (Atlantis) +Don L. Lind 1966.0 5.0 Retired 1930-05-18 Midvale, UT Male University of Utah; University of California-Berkley Physics Nuclear Physics 1 168 0 0.0 STS 51-B (Challenger) +Kjell N. Lindgren 2009.0 20.0 Active 1973-01-23 Taipei, Taiwan Male US Air Force Academy; University of Colorado; Colorado State University; University of Minnesota; University of Texas Medical Branch-Galveston Biology Medicine; Cardiovascular Physiology; Health Informatics; Public Health 1 3400 2 15.0 ISS-44/45 (Soyuz) +Steven W. Lindsey 1995.0 15.0 Retired 1960-08-24 Arcadia, CA Male US Air Force Academy; US Air Force Institute of Technology Engineering Science Aeronautical Engineering Colonel US Air Force (Retired) 5 1510 0 0.0 STS-87 (Columbia), STS-95 (Discovery), STS-104 (Atlantis), STS-121 (Discovery), STS-133 (Discovery) +Jerry M. Linenger 1992.0 14.0 Retired 1955-01-16 Mount Clemens, MI Male US Naval Academy; University of Southern California; University of North Carolina; Wayne State University Bioscience Systems Management; Public Health; Medicine; Epidemiology Captain US Navy (Retired) 2 3435 1 5.0 STS-64 (Discovery), STS-81/84 (Atlantis) +Richard M. Linnehan 1992.0 14.0 Management 1957-09-19 Lowell, MA Male University of New Hampshire; Ohio State University; Harvard University Animal Science Veterinary Medicine; Public Administration 4 1427 6 43.0 STS-78 (Columbia), STS-90 (Columbia), STS-109 (Columbia), STS-123 (Endeavor) +Gregory T. Linteris Retired 1957-10-04 Demarest, NJ Male Princeton University; Stanford University Chemical Engineering Mechanical Engineering; Mechanical & Aerospace Engineering 2 471 0 0.0 STS-83 (Columbia), STS-94 (Columbia) +John A. Llewellyn 1967.0 6.0 Retired 1933-04-22 Cardiff, Wales Male University College at Cardiff Chemistry Chemistry 0 0 0 0.0 +Paul S. Lockhart 1996.0 16.0 Retired 1956-04-28 Amarillo, TX Male Texas Tech University; University of Texas Mathematics Aerospace Engineering Colonel US Air Force (Retired) 2 663 0 0.0 STS-111 (Endeavor), STS-113 (Endeavor) +Michael E. Lopez-Alegria 1992.0 14.0 Retired 1958-05-30 Madrid, Spain Male US Naval Academy; US Naval Postgraduate School Systems Engineering Aeronautical Engineering Captain US Navy (Retired) 3 6190 10 67.0 STS-73 (Columbia), STS-92 (Discovery), STS-113 (Endeavor), ISS-14 (Soyuz) +Christopher J. Loria 1996.0 16.0 Retired 1960-07-09 Belmont, MA Male US Naval Academy; Harvard University Engineering Public Administration Colonel US Marine Corps (Retired) 0 0 0 0.0 +J. Mike Lounge 1980.0 9.0 Deceased 1946-06-28 Denver, CO Male US Naval Academy; University of Colorado Mathematics & Physics Astrogeophysics 3 483 0 0.0 STS 51-I (Discovery), STS-26 (Discovery), STS-35 (Columbia) 2011-03-01 +Jack R. Lousma 1966.0 5.0 Retired 1936-02-29 Grand Rapids, MI Male University of Michigan; US Naval Postgraduate School Aeronautical Engineering Aeronautical Engineering Colonel US Marine Corps (Retired) 2 1619 2 11.0 Skylab 3, STS-3 (Columbia) +Stanley G. Love 1998.0 17.0 Management 1965-06-08 San Diego, CA Male Harvey Mudd College; University of Washington Physics Astronomy 1 306 2 15.0 STS-122 (Atlantis) +James A. Lovell Jr. 1962.0 2.0 Retired 1928-03-25 Cleveland, OH Male US Naval Academy Captain US Navy (Retired) 4 715 0 0.0 Gemini 7, Gemini 12, Apollo 8, Apollo 13 +G. David Low 1984.0 10.0 Deceased 1956-02-19 Cleveland, OH Male Washington & Lee University; Cornell University; Stanford University Physics & Engineering Mechanical Engineering; Aeronautics & Astronautics 3 714 1 6.0 STS-32 (Columbia), STS-43 (Atlantis), STS-57 (Endeavor) 2008-03-15 +Edward T. Lu 1995.0 15.0 Retired 1963-07-01 Springfield, MA Male Cornell University; Stanford University Electrical Engineering Applied Physics 3 4962 1 6.0 STS-84 (Atlantis), STS-106 (Atlantis), ISS-07 (Soyuz) +Shannon W. Lucid 1978.0 8.0 Retired 1943-01-14 Shanghai, China Female University of Oklahoma Chemistry Biochemistry 5 5354 0 0.0 STS 51-G (Discovery), STS-34 (Atlantis), STS-43 (Atlantis), STS-58 (Columbia), STS-76/79 (Atlantis) +Sandra H. Magnus 1996.0 16.0 Retired 1964-10-30 Belleville, IL Female University of Missouri-Rolla; Georgia Institute of Technology Physics Electrical Engineering; Materials Science & Engineering 3 3776 0 0.0 STS-112 (Atlantis), STS-126/119 (Endeavor/Discovery), STS-135 (Atlantis) +Thomas H. Marshburn 2004.0 19.0 Active 1960-08-29 Statesville, NC Male Davidson College; University of Virginia; Wake Forest University; University of Texas Medical Branch-Galveston Physics Engineering Physics; Medicine; Medical Science 2 3871 4 24.0 STS-127 (Endeavor), ISS-34/35 (Soyuz) +Michael J. Massimino 1996.0 16.0 Management 1962-08-19 Oceanside, NY Male Columbia University; MIT Industrial Engineering Technology & Policy; Mechanical Engineering 2 571 4 30.0 STS-109 (Columbia), STS-125 (Atlantis) +Richard A. Mastracchio 1996.0 16.0 Active 1960-02-11 Waterbury, CT Male University of Connecticut; Rensselaer Polytechnic Institute; University of Houston-Clear Lake Electrical Engineering; Computer Science Electrical Engineering; Physical Sciences 4 5461 9 53.0 STS-106 (Atlantis), STS-118 (Endeavor), STS-131 (Discovery), ISS-38/39 (Soyuz) +Thomas K. Mattingly II 1966.0 5.0 Retired 1936-03-17 Chicago, IL Male Auburn University Aeronautical Engineering Rear Admiral US Navy (Retired) 3 508 1 1.0 Apollo 16, STS-4 (Columbia), STS 51-C (Discovery) +K. Megan McArthur 2000.0 18.0 Active 1971-08-30 Honolulu, HI Female University of California-Los Angeles; University of California-San Diego Aerospace Engineering Oceanography 1 309 0 0.0 STS-125 (Atlantis) +William S. McArthur Jr. 1990.0 3.0 Management 1951-07-26 Laurinburg, NC Male US Military Academy; Georgia Institute of Technology Applied Science & Engineering Aerospace Engineering Colonel US Army (Retired) 4 5398 4 24.0 STS-58 (Columbia), STS-74 (Atlantis), STS-92 (Discovery), ISS-12 (Soyuz) +S. Christa McAuliffe Deceased 1948-09-02 Boston, MA Female Framingham State College; Bowie State College Education Education 1 0 0 0.0 STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Jon A. McBride 1978.0 8.0 Retired 1943-08-14 Charleston, WV Male US Naval Postgraduate School Aeronautical Engineering Captain US Navy (Retired) 1 197 0 0.0 STS 41-G (Challenger) +Bruce McCandless II 1966.0 5.0 Retired 1937-06-08 Boston, MA Male US Naval Academy; Stanford University; University of Houston-Clear Lake Electrical Engineering; Business Administration Captain US Navy (Retired) 2 312 2 12.0 STS 41-B (Challenger), STS-31 (Discovery) +William C. McCool 1996.0 16.0 Deceased 1961-09-23 San Diego, CA Male US Naval Academy; University of Maryland; US Naval Postgraduate School Naval Sciences Computer Science; Aeronautical Engineering Commander US Navy 1 382 0 0.0 STS-107 (Columbia) 2003-02-01 STS-107 (Columbia) +Michael J. McCulley 1984.0 10.0 Retired 1943-08-04 San Diego, CA Male Purdue University Metallurgical Engineering Metallurgical Engineering Captain US Navy (Retired) 1 119 0 0.0 STS-34 (Atlantis) +James A. McDivitt 1984.0 2.0 Retired 1929-06-10 Chicago, IL Male University of Michigan Astronautical Engineering Brigadier General US Air Force (Retired) 2 338 0 0.0 Gemini 4, Apollo 9 +Donald R. McMonagle 1987.0 12.0 Retired 1952-05-14 Flint, MI Male US Air Force Academy; California State University-Fresno Astronautical Engineering Mechanical Engineering Colonel US Air Force (Retired) 3 605 0 0.0 STS-39 (Discovery), STS-54 (Endeavor), STS-66 (Atlantis) +Ronald E. McNair 1978.0 8.0 Deceased 1950-10-21 Lake City, SC Male North Carolina A&T State College; MIT Physics Physics 2 191 0 0.0 STS 41-B (Challenger), STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Carl J. Meade 1985.0 11.0 Retired 1950-11-16 Chanute Air Force Base, IL Male University of Texas; California Institute of Technology Electronics Engineering Electronics Engineering Colonel US Air Force (Retired) 3 712 1 6.0 STS-38 (Atlantis), STS-50 (Columbia), STS-64 (Discovery) +Bruce E. Melnick 1987.0 12.0 Retired 1949-12-05 New York, NY Male US Coast Guard Academy; West Florida University Engineering Aeronautical Systems Commander US Coast Guard (Retired) 2 311 0 0.0 STS-41 (Discovery), STS-49 (Endeavor) +Pamela A. Melroy 1995.0 15.0 Retired 1961-09-17 Palo Alto, CA Female Wellesley College; MIT Physics & Astronomy Earth & Planetary Sciences Colonel US Air Force (Retired) 3 914 0 0.0 STS-92 (Discovery), STS-112 (Atlantis), STS-120 (Discovery) +Leland D. Melvin 1998.0 17.0 Management 1964-02-15 Lynchburg, VA Male University of Richmond; University of Virginia Chemistry Materials Science Engineering 2 565 0 0.0 STS-122 (Atlantis), STS-129 (Atlantis) +Dorothy M. Metcalf-Lindenberger 2004.0 19.0 Active 1975-05-02 Colorado Springs, CO Female Whitman College Geology 1 362 0 0.0 STS-131 (Discovery) +F. Curtis Michel 1965.0 4.0 Retired 1934-06-05 LaCrosse, WI Male California Institute of Technology Physics Physics 0 0 0 0.0 +Edgar D. Mitchell 1966.0 5.0 Retired 1930-09-17 Hereford, TX Male Carnegie-Mellon University; US Naval Postgraduate School; MIT Industrial Management Aeronautical Engineering; Aeronautics & Astronautics Captain US Navy (Retired) 1 216 2 9.0 Apollo 14 +Barbara R. Morgan 1998.0 17.0 Retired 1951-11-28 Fresno, CA Female Stanford University Human Biology 1 305 0 0.0 STS-118 (Endeavor) +Lee M. Morin 1996.0 16.0 Management 1952-09-09 Manchester, NH Male University of New Hampshire; University of Alabama-Birmingham; New York University Mathematical & Electrical Science Public Health; Biochemistry; Medicine; Microbiology Captain US Navy 1 259 2 14.0 STS-110 (Atlantis) +Richard M. Mullane 1978.0 8.0 Retired 1945-09-10 Wichita Falls, TX Male US Military Academy; US Air Force Institute of Technology Military Engineering Aeronautical Engineering Colonel US Air Force (Retired) 3 356 0 0.0 STS 41-D (Discovery), STS-27 (Atlantis), STS-36 (Atlantis) +Story Musgrave 1967.0 6.0 Retired 1935-08-19 Boston, MA Male Syracuse University; Marietta College; University of California-Los Angeles; University of Kentucky; University of Houston; Columbia University Mathematics & Statistics; Chemistry Business Administration; Physiology; Literature; Medicine 6 1281 4 26.0 STS-6 (Challenger), STS 51-F (Challenger), STS-33 (Discovery), STS-44 (Atlantis), STS-61 (Endeavor), STS-80 (Columbia) +Steven R. Nagel 1978.0 8.0 Retired 1946-10-27 Canton, IL Male University of Illinois; California State University-Fresno Aerospace Engineering Mechanical Engineering Colonel US Air Force (Retired) 4 721 0 0.0 STS 51-G (Discovery), STS 61-A (Challenger), STS-37 (Atlantis), STS-55 (Columbia) +Bill Nelson Retired 1942-09-29 Miami, FL Male Yale University; University of Virginia Law Captain US Army (Retired) 1 146 0 0.0 STS 61-C (Columbia) +George D. Nelson 1978.0 8.0 Retired 1950-07-13 Charles City, IA Male Harvey Mudd College; University of Washington Physics Astronomy 3 411 2 10.0 STS 41-C (Challenger), STS 61-C (Columbia), STS-26 (Discovery) +James H. Newman 1990.0 13.0 Retired 1956-10-16 San Diego, CA Male Dartmouth College; Rice University Physics Physics 4 1042 6 43.0 STS-51 (Discovery), STS-69 (Endeavor), STS-88 (Endeavor), STS- 109 (Columbia) +Carlos I. Noriega 1995.0 15.0 Retired 1959-10-08 Lima, Peru Male University of Southern California; US Naval Postgraduate School Computer Science Computer Science; Space Systems Operations Lieutenant Colonel US Marine Corps (Retired) 2 481 3 19.0 STS-84 (Atlantis), STS-97 (Endeavor) +Lisa M. Nowak 1996.0 16.0 Retired 1963-05-10 Washington, DC Female US Naval Academy; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy (Retired) 1 306 0 0.0 STS-121 (Discovery) +Karen L. Nyberg 2000.0 18.0 Active 1969-10-07 Parker’s Prairie, MN Female University of North Dakota; University of Texas Mechanical Engineering Mechanical Engineering 2 4320 0 0.0 STS-124 (Discovery), ISS-36/37 (Soyuz) +Bryan D. O'Connor 1980.0 9.0 Retired 1946-09-06 Orange, CA Male US Naval Academy; West Florida University Engineering Aeronautical Systems Colonel US Marine Corps (Retired) 2 383 0 0.0 STS 61-B (Atlantis), STS-40 (Columbia) +Brian T. O'Leary 1967.0 6.0 Deceased 1940-01-27 Boston, MA Male Williams College; Georgetown University; University of California-Berkeley Physics Astronomy 0 0 0 0.0 2011-07-28 +Ellen Ochoa 1990.0 13.0 Management 1958-05-10 Los Angeles, CA Female San Diego State University; Stanford University Physics Electrical Engineering 4 979 0 0.0 STS-56 (Discovery), STS-66 (Atlantis), STS-96 (Discovery), STS-110 (Atlantis) +William A. Oefelein 1998.0 17.0 Retired 1965-03-29 Ft. Belvoir, VA Male Oregon State University; University of Tennessee Electrical Engineering Aviation Systems Commander US Navy (Retired) 1 308 0 0.0 STS-116 (Discovery) +John D. Olivas 1998.0 17.0 Retired 1966-05-25 North Hollywood, CA Male University of Texas-El Paso; University of Houston; Rice University Mechanical Engineering Mechanical Engineering; Mechanical Engineering & Materials Science 2 665 5 34.0 STS-117 (Atlantis), STS-128 (Discovery) +Ellison S. Onizuka 1978.0 8.0 Deceased 1946-06-24 Kealakekua, HI Male University of Colorado Aerospace Engineering Aerospace Engineering Lieutenant Colonel US Air Force 2 73 0 0.0 STS 51-C (Discovery), STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Stephen S. Oswald 1985.0 11.0 Retired 1951-06-30 Seattle, WA Male US Naval Academy Aerospace Engineering 3 814 0 0.0 STS-42 (Discovery), STS-56 (Discovery), STS-67 (Endeavor) +Robert F. Overmyer 1969.0 7.0 Deceased 1936-07-14 Lorain, OH Male Baldwin Wallace College; US Naval Postgraduate School Physics Aeronautics Colonel US Marine Corps (Retired) 2 290 0 0.0 STS-5 (Columbia), STS 51-B (Challenger) 1996-03-22 +William A. Pailes Retired 1952-06-26 Hackensack, NJ Male US Air Force Academy; Texas A&M University Computer Science Computer Science Colonel US Air Force (Retired) 1 97 0 0.0 STS 51-J (Atlantis) +Scott E. Parazynski 1992.0 14.0 Retired 1961-07-28 Little Rock, AR Male Stanford University Biology Medicine 5 1404 7 47.0 STS-66 (Atlantis), STS-86 (Atlantis), STS-95 (Discovery), STS-100 (Endeavor), STS-120 (Discovery) +Ronald A. Parise Deceased 1951-05-24 Warren, OH Male Youngstown State University; University of Florida Physics Astronomy 2 614 0 0.0 STS-35 (Columbia), STS-67 (Endeavor) 2008-05-09 +Robert A. Parker 1967.0 6.0 Retired 1936-12-14 New York, NY Male Amherst College; California Institute of Technology Physics & Astronomy Astronomy 2 462 0 0.0 STS-9 (Columbia), STS-35 (Columbia) +Niclolas J. M. Patrick 1998.0 17.0 Retired 1964-03-22 North Yorkshire, England Male University of Cambridge; MIT Engineering Engineering; Mechanical Engineering 2 638 3 18.0 STS-116 (Discovery), STS-130 (Endeavor) +James A. Pawelczyk Retired 1960-09-20 Buffalo, NY Male University of Rochester; Pennsylvania State University; University of North Texas Biology & Psychology Physiology; Biology 1 381 0 0.0 STS-90 (Columbia) +Gary E. Payton Retired 1948-06-20 Rock Island, IL Male US Air Force Academy; Purdue University Astronautical Engineering Astronautical & Aeronautical Engineering Major US Air Force 1 73 0 0.0 STS 51-C (Discovery) +Donald H. Peterson 1969.0 7.0 Retired 1933-10-22 Winona, MS Male US Military Academy; US Air Force Institute of Technology Nuclear Engineering Colonel US Air Force (Retired) 1 120 1 4.0 STS-6 (Challenger) +Donald R. Pettit 1996.0 16.0 Active 1955-04-20 Silverton, OR Male Oregon State University; University of Arizona Chemical Engineering Chemical Engineering 3 8872 2 13.0 ISS-6 (Soyuz), STS-126 (Endeavor), ISS-30/31 (Soyuz) +John L. Phillips 1996.0 16.0 Retired 1951-04-15 Ft. Belvoir, VA Male US Naval Academy; University of West Florida; University of California-Los Angeles Mathematics; Russian Aeronautical Systems; Geophysics & Space Physics Captain US Naval Reserves (Retired) 3 4880 1 5.0 STS-100 (Endeavor), ISS-11 (Soyuz), STS-119 (Discovery) +William R. Pogue 1966.0 5.0 Retired 1930-01-23 Okemah, OK Male Oklahoma Baptist University; Oklahoma State University Education Mathematics Colonel US Air Force (Retired) 1 2017 2 13.0 Skylab 4 +Alan G. Poindexter 1998.0 17.0 Deceased 1961-11-05 Pasadena, CA Male Georgia Institute of Technology; US Naval Postgraduate School Aerospace Engineering Aeronautical Engineering Captain US Navy 2 669 0 0.0 STS-122 (Atlantis), STS-131 (Discovery) 2012-07-01 +Mark L. Polansky 1996.0 16.0 Retired 1956-06-02 Paterson, NJ Male Purdue University Aeronautical & Astronautical Engineering Aeronautical & Astronautical Engineering 3 995 0 0.0 STS-98 (Atlantis), ST-116 (Discovery), STS-127 (Endeavor) +Charles J. Precourt 1990.0 13.0 Retired 1955-06-29 Waltham, MA Male US Air Force Academy; Golden Gate University; US Naval War College Aeronautical Engineering Engineering Management; Strategic Studies Colonel US Air Force (Retired) 4 950 0 0.0 STS-55 (Columbia), STS-71 (Atlantis), STS-84 (Atlantis), STS-91 (Discovery) +William F. Readdy 1987.0 12.0 Retired 1952-01-24 Quonset Point, RI Male US Naval Academy Aerospace Engineering Captain US Navy (Retired) 3 672 0 0.0 STS-42 (Discovery), STS-51 (Discovery), STS-79 (Atlantis) +Kenneth S. Reightler Jr. 1987.0 12.0 Retired 1951-03-24 Patuxent River, MD Male US Naval Academy; US Naval Postgraduate School; University of Southern California Aerospace Engineering Aeronautical Engineering; Systems Management Captain US Navy (Retired) 2 327 0 0.0 STS-48 (Discovery), STS-60 (Discovery) +James F. Reilly II 1995.0 15.0 Retired 1954-03-18 Mountain Home Air Force Base, ID Male University of Texas-Dallas Geosciences Geosciences 3 854 5 31.0 STS-89 (Endeavor), STS-104 (Atlantis), STS-117 (Atlantis) +Garrett E. Reisman 1998.0 17.0 Retired 1968-02-10 Morristown, NJ Male University of Pennsylvania; California Institute of Technology Economics Mechanical Engineering 2 2571 3 21.0 STS-123/124 (Endeavor/Discovery), STS-132 (Atlantis) +Judith A. Resnik 1978.0 8.0 Deceased 1949-04-05 Akron, OH Female Carnegie-Mellon University; University of Maryland Electrical Engineering Electrical Engineering 2 144 0 0.0 STS 41-D (Discovery), STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Paul W. Richards 1996.0 16.0 Management 1964-05-20 Scranton, PA Male Drexel University; University of Maryland Mechanical Engineering Mechanical Engineering 1 307 1 6.0 STS-102 (Discovery) +Richard N. Richards 1980.0 9.0 Retired 1946-08-24 Key West, FL Male University of Missouri; University of West Florida Chemical Engineering Aeronautical Systems Captain US Navy (Retired) 4 813 0 0.0 STS-28 (Columbia), STS-41 (Discovery), STS-50 (Columbia), STS-64 (Discovery) +Sally K. Ride 1978.0 8.0 Deceased 1951-05-26 Los Angeles, CA Female Stanford University Physics; English Physics 2 343 0 0.0 STS-7 (Challenger), STS 41-G (Challenger) 2012-07-23 +Patricia Hilliard Robertson 1998.0 17.0 Deceased 1963-03-12 Indiana, PA Female Indiana University of Pennsylvania; Medical College of Pennsylvania Biology Medicine 0 0 0 0.0 2001-05-24 +Stephen K. Robinson 1995.0 15.0 Retired 1955-10-26 Sacramento, CA Male University of California-Davis; Stanford University Mechanical & Aeronautical Engineering Mechanical Engineering 4 1162 3 20.0 STS-85 (Discovery), STS-95 (Discovery), STS-114 (Discovery), STS-130 (Endeavor) +Kent V. Rominger 1992.0 14.0 Retired 1956-08-07 Del Norte, CO Male Colorado State University; US Naval Postgraduate School Civil Engineering Aeronautical Engineering Captain US Navy (Retired) 5 1611 0 0.0 STS-73 (Columbia), STS-80 (Columbia), STS-85 (Discovery), STS-96 (Discovery), STS-100 (Endeavor) +Stuart A. Roosa 1966.0 5.0 Deceased 1933-08-16 Durango, CO Male University of Colorado Aeronautical Engineering Colonel US Air Force (Retired) 1 216 0 0.0 Apollo 14 1994-12-12 +Jerry L. Ross 1980.0 9.0 Retired 1948-01-20 Crown Point, IN Male Purdue University Mechanical Engineering Mechanical Engineering Colonel US Air Force (Retired) 7 1393 9 58.0 ST 61-B (Atlantis), ST-27 (Atlantis), ST-37 (Atlantis), STS-55 (Columbia), STS-74 (Atlantis), STS-88 (Endeavor), STS-110 (Atlantis) +Kathleen Rubins 2009.0 20.0 Active 1978-10-14 Farmington, CT Female University of California-San Diego; Stanford University Molecular Biology Cancer Biology 1 2762 2 13.0 ISS-48/49 (Soyuz) +Mario Runco Jr. 1987.0 12.0 Management 1952-01-26 Bronx, NY Male City College of New York; Rutgers University Earth & Planetary Science Atmospheric Physics Lieutenant Commander US Navy (Retired) 3 551 0 0.0 STS-44 (Atlantis), STS-54 (Endeavor), STS-77 (Endeavor) 2001-04-23 +Albert Sacco Jr. Retired 1949-05-03 Boston, MA Male Northeastern University; MIT Chemical Engineering Chemical Engineering 1 381 0 0.0 STS-73 (Columbia) +Robert L. Satcher Jr. 2004.0 19.0 Retired 1965-09-22 Hampton, VA Male MIT; Harvard University Chemical Engineering Chemical Engineering; Medicine 1 259 2 12.0 STS-129 (Atlantis) +Walter M. Schirra Jr. 1959.0 1.0 Deceased 1923-03-12 Hackensack, NJ Male US Naval Academy Naval Sciences Captain US Navy (Retired) 3 295 0 0.0 Mercury 8, Gemini 6, Apollo 7 2007-05-02 +Harrison H. Schmitt 1965.0 4.0 Retired 1935-07-03 Santa Rita, NM Male California Institute of Technology; Harvard University Geology Geology 1 301 3 22.0 Apollo 17 +Russell L. Schweickart 1963.0 3.0 Retired 1935-10-25 Neptune, NJ Male MIT Aeronautics & Astronautics Aeronautics & Astronautics 1 241 1 1.0 Apollo 9 +Francis R. Scobee 1978.0 8.0 Deceased 1939-05-19 Cle Elum, WA Male University of Arizona Aerospace Engineering Major US Air Force (Retired) 2 167 0 0.0 STS 41-C (Challenger), STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +David R. Scott 1963.0 3.0 Retired 1932-06-06 San Antonio, TX Male US Military Academy; MIT Aeronautics & Astronautics Colonel US Air Force (Retired) 3 546 4 19.0 Gemini 8, Apollo 9, Apollo 15 +Winston E. Scott 1992.0 14.0 Retired 1950-08-06 Miami, FL Male Florida State University; US Naval Postgraduate School Music Aeronautical Engineering Captain US Navy (Retired) 2 590 3 19.0 STS-72 (Endeavor), STS-87 (Columbia) +Paul D. Scully-Power Retired 1944-05-28 Sydney, Australia Male University of Sydney Applied Mathematics 1 197 0 0.0 STS 41-G (Challenger) +Richard A. Searfoss 1990.0 13.0 Retired 1956-06-05 Mount Clemens, MI Male US Air Force Academy; California Institute of Technology Aeronautical Engineering Aeronautics Colonel US Air Force (Retired) 3 939 0 0.0 STS-58 (Columbia), STS-76 (Atlantis), STS-90 (Columbia) +Margaret Rhea Seddon 1978.0 8.0 Retired 1947-11-08 Murfreesboro, TN Female University of California-Berkeley; University of Tennessee Physiology Medicine 3 722 0 0.0 STS 51-D (Discovery), STS-40 (Columbia), STS-58 (Columbia) +Elliot M. See Jr. 1962.0 2.0 Deceased 1927-07-23 Dallas, TX Male US Merchant Marine Academy; University of California-Los Angeles Engineering 0 0 0 0.0 1966-02-28 +Ronald M. Sega 1990.0 13.0 Retired 1952-12-04 Cleveland, OH Male US Air Force Academy; Ohio State University; University of Colorado Physics & Mathematics Physics; Electrical Engineering Colonel US Air Force Reserves (Retired) 2 420 0 0.0 STS-60 (Discovery), STS-76 (Atlantis) +Piers J. Sellers 1996.0 16.0 Management 1955-04-11 Crowborough, England Male University of Edinburgh; Leeds University Ecological Science Biometeorology 3 839 6 41.0 STS-112 (Atlantis), STS-121 (Discovery), STS-132 (Atlantis) +Brewster H. Shaw Jr. 1978.0 8.0 Retired 1945-05-16 Cass City, MI Male University of Wisconsin Engineering Mechanics Engineering Mechanics Colonel US Air Force (Retired) 3 533 0 0.0 STS-9 (Columbia), STS 61-B (Atlantis), STS-28 (Columbia) +Alan B. Shepard Jr. 1959.0 1.0 Deceased 1923-11-18 East Derry, NH Male US Naval Academy Naval Sciences Rear Admiral US Navy (Retired) 2 216 2 9.0 Mercury 3, Apollo 14 1998-07-21 +William M. Shepherd 1984.0 10.0 Retired 1949-07-26 Oak Ridge, TN Male US Naval Academy; MIT Aerospace Engineering Mechanical Engineering Captain US Navy (Retired) 4 3823 0 0.0 STS-37 (Atlantis), STS-41 (Discovery), STS-52 (Columbia), ISS-01/STS-102 (Soyuz/Discovery) +Loren J. Shriver 1978.0 8.0 Retired 1944-09-23 Jefferson, IA Male US Air Force Academy; Purdue University Aeronautical Engineering Astronautical Engineering Colonel US Air Force (Retired) 3 386 0 0.0 STS 51-C (Discovery), STS-31 (Discovery), STS-46 (Atlantis) +Donald K. Slayton 1959.0 1.0 Deceased 1924-03-01 Sparta, WI Male University of Minnesota Aeronautical Engineering Major US Air Force Reserves 1 217 0 0.0 Apollo-Soyuz Test Project 1993-06-13 +Michael J. Smith 1980.0 9.0 Deceased 1945-04-30 Beaufort, NC Male US Naval Academy; US Naval Postgraduate School Naval Sciences Aeronautical Engineering Captain US Navy 1 0 0 0.0 STS 51-L (Challenger) 1986-01-28 STS 51-L (Challenger) +Steven L. Smith 1992.0 14.0 Management 1958-12-30 Phoenix, AZ Male Stanford University Electrical Engineering Electrical Engineering 4 960 7 49.0 STS-68 (Endeavor), STS-82 (Discovery), STS-103 (Discovery), STS-110 (Atlantis) +Sherwood C. Spring 1980.0 9.0 Retired 1944-09-23 Hartford, CT Male US Military Academy; University of Arizona Engineering Aerospace Engineering Colonel US Army (Retired) 1 165 2 12.0 STS 61-B (Atlantis) +Robert C. Springer 1980.0 9.0 Retired 1942-05-21 St. Louis, MO Male US Naval Academy; US Naval Postgraduate School Naval Sciences Operations Research Colonel US Marine Corps (Retired) 2 237 0 0.0 STS-29 (Discovery), STS-38 (Atlantis) +Thomas P. Stafford 1962.0 2.0 Retired 1930-09-17 Weatherford, OK Male US Naval Academy Lieutenant General US Air Force (Retired) 4 507 0 0.0 Gemini 6, Gemini 9, Apollo 10, Apollo-Soyuz Test Project +Heidemarie M. Stefanyshyn-Piper 1996.0 16.0 Retired 1963-02-07 St. Paul, MN Female MIT Mechanical Engineering Captain US Navy 2 663 2 33.0 STS-115 (Atlantis), STS-126 (Endeavor) +Robert L. Stewart 1978.0 8.0 Retired 1942-08-13 Washington, DC Male University of Southern Mississippi; University of Texas-Arlington Mathematics Aerospace Engineering Brigadier General US Army (Retired) 2 289 2 12.0 STS 41-B (Challenger), STS 51-J (Atlantis) +Nicole P. Stott 2000.0 18.0 Active 1962-11-19 Albany, NY Female Embry-Riddle Aeronautical University; University of Central Florida Aeronautical Engineering Engineering Management 2 2477 1 6.0 STS-128/129 (Discovery/Atlantis), STS-133 (Discovery) +Frederick W. Sturckow 1995.0 15.0 Retired 1961-08-11 La Mesa, CA Male California Polytechnic State University Mechanical Engineering Colonel US Marine Corps (Retired) 4 1233 0 0.0 STS-88 (Endeavor), STS-105 (Discovery), STS-117 (Atlantis), STS-128 (Discovery) +Kathryn D. Sullivan 1978.0 8.0 Retired 1951-10-03 Patterson, NJ Female University of California-Santa Cruz; Dalhousie University Earth Sciences Earth Sciences; Geology 3 532 1 3.0 STS 41-G (Challenger), STS-31 (Discovery), STS-45 (Atlantis) +Steven R. Swanson 1998.0 17.0 Active 1960-12-03 Syracuse, NY Male University of Colorado; Florida Atlantic University; Texas A&M University Engineering Physics Computer Systems; Computer Science 3 4700 5 28.0 STS-117 (Atlantis), STS-119 (Discovery), ISS-39/40 (Soyuz) +John L. Swigert Jr. 1966.0 5.0 Deceased 1931-08-30 Denver, CO Male University of Colorado; Rensselaer Polytechnic Institute; University of Hartford Mechanical Engineering Aerospace Science; Business Administration 1 142 0 0.0 Apollo 13 1982-12-27 +Daniel M. Tani 1996.0 16.0 Retired 1961-02-01 Ridley Park, PA Male MIT Mechanical Engineering Mechanical Engineering 2 3162 6 39.0 STS-108 (Endeavor), STS-120/122 (Discovery/Atlantis) +Joseph R. Tanner 1992.0 14.0 Retired 1950-01-21 Danville, IL Male University of Illinois Mechanical Engineering 4 1045 7 46.0 STS-66 (Atlantis), STS-82 (Discovery), STS-97 (Endeavor), STS-115 (Discovery) +Norman E. Thagard 1978.0 8.0 Retired 1943-07-03 Marianna, FL Male Florida State University; University of Texas Engineering Science Engineering Science; Medicine 5 3373 0 0.0 STS-7 (Challenger), STS 51-B (Challenger), STS-30 (Atlantis), STS-42 (Discovery), STS-71 (Soyuz/Atlantis) +Andrew S. W. Thomas 1992.0 14.0 Management 1951-12-18 Adelaide, Australia Male University of Adelaide Mechanical Engineering Mechanical Engineering 4 4257 1 6.0 STS-77 (Endeavor), STS-89/91 (Endeavor/Discovery), STS-102 (Discovery), STS-114 (Discovery) +Donald A. Thomas 1990.0 13.0 Retired 1955-05-06 Cleveland, OH Male Case Western Reserve University; Cornell University Physics Materials Science 4 1040 0 0.0 STS-65 (Columbia), STS-70 (Discovery), STS-83 (Columbia), STS-94 (Columbia) +Stephen D. Thorne 1985.0 11.0 Deceased 1953-02-11 Frankfurt, West Germany Male US Naval Academy Engineering Lieutenant Commander US Navy 0 0 0 0.0 1986-05-24 +Kathryn C. Thornton 1984.0 10.0 Retired 1952-08-17 Montgomery, AL Female Auburn University; University of Virginia Physics Physics 4 975 3 21.0 STS-33 (Discovery), STS-49 (Endeavor), STS-61 (Endeavor), STS-73 (Columbia) +William E. Thornton 1967.0 6.0 Retired 1929-04-14 Faison, NC Male University of North Carolina Physics Medicine 2 315 0 0.0 STS-8 (Challenger), STS 51-B (Challenger) +Pierre J. Thuot 1985.0 11.0 Retired 1955-05-19 Groton, CT Male US Naval Academy; University of Southern California Physics Systems Management Commander US Navy 3 654 3 17.0 STS-36 (Atlantis), STS-49 (Endeavor), STS-62 (Columbia) +Scott D. Tingle 2009.0 20.0 Active 1965-07-19 Attleboro, MA Male Southeastern Massachusetts University; Purdue University Mechanical Engineering Mechanical Engineering Commander US Navy 0 0 0 0.0 +Richard H. Truly 1969.0 7.0 Retired 1937-11-12 Fayette, MS Male Georgia Institute of Technology Aeronautical Engineering Vice Admiral US Navy (Retired) 2 199 0 0.0 STS-2 (Columbia), STS-8 (Challenger) +Lodewijk van den Berg Retired 1932-03-24 Sluiskil, Netherlands Male Delft University of Technology; University of Delaware Chemical Engineering Applied Science 1 168 0 0.0 STS 51-B (Challenger) +James D. van Hoften 1978.0 8.0 Retired 1944-06-11 Fresno, CA Male University of California-Berkeley; Colorado State University Civil Engineering Hydraulic Engineering; Fluid Mechanics 2 338 4 22.0 STS 41-C (Challenger), STS 51-I (Discovery) +Mark T. Vande Hei 2009.0 20.0 Active 1966-11-10 Falls Church, VA Male Saint John’s University; Stanford University Physics Applied Physics Colonel US Army 0 0 0 0.0 +Charles Lacy Veach 1984.0 10.0 Deceased 1944-09-18 Chicago, IL Male US Air Force Academy Engineering Management 2 436 0 0.0 STS-39 (Discovery), STS-52 (Columbia) 1995-10-03 +Terry W. Virts Jr. 2000.0 18.0 Active 1967-12-01 Baltimore, MD Male US Air Force Academy; Embry-Riddle Aeronautical University Mathematics Aeronautics Colonel US Air Force 2 5122 3 18.0 STS-130 (Endeavor), ISS-42/43 (Soyuz) +James S. Voss 1987.0 12.0 Retired 1949-03-03 Cordova, AL Male Auburn University; University of Colorado Aerospace Engineering Aerospace Engineering Sciences Colonel US Army (Retired) 5 4853 4 22.0 STS-44 (Atlantis), STS-53 (Discovery), STS-69 (Endeavor), STS-101 (Atlantis), STS-102/105 (Discovery) +Janice E. Voss 1990.0 13.0 Deceased 1956-10-08 South Bend, IN Female Purdue University; MIT Engineering Science Electrical Engineering; Aeronautics & Astronautics 5 1179 0 0.0 STS-57 (Endeavor), STS-63 (Discovery), STS-83 (Columbia), STS-94 (Columbia), STS-99 (Endeavor) 2012-02-06 +Rex J. Walheim 1996.0 16.0 Active 1962-10-10 Redwood, CA Male University of California-Berkeley; University of Houston Mechanical Engineering Industrial Engineering Colonel US Air Force (Retired) 3 872 5 36.0 STS-110 (Atlantis), STS-122 (Atlantis), STS-135 (Atlantis) +Charles D. Walker Retired 1948-08-29 Bedford, IN Male Purdue University Aeronautical & Astronautical Engineering 3 477 0 0.0 STS 41-D (Discovery), STS 51-D (Discovery), STS 61-B (Atlantis) +David M. Walker 1978.0 8.0 Deceased 1944-05-20 Columbus, GA Male US Naval Academy Naval Sciences Captain US Navy (Retired) 4 724 0 0.0 STS 51-A (Discovery), STS-30 (Atlantis), STS-53 (Discovery), STS-69 (Endeavor) 2001-04-23 +Shannon Walker 2004.0 19.0 Active 1965-06-04 Houston, TX Female Rice University Space Physics Space Physics 1 3919 0 0.0 ISS-24/25 (Soyuz) +Carl E. Walz 1990.0 13.0 Retired 1955-09-06 Cleveland, OH Male Kent State University; John Carroll University Physics Solid State Physics Colonel US Air Force 4 5533 3 19.0 STS-51 (Discovery), STS-65 (Columbia), STS-79 (Atlantis), STS-108/111 (Endeavor) +Taylor G. Wang Retired 1940-06-16 Jiangxi, China Male University of California at Los Angeles Physics Physics 1 168 0 0.0 STS 51-B (Challenger) +Mary E. Weber 1992.0 14.0 Retired 1962-08-24 Cleveland, OH Female Purdue University; University of California-Berkeley Chemical Engineering Physical Chemistry 2 450 0 0.0 STS-70 (Discovery), STS-101 (Atlantis) +Paul J. Weitz 1966.0 5.0 Retired 1932-06-25 Erie, PA Male Pennsylvania State University; US Naval Postgraduate School Aeronautical Engineering Aeronautical Engineering Captain US Navy (Retired) 2 793 1 2.0 Skylab 2, STS-6 (Challenger) +James D. Wetherbee 1984.0 10.0 Retired 1952-11-27 Flushing, NY Male University of Notre Dame Aerospace Engineering Captain US Navy (Retired) 6 1594 0 0.0 STS-32 (Columbia), STS-52 (Columbia), STS-63 (Discovery), STS-86 (Atlantis), STS-102 (Discovery), STS-113 (Endeavor) +Douglas H. Wheelock 1998.0 17.0 Active 1960-05-05 Binghamton, NY Male US Military Academy; Georgia Institute of Technology Applied Science & Engineering Aerospace Engineering Colonel US Army 2 4281 6 43.0 STS-120 (Discovery), ISS-24/25 (Soyuz) +Edward H. White II 1962.0 2.0 Deceased 1930-11-14 San Antonio, TX Male US Military Academy; University of Michigan Aeronautical Engineering Lieutenant Colonel US Air Force 2 97 1 0.5 Gemini 4, Apollo 1 1967-01-27 Apollo 1 +Peggy A. Whitson 1996.0 16.0 Active 1960-02-09 Mt. Ayr, IA Female Iowa Wesleyan College; Rice University Chemistry & Biology Biochemistry 3 11698 7 46.0 STS-111/113 (Endeavor), ISS-16 (Soyuz), ISS-50/51 (Soyuz) +Terrence W. Wilcutt 1990.0 13.0 Management 1949-10-31 Russellville, KY Male Western Kentucky University Mathematics 4 1008 0 0.0 STS-68 (Endeavor), STS-79 (Atlantis), STS-89 (Endeavor), STS-106 (Atlantis) +Clifton C. Williams Jr. 1963.0 3.0 Deceased 1932-09-26 Mobile, AL Male Auburn University Mechanical Engineering Major US Marine Corps 0 0 0 0.0 1967-10-05 +Donald E. Williams 1978.0 8.0 Retired 1958-02-13 Lafayette, IN Male Purdue University Mechanical Engineering Captain US Navy (Retired) 2 287 0 0.0 STS 51-D (Discovery), STS-34 (Atlantis) +Jeffrey N. Williams 1996.0 16.0 Active 1958-01-18 Superior, WI Male US Military Academy; US Naval Postgraduate School; US Naval War College Applied Science & Engineering Aeronautical Engineering; National Security & Strategic Studies Colonel US Army (Retired) 4 12818 5 32.0 STS-101 (Atlantis), ISS-13 (Soyuz), ISS-21/22 (Soyuz), ISS-47/48 (Soyuz) +Sunita L. Williams 1998.0 17.0 Active 1965-09-19 Euclid, OH Female US Naval Academy; Florida Institute of Technology Physical Science Engineering Management Captain US Navy 2 7721 7 50.0 STS-116/117 (Discovery/Atlantis), ISS-32/33 (Soyuz) +Barry E. Wilmore 2000.0 18.0 Active 1962-12-29 Murfreesboro, TN Male Tennessee Technological University; University of Tennessee Electrical Engineering Electrical Engineering; Aviation Systems Captain US Navy 2 4272 4 25.0 STS-129 (Atlantis), ISS-41/42 (Soyuz) +Stephanie D. Wilson 1996.0 16.0 Active 1966-09-27 Boston, MA Female Harvard University; University of Texas Engineering Science Aerospace Engineering 3 1031 0 0.0 STS-121 (Discovery), STS-120 (Discovery), STS-131 (Discovery) +G. Reid Wiseman 2009.0 20.0 Active 1975-11-11 Baltimore, MD Male Rensselaer Polytechnic Institute; Johns Hopkins University Computer & Systems Engineering Systems Engineering Commander US Navy 1 3968 2 13.0 ISS-40/41 (Soyuz) +Peter J. K. Wisoff 1990.0 13.0 Retired 1958-08-16 Norfolk, VA Male University of Virginia; Stanford University Physics Applied Physics 4 1064 3 20.0 STS-57 (Endeavor), STS-68 (Endeavor), STS-81 (Atlantis), STS-92 (Discovery) +David A. Wolf 1990.0 13.0 Retired 1956-08-23 Indianapolis, IN Male Purdue University; Indiana University Electrical Engineering Medicine 3 4044 7 41.0 STS-58 (Columbia). STS-86/89 (Atlantis/Endeavor), STS-112 (Atlantis), STS-127 (Endeavor) +Neil W. Woodward III 1998.0 17.0 Retired 1962-07-26 Chicago, IL Male MIT; University of Texas-Austin; George Washington University Physics Physics; Business Management Commander US Navy 0 0 0 0.0 +Alfred M. Worden 1966.0 5.0 Retired 1932-02-07 Jackson, MI Male US Military Academy; University of Michigan Military Science Aeronautical & Astronautical Engineering Colonel US Air Force (Retired) 1 295 1 0.5 Apollo 15 +John W. Young 1962.0 2.0 Retired 1930-09-24 San Francisco, CA Male Georgia Institute of Technology Aeronautical Engineering Captain US Navy (Retired) 6 835 3 20.0 Gemini 3, Gemini 10, Apollo 10, Apollo 16, STS-1 (Columbia), STS-9 (Columbia) +George D. Zamka 1998.0 17.0 Retired 1962-06-29 Jersey City, NJ Male US Naval Academy; Florida Institute of Technology Mathematics Engineering Management Colonel US Marine Corps (Retired) 2 692 0 0.0 STS-120 (Discovery), STS-130 (Endeavor) diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb index 988490d..6f51a8a 100644 --- a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb +++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb @@ -18,11 +18,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "import pandas as pd\n", + "import numpy as np\n" ] }, { @@ -34,11 +35,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "nasa = pd.read_json('nasa.json')\n" ] }, { @@ -50,11 +51,154 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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:@computed_region_cbhk_fwbd:@computed_region_nnqa_25f4fallgeolocationidmassnamenametyperecclassreclatreclongyear
0NaNNaNFell{'type': 'Point', 'coordinates': [6.08333, 50....121.0AachenValidL550.775006.083331880-01-01T00:00:00.000
1NaNNaNFell{'type': 'Point', 'coordinates': [10.23333, 56...2720.0AarhusValidH656.1833310.233331951-01-01T00:00:00.000
2NaNNaNFell{'type': 'Point', 'coordinates': [-113, 54.216...6107000.0AbeeValidEH454.21667-113.000001952-01-01T00:00:00.000
3NaNNaNFell{'type': 'Point', 'coordinates': [-99.9, 16.88...101914.0AcapulcoValidAcapulcoite16.88333-99.900001976-01-01T00:00:00.000
4NaNNaNFell{'type': 'Point', 'coordinates': [-64.95, -33....370780.0AchirasValidL6-33.16667-64.950001902-01-01T00:00:00.000
\n", + "
" + ], + "text/plain": [ + " :@computed_region_cbhk_fwbd :@computed_region_nnqa_25f4 fall \\\n", + "0 NaN NaN Fell \n", + "1 NaN NaN Fell \n", + "2 NaN NaN Fell \n", + "3 NaN NaN Fell \n", + "4 NaN NaN Fell \n", + "\n", + " geolocation id mass name \\\n", + "0 {'type': 'Point', 'coordinates': [6.08333, 50.... 1 21.0 Aachen \n", + "1 {'type': 'Point', 'coordinates': [10.23333, 56... 2 720.0 Aarhus \n", + "2 {'type': 'Point', 'coordinates': [-113, 54.216... 6 107000.0 Abee \n", + "3 {'type': 'Point', 'coordinates': [-99.9, 16.88... 10 1914.0 Acapulco \n", + "4 {'type': 'Point', 'coordinates': [-64.95, -33.... 370 780.0 Achiras \n", + "\n", + " nametype recclass reclat reclong year \n", + "0 Valid L5 50.77500 6.08333 1880-01-01T00:00:00.000 \n", + "1 Valid H6 56.18333 10.23333 1951-01-01T00:00:00.000 \n", + "2 Valid EH4 54.21667 -113.00000 1952-01-01T00:00:00.000 \n", + "3 Valid Acapulcoite 16.88333 -99.90000 1976-01-01T00:00:00.000 \n", + "4 Valid L6 -33.16667 -64.95000 1902-01-01T00:00:00.000 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "nasa.head()\n" ] }, { @@ -68,11 +212,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fall\n", + "Fell 996\n", + "Found 4\n", + "Name: count, dtype: int64\n" + ] + } + ], "source": [ - "# your code here\n" + "frequency = nasa['fall'].value_counts()\n", + "\n", + "print(frequency)\n" ] }, { @@ -84,11 +241,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After converting DataFrame to JSON string:\n", + " [{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[6.08333,50.775]},\"id\":1,\"mass\":21.0,\"name\":\"Aachen\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":50.775,\"reclong\":6.08333,\"year\":\"1880-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[10.23333,56.18333]},\"id\":2,\"mass\":720.0,\"name\":\"Aarhus\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":56.18333,\"reclong\":10.23333,\"year\":\"1951-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-113,54.21667]},\"id\":6,\"mass\":107000.0,\"name\":\"Abee\",\"nametype\":\"Valid\",\"recclass\":\"EH4\",\"reclat\":54.21667,\"reclong\":-113.0,\"year\":\"1952-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-99.9,16.88333]},\"id\":10,\"mass\":1914.0,\"name\":\"Acapulco\",\"nametype\":\"Valid\",\"recclass\":\"Acapulcoite\",\"reclat\":16.88333,\"reclong\":-99.9,\"year\":\"1976-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-64.95,-33.16667]},\"id\":370,\"mass\":780.0,\"name\":\"Achiras\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-33.16667,\"reclong\":-64.95,\"year\":\"1902-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[71.8,32.1]},\"id\":379,\"mass\":4239.0,\"name\":\"Adhi Kot\",\"nametype\":\"Valid\",\"recclass\":\"EH4\",\"reclat\":32.1,\"reclong\":71.8,\"year\":\"1919-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[95.16667,44.83333]},\"id\":390,\"mass\":910.0,\"name\":\"Adzhi-Bogdo (stone)\",\"nametype\":\"Valid\",\"recclass\":\"LL3-6\",\"reclat\":44.83333,\"reclong\":95.16667,\"year\":\"1949-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[0.61667,44.21667]},\"id\":392,\"mass\":30000.0,\"name\":\"Agen\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":44.21667,\"reclong\":0.61667,\"year\":\"1814-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-65.23333,-31.6]},\"id\":398,\"mass\":1620.0,\"name\":\"Aguada\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-31.6,\"reclong\":-65.23333,\"year\":\"1930-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-64.55,-30.86667]},\"id\":417,\"mass\":1440.0,\"name\":\"Aguila Blanca\",\"nametype\":\"Valid\",\"recclass\":\"L\",\"reclat\":-30.86667,\"reclong\":-64.55,\"year\":\"1920-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-9.57028,16.39806]},\"id\":423,\"mass\":1000.0,\"name\":\"Aioun el Atrouss\",\"nametype\":\"Valid\",\"recclass\":\"Diogenite-pm\",\"reclat\":16.39806,\"reclong\":-9.57028,\"year\":\"1974-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[8.38333,19.08333]},\"id\":424,\"mass\":24000.0,\"name\":\"A\\u00efr\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":19.08333,\"reclong\":8.38333,\"year\":\"1925-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[2.33333,50.66667]},\"id\":425,\"mass\":null,\"name\":\"Aire-sur-la-Lys\",\"nametype\":\"Valid\",\"recclass\":\"Unknown\",\"reclat\":50.66667,\"reclong\":2.33333,\"year\":\"1769-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.05,29.51667]},\"id\":426,\"mass\":779.0,\"name\":\"Akaba\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":29.51667,\"reclong\":35.05,\"year\":\"1949-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[77.95,29.71667]},\"id\":427,\"mass\":1800.0,\"name\":\"Akbarpur\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"reclat\":29.71667,\"reclong\":77.95,\"year\":\"1838-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[8.43333,8.91667]},\"id\":432,\"mass\":3000.0,\"name\":\"Akwanga\",\"nametype\":\"Valid\",\"recclass\":\"H\",\"reclat\":8.91667,\"reclong\":8.43333,\"year\":\"1959-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[42.81667,39.91667]},\"id\":433,\"mass\":50000.0,\"name\":\"Akyumak\",\"nametype\":\"Valid\",\"recclass\":\"Iron, IVA\",\"reclat\":39.91667,\"reclong\":42.81667,\"year\":\"1981-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[39.51667,24.41667]},\"id\":446,\"mass\":160.0,\"name\":\"Al Rais\",\"nametype\":\"Valid\",\"recclass\":\"CR2-an\",\"reclat\":24.41667,\"reclong\":39.51667,\"year\":\"1957-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[28.96,13.66033]},\"id\":447,\"mass\":700.0,\"name\":\"Al 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Mill\",\"nametype\":\"Valid\",\"recclass\":\"C\",\"reclat\":38.80389,\"reclong\":-120.90806,\"year\":\"2012-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":29.0,\":@computed_region_nnqa_25f4\":1637.0,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-86.2945,33.18836]},\"id\":23773,\"mass\":5560.0,\"name\":\"Sylacauga\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"reclat\":33.18836,\"reclong\":-86.2945,\"year\":\"1954-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[14.65,49.4]},\"id\":23776,\"mass\":7540.0,\"name\":\"Tabor\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":49.4,\"reclong\":14.65,\"year\":\"1753-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[5.41667,36.18333]},\"id\":23778,\"mass\":9000.0,\"name\":\"Tadjera\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":36.18333,\"reclong\":5.41667,\"year\":\"1867-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-134.20139,59.70444]},\"id\":23782,\"mass\":10000.0,\"name\":\"Tagish Lake\",\"nametype\":\"Valid\",\"recclass\":\"C2-ung\",\"reclat\":59.70444,\"reclong\":-134.20139,\"year\":\"2000-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[137.305,34.72]},\"id\":23784,\"mass\":1000.0,\"name\":\"Tahara\",\"nametype\":\"Valid\",\"recclass\":\"H4\\/5\",\"reclat\":34.72,\"reclong\":137.305,\"year\":\"1991-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[134.9,35.38333]},\"id\":23789,\"mass\":720.0,\"name\":\"Takenouchi\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":35.38333,\"reclong\":134.9,\"year\":\"1880-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":null,\"id\":23791,\"mass\":1421.0,\"name\":\"Talampaya\",\"nametype\":\"Valid\",\"recclass\":\"Eucrite-cm\",\"reclat\":null,\"reclong\":null,\"year\":\"1995-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[112.76667,-7.75]},\"id\":23795,\"mass\":10500.0,\"name\":\"Tambakwatu\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-7.75,\"reclong\":112.76667,\"year\":\"1975-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.015,31.16333]},\"id\":48691,\"mass\":100000.0,\"name\":\"Tamdakht\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":31.16333,\"reclong\":-7.015,\"year\":\"2008-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[136.23333,35.43333]},\"id\":23801,\"mass\":905.0,\"name\":\"Tan\\u00e9\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":35.43333,\"reclong\":136.23333,\"year\":\"1918-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[122.9,45.4]},\"id\":23873,\"mass\":3850.0,\"name\":\"Taonan\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":45.4,\"reclong\":122.9,\"year\":\"1965-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[10.41667,32.95]},\"id\":23884,\"mass\":12000.0,\"name\":\"Tatahouine\",\"nametype\":\"Valid\",\"recclass\":\"Diogenite\",\"reclat\":32.95,\"reclong\":10.41667,\"year\":\"1931-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[43.73333,19.38333]},\"id\":23885,\"mass\":2500.0,\"name\":\"Tathlith\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":19.38333,\"reclong\":43.73333,\"year\":\"1967-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[44.45,35.13333]},\"id\":23887,\"mass\":6000.0,\"name\":\"Tauk\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":35.13333,\"reclong\":44.45,\"year\":\"1929-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[23.5,46.71667]},\"id\":23888,\"mass\":21000.0,\"name\":\"Tauti\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":46.71667,\"reclong\":23.5,\"year\":\"1937-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[142.95,-25.73333]},\"id\":23897,\"mass\":160000.0,\"name\":\"Tenham\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-25.73333,\"reclong\":142.95,\"year\":\"1879-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[26.95,58.03333]},\"id\":23898,\"mass\":28500.0,\"name\":\"Tennasilm\",\"nametype\":\"Valid\",\"recclass\":\"L4\",\"reclat\":58.03333,\"reclong\":26.95,\"year\":\"1872-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[70.6,33.4]},\"id\":23908,\"mass\":342.0,\"name\":\"Thal\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":33.4,\"reclong\":70.6,\"year\":\"1950-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[37.15028,-1.00278]},\"id\":54493,\"mass\":14200.0,\"name\":\"Thika\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-1.00278,\"reclong\":37.15028,\"year\":\"2011-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[27.58333,-29.33333]},\"id\":23976,\"mass\":45300.0,\"name\":\"Thuathe\",\"nametype\":\"Valid\",\"recclass\":\"H4\\/5\",\"reclat\":-29.33333,\"reclong\":27.58333,\"year\":\"2002-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[118.99,32.94667]},\"id\":23984,\"mass\":2232.0,\"name\":\"Tianzhang\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":32.94667,\"reclong\":118.99,\"year\":\"1986-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[17.11667,49.6]},\"id\":23989,\"mass\":28000.0,\"name\":\"Tieschitz\",\"nametype\":\"Valid\",\"recclass\":\"H\\/L3.6\",\"reclat\":49.6,\"reclong\":17.11667,\"year\":\"1878-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":34.0,\":@computed_region_nnqa_25f4\":1762.0,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-89.68333,38.2]},\"id\":23998,\"mass\":74800.0,\"name\":\"Tilden\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":38.2,\"reclong\":-89.68333,\"year\":\"1927-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[1.53333,14.25]},\"id\":23999,\"mass\":3000.0,\"name\":\"Tillaberi\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":14.25,\"reclong\":1.53333,\"year\":\"1970-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.2,54.5]},\"id\":24004,\"mass\":65500.0,\"name\":\"Timochin\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":54.5,\"reclong\":35.2,\"year\":\"1807-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[79.41667,13.63333]},\"id\":24009,\"mass\":230.0,\"name\":\"Tirupati\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":13.63333,\"reclong\":79.41667,\"year\":\"1934-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.61123,29.48195]},\"id\":54823,\"mass\":7000.0,\"name\":\"Tissint\",\"nametype\":\"Valid\",\"recclass\":\"Martian (shergottite)\",\"reclat\":29.48195,\"reclong\":-7.61123,\"year\":\"2011-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[111.53333,-7.08333]},\"id\":24011,\"mass\":20000.0,\"name\":\"Tjabe\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":-7.08333,\"reclong\":111.53333,\"year\":\"1869-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[106.58333,-6.66667]},\"id\":24012,\"mass\":16500.0,\"name\":\"Tjerebon\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":-6.66667,\"reclong\":106.58333,\"year\":\"1922-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[34.76667,47.85]},\"id\":24019,\"mass\":600.0,\"name\":\"Tomakovka\",\"nametype\":\"Valid\",\"recclass\":\"LL6\",\"reclat\":47.85,\"reclong\":34.76667,\"year\":\"1905-01-01T00:00:00.000\"}]\n" + ] + } + ], "source": [ - "# your code here\n" + "nasa2 = nasa.to_json(orient = 'records')\n", + "print(\"After converting DataFrame to JSON string:\\n\", nasa2)" ] }, { @@ -106,17 +273,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "#Your pandas import here:\n", + "import pandas as pd\n", "\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -128,12 +295,84 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
55 0 81 0 -6 11 25 88 64 4
056 0 96 0 52 -4 40 44 4 4
150 -1 89 -7 50 0 39 40 2 1
253 9 79 0 42 -2 25 37 12 4
355 2 82 0 54 -6 26 28 2 1
441 0 84 3 38 -4 43 45 2 1
\n", + "
" + ], + "text/plain": [ + " 55 0 81 0 -6 11 25 88 64 4\n", + "0 56 0 96 0 52 -4 40 44 4 4\n", + "1 50 -1 89 -7 50 0 39 40 2 1\n", + "2 53 9 79 0 42 -2 25 37 12 4\n", + "3 55 2 82 0 54 -6 26 28 2 1\n", + "4 41 0 84 3 38 -4 43 45 2 1" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shuttle = pd.read_csv(tst_url)\n", + "shuttle.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "shuttle = pd.read_csv(tst_url,sep=' ', names=cols)" ] }, { @@ -145,11 +384,129 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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timerad_flowfpv_closefpv_openhighbypassbpv_closebpv_openclass
550810-6112588644
56096052-4404444
50-189-7500394021
53979042-22537124
55282054-6262821
\n", + "
" + ], + "text/plain": [ + " time rad_flow fpv_close fpv_open high bypass bpv_close bpv_open \\\n", + "55 0 81 0 -6 11 25 88 64 \n", + "56 0 96 0 52 -4 40 44 4 \n", + "50 -1 89 -7 50 0 39 40 2 \n", + "53 9 79 0 42 -2 25 37 12 \n", + "55 2 82 0 54 -6 26 28 2 \n", + "\n", + " class \n", + "55 4 \n", + "56 4 \n", + "50 1 \n", + "53 4 \n", + "55 1 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n", + "shuttle.head()\n", "\n" ] }, @@ -162,12 +519,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "shuttle.to_csv('shuttle.csv', sep=',', index=False)" ] }, { @@ -183,12 +539,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "astronaut = pd.read_excel('astronauts.xls')" ] }, { @@ -200,11 +555,210 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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NameYearGroupStatusBirth DateBirth PlaceGenderAlma MaterUndergraduate MajorGraduate MajorMilitary RankMilitary BranchSpace FlightsSpace Flight (hr)Space WalksSpace Walks (hr)MissionsDeath DateDeath Mission
0Joseph M. Acaba2004.019.0Active1967-05-17Inglewood, CAMaleUniversity of California-Santa Barbara; Univer...GeologyGeologyNaNNaN23307213.0STS-119 (Discovery), ISS-31/32 (Soyuz)NaTNaN
1Loren W. ActonNaNNaNRetired1936-03-07Lewiston, MTMaleMontana State University; University of ColoradoEngineering PhysicsSolar PhysicsNaNNaN119000.0STS 51-F (Challenger)NaTNaN
2James C. Adamson1984.010.0Retired1946-03-03Warsaw, NYMaleUS Military Academy; Princeton UniversityEngineeringAerospace EngineeringColonelUS Army (Retired)233400.0STS-28 (Columbia), STS-43 (Atlantis)NaTNaN
3Thomas D. Akers1987.012.0Retired1951-05-20St. Louis, MOMaleUniversity of Missouri-RollaApplied MathematicsApplied MathematicsColonelUS Air Force (Retired)4814429.0STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...NaTNaN
4Buzz Aldrin1963.03.0Retired1930-01-20Montclair, NJMaleUS Military Academy; MITMechanical EngineeringAstronauticsColonelUS Air Force (Retired)228928.0Gemini 12, Apollo 11NaTNaN
\n", + "
" + ], + "text/plain": [ + " Name Year Group Status Birth Date Birth Place Gender \\\n", + "0 Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 Inglewood, CA Male \n", + "1 Loren W. Acton NaN NaN Retired 1936-03-07 Lewiston, MT Male \n", + "2 James C. Adamson 1984.0 10.0 Retired 1946-03-03 Warsaw, NY Male \n", + "3 Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 St. Louis, MO Male \n", + "4 Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 Montclair, NJ Male \n", + "\n", + " Alma Mater Undergraduate Major \\\n", + "0 University of California-Santa Barbara; Univer... Geology \n", + "1 Montana State University; University of Colorado Engineering Physics \n", + "2 US Military Academy; Princeton University Engineering \n", + "3 University of Missouri-Rolla Applied Mathematics \n", + "4 US Military Academy; MIT Mechanical Engineering \n", + "\n", + " Graduate Major Military Rank Military Branch Space Flights \\\n", + "0 Geology NaN NaN 2 \n", + "1 Solar Physics NaN NaN 1 \n", + "2 Aerospace Engineering Colonel US Army (Retired) 2 \n", + "3 Applied Mathematics Colonel US Air Force (Retired) 4 \n", + "4 Astronautics Colonel US Air Force (Retired) 2 \n", + "\n", + " Space Flight (hr) Space Walks Space Walks (hr) \\\n", + "0 3307 2 13.0 \n", + "1 190 0 0.0 \n", + "2 334 0 0.0 \n", + "3 814 4 29.0 \n", + "4 289 2 8.0 \n", + "\n", + " Missions Death Date Death Mission \n", + "0 STS-119 (Discovery), ISS-31/32 (Soyuz) NaT NaN \n", + "1 STS 51-F (Challenger) NaT NaN \n", + "2 STS-28 (Columbia), STS-43 (Atlantis) NaT NaN \n", + "3 STS-41 (Discovery), STS-49 (Endeavor), STS-61 ... NaT NaN \n", + "4 Gemini 12, Apollo 11 NaT NaN " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n", + "astronaut.head()\n", "\n" ] }, @@ -217,11 +771,33 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Undergraduate Major\n", + "Physics 35\n", + "Aerospace Engineering 33\n", + "Mechanical Engineering 30\n", + "Aeronautical Engineering 28\n", + "Electrical Engineering 23\n", + " ..\n", + "Astronomy 1\n", + "Marine Engineering & Nautical Science 1\n", + "Philosophy 1\n", + "Bioscience 1\n", + "Military Science 1\n", + "Name: count, Length: 83, dtype: int64\n" + ] + } + ], "source": [ - "# Your code here:\n", + "popular_major = astronaut['Undergraduate Major'].value_counts()\n", + "\n", + "print(popular_major)\n", "\n" ] }, @@ -234,18 +810,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "astronaut.to_csv('astronaut.csv', sep='\\t', index=False)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -259,9 +841,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.11.7" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/your-code/.ipynb_checkpoints/shuttle-checkpoint.csv b/your-code/.ipynb_checkpoints/shuttle-checkpoint.csv new file mode 100644 index 0000000..b780dbd --- /dev/null +++ b/your-code/.ipynb_checkpoints/shuttle-checkpoint.csv @@ -0,0 +1,14501 @@ +time,rad_flow,fpv_close,fpv_open,high,bypass,bpv_close,bpv_open,class 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+0,84,0,-36,-29,4,120,116,5 +0,81,0,-20,25,26,102,76,4 +0,77,0,12,-22,22,65,42,4 +0,103,0,18,-16,66,85,20,1 +2,98,0,52,1,42,46,4,4 diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 988490d..6f51a8a 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -18,11 +18,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "import pandas as pd\n", + "import numpy as np\n" ] }, { @@ -34,11 +35,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "nasa = pd.read_json('nasa.json')\n" ] }, { @@ -50,11 +51,154 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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:@computed_region_cbhk_fwbd:@computed_region_nnqa_25f4fallgeolocationidmassnamenametyperecclassreclatreclongyear
0NaNNaNFell{'type': 'Point', 'coordinates': [6.08333, 50....121.0AachenValidL550.775006.083331880-01-01T00:00:00.000
1NaNNaNFell{'type': 'Point', 'coordinates': [10.23333, 56...2720.0AarhusValidH656.1833310.233331951-01-01T00:00:00.000
2NaNNaNFell{'type': 'Point', 'coordinates': [-113, 54.216...6107000.0AbeeValidEH454.21667-113.000001952-01-01T00:00:00.000
3NaNNaNFell{'type': 'Point', 'coordinates': [-99.9, 16.88...101914.0AcapulcoValidAcapulcoite16.88333-99.900001976-01-01T00:00:00.000
4NaNNaNFell{'type': 'Point', 'coordinates': [-64.95, -33....370780.0AchirasValidL6-33.16667-64.950001902-01-01T00:00:00.000
\n", + "
" + ], + "text/plain": [ + " :@computed_region_cbhk_fwbd :@computed_region_nnqa_25f4 fall \\\n", + "0 NaN NaN Fell \n", + "1 NaN NaN Fell \n", + "2 NaN NaN Fell \n", + "3 NaN NaN Fell \n", + "4 NaN NaN Fell \n", + "\n", + " geolocation id mass name \\\n", + "0 {'type': 'Point', 'coordinates': [6.08333, 50.... 1 21.0 Aachen \n", + "1 {'type': 'Point', 'coordinates': [10.23333, 56... 2 720.0 Aarhus \n", + "2 {'type': 'Point', 'coordinates': [-113, 54.216... 6 107000.0 Abee \n", + "3 {'type': 'Point', 'coordinates': [-99.9, 16.88... 10 1914.0 Acapulco \n", + "4 {'type': 'Point', 'coordinates': [-64.95, -33.... 370 780.0 Achiras \n", + "\n", + " nametype recclass reclat reclong year \n", + "0 Valid L5 50.77500 6.08333 1880-01-01T00:00:00.000 \n", + "1 Valid H6 56.18333 10.23333 1951-01-01T00:00:00.000 \n", + "2 Valid EH4 54.21667 -113.00000 1952-01-01T00:00:00.000 \n", + "3 Valid Acapulcoite 16.88333 -99.90000 1976-01-01T00:00:00.000 \n", + "4 Valid L6 -33.16667 -64.95000 1902-01-01T00:00:00.000 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "nasa.head()\n" ] }, { @@ -68,11 +212,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fall\n", + "Fell 996\n", + "Found 4\n", + "Name: count, dtype: int64\n" + ] + } + ], "source": [ - "# your code here\n" + "frequency = nasa['fall'].value_counts()\n", + "\n", + "print(frequency)\n" ] }, { @@ -84,11 +241,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After converting DataFrame to JSON string:\n", + " [{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[6.08333,50.775]},\"id\":1,\"mass\":21.0,\"name\":\"Aachen\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":50.775,\"reclong\":6.08333,\"year\":\"1880-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[10.23333,56.18333]},\"id\":2,\"mass\":720.0,\"name\":\"Aarhus\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":56.18333,\"reclong\":10.23333,\"year\":\"1951-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-113,54.21667]},\"id\":6,\"mass\":107000.0,\"name\":\"Abee\",\"nametype\":\"Valid\",\"recclass\":\"EH4\",\"reclat\":54.21667,\"reclong\":-113.0,\"year\":\"1952-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-99.9,16.88333]},\"id\":10,\"mass\":1914.0,\"name\":\"Acapulco\",\"nametype\":\"Valid\",\"recclass\":\"Acapulcoite\",\"reclat\":16.88333,\"reclong\":-99.9,\"year\":\"1976-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-64.95,-33.16667]},\"id\":370,\"mass\":780.0,\"name\":\"Achiras\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-33.16667,\"reclong\":-64.95,\"year\":\"1902-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[71.8,32.1]},\"id\":379,\"mass\":4239.0,\"name\":\"Adhi Kot\",\"nametype\":\"Valid\",\"recclass\":\"EH4\",\"reclat\":32.1,\"reclong\":71.8,\"year\":\"1919-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[95.16667,44.83333]},\"id\":390,\"mass\":910.0,\"name\":\"Adzhi-Bogdo (stone)\",\"nametype\":\"Valid\",\"recclass\":\"LL3-6\",\"reclat\":44.83333,\"reclong\":95.16667,\"year\":\"1949-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[0.61667,44.21667]},\"id\":392,\"mass\":30000.0,\"name\":\"Agen\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":44.21667,\"reclong\":0.61667,\"year\":\"1814-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-65.23333,-31.6]},\"id\":398,\"mass\":1620.0,\"name\":\"Aguada\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-31.6,\"reclong\":-65.23333,\"year\":\"1930-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-64.55,-30.86667]},\"id\":417,\"mass\":1440.0,\"name\":\"Aguila Blanca\",\"nametype\":\"Valid\",\"recclass\":\"L\",\"reclat\":-30.86667,\"reclong\":-64.55,\"year\":\"1920-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-9.57028,16.39806]},\"id\":423,\"mass\":1000.0,\"name\":\"Aioun el Atrouss\",\"nametype\":\"Valid\",\"recclass\":\"Diogenite-pm\",\"reclat\":16.39806,\"reclong\":-9.57028,\"year\":\"1974-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[8.38333,19.08333]},\"id\":424,\"mass\":24000.0,\"name\":\"A\\u00efr\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":19.08333,\"reclong\":8.38333,\"year\":\"1925-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[2.33333,50.66667]},\"id\":425,\"mass\":null,\"name\":\"Aire-sur-la-Lys\",\"nametype\":\"Valid\",\"recclass\":\"Unknown\",\"reclat\":50.66667,\"reclong\":2.33333,\"year\":\"1769-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.05,29.51667]},\"id\":426,\"mass\":779.0,\"name\":\"Akaba\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":29.51667,\"reclong\":35.05,\"year\":\"1949-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[77.95,29.71667]},\"id\":427,\"mass\":1800.0,\"name\":\"Akbarpur\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"reclat\":29.71667,\"reclong\":77.95,\"year\":\"1838-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[8.43333,8.91667]},\"id\":432,\"mass\":3000.0,\"name\":\"Akwanga\",\"nametype\":\"Valid\",\"recclass\":\"H\",\"reclat\":8.91667,\"reclong\":8.43333,\"year\":\"1959-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[42.81667,39.91667]},\"id\":433,\"mass\":50000.0,\"name\":\"Akyumak\",\"nametype\":\"Valid\",\"recclass\":\"Iron, IVA\",\"reclat\":39.91667,\"reclong\":42.81667,\"year\":\"1981-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[39.51667,24.41667]},\"id\":446,\"mass\":160.0,\"name\":\"Al Rais\",\"nametype\":\"Valid\",\"recclass\":\"CR2-an\",\"reclat\":24.41667,\"reclong\":39.51667,\"year\":\"1957-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[28.96,13.66033]},\"id\":447,\"mass\":700.0,\"name\":\"Al 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Mill\",\"nametype\":\"Valid\",\"recclass\":\"C\",\"reclat\":38.80389,\"reclong\":-120.90806,\"year\":\"2012-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":29.0,\":@computed_region_nnqa_25f4\":1637.0,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-86.2945,33.18836]},\"id\":23773,\"mass\":5560.0,\"name\":\"Sylacauga\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"reclat\":33.18836,\"reclong\":-86.2945,\"year\":\"1954-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[14.65,49.4]},\"id\":23776,\"mass\":7540.0,\"name\":\"Tabor\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":49.4,\"reclong\":14.65,\"year\":\"1753-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[5.41667,36.18333]},\"id\":23778,\"mass\":9000.0,\"name\":\"Tadjera\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":36.18333,\"reclong\":5.41667,\"year\":\"1867-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-134.20139,59.70444]},\"id\":23782,\"mass\":10000.0,\"name\":\"Tagish Lake\",\"nametype\":\"Valid\",\"recclass\":\"C2-ung\",\"reclat\":59.70444,\"reclong\":-134.20139,\"year\":\"2000-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[137.305,34.72]},\"id\":23784,\"mass\":1000.0,\"name\":\"Tahara\",\"nametype\":\"Valid\",\"recclass\":\"H4\\/5\",\"reclat\":34.72,\"reclong\":137.305,\"year\":\"1991-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[134.9,35.38333]},\"id\":23789,\"mass\":720.0,\"name\":\"Takenouchi\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":35.38333,\"reclong\":134.9,\"year\":\"1880-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":null,\"id\":23791,\"mass\":1421.0,\"name\":\"Talampaya\",\"nametype\":\"Valid\",\"recclass\":\"Eucrite-cm\",\"reclat\":null,\"reclong\":null,\"year\":\"1995-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[112.76667,-7.75]},\"id\":23795,\"mass\":10500.0,\"name\":\"Tambakwatu\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-7.75,\"reclong\":112.76667,\"year\":\"1975-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.015,31.16333]},\"id\":48691,\"mass\":100000.0,\"name\":\"Tamdakht\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":31.16333,\"reclong\":-7.015,\"year\":\"2008-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[136.23333,35.43333]},\"id\":23801,\"mass\":905.0,\"name\":\"Tan\\u00e9\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":35.43333,\"reclong\":136.23333,\"year\":\"1918-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[122.9,45.4]},\"id\":23873,\"mass\":3850.0,\"name\":\"Taonan\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":45.4,\"reclong\":122.9,\"year\":\"1965-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[10.41667,32.95]},\"id\":23884,\"mass\":12000.0,\"name\":\"Tatahouine\",\"nametype\":\"Valid\",\"recclass\":\"Diogenite\",\"reclat\":32.95,\"reclong\":10.41667,\"year\":\"1931-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[43.73333,19.38333]},\"id\":23885,\"mass\":2500.0,\"name\":\"Tathlith\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":19.38333,\"reclong\":43.73333,\"year\":\"1967-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[44.45,35.13333]},\"id\":23887,\"mass\":6000.0,\"name\":\"Tauk\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":35.13333,\"reclong\":44.45,\"year\":\"1929-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[23.5,46.71667]},\"id\":23888,\"mass\":21000.0,\"name\":\"Tauti\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":46.71667,\"reclong\":23.5,\"year\":\"1937-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[142.95,-25.73333]},\"id\":23897,\"mass\":160000.0,\"name\":\"Tenham\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-25.73333,\"reclong\":142.95,\"year\":\"1879-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[26.95,58.03333]},\"id\":23898,\"mass\":28500.0,\"name\":\"Tennasilm\",\"nametype\":\"Valid\",\"recclass\":\"L4\",\"reclat\":58.03333,\"reclong\":26.95,\"year\":\"1872-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[70.6,33.4]},\"id\":23908,\"mass\":342.0,\"name\":\"Thal\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":33.4,\"reclong\":70.6,\"year\":\"1950-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[37.15028,-1.00278]},\"id\":54493,\"mass\":14200.0,\"name\":\"Thika\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":-1.00278,\"reclong\":37.15028,\"year\":\"2011-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[27.58333,-29.33333]},\"id\":23976,\"mass\":45300.0,\"name\":\"Thuathe\",\"nametype\":\"Valid\",\"recclass\":\"H4\\/5\",\"reclat\":-29.33333,\"reclong\":27.58333,\"year\":\"2002-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[118.99,32.94667]},\"id\":23984,\"mass\":2232.0,\"name\":\"Tianzhang\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":32.94667,\"reclong\":118.99,\"year\":\"1986-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[17.11667,49.6]},\"id\":23989,\"mass\":28000.0,\"name\":\"Tieschitz\",\"nametype\":\"Valid\",\"recclass\":\"H\\/L3.6\",\"reclat\":49.6,\"reclong\":17.11667,\"year\":\"1878-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":34.0,\":@computed_region_nnqa_25f4\":1762.0,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-89.68333,38.2]},\"id\":23998,\"mass\":74800.0,\"name\":\"Tilden\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":38.2,\"reclong\":-89.68333,\"year\":\"1927-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[1.53333,14.25]},\"id\":23999,\"mass\":3000.0,\"name\":\"Tillaberi\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"reclat\":14.25,\"reclong\":1.53333,\"year\":\"1970-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.2,54.5]},\"id\":24004,\"mass\":65500.0,\"name\":\"Timochin\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"reclat\":54.5,\"reclong\":35.2,\"year\":\"1807-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[79.41667,13.63333]},\"id\":24009,\"mass\":230.0,\"name\":\"Tirupati\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":13.63333,\"reclong\":79.41667,\"year\":\"1934-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.61123,29.48195]},\"id\":54823,\"mass\":7000.0,\"name\":\"Tissint\",\"nametype\":\"Valid\",\"recclass\":\"Martian (shergottite)\",\"reclat\":29.48195,\"reclong\":-7.61123,\"year\":\"2011-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[111.53333,-7.08333]},\"id\":24011,\"mass\":20000.0,\"name\":\"Tjabe\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"reclat\":-7.08333,\"reclong\":111.53333,\"year\":\"1869-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[106.58333,-6.66667]},\"id\":24012,\"mass\":16500.0,\"name\":\"Tjerebon\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"reclat\":-6.66667,\"reclong\":106.58333,\"year\":\"1922-01-01T00:00:00.000\"},{\":@computed_region_cbhk_fwbd\":null,\":@computed_region_nnqa_25f4\":null,\"fall\":\"Fell\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[34.76667,47.85]},\"id\":24019,\"mass\":600.0,\"name\":\"Tomakovka\",\"nametype\":\"Valid\",\"recclass\":\"LL6\",\"reclat\":47.85,\"reclong\":34.76667,\"year\":\"1905-01-01T00:00:00.000\"}]\n" + ] + } + ], "source": [ - "# your code here\n" + "nasa2 = nasa.to_json(orient = 'records')\n", + "print(\"After converting DataFrame to JSON string:\\n\", nasa2)" ] }, { @@ -106,17 +273,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "#Your pandas import here:\n", + "import pandas as pd\n", "\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -128,12 +295,84 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
55 0 81 0 -6 11 25 88 64 4
056 0 96 0 52 -4 40 44 4 4
150 -1 89 -7 50 0 39 40 2 1
253 9 79 0 42 -2 25 37 12 4
355 2 82 0 54 -6 26 28 2 1
441 0 84 3 38 -4 43 45 2 1
\n", + "
" + ], + "text/plain": [ + " 55 0 81 0 -6 11 25 88 64 4\n", + "0 56 0 96 0 52 -4 40 44 4 4\n", + "1 50 -1 89 -7 50 0 39 40 2 1\n", + "2 53 9 79 0 42 -2 25 37 12 4\n", + "3 55 2 82 0 54 -6 26 28 2 1\n", + "4 41 0 84 3 38 -4 43 45 2 1" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shuttle = pd.read_csv(tst_url)\n", + "shuttle.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "shuttle = pd.read_csv(tst_url,sep=' ', names=cols)" ] }, { @@ -145,11 +384,129 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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timerad_flowfpv_closefpv_openhighbypassbpv_closebpv_openclass
550810-6112588644
56096052-4404444
50-189-7500394021
53979042-22537124
55282054-6262821
\n", + "
" + ], + "text/plain": [ + " time rad_flow fpv_close fpv_open high bypass bpv_close bpv_open \\\n", + "55 0 81 0 -6 11 25 88 64 \n", + "56 0 96 0 52 -4 40 44 4 \n", + "50 -1 89 -7 50 0 39 40 2 \n", + "53 9 79 0 42 -2 25 37 12 \n", + "55 2 82 0 54 -6 26 28 2 \n", + "\n", + " class \n", + "55 4 \n", + "56 4 \n", + "50 1 \n", + "53 4 \n", + "55 1 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n", + "shuttle.head()\n", "\n" ] }, @@ -162,12 +519,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "shuttle.to_csv('shuttle.csv', sep=',', index=False)" ] }, { @@ -183,12 +539,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "astronaut = pd.read_excel('astronauts.xls')" ] }, { @@ -200,11 +555,210 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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NameYearGroupStatusBirth DateBirth PlaceGenderAlma MaterUndergraduate MajorGraduate MajorMilitary RankMilitary BranchSpace FlightsSpace Flight (hr)Space WalksSpace Walks (hr)MissionsDeath DateDeath Mission
0Joseph M. Acaba2004.019.0Active1967-05-17Inglewood, CAMaleUniversity of California-Santa Barbara; Univer...GeologyGeologyNaNNaN23307213.0STS-119 (Discovery), ISS-31/32 (Soyuz)NaTNaN
1Loren W. ActonNaNNaNRetired1936-03-07Lewiston, MTMaleMontana State University; University of ColoradoEngineering PhysicsSolar PhysicsNaNNaN119000.0STS 51-F (Challenger)NaTNaN
2James C. Adamson1984.010.0Retired1946-03-03Warsaw, NYMaleUS Military Academy; Princeton UniversityEngineeringAerospace EngineeringColonelUS Army (Retired)233400.0STS-28 (Columbia), STS-43 (Atlantis)NaTNaN
3Thomas D. Akers1987.012.0Retired1951-05-20St. Louis, MOMaleUniversity of Missouri-RollaApplied MathematicsApplied MathematicsColonelUS Air Force (Retired)4814429.0STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...NaTNaN
4Buzz Aldrin1963.03.0Retired1930-01-20Montclair, NJMaleUS Military Academy; MITMechanical EngineeringAstronauticsColonelUS Air Force (Retired)228928.0Gemini 12, Apollo 11NaTNaN
\n", + "
" + ], + "text/plain": [ + " Name Year Group Status Birth Date Birth Place Gender \\\n", + "0 Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 Inglewood, CA Male \n", + "1 Loren W. Acton NaN NaN Retired 1936-03-07 Lewiston, MT Male \n", + "2 James C. Adamson 1984.0 10.0 Retired 1946-03-03 Warsaw, NY Male \n", + "3 Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 St. Louis, MO Male \n", + "4 Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 Montclair, NJ Male \n", + "\n", + " Alma Mater Undergraduate Major \\\n", + "0 University of California-Santa Barbara; Univer... Geology \n", + "1 Montana State University; University of Colorado Engineering Physics \n", + "2 US Military Academy; Princeton University Engineering \n", + "3 University of Missouri-Rolla Applied Mathematics \n", + "4 US Military Academy; MIT Mechanical Engineering \n", + "\n", + " Graduate Major Military Rank Military Branch Space Flights \\\n", + "0 Geology NaN NaN 2 \n", + "1 Solar Physics NaN NaN 1 \n", + "2 Aerospace Engineering Colonel US Army (Retired) 2 \n", + "3 Applied Mathematics Colonel US Air Force (Retired) 4 \n", + "4 Astronautics Colonel US Air Force (Retired) 2 \n", + "\n", + " Space Flight (hr) Space Walks Space Walks (hr) \\\n", + "0 3307 2 13.0 \n", + "1 190 0 0.0 \n", + "2 334 0 0.0 \n", + "3 814 4 29.0 \n", + "4 289 2 8.0 \n", + "\n", + " Missions Death Date Death Mission \n", + "0 STS-119 (Discovery), ISS-31/32 (Soyuz) NaT NaN \n", + "1 STS 51-F (Challenger) NaT NaN \n", + "2 STS-28 (Columbia), STS-43 (Atlantis) NaT NaN \n", + "3 STS-41 (Discovery), STS-49 (Endeavor), STS-61 ... NaT NaN \n", + "4 Gemini 12, Apollo 11 NaT NaN " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here:\n", + "astronaut.head()\n", "\n" ] }, @@ -217,11 +771,33 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Undergraduate Major\n", + "Physics 35\n", + "Aerospace Engineering 33\n", + "Mechanical Engineering 30\n", + "Aeronautical Engineering 28\n", + "Electrical Engineering 23\n", + " ..\n", + "Astronomy 1\n", + "Marine Engineering & Nautical Science 1\n", + "Philosophy 1\n", + "Bioscience 1\n", + "Military Science 1\n", + "Name: count, Length: 83, dtype: int64\n" + ] + } + ], "source": [ - "# Your code here:\n", + "popular_major = astronaut['Undergraduate Major'].value_counts()\n", + "\n", + "print(popular_major)\n", "\n" ] }, @@ -234,18 +810,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "# Your code here:\n", - "\n" + "astronaut.to_csv('astronaut.csv', sep='\\t', index=False)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -259,9 +841,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.11.7" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/your-code/shuttle.csv b/your-code/shuttle.csv new file mode 100644 index 0000000..b780dbd --- /dev/null +++ b/your-code/shuttle.csv @@ -0,0 +1,14501 @@ +time,rad_flow,fpv_close,fpv_open,high,bypass,bpv_close,bpv_open,class +0,81,0,-6,11,25,88,64,4 +0,96,0,52,-4,40,44,4,4 +-1,89,-7,50,0,39,40,2,1 +9,79,0,42,-2,25,37,12,4 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