diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..f5ca8d9 Binary files /dev/null and b/.DS_Store differ diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..9af29a3 --- /dev/null +++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,313 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Before your start:\n", + "- Read the README.md file\n", + "- Comment as much as you can and use the resources in the README.md file\n", + "- Happy learning!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 1 - Working with JSON files\n", + "\n", + "Import the pandas library" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Your import here:\n", + "import pandas as pd\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### After importing pandas, let's find a dataset. In this lesson we will be working with a NASA dataset.\n", + "\n", + "Run the code in the cell below to load the dataset containing information about asteroids that have landed on earth. This piece of code helps us open the URL for the dataset and deocde the data using UTF-8." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Run this code\n", + "\n", + "from urllib.request import urlopen\n", + "import json\n", + "\n", + "response = urlopen(\"https://data.nasa.gov/resource/y77d-th95.json\")\n", + "json_data = response.read().decode('utf-8', 'replace')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the next cell, load the data in `json_data` and load it into a pandas dataframe. Name the dataframe `nasa`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have loaded the data, let's examine it using the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The `value_counts()` function is commonly used in pandas to find the frequency of every value in a column.\n", + "\n", + "In the cell below, use the `value_counts()` function to determine the frequency of all types of asteroid landings by applying the function to the `fall` column." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, let's save the dataframe as a json file again. Since we downloaded the file from an online source, the goal of saving the dataframe is to have a local copy. Save the dataframe using the `orient=records` argument and name the file `nasa.json`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 2 - Working with CSV and Other Separated Files\n", + "\n", + "csv files are more commonly used as dataframes. In the cell below, load the file from the URL provided using the `read_csv()` function in pandas. Starting version 0.19 of pandas, you can load a csv file into a dataframe directly from a URL without having to load the file first like we did with the JSON URL. The dataset we will be using contains informtaions about NASA shuttles. \n", + "\n", + "In the cell below, we define the column names and the URL of the data. Following this cell, read the tst file to a variable called `shuttle`. Since the file does not contain the column names, you must add them yourself using the column names declared in `cols` using the `names` argument. Additionally, a tst file is space separated, make sure you pass ` sep=' '` to the function." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Run this code:\n", + "\n", + "cols = ['time', 'rad_flow', 'fpv_close', 'fpv_open', 'high', 'bypass', 'bpv_close', 'bpv_open', 'class']\n", + "tst_url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/statlog/shuttle/shuttle.tst'" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's verify that this worked by looking at the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make life easier for us, let's turn this dataframe into a comma separated file by saving it using the `to_csv()` function. Save `shuttle` into the file `shuttle.csv` and ensure the file is comma separated and that we are not saving the index column." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 3 - Working with Excel Files\n", + "\n", + "We can also use pandas to convert excel spreadsheets to dataframes. Let's use the `read_excel()` function. In this case, `astronauts.xls` is in the same folder that contains this notebook. Read this file into a variable called `astronaut`. \n", + "\n", + "Note: Make sure to install the `xlrd` library if it is not yet installed." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `head()` function to inspect the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `value_counts()` function to find the most popular undergraduate major among all astronauts." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Due to all the commas present in the cells of this file, let's save it as a tab separated csv file. In the cell below, save `astronaut` as a tab separated file using the `to_csv` function. Call the file `astronaut.csv` and remember to remove the index column." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bonus Challenge - Fertility Dataset\n", + "\n", + "Visit the following [URL](https://archive.ics.uci.edu/ml/datasets/Fertility) and retrieve the dataset as well as the column headers. Determine the correct separator and read the file into a variable called `fertility`. Examine the dataframe using the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/astronaut.csv b/your-code/astronaut.csv index dc2892b..ec844ba 100644 --- a/your-code/astronaut.csv +++ b/your-code/astronaut.csv @@ -1,358 +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) + 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 +0 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) +1 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) +2 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) +3 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) +4 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 +5 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) +6 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) +7 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) +8 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 +9 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) +10 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) +11 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) +12 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) +13 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) +14 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 +15 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) +16 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) +17 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 +18 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) +19 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) +20 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) +21 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) +22 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) +23 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) +24 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 +25 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 +26 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) +27 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) +28 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) +29 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) +30 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) +31 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) +32 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) +33 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 +34 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) +35 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) +36 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 +37 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) +38 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) +39 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) +40 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) +41 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) +42 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) +43 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) +44 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 +45 Jay Clark Buckey Retired 1956-06-06 New York, NY Male Cornell University Electrical Engineering Medicine 1 381 0 0.0 STS-90 (Columbia) +46 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 +47 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) +48 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) +49 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) +50 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 +51 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 +52 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) +53 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) +54 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) +55 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) +56 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 +57 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 +58 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 +59 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) +60 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) +61 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) +62 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 +63 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 +64 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) +65 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) +66 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 +67 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) +68 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) +69 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) +70 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) +71 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) +72 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) +73 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) +74 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) +75 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) +76 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) +77 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 +78 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 +79 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 +80 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) +81 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) +82 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) +83 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) +84 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) +85 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) +86 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 +87 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) +88 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) +89 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) +90 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) +91 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) +92 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) +93 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 +94 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) +95 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) +96 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) +97 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) +98 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 +99 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) +100 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) +101 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 +102 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 +103 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) +104 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) +105 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) +106 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) +107 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) +108 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 +109 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) +110 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) +111 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) +112 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) +113 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) +114 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) +115 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) +116 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 +117 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) +118 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) +119 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) +120 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) +121 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) +122 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) +123 Jake Garn Retired 1932-10-12 Richfield. UT Male University of Utah Business Finance 1 167 0 0.0 STS 51-D (Discovery) +124 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) +125 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) +126 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) +127 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 +128 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) +129 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 +130 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) +131 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) +132 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) +133 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 +134 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) +135 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) +136 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 +137 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) +138 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) +139 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 +140 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 +141 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) +142 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) +143 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 +144 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) +145 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) +146 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) +147 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) +148 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) +149 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) +150 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) +151 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) +152 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) +153 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) +154 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 +155 Thomas J. Hennen Retired 1952-08-17 Albany, GA Male Chief Warrant Officer US Army (Retired) 1 166 0 0.0 STS-44 (Atlantis) +156 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) +157 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) +158 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) +159 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) +160 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) +161 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) +162 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) +163 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) +164 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) +165 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 +166 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) +167 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) +168 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) +169 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) +170 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) +171 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 +172 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) +173 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) +174 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) +175 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) +176 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) +177 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) +178 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) +179 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) +180 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) +181 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) +182 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) +183 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) +184 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 +185 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) +186 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) +187 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) +188 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) +189 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) +190 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) +191 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) +192 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 +193 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) +194 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) +195 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) +196 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) +197 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) +198 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) +199 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) +200 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) +201 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 +202 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) +203 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) +204 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 +205 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 +206 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) +207 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) +208 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 +209 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 +210 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) +211 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) +212 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) +213 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) +214 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) +215 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) +216 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) +217 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) +218 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) +219 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) +220 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) +221 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) +222 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) +223 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) +224 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 +225 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) +226 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) +227 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) +228 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) +229 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) +230 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) +231 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) +232 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 +233 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 +234 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) +235 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) +236 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) +237 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) +238 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) +239 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) +240 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) +241 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) +242 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) +243 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) +244 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) +245 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) +246 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 +247 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) +248 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) +249 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) +250 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) +251 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) +252 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 +253 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) +254 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) +255 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 +256 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) +257 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) +258 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) +259 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) +260 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) +261 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) +262 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) +263 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 +264 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 +265 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) +266 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) +267 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) +268 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) +269 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) +270 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) +271 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) +272 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) +273 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) +274 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 +275 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 +276 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) +277 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) +278 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 +279 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) +280 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) +281 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 +282 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) +283 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) +284 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 +285 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 +286 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 +287 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) +288 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 +289 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) +290 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) +291 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) +292 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) +293 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 +294 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) +295 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) +296 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) +297 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 +298 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) +299 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) +300 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 +301 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) +302 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) +303 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) +304 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) +305 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 +306 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) +307 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) +308 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) +309 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) +310 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) +311 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) +312 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 +313 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) +314 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) +315 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) +316 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) +317 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) +318 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 +319 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) +320 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) +321 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) +322 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 +323 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) +324 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) +325 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) +326 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 +327 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 +328 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) +329 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) +330 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 +331 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) +332 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) +333 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 +334 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) +335 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) +336 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) +337 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) +338 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) +339 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) +340 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) +341 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 +342 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) +343 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) +344 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 +345 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) +346 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) +347 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) +348 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) +349 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) +350 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) +351 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) +352 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) +353 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 +354 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 +355 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) +356 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/fertility_Diagnosis.txt b/your-code/fertility_Diagnosis.txt new file mode 100644 index 0000000..e3a341d --- /dev/null +++ b/your-code/fertility_Diagnosis.txt @@ -0,0 +1,100 @@ +-0.33,0.69,0,1,1,0,0.8,0,0.88,N +-0.33,0.94,1,0,1,0,0.8,1,0.31,O +-0.33,0.5,1,0,0,0,1,-1,0.5,N +-0.33,0.75,0,1,1,0,1,-1,0.38,N +-0.33,0.67,1,1,0,0,0.8,-1,0.5,O +-0.33,0.67,1,0,1,0,0.8,0,0.5,N +-0.33,0.67,0,0,0,-1,0.8,-1,0.44,N +-0.33,1,1,1,1,0,0.6,-1,0.38,N +1,0.64,0,0,1,0,0.8,-1,0.25,N +1,0.61,1,0,0,0,1,-1,0.25,N +1,0.67,1,1,0,-1,0.8,0,0.31,N +1,0.78,1,1,1,0,0.6,0,0.13,N +1,0.75,1,1,1,0,0.8,1,0.25,N +1,0.81,1,0,0,0,1,-1,0.38,N +1,0.94,1,1,1,0,0.2,-1,0.25,N +1,0.81,1,1,0,0,1,1,0.5,N +1,0.64,1,0,1,0,1,-1,0.38,N +1,0.69,1,0,1,0,0.8,-1,0.25,O +1,0.75,1,1,1,0,1,1,0.25,N +1,0.67,1,0,0,0,0.8,1,0.38,O +1,0.67,0,0,1,0,0.8,-1,0.25,N +1,0.75,1,0,0,0,0.6,0,0.25,N +1,0.67,1,1,0,0,0.8,-1,0.25,N +1,0.69,1,0,1,-1,1,-1,0.44,O +1,0.56,1,0,1,0,1,-1,0.63,N +1,0.67,1,0,0,0,1,-1,0.25,N +1,0.67,1,0,1,0,0.6,-1,0.38,O +1,0.78,1,1,0,1,0.6,-1,0.38,O +1,0.58,0,0,1,0,1,-1,0.19,N +1,0.67,0,0,1,0,0.6,0,0.5,O +1,0.61,1,0,1,0,1,-1,0.63,N +1,0.56,1,0,0,0,1,-1,0.44,N +1,0.64,0,0,0,0,1,-1,0.63,N +1,0.58,1,1,1,0,0.8,0,0.44,N +1,0.56,1,1,1,0,1,-1,0.63,N +-1,0.78,1,1,0,1,0.6,-1,0.38,N +-1,0.78,1,0,1,0,1,-1,0.25,N +-1,0.56,1,0,1,0,1,-1,0.63,N +-1,0.67,0,0,1,0,0.6,0,0.5,O +-1,0.69,1,0,0,0,1,-1,0.31,N +-1,0.53,1,1,1,0,0.8,1,0.5,N +-1,0.56,1,1,0,0,0.8,1,0.5,N +-1,0.58,1,0,1,-1,0.8,1,0.5,N +-1,0.56,1,0,0,0,1,-1,0.44,N +-1,0.53,1,1,0,1,1,0,0.31,N +-1,0.53,1,0,0,1,1,0,0.44,N +-0.33,0.56,1,0,0,0,1,-1,0.63,N +-0.33,0.72,1,1,0,0,0.6,1,0.19,N +-0.33,0.64,1,1,1,0,0.8,-1,0.31,N +-0.33,0.75,1,1,1,0,0.6,-1,0.19,N +-0.33,0.67,1,0,1,0,0.8,-1,0.19,N +-0.33,0.53,1,1,0,1,1,-1,0.75,N +-0.33,0.53,1,1,0,0,0.8,0,0.5,N +-0.33,0.58,1,1,1,-1,0.8,0,0.19,N +-0.33,0.61,1,0,1,0,1,-1,0.63,N +-0.33,0.58,1,0,1,0,0.8,1,0.19,N +-0.33,0.53,1,1,0,0,0.8,0,0.75,N +-0.33,0.69,1,1,1,-1,1,-1,0.75,N +-0.33,0.56,1,1,0,0,0.4,1,0.63,N +1,0.58,0,0,0,1,0.8,1,0.44,N +1,0.56,0,0,0,1,0.8,0,1,N +-1,0.64,1,0,0,1,1,1,0.25,N +-1,0.61,1,1,1,0,0.6,-1,0.38,N +-1,0.56,1,0,0,1,1,-1,0.5,N +-1,0.53,1,0,0,1,0.8,-1,0.31,N +-0.33,0.56,0,0,1,0,1,-1,0.56,N +-0.33,0.5,1,1,0,-1,0.8,0,0.88,N +-0.33,0.5,1,0,0,1,1,-1,0.47,N +-0.33,0.5,1,0,0,1,0.8,0,0.31,N +-0.33,0.5,1,0,1,-1,0.8,-1,0.5,N +-0.33,0.5,1,1,0,-1,0.8,0,0.88,O +0.33,0.69,1,0,0,1,1,-1,0.31,N +1,0.56,1,0,0,1,0.6,0,0.5,N +-1,0.5,1,0,0,1,0.8,-1,0.44,N +-1,0.53,1,0,0,1,0.8,-1,0.63,N +-1,0.78,1,0,1,1,1,1,0.25,N +-1,0.75,1,0,1,1,0.6,0,0.56,N +-1,0.72,1,1,1,1,0.8,-1,0.19,N +-1,0.53,1,1,0,1,0.8,-1,0.38,N +-1,1,1,0,1,1,0.6,0,0.25,N +-0.33,0.92,1,1,0,1,1,-1,0.63,N +-1,0.81,1,1,1,1,0.8,0,0.19,N +-0.33,0.92,1,0,0,1,0.6,-1,0.19,N +-0.33,0.86,1,1,1,1,1,-1,0.25,N +-0.33,0.78,1,0,0,1,1,1,0.06,O +-0.33,0.89,1,1,0,0,0.6,1,0.31,N +-0.33,0.75,1,1,1,0,0.6,1,0.25,N +-0.33,0.75,1,1,1,1,0.8,1,0.25,N +-0.33,0.83,1,1,1,0,1,-1,0.31,N +-0.33,0.81,1,1,1,0,1,1,0.38,N +-0.33,0.81,1,1,1,1,0.8,-1,0.38,N +0.33,0.78,1,0,0,0,1,1,0.06,N +0.33,0.75,1,1,0,0,0.8,-1,0.38,N +0.33,0.75,1,0,1,0,0.8,-1,0.44,O +1,0.58,1,0,0,0,0.6,1,0.5,N +-1,0.67,1,0,0,0,1,-1,0.5,N +-1,0.61,1,0,0,0,0.8,0,0.5,N +-1,0.67,1,1,1,0,1,-1,0.31,N +-1,0.64,1,0,1,0,1,0,0.19,N +-1,0.69,0,1,1,0,0.6,-1,0.19,N diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 8dcaafa..f460207 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -21,12 +21,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Your import here:\n", - "\n" + "import pandas as pd\n" ] }, { @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -62,12 +62,1230 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 36, "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
5NaNNaNFell{'type': 'Point', 'coordinates': [71.8, 32.1]}3794239.0Adhi KotValidEH432.1000071.800001919-01-01T00:00:00.000
6NaNNaNFell{'type': 'Point', 'coordinates': [95.16667, 44...390910.0Adzhi-Bogdo (stone)ValidLL3-644.8333395.166671949-01-01T00:00:00.000
7NaNNaNFell{'type': 'Point', 'coordinates': [0.61667, 44....39230000.0AgenValidH544.216670.616671814-01-01T00:00:00.000
8NaNNaNFell{'type': 'Point', 'coordinates': [-65.23333, -...3981620.0AguadaValidL6-31.60000-65.233331930-01-01T00:00:00.000
9NaNNaNFell{'type': 'Point', 'coordinates': [-64.55, -30....4171440.0Aguila BlancaValidL-30.86667-64.550001920-01-01T00:00:00.000
10NaNNaNFell{'type': 'Point', 'coordinates': [-9.57028, 16...4231000.0Aioun el AtroussValidDiogenite-pm16.39806-9.570281974-01-01T00:00:00.000
11NaNNaNFell{'type': 'Point', 'coordinates': [8.38333, 19....42424000.0AïrValidL619.083338.383331925-01-01T00:00:00.000
12NaNNaNFell{'type': 'Point', 'coordinates': [2.33333, 50....425NaNAire-sur-la-LysValidUnknown50.666672.333331769-01-01T00:00:00.000
13NaNNaNFell{'type': 'Point', 'coordinates': [35.05, 29.51...426779.0AkabaValidL629.5166735.050001949-01-01T00:00:00.000
14NaNNaNFell{'type': 'Point', 'coordinates': [77.95, 29.71...4271800.0AkbarpurValidH429.7166777.950001838-01-01T00:00:00.000
15NaNNaNFell{'type': 'Point', 'coordinates': [8.43333, 8.9...4323000.0AkwangaValidH8.916678.433331959-01-01T00:00:00.000
16NaNNaNFell{'type': 'Point', 'coordinates': [42.81667, 39...43350000.0AkyumakValidIron, IVA39.9166742.816671981-01-01T00:00:00.000
17NaNNaNFell{'type': 'Point', 'coordinates': [39.51667, 24...446160.0Al RaisValidCR2-an24.4166739.516671957-01-01T00:00:00.000
18NaNNaNFell{'type': 'Point', 'coordinates': [28.96, 13.66...447700.0Al ZarnkhValidLL513.6603328.960002001-01-01T00:00:00.000
19NaNNaNFell{'type': 'Point', 'coordinates': [4.08333, 44....4486000.0AlaisValidCI144.116674.083331806-01-01T00:00:00.000
20NaNNaNFell{'type': 'Point', 'coordinates': [11.01667, 44...4532000.0AlbaretoValidL/LL444.6500011.016671766-01-01T00:00:00.000
21NaNNaNFell{'type': 'Point', 'coordinates': [22.66667, 2]}454625.0AlbertaValidL2.0000022.666671949-01-01T00:00:00.000
22NaNNaNFell{'type': 'Point', 'coordinates': [6.01533, 45....458252.0Alby sur ChéranValidEucrite-mmict45.821336.015332002-01-01T00:00:00.000
23NaNNaNFell{'type': 'Point', 'coordinates': [-1.78333, 51...461700.0AldsworthValidLL551.78333-1.783331835-01-01T00:00:00.000
24NaNNaNFell{'type': 'Point', 'coordinates': [37.13333, 36...4623200.0AleppoValidL636.2333337.133331873-01-01T00:00:00.000
25NaNNaNFell{'type': 'Point', 'coordinates': [8.75, 44.883...463908.0AlessandriaValidH544.883338.750001860-01-01T00:00:00.000
26NaNNaNFell{'type': 'Point', 'coordinates': [31.81667, 50...4659251.0AlexandrovskyValidH450.9500031.816671900-01-01T00:00:00.000
27NaNNaNFell{'type': 'Point', 'coordinates': [10.15, 45.26...466228000.0AlfianelloValidL645.2666710.150001883-01-01T00:00:00.000
2850.0429.0Fell{'type': 'Point', 'coordinates': [-85.88333, 4...227632000.0AlleganValidH542.53333-85.883331899-01-01T00:00:00.000
29NaNNaNFell{'type': 'Point', 'coordinates': [-105.31667, ...22782000000.0AllendeValidCV326.96667-105.316671969-01-01T00:00:00.000
.......................................
97029.01637.0Fell{'type': 'Point', 'coordinates': [-86.2945, 33...237735560.0SylacaugaValidH433.18836-86.294501954-01-01T00:00:00.000
971NaNNaNFell{'type': 'Point', 'coordinates': [14.65, 49.4]}237767540.0TaborValidH549.4000014.650001753-01-01T00:00:00.000
972NaNNaNFell{'type': 'Point', 'coordinates': [5.41667, 36....237789000.0TadjeraValidL536.183335.416671867-01-01T00:00:00.000
973NaNNaNFell{'type': 'Point', 'coordinates': [-134.20139, ...2378210000.0Tagish LakeValidC2-ung59.70444-134.201392000-01-01T00:00:00.000
974NaNNaNFell{'type': 'Point', 'coordinates': [137.305, 34....237841000.0TaharaValidH4/534.72000137.305001991-01-01T00:00:00.000
975NaNNaNFell{'type': 'Point', 'coordinates': [134.9, 35.38...23789720.0TakenouchiValidH535.38333134.900001880-01-01T00:00:00.000
976NaNNaNFellNaN237911421.0TalampayaValidEucrite-cmNaNNaN1995-01-01T00:00:00.000
977NaNNaNFell{'type': 'Point', 'coordinates': [112.76667, -...2379510500.0TambakwatuValidL6-7.75000112.766671975-01-01T00:00:00.000
978NaNNaNFell{'type': 'Point', 'coordinates': [-7.015, 31.1...48691100000.0TamdakhtValidH531.16333-7.015002008-01-01T00:00:00.000
979NaNNaNFell{'type': 'Point', 'coordinates': [136.23333, 3...23801905.0TanéValidL535.43333136.233331918-01-01T00:00:00.000
980NaNNaNFell{'type': 'Point', 'coordinates': [122.9, 45.4]}238733850.0TaonanValidL545.40000122.900001965-01-01T00:00:00.000
981NaNNaNFell{'type': 'Point', 'coordinates': [10.41667, 32...2388412000.0TatahouineValidDiogenite32.9500010.416671931-01-01T00:00:00.000
982NaNNaNFell{'type': 'Point', 'coordinates': [43.73333, 19...238852500.0TathlithValidL619.3833343.733331967-01-01T00:00:00.000
983NaNNaNFell{'type': 'Point', 'coordinates': [44.45, 35.13...238876000.0TaukValidL635.1333344.450001929-01-01T00:00:00.000
984NaNNaNFell{'type': 'Point', 'coordinates': [23.5, 46.716...2388821000.0TautiValidL646.7166723.500001937-01-01T00:00:00.000
985NaNNaNFell{'type': 'Point', 'coordinates': [142.95, -25....23897160000.0TenhamValidL6-25.73333142.950001879-01-01T00:00:00.000
986NaNNaNFell{'type': 'Point', 'coordinates': [26.95, 58.03...2389828500.0TennasilmValidL458.0333326.950001872-01-01T00:00:00.000
987NaNNaNFell{'type': 'Point', 'coordinates': [70.6, 33.4]}23908342.0ThalValidH633.4000070.600001950-01-01T00:00:00.000
988NaNNaNFell{'type': 'Point', 'coordinates': [37.15028, -1...5449314200.0ThikaValidL6-1.0027837.150282011-01-01T00:00:00.000
989NaNNaNFell{'type': 'Point', 'coordinates': [27.58333, -2...2397645300.0ThuatheValidH4/5-29.3333327.583332002-01-01T00:00:00.000
990NaNNaNFell{'type': 'Point', 'coordinates': [118.99, 32.9...239842232.0TianzhangValidH532.94667118.990001986-01-01T00:00:00.000
991NaNNaNFell{'type': 'Point', 'coordinates': [17.11667, 49...2398928000.0TieschitzValidH/L3.649.6000017.116671878-01-01T00:00:00.000
99234.01762.0Fell{'type': 'Point', 'coordinates': [-89.68333, 3...2399874800.0TildenValidL638.20000-89.683331927-01-01T00:00:00.000
993NaNNaNFell{'type': 'Point', 'coordinates': [1.53333, 14....239993000.0TillaberiValidL614.250001.533331970-01-01T00:00:00.000
994NaNNaNFell{'type': 'Point', 'coordinates': [35.2, 54.5]}2400465500.0TimochinValidH554.5000035.200001807-01-01T00:00:00.000
995NaNNaNFell{'type': 'Point', 'coordinates': [79.41667, 13...24009230.0TirupatiValidH613.6333379.416671934-01-01T00:00:00.000
996NaNNaNFell{'type': 'Point', 'coordinates': [-7.61123, 29...548237000.0TissintValidMartian (shergottite)29.48195-7.611232011-01-01T00:00:00.000
997NaNNaNFell{'type': 'Point', 'coordinates': [111.53333, -...2401120000.0TjabeValidH6-7.08333111.533331869-01-01T00:00:00.000
998NaNNaNFell{'type': 'Point', 'coordinates': [106.58333, -...2401216500.0TjerebonValidL5-6.66667106.583331922-01-01T00:00:00.000
999NaNNaNFell{'type': 'Point', 'coordinates': [34.76667, 47...24019600.0TomakovkaValidLL647.8500034.766671905-01-01T00:00:00.000
\n", + "

1000 rows × 12 columns

\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", + "5 NaN NaN Fell \n", + "6 NaN NaN Fell \n", + "7 NaN NaN Fell \n", + "8 NaN NaN Fell \n", + "9 NaN NaN Fell \n", + "10 NaN NaN Fell \n", + "11 NaN NaN Fell \n", + "12 NaN NaN Fell \n", + "13 NaN NaN Fell \n", + "14 NaN NaN Fell \n", + "15 NaN NaN Fell \n", + "16 NaN NaN Fell \n", + "17 NaN NaN Fell \n", + "18 NaN NaN Fell \n", + "19 NaN NaN Fell \n", + "20 NaN NaN Fell \n", + "21 NaN NaN Fell \n", + "22 NaN NaN Fell \n", + "23 NaN NaN Fell \n", + "24 NaN NaN Fell \n", + "25 NaN NaN Fell \n", + "26 NaN NaN Fell \n", + "27 NaN NaN Fell \n", + "28 50.0 429.0 Fell \n", + "29 NaN NaN Fell \n", + ".. ... ... ... \n", + "970 29.0 1637.0 Fell \n", + "971 NaN NaN Fell \n", + "972 NaN NaN Fell \n", + "973 NaN NaN Fell \n", + "974 NaN NaN Fell \n", + "975 NaN NaN Fell \n", + "976 NaN NaN Fell \n", + "977 NaN NaN Fell \n", + "978 NaN NaN Fell \n", + "979 NaN NaN Fell \n", + "980 NaN NaN Fell \n", + "981 NaN NaN Fell \n", + "982 NaN NaN Fell \n", + "983 NaN NaN Fell \n", + "984 NaN NaN Fell \n", + "985 NaN NaN Fell \n", + "986 NaN NaN Fell \n", + "987 NaN NaN Fell \n", + "988 NaN NaN Fell \n", + "989 NaN NaN Fell \n", + "990 NaN NaN Fell \n", + "991 NaN NaN Fell \n", + "992 34.0 1762.0 Fell \n", + "993 NaN NaN Fell \n", + "994 NaN NaN Fell \n", + "995 NaN NaN Fell \n", + "996 NaN NaN Fell \n", + "997 NaN NaN Fell \n", + "998 NaN NaN Fell \n", + "999 NaN NaN Fell \n", + "\n", + " geolocation id mass \\\n", + "0 {'type': 'Point', 'coordinates': [6.08333, 50.... 1 21.0 \n", + "1 {'type': 'Point', 'coordinates': [10.23333, 56... 2 720.0 \n", + "2 {'type': 'Point', 'coordinates': [-113, 54.216... 6 107000.0 \n", + "3 {'type': 'Point', 'coordinates': [-99.9, 16.88... 10 1914.0 \n", + "4 {'type': 'Point', 'coordinates': [-64.95, -33.... 370 780.0 \n", + "5 {'type': 'Point', 'coordinates': [71.8, 32.1]} 379 4239.0 \n", + "6 {'type': 'Point', 'coordinates': [95.16667, 44... 390 910.0 \n", + "7 {'type': 'Point', 'coordinates': [0.61667, 44.... 392 30000.0 \n", + "8 {'type': 'Point', 'coordinates': [-65.23333, -... 398 1620.0 \n", + "9 {'type': 'Point', 'coordinates': [-64.55, -30.... 417 1440.0 \n", + "10 {'type': 'Point', 'coordinates': [-9.57028, 16... 423 1000.0 \n", + "11 {'type': 'Point', 'coordinates': [8.38333, 19.... 424 24000.0 \n", + "12 {'type': 'Point', 'coordinates': [2.33333, 50.... 425 NaN \n", + "13 {'type': 'Point', 'coordinates': [35.05, 29.51... 426 779.0 \n", + "14 {'type': 'Point', 'coordinates': [77.95, 29.71... 427 1800.0 \n", + "15 {'type': 'Point', 'coordinates': [8.43333, 8.9... 432 3000.0 \n", + "16 {'type': 'Point', 'coordinates': [42.81667, 39... 433 50000.0 \n", + "17 {'type': 'Point', 'coordinates': [39.51667, 24... 446 160.0 \n", + "18 {'type': 'Point', 'coordinates': [28.96, 13.66... 447 700.0 \n", + "19 {'type': 'Point', 'coordinates': [4.08333, 44.... 448 6000.0 \n", + "20 {'type': 'Point', 'coordinates': [11.01667, 44... 453 2000.0 \n", + "21 {'type': 'Point', 'coordinates': [22.66667, 2]} 454 625.0 \n", + "22 {'type': 'Point', 'coordinates': [6.01533, 45.... 458 252.0 \n", + "23 {'type': 'Point', 'coordinates': [-1.78333, 51... 461 700.0 \n", + "24 {'type': 'Point', 'coordinates': [37.13333, 36... 462 3200.0 \n", + "25 {'type': 'Point', 'coordinates': [8.75, 44.883... 463 908.0 \n", + "26 {'type': 'Point', 'coordinates': [31.81667, 50... 465 9251.0 \n", + "27 {'type': 'Point', 'coordinates': [10.15, 45.26... 466 228000.0 \n", + "28 {'type': 'Point', 'coordinates': [-85.88333, 4... 2276 32000.0 \n", + "29 {'type': 'Point', 'coordinates': [-105.31667, ... 2278 2000000.0 \n", + ".. ... ... ... \n", + "970 {'type': 'Point', 'coordinates': [-86.2945, 33... 23773 5560.0 \n", + "971 {'type': 'Point', 'coordinates': [14.65, 49.4]} 23776 7540.0 \n", + "972 {'type': 'Point', 'coordinates': [5.41667, 36.... 23778 9000.0 \n", + "973 {'type': 'Point', 'coordinates': [-134.20139, ... 23782 10000.0 \n", + "974 {'type': 'Point', 'coordinates': [137.305, 34.... 23784 1000.0 \n", + "975 {'type': 'Point', 'coordinates': [134.9, 35.38... 23789 720.0 \n", + "976 NaN 23791 1421.0 \n", + "977 {'type': 'Point', 'coordinates': [112.76667, -... 23795 10500.0 \n", + "978 {'type': 'Point', 'coordinates': [-7.015, 31.1... 48691 100000.0 \n", + "979 {'type': 'Point', 'coordinates': [136.23333, 3... 23801 905.0 \n", + "980 {'type': 'Point', 'coordinates': [122.9, 45.4]} 23873 3850.0 \n", + "981 {'type': 'Point', 'coordinates': [10.41667, 32... 23884 12000.0 \n", + "982 {'type': 'Point', 'coordinates': [43.73333, 19... 23885 2500.0 \n", + "983 {'type': 'Point', 'coordinates': [44.45, 35.13... 23887 6000.0 \n", + "984 {'type': 'Point', 'coordinates': [23.5, 46.716... 23888 21000.0 \n", + "985 {'type': 'Point', 'coordinates': [142.95, -25.... 23897 160000.0 \n", + "986 {'type': 'Point', 'coordinates': [26.95, 58.03... 23898 28500.0 \n", + "987 {'type': 'Point', 'coordinates': [70.6, 33.4]} 23908 342.0 \n", + "988 {'type': 'Point', 'coordinates': [37.15028, -1... 54493 14200.0 \n", + "989 {'type': 'Point', 'coordinates': [27.58333, -2... 23976 45300.0 \n", + "990 {'type': 'Point', 'coordinates': [118.99, 32.9... 23984 2232.0 \n", + "991 {'type': 'Point', 'coordinates': [17.11667, 49... 23989 28000.0 \n", + "992 {'type': 'Point', 'coordinates': [-89.68333, 3... 23998 74800.0 \n", + "993 {'type': 'Point', 'coordinates': [1.53333, 14.... 23999 3000.0 \n", + "994 {'type': 'Point', 'coordinates': [35.2, 54.5]} 24004 65500.0 \n", + "995 {'type': 'Point', 'coordinates': [79.41667, 13... 24009 230.0 \n", + "996 {'type': 'Point', 'coordinates': [-7.61123, 29... 54823 7000.0 \n", + "997 {'type': 'Point', 'coordinates': [111.53333, -... 24011 20000.0 \n", + "998 {'type': 'Point', 'coordinates': [106.58333, -... 24012 16500.0 \n", + "999 {'type': 'Point', 'coordinates': [34.76667, 47... 24019 600.0 \n", + "\n", + " name nametype recclass reclat reclong \\\n", + "0 Aachen Valid L5 50.77500 6.08333 \n", + "1 Aarhus Valid H6 56.18333 10.23333 \n", + "2 Abee Valid EH4 54.21667 -113.00000 \n", + "3 Acapulco Valid Acapulcoite 16.88333 -99.90000 \n", + "4 Achiras Valid L6 -33.16667 -64.95000 \n", + "5 Adhi Kot Valid EH4 32.10000 71.80000 \n", + "6 Adzhi-Bogdo (stone) Valid LL3-6 44.83333 95.16667 \n", + "7 Agen Valid H5 44.21667 0.61667 \n", + "8 Aguada Valid L6 -31.60000 -65.23333 \n", + "9 Aguila Blanca Valid L -30.86667 -64.55000 \n", + "10 Aioun el Atrouss Valid Diogenite-pm 16.39806 -9.57028 \n", + "11 Aïr Valid L6 19.08333 8.38333 \n", + "12 Aire-sur-la-Lys Valid Unknown 50.66667 2.33333 \n", + "13 Akaba Valid L6 29.51667 35.05000 \n", + "14 Akbarpur Valid H4 29.71667 77.95000 \n", + "15 Akwanga Valid H 8.91667 8.43333 \n", + "16 Akyumak Valid Iron, IVA 39.91667 42.81667 \n", + "17 Al Rais Valid CR2-an 24.41667 39.51667 \n", + "18 Al Zarnkh Valid LL5 13.66033 28.96000 \n", + "19 Alais Valid CI1 44.11667 4.08333 \n", + "20 Albareto Valid L/LL4 44.65000 11.01667 \n", + "21 Alberta Valid L 2.00000 22.66667 \n", + "22 Alby sur Chéran Valid Eucrite-mmict 45.82133 6.01533 \n", + "23 Aldsworth Valid LL5 51.78333 -1.78333 \n", + "24 Aleppo Valid L6 36.23333 37.13333 \n", + "25 Alessandria Valid H5 44.88333 8.75000 \n", + "26 Alexandrovsky Valid H4 50.95000 31.81667 \n", + "27 Alfianello Valid L6 45.26667 10.15000 \n", + "28 Allegan Valid H5 42.53333 -85.88333 \n", + "29 Allende Valid CV3 26.96667 -105.31667 \n", + ".. ... ... ... ... ... \n", + "970 Sylacauga Valid H4 33.18836 -86.29450 \n", + "971 Tabor Valid H5 49.40000 14.65000 \n", + "972 Tadjera Valid L5 36.18333 5.41667 \n", + "973 Tagish Lake Valid C2-ung 59.70444 -134.20139 \n", + "974 Tahara Valid H4/5 34.72000 137.30500 \n", + "975 Takenouchi Valid H5 35.38333 134.90000 \n", + "976 Talampaya Valid Eucrite-cm NaN NaN \n", + "977 Tambakwatu Valid L6 -7.75000 112.76667 \n", + "978 Tamdakht Valid H5 31.16333 -7.01500 \n", + "979 Tané Valid L5 35.43333 136.23333 \n", + "980 Taonan Valid L5 45.40000 122.90000 \n", + "981 Tatahouine Valid Diogenite 32.95000 10.41667 \n", + "982 Tathlith Valid L6 19.38333 43.73333 \n", + "983 Tauk Valid L6 35.13333 44.45000 \n", + "984 Tauti Valid L6 46.71667 23.50000 \n", + "985 Tenham Valid L6 -25.73333 142.95000 \n", + "986 Tennasilm Valid L4 58.03333 26.95000 \n", + "987 Thal Valid H6 33.40000 70.60000 \n", + "988 Thika Valid L6 -1.00278 37.15028 \n", + "989 Thuathe Valid H4/5 -29.33333 27.58333 \n", + "990 Tianzhang Valid H5 32.94667 118.99000 \n", + "991 Tieschitz Valid H/L3.6 49.60000 17.11667 \n", + "992 Tilden Valid L6 38.20000 -89.68333 \n", + "993 Tillaberi Valid L6 14.25000 1.53333 \n", + "994 Timochin Valid H5 54.50000 35.20000 \n", + "995 Tirupati Valid H6 13.63333 79.41667 \n", + "996 Tissint Valid Martian (shergottite) 29.48195 -7.61123 \n", + "997 Tjabe Valid H6 -7.08333 111.53333 \n", + "998 Tjerebon Valid L5 -6.66667 106.58333 \n", + "999 Tomakovka Valid LL6 47.85000 34.76667 \n", + "\n", + " year \n", + "0 1880-01-01T00:00:00.000 \n", + "1 1951-01-01T00:00:00.000 \n", + "2 1952-01-01T00:00:00.000 \n", + "3 1976-01-01T00:00:00.000 \n", + "4 1902-01-01T00:00:00.000 \n", + "5 1919-01-01T00:00:00.000 \n", + "6 1949-01-01T00:00:00.000 \n", + "7 1814-01-01T00:00:00.000 \n", + "8 1930-01-01T00:00:00.000 \n", + "9 1920-01-01T00:00:00.000 \n", + "10 1974-01-01T00:00:00.000 \n", + "11 1925-01-01T00:00:00.000 \n", + "12 1769-01-01T00:00:00.000 \n", + "13 1949-01-01T00:00:00.000 \n", + "14 1838-01-01T00:00:00.000 \n", + "15 1959-01-01T00:00:00.000 \n", + "16 1981-01-01T00:00:00.000 \n", + "17 1957-01-01T00:00:00.000 \n", + "18 2001-01-01T00:00:00.000 \n", + "19 1806-01-01T00:00:00.000 \n", + "20 1766-01-01T00:00:00.000 \n", + "21 1949-01-01T00:00:00.000 \n", + "22 2002-01-01T00:00:00.000 \n", + "23 1835-01-01T00:00:00.000 \n", + "24 1873-01-01T00:00:00.000 \n", + "25 1860-01-01T00:00:00.000 \n", + "26 1900-01-01T00:00:00.000 \n", + "27 1883-01-01T00:00:00.000 \n", + "28 1899-01-01T00:00:00.000 \n", + "29 1969-01-01T00:00:00.000 \n", + ".. ... \n", + "970 1954-01-01T00:00:00.000 \n", + "971 1753-01-01T00:00:00.000 \n", + "972 1867-01-01T00:00:00.000 \n", + "973 2000-01-01T00:00:00.000 \n", + "974 1991-01-01T00:00:00.000 \n", + "975 1880-01-01T00:00:00.000 \n", + "976 1995-01-01T00:00:00.000 \n", + "977 1975-01-01T00:00:00.000 \n", + "978 2008-01-01T00:00:00.000 \n", + "979 1918-01-01T00:00:00.000 \n", + "980 1965-01-01T00:00:00.000 \n", + "981 1931-01-01T00:00:00.000 \n", + "982 1967-01-01T00:00:00.000 \n", + "983 1929-01-01T00:00:00.000 \n", + "984 1937-01-01T00:00:00.000 \n", + "985 1879-01-01T00:00:00.000 \n", + "986 1872-01-01T00:00:00.000 \n", + "987 1950-01-01T00:00:00.000 \n", + "988 2011-01-01T00:00:00.000 \n", + "989 2002-01-01T00:00:00.000 \n", + "990 1986-01-01T00:00:00.000 \n", + "991 1878-01-01T00:00:00.000 \n", + "992 1927-01-01T00:00:00.000 \n", + "993 1970-01-01T00:00:00.000 \n", + "994 1807-01-01T00:00:00.000 \n", + "995 1934-01-01T00:00:00.000 \n", + "996 2011-01-01T00:00:00.000 \n", + "997 1869-01-01T00:00:00.000 \n", + "998 1922-01-01T00:00:00.000 \n", + "999 1905-01-01T00:00:00.000 \n", + "\n", + "[1000 rows x 12 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "nasa = pd.read_json(json_data)\n", + "nasa\n" ] }, { @@ -79,12 +1297,155 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 37, "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": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "nasa.head()\n" ] }, { @@ -98,11 +1459,25 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Fell 996\n", + "Found 4\n", + "Name: fall, dtype: int64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", + "pd.value_counts(nasa['fall'])\n", "\n" ] }, @@ -120,7 +1495,7 @@ "outputs": [], "source": [ "# Your code here:\n", - "\n" + "nasa.to_json('nasa.json', orient='records')\n" ] }, { @@ -150,10 +1525,917 @@ "cell_type": "code", "execution_count": 8, "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
5Andrew M. Allen1987.012.0Retired1955-08-04Philadelphia, PAMaleVillanova University; University of FloridaMechanical EngineeringBusiness AdministrationLieutenant ColonelUS Marine Corps (Retired)390600.0STS-46 (Atlantis), STS-62 (Columbia), STS-75 (...NaTNaN
6Joseph P. Allen1967.06.0Retired1937-06-27Crawsfordsville, INMaleDePauw University; Yale UniversityMathematics & PhysicsPhysicsNaNNaN2313212.0ST-5 (Columbia), STS 51-A (Discovery)NaTNaN
7Scott D. Altman1995.015.0Retired1959-08-15Lincoln, ILMaleUniversity of Illinois; US Naval Postgraduate ...Aeronautical & Astronautical EngineeringAeronautical EngineeringCaptainUS Navy (Retired)4123600.0STS-90 (Columbia), STS-106 (Atlantis), STS-109...NaTNaN
8William A. Anders1963.03.0Retired1933-10-17Hong KongMaleUS Naval Academy; Air Force Institute of Techn...Nuclear EngineeringNuclear EngineeringMajor GeneralUS Air Force Reserves (Retired)114700.0Apollo 8NaTNaN
9Clayton C. Anderson1998.017.0Retired1959-02-23Omaha, NEMaleHastings College; Iowa State UniversityPhysicsAerospace EngineeringNaNNaN24005638.0STS-117/120 (Atlantis/Discovery), STS-131 (Dis...NaTNaN
10Michael P. Anderson1995.015.0Deceased1959-12-25Plattsburgh, NYMaleUniversity of Washington; Creighton UniversityPhysics & AstronomyPhysicsLieutenant ColonelUS Air Force259400.0STS-89 (Endeavor), STS-107 (Columbia)2003-02-01STS-107 (Columbia)
11Dominic A. Antonelli2000.018.0Active1967-08-23Detroit, MIMaleMIT; University of WashingtonAeronautics & AstronauticsAeronautics & AstronauticsCommanderUS Navy257900.0STS-119 (Discovery), STS-132 (Atlantis)NaTNaN
12Jerome Apt III1985.011.0Retired1949-04-18Springfield, MAMaleHarvard University; MITPhysicsPhysicsNaNNaN4847211.0STS-37 (Atlantis), STS-47 (Endeavor), STS-59 (...NaTNaN
13Lee J. Archambault1998.017.0Retired1960-08-25Oak Park, ILMaleUniversity of Illinois-UrbanaAeronautical & Astronautical EngineeringAeronautical & Astronautical EngineeringColonelUS Air Force263900.0STS-117 (Atlantis), STS-119 (Discovery)NaTNaN
14Neil A. Armstrong1962.02.0Deceased1930-08-05Wapakoneta, OHMalePurdue University; University of Southern Cali...Aeronautical EngineeringAerospace EngineeringNaNNaN220512.0Gemini 8, Apollo 112012-08-25NaN
15Richard R. Arnold II2004.019.0Active1963-11-26Cheverly, MDMaleFrostburg State University; University of Mary...AccountingEnvironmental ScienceNaNNaN1307212.0STS-119 (Discovery)NaTNaN
16Jeffrey S. Ashby1995.015.0Retired1954-06-01Dallas, TXMaleUniversity of Idaho; University of TennesseeMechanical EngineeringAviation SystemsCaptainUS Navy (Retired)365500.0STS-93 (Columbia), STS-100 (Endeavor), STS-112...NaTNaN
17Serena M. Aunon2009.020.0Active1976-04-09Indianapolis, INFemaleGeorge Washington University; University of TexasElectrical EngineeringMedicineNaNNaN0000.0NaNNaTNaN
18James P. Bagian1980.09.0Retired1952-02-22Philadelphia, PAMaleDrexel University; Thomas Jefferson UniversityMechanical EngineeringMedicineNaNNaN233700.0STS-29 (Discovery), STS-40 (Columbia)NaTNaN
19Ellen S. Baker1984.010.0Retired1953-04-27Fayettesville, NCFemaleState University of New York-Buffalo; Cornell ...GeologyMedicine; Public HealthNaNNaN368600.0STS-34 (Atlantis), STS-50 (Columbia), STS-71 (...NaTNaN
20Michael A. Baker1985.011.0Management1953-10-27Memphis, TNMaleUniversity of TexasAerospace EngineeringNaNCaptainUS Navy (Retired)496500.0STS-43 (Atlantis), STS-52 (Columbia), STS-68 (...NaTNaN
21Michael R. Barratt2000.018.0Active1959-04-16Vancouver, WAMaleUniversity of Washington; Northwestern Univers...ZoologyMedicine; Aerospace MedicineNaNNaN2507515.0ISS-19/20 (Soyuz), STS-133 (Discovery)NaTNaN
22Daniel T. Barry1992.014.0Retired1953-12-30Norwalk, CTMaleCornell University; Princeton University; Univ...Electrical EngineeringElectrical Engineering; Computer Science; Medi...NaNNaN3733426.0STS-72 (Endeavor), STS-96 (Discovery), STS-105...NaTNaN
23John-David F. BartoeNaNNaNRetired1944-11-17Abington, PAMaleLehigh University; Georgetown UniversityPhysicsPhysicsNaNNaN119000.0STS 51-F (Challenger)NaTNaN
24Charles A. Bassett II1963.03.0Deceased1931-12-30Dayton, OHMaleTexas Technological CollegeElectrical EngineeringNaNCaptainUS Air Force0000.0NaN1966-02-28NaN
25Alan L. Bean1963.03.0Retired1932-03-15Wheeler, TXMaleUniversity of TexasAeronautical EngineeringNaNCaptainUS Navy (Retired)21671310.0Apollo 12, Skylab 3NaTNaN
26Robert L. Behnken2000.018.0Active1970-07-28Creve Couer, MOMaleWashington University; California Institute of...Physics & Mechanical EngineeringMechanical EngineeringColonelUS Air Force2708637.0STS-123 (Endeavor), STS-130 (Endeavor)NaTNaN
27John E. Blaha1980.09.0Retired1942-08-26San Antonio, TXMaleUS Air Force Academy; Purdue UniversityEngineering ScienceAstronautical EngineeringColonelUS Air Force (Retired)5386100.0STS-29 (Discovery), STS-33 (Discovery), STS-43...NaTNaN
28Michael J. Bloomfield1995.015.0Retired1959-03-16Flint, MIMaleUS Air Force Academy; Old Dominion UniversityEngineering MechanicsEngineering ManagementColonelUS Air Force (Retired)377900.0STS-86 (Atlantis), STS-97 (Endeavor), STS-110 ...NaTNaN
29Guion S. Bluford Jr.1978.08.0Retired1942-11-22Philadelphia, PAMalePennsylvania State University; Air Force Insti...Aerospace EngineeringAerospace Engineering; Business AdministrationColonelUS Air Force (Retired)468900.0STS-8 (Challenger), STS 61-A (Challenger), STS...NaTNaN
............................................................
327Charles Lacy Veach1984.010.0Deceased1944-09-18Chicago, ILMaleUS Air Force AcademyEngineering ManagementNaNNaNNaN243600.0STS-39 (Discovery), STS-52 (Columbia)1995-10-03NaN
328Terry W. Virts Jr.2000.018.0Active1967-12-01Baltimore, MDMaleUS Air Force Academy; Embry-Riddle Aeronautica...MathematicsAeronauticsColonelUS Air Force25122318.0STS-130 (Endeavor), ISS-42/43 (Soyuz)NaTNaN
329James S. Voss1987.012.0Retired1949-03-03Cordova, ALMaleAuburn University; University of ColoradoAerospace EngineeringAerospace Engineering SciencesColonelUS Army (Retired)54853422.0STS-44 (Atlantis), STS-53 (Discovery), STS-69 ...NaTNaN
330Janice E. Voss1990.013.0Deceased1956-10-08South Bend, INFemalePurdue University; MITEngineering ScienceElectrical Engineering; Aeronautics & Astronau...NaNNaN5117900.0STS-57 (Endeavor), STS-63 (Discovery), STS-83 ...2012-02-06NaN
331Rex J. Walheim1996.016.0Active1962-10-10Redwood, CAMaleUniversity of California-Berkeley; University ...Mechanical EngineeringIndustrial EngineeringColonelUS Air Force (Retired)3872536.0STS-110 (Atlantis), STS-122 (Atlantis), STS-13...NaTNaN
332Charles D. WalkerNaNNaNRetired1948-08-29Bedford, INMalePurdue UniversityAeronautical & Astronautical EngineeringNaNNaNNaN347700.0STS 41-D (Discovery), STS 51-D (Discovery), ST...NaTNaN
333David M. Walker1978.08.0Deceased1944-05-20Columbus, GAMaleUS Naval AcademyNaval SciencesNaNCaptainUS Navy (Retired)472400.0STS 51-A (Discovery), STS-30 (Atlantis), STS-5...2001-04-23NaN
334Shannon Walker2004.019.0Active1965-06-04Houston, TXFemaleRice UniversitySpace PhysicsSpace PhysicsNaNNaN1391900.0ISS-24/25 (Soyuz)NaTNaN
335Carl E. Walz1990.013.0Retired1955-09-06Cleveland, OHMaleKent State University; John Carroll UniversityPhysicsSolid State PhysicsColonelUS Air Force45533319.0STS-51 (Discovery), STS-65 (Columbia), STS-79 ...NaTNaN
336Taylor G. WangNaNNaNRetired1940-06-16Jiangxi, ChinaMaleUniversity of California at Los AngelesPhysicsPhysicsNaNNaN116800.0STS 51-B (Challenger)NaTNaN
337Mary E. Weber1992.014.0Retired1962-08-24Cleveland, OHFemalePurdue University; University of California-Be...Chemical EngineeringPhysical ChemistryNaNNaN245000.0STS-70 (Discovery), STS-101 (Atlantis)NaTNaN
338Paul J. Weitz1966.05.0Retired1932-06-25Erie, PAMalePennsylvania State University; US Naval Postgr...Aeronautical EngineeringAeronautical EngineeringCaptainUS Navy (Retired)279312.0Skylab 2, STS-6 (Challenger)NaTNaN
339James D. Wetherbee1984.010.0Retired1952-11-27Flushing, NYMaleUniversity of Notre DameAerospace EngineeringNaNCaptainUS Navy (Retired)6159400.0STS-32 (Columbia), STS-52 (Columbia), STS-63 (...NaTNaN
340Douglas H. Wheelock1998.017.0Active1960-05-05Binghamton, NYMaleUS Military Academy; Georgia Institute of Tech...Applied Science & EngineeringAerospace EngineeringColonelUS Army24281643.0STS-120 (Discovery), ISS-24/25 (Soyuz)NaTNaN
341Edward H. White II1962.02.0Deceased1930-11-14San Antonio, TXMaleUS Military Academy; University of MichiganNaNAeronautical EngineeringLieutenant ColonelUS Air Force29710.5Gemini 4, Apollo 11967-01-27Apollo 1
342Peggy A. Whitson1996.016.0Active1960-02-09Mt. Ayr, IAFemaleIowa Wesleyan College; Rice UniversityChemistry & BiologyBiochemistryNaNNaN311698746.0STS-111/113 (Endeavor), ISS-16 (Soyuz), ISS-50...NaTNaN
343Terrence W. Wilcutt1990.013.0Management1949-10-31Russellville, KYMaleWestern Kentucky UniversityMathematicsNaNNaNNaN4100800.0STS-68 (Endeavor), STS-79 (Atlantis), STS-89 (...NaTNaN
344Clifton C. Williams Jr.1963.03.0Deceased1932-09-26Mobile, ALMaleAuburn UniversityMechanical EngineeringNaNMajorUS Marine Corps0000.0NaN1967-10-05NaN
345Donald E. Williams1978.08.0Retired1958-02-13Lafayette, INMalePurdue UniversityMechanical EngineeringNaNCaptainUS Navy (Retired)228700.0STS 51-D (Discovery), STS-34 (Atlantis)NaTNaN
346Jeffrey N. Williams1996.016.0Active1958-01-18Superior, WIMaleUS Military Academy; US Naval Postgraduate Sch...Applied Science & EngineeringAeronautical Engineering; National Security & ...ColonelUS Army (Retired)412818532.0STS-101 (Atlantis), ISS-13 (Soyuz), ISS-21/22 ...NaTNaN
347Sunita L. Williams1998.017.0Active1965-09-19Euclid, OHFemaleUS Naval Academy; Florida Institute of TechnologyPhysical ScienceEngineering ManagementCaptainUS Navy27721750.0STS-116/117 (Discovery/Atlantis), ISS-32/33 (S...NaTNaN
348Barry E. Wilmore2000.018.0Active1962-12-29Murfreesboro, TNMaleTennessee Technological University; University...Electrical EngineeringElectrical Engineering; Aviation SystemsCaptainUS Navy24272425.0STS-129 (Atlantis), ISS-41/42 (Soyuz)NaTNaN
349Stephanie D. Wilson1996.016.0Active1966-09-27Boston, MAFemaleHarvard University; University of TexasEngineering ScienceAerospace EngineeringNaNNaN3103100.0STS-121 (Discovery), STS-120 (Discovery), STS-...NaTNaN
350G. Reid Wiseman2009.020.0Active1975-11-11Baltimore, MDMaleRensselaer Polytechnic Institute; Johns Hopkin...Computer & Systems EngineeringSystems EngineeringCommanderUS Navy13968213.0ISS-40/41 (Soyuz)NaTNaN
351Peter J. K. Wisoff1990.013.0Retired1958-08-16Norfolk, VAMaleUniversity of Virginia; Stanford UniversityPhysicsApplied PhysicsNaNNaN41064320.0STS-57 (Endeavor), STS-68 (Endeavor), STS-81 (...NaTNaN
352David A. Wolf1990.013.0Retired1956-08-23Indianapolis, INMalePurdue University; Indiana UniversityElectrical EngineeringMedicineNaNNaN34044741.0STS-58 (Columbia). STS-86/89 (Atlantis/Endeavo...NaTNaN
353Neil W. Woodward III1998.017.0Retired1962-07-26Chicago, ILMaleMIT; University of Texas-Austin; George Washin...PhysicsPhysics; Business ManagementCommanderUS Navy0000.0NaNNaTNaN
354Alfred M. Worden1966.05.0Retired1932-02-07Jackson, MIMaleUS Military Academy; University of MichiganMilitary ScienceAeronautical & Astronautical EngineeringColonelUS Air Force (Retired)129510.5Apollo 15NaTNaN
355John W. Young1962.02.0Retired1930-09-24San Francisco, CAMaleGeorgia Institute of TechnologyAeronautical EngineeringNaNCaptainUS Navy (Retired)6835320.0Gemini 3, Gemini 10, Apollo 10, Apollo 16, STS...NaTNaN
356George D. Zamka1998.017.0Retired1962-06-29Jersey City, NJMaleUS Naval Academy; Florida Institute of TechnologyMathematicsEngineering ManagementColonelUS Marine Corps (Retired)269200.0STS-120 (Discovery), STS-130 (Endeavor)NaTNaN
\n", + "

357 rows × 19 columns

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" + ], + "text/plain": [ + " Name Year Group Status Birth Date \\\n", + "0 Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 \n", + "1 Loren W. Acton NaN NaN Retired 1936-03-07 \n", + "2 James C. Adamson 1984.0 10.0 Retired 1946-03-03 \n", + "3 Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 \n", + "4 Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 \n", + "5 Andrew M. Allen 1987.0 12.0 Retired 1955-08-04 \n", + "6 Joseph P. Allen 1967.0 6.0 Retired 1937-06-27 \n", + "7 Scott D. Altman 1995.0 15.0 Retired 1959-08-15 \n", + "8 William A. Anders 1963.0 3.0 Retired 1933-10-17 \n", + "9 Clayton C. Anderson 1998.0 17.0 Retired 1959-02-23 \n", + "10 Michael P. Anderson 1995.0 15.0 Deceased 1959-12-25 \n", + "11 Dominic A. Antonelli 2000.0 18.0 Active 1967-08-23 \n", + "12 Jerome Apt III 1985.0 11.0 Retired 1949-04-18 \n", + "13 Lee J. Archambault 1998.0 17.0 Retired 1960-08-25 \n", + "14 Neil A. Armstrong 1962.0 2.0 Deceased 1930-08-05 \n", + "15 Richard R. Arnold II 2004.0 19.0 Active 1963-11-26 \n", + "16 Jeffrey S. Ashby 1995.0 15.0 Retired 1954-06-01 \n", + "17 Serena M. Aunon 2009.0 20.0 Active 1976-04-09 \n", + "18 James P. Bagian 1980.0 9.0 Retired 1952-02-22 \n", + "19 Ellen S. Baker 1984.0 10.0 Retired 1953-04-27 \n", + "20 Michael A. Baker 1985.0 11.0 Management 1953-10-27 \n", + "21 Michael R. Barratt 2000.0 18.0 Active 1959-04-16 \n", + "22 Daniel T. Barry 1992.0 14.0 Retired 1953-12-30 \n", + "23 John-David F. Bartoe NaN NaN Retired 1944-11-17 \n", + "24 Charles A. Bassett II 1963.0 3.0 Deceased 1931-12-30 \n", + "25 Alan L. Bean 1963.0 3.0 Retired 1932-03-15 \n", + "26 Robert L. Behnken 2000.0 18.0 Active 1970-07-28 \n", + "27 John E. Blaha 1980.0 9.0 Retired 1942-08-26 \n", + "28 Michael J. Bloomfield 1995.0 15.0 Retired 1959-03-16 \n", + "29 Guion S. Bluford Jr. 1978.0 8.0 Retired 1942-11-22 \n", + ".. ... ... ... ... ... \n", + "327 Charles Lacy Veach 1984.0 10.0 Deceased 1944-09-18 \n", + "328 Terry W. Virts Jr. 2000.0 18.0 Active 1967-12-01 \n", + "329 James S. Voss 1987.0 12.0 Retired 1949-03-03 \n", + "330 Janice E. Voss 1990.0 13.0 Deceased 1956-10-08 \n", + "331 Rex J. Walheim 1996.0 16.0 Active 1962-10-10 \n", + "332 Charles D. Walker NaN NaN Retired 1948-08-29 \n", + "333 David M. Walker 1978.0 8.0 Deceased 1944-05-20 \n", + "334 Shannon Walker 2004.0 19.0 Active 1965-06-04 \n", + "335 Carl E. Walz 1990.0 13.0 Retired 1955-09-06 \n", + "336 Taylor G. Wang NaN NaN Retired 1940-06-16 \n", + "337 Mary E. Weber 1992.0 14.0 Retired 1962-08-24 \n", + "338 Paul J. Weitz 1966.0 5.0 Retired 1932-06-25 \n", + "339 James D. Wetherbee 1984.0 10.0 Retired 1952-11-27 \n", + "340 Douglas H. Wheelock 1998.0 17.0 Active 1960-05-05 \n", + "341 Edward H. White II 1962.0 2.0 Deceased 1930-11-14 \n", + "342 Peggy A. Whitson 1996.0 16.0 Active 1960-02-09 \n", + "343 Terrence W. Wilcutt 1990.0 13.0 Management 1949-10-31 \n", + "344 Clifton C. Williams Jr. 1963.0 3.0 Deceased 1932-09-26 \n", + "345 Donald E. Williams 1978.0 8.0 Retired 1958-02-13 \n", + "346 Jeffrey N. Williams 1996.0 16.0 Active 1958-01-18 \n", + "347 Sunita L. Williams 1998.0 17.0 Active 1965-09-19 \n", + "348 Barry E. Wilmore 2000.0 18.0 Active 1962-12-29 \n", + "349 Stephanie D. Wilson 1996.0 16.0 Active 1966-09-27 \n", + "350 G. Reid Wiseman 2009.0 20.0 Active 1975-11-11 \n", + "351 Peter J. K. Wisoff 1990.0 13.0 Retired 1958-08-16 \n", + "352 David A. Wolf 1990.0 13.0 Retired 1956-08-23 \n", + "353 Neil W. Woodward III 1998.0 17.0 Retired 1962-07-26 \n", + "354 Alfred M. Worden 1966.0 5.0 Retired 1932-02-07 \n", + "355 John W. Young 1962.0 2.0 Retired 1930-09-24 \n", + "356 George D. Zamka 1998.0 17.0 Retired 1962-06-29 \n", + "\n", + " Birth Place Gender \\\n", + "0 Inglewood, CA Male \n", + "1 Lewiston, MT Male \n", + "2 Warsaw, NY Male \n", + "3 St. Louis, MO Male \n", + "4 Montclair, NJ Male \n", + "5 Philadelphia, PA Male \n", + "6 Crawsfordsville, IN Male \n", + "7 Lincoln, IL Male \n", + "8 Hong Kong Male \n", + "9 Omaha, NE Male \n", + "10 Plattsburgh, NY Male \n", + "11 Detroit, MI Male \n", + "12 Springfield, MA Male \n", + "13 Oak Park, IL Male \n", + "14 Wapakoneta, OH Male \n", + "15 Cheverly, MD Male \n", + "16 Dallas, TX Male \n", + "17 Indianapolis, IN Female \n", + "18 Philadelphia, PA Male \n", + "19 Fayettesville, NC Female \n", + "20 Memphis, TN Male \n", + "21 Vancouver, WA Male \n", + "22 Norwalk, CT Male \n", + "23 Abington, PA Male \n", + "24 Dayton, OH Male \n", + "25 Wheeler, TX Male \n", + "26 Creve Couer, MO Male \n", + "27 San Antonio, TX Male \n", + "28 Flint, MI Male \n", + "29 Philadelphia, PA Male \n", + ".. ... ... \n", + "327 Chicago, IL Male \n", + "328 Baltimore, MD Male \n", + "329 Cordova, AL Male \n", + "330 South Bend, IN Female \n", + "331 Redwood, CA Male \n", + "332 Bedford, IN Male \n", + "333 Columbus, GA Male \n", + "334 Houston, TX Female \n", + "335 Cleveland, OH Male \n", + "336 Jiangxi, China Male \n", + "337 Cleveland, OH Female \n", + "338 Erie, PA Male \n", + "339 Flushing, NY Male \n", + "340 Binghamton, NY Male \n", + "341 San Antonio, TX Male \n", + "342 Mt. Ayr, IA Female \n", + "343 Russellville, KY Male \n", + "344 Mobile, AL Male \n", + "345 Lafayette, IN Male \n", + "346 Superior, WI Male \n", + "347 Euclid, OH Female \n", + "348 Murfreesboro, TN Male \n", + "349 Boston, MA Female \n", + "350 Baltimore, MD Male \n", + "351 Norfolk, VA Male \n", + "352 Indianapolis, IN Male \n", + "353 Chicago, IL Male \n", + "354 Jackson, MI Male \n", + "355 San Francisco, CA Male \n", + "356 Jersey City, NJ Male \n", + "\n", + " Alma Mater \\\n", + "0 University of California-Santa Barbara; Univer... \n", + "1 Montana State University; University of Colorado \n", + "2 US Military Academy; Princeton University \n", + "3 University of Missouri-Rolla \n", + "4 US Military Academy; MIT \n", + "5 Villanova University; University of Florida \n", + "6 DePauw University; Yale University \n", + "7 University of Illinois; US Naval Postgraduate ... \n", + "8 US Naval Academy; Air Force Institute of Techn... \n", + "9 Hastings College; Iowa State University \n", + "10 University of Washington; Creighton University \n", + "11 MIT; University of Washington \n", + "12 Harvard University; MIT \n", + "13 University of Illinois-Urbana \n", + "14 Purdue University; University of Southern Cali... \n", + "15 Frostburg State University; University of Mary... \n", + "16 University of Idaho; University of Tennessee \n", + "17 George Washington University; University of Texas \n", + "18 Drexel University; Thomas Jefferson University \n", + "19 State University of New York-Buffalo; Cornell ... \n", + "20 University of Texas \n", + "21 University of Washington; Northwestern Univers... \n", + "22 Cornell University; Princeton University; Univ... \n", + "23 Lehigh University; Georgetown University \n", + "24 Texas Technological College \n", + "25 University of Texas \n", + "26 Washington University; California Institute of... \n", + "27 US Air Force Academy; Purdue University \n", + "28 US Air Force Academy; Old Dominion University \n", + "29 Pennsylvania State University; Air Force Insti... \n", + ".. ... \n", + "327 US Air Force Academy \n", + "328 US Air Force Academy; Embry-Riddle Aeronautica... \n", + "329 Auburn University; University of Colorado \n", + "330 Purdue University; MIT \n", + "331 University of California-Berkeley; University ... \n", + "332 Purdue University \n", + "333 US Naval Academy \n", + "334 Rice University \n", + "335 Kent State University; John Carroll University \n", + "336 University of California at Los Angeles \n", + "337 Purdue University; University of California-Be... \n", + "338 Pennsylvania State University; US Naval Postgr... \n", + "339 University of Notre Dame \n", + "340 US Military Academy; Georgia Institute of Tech... \n", + "341 US Military Academy; University of Michigan \n", + "342 Iowa Wesleyan College; Rice University \n", + "343 Western Kentucky University \n", + "344 Auburn University \n", + "345 Purdue University \n", + "346 US Military Academy; US Naval Postgraduate Sch... \n", + "347 US Naval Academy; Florida Institute of Technology \n", + "348 Tennessee Technological University; University... \n", + "349 Harvard University; University of Texas \n", + "350 Rensselaer Polytechnic Institute; Johns Hopkin... \n", + "351 University of Virginia; Stanford University \n", + "352 Purdue University; Indiana University \n", + "353 MIT; University of Texas-Austin; George Washin... \n", + "354 US Military Academy; University of Michigan \n", + "355 Georgia Institute of Technology \n", + "356 US Naval Academy; Florida Institute of Technology \n", + "\n", + " Undergraduate Major \\\n", + "0 Geology \n", + "1 Engineering Physics \n", + "2 Engineering \n", + "3 Applied Mathematics \n", + "4 Mechanical Engineering \n", + "5 Mechanical Engineering \n", + "6 Mathematics & Physics \n", + "7 Aeronautical & Astronautical Engineering \n", + "8 Nuclear Engineering \n", + "9 Physics \n", + "10 Physics & Astronomy \n", + "11 Aeronautics & Astronautics \n", + "12 Physics \n", + "13 Aeronautical & Astronautical Engineering \n", + "14 Aeronautical Engineering \n", + "15 Accounting \n", + "16 Mechanical Engineering \n", + "17 Electrical Engineering \n", + "18 Mechanical Engineering \n", + "19 Geology \n", + "20 Aerospace Engineering \n", + "21 Zoology \n", + "22 Electrical Engineering \n", + "23 Physics \n", + "24 Electrical Engineering \n", + "25 Aeronautical Engineering \n", + "26 Physics & Mechanical Engineering \n", + "27 Engineering Science \n", + "28 Engineering Mechanics \n", + "29 Aerospace Engineering \n", + ".. ... \n", + "327 Engineering Management \n", + "328 Mathematics \n", + "329 Aerospace Engineering \n", + "330 Engineering Science \n", + "331 Mechanical Engineering \n", + "332 Aeronautical & Astronautical Engineering \n", + "333 Naval Sciences \n", + "334 Space Physics \n", + "335 Physics \n", + "336 Physics \n", + "337 Chemical Engineering \n", + "338 Aeronautical Engineering \n", + "339 Aerospace Engineering \n", + "340 Applied Science & Engineering \n", + "341 NaN \n", + "342 Chemistry & Biology \n", + "343 Mathematics \n", + "344 Mechanical Engineering \n", + "345 Mechanical Engineering \n", + "346 Applied Science & Engineering \n", + "347 Physical Science \n", + "348 Electrical Engineering \n", + "349 Engineering Science \n", + "350 Computer & Systems Engineering \n", + "351 Physics \n", + "352 Electrical Engineering \n", + "353 Physics \n", + "354 Military Science \n", + "355 Aeronautical Engineering \n", + "356 Mathematics \n", + "\n", + " Graduate Major Military Rank \\\n", + "0 Geology NaN \n", + "1 Solar Physics NaN \n", + "2 Aerospace Engineering Colonel \n", + "3 Applied Mathematics Colonel \n", + "4 Astronautics Colonel \n", + "5 Business Administration Lieutenant Colonel \n", + "6 Physics NaN \n", + "7 Aeronautical Engineering Captain \n", + "8 Nuclear Engineering Major General \n", + "9 Aerospace Engineering NaN \n", + "10 Physics Lieutenant Colonel \n", + "11 Aeronautics & Astronautics Commander \n", + "12 Physics NaN \n", + "13 Aeronautical & Astronautical Engineering Colonel \n", + "14 Aerospace Engineering NaN \n", + "15 Environmental Science NaN \n", + "16 Aviation Systems Captain \n", + "17 Medicine NaN \n", + "18 Medicine NaN \n", + "19 Medicine; 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NaT \n", + "4 Gemini 12, Apollo 11 NaT \n", + "5 STS-46 (Atlantis), STS-62 (Columbia), STS-75 (... NaT \n", + "6 ST-5 (Columbia), STS 51-A (Discovery) NaT \n", + "7 STS-90 (Columbia), STS-106 (Atlantis), STS-109... NaT \n", + "8 Apollo 8 NaT \n", + "9 STS-117/120 (Atlantis/Discovery), STS-131 (Dis... NaT \n", + "10 STS-89 (Endeavor), STS-107 (Columbia) 2003-02-01 \n", + "11 STS-119 (Discovery), STS-132 (Atlantis) NaT \n", + "12 STS-37 (Atlantis), STS-47 (Endeavor), STS-59 (... NaT \n", + "13 STS-117 (Atlantis), STS-119 (Discovery) NaT \n", + "14 Gemini 8, Apollo 11 2012-08-25 \n", + "15 STS-119 (Discovery) NaT \n", + "16 STS-93 (Columbia), STS-100 (Endeavor), STS-112... NaT \n", + "17 NaN NaT \n", + "18 STS-29 (Discovery), STS-40 (Columbia) NaT \n", + "19 STS-34 (Atlantis), STS-50 (Columbia), STS-71 (... NaT \n", + "20 STS-43 (Atlantis), STS-52 (Columbia), STS-68 (... NaT \n", + "21 ISS-19/20 (Soyuz), STS-133 (Discovery) NaT \n", + "22 STS-72 (Endeavor), STS-96 (Discovery), STS-105... NaT \n", + "23 STS 51-F (Challenger) NaT \n", + "24 NaN 1966-02-28 \n", + "25 Apollo 12, Skylab 3 NaT \n", + "26 STS-123 (Endeavor), STS-130 (Endeavor) NaT \n", + "27 STS-29 (Discovery), STS-33 (Discovery), STS-43... NaT \n", + "28 STS-86 (Atlantis), STS-97 (Endeavor), STS-110 ... NaT \n", + "29 STS-8 (Challenger), STS 61-A (Challenger), STS... NaT \n", + ".. ... ... \n", + "327 STS-39 (Discovery), STS-52 (Columbia) 1995-10-03 \n", + "328 STS-130 (Endeavor), ISS-42/43 (Soyuz) NaT \n", + "329 STS-44 (Atlantis), STS-53 (Discovery), STS-69 ... NaT \n", + "330 STS-57 (Endeavor), STS-63 (Discovery), STS-83 ... 2012-02-06 \n", + "331 STS-110 (Atlantis), STS-122 (Atlantis), STS-13... NaT \n", + "332 STS 41-D (Discovery), STS 51-D (Discovery), ST... NaT \n", + "333 STS 51-A (Discovery), STS-30 (Atlantis), STS-5... 2001-04-23 \n", + "334 ISS-24/25 (Soyuz) NaT \n", + "335 STS-51 (Discovery), STS-65 (Columbia), STS-79 ... NaT \n", + "336 STS 51-B (Challenger) NaT \n", + "337 STS-70 (Discovery), STS-101 (Atlantis) NaT \n", + "338 Skylab 2, STS-6 (Challenger) NaT \n", + "339 STS-32 (Columbia), STS-52 (Columbia), STS-63 (... NaT \n", + "340 STS-120 (Discovery), ISS-24/25 (Soyuz) NaT \n", + "341 Gemini 4, Apollo 1 1967-01-27 \n", + "342 STS-111/113 (Endeavor), ISS-16 (Soyuz), ISS-50... NaT \n", + "343 STS-68 (Endeavor), STS-79 (Atlantis), STS-89 (... NaT \n", + "344 NaN 1967-10-05 \n", + "345 STS 51-D (Discovery), STS-34 (Atlantis) NaT \n", + "346 STS-101 (Atlantis), ISS-13 (Soyuz), ISS-21/22 ... NaT \n", + "347 STS-116/117 (Discovery/Atlantis), ISS-32/33 (S... NaT \n", + "348 STS-129 (Atlantis), ISS-41/42 (Soyuz) NaT \n", + "349 STS-121 (Discovery), STS-120 (Discovery), STS-... NaT \n", + "350 ISS-40/41 (Soyuz) NaT \n", + "351 STS-57 (Endeavor), STS-68 (Endeavor), STS-81 (... NaT \n", + "352 STS-58 (Columbia). STS-86/89 (Atlantis/Endeavo... NaT \n", + "353 NaN NaT \n", + "354 Apollo 15 NaT \n", + "355 Gemini 3, Gemini 10, Apollo 10, Apollo 16, STS... NaT \n", + "356 STS-120 (Discovery), STS-130 (Endeavor) NaT \n", + "\n", + " Death Mission \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN \n", + "10 STS-107 (Columbia) \n", + "11 NaN \n", + "12 NaN \n", + "13 NaN \n", + "14 NaN \n", + "15 NaN \n", + "16 NaN \n", + "17 NaN \n", + "18 NaN \n", + "19 NaN \n", + "20 NaN \n", + "21 NaN \n", + "22 NaN \n", + "23 NaN \n", + "24 NaN \n", + "25 NaN \n", + "26 NaN \n", + "27 NaN \n", + "28 NaN \n", + "29 NaN \n", + ".. ... \n", + "327 NaN \n", + "328 NaN \n", + "329 NaN \n", + "330 NaN \n", + "331 NaN \n", + "332 NaN \n", + "333 NaN \n", + "334 NaN \n", + "335 NaN \n", + "336 NaN \n", + "337 NaN \n", + "338 NaN \n", + "339 NaN \n", + "340 NaN \n", + "341 Apollo 1 \n", + "342 NaN \n", + "343 NaN \n", + "344 NaN \n", + "345 NaN \n", + "346 NaN \n", + "347 NaN \n", + "348 NaN \n", + "349 NaN \n", + "350 NaN \n", + "351 NaN \n", + "352 NaN \n", + "353 NaN \n", + "354 NaN \n", + "355 NaN \n", + "356 NaN \n", + "\n", + "[357 rows x 19 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "astronaut = pd.read_excel('astronauts.xls')\n", + "astronaut\n" ] }, { @@ -220,12 +4589,212 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "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
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" + ], + "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": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "\n", + "astronaut.head()" ] }, { @@ -237,11 +4806,85 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Physics 35\n", + "Aerospace Engineering 33\n", + "Mechanical Engineering 30\n", + "Aeronautical Engineering 28\n", + "Electrical Engineering 23\n", + "Engineering Science 13\n", + "Engineering 12\n", + "Mathematics 11\n", + "Chemistry 10\n", + "Naval Sciences 9\n", + "Chemical Engineering 9\n", + "Astronautical Engineering 8\n", + "Aeronautical & Astronautical Engineering 6\n", + "Mathematics & Physics 5\n", + "Civil Engineering 5\n", + "Biology 5\n", + "Geology 5\n", + "Applied Science & Engineering 4\n", + "Physics & Astronomy 4\n", + "Computer Science 3\n", + "Applied Mathematics 3\n", + "Aeronautics & Astronautics 3\n", + "Engineering Physics 3\n", + "Chemistry & Biology 2\n", + "Ocean Engineering 2\n", + "Education 2\n", + "Engineering Mechanics 2\n", + "Zoology 2\n", + "Physics & Mathematics 2\n", + "Engineering Management 2\n", + " ..\n", + "Physiology 1\n", + "Mechanical & Aeronautical Engineering 1\n", + "Marine Engineering & Nautical Science 1\n", + "Animal Science 1\n", + "Computer & Systems Engineering 1\n", + "Applied Biology; Mechanical Engineering 1\n", + "Molecular Biology 1\n", + "Physics; English 1\n", + "Electrical Engineering; Computer Science 1\n", + "Geosciences 1\n", + "Physics & Astronautical Engineering 1\n", + "Industrial Engineering 1\n", + "Physics & Mechanical Engineering 1\n", + "Mathematical & Electrical Science 1\n", + "Astronomy 1\n", + "Space Physics 1\n", + "Animal Nutrition 1\n", + "Astronautics 1\n", + "Economics 1\n", + "Business Economics 1\n", + "Mathematics; Russian 1\n", + "Industrial Management 1\n", + "Military Engineering 1\n", + "Electronics Engineering 1\n", + "Mathematics & Economics 1\n", + "Nuclear Engineering 1\n", + "Mathematics & Statistics; Chemistry 1\n", + "Business Finance 1\n", + "Accounting 1\n", + "Chemistry; Physiological Optics 1\n", + "Name: Undergraduate Major, Length: 83, dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", + "pd.value_counts(astronaut['Undergraduate Major'])\n", + "\n", "\n" ] }, @@ -254,12 +4897,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", - "\n" + "\n", + "astronaut.to_csv('./astronaut.csv',sep = \"\\t\")\n" ] }, { @@ -273,14 +4917,141 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", + "fertility = pd.read_csv('fertility_Diagnosis.txt',sep=',')\n", "\n" ] }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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