From 8503fa097547a9009149b1b37674e5d2e039e23d Mon Sep 17 00:00:00 2001
From: Patricia Collado <patriciacollado@MacBook-Pro-de-Patricia.local>
Date: Thu, 11 Jul 2019 12:11:56 -0500
Subject: [PATCH] PP-MX-FT (Eduardo y Patricia)

---
 .DS_Store                                     |   Bin 0 -> 6148 bytes
 .../.ipynb_checkpoints/main-checkpoint.ipynb  |   313 +
 your-code/astronaut.csv                       |   716 +-
 your-code/fertility_Diagnosis.txt             |   100 +
 your-code/main.ipynb                          |  4827 ++++-
 your-code/nasa.json                           |     2 +-
 your-code/shuttle.cvs                         | 14501 ++++++++++++++++
 7 files changed, 20072 insertions(+), 387 deletions(-)
 create mode 100644 .DS_Store
 create mode 100644 your-code/.ipynb_checkpoints/main-checkpoint.ipynb
 create mode 100644 your-code/fertility_Diagnosis.txt
 create mode 100644 your-code/shuttle.cvs

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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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>:@computed_region_cbhk_fwbd</th>\n",
+       "      <th>:@computed_region_nnqa_25f4</th>\n",
+       "      <th>fall</th>\n",
+       "      <th>geolocation</th>\n",
+       "      <th>id</th>\n",
+       "      <th>mass</th>\n",
+       "      <th>name</th>\n",
+       "      <th>nametype</th>\n",
+       "      <th>recclass</th>\n",
+       "      <th>reclat</th>\n",
+       "      <th>reclong</th>\n",
+       "      <th>year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [6.08333, 50....</td>\n",
+       "      <td>1</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Aachen</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>50.77500</td>\n",
+       "      <td>6.08333</td>\n",
+       "      <td>1880-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [10.23333, 56...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>720.0</td>\n",
+       "      <td>Aarhus</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H6</td>\n",
+       "      <td>56.18333</td>\n",
+       "      <td>10.23333</td>\n",
+       "      <td>1951-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-113, 54.216...</td>\n",
+       "      <td>6</td>\n",
+       "      <td>107000.0</td>\n",
+       "      <td>Abee</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>EH4</td>\n",
+       "      <td>54.21667</td>\n",
+       "      <td>-113.00000</td>\n",
+       "      <td>1952-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-99.9, 16.88...</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1914.0</td>\n",
+       "      <td>Acapulco</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Acapulcoite</td>\n",
+       "      <td>16.88333</td>\n",
+       "      <td>-99.90000</td>\n",
+       "      <td>1976-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-64.95, -33....</td>\n",
+       "      <td>370</td>\n",
+       "      <td>780.0</td>\n",
+       "      <td>Achiras</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-33.16667</td>\n",
+       "      <td>-64.95000</td>\n",
+       "      <td>1902-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [71.8, 32.1]}</td>\n",
+       "      <td>379</td>\n",
+       "      <td>4239.0</td>\n",
+       "      <td>Adhi Kot</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>EH4</td>\n",
+       "      <td>32.10000</td>\n",
+       "      <td>71.80000</td>\n",
+       "      <td>1919-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [95.16667, 44...</td>\n",
+       "      <td>390</td>\n",
+       "      <td>910.0</td>\n",
+       "      <td>Adzhi-Bogdo (stone)</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>LL3-6</td>\n",
+       "      <td>44.83333</td>\n",
+       "      <td>95.16667</td>\n",
+       "      <td>1949-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [0.61667, 44....</td>\n",
+       "      <td>392</td>\n",
+       "      <td>30000.0</td>\n",
+       "      <td>Agen</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>44.21667</td>\n",
+       "      <td>0.61667</td>\n",
+       "      <td>1814-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-65.23333, -...</td>\n",
+       "      <td>398</td>\n",
+       "      <td>1620.0</td>\n",
+       "      <td>Aguada</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-31.60000</td>\n",
+       "      <td>-65.23333</td>\n",
+       "      <td>1930-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-64.55, -30....</td>\n",
+       "      <td>417</td>\n",
+       "      <td>1440.0</td>\n",
+       "      <td>Aguila Blanca</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L</td>\n",
+       "      <td>-30.86667</td>\n",
+       "      <td>-64.55000</td>\n",
+       "      <td>1920-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-9.57028, 16...</td>\n",
+       "      <td>423</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>Aioun el Atrouss</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Diogenite-pm</td>\n",
+       "      <td>16.39806</td>\n",
+       "      <td>-9.57028</td>\n",
+       "      <td>1974-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [8.38333, 19....</td>\n",
+       "      <td>424</td>\n",
+       "      <td>24000.0</td>\n",
+       "      <td>Aïr</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>19.08333</td>\n",
+       "      <td>8.38333</td>\n",
+       "      <td>1925-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [2.33333, 50....</td>\n",
+       "      <td>425</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Aire-sur-la-Lys</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>50.66667</td>\n",
+       "      <td>2.33333</td>\n",
+       "      <td>1769-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [35.05, 29.51...</td>\n",
+       "      <td>426</td>\n",
+       "      <td>779.0</td>\n",
+       "      <td>Akaba</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>29.51667</td>\n",
+       "      <td>35.05000</td>\n",
+       "      <td>1949-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [77.95, 29.71...</td>\n",
+       "      <td>427</td>\n",
+       "      <td>1800.0</td>\n",
+       "      <td>Akbarpur</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H4</td>\n",
+       "      <td>29.71667</td>\n",
+       "      <td>77.95000</td>\n",
+       "      <td>1838-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [8.43333, 8.9...</td>\n",
+       "      <td>432</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>Akwanga</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H</td>\n",
+       "      <td>8.91667</td>\n",
+       "      <td>8.43333</td>\n",
+       "      <td>1959-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [42.81667, 39...</td>\n",
+       "      <td>433</td>\n",
+       "      <td>50000.0</td>\n",
+       "      <td>Akyumak</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Iron, IVA</td>\n",
+       "      <td>39.91667</td>\n",
+       "      <td>42.81667</td>\n",
+       "      <td>1981-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [39.51667, 24...</td>\n",
+       "      <td>446</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>Al Rais</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>CR2-an</td>\n",
+       "      <td>24.41667</td>\n",
+       "      <td>39.51667</td>\n",
+       "      <td>1957-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [28.96, 13.66...</td>\n",
+       "      <td>447</td>\n",
+       "      <td>700.0</td>\n",
+       "      <td>Al Zarnkh</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>LL5</td>\n",
+       "      <td>13.66033</td>\n",
+       "      <td>28.96000</td>\n",
+       "      <td>2001-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [4.08333, 44....</td>\n",
+       "      <td>448</td>\n",
+       "      <td>6000.0</td>\n",
+       "      <td>Alais</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>CI1</td>\n",
+       "      <td>44.11667</td>\n",
+       "      <td>4.08333</td>\n",
+       "      <td>1806-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [11.01667, 44...</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>Albareto</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L/LL4</td>\n",
+       "      <td>44.65000</td>\n",
+       "      <td>11.01667</td>\n",
+       "      <td>1766-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [22.66667, 2]}</td>\n",
+       "      <td>454</td>\n",
+       "      <td>625.0</td>\n",
+       "      <td>Alberta</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L</td>\n",
+       "      <td>2.00000</td>\n",
+       "      <td>22.66667</td>\n",
+       "      <td>1949-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [6.01533, 45....</td>\n",
+       "      <td>458</td>\n",
+       "      <td>252.0</td>\n",
+       "      <td>Alby sur Chéran</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Eucrite-mmict</td>\n",
+       "      <td>45.82133</td>\n",
+       "      <td>6.01533</td>\n",
+       "      <td>2002-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-1.78333, 51...</td>\n",
+       "      <td>461</td>\n",
+       "      <td>700.0</td>\n",
+       "      <td>Aldsworth</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>LL5</td>\n",
+       "      <td>51.78333</td>\n",
+       "      <td>-1.78333</td>\n",
+       "      <td>1835-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [37.13333, 36...</td>\n",
+       "      <td>462</td>\n",
+       "      <td>3200.0</td>\n",
+       "      <td>Aleppo</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>36.23333</td>\n",
+       "      <td>37.13333</td>\n",
+       "      <td>1873-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [8.75, 44.883...</td>\n",
+       "      <td>463</td>\n",
+       "      <td>908.0</td>\n",
+       "      <td>Alessandria</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>44.88333</td>\n",
+       "      <td>8.75000</td>\n",
+       "      <td>1860-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [31.81667, 50...</td>\n",
+       "      <td>465</td>\n",
+       "      <td>9251.0</td>\n",
+       "      <td>Alexandrovsky</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H4</td>\n",
+       "      <td>50.95000</td>\n",
+       "      <td>31.81667</td>\n",
+       "      <td>1900-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [10.15, 45.26...</td>\n",
+       "      <td>466</td>\n",
+       "      <td>228000.0</td>\n",
+       "      <td>Alfianello</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>45.26667</td>\n",
+       "      <td>10.15000</td>\n",
+       "      <td>1883-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>50.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-85.88333, 4...</td>\n",
+       "      <td>2276</td>\n",
+       "      <td>32000.0</td>\n",
+       "      <td>Allegan</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>42.53333</td>\n",
+       "      <td>-85.88333</td>\n",
+       "      <td>1899-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-105.31667, ...</td>\n",
+       "      <td>2278</td>\n",
+       "      <td>2000000.0</td>\n",
+       "      <td>Allende</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>CV3</td>\n",
+       "      <td>26.96667</td>\n",
+       "      <td>-105.31667</td>\n",
+       "      <td>1969-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>970</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>1637.0</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-86.2945, 33...</td>\n",
+       "      <td>23773</td>\n",
+       "      <td>5560.0</td>\n",
+       "      <td>Sylacauga</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H4</td>\n",
+       "      <td>33.18836</td>\n",
+       "      <td>-86.29450</td>\n",
+       "      <td>1954-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>971</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [14.65, 49.4]}</td>\n",
+       "      <td>23776</td>\n",
+       "      <td>7540.0</td>\n",
+       "      <td>Tabor</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>49.40000</td>\n",
+       "      <td>14.65000</td>\n",
+       "      <td>1753-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>972</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [5.41667, 36....</td>\n",
+       "      <td>23778</td>\n",
+       "      <td>9000.0</td>\n",
+       "      <td>Tadjera</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>36.18333</td>\n",
+       "      <td>5.41667</td>\n",
+       "      <td>1867-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>973</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-134.20139, ...</td>\n",
+       "      <td>23782</td>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>Tagish Lake</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>C2-ung</td>\n",
+       "      <td>59.70444</td>\n",
+       "      <td>-134.20139</td>\n",
+       "      <td>2000-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>974</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [137.305, 34....</td>\n",
+       "      <td>23784</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>Tahara</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H4/5</td>\n",
+       "      <td>34.72000</td>\n",
+       "      <td>137.30500</td>\n",
+       "      <td>1991-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>975</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [134.9, 35.38...</td>\n",
+       "      <td>23789</td>\n",
+       "      <td>720.0</td>\n",
+       "      <td>Takenouchi</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>35.38333</td>\n",
+       "      <td>134.90000</td>\n",
+       "      <td>1880-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>976</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>23791</td>\n",
+       "      <td>1421.0</td>\n",
+       "      <td>Talampaya</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Eucrite-cm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1995-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>977</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [112.76667, -...</td>\n",
+       "      <td>23795</td>\n",
+       "      <td>10500.0</td>\n",
+       "      <td>Tambakwatu</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-7.75000</td>\n",
+       "      <td>112.76667</td>\n",
+       "      <td>1975-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>978</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-7.015, 31.1...</td>\n",
+       "      <td>48691</td>\n",
+       "      <td>100000.0</td>\n",
+       "      <td>Tamdakht</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>31.16333</td>\n",
+       "      <td>-7.01500</td>\n",
+       "      <td>2008-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>979</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [136.23333, 3...</td>\n",
+       "      <td>23801</td>\n",
+       "      <td>905.0</td>\n",
+       "      <td>Tané</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>35.43333</td>\n",
+       "      <td>136.23333</td>\n",
+       "      <td>1918-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>980</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [122.9, 45.4]}</td>\n",
+       "      <td>23873</td>\n",
+       "      <td>3850.0</td>\n",
+       "      <td>Taonan</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>45.40000</td>\n",
+       "      <td>122.90000</td>\n",
+       "      <td>1965-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>981</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [10.41667, 32...</td>\n",
+       "      <td>23884</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>Tatahouine</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Diogenite</td>\n",
+       "      <td>32.95000</td>\n",
+       "      <td>10.41667</td>\n",
+       "      <td>1931-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>982</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [43.73333, 19...</td>\n",
+       "      <td>23885</td>\n",
+       "      <td>2500.0</td>\n",
+       "      <td>Tathlith</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>19.38333</td>\n",
+       "      <td>43.73333</td>\n",
+       "      <td>1967-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>983</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [44.45, 35.13...</td>\n",
+       "      <td>23887</td>\n",
+       "      <td>6000.0</td>\n",
+       "      <td>Tauk</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>35.13333</td>\n",
+       "      <td>44.45000</td>\n",
+       "      <td>1929-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>984</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [23.5, 46.716...</td>\n",
+       "      <td>23888</td>\n",
+       "      <td>21000.0</td>\n",
+       "      <td>Tauti</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>46.71667</td>\n",
+       "      <td>23.50000</td>\n",
+       "      <td>1937-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>985</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [142.95, -25....</td>\n",
+       "      <td>23897</td>\n",
+       "      <td>160000.0</td>\n",
+       "      <td>Tenham</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-25.73333</td>\n",
+       "      <td>142.95000</td>\n",
+       "      <td>1879-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>986</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [26.95, 58.03...</td>\n",
+       "      <td>23898</td>\n",
+       "      <td>28500.0</td>\n",
+       "      <td>Tennasilm</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L4</td>\n",
+       "      <td>58.03333</td>\n",
+       "      <td>26.95000</td>\n",
+       "      <td>1872-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>987</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [70.6, 33.4]}</td>\n",
+       "      <td>23908</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>Thal</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H6</td>\n",
+       "      <td>33.40000</td>\n",
+       "      <td>70.60000</td>\n",
+       "      <td>1950-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>988</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [37.15028, -1...</td>\n",
+       "      <td>54493</td>\n",
+       "      <td>14200.0</td>\n",
+       "      <td>Thika</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-1.00278</td>\n",
+       "      <td>37.15028</td>\n",
+       "      <td>2011-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>989</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [27.58333, -2...</td>\n",
+       "      <td>23976</td>\n",
+       "      <td>45300.0</td>\n",
+       "      <td>Thuathe</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H4/5</td>\n",
+       "      <td>-29.33333</td>\n",
+       "      <td>27.58333</td>\n",
+       "      <td>2002-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>990</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [118.99, 32.9...</td>\n",
+       "      <td>23984</td>\n",
+       "      <td>2232.0</td>\n",
+       "      <td>Tianzhang</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>32.94667</td>\n",
+       "      <td>118.99000</td>\n",
+       "      <td>1986-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>991</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [17.11667, 49...</td>\n",
+       "      <td>23989</td>\n",
+       "      <td>28000.0</td>\n",
+       "      <td>Tieschitz</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H/L3.6</td>\n",
+       "      <td>49.60000</td>\n",
+       "      <td>17.11667</td>\n",
+       "      <td>1878-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>992</th>\n",
+       "      <td>34.0</td>\n",
+       "      <td>1762.0</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-89.68333, 3...</td>\n",
+       "      <td>23998</td>\n",
+       "      <td>74800.0</td>\n",
+       "      <td>Tilden</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>38.20000</td>\n",
+       "      <td>-89.68333</td>\n",
+       "      <td>1927-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>993</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [1.53333, 14....</td>\n",
+       "      <td>23999</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>Tillaberi</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>14.25000</td>\n",
+       "      <td>1.53333</td>\n",
+       "      <td>1970-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>994</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [35.2, 54.5]}</td>\n",
+       "      <td>24004</td>\n",
+       "      <td>65500.0</td>\n",
+       "      <td>Timochin</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H5</td>\n",
+       "      <td>54.50000</td>\n",
+       "      <td>35.20000</td>\n",
+       "      <td>1807-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [79.41667, 13...</td>\n",
+       "      <td>24009</td>\n",
+       "      <td>230.0</td>\n",
+       "      <td>Tirupati</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H6</td>\n",
+       "      <td>13.63333</td>\n",
+       "      <td>79.41667</td>\n",
+       "      <td>1934-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-7.61123, 29...</td>\n",
+       "      <td>54823</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>Tissint</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Martian (shergottite)</td>\n",
+       "      <td>29.48195</td>\n",
+       "      <td>-7.61123</td>\n",
+       "      <td>2011-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [111.53333, -...</td>\n",
+       "      <td>24011</td>\n",
+       "      <td>20000.0</td>\n",
+       "      <td>Tjabe</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H6</td>\n",
+       "      <td>-7.08333</td>\n",
+       "      <td>111.53333</td>\n",
+       "      <td>1869-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [106.58333, -...</td>\n",
+       "      <td>24012</td>\n",
+       "      <td>16500.0</td>\n",
+       "      <td>Tjerebon</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>-6.66667</td>\n",
+       "      <td>106.58333</td>\n",
+       "      <td>1922-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [34.76667, 47...</td>\n",
+       "      <td>24019</td>\n",
+       "      <td>600.0</td>\n",
+       "      <td>Tomakovka</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>LL6</td>\n",
+       "      <td>47.85000</td>\n",
+       "      <td>34.76667</td>\n",
+       "      <td>1905-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>:@computed_region_cbhk_fwbd</th>\n",
+       "      <th>:@computed_region_nnqa_25f4</th>\n",
+       "      <th>fall</th>\n",
+       "      <th>geolocation</th>\n",
+       "      <th>id</th>\n",
+       "      <th>mass</th>\n",
+       "      <th>name</th>\n",
+       "      <th>nametype</th>\n",
+       "      <th>recclass</th>\n",
+       "      <th>reclat</th>\n",
+       "      <th>reclong</th>\n",
+       "      <th>year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [6.08333, 50....</td>\n",
+       "      <td>1</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Aachen</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L5</td>\n",
+       "      <td>50.77500</td>\n",
+       "      <td>6.08333</td>\n",
+       "      <td>1880-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [10.23333, 56...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>720.0</td>\n",
+       "      <td>Aarhus</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>H6</td>\n",
+       "      <td>56.18333</td>\n",
+       "      <td>10.23333</td>\n",
+       "      <td>1951-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-113, 54.216...</td>\n",
+       "      <td>6</td>\n",
+       "      <td>107000.0</td>\n",
+       "      <td>Abee</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>EH4</td>\n",
+       "      <td>54.21667</td>\n",
+       "      <td>-113.00000</td>\n",
+       "      <td>1952-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-99.9, 16.88...</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1914.0</td>\n",
+       "      <td>Acapulco</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>Acapulcoite</td>\n",
+       "      <td>16.88333</td>\n",
+       "      <td>-99.90000</td>\n",
+       "      <td>1976-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Fell</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-64.95, -33....</td>\n",
+       "      <td>370</td>\n",
+       "      <td>780.0</td>\n",
+       "      <td>Achiras</td>\n",
+       "      <td>Valid</td>\n",
+       "      <td>L6</td>\n",
+       "      <td>-33.16667</td>\n",
+       "      <td>-64.95000</td>\n",
+       "      <td>1902-01-01T00:00:00.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>rad_flow</th>\n",
+       "      <th>fpv_close</th>\n",
+       "      <th>fpv_open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>bypass</th>\n",
+       "      <th>bpv_close</th>\n",
+       "      <th>bpv_open</th>\n",
+       "      <th>class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>55 0 81 0 -6 11 25 88 64 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>56 0 96 0 52 -4 40 44 4 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>50 -1 89 -7 50 0 39 40 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>53 9 79 0 42 -2 25 37 12 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>55 2 82 0 54 -6 26 28 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>41 0 84 3 38 -4 43 45 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>37 0 100 0 36 -8 63 64 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>46 0 83 0 46 0 37 36 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>44 0 79 0 42 -17 35 37 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>44 -1 78 0 44 0 34 34 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>55 0 81 0 54 -10 25 26 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>56 0 95 0 52 -3 40 44 4 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>37 0 100 0 34 6 64 67 4 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>43 -3 86 2 44 14 43 42 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>46 -5 84 0 46 0 38 37 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>45 0 81 0 44 0 36 37 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>48 0 86 0 50 30 38 37 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>56 0 78 0 42 -2 22 37 14 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>56 0 77 0 18 -18 22 59 38 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>45 5 90 0 44 0 44 46 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>37 0 77 0 -20 27 41 98 58 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>37 0 90 -6 18 0 53 72 20 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>37 -8 77 0 20 0 40 57 16 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>50 5 95 -3 50 0 45 46 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>43 -2 76 0 44 15 32 32 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>42 -1 85 -5 42 0 44 44 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>55 0 97 0 46 -2 42 51 8 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>37 0 76 0 26 20 39 50 12 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>37 0 76 8 30 0 40 45 6 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>45 0 106 0 46 9 61 60 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14470</th>\n",
+       "      <td>55 0 97 0 42 0 41 55 14 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14471</th>\n",
+       "      <td>44 0 84 -3 44 0 40 40 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14472</th>\n",
+       "      <td>46 -1 85 -4 46 -14 39 39 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14473</th>\n",
+       "      <td>45 0 77 0 44 -6 32 34 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14474</th>\n",
+       "      <td>55 0 98 0 44 11 42 54 12 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14475</th>\n",
+       "      <td>45 -2 88 -3 46 11 42 41 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14476</th>\n",
+       "      <td>41 0 83 0 42 10 42 41 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14477</th>\n",
+       "      <td>43 0 86 -4 42 -6 42 44 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14478</th>\n",
+       "      <td>55 0 96 0 46 -6 41 50 8 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14479</th>\n",
+       "      <td>44 0 86 1 42 -27 43 45 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14480</th>\n",
+       "      <td>56 0 98 -1 42 -17 42 57 14 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14481</th>\n",
+       "      <td>49 -5 82 0 50 10 33 33 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14482</th>\n",
+       "      <td>55 0 78 -2 18 0 23 60 38 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14483</th>\n",
+       "      <td>44 5 79 0 44 1 35 35 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14484</th>\n",
+       "      <td>47 2 77 0 46 -1 30 31 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14485</th>\n",
+       "      <td>45 4 77 0 44 0 31 33 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14486</th>\n",
+       "      <td>37 0 79 0 30 9 42 48 6 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14487</th>\n",
+       "      <td>43 -1 85 0 42 -10 42 44 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14488</th>\n",
+       "      <td>43 0 76 8 42 0 33 35 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14489</th>\n",
+       "      <td>37 0 80 0 30 24 43 49 6 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14490</th>\n",
+       "      <td>38 2 79 0 38 18 42 41 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14491</th>\n",
+       "      <td>101 0 102 0 70 -3 1 33 32 5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14492</th>\n",
+       "      <td>39 -2 80 -4 38 0 41 41 0 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14493</th>\n",
+       "      <td>43 0 81 1 42 -9 37 39 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14494</th>\n",
+       "      <td>49 0 87 0 46 -12 38 41 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14495</th>\n",
+       "      <td>80 0 84 0 -36 -29 4 120 116 5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14496</th>\n",
+       "      <td>55 0 81 0 -20 25 26 102 76 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14497</th>\n",
+       "      <td>55 0 77 0 12 -22 22 65 42 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14498</th>\n",
+       "      <td>37 0 103 0 18 -16 66 85 20 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14499</th>\n",
+       "      <td>56 2 98 0 52 1 42 46 4 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14500 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                time  rad_flow  fpv_close  fpv_open  high  \\\n",
+       "0         55 0 81 0 -6 11 25 88 64 4       NaN        NaN       NaN   NaN   \n",
+       "1          56 0 96 0 52 -4 40 44 4 4       NaN        NaN       NaN   NaN   \n",
+       "2         50 -1 89 -7 50 0 39 40 2 1       NaN        NaN       NaN   NaN   \n",
+       "3         53 9 79 0 42 -2 25 37 12 4       NaN        NaN       NaN   NaN   \n",
+       "4          55 2 82 0 54 -6 26 28 2 1       NaN        NaN       NaN   NaN   \n",
+       "5          41 0 84 3 38 -4 43 45 2 1       NaN        NaN       NaN   NaN   \n",
+       "6         37 0 100 0 36 -8 63 64 2 1       NaN        NaN       NaN   NaN   \n",
+       "7           46 0 83 0 46 0 37 36 0 1       NaN        NaN       NaN   NaN   \n",
+       "8         44 0 79 0 42 -17 35 37 2 1       NaN        NaN       NaN   NaN   \n",
+       "9          44 -1 78 0 44 0 34 34 0 1       NaN        NaN       NaN   NaN   \n",
+       "10        55 0 81 0 54 -10 25 26 2 1       NaN        NaN       NaN   NaN   \n",
+       "11         56 0 95 0 52 -3 40 44 4 4       NaN        NaN       NaN   NaN   \n",
+       "12         37 0 100 0 34 6 64 67 4 1       NaN        NaN       NaN   NaN   \n",
+       "13        43 -3 86 2 44 14 43 42 0 1       NaN        NaN       NaN   NaN   \n",
+       "14         46 -5 84 0 46 0 38 37 0 1       NaN        NaN       NaN   NaN   \n",
+       "15          45 0 81 0 44 0 36 37 0 1       NaN        NaN       NaN   NaN   \n",
+       "16         48 0 86 0 50 30 38 37 0 1       NaN        NaN       NaN   NaN   \n",
+       "17        56 0 78 0 42 -2 22 37 14 4       NaN        NaN       NaN   NaN   \n",
+       "18       56 0 77 0 18 -18 22 59 38 4       NaN        NaN       NaN   NaN   \n",
+       "19          45 5 90 0 44 0 44 46 2 1       NaN        NaN       NaN   NaN   \n",
+       "20       37 0 77 0 -20 27 41 98 58 1       NaN        NaN       NaN   NaN   \n",
+       "21        37 0 90 -6 18 0 53 72 20 1       NaN        NaN       NaN   NaN   \n",
+       "22        37 -8 77 0 20 0 40 57 16 1       NaN        NaN       NaN   NaN   \n",
+       "23         50 5 95 -3 50 0 45 46 2 1       NaN        NaN       NaN   NaN   \n",
+       "24        43 -2 76 0 44 15 32 32 0 1       NaN        NaN       NaN   NaN   \n",
+       "25        42 -1 85 -5 42 0 44 44 0 1       NaN        NaN       NaN   NaN   \n",
+       "26         55 0 97 0 46 -2 42 51 8 4       NaN        NaN       NaN   NaN   \n",
+       "27        37 0 76 0 26 20 39 50 12 1       NaN        NaN       NaN   NaN   \n",
+       "28          37 0 76 8 30 0 40 45 6 1       NaN        NaN       NaN   NaN   \n",
+       "29         45 0 106 0 46 9 61 60 0 1       NaN        NaN       NaN   NaN   \n",
+       "...                              ...       ...        ...       ...   ...   \n",
+       "14470      55 0 97 0 42 0 41 55 14 4       NaN        NaN       NaN   NaN   \n",
+       "14471      44 0 84 -3 44 0 40 40 0 1       NaN        NaN       NaN   NaN   \n",
+       "14472   46 -1 85 -4 46 -14 39 39 0 1       NaN        NaN       NaN   NaN   \n",
+       "14473      45 0 77 0 44 -6 32 34 2 1       NaN        NaN       NaN   NaN   \n",
+       "14474     55 0 98 0 44 11 42 54 12 4       NaN        NaN       NaN   NaN   \n",
+       "14475    45 -2 88 -3 46 11 42 41 0 1       NaN        NaN       NaN   NaN   \n",
+       "14476      41 0 83 0 42 10 42 41 0 1       NaN        NaN       NaN   NaN   \n",
+       "14477     43 0 86 -4 42 -6 42 44 2 1       NaN        NaN       NaN   NaN   \n",
+       "14478      55 0 96 0 46 -6 41 50 8 4       NaN        NaN       NaN   NaN   \n",
+       "14479     44 0 86 1 42 -27 43 45 2 1       NaN        NaN       NaN   NaN   \n",
+       "14480   56 0 98 -1 42 -17 42 57 14 4       NaN        NaN       NaN   NaN   \n",
+       "14481     49 -5 82 0 50 10 33 33 0 1       NaN        NaN       NaN   NaN   \n",
+       "14482     55 0 78 -2 18 0 23 60 38 4       NaN        NaN       NaN   NaN   \n",
+       "14483       44 5 79 0 44 1 35 35 0 1       NaN        NaN       NaN   NaN   \n",
+       "14484      47 2 77 0 46 -1 30 31 0 1       NaN        NaN       NaN   NaN   \n",
+       "14485       45 4 77 0 44 0 31 33 2 1       NaN        NaN       NaN   NaN   \n",
+       "14486       37 0 79 0 30 9 42 48 6 1       NaN        NaN       NaN   NaN   \n",
+       "14487    43 -1 85 0 42 -10 42 44 2 1       NaN        NaN       NaN   NaN   \n",
+       "14488       43 0 76 8 42 0 33 35 2 1       NaN        NaN       NaN   NaN   \n",
+       "14489      37 0 80 0 30 24 43 49 6 1       NaN        NaN       NaN   NaN   \n",
+       "14490      38 2 79 0 38 18 42 41 0 1       NaN        NaN       NaN   NaN   \n",
+       "14491    101 0 102 0 70 -3 1 33 32 5       NaN        NaN       NaN   NaN   \n",
+       "14492     39 -2 80 -4 38 0 41 41 0 1       NaN        NaN       NaN   NaN   \n",
+       "14493      43 0 81 1 42 -9 37 39 2 1       NaN        NaN       NaN   NaN   \n",
+       "14494     49 0 87 0 46 -12 38 41 2 1       NaN        NaN       NaN   NaN   \n",
+       "14495  80 0 84 0 -36 -29 4 120 116 5       NaN        NaN       NaN   NaN   \n",
+       "14496   55 0 81 0 -20 25 26 102 76 4       NaN        NaN       NaN   NaN   \n",
+       "14497    55 0 77 0 12 -22 22 65 42 4       NaN        NaN       NaN   NaN   \n",
+       "14498   37 0 103 0 18 -16 66 85 20 1       NaN        NaN       NaN   NaN   \n",
+       "14499       56 2 98 0 52 1 42 46 4 4       NaN        NaN       NaN   NaN   \n",
+       "\n",
+       "       bypass  bpv_close  bpv_open  class  \n",
+       "0         NaN        NaN       NaN    NaN  \n",
+       "1         NaN        NaN       NaN    NaN  \n",
+       "2         NaN        NaN       NaN    NaN  \n",
+       "3         NaN        NaN       NaN    NaN  \n",
+       "4         NaN        NaN       NaN    NaN  \n",
+       "5         NaN        NaN       NaN    NaN  \n",
+       "6         NaN        NaN       NaN    NaN  \n",
+       "7         NaN        NaN       NaN    NaN  \n",
+       "8         NaN        NaN       NaN    NaN  \n",
+       "9         NaN        NaN       NaN    NaN  \n",
+       "10        NaN        NaN       NaN    NaN  \n",
+       "11        NaN        NaN       NaN    NaN  \n",
+       "12        NaN        NaN       NaN    NaN  \n",
+       "13        NaN        NaN       NaN    NaN  \n",
+       "14        NaN        NaN       NaN    NaN  \n",
+       "15        NaN        NaN       NaN    NaN  \n",
+       "16        NaN        NaN       NaN    NaN  \n",
+       "17        NaN        NaN       NaN    NaN  \n",
+       "18        NaN        NaN       NaN    NaN  \n",
+       "19        NaN        NaN       NaN    NaN  \n",
+       "20        NaN        NaN       NaN    NaN  \n",
+       "21        NaN        NaN       NaN    NaN  \n",
+       "22        NaN        NaN       NaN    NaN  \n",
+       "23        NaN        NaN       NaN    NaN  \n",
+       "24        NaN        NaN       NaN    NaN  \n",
+       "25        NaN        NaN       NaN    NaN  \n",
+       "26        NaN        NaN       NaN    NaN  \n",
+       "27        NaN        NaN       NaN    NaN  \n",
+       "28        NaN        NaN       NaN    NaN  \n",
+       "29        NaN        NaN       NaN    NaN  \n",
+       "...       ...        ...       ...    ...  \n",
+       "14470     NaN        NaN       NaN    NaN  \n",
+       "14471     NaN        NaN       NaN    NaN  \n",
+       "14472     NaN        NaN       NaN    NaN  \n",
+       "14473     NaN        NaN       NaN    NaN  \n",
+       "14474     NaN        NaN       NaN    NaN  \n",
+       "14475     NaN        NaN       NaN    NaN  \n",
+       "14476     NaN        NaN       NaN    NaN  \n",
+       "14477     NaN        NaN       NaN    NaN  \n",
+       "14478     NaN        NaN       NaN    NaN  \n",
+       "14479     NaN        NaN       NaN    NaN  \n",
+       "14480     NaN        NaN       NaN    NaN  \n",
+       "14481     NaN        NaN       NaN    NaN  \n",
+       "14482     NaN        NaN       NaN    NaN  \n",
+       "14483     NaN        NaN       NaN    NaN  \n",
+       "14484     NaN        NaN       NaN    NaN  \n",
+       "14485     NaN        NaN       NaN    NaN  \n",
+       "14486     NaN        NaN       NaN    NaN  \n",
+       "14487     NaN        NaN       NaN    NaN  \n",
+       "14488     NaN        NaN       NaN    NaN  \n",
+       "14489     NaN        NaN       NaN    NaN  \n",
+       "14490     NaN        NaN       NaN    NaN  \n",
+       "14491     NaN        NaN       NaN    NaN  \n",
+       "14492     NaN        NaN       NaN    NaN  \n",
+       "14493     NaN        NaN       NaN    NaN  \n",
+       "14494     NaN        NaN       NaN    NaN  \n",
+       "14495     NaN        NaN       NaN    NaN  \n",
+       "14496     NaN        NaN       NaN    NaN  \n",
+       "14497     NaN        NaN       NaN    NaN  \n",
+       "14498     NaN        NaN       NaN    NaN  \n",
+       "14499     NaN        NaN       NaN    NaN  \n",
+       "\n",
+       "[14500 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Your code here:\n",
-    "\n"
+    "\n",
+    "shuttle = pd.read_csv(tst_url,names= cols,sep='\\t')\n",
+    "shuttle"
    ]
   },
   {
@@ -167,9 +2449,128 @@
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>rad_flow</th>\n",
+       "      <th>fpv_close</th>\n",
+       "      <th>fpv_open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>bypass</th>\n",
+       "      <th>bpv_close</th>\n",
+       "      <th>bpv_open</th>\n",
+       "      <th>class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>55 0 81 0 -6 11 25 88 64 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>56 0 96 0 52 -4 40 44 4 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>50 -1 89 -7 50 0 39 40 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>53 9 79 0 42 -2 25 37 12 4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>55 2 82 0 54 -6 26 28 2 1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         time  rad_flow  fpv_close  fpv_open  high  bypass  \\\n",
+       "0  55 0 81 0 -6 11 25 88 64 4       NaN        NaN       NaN   NaN     NaN   \n",
+       "1   56 0 96 0 52 -4 40 44 4 4       NaN        NaN       NaN   NaN     NaN   \n",
+       "2  50 -1 89 -7 50 0 39 40 2 1       NaN        NaN       NaN   NaN     NaN   \n",
+       "3  53 9 79 0 42 -2 25 37 12 4       NaN        NaN       NaN   NaN     NaN   \n",
+       "4   55 2 82 0 54 -6 26 28 2 1       NaN        NaN       NaN   NaN     NaN   \n",
+       "\n",
+       "   bpv_close  bpv_open  class  \n",
+       "0        NaN       NaN    NaN  \n",
+       "1        NaN       NaN    NaN  \n",
+       "2        NaN       NaN    NaN  \n",
+       "3        NaN       NaN    NaN  \n",
+       "4        NaN       NaN    NaN  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Your code here:\n",
+    "shuttle.head()\n",
     "\n"
    ]
   },
@@ -187,7 +2588,8 @@
    "outputs": [],
    "source": [
     "# Your code here:\n",
-    "\n"
+    "\n",
+    "shuttle.to_csv('shuttle.cvs', sep=\",\", index=False)"
    ]
   },
   {
@@ -203,12 +2605,1979 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Group</th>\n",
+       "      <th>Status</th>\n",
+       "      <th>Birth Date</th>\n",
+       "      <th>Birth Place</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Alma Mater</th>\n",
+       "      <th>Undergraduate Major</th>\n",
+       "      <th>Graduate Major</th>\n",
+       "      <th>Military Rank</th>\n",
+       "      <th>Military Branch</th>\n",
+       "      <th>Space Flights</th>\n",
+       "      <th>Space Flight (hr)</th>\n",
+       "      <th>Space Walks</th>\n",
+       "      <th>Space Walks (hr)</th>\n",
+       "      <th>Missions</th>\n",
+       "      <th>Death Date</th>\n",
+       "      <th>Death Mission</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Joseph M. Acaba</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1967-05-17</td>\n",
+       "      <td>Inglewood, CA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of California-Santa Barbara; Univer...</td>\n",
+       "      <td>Geology</td>\n",
+       "      <td>Geology</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3307</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>STS-119 (Discovery), ISS-31/32 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Loren W. Acton</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1936-03-07</td>\n",
+       "      <td>Lewiston, MT</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Montana State University; University of Colorado</td>\n",
+       "      <td>Engineering Physics</td>\n",
+       "      <td>Solar Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>190</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-F (Challenger)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>James C. Adamson</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1946-03-03</td>\n",
+       "      <td>Warsaw, NY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; Princeton University</td>\n",
+       "      <td>Engineering</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Army (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>334</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-28 (Columbia), STS-43 (Atlantis)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Thomas D. Akers</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1951-05-20</td>\n",
+       "      <td>St. Louis, MO</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Missouri-Rolla</td>\n",
+       "      <td>Applied Mathematics</td>\n",
+       "      <td>Applied Mathematics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>814</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Buzz Aldrin</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1930-01-20</td>\n",
+       "      <td>Montclair, NJ</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; MIT</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Astronautics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Gemini 12, Apollo 11</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Andrew M. Allen</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1955-08-04</td>\n",
+       "      <td>Philadelphia, PA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Villanova University; University of Florida</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Business Administration</td>\n",
+       "      <td>Lieutenant Colonel</td>\n",
+       "      <td>US Marine Corps (Retired)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>906</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-46 (Atlantis), STS-62 (Columbia), STS-75 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Joseph P. Allen</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1937-06-27</td>\n",
+       "      <td>Crawsfordsville, IN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>DePauw University; Yale University</td>\n",
+       "      <td>Mathematics &amp; Physics</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>313</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>ST-5 (Columbia), STS 51-A (Discovery)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Scott D. Altman</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1959-08-15</td>\n",
+       "      <td>Lincoln, IL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Illinois; US Naval Postgraduate ...</td>\n",
+       "      <td>Aeronautical &amp; Astronautical Engineering</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1236</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-90 (Columbia), STS-106 (Atlantis), STS-109...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>William A. Anders</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1933-10-17</td>\n",
+       "      <td>Hong Kong</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Naval Academy; Air Force Institute of Techn...</td>\n",
+       "      <td>Nuclear Engineering</td>\n",
+       "      <td>Nuclear Engineering</td>\n",
+       "      <td>Major General</td>\n",
+       "      <td>US Air Force Reserves (Retired)</td>\n",
+       "      <td>1</td>\n",
+       "      <td>147</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Apollo 8</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Clayton C. Anderson</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1959-02-23</td>\n",
+       "      <td>Omaha, NE</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Hastings College; Iowa State University</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4005</td>\n",
+       "      <td>6</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>STS-117/120 (Atlantis/Discovery), STS-131 (Dis...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Michael P. Anderson</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1959-12-25</td>\n",
+       "      <td>Plattsburgh, NY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Washington; Creighton University</td>\n",
+       "      <td>Physics &amp; Astronomy</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Lieutenant Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>2</td>\n",
+       "      <td>594</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-89 (Endeavor), STS-107 (Columbia)</td>\n",
+       "      <td>2003-02-01</td>\n",
+       "      <td>STS-107 (Columbia)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Dominic A. Antonelli</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1967-08-23</td>\n",
+       "      <td>Detroit, MI</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>MIT; University of Washington</td>\n",
+       "      <td>Aeronautics &amp; Astronautics</td>\n",
+       "      <td>Aeronautics &amp; Astronautics</td>\n",
+       "      <td>Commander</td>\n",
+       "      <td>US Navy</td>\n",
+       "      <td>2</td>\n",
+       "      <td>579</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-119 (Discovery), STS-132 (Atlantis)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Jerome Apt III</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1949-04-18</td>\n",
+       "      <td>Springfield, MA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Harvard University; MIT</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>847</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>STS-37 (Atlantis), STS-47 (Endeavor), STS-59 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Lee J. Archambault</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1960-08-25</td>\n",
+       "      <td>Oak Park, IL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Illinois-Urbana</td>\n",
+       "      <td>Aeronautical &amp; Astronautical Engineering</td>\n",
+       "      <td>Aeronautical &amp; Astronautical Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>2</td>\n",
+       "      <td>639</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-117 (Atlantis), STS-119 (Discovery)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Neil A. Armstrong</td>\n",
+       "      <td>1962.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1930-08-05</td>\n",
+       "      <td>Wapakoneta, OH</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Purdue University; University of Southern Cali...</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>205</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Gemini 8, Apollo 11</td>\n",
+       "      <td>2012-08-25</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Richard R. Arnold II</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1963-11-26</td>\n",
+       "      <td>Cheverly, MD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Frostburg State University; University of Mary...</td>\n",
+       "      <td>Accounting</td>\n",
+       "      <td>Environmental Science</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>307</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>STS-119 (Discovery)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Jeffrey S. Ashby</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1954-06-01</td>\n",
+       "      <td>Dallas, TX</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Idaho; University of Tennessee</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Aviation Systems</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>655</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-93 (Columbia), STS-100 (Endeavor), STS-112...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Serena M. Aunon</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1976-04-09</td>\n",
+       "      <td>Indianapolis, IN</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>George Washington University; University of Texas</td>\n",
+       "      <td>Electrical Engineering</td>\n",
+       "      <td>Medicine</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>James P. Bagian</td>\n",
+       "      <td>1980.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1952-02-22</td>\n",
+       "      <td>Philadelphia, PA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Drexel University; Thomas Jefferson University</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Medicine</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>337</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-29 (Discovery), STS-40 (Columbia)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Ellen S. Baker</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1953-04-27</td>\n",
+       "      <td>Fayettesville, NC</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>State University of New York-Buffalo; Cornell ...</td>\n",
+       "      <td>Geology</td>\n",
+       "      <td>Medicine; Public Health</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>686</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-34 (Atlantis), STS-50 (Columbia), STS-71 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Michael A. Baker</td>\n",
+       "      <td>1985.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Management</td>\n",
+       "      <td>1953-10-27</td>\n",
+       "      <td>Memphis, TN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Texas</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>965</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-43 (Atlantis), STS-52 (Columbia), STS-68 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Michael R. Barratt</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1959-04-16</td>\n",
+       "      <td>Vancouver, WA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Washington; Northwestern Univers...</td>\n",
+       "      <td>Zoology</td>\n",
+       "      <td>Medicine; Aerospace Medicine</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5075</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>ISS-19/20 (Soyuz), STS-133 (Discovery)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Daniel T. Barry</td>\n",
+       "      <td>1992.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1953-12-30</td>\n",
+       "      <td>Norwalk, CT</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Cornell University; Princeton University; Univ...</td>\n",
+       "      <td>Electrical Engineering</td>\n",
+       "      <td>Electrical Engineering; Computer Science; Medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>733</td>\n",
+       "      <td>4</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>STS-72 (Endeavor), STS-96 (Discovery), STS-105...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>John-David F. Bartoe</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1944-11-17</td>\n",
+       "      <td>Abington, PA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Lehigh University; Georgetown University</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>190</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-F (Challenger)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Charles A. Bassett II</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1931-12-30</td>\n",
+       "      <td>Dayton, OH</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Texas Technological College</td>\n",
+       "      <td>Electrical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1966-02-28</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Alan L. Bean</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1932-03-15</td>\n",
+       "      <td>Wheeler, TX</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Texas</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1671</td>\n",
+       "      <td>3</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Apollo 12, Skylab 3</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Robert L. Behnken</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1970-07-28</td>\n",
+       "      <td>Creve Couer, MO</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Washington University; California Institute of...</td>\n",
+       "      <td>Physics &amp; Mechanical Engineering</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>2</td>\n",
+       "      <td>708</td>\n",
+       "      <td>6</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>STS-123 (Endeavor), STS-130 (Endeavor)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>John E. Blaha</td>\n",
+       "      <td>1980.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1942-08-26</td>\n",
+       "      <td>San Antonio, TX</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Air Force Academy; Purdue University</td>\n",
+       "      <td>Engineering Science</td>\n",
+       "      <td>Astronautical Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3861</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-29 (Discovery), STS-33 (Discovery), STS-43...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Michael J. Bloomfield</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1959-03-16</td>\n",
+       "      <td>Flint, MI</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Air Force Academy; Old Dominion University</td>\n",
+       "      <td>Engineering Mechanics</td>\n",
+       "      <td>Engineering Management</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>779</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-86 (Atlantis), STS-97 (Endeavor), STS-110 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Guion S. Bluford Jr.</td>\n",
+       "      <td>1978.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1942-11-22</td>\n",
+       "      <td>Philadelphia, PA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Pennsylvania State University; Air Force Insti...</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>Aerospace Engineering; Business Administration</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>689</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-8 (Challenger), STS 61-A (Challenger), STS...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327</th>\n",
+       "      <td>Charles Lacy Veach</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1944-09-18</td>\n",
+       "      <td>Chicago, IL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Air Force Academy</td>\n",
+       "      <td>Engineering Management</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>436</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-39 (Discovery), STS-52 (Columbia)</td>\n",
+       "      <td>1995-10-03</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>328</th>\n",
+       "      <td>Terry W. Virts Jr.</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1967-12-01</td>\n",
+       "      <td>Baltimore, MD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Air Force Academy; Embry-Riddle Aeronautica...</td>\n",
+       "      <td>Mathematics</td>\n",
+       "      <td>Aeronautics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5122</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>STS-130 (Endeavor), ISS-42/43 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>329</th>\n",
+       "      <td>James S. Voss</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1949-03-03</td>\n",
+       "      <td>Cordova, AL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Auburn University; University of Colorado</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>Aerospace Engineering Sciences</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Army (Retired)</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4853</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>STS-44 (Atlantis), STS-53 (Discovery), STS-69 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>330</th>\n",
+       "      <td>Janice E. Voss</td>\n",
+       "      <td>1990.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1956-10-08</td>\n",
+       "      <td>South Bend, IN</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Purdue University; MIT</td>\n",
+       "      <td>Engineering Science</td>\n",
+       "      <td>Electrical Engineering; Aeronautics &amp; Astronau...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-57 (Endeavor), STS-63 (Discovery), STS-83 ...</td>\n",
+       "      <td>2012-02-06</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>331</th>\n",
+       "      <td>Rex J. Walheim</td>\n",
+       "      <td>1996.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1962-10-10</td>\n",
+       "      <td>Redwood, CA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of California-Berkeley; University ...</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Industrial Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>872</td>\n",
+       "      <td>5</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>STS-110 (Atlantis), STS-122 (Atlantis), STS-13...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>332</th>\n",
+       "      <td>Charles D. Walker</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1948-08-29</td>\n",
+       "      <td>Bedford, IN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Purdue University</td>\n",
+       "      <td>Aeronautical &amp; Astronautical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>477</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 41-D (Discovery), STS 51-D (Discovery), ST...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>333</th>\n",
+       "      <td>David M. Walker</td>\n",
+       "      <td>1978.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1944-05-20</td>\n",
+       "      <td>Columbus, GA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Naval Academy</td>\n",
+       "      <td>Naval Sciences</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>724</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-A (Discovery), STS-30 (Atlantis), STS-5...</td>\n",
+       "      <td>2001-04-23</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>334</th>\n",
+       "      <td>Shannon Walker</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1965-06-04</td>\n",
+       "      <td>Houston, TX</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Rice University</td>\n",
+       "      <td>Space Physics</td>\n",
+       "      <td>Space Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3919</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>ISS-24/25 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>335</th>\n",
+       "      <td>Carl E. Walz</td>\n",
+       "      <td>1990.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1955-09-06</td>\n",
+       "      <td>Cleveland, OH</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Kent State University; John Carroll University</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Solid State Physics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5533</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>STS-51 (Discovery), STS-65 (Columbia), STS-79 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>336</th>\n",
+       "      <td>Taylor G. Wang</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1940-06-16</td>\n",
+       "      <td>Jiangxi, China</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of California at Los Angeles</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>168</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-B (Challenger)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>337</th>\n",
+       "      <td>Mary E. Weber</td>\n",
+       "      <td>1992.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1962-08-24</td>\n",
+       "      <td>Cleveland, OH</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Purdue University; University of California-Be...</td>\n",
+       "      <td>Chemical Engineering</td>\n",
+       "      <td>Physical Chemistry</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>450</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-70 (Discovery), STS-101 (Atlantis)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>338</th>\n",
+       "      <td>Paul J. Weitz</td>\n",
+       "      <td>1966.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1932-06-25</td>\n",
+       "      <td>Erie, PA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Pennsylvania State University; US Naval Postgr...</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>793</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Skylab 2, STS-6 (Challenger)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>339</th>\n",
+       "      <td>James D. Wetherbee</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1952-11-27</td>\n",
+       "      <td>Flushing, NY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Notre Dame</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1594</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-32 (Columbia), STS-52 (Columbia), STS-63 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>340</th>\n",
+       "      <td>Douglas H. Wheelock</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1960-05-05</td>\n",
+       "      <td>Binghamton, NY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; Georgia Institute of Tech...</td>\n",
+       "      <td>Applied Science &amp; Engineering</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Army</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4281</td>\n",
+       "      <td>6</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>STS-120 (Discovery), ISS-24/25 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>341</th>\n",
+       "      <td>Edward H. White II</td>\n",
+       "      <td>1962.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1930-11-14</td>\n",
+       "      <td>San Antonio, TX</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; University of Michigan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>Lieutenant Colonel</td>\n",
+       "      <td>US Air Force</td>\n",
+       "      <td>2</td>\n",
+       "      <td>97</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>Gemini 4, Apollo 1</td>\n",
+       "      <td>1967-01-27</td>\n",
+       "      <td>Apollo 1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>342</th>\n",
+       "      <td>Peggy A. Whitson</td>\n",
+       "      <td>1996.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1960-02-09</td>\n",
+       "      <td>Mt. Ayr, IA</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Iowa Wesleyan College; Rice University</td>\n",
+       "      <td>Chemistry &amp; Biology</td>\n",
+       "      <td>Biochemistry</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11698</td>\n",
+       "      <td>7</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>STS-111/113 (Endeavor), ISS-16 (Soyuz), ISS-50...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>Terrence W. Wilcutt</td>\n",
+       "      <td>1990.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>Management</td>\n",
+       "      <td>1949-10-31</td>\n",
+       "      <td>Russellville, KY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Western Kentucky University</td>\n",
+       "      <td>Mathematics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1008</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-68 (Endeavor), STS-79 (Atlantis), STS-89 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>Clifton C. Williams Jr.</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Deceased</td>\n",
+       "      <td>1932-09-26</td>\n",
+       "      <td>Mobile, AL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Auburn University</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Major</td>\n",
+       "      <td>US Marine Corps</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1967-10-05</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>Donald E. Williams</td>\n",
+       "      <td>1978.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1958-02-13</td>\n",
+       "      <td>Lafayette, IN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Purdue University</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>287</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-D (Discovery), STS-34 (Atlantis)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>Jeffrey N. Williams</td>\n",
+       "      <td>1996.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1958-01-18</td>\n",
+       "      <td>Superior, WI</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; US Naval Postgraduate Sch...</td>\n",
+       "      <td>Applied Science &amp; Engineering</td>\n",
+       "      <td>Aeronautical Engineering; National Security &amp; ...</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Army (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12818</td>\n",
+       "      <td>5</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>STS-101 (Atlantis), ISS-13 (Soyuz), ISS-21/22 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>Sunita L. Williams</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1965-09-19</td>\n",
+       "      <td>Euclid, OH</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>US Naval Academy; Florida Institute of Technology</td>\n",
+       "      <td>Physical Science</td>\n",
+       "      <td>Engineering Management</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7721</td>\n",
+       "      <td>7</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>STS-116/117 (Discovery/Atlantis), ISS-32/33 (S...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>348</th>\n",
+       "      <td>Barry E. Wilmore</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1962-12-29</td>\n",
+       "      <td>Murfreesboro, TN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Tennessee Technological University; University...</td>\n",
+       "      <td>Electrical Engineering</td>\n",
+       "      <td>Electrical Engineering; Aviation Systems</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4272</td>\n",
+       "      <td>4</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>STS-129 (Atlantis), ISS-41/42 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>349</th>\n",
+       "      <td>Stephanie D. Wilson</td>\n",
+       "      <td>1996.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1966-09-27</td>\n",
+       "      <td>Boston, MA</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Harvard University; University of Texas</td>\n",
+       "      <td>Engineering Science</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1031</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-121 (Discovery), STS-120 (Discovery), STS-...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>350</th>\n",
+       "      <td>G. Reid Wiseman</td>\n",
+       "      <td>2009.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1975-11-11</td>\n",
+       "      <td>Baltimore, MD</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Rensselaer Polytechnic Institute; Johns Hopkin...</td>\n",
+       "      <td>Computer &amp; Systems Engineering</td>\n",
+       "      <td>Systems Engineering</td>\n",
+       "      <td>Commander</td>\n",
+       "      <td>US Navy</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3968</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>ISS-40/41 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>351</th>\n",
+       "      <td>Peter J. K. Wisoff</td>\n",
+       "      <td>1990.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1958-08-16</td>\n",
+       "      <td>Norfolk, VA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Virginia; Stanford University</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Applied Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1064</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>STS-57 (Endeavor), STS-68 (Endeavor), STS-81 (...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>352</th>\n",
+       "      <td>David A. Wolf</td>\n",
+       "      <td>1990.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1956-08-23</td>\n",
+       "      <td>Indianapolis, IN</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Purdue University; Indiana University</td>\n",
+       "      <td>Electrical Engineering</td>\n",
+       "      <td>Medicine</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4044</td>\n",
+       "      <td>7</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>STS-58 (Columbia). STS-86/89 (Atlantis/Endeavo...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>353</th>\n",
+       "      <td>Neil W. Woodward III</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1962-07-26</td>\n",
+       "      <td>Chicago, IL</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>MIT; University of Texas-Austin; George Washin...</td>\n",
+       "      <td>Physics</td>\n",
+       "      <td>Physics; Business Management</td>\n",
+       "      <td>Commander</td>\n",
+       "      <td>US Navy</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>354</th>\n",
+       "      <td>Alfred M. Worden</td>\n",
+       "      <td>1966.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1932-02-07</td>\n",
+       "      <td>Jackson, MI</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; University of Michigan</td>\n",
+       "      <td>Military Science</td>\n",
+       "      <td>Aeronautical &amp; Astronautical Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>1</td>\n",
+       "      <td>295</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>Apollo 15</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>355</th>\n",
+       "      <td>John W. Young</td>\n",
+       "      <td>1962.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1930-09-24</td>\n",
+       "      <td>San Francisco, CA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Georgia Institute of Technology</td>\n",
+       "      <td>Aeronautical Engineering</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Captain</td>\n",
+       "      <td>US Navy (Retired)</td>\n",
+       "      <td>6</td>\n",
+       "      <td>835</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Gemini 3, Gemini 10, Apollo 10, Apollo 16, STS...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>356</th>\n",
+       "      <td>George D. Zamka</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1962-06-29</td>\n",
+       "      <td>Jersey City, NJ</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Naval Academy; Florida Institute of Technology</td>\n",
+       "      <td>Mathematics</td>\n",
+       "      <td>Engineering Management</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Marine Corps (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>692</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-120 (Discovery), STS-130 (Endeavor)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>357 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "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; Public Health                 NaN   \n",
+       "20                                                 NaN             Captain   \n",
+       "21                        Medicine; Aerospace Medicine                 NaN   \n",
+       "22   Electrical Engineering; Computer Science; Medi...                 NaN   \n",
+       "23                                             Physics                 NaN   \n",
+       "24                                                 NaN             Captain   \n",
+       "25                                                 NaN             Captain   \n",
+       "26                              Mechanical Engineering             Colonel   \n",
+       "27                           Astronautical Engineering             Colonel   \n",
+       "28                              Engineering Management             Colonel   \n",
+       "29      Aerospace Engineering; Business Administration             Colonel   \n",
+       "..                                                 ...                 ...   \n",
+       "327                                                NaN                 NaN   \n",
+       "328                                        Aeronautics             Colonel   \n",
+       "329                     Aerospace Engineering Sciences             Colonel   \n",
+       "330  Electrical Engineering; Aeronautics & Astronau...                 NaN   \n",
+       "331                             Industrial Engineering             Colonel   \n",
+       "332                                                NaN                 NaN   \n",
+       "333                                                NaN             Captain   \n",
+       "334                                      Space Physics                 NaN   \n",
+       "335                                Solid State Physics             Colonel   \n",
+       "336                                            Physics                 NaN   \n",
+       "337                                 Physical Chemistry                 NaN   \n",
+       "338                           Aeronautical Engineering             Captain   \n",
+       "339                                                NaN             Captain   \n",
+       "340                              Aerospace Engineering             Colonel   \n",
+       "341                           Aeronautical Engineering  Lieutenant Colonel   \n",
+       "342                                       Biochemistry                 NaN   \n",
+       "343                                                NaN                 NaN   \n",
+       "344                                                NaN               Major   \n",
+       "345                                                NaN             Captain   \n",
+       "346  Aeronautical Engineering; National Security & ...             Colonel   \n",
+       "347                             Engineering Management             Captain   \n",
+       "348           Electrical Engineering; Aviation Systems             Captain   \n",
+       "349                              Aerospace Engineering                 NaN   \n",
+       "350                                Systems Engineering           Commander   \n",
+       "351                                    Applied Physics                 NaN   \n",
+       "352                                           Medicine                 NaN   \n",
+       "353                       Physics; Business Management           Commander   \n",
+       "354           Aeronautical & Astronautical Engineering             Colonel   \n",
+       "355                                                NaN             Captain   \n",
+       "356                             Engineering Management             Colonel   \n",
+       "\n",
+       "                     Military Branch  Space Flights  Space Flight (hr)  \\\n",
+       "0                                NaN              2               3307   \n",
+       "1                                NaN              1                190   \n",
+       "2                  US Army (Retired)              2                334   \n",
+       "3             US Air Force (Retired)              4                814   \n",
+       "4             US Air Force (Retired)              2                289   \n",
+       "5          US Marine Corps (Retired)              3                906   \n",
+       "6                                NaN              2                313   \n",
+       "7                  US Navy (Retired)              4               1236   \n",
+       "8    US Air Force Reserves (Retired)              1                147   \n",
+       "9                                NaN              2               4005   \n",
+       "10                      US Air Force              2                594   \n",
+       "11                           US Navy              2                579   \n",
+       "12                               NaN              4                847   \n",
+       "13                      US Air Force              2                639   \n",
+       "14                               NaN              2                205   \n",
+       "15                               NaN              1                307   \n",
+       "16                 US Navy (Retired)              3                655   \n",
+       "17                               NaN              0                  0   \n",
+       "18                               NaN              2                337   \n",
+       "19                               NaN              3                686   \n",
+       "20                 US Navy (Retired)              4                965   \n",
+       "21                               NaN              2               5075   \n",
+       "22                               NaN              3                733   \n",
+       "23                               NaN              1                190   \n",
+       "24                      US Air Force              0                  0   \n",
+       "25                 US Navy (Retired)              2               1671   \n",
+       "26                      US Air Force              2                708   \n",
+       "27            US Air Force (Retired)              5               3861   \n",
+       "28            US Air Force (Retired)              3                779   \n",
+       "29            US Air Force (Retired)              4                689   \n",
+       "..                               ...            ...                ...   \n",
+       "327                              NaN              2                436   \n",
+       "328                     US Air Force              2               5122   \n",
+       "329                US Army (Retired)              5               4853   \n",
+       "330                              NaN              5               1179   \n",
+       "331           US Air Force (Retired)              3                872   \n",
+       "332                              NaN              3                477   \n",
+       "333                US Navy (Retired)              4                724   \n",
+       "334                              NaN              1               3919   \n",
+       "335                     US Air Force              4               5533   \n",
+       "336                              NaN              1                168   \n",
+       "337                              NaN              2                450   \n",
+       "338                US Navy (Retired)              2                793   \n",
+       "339                US Navy (Retired)              6               1594   \n",
+       "340                          US Army              2               4281   \n",
+       "341                     US Air Force              2                 97   \n",
+       "342                              NaN              3              11698   \n",
+       "343                              NaN              4               1008   \n",
+       "344                  US Marine Corps              0                  0   \n",
+       "345                US Navy (Retired)              2                287   \n",
+       "346                US Army (Retired)              4              12818   \n",
+       "347                          US Navy              2               7721   \n",
+       "348                          US Navy              2               4272   \n",
+       "349                              NaN              3               1031   \n",
+       "350                          US Navy              1               3968   \n",
+       "351                              NaN              4               1064   \n",
+       "352                              NaN              3               4044   \n",
+       "353                          US Navy              0                  0   \n",
+       "354           US Air Force (Retired)              1                295   \n",
+       "355                US Navy (Retired)              6                835   \n",
+       "356        US Marine Corps (Retired)              2                692   \n",
+       "\n",
+       "     Space Walks  Space Walks (hr)  \\\n",
+       "0              2              13.0   \n",
+       "1              0               0.0   \n",
+       "2              0               0.0   \n",
+       "3              4              29.0   \n",
+       "4              2               8.0   \n",
+       "5              0               0.0   \n",
+       "6              2              12.0   \n",
+       "7              0               0.0   \n",
+       "8              0               0.0   \n",
+       "9              6              38.0   \n",
+       "10             0               0.0   \n",
+       "11             0               0.0   \n",
+       "12             2              11.0   \n",
+       "13             0               0.0   \n",
+       "14             1               2.0   \n",
+       "15             2              12.0   \n",
+       "16             0               0.0   \n",
+       "17             0               0.0   \n",
+       "18             0               0.0   \n",
+       "19             0               0.0   \n",
+       "20             0               0.0   \n",
+       "21             1               5.0   \n",
+       "22             4              26.0   \n",
+       "23             0               0.0   \n",
+       "24             0               0.0   \n",
+       "25             3              10.0   \n",
+       "26             6              37.0   \n",
+       "27             0               0.0   \n",
+       "28             0               0.0   \n",
+       "29             0               0.0   \n",
+       "..           ...               ...   \n",
+       "327            0               0.0   \n",
+       "328            3              18.0   \n",
+       "329            4              22.0   \n",
+       "330            0               0.0   \n",
+       "331            5              36.0   \n",
+       "332            0               0.0   \n",
+       "333            0               0.0   \n",
+       "334            0               0.0   \n",
+       "335            3              19.0   \n",
+       "336            0               0.0   \n",
+       "337            0               0.0   \n",
+       "338            1               2.0   \n",
+       "339            0               0.0   \n",
+       "340            6              43.0   \n",
+       "341            1               0.5   \n",
+       "342            7              46.0   \n",
+       "343            0               0.0   \n",
+       "344            0               0.0   \n",
+       "345            0               0.0   \n",
+       "346            5              32.0   \n",
+       "347            7              50.0   \n",
+       "348            4              25.0   \n",
+       "349            0               0.0   \n",
+       "350            2              13.0   \n",
+       "351            3              20.0   \n",
+       "352            7              41.0   \n",
+       "353            0               0.0   \n",
+       "354            1               0.5   \n",
+       "355            3              20.0   \n",
+       "356            0               0.0   \n",
+       "\n",
+       "                                              Missions Death Date  \\\n",
+       "0               STS-119 (Discovery), ISS-31/32 (Soyuz)        NaT   \n",
+       "1                                STS 51-F (Challenger)        NaT   \n",
+       "2                 STS-28 (Columbia), STS-43 (Atlantis)        NaT   \n",
+       "3    STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...        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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Group</th>\n",
+       "      <th>Status</th>\n",
+       "      <th>Birth Date</th>\n",
+       "      <th>Birth Place</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Alma Mater</th>\n",
+       "      <th>Undergraduate Major</th>\n",
+       "      <th>Graduate Major</th>\n",
+       "      <th>Military Rank</th>\n",
+       "      <th>Military Branch</th>\n",
+       "      <th>Space Flights</th>\n",
+       "      <th>Space Flight (hr)</th>\n",
+       "      <th>Space Walks</th>\n",
+       "      <th>Space Walks (hr)</th>\n",
+       "      <th>Missions</th>\n",
+       "      <th>Death Date</th>\n",
+       "      <th>Death Mission</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Joseph M. Acaba</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Active</td>\n",
+       "      <td>1967-05-17</td>\n",
+       "      <td>Inglewood, CA</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of California-Santa Barbara; Univer...</td>\n",
+       "      <td>Geology</td>\n",
+       "      <td>Geology</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3307</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>STS-119 (Discovery), ISS-31/32 (Soyuz)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Loren W. Acton</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1936-03-07</td>\n",
+       "      <td>Lewiston, MT</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Montana State University; University of Colorado</td>\n",
+       "      <td>Engineering Physics</td>\n",
+       "      <td>Solar Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>190</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS 51-F (Challenger)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>James C. Adamson</td>\n",
+       "      <td>1984.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1946-03-03</td>\n",
+       "      <td>Warsaw, NY</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; Princeton University</td>\n",
+       "      <td>Engineering</td>\n",
+       "      <td>Aerospace Engineering</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Army (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>334</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>STS-28 (Columbia), STS-43 (Atlantis)</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Thomas D. Akers</td>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1951-05-20</td>\n",
+       "      <td>St. Louis, MO</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>University of Missouri-Rolla</td>\n",
+       "      <td>Applied Mathematics</td>\n",
+       "      <td>Applied Mathematics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>4</td>\n",
+       "      <td>814</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Buzz Aldrin</td>\n",
+       "      <td>1963.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Retired</td>\n",
+       "      <td>1930-01-20</td>\n",
+       "      <td>Montclair, NJ</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>US Military Academy; MIT</td>\n",
+       "      <td>Mechanical Engineering</td>\n",
+       "      <td>Astronautics</td>\n",
+       "      <td>Colonel</td>\n",
+       "      <td>US Air Force (Retired)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Gemini 12, Apollo 11</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>-0.33</th>\n",
+       "      <th>0.69</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>1.1</th>\n",
+       "      <th>0.1</th>\n",
+       "      <th>0.8</th>\n",
+       "      <th>0.2</th>\n",
+       "      <th>0.88</th>\n",
+       "      <th>N</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.33</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.31</td>\n",
+       "      <td>O</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.33</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>N</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.33</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.38</td>\n",
+       "      <td>N</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.33</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>O</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.33</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>N</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   -0.33  0.69  0  1  1.1  0.1  0.8  0.2  0.88  N\n",
+       "0  -0.33  0.94  1  0    1    0  0.8    1  0.31  O\n",
+       "1  -0.33  0.50  1  0    0    0  1.0   -1  0.50  N\n",
+       "2  -0.33  0.75  0  1    1    0  1.0   -1  0.38  N\n",
+       "3  -0.33  0.67  1  1    0    0  0.8   -1  0.50  O\n",
+       "4  -0.33  0.67  1  0    1    0  0.8    0  0.50  N"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fertility.head()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -305,7 +5076,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.6"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/your-code/nasa.json b/your-code/nasa.json
index 9f214b7..ea86305 100644
--- a/your-code/nasa.json
+++ b/your-code/nasa.json
@@ -1 +1 @@
-[{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[6.08333,50.775]},"id":1,"mass":21.0,"name":"Aachen","nametype":"Valid","recclass":"L5","reclat":50.775,"reclong":6.08333,"year":"1880-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[10.23333,56.18333]},"id":2,"mass":720.0,"name":"Aarhus","nametype":"Valid","recclass":"H6","reclat":56.18333,"reclong":10.23333,"year":"1951-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[-113,54.21667]},"id":6,"mass":107000.0,"name":"Abee","nametype":"Valid","recclass":"EH4","reclat":54.21667,"reclong":-113.0,"year":"1952-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[-99.9,16.88333]},"id":10,"mass":1914.0,"name":"Acapulco","nametype":"Valid","recclass":"Acapulcoite","reclat":16.88333,"reclong":-99.9,"year":"1976-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[-64.95,-33.16667]},"id":370,"mass":780.0,"name":"Achiras","nametype":"Valid","recclass":"L6","reclat":-33.16667,"reclong":-64.95,"year":"1902-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[71.8,32.1]},"id":379,"mass":4239.0,"name":"Adhi Kot","nametype":"Valid","recclass":"EH4","reclat":32.1,"reclong":71.8,"year":"1919-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[95.16667,44.83333]},"id":390,"mass":910.0,"name":"Adzhi-Bogdo (stone)","nametype":"Valid","recclass":"LL3-6","reclat":44.83333,"reclong":95.16667,"year":"1949-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[0.61667,44.21667]},"id":392,"mass":30000.0,"name":"Agen","nametype":"Valid","recclass":"H5","reclat":44.21667,"reclong":0.61667,"year":"1814-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[-65.23333,-31.6]},"id":398,"mass":1620.0,"name":"Aguada","nametype":"Valid","recclass":"L6","reclat":-31.6,"reclong":-65.23333,"year":"1930-01-01T00:00:00.000"},{":@computed_region_cbhk_fwbd":null,":@computed_region_nnqa_25f4":null,"fall":"Fell","geolocation":{"type":"Point","coordinates":[-64.55,-30.86667]},"id":417,"mass":1440.0,"name":"Aguila 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\ No newline at end of file
+[4]
\ No newline at end of file
diff --git a/your-code/shuttle.cvs b/your-code/shuttle.cvs
new file mode 100644
index 0000000..f3aaf78
--- /dev/null
+++ b/your-code/shuttle.cvs
@@ -0,0 +1,14501 @@
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