This is a group project with a dataset based on Space Missions from 1957-2022
- By M. Aparisio, H. Heer, M. Smith & L. Vara
Note: It is important that if you are going to use this code, the csv files are placed in a directory that you can pull them from, idealy a 'Resources' folder in the same directory as the Jupyter Notebook files. Otherwise you will have to modify that part of the code to read your csv files.
- Analysis and Link to Slide Presentation
- Content of the repository
- Instructions for the Project
- References
- Space Missions Over Time Analysis Report: https://docs.google.com/document/d/1LXfqi8nnqv8FLbiWnFYCIZ_cI24FpyNkjXM8xtL5IYU/edit?usp=sharing
- Presentation: https://docs.google.com/presentation/d/e/2PACX-1vSYGwoWo48MqjfLklgQx9qJVgzrAZ9RTIZUyrHAluc_XEFUufBghQBIGLFjF28zqftDUeWzldbeAtlY/pub
(Clean up of our Data. We all contributed on the cleaning process.)
- Final Space Mission Data.ipynb
- Main Space Missions Project Data First Draft.ipynb
- Main Space Missions Project Data Second Draft.ipynb
- alternate_cleaning_solution.ipynb <-- This is another method to extract the 'Country' for the 'Location' cleanup
(Analysis files)
- Missions_Over_Time.ipynb <-- This was the particular section I worked on, as well as the next.
- SP_SuccessFailures_OT.ipynb <-- L.Vara worked on this analysis
- Space Mission Q1&2.ipynb <-- M. Smith worked on this analysis.
- daynight_analysis.ipynb <-- M. Aparisio worked on this analysis.
- rocket_usage_analysis.ipynb <-- H. Heer worked on this analysis.
Resources Directory
- Country_LatLon_Missions.csv (for the Missions_Over_Time.ipynb file)
- Nasa_Budget_ConstantDlls.csv (for the Missions_Over_Time.ipynb file)
- SpaceMissions_Merged.csv (Used for all of our analysis)
- SpaceMission_cleanedLocFinal.csv (Used for the Final Space Mission Data.ipynb)
- space_missions.csv (Original Dataset)
Rocket-Usage-Output Directory (Images from the rocket_usage_analysis analysis)
- Fail.png
- Most-Missions.png
- Success-Rate.png
- Usage-Over-Time.png
output_data Directory (Images from Space Mission Q1&2/SP_SuccessFailures_OT/Missions_Over_Time)
- Fig1.png
- Fig2.png
- Fig3.png
- Fig4.png
- Fig5.png
- Fig6.png
- SuccessFailuresOT.png
- Ttl_SMOT_ROTW.png
- Ttl_SMOT_TOP3.png
- Ttl_SMOT_USA.png
- Ttl_SMOT_World.png
- Ttl_SP_vs_Budget1.png
- Ttl_SP_vs_Budget2.png
output_folder Directory(Images from daynight_analysis)
- day_night_launches.png
For Project 1, you will work with your group to find and analyze a dataset of your choice.
Requirements
- Completed Analysis Uploaded to GitHub
- Final data analysis contains ample and complete information in README file
- Final repository is acceptable for professional quality presentation
Visualizations
- 6–8 visualizations of data (at least two per question)
- Clear and accurate labeling of images
- Visualizations supported with ample and precise explanation
Analysis and Conclusion
- Write-up summarizes major findings and implications at a professional level
- Each question in the project proposal is answered with precise descriptions and findings
- Findings are strongly supported with numbers and visualizations
- Each question response is supported with a well-discerned statistical analysis from lessons
Group Presentation
- All group members spoke during the presentation
- Group was well prepared
- Presentation is relevant to material
- Presentation maintains audience interest
Slide Deck
- Slides are visually clean and professional
- Slides are relevant to material
- Slides effectively demonstrate the project
- Slides are clear and maintain audience interest
Data Resources
- Source: Next Spaceflight, Retrieved from https://www.mavenanalytics.io/data-playground
- Space Race Timeline, Retrieved from https://www.history.com/topics/cold-war/space-race
- Astronauts explain why there hasn't been a human on the moon after 1972, Retrieved from https://www.businessinsider.com/moon-missions-why-astronauts-have-not-returned-2018-7?utm_source=copy-link&utm_medium=referral&utm_content=topbar
- To see major events from 1970-1980, just replace the last year value with the year to research: https://en.wikipedia.org/wiki/1980
- Information on Russia and Kazakhstan Space Missions, Retrieved from https://spacewatch.global/2018/04/kazakhstans-space-ambitions-hostage-russian-space-launchers-baikonur/
- Resources on Kazakhstan, and the first missions to outer space, Retrieved from https://www.esa.int/Science_Exploration/Human_and_Robotic_Exploration/Mission_Odissea_-_F._De_Winne_-_english/Baikonur_from_the_steppes_of_Kazakhstan_to_space
- Space Program of Kazakhstan, Retrieved from https://en.wikipedia.org/wiki/Category:Space_program_of_Kazakhstan https://americasbesthistory.com/abhtimeline1980.html
- Blue Origin information, Retrieved from https://www.blueorigin.com/about-blue & https://en.wikipedia.org/wiki/Blue_Origin
- Nasa's budget information, Retrieved from https://en.wikipedia.org/wiki/Budget_of_NASA
- Encyclopedia of United States National Security SAGE Publications. p. 669. Retrieved from https://us.sagepub.com/en-us/nam/encyclopedia-of-united-states-national-security/book226162
Image Resources
- https://stock.adobe.com/
- https://en.wikipedia.org/wiki/Space_Race
- https://images.nasa.gov/
- https://pixabay.com/photos/galaxy-star-infinity-cosmos-dark-3608029/
- https://pixabay.com/photos/milky-way-human-lake-dreams-4500469/
- https://www.loc.gov/resource/hhh.tx1107.photos/?sp=1
- https://pixabay.com/photos/astronaut-moon-space-nasa-planet-4106766/
- https://space.skyrocket.de/doc_lau_det/kosmos-3m.htm
- https://www.flickr.com/photos/nasakennedy/49966772048/in/album-72157647244171004/
- https://commons.wikimedia.org/wiki/User:Shujianyang
- https://en.wikipedia.org/wiki/Space_Shuttle_Discovery