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Exploratory Data Analysis on Rockets shot into space from 1957-2020, coded in Data Spell IDE using Jupyter Notebook.

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Exploritory Data Analysis of all rocket launches up to the year 2020.


Overview

About the data

  • The data is from Kaggle/agirlcoding
  • The data contains information about all space missions from 1957 to 2020
  • Columns:
    • Company Name - Name of the company
    • Location - Location of the launch
    • Datum - Date and time of the launch
    • Detail - Rocket name
    • Satus Rocket - Status of the rocket
    • Launch Cost - Cost of the rocket (original column name is "Rocket")
    • Status Mission - Status of the mission
  • Missing values in the data:
    • Company Name - 0
    • Location - 0
    • Datum - 0
    • Detail - 0
    • Satus Rocket - 0
    • Launch Cost - 3360
    • Status Mission - 0
  • Data types:
    • Company Name - String
    • Location - String
    • Datum - String
    • Detail - String
    • Satus Rocket - String
    • Launch Cost - Float
    • Status Mission - String

Questions/Conclusion

The data was very clean and simple to work with, the only data cleaning necessary was converting the date to datetime format and graph specific alterations.

How did the rate of launches change over the years?

  • When looking at the data there are two peak times of space exploration the first starting in the 60's and dying down a bit in the late 70's. The second starting in 2016 where launches where doubled that of previous years, this peak slowed down in 2020 most likely due to the pandemic.

How many launches per location ?

  • The country with the most Launches is Russia with 1395 launches.
  • The country with the second most Launches is the USA with 1344 launches.
  • The country with the third most Launches is Kazakhstan with 701 launches.
  • France, China and Japan are the only other countries with more than 100 launches.

How many launches per company ?

  • The company with the most launches is RVSN USSR with 1777 launches.
  • All other companies have less than 300 Launches with Arianespace being the second most with 279 launches.
  • Nasa sits in fifth place with 203 launches sitting just behind General Dynamics and CASC.

What is the success rate of all launches ?

  • The success rate of all launches is 89.7%.
  • The failure rate of all launches is 7.84%.
  • The partial failure rate of all launches is 2.36%.
  • The preliminary failure rate of all launches is 0.0925%.

What is the success rate of all launches per year?

  • in the early days of space exploration, the success was significantly lower than it is now and yet it was still bellow 10% of all launches, but as technology improved, the success rate also increased.

How has the cost of the launches changed over time ?

  • The average cost of launches has slowly risen over the years but at a rather slow rate and this is primarily due to some outliers in the data where the cost of the launch is far greater than the average.

How has the cost of launches changed over time per company ?

  • While the average cost of launches has increased slightly over the years, some companies have managed to have a downward trend in cost , this is most likely due to increase in technology and the ability to reuse rockets or pieces of rockets.

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Exploratory Data Analysis on Rockets shot into space from 1957-2020, coded in Data Spell IDE using Jupyter Notebook.

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