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<Name>
<Date>
2
• Executive Summary
• Introduction
• Methodology
• Results
• Conclusion
• Appendix
Outline
3
• Summary of methodologies
• Summary of all results
Executive Summary
4
Introduction
• Project background and context
• Problems you want to find answers
5
Section 1
6
Executive Summary
• Data collection methodology:
• Describe how data was collected
• Perform data wrangling
• Describe how data was processed
• Perform exploratory data analysis (EDA) using visualization and SQL
• Perform interactive visual analytics using Folium and Plotly Dash
• Perform predictive analysis using classification models
• How to build, tune, evaluate classification models
Methodology
7
• Describe how data sets were collected.
• You need to present your data collection process use key phrases and flowcharts
Data Collection
8
Place your flowchart of SpaceX API calls
here
• Present your data collection with
SpaceX REST calls using key
phrases and flowcharts
• Add the GitHub URL of the
completed SpaceX API calls
notebook (must include
completed code cell and outcome
cell), as an external reference and
peer-review purpose
Data Collection – SpaceX API
9
• Present your web scraping
process using key phrases
and flowcharts
• Add the GitHub URL of the
completed web scraping
notebook, as an external
reference and peer-review
purpose
Data Collection - Scraping
Place your flowchart of web scraping here
10
• Describe how data were processed
• You need to present your data wrangling process using key phrases
and flowcharts
• Add the GitHub URL of your completed data wrangling related
notebooks, as an external reference and peer-review purpose
Data Wrangling
11
• Summarize what charts were plotted and why you used those charts
• Add the GitHub URL of your completed EDA with data visualization
notebook, as an external reference and peer-review purpose
EDA with Data Visualization
12
• Using bullet point format, summarize the SQL queries you performed
• Add the GitHub URL of your completed EDA with SQL notebook, as an
external reference and peer-review purpose
EDA with SQL
13
• Summarize what map objects such as markers, circles, lines, etc. you created
and added to a folium map
• Explain why you added those objects
• Add the GitHub URL of your completed interactive map with Folium map, as an
external reference and peer-review purpose
Build an Interactive Map with Folium
14
• Summarize what plots/graphs and interactions you have added to a
dashboard
• Explain why you added those plots and interactions
• Add the GitHub URL of your completed Plotly Dash lab, as an external
reference and peer-review purpose
Build a Dashboard with Plotly Dash
15
• Summarize how you built, evaluated, improved, and found the best
performing classification model
• You need present your model development process using key phrases and
flowchart
• Add the GitHub URL of your completed predictive analysis lab, as an
external reference and peer-review purpose
Predictive Analysis (Classification)
• Exploratory data analysis results
• Interactive analytics demo in screenshots
• Predictive analysis results
16
Results
Section 2
18
• Show a scatter plot of Flight
Number vs. Launch Site
• Show the screenshot of the
scatter plot with
explanations
Flight Number vs. Launch Site
19
• Show a scatter plot
of Payload vs. Launch Site
• Show the screenshot of the
scatter plot with
explanations
Payload vs. Launch Site
20
• Show a bar chart for the
success rate of each orbit
type
• Show the screenshot of the
scatter plot with
explanations
Success Rate vs. Orbit Type
21
• Show a scatter point of
Flight number vs. Orbit type
• Show the screenshot of the
scatter plot with
explanations
Flight Number vs. Orbit Type
22
• Show a scatter point of
payload vs. orbit type
• Show the screenshot of the
scatter plot with
explanations
Payload vs. Orbit Type
23
• Show a line chart of yearly
average success rate
• Show the screenshot of the
scatter plot with
explanations
Launch Success Yearly Trend
24
• Find the names of the unique launch sites
• Present your query result with a short explanation here
All Launch Site Names
25
• Find 5 records where launch sites’ names start with `KSC`
• Present your query result with a short explanation here
Launch Site Names Begin with 'KSC'
26
• Calculate the total payload carried by boosters from NASA
• Present your query result with a short explanation here
Total Payload Mass
27
• Calculate the average payload mass carried by booster version F9 v1.1
• Present your query result with a short explanation here
Average Payload Mass by F9 v1.1
28
• Find the dates of the first successful landing outcome on drone
ship.Present your query result with a short explanation here
First Successful Ground Landing Date
29
• List the names of boosters which have successfully landed on drone ship
and had payload mass greater than 4000 but less than 6000
• Present your query result with a short explanation here
Successful Drone Ship Landing with Payload between 4000 and 6000
30
• Calculate the total number of successful and failure mission outcomes
• Present your query result with a short explanation here
Total Number of Successful and Failure Mission Outcomes
31
• List the names of the booster which have carried the maximum payload
mass
• Present your query result with a short explanation here
Boosters Carried Maximum Payload
32
• List the records which will display the month names, succesful
landing_outcomes in ground pad ,booster versions, launch_site for the
months in year 2017
• Present your query result with a short explanation here
2015 Launch Records
33
• Rank the count of landing outcomes (such as Failure (drone ship) or
Success (ground pad)) between the date 2010-06-04 and 2017-03-20, in
descending order
• Present your query result with a short explanation here
Rank Landing Outcomes Between 2010-06-04 and 2017-03-20
Section 3
35
• Replace <Folium map screenshot 1> title with an appropriate title
• Explore the generated folium map and make a proper screenshot to include
all launch sites’ location markers on a global map
• Explain the important elements and findings on the screenshot
<Folium Map Screenshot 1>
36
• Replace <Folium map screenshot 2> title with an appropriate title
• Explore the folium map and make a proper screenshot to show the color-
labeled launch outcomes on the map
• Explain the important elements and findings on the screenshot
<Folium Map Screenshot 2>
37
• Replace <Folium map screenshot 3> title with an appropriate title
• Explore the generated folium map and show the screenshot of a
selected launch site to its proximities such as railway, highway,
coastline, with distance calculated and displayed
• Explain the important elements and findings on the screenshot
<Folium Map Screenshot 3>
Section 4
39
• Replace <Dashboard screenshot 1> title with an appropriate title
• Show the screenshot of launch success count for all sites, in a piechart
• Explain the important elements and findings on the screenshot
<Dashboard Screenshot 1>
40
• Replace <Dashboard screenshot 2> title with an appropriate title
• Show the screenshot of the piechart for the launch site with highest launch
success ratio
• Explain the important elements and findings on the screenshot
<Dashboard Screenshot 2>
41
• Replace <Dashboard screenshot 3> title with an appropriate title
• Show screenshots of Payload vs. Launch Outcome scatter plot for all sites, with
different payload selected in the range slider
• Explain the important elements and findings on the screenshot, such as which
payload range or booster version have the largest success rate, etc.
<Dashboard Screenshot 3>
Section 5
43
• Visualize the built model accuracy for
all built classification models, in a bar
chart
• Find which model has the highest
classification accuracy
Classification Accuracy
44
• Show the confusion matrix of the best performing model with an
explanation
Confusion Matrix
45
• Point 1
• Point 2
• Point 3
• Point 4
• …
Conclusions
46
• Include any relevant assets like Python code snippets, SQL queries, charts,
Notebook outputs, or data sets that you may have created during this project
Appendix
ds--with-ml-capstone-project-template-edx.pptx

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ds--with-ml-capstone-project-template-edx.pptx

  • 2. 2 • Executive Summary • Introduction • Methodology • Results • Conclusion • Appendix Outline
  • 3. 3 • Summary of methodologies • Summary of all results Executive Summary
  • 4. 4 Introduction • Project background and context • Problems you want to find answers
  • 6. 6 Executive Summary • Data collection methodology: • Describe how data was collected • Perform data wrangling • Describe how data was processed • Perform exploratory data analysis (EDA) using visualization and SQL • Perform interactive visual analytics using Folium and Plotly Dash • Perform predictive analysis using classification models • How to build, tune, evaluate classification models Methodology
  • 7. 7 • Describe how data sets were collected. • You need to present your data collection process use key phrases and flowcharts Data Collection
  • 8. 8 Place your flowchart of SpaceX API calls here • Present your data collection with SpaceX REST calls using key phrases and flowcharts • Add the GitHub URL of the completed SpaceX API calls notebook (must include completed code cell and outcome cell), as an external reference and peer-review purpose Data Collection – SpaceX API
  • 9. 9 • Present your web scraping process using key phrases and flowcharts • Add the GitHub URL of the completed web scraping notebook, as an external reference and peer-review purpose Data Collection - Scraping Place your flowchart of web scraping here
  • 10. 10 • Describe how data were processed • You need to present your data wrangling process using key phrases and flowcharts • Add the GitHub URL of your completed data wrangling related notebooks, as an external reference and peer-review purpose Data Wrangling
  • 11. 11 • Summarize what charts were plotted and why you used those charts • Add the GitHub URL of your completed EDA with data visualization notebook, as an external reference and peer-review purpose EDA with Data Visualization
  • 12. 12 • Using bullet point format, summarize the SQL queries you performed • Add the GitHub URL of your completed EDA with SQL notebook, as an external reference and peer-review purpose EDA with SQL
  • 13. 13 • Summarize what map objects such as markers, circles, lines, etc. you created and added to a folium map • Explain why you added those objects • Add the GitHub URL of your completed interactive map with Folium map, as an external reference and peer-review purpose Build an Interactive Map with Folium
  • 14. 14 • Summarize what plots/graphs and interactions you have added to a dashboard • Explain why you added those plots and interactions • Add the GitHub URL of your completed Plotly Dash lab, as an external reference and peer-review purpose Build a Dashboard with Plotly Dash
  • 15. 15 • Summarize how you built, evaluated, improved, and found the best performing classification model • You need present your model development process using key phrases and flowchart • Add the GitHub URL of your completed predictive analysis lab, as an external reference and peer-review purpose Predictive Analysis (Classification)
  • 16. • Exploratory data analysis results • Interactive analytics demo in screenshots • Predictive analysis results 16 Results
  • 18. 18 • Show a scatter plot of Flight Number vs. Launch Site • Show the screenshot of the scatter plot with explanations Flight Number vs. Launch Site
  • 19. 19 • Show a scatter plot of Payload vs. Launch Site • Show the screenshot of the scatter plot with explanations Payload vs. Launch Site
  • 20. 20 • Show a bar chart for the success rate of each orbit type • Show the screenshot of the scatter plot with explanations Success Rate vs. Orbit Type
  • 21. 21 • Show a scatter point of Flight number vs. Orbit type • Show the screenshot of the scatter plot with explanations Flight Number vs. Orbit Type
  • 22. 22 • Show a scatter point of payload vs. orbit type • Show the screenshot of the scatter plot with explanations Payload vs. Orbit Type
  • 23. 23 • Show a line chart of yearly average success rate • Show the screenshot of the scatter plot with explanations Launch Success Yearly Trend
  • 24. 24 • Find the names of the unique launch sites • Present your query result with a short explanation here All Launch Site Names
  • 25. 25 • Find 5 records where launch sites’ names start with `KSC` • Present your query result with a short explanation here Launch Site Names Begin with 'KSC'
  • 26. 26 • Calculate the total payload carried by boosters from NASA • Present your query result with a short explanation here Total Payload Mass
  • 27. 27 • Calculate the average payload mass carried by booster version F9 v1.1 • Present your query result with a short explanation here Average Payload Mass by F9 v1.1
  • 28. 28 • Find the dates of the first successful landing outcome on drone ship.Present your query result with a short explanation here First Successful Ground Landing Date
  • 29. 29 • List the names of boosters which have successfully landed on drone ship and had payload mass greater than 4000 but less than 6000 • Present your query result with a short explanation here Successful Drone Ship Landing with Payload between 4000 and 6000
  • 30. 30 • Calculate the total number of successful and failure mission outcomes • Present your query result with a short explanation here Total Number of Successful and Failure Mission Outcomes
  • 31. 31 • List the names of the booster which have carried the maximum payload mass • Present your query result with a short explanation here Boosters Carried Maximum Payload
  • 32. 32 • List the records which will display the month names, succesful landing_outcomes in ground pad ,booster versions, launch_site for the months in year 2017 • Present your query result with a short explanation here 2015 Launch Records
  • 33. 33 • Rank the count of landing outcomes (such as Failure (drone ship) or Success (ground pad)) between the date 2010-06-04 and 2017-03-20, in descending order • Present your query result with a short explanation here Rank Landing Outcomes Between 2010-06-04 and 2017-03-20
  • 35. 35 • Replace <Folium map screenshot 1> title with an appropriate title • Explore the generated folium map and make a proper screenshot to include all launch sites’ location markers on a global map • Explain the important elements and findings on the screenshot <Folium Map Screenshot 1>
  • 36. 36 • Replace <Folium map screenshot 2> title with an appropriate title • Explore the folium map and make a proper screenshot to show the color- labeled launch outcomes on the map • Explain the important elements and findings on the screenshot <Folium Map Screenshot 2>
  • 37. 37 • Replace <Folium map screenshot 3> title with an appropriate title • Explore the generated folium map and show the screenshot of a selected launch site to its proximities such as railway, highway, coastline, with distance calculated and displayed • Explain the important elements and findings on the screenshot <Folium Map Screenshot 3>
  • 39. 39 • Replace <Dashboard screenshot 1> title with an appropriate title • Show the screenshot of launch success count for all sites, in a piechart • Explain the important elements and findings on the screenshot <Dashboard Screenshot 1>
  • 40. 40 • Replace <Dashboard screenshot 2> title with an appropriate title • Show the screenshot of the piechart for the launch site with highest launch success ratio • Explain the important elements and findings on the screenshot <Dashboard Screenshot 2>
  • 41. 41 • Replace <Dashboard screenshot 3> title with an appropriate title • Show screenshots of Payload vs. Launch Outcome scatter plot for all sites, with different payload selected in the range slider • Explain the important elements and findings on the screenshot, such as which payload range or booster version have the largest success rate, etc. <Dashboard Screenshot 3>
  • 43. 43 • Visualize the built model accuracy for all built classification models, in a bar chart • Find which model has the highest classification accuracy Classification Accuracy
  • 44. 44 • Show the confusion matrix of the best performing model with an explanation Confusion Matrix
  • 45. 45 • Point 1 • Point 2 • Point 3 • Point 4 • … Conclusions
  • 46. 46 • Include any relevant assets like Python code snippets, SQL queries, charts, Notebook outputs, or data sets that you may have created during this project Appendix