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Surf's Up with Advanced Data Storage and Retrieval

Jupyter Notebook 99.71% Python 0.29%
analysis data-analysis data-visualization flask flask-sqlalchemy postgresql sql sqlite jupyter-notebook pandas pandas-python python

surfs_up's Introduction

Surfs_up

Overview of the analysis:

We created two reports for W. Avy that has the information about temperature trends between the months of June and December in Oahu to determine if the surf and ice cream shop business is sustainable year-round.

This assignment consists of two technical analysis deliverables and a written report.

  • Deliverable 1: Determine the Summary Statistics for June
  • Deliverable 2: Determine the Summary Statistics for December
  • Deliverable 3: A written report for the statistical analysis that includes results and summary (README.md)

Determine the Summary Statistics for June

  • A working query is written to retrieve the June temperatures from the date column of the Measurement table.
  • The temperatures are added to a list.
  • The list of temperatures is converted to a Pandas DataFrame.
  • Summary statistics are generated for the DataFrame.
  • Code to confirm Summary Statistics for June can be found in: SurfsUp_Challenge.ipynb

June%20Temperature

Determine the Summary Statistics for December

  • A working query is written to retrieve the December temperatures from the date column of the Measurement table.
  • The temperatures are added to a list.
  • The list of temperatures is converted to a Pandas DataFrame.
  • Summary statistics are generated for the DataFrame.
  • Code to confirm the Summary Statistics for December can be found in: SurfsUp_Challenge.ipynb

December%20Temperature

Written Report

  • Results:

    • The data for the month of June is comprised of 1700 entries. We see that the average temperature is 74.94 degrees F, the maximum temperature is 85 degrees F and the minimum temperature is 64 degrees F. As seen in the image above for June.

    • The data for the month of December is comprised of 1517 entries. We see that the average temperature is about 71.04 degrees F, the maximum temperature is about 83 degrees F and the minimum temperature is 56 degrees F. As seen in the image above for December.

  • Summary:

    • The results from the analysis show that June is a better month for W. Avy's business since is warmer than December; however, the precipitation
      for both months can allow us to give him a more in-depth analysis.

    • Based on the results: June%20Precipitation

December%20Precipitation

- We can see that the precipitation betweem June and December varies at 0.136 and 0.217 correspondignly. 
- The maximum for June and December is 4.43 and and 6.42 correspondignly.
- Based on these observations the precipitation on a given day in June is lower than in December. 

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