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advanced_data_storage_and_retrieval's Introduction

Background

The Jupyter Notebook contains the climate analysis for precipitation and temperature in Honolulu, HI from 08-23-2016 to 08-23-2017 (last twelve months of data). It also looks at specific trip dates from 02-28-2017 to 03-05-2017 to model the climate temperature normals and precipitation based on historical weather data. Once an initial analysis is completed, a Flask API based on the queries that have been developed is designed.

Flask API Application is included to query:

  • Precipitations from last year
  • Weather stations
  • Temperature Observations (tobs) for the previous year
  • Minimum temperature, the average temperature, and the max temperature for a given start and/or start-end range inclusive.

Dataset Information

  • Dataset date range from 01-01-2010 to 08-23-2017
  • SQLite Database Schema: Image

Observable Trends

  • Honolulu, Hawaii had up to 7 inches of rain in last twelve months. Months with more than 3 inches of rain include: September, October, February, April, and July
  • The most active station indicates the lowest temperature (54.0°F), highest temperature (85.0°F), and average (71.7°F) of the last twelve months
  • The aggregate weather data helps us find the daily normals for the trip dates (07-01-2017 to 07-14-2017). The visualization labeled 'Aggregate Daily Normals for Trip Dates' shows the temperature extremes for the trip (low 60°F and high 88°F) while the average predicted temperatures stay in the mid 70's

Exploratory Climate Analysis (1 year)

Image

Image

Trip Climate Analysis

Image

Image

advanced_data_storage_and_retrieval's People

Contributors

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Watchers

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