Sleeping Cycle Analysis

  • Last Update:December,22,2020 Created:December,22,2020
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Title of the dataset Sleeping Cycle Analysis
Provenance of the dataset Users of sleeping apps
How were the data collected/created? What was the cost? Data can be recorded when individuals use sleeping apps on their phone. In order to generate such data, an attractive sleeping app need to be developed, or data can be purchased from developers.
Data sharing policy Undecided
Data sharing policy Data can be shared when users of the app agree to share their sleeping data to developers

About data analysis and simulation

Type of data: Check all that apply. Use "Other" to specify other types so that we can include them in further updates. graph number series
Variable labels of dataset (the names of the variables) Total sleeping Length | Sleeping Quality
Outline of data It would be interesting to analyze individuals' sleeping length per night and sleeping cycle in order to draw conclusion based on the relationship between the two variables and improve people's overall health based on the findings.
Simulation process Regression Model
Expected outcome of the process (obtained knowledge, analysis results, output of tools) The main task is to examine relationship between total sleeping length and sleeping quality. Sleeping quality can be obtained from the length of slow-wave sleeping stage (REM), or periods in which a person is in deep sleep. Theoretically, the longer the total sleeping length during a night, the longer the slow-wave sleeping stage should be. However, sleeping more than enough may also cause an individual to continue to sleep in non-REM stage, or light sleep stage. Therefore, a regression of total sleeping length and the ratio of REM vs. non-REM's length can be computed.
Anticipation for analyses/simulations other than the typical ones provided above Analyses can also be drawn by examining the relationship of total sleeping length vs. gender, age group, and occupation


Comments None
What kind of data/tools do you wish to have? As explained above, an app need to be developed first in order to gather data. Another way to do so is to purchase data from sleeping app developers. Analysis can be conducted using statistical tools.
Visualized information
Sample data

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