Sleeping Cycle Analysis

  • 作成日:2020年12月22日 最終更新日:2020年12月22日
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データジャケットの題名 Sleeping Cycle Analysis
データの所在・所有者 Users of sleeping apps
データ収集方法やコスト 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.
データの共有について 未定
データの共有について (その他を選ばれた方) Data can be shared when users of the app agree to share their sleeping data to developers


データの種類 グラフ 数値 時系列
データの変数(パラメーター)の変数名 Total sleeping Length | Sleeping Quality
データの概要説明 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.
想定しているデータの分析・シミュレーションプロセス Regression Model
想定しているデータの分析・シミュレーションプロセスの結果 (データ分析結果/ツールの出力/典型例など) 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.
上記の分析・シミュレーションプロセス以外に期待する分析 Analyses can also be drawn by examining the relationship of total sleeping length vs. gender, age group, and occupation


自由記述 None
入手したいデータ/ツール 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.