CAMSL Dataset: Smart Meter Data under Time-Of-Use Tariffs in Japan

CAMSL is the first public dataset for a Time-Of-Use (TOU) tariff intervention study using smart-meter data including pre, during and post TOU intervention periods. It includes 1423 households (1023 TOUusers and 400 Non-TOU users) in Tokyo between 1st July 2017 and 31st December 2018 (18 months). The dataset also includes raw data of 3337 customers who did not participate in the TOU trial. Each day has 48 half-hourly data points for energy consumption from a smart meter and each household has 579 days between 1 July 2017 to 31 December 2018, comprising a total of 27792 data points for electricity consumption obtained at each household for this dataset. The uniqueness of this dataset is the included online engagement data recorded via web-application usage, which enables further studies related to gamification effects.

consumption_data.zip: half-hourly consumption data from 1st June 2017 to 31st December 2018
customer_info.csv: customer information (house_type, number_of_residents, tou)
TOU users == 1
Control users == 0
As for the selection of Control users, please refer to the article.
web_info.csv: web activity information (for TOU customers) (sessions, average_session_duration, bounce_rate)
already padded if the value is missing.
temperature_Tokyo.csv: hourly temperature data in Tokyo from 1st June 2017 to 31st December 2018
holidays.csv: Japanese national holidays
non_tou.csv.gz: raw data of consumption of total 3337 customers who did not participate in the TOU trial

CAMSL 为首个基于智能电表数据的时段电价（TOU）干预研究公开数据集，涵盖了干预前、干预期间及干预后时段的数据。该数据集收录了东京地区自2017年7月1日至2018年12月31日（共计18个月）的1423户家庭（其中1023户为TOU用户，400户为非TOU用户）。此外，还包括了未参与TOU试验的3337名客户的原始数据。每个数据点代表一天中的每小时数据，共计48个半小时数据点，记录了来自智能电表的能耗数据。每户家庭在2017年7月1日至2018年12月31日期间的数据覆盖了579天，总计获得了27792个关于家庭电力消耗的数据点。本数据集的独特之处在于包含了通过网络应用使用情况记录的在线参与数据，这为有关游戏化效果的相关研究提供了进一步的可能。

数据集包含以下文件：
- consumption_data.zip：2017年6月1日至2018年12月31日的半小时能耗数据
- customer_info.csv：客户信息（房屋类型、居住人数、TOU状态）
- web_info.csv：TOU用户的网络活动信息（会话、平均会话时长、跳出率）
- temperature_Tokyo.csv：2017年6月1日至2018年12月31日东京的每小时温度数据
- holidays.csv：日本国庆假日
- non_tou.csv.gz：未参与TOU试验的3337名客户的能耗原始数据