|
|
|
##Documentation of dataset
|
|
|
|
|
|
|
|
This dataset contains historical stock price data for a financial asset, including information on opening price, daily highs, lows, closing prices, and trading volume over time. It is well-suited for time series analysis, price modeling, and volatility studies.
|
|
|
|
|
|
|
|
#Dataset features,values and transformation
|
|
|
|
Date:
|
|
|
|
Description: The specific date of the recorded data.
|
|
|
|
Values: Date in the format YYYY-MM-DD
|
|
|
|
Transformation: Converted to seconds since epoch to accomodate machine learning models
|
|
|
|
|
|
|
|
Open:
|
|
|
|
Description: The price of Bitcoin at the beginning of the trading day or the first recorded price.
|
|
|
|
Values: Numeric values representing Bitcoin's price in USD.
|
|
|
|
Transformation:None
|
|
|
|
Mean
|
|
|
|
23241.696396132284
|
|
|
|
Standard deviation
|
|
|
|
19766.306933435302
|
|
|
|
Minimum
|
|
|
|
775.177978515625
|
|
|
|
25th percentile
|
|
|
|
7277.4925537109375
|
|
|
|
Median
|
|
|
|
16601.78515625
|
|
|
|
75th percentile
|
|
|
|
37470.646484375
|
|
|
|
Maximum
|
|
|
|
73079.37
|
|
|
|
|
|
|
|
|
|
|
|
High:
|
|
|
|
Description: The highest price of Bitcoin during the trading day.
|
|
|
|
Values: Numeric values representing Bitcoin's highest price in USD.
|
|
|
|
Transformation:None
|
|
|
|
Mean
|
|
|
|
23767.721451924786
|
|
|
|
Standard deviation
|
|
|
|
20199.763572512365
|
|
|
|
Minimum
|
|
|
|
823.3070068359375
|
|
|
|
25th percentile
|
|
|
|
7435.2149658203125
|
|
|
|
Median
|
|
|
|
16804.05859375
|
|
|
|
75th percentile
|
|
|
|
38601.0966796875
|
|
|
|
Maximum
|
|
|
|
73750.0703125
|
|
|
|
|
|
|
|
Low:
|
|
|
|
Description: The lowest price of Bitcoin during the trading day.
|
|
|
|
Values: Numeric values representing Bitcoin's lowest price in USD.
|
|
|
|
Transformation:None
|
|
|
|
Mean
|
|
|
|
22681.085905475913
|
|
|
|
Standard deviation
|
|
|
|
19290.27829954119
|
|
|
|
Minimum
|
|
|
|
755.7559814453125
|
|
|
|
25th percentile
|
|
|
|
7113.698974609375
|
|
|
|
Median
|
|
|
|
16284.66357421875
|
|
|
|
75th percentile
|
|
|
|
36421.3798828125
|
|
|
|
Maximum
|
|
|
|
71334.093
|
|
|
|
|
|
|
|
Close:
|
|
|
|
Description: The price of Bitcoin at the end of the trading day or the last recorded price.
|
|
|
|
Values: Numeric values representing Bitcoin's closing price in USD.
|
|
|
|
Transformation:None
|
|
|
|
Mean
|
|
|
|
23262.039341613166
|
|
|
|
Standard deviation
|
|
|
|
19773.829051568417
|
|
|
|
Minimum
|
|
|
|
777.7570190429688
|
|
|
|
25th percentile
|
|
|
|
7277.7904052734375
|
|
|
|
Median
|
|
|
|
16603.525390625
|
|
|
|
75th percentile
|
|
|
|
37493.4990234375
|
|
|
|
Maximum
|
|
|
|
|
|
|
|
|
|
|
|
Adj Close (Adjusted Close):
|
|
|
|
Description: The closing price adjusted for any corporate actions, such as stock splits or dividends. In the case of cryptocurrencies, this may include adjustments due to market factors.
|
|
|
|
Values: Numeric values representing Bitcoin’s adjusted closing price.
|
|
|
|
Transformation: None
|
|
|
|
Mean
|
|
|
|
23262.039341613166
|
|
|
|
Standard deviation
|
|
|
|
19773.829051568417
|
|
|
|
Minimum
|
|
|
|
777.7570190429688
|
|
|
|
25th percentile
|
|
|
|
7277.7904052734375
|
|
|
|
Median
|
|
|
|
16603.525390625
|
|
|
|
75th percentile
|
|
|
|
37493.4990234375
|
|
|
|
Maximum
|
|
|
|
73083.5
|
|
|
|
|
|
|
|
Volume:
|
|
|
|
Description: The total volume of Bitcoin traded during the day.
|
|
|
|
Values: Numeric values representing the volume of Bitcoin traded.
|
|
|
|
Transformation:None
|
|
|
|
Mean
|
|
|
|
22879032456.019394
|
|
|
|
Standard deviation
|
|
|
|
18889171723.565956
|
|
|
|
Minimum
|
|
|
|
60851700.0
|
|
|
|
25th percentile
|
|
|
|
7730409119.25
|
|
|
|
Median
|
|
|
|
20265863393.5
|
|
|
|
75th percentile
|
|
|
|
32520370302.75
|
|
|
|
Maximum
|
|
|
|
35096794
|
|
|
|
|
|
|
|
#Target Variable
|
|
|
|
Close-Predicting the Close price for future days can be useful for traders aiming to anticipate market moves. This is a typical regression problem where the goal is to predict the price value
|
|
|
|
|