Summary of Last Month
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
- Standard Deviation:
Data Preprocessing and Basic Observations
Before diving into the analysis, let's first take a look at the structure of the data. The data is a time-series data, with two columns: 'timestamp' is a time field, and 'KZT' is an exchange rate. The data set contains data from '2024-02-26 00:00:02' to '2024-02-26 23:55:02'. The frequency of exchange rate records varies from every 5 minutes to a longer period.
Understanding the Overall Trend
The value for KZT ranges between 0.00299 and 0.00302. The KZT exchange rate mostly stays around 0.00299 and 0.00301, indicating relative stability. However, there are a few times during the data sample period that it reached 0.00302, suggesting that minor fluctuations exist.
Identifying Seasonality and Recurring Patterns
The exchange rate data doesn't noticeably seem to show a daily pattern or seasonality within the period of this single day. The fluctuations appear random rather than showing any cyclic or seasonal variation. Since the data only spans a single day, it is more challenging to identify whether larger cycles or seasonal trends exist, such as weekly or monthly patterns in the exchange rate.
Based on the data provided, there are no significant outliers or anomalies. The exchange rate data for KZT remains within a tight range, and there are no obvious instances where the exchange rate significantly deviated from its general range between 0.00299 to 0.00302.
The exchange rate for the entire day has gone back and forth within the confined range, suggesting relative steadiness without any sudden breaks or volatile moments.
In conclusion, this single-day exchange rate data of KZT reveals a generally stable exchange rate. The absence of significant outliers in the dataset supports the stability observation. While it doesn't show any clear daily pattern or seasonality on this one-day period, it might become apparent if the time-series data range was longer. Please note that while this analysis provides some insights into the behaviour of the exchange rate over this day, it does not consider external factors like market conditions, financial news, or other macroeconomic events that could significantly affect exchange rates outside of this one-day snapshot.