2024-04-22 Kuwaiti Dinar News
2024-04-21
Summary of Last Week
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
Overall Trend Analysis
The overall trend of the Kawasaki exchange rates over the period covered in the dataset shows a gradual increase over time. The exchange rate starts at 4.40942 and finishes at 4.45732, which indicates a slow and consistent upwards trend. This suggests a progressive appreciation of the value against the quoted currency over the time series.
Seasonality or Recurring Pattern Analysis
Regarding seasonality, upon visual inspection of the data, there does not appear to be a strong seasonal or recurring pattern within the given period. The rates do fluctuate up and down, however, these fluctuations do not appear to follow a specific or predictable pattern. Analysing this data with more advanced methods, such as time series decomposition, might reveal more subtle seasonal patterns.
Outliers Analysis
Outliers in the dataset are instances where the exchange rate differs significantly from what would be expected based on the trend, are indeed visible. For instance, the reference values of 4.43857 at "2024-04-10 08:00:03", and 4.49321 at "2024-04-12 02:00:02" represent exceptionally high surges in the exchange rate compared to the neighbouring data points. This could be due to various reasons like an abrupt high demand for the currency or a sudden change in monetary policy among others. A deeper investigation would be needed to definitively point out the cause of these outliers.
However, these outliers seem to be temporary and the exchange rate quickly returns to its average level after such instances, suggesting these may just be short-term fluctuations rather than trend-changing events.