Record Stability Witnessed in KES Exchange Rates
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 of Exchange Rates
The overall trend of the exchange rate seems to be fairly steady with minimal fluctuations. The values of KES exchange rate ranges from approximately 0.01021 to 0.01068 over the given time period. There is a very slight increase in the exchange rate values from the beginning (0.01024) to the end of the time period (0.01029). However, the relatively small difference and the numerous fluctuations within this time range suggest that the overall trend is stable.
Seasonality or Recurring patterns
Regarding the seasonality or recurring patterns of the exchange rates, although there are some periods where the exchange rate increases or decreases for several consecutive observations, a definitive, recurring pattern is not readily apparent within the provided data. The majority of fluctuations seem to occur irregularly and do not show a consistent pattern. Although, a more nuanced analysis may require advanced time series techniques, particularly because exchange rates can be influenced by a myriad of complex and interconnected factors. However, this in-depth analysis is beyond the current scope as per your requirements.
Outliers in the Exchange Rates
Anomaly detection or identification of outliers was also performed on the data. The highest value observed in the data is 0.01068, which falls on 2024-04-08 22:00:02 and 2024-04-09 02:00:02. This value is notably higher than the mean exchange rate and can be termed as an outlier. Similarly, the lowest exchange rate value which is 0.01021 shows up multiple times in the data set (for example on 2024-03-22 10:00:04 and 2024-03-28 22:00:02) but given its recurrence it is not likely considered as an outlier. Mostly, the exchange rates are observed to be close to the mean value indicating lack of strong outliers.
In summary, the Kes exchange rate during the given period appears to be moderately stable, with no evident seasonal or recurring pattern. While there are instances of minor fluctuations and rare outliers, the overall variability of rates is relatively low.