2024-04-26 Kenyan Shilling News
2024-04-25
Summary of Yesterday
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
Firstly, the `date_at` column represents timestamps, whereas the `kes` column represents the exchange rates. The dataset spans multiple days, and each particular day contains numerous timestamp records. Hence, a careful analysis can be made through an examination of the timestamped data.
Overall Trend Assessment
The kes exchange rates have mainly been consistent over the duration provided in the dataset, with the minor fluctuations in the rates. A specific pattern highlighting a general increase or decrease in the rates is not evident from the data. For a significant portion of the timestamps, the exchange rates are either 0.01012 or 0.01013. There were occasional periods in which it falls to 0.01011 or rises to 0.01014 and 0.01018. These observations suggest a relatively stable trend in the exchange rates over the examined period.
Seasonality and Patterns
Given that the rates stay largely consistent throughout the time span with minor fluctuations, it's challenging to identify any distinct seasonal patterns in the dataset based on the information at hand. However, the occurrence of certain rates (like 0.01011 or 0.01018) at certain times could demonstrate some level of predictable patterns. Detailed exploration may reveal possible relationships with specific times of day or intervals between changes in rates.
Outliers and Exceptions
From the analysis of the provided data, the exchange rates remained quite steady, with few variances. Hence no significant outliers have been observed or instances where the exchange rate strays greatly from the norm.
In conclusion, the dataset indicates a relative stability in the 'kes' exchange rates with minor fluctuations over the period in the dataset. Determining a straightforward trend, seasonal pattern, or identifying outliers is challenging as the rates remain fairly consistent with just slight variations.