2024-05-01 Zambian Kwacha News
2024-04-30
Summary of Yesterday
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
1. Understanding the overall trend of the exchange rates.
Based on the dataset provided, the ZMW exchange rates show a small fluctuating trend which seems to incrementally increase over the period. The range is narrow, it's from 0.05112 to 0.05145. The dataset starts at 0.05133 and ends at 0.05112. Despite minor fluctuations, the overall trend of the exchange rates seems to be slightly downward. However, these are very minute changes and they denote a fair amount of stability in the rates across this time period.
2. Identifying any seasonality or recurring patterns in the changes of the exchange rates.
Due to the short time span of this dataset, it's challenging to determine seasonality or recurring patterns. However, during the given day, rates seem to slightly increase during certain hours then decrease again. Despite the up and down fluctuations in the rates, these changes are very minor. To thoroughly determine seasonality or recurring patterns, extended data coverage would be required.
3. Noting any outliers, or instances where the exchange rate differs significantly from what would be expected based on the trend or seasonality.
As per given data, there do not appear to be any significant outliers. The exchange rates are consistently within a very close range. There are minor increases and decreases in the rates at times, but these changes are quite small and do not vary greatly from the overall trend within the time period covered by this dataset.
Summary
In conclusion, the ZMW exchange rates within this time period are fairly stable with minor fluctuations. The general direction appears to be a slight decrease, but the changes are so minute it practically suggests a stable trend. More detailed conclusions could be reached, including analysis of seasonality and outliers, given a more extended dataset. This is a snapshot view of one day's worth of data and broader analyses would require more extended time horizons.