2024-04-30 Zambian Kwacha News
2024-04-29
Summary of Last Month
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
1. Overall Trend Analysis
From the data provided, the overall trend of the Zambian Kwacha (ZMW) exchange rate for the period shown can be considered quite stable, with a minor increasing trend. This can be observed by the incremental increase in the exchange rate from the start of the period at a rate of roughly 0.0514 to end at around 0.05133. Please note that these are approximate figures, and the increments are very minute, underlining the relative stability of the exchange rate during this period.
2. Seasonality or Recurring Patterns
Given the time-series data, it is not immediately apparent whether there are any clear recurring patterns or seasonality in the ZMW exchange rates. Further statistical analysis, such as Autoregressive Integrated Moving Average (ARIMA) or time-series decomposition might be required to discern any subtle fluctuations that repeat at specific intervals.
3. Identification of Outliers
Without the use of visual tools such as plots, it is difficult to pinpoint specific outliers purely based on raw numbers. Outlier detection in exchange rate data, in this case, would involve seeking any significant jumps or drops in the rate from one timestamp to the next or from the general trend. From a cursory reading of the data, such instances do not seem to be common, further emphasizing the relative stability of the exchange rates during the period under consideration.