2024-04-29 Pakistan Rupee News
2024-04-28
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
Analyzing the given time-series financial data related to exchange rates, the following observations and insights can be made:Overall Trend of Exchange Rates
From a high-level view, the overall trend for the PKR exchange rate over the period appears to be relatively stable with minor fluctuations. For the majority of the period, the exchange rate remains close to 0.0049, with slight increases and decreases occurring intermittently. There was no significant upward or downward trend observed across the recorded timestamps.
Seasonality and Recurring Patterns
When analyzing for seasonality or recurring patterns in this dataset, it is important to note that the data provided does not span over a long enough period to make definitive conclusions. For discernable patterns related to specific months, years, or seasons, data for at least a few years is typically required. As such, while there may be minor fluctuations in the exchange rate at different times, no clear recurring patterns or seasonal trends can be identified from this analysis.
Identification of Outliers
In terms of outliers, the provided data does not seem to contain any significant anomalies. While minor fluctuations in the exchange rate do occur, all recorded values fall within a relatively tight range, with no sudden or extreme changes that might be considered outliers. All values appear to conform to the overall trend of stability in the exchange rate over the period of observation.
In conclusion, while the exchange rates fluctuate slightly throughout the time series, they generally remain stable with no clear upward or downward trend, no discernible seasonal patterns, and no apparent outliers.