2024-04-18 Pakistan Rupee News
2024-04-17
Summary of Yesterday
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
Understanding the Overall Trend of the Exchange Rates
From the data provided, the exchange rate for PKR shows relatively little variation. The rate begins at 0.00496, hitting a brief peak of 0.00497 for several intervals before dropping back to 0.00496, which it maintains for the majority of the period. There is a small dip to 0.00495 toward the end before it rises back to 0.00496 in the final intervals. This indicates that the overall trend of the exchange rate is relatively stable over the given time period, with minor fluctuations observed.
Identifying any Seasonality or Recurring Patterns in the Changes of Exchange Rates
Given the data, it is challenging to identify any clear seasonality or recurring patterns in the changes of exchange rates without additional descriptive variables such as days of the week or months. However, some regularity is seen in the sense that the rate remains largely stable at 0.00496 with minor fluctuations to 0.00497 and 0.00495 at differing intervals. Further data points or external factors could potentially reveal more about seasonal trends or patterns.
Noting any Outliers
An outlier in exchange rate data refers to an unusual or unexpected shift in the rate that could be statistically significant. In this dataset, no notable outliers are observed, as the range of the rates (from 0.00495 to 0.00497) is quite narrow and all observed rates are within this range. This high level of stability makes it unlikely that outliers exist in the data provided. However, with more data points or additional factors taken into account, outliers might become apparent.