2024-04-22 Pakistan Rupee News
2024-04-21
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
Analysis of Time Series Data
Based on the given data, several aspects of trends, seasonality, and possible outliers can be analyzed about the PKR exchange rate over the span of the timestamp.
1. Overall Trends in Exchange Rates
The exchange rates data from 2024-03-22 to 2024-04-19, reveals that the overall trend of the PKR exchange rate appears to be relatively stable. The exchange rate started at 0.00485 at the beginning of the period and ended at 0.00493 near the end of the period. In between, there were mild fluctuations, with the highest rate being 0.00496 and the lowest rate being 0.00485. Therefore, there isn't a significant upward or downward trend over this time frame, but a slight increase can be observed.
2. Seasonality or Recurring Patterns
Given the available data, it's challenging to clearly identify any seasonality or reoccurring patterns without further time series decomposition analysis. From the initial observation, there are no obvious regular intervals at which the exchange rate significantly increases or decreases which would indicate seasonality. If such patterns exist, they are likely masked by irregular fluctuations and noise. A more sophisticated time series analysis might reveal subtle patterns that can't easily be identified through simple observation.
3. Outliers Identification
Outliers are the observations that deviate significantly from the other values in the dataset. In this dataset, there don't appear to be any extreme outliers present. However, it is noted that the exchange rate rose to 0.00496 on a few occasions, which is slightly higher than the average of the data range but it's not significant enough to be considered a true outlier. A more technical statistical analysis would be required to accurately identify if there are any significant outliers given the narrow range of values.
In conclusion, based on the given exchange rates data, the PKR exchange rate has remained relatively stable over the provided period with slight variations. Further detailed and advanced statistical analyses, including time series decomposition and statistical tests, can provide deeper insights and possibly reveal more subtle trends, seasonalities, and outliers that can't be identified by simple observation.