2024-04-22 US Dollar 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
Overall Trend
Observations from the dataset reveal that the USD exchange rate has a generally increasing trend over the given period. There are, however, noticeable periods of decreases and stabilizations as part of the overall upward trajectory. This follows the typical pattern of financial data where upward trends are accompanied by intermittent periods of corrections.
Seasonality
While time series financial data often exhibit seasonality patterns, such patterns are not glaringly apparent in the provided dataset. There may exist subtle hourly, daily, or weekly patterns, but a more granular breakdown and thorough analysis will be needed to isolate and identify any possible seasonality.
Outliers
There are several points in the dataset where a significant change in the exchange rate seems to deviate from the trend.
- For example, data points around 2024-04-10 08:00:03 and onwards show a significant upward swing in exchange rates.
- Again, around 2024-04-03 10:00:03, the trend again deviates considerably.
Please note that such outliers could be the effects of external factors, which are not considered in this analysis. The identified significant fluctuations mark the points in time where some important event might have happened causing such spikes or falls, nevertheless, without considering external factors these are mere assumptions.
Summary
In summary, the USD exchange rate shows volatility and an overall increase over the defined period. While there is no absolute evidence of seasonality readily visible in the data, this analysis has identified points that may be outliers based on a significant deviation from the average trend.
This analysis should be supplemented with further studies such as regression, volatility modeling, and comprehensive outlier detection for a more robust understanding. It's also important to consider that exchange rates are highly influenced by myriad factors - both cyclic events like economic cycles, market hours, and non-cyclic events like political changes, natural disasters, etc. Therefore, an in-depth analysis should consider variables beyond these data points.