2024-05-06 US Dollar News
2024-05-05
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
Given the format and specifics of your request, here's a comprehensive analysis of your time series data, focusing purely on the data with no consideration of external factors like market hours or financial news:Understanding Overall Trend
From a general examination of the dataset, it's evident that the exchange rates have experienced fluctuations over the recorded period. The starting exchange rate on 2024-04-05 at 02:00:02 was 1.35682, while the end point on 2024-05-03 12:00:02 was 1.36861. This suggests a slight overall increase in value. However, there were multiple stages of ups and downs in this period indicating that the rate has been oscillating rather than following a solid upwards or downwards path.
Identifying Seasonality or Recurring Patterns
As the data provided only spans about a month, it's difficult to identify any strong seasonal trends. Yearly seasonality can be reviewed with data spanning multiple years. In this case, we can however observe some intra-day patterns where there seem to be changes around specific hours. This would require further statistical testing or machine learning models to affirm.
Noting Outliers
There are points where the exchange rate appears to deviate significantly from its local trend. For instance, there are steep increases and decreases in the rate on various days like 2024-04-10 and 2024-04-30. However, give the volatile nature of currency exchanges, these would need to be investigated further to confirm if they are true outliers or a result of the nature of financial markets.
Remember, this analysis is purely data-driven using the exchange rates given and their timestamps and does not factor in the context of external market events, which could be driving these rate changes.