2024-04-22 Pa Anga 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 of Exchange Rates
Overall, the general trend of the exchange rates in the data presents slight volatility, but with an overall upward trend. The starting rate of 0.57184 slightly increases to a closing rate of 0.57457 despite occasional fluctuations in between. This suggests that the currency being tracked tends to slightly appreciate in value over time.
Seasonality and Patterns
Without having a visible daily, weekly, or monthly time series indicator in the data, it's challenging to definitively determine seasonality and recurring patterns. However, observing the timestamps, there seems to be no obvious cyclical pattern that suggests recurring fluctuations within specific periods. More granular data (hourly or daily) would allow for more precise detection of any patterns or cycles.
Identification of Outliers
In the dataset, there are few outliers that can be noticed where there are significant jumps or falls, which subsequently correct themselves in the following time periods, resulting in a short-term volatility. Examples include the increase from 0.57118 to 0.57620 (on 2024-03-25 22:00:01 and 2024-03-26 02:00:02), followed by a brief decrease and then an increase. An additional example would be the sudden jump from 0.57258 to 0.57638 (2024-04-10 06:00:02 and 08:00:03) followed by other instances. However, these outliers don't affect the overall steady trend of the dataset.
Summary
In conclusion, the overall exchange rates exhibit a slight upward trend with occasional minor fluctuations. There is no clear pattern or seasonality visible in the dataset. Several outliers are found, causing short-term volatility, but these do not significantly impact the overall trend. A more comprehensive analysis would require more granular timestamp data, and potentially additional external data such as market conditions or economic indicators.