Summary of Last Month
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
- Standard Deviation:
Financial Data Analysis
The dataset provided is a time-series data set which contains information about the exchange rates of KPW currency at different timestamps. The rates are recorded in intervals of roughly 5 to 15 minutes. Let's conduct a preliminary analysis based on this information.
Understanding Overall Trend
Upon a preliminary analysis of the provided time-series data, it appears that the exchange rate of KPW remains constant at 0.0015 throughout the entire given period. This indicates that there is no significant upward or downward trend in the exchange rates. The rates are showing a stable behavior in general.
Identifying any Seasonality
Since the data provided does not vary over time, it is difficult to identify any seasonality or recurring patterns. Normally, in a time-series dataset, we'd look for regular and predictable changes that recur every calendar year (seasonality). However, because the exchange rates remain the same at 0.0015 over the period in question, we cannot observe such patterns.
Noting any Outliers
An outlier in a dataset is an observation that lies an abnormal distance from other values in a random sample from a population. In order to identify outliers in this dataset, we'd typically look for instances where the exchange rate differs significantly from what would be expected based on the trend or seasonality. Again, due to the constant rate of 0.0015 evidenced throughout the data, it occurs that there are no potential outliers.
As per the stipulation, this analysis did not take into account external factors like market opening/closing hours, weekends/holidays, or the release of key financial news and reports. At the same time, as instructed, this analysis did not aim to formulate any forecasts about future rates.
In summary, the KPW exchange rate seems to remain stable at 0.0015 during the entire provided period. There does not appear to be any significant fluctuations, which suggests a stable market condition. However, it's worth noting that this is a simplification and other factors not considered here might be at play.