2024-05-01 Zloty News
2024-04-30
Summary of Yesterday
- Opening:
- Closing:
- Difference of Opening & Closing:
- Daily High:
- Daily Low:
- Difference of Daily High & Low:
Statistical Measures
- Mean:
- Standard Deviation:
Trend
DATA PROCESSING/TEXT PARSE:
To begin the analysis I parsed and structured the data given in order to make it easily manageable. The date and time details provided were converted into a workable timestamp format. The exchange rate values were considered as is. The timestamp was cleaned up and transformed into a format easy for data visualization.OVERALL TREND:
Upon visualising the PLN exchange rate data provided over the time period specified, it can be observed that the exchange rate generally shows a slight increase. There are a few fluctuations throughout the period, however, the overall trend indicates a rise. Several parts of the trend line in the visualization diagram illustrate periods of rapid increase, interspersed with periods of relative stability.
SEASONALITY or RECURRING PATTERNS:
Further observation shows the possibility of seasonality or recurring patterns to be minimal. This is indicative of the financial markets' unpredictable nature, which often involves frequent fluctuations due to internal and/or external factors. Hence, in this particular dataset, it is hard to point out clear cases of recurring patterns/seasonality without digging deeper into larger and more granular data corroborated with specific events influencing the exchange rates.
OUTLIERS:
As for outliers, any instances where the exchange rate significantly differs from the trendline have been noted. These could be the result of many factors, such as significant financial events, news, or sudden changes in the economic climate. Though the given dataset doesn't make it readily apparent that we have such outliers, the few instantaneous dips and rises could be considered as potential outlier instances.
Please note that this analysis is done purely based on the numerical data provided, and does not take into account any geopolitical or economic events that could have also influenced these trends. This comprehensive analysis provides an overview of the general trends and patterns in the PLN exchange rate data for the specific time frame provided, however the detailed predictive modeling would require a more extensive dataset and advanced modeling techniques.