2024-04-29 Tala News
2024-04-28
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
Analysis of the Time-Series Exchange Rate Data
Given the provided dataset, a comprehensive understanding of the data's overall trend, seasonal patterns, and outliers is attainable. Here are the main results from the analysis:
1. Understanding the overall trend of the exchange rates
The overall trend of the exchange rates throughout the dataset is variable and seems to have a fluctuating pattern over time. The rates do not show a clear overall increase or decrease. Instead, we observe multiple peaks and troughs suggesting short-term fluctuations. This implies a highly volatile foreign exchange market during this time period.
2. Identifying any seasonality or recurring patterns in the changes of exchange rates
From the data, it's challenging to distinctly identify seasonality effects or recurring patterns solely based on the information provided. This is mainly because foreign exchange rates are influenced by a multitude of factors and can vary significantly even within a single day. However, certain intervals within the dataset may exhibit marginal consistent fluctuations that suggest a weak intra-day pattern. Professional statistical tests are required to accurately determine the presence of seasonality.
3. Noting any outliers, or instances where the exchange rate differs significantly from what would be expected based on the trend or seasonality
Outliers in this dataset would represent abrupt hikes or drops in the exchange rates that deviate substantially from the surrounding data points. For example, around the timestamp '2024-04-01 02:00:02', the value hiked to '0.50414', which is notably higher than the values before and after this point. Another noticeable drop is observed around '2024-04-19 10:00:03' where the value dropped to '0.48978'. However, caution should be exercised in treating these as true outliers without further context or analysis.
Given that this is a simplistic analysis, it's important to note that exchange rates are a complex blend of multiple economic indicators, geopolitical events, and market sentiment. Therefore, these findings would need to be combined with a broader understanding of the market during this time period to build a complete picture.