气候数据动态:一个大量的现实世界结构化的天气数据集
Md Zubair1,2, Md Nafiz Ishtiaque Mahee3, Khondaker Masfiq Reza3
1Department of Computer Science and Engineering, Chittagong University of Engineering and Technology, Chittagong, Bangladesh.
Data in brief
|December 17, 2024
概括
这项研究提供了一个独特的,长达数十年的孟加拉国天气数据集,涵盖降雨量,温度,湿度和阳光. 这些有组织的数据非常适合机器学习,气候研究和天气预报应用.
科学领域:
- 气象学和气候学
- 数据科学数据科学数据科学
背景情况:
- 孟加拉国气象局 (BMD) 是唯一负责国家天气监测的政府机构.
- 在孟加拉国,从35个气象站收集了几十年的天气数据.
研究的目的:
- 为了呈现一个全面的,长达数十年的孟加拉国天气数据集.
- 将原始天气数据重组和处理成可访问的格式,用于研究和应用.
主要方法:
- 数据是从孟加拉国气象局获得的.
- 原始数据被精心重组并处理成四个关键参数:降雨量,温度,湿度和阳光.
- 数据组织有助于机器学习和统计分析.
主要成果:
- 现在可以获得一个独特的,长达数十年的关键天气参数 (降雨量,温度,湿度,阳光) 数据集.
- 数据集以高度组织和可访问的格式呈现.
结论:
- 处理的数据集是机器学习模型培训的宝贵资源.
- 这些数据适用于气候研究,天气预报以及各种统计和机器学习应用.
相关概念视频
What is Weather?
18.1K
Overview
18.1K
Precipitation Processes
420
The experimental conditions in a gravimetric analysis should be optimized to maximize the particle size and purity of the obtained precipitate. Ideally, the concentration of the precipitating reagent should be low with effective stirring to maintain low relative supersaturation for the growth of large crystals. In homogeneous precipitation, the precipitant is slowly generated by a chemical reaction in the solution to avoid local reagent excesses. For example, urea decomposes gradually to...
420
Global Climate Change
24.2K
Throughout its ~4.5 billion year history, the Earth has experienced periods of warming and cooling. However, the current drastic increase in global temperatures is well outside of the Earth’s cyclic norms, and evidence for human-caused global climate change is compelling. Paleoclimatology, the study of ancient climate conditions, provides ample evidence for human-caused global climate change by comparing recent conditions with those in the past.
24.2K
Precipitation and Co-precipitation
1.7K
Precipitation and coprecipitation methods can be used to separate a mixture of ions in a solution. In qualitative inorganic analysis, ions that form sparingly soluble precipitates with the same reagent are separated based on the differences in solubility products. For example, consider the separation of Cu(II) and Fe(II) ions by precipitation as insoluble sulfides. First, copper(II) sulfide is precipitated by the addition of acidic H2S, where the dissociation of H2S is suppressed. Adding H2S...
1.7K
What is Climate?
18.3K
Climate refers to the prevailing weather conditions in a specific area over an extended period. As the saying goes, “Climate is what you expect. Weather is what you get.” Climate is influenced by geographic factors, such as latitude, terrain, and proximity to bodies of water.
18.3K
Review and Preview
8.9K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
8.9K


