Search Google using the keywords "Winter snowstorm". $($Please use the sample codes in the attached workbook Google Search extract info new$-1.$ipynb Download Google Search extract info new$-1.$ipynb$)$

Extract the lasted $100$ results, including the URL, title, and description.

Save the results in a data frame with columns of the URL, title, and description.

Create a word cloud for the text of these descriptions.

Perform the named entity recognition on the descriptions.