  The Israel-Palestine Conflict, one of the most enduring conflicts in history,
dates back to the start of 20th century, with the establishment of the British
Mandate in Palestine and has deeply rooted complex issues in politics,
demography, religion, and other aspects, making it harder to attain resolve. To
understand the conflict in 2021, we devise an observational study to aggregate
stance held by English-speaking countries. We collect Twitter data using
popular hashtags around and specific to the conflict portraying opinions
neutral or partial to the two parties. We use different tools and methods to
classify tweets into pro-Palestinian, pro-Israel, or neutral. This paper
further describes the implementation of data mining methodologies to obtain
insights and reason the stance held by citizens around the conflict.
