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Now, Amritsar was particularly volatile for a couple of reasons. Firstly, it was a center of Sikh religious and cultural significance, and the Sikh community was at the forefront of the protests. Secondly, the city was home to a large number of Indian soldiers who had returned from World War I, bringing with them a sense of disillusionment and a readiness to fight for their rights. The leaders of the protests, like Dr. Satyapal and Dr. Saifuddin Kitchlew, were prominent figures who were advocating for civil rights and greater Indian representation. They were a thorn in the side of the British administration, who viewed them as agitators and troublemakers. The tension between the Indian population and the British authorities was palpable, and the stage was set for a major confrontation. The British authorities, led by Brigadier-General Reginald Dyer, were determined to quell the protests and maintain order at any cost. This clash of interests, fueled by the oppressive Rowlatt Act and the rising tide of Indian nationalism, ultimately led to the tragic events of April 13, 1919.
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* `max_depth`: This controls how deep the tree can grow. Limiting the depth helps prevent overfitting, where the model learns the training data ial ahly vs pyramids highlights too well, including its noise, and performs poorly on new data. A `max_depth` of 3 is a reasonable starting point for our small dataset.
