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def execute_stage_two(path_stage1):
"""Execute the second stage of processing."""
graph, ranks = pytextrank.text_rank(os.path.join(PATH_PREFIX, path_stage1))
pytextrank.render_ranks(graph, ranks)
path_name_components = path_stage1.split('.')
path_name_components[path_name_components.index('stage1')] = 'stage2'
path_stage2 = '-'.join(path_name_components)
with open(os.path.join(PATH_PREFIX, path_stage2), 'w') as f:
for rl in pytextrank.normalize_key_phrases(os.path.join(PATH_PREFIX, path_stage1),
ranks, stopwords=stopwords):
f.write("%s\n" % pytextrank.pretty_print(rl._asdict()))
return path_stage2