''' - parse the AST for every line of code - add this to a graph of all possibly trees with frequency counts - plot this tree ''' import ast import json from tqdm import tqdm trie = {} class Reader: def __init__(self, trie, code): self.trie = trie self.root = ast.parse(code) def run(self): return self.add_code(self.trie, self.root) def add_code(self, cursor, node): for child in ast.iter_child_nodes(node): name = type(child).__name__ cursor[name] = cursor.get(name, {' count': 0}) cursor[name][' count'] += 1 cursor[name] = self.add_code(cursor[name], child) return cursor with open('data.jsonl', 'r', encoding="utf-8") as f: for id_, line in tqdm(enumerate(f), total=8968897): trie = Reader(trie, json.loads(line)['code']).run() with open('visualise/trie.json', 'w') as f: f.write(json.dumps(trie))