--- configs: - config_name: default data_files: spaces.csv license: other language: - code size_categories: - 100K 0: try: try: a[i['id']] = {'sdk': i['sdk'], 'license': i['cardData']['license'], 'likes': i['likes']} except KeyError: a[i['id']] = {'sdk': i['sdk'], 'license': None, 'likes': i['likes']} except: a[i['id']] = {'sdk': "Configuration error", 'license': "Configuration error", 'likes': i['likes']} data_list = [{'repository': key, 'sdk': value['sdk'], 'license': value['license'], 'likes': value['likes']} for key, value in a.items()] df = pd.DataFrame(data_list) ``` 3. Cloned spaces locally. ```python from huggingface_hub import snapshot_download programming = ['.asm', '.bat', '.cmd', '.c', '.h', '.cs', '.cpp', '.hpp', '.c++', '.h++', '.cc', '.hh', '.C', '.H', '.cmake', '.css', '.dockerfile', 'Dockerfile', '.f90', '.f', '.f03', '.f08', '.f77', '.f95', '.for', '.fpp', '.go', '.hs', '.html', '.java', '.js', '.jl', '.lua', 'Makefile', '.md', '.markdown', '.php', '.php3', '.php4', '.php5', '.phps', '.phpt', '.pl', '.pm', '.pod', '.perl', '.ps1', '.psd1', '.psm1', '.py', '.rb', '.rs', '.sql', '.scala', '.sh', '.bash', '.command', '.zsh', '.ts', '.tsx', '.tex', '.vb'] pattern = [f"*{i}" for i in programming] for i in repos: snapshot_download(i, repo_type="space", local_dir=f"spaces/{i}", allow_patterns=pattern) ```` 4. Processed the data to derive statistics.