Recently, I wanted to do some performance of my code. The following is what I’ve used to get some performance timing.<\/p>\n\n\n\n
The following is the code I’ve used. <\/p>\n\n\n\n
import yfinance as yf\ntickers = ['^AORD', '^DJI']\ndef isupdown(x):\n if x > 0:\n return ' up '\n else:\n return ' down '\n\ndef GetStock(stocks):\n stock = yf.Ticker(stocks)\n price = stock.info['regularMarketPrice']\n marketopen = stock.info['regularMarketOpen']\n myval = (((price - marketopen)\/marketopen))*100\n points = (price - marketopen)\n stock = stocks + ' - Stock opened at ' + str(marketopen) + ' Currently ' + str(price) + isupdown(myval) + str(round(myval,2)) + '% ' + isupdown(myval) + str(round(points)) + ' points'\n return stock\n\nprint(GetStock('^AORD'))\nprint(GetStock('^DJI'))<\/code><\/pre>\n\n\n\nRun the code with the following:<\/p>\n\n\n\n
python -m cProfile get_stocks.py<\/code><\/pre>\n\n\n\nAs we can see, the code took 8.3 seconds to run and the following is a breakdown of each module which is handy to see where there might be any bottlenecks.<\/p>\n\n\n\n
^AORD - Stock opened at 7356.1 Currently 7405.2 up 0.67% up 49 points\n^DJI - Stock opened at 32989.27 Currently 33544.34 up 1.68% up 555 points\n 697638 function calls (679601 primitive calls) in 8.305 seconds\n\n Ordered by: standard name\n\n ncalls tottime percall cumtime percall filename:lineno(function)\n 1 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(<module>)\n 12 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(array_equal)\n 1 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(concatenate)\n 5 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(copyto)\n 4 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(ndim)\n 4 0.000 0.000 0.000 0.000 <__array_function__ internals>:2(prod)\n 674\/7 0.008 0.000 1.474 0.211 <frozen importlib._bootstrap>:1002(_find_and_load)\n 6 0.000 0.000 0.215 0.036 <frozen importlib._bootstrap>:1018(_gcd_import)\n 849\/546 0.002 0.000 0.832 0.002 <frozen importlib._bootstrap>:1033(_handle_fromlist)\n 1417 0.004 0.000 0.004 0.000 <frozen importlib._bootstrap>:112(release)\n 674 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:152(__init__)\n 674 0.001 0.000 0.012 0.000 <frozen importlib._bootstrap>:156(__enter__)\n 674 0.001 0.000 0.004 0.000 <frozen importlib._bootstrap>:160(__exit__)\n 1417 0.005 0.000 0.010 0.000 <frozen importlib._bootstrap>:166(_get_module_lock)\n 673 0.001 0.000 0.002 0.000 <frozen importlib._bootstrap>:185(cb)\n 743 0.001 0.000 0.007 0.000 <frozen importlib._bootstrap>:203(_lock_unlock_module)\n 866\/5 0.001 0.000 1.465 0.293 <frozen importlib._bootstrap>:220(_call_with_frames_removed)\n 6039 0.003 0.000 0.003 0.000 <frozen importlib._bootstrap>:231(_verbose_message)\n 19 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:241(_requires_builtin_wrapper)\n 546 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap>:35(_new_module)\n 695 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap>:351(__init__)\n 1161 0.001 0.000 0.020 0.000 <frozen importlib._bootstrap>:385(cached)\n 1198 0.001 0.000 0.002 0.000 <frozen importlib._bootstrap>:398(parent)\n 640 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:406(has_location)\n 25\/22 0.000 0.000 0.037 0.002 <frozen importlib._bootstrap>:415(spec_from_loader)\n 640 0.004 0.000 0.029 0.000 <frozen importlib._bootstrap>:486(_init_module_attrs)\n 640\/638 0.002 0.000 0.141 0.000 <frozen importlib._bootstrap>:558(module_from_spec)\n 673 0.001 0.000 0.005 0.000 <frozen importlib._bootstrap>:58(__init__)\n 640\/5 0.004 0.000 1.468 0.294 <frozen importlib._bootstrap>:659(_load_unlocked)\n 665 0.000 0.000 0.001 0.000 <frozen importlib._bootstrap>:736(find_spec)\n 19 0.000 0.000 0.001 0.000 <frozen importlib._bootstrap>:757(create_module)\n 19 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:765(exec_module)\n 19 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:782(is_package)\n 646 0.000 0.000 0.001 0.000 <frozen importlib._bootstrap>:811(find_spec)\n 1417 0.004 0.000 0.005 0.000 <frozen importlib._bootstrap>:87(acquire)\n 2006 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap>:874(__enter__)\n 2006 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap>:878(__exit__)\n 665\/638 0.012 0.000 0.373 0.001 <frozen importlib._bootstrap>:901(_find_spec)\n 6 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap>:948(_sanity_check)\n 671\/5 0.004 0.000 1.473 0.295 <frozen importlib._bootstrap>:967(_find_and_load_unlocked)\n 546 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1006(__init__)\n 547 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1031(get_filename)\n 546 0.003 0.000 0.132 0.000 <frozen importlib._bootstrap_external>:1036(get_data)\n 1 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1047(get_resource_reader)\n 1 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1057(resource_path)\n 1 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1063(is_resource)\n 546 0.001 0.000 0.061 0.000 <frozen importlib._bootstrap_external>:1077(path_stats)\n 5596 0.005 0.000 0.007 0.000 <frozen importlib._bootstrap_external>:114(<listcomp>)\n 69 0.000 0.000 0.001 0.000 <frozen importlib._bootstrap_external>:1155(__init__)\n 69\/67 0.000 0.000 0.108 0.002 <frozen importlib._bootstrap_external>:1171(create_module)\n 69\/41 0.000 0.000 0.153 0.004 <frozen importlib._bootstrap_external>:1179(exec_module)\n 1095 0.002 0.000 0.007 0.000 <frozen importlib._bootstrap_external>:127(_path_split)\n 3285 0.002 0.000 0.003 0.000 <frozen importlib._bootstrap_external>:129(<genexpr>)\n 74 0.001 0.000 0.018 0.000 <frozen importlib._bootstrap_external>:1324(_path_hooks)\n 1289 0.002 0.000 0.019 0.000 <frozen importlib._bootstrap_external>:1337(_path_importer_cache)\n 2631 0.002 0.000 0.286 0.000 <frozen importlib._bootstrap_external>:135(_path_stat)\n 24 0.000 0.000 0.001 0.000 <frozen importlib._bootstrap_external>:1359(_legacy_get_spec)\n 646 0.006 0.000 0.332 0.001 <frozen importlib._bootstrap_external>:1374(_get_spec)\n 646 0.001 0.000 0.333 0.001 <frozen importlib._bootstrap_external>:1406(find_spec)\n 856 0.001 0.000 0.094 0.000 <frozen importlib._bootstrap_external>:145(_path_is_mode_type)\n 74 0.001 0.000 0.002 0.000 <frozen importlib._bootstrap_external>:1466(__init__)\n 592 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1472(<genexpr>)\n 615 0.002 0.000 0.007 0.000 <frozen importlib._bootstrap_external>:1500(_get_spec)\n 1155 0.016 0.000 0.305 0.000 <frozen importlib._bootstrap_external>:1505(find_spec)\n 782 0.001 0.000 0.088 0.000 <frozen importlib._bootstrap_external>:154(_path_isfile)\n 74 0.002 0.000 0.016 0.000 <frozen importlib._bootstrap_external>:1556(_fill_cache)\n 74 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:1585(<setcomp>)\n 74 0.000 0.000 0.006 0.000 <frozen importlib._bootstrap_external>:159(_path_isdir)\n 74 0.000 0.000 0.008 0.000 <frozen importlib._bootstrap_external>:1597(path_hook_for_FileFinder)\n 143 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap_external>:167(_path_isabs)\n 1092 0.006 0.000 0.029 0.000 <frozen importlib._bootstrap_external>:361(cache_from_source)\n 615 0.002 0.000 0.019 0.000 <frozen importlib._bootstrap_external>:491(_get_cached)\n 548\/547 0.001 0.000 0.001 0.000 <frozen importlib._bootstrap_external>:523(_check_name_wrapper)\n 546 0.002 0.000 0.004 0.000 <frozen importlib._bootstrap_external>:560(_classify_pyc)\n 546 0.001 0.000 0.002 0.000 <frozen importlib._bootstrap_external>:593(_validate_timestamp_pyc)\n 1155 0.002 0.000 0.002 0.000 <frozen importlib._bootstrap_external>:64(_relax_case)\n 546 0.002 0.000 0.124 0.000 <frozen importlib._bootstrap_external>:645(_compile_bytecode)\n 615 0.003 0.000 0.004 0.000 <frozen importlib._bootstrap_external>:696(spec_from_file_location)\n 1638 0.002 0.000 0.003 0.000 <frozen importlib._bootstrap_external>:79(_unpack_uint32)\n 1 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:833(is_package)\n 546 0.000 0.000 0.000 0.000 <frozen importlib._bootstrap_external>:841(create_module)\n 546\/5 0.003 0.000 1.468 0.294 <frozen importlib._bootstrap_external>:844(exec_module)\n 5596 0.043 0.000 0.066 0.000 <frozen importlib._bootstrap_external>:91(_path_join)\n 546 0.009 0.000 0.347 0.001 <frozen importlib._bootstrap_external>:916(get_code)\n 24 0.000 0.000 0.000 0.000 <frozen zipimport>:109(find_loader)\n 48 0.000 0.000 0.000 0.000 <frozen zipimport>:308(_get_module_path)\n 24 0.000 0.000 0.000 0.000 <frozen zipimport>:312(_is_dir)\n 24 0.000 0.000 0.000 0.000 <frozen zipimport>:321(_get_module_info)\n 74 0.001 0.000 0.009 0.000 <frozen zipimport>:63(__init__)\n 56 0.000 0.000 0.000 0.000 <string>:1(<lambda>)\n 1 0.000 0.000 0.000 0.000 <string>:1(<module>)\n 1 0.000 0.000 0.000 0.000 <string>:1(__create_fn__)\n 1 0.000 0.000 0.000 0.000 <string>:4(cy_wrap)\n 1 0.000 0.000 0.000 0.000 ElementPath.py:334(_SelectorContext)\n 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{method 'getpeername' of '_socket.socket' objects}\n 6 0.000 0.000 0.000 0.000 {method 'getsockopt' of '_socket.socket' objects}\n 18 0.000 0.000 0.000 0.000 {method 'gettimeout' of '_socket.socket' objects}\n 1000 0.000 0.000 0.000 0.000 {method 'group' of 're.Match' objects}\n 1 0.000 0.000 0.000 0.000 {method 'groupdict' of 're.Match' objects}\n 82 0.000 0.000 0.000 0.000 {method 'groups' of 're.Match' objects}\n 28 0.000 0.000 0.000 0.000 {method 'index' of 'list' objects}\n 1 0.000 0.000 0.000 0.000 {method 'index' of 'str' objects}\n 4 0.000 0.000 0.000 0.000 {method 'index' of 'tuple' objects}\n 199 0.000 0.000 0.000 0.000 {method 'insert' of 'list' objects}\n 38 0.000 0.000 0.000 0.000 {method 'isalnum' of 'str' objects}\n 8 0.000 0.000 0.000 0.000 {method 'isascii' of 'str' objects}\n 274 0.000 0.000 0.000 0.000 {method 'isidentifier' of 'str' objects}\n 689 0.000 0.000 0.000 0.000 {method 'islower' of 'str' objects}\n 865 0.000 0.000 0.000 0.000 {method 'isupper' of 'str' objects}\n 28 0.000 0.000 0.000 0.000 {method 'items' of 'collections.OrderedDict' objects}\n 1151 0.000 0.000 0.000 0.000 {method 'items' of 'dict' objects}\n 102 0.000 0.000 0.000 0.000 {method 'items' of 'mappingproxy' objects}\n 106 0.004 0.000 1.682 0.016 {method 'join' of 'bytes' objects}\n8102\/8033 0.003 0.000 0.116 0.000 {method 'join' of 'str' objects}\n 126 0.000 0.000 0.000 0.000 {method 'keys' of 'dict' objects}\n 6 0.103 0.017 0.103 0.017 {method 'load_verify_locations' of '_ssl._SSLContext' objects}\n 3 0.000 0.000 0.000 0.000 {method 'lower' of 'bytes' objects}\n 7203 0.001 0.000 0.001 0.000 {method 'lower' of 'str' objects}\n 1109 0.000 0.000 0.000 0.000 {method 'lstrip' of 'str' objects}\n 3168 0.004 0.000 0.004 0.000 {method 'match' of 're.Pattern' objects}\n 4 0.000 0.000 0.000 0.000 {method 'max' of 'numpy.ndarray' objects}\n 24 0.000 0.000 0.000 0.000 {method 'mro' of 'type' objects}\n 1398 0.000 0.000 0.000 0.000 {method 'partition' of 'str' objects}\n 10 0.000 0.000 0.000 0.000 {method 'pop' of 'collections.OrderedDict' objects}\n 74 0.000 0.000 0.000 0.000 {method 'pop' of 'collections.deque' objects}\n 881 0.000 0.000 0.000 0.000 {method 'pop' of 'dict' objects}\n 136 0.000 0.000 0.000 0.000 {method 'pop' of 'list' objects}\n 52 0.000 0.000 0.000 0.000 {method 'pop' of 'set' objects}\n 1 0.000 0.000 0.000 0.000 {method 'popitem' of 'dict' objects}\n 202 0.000 0.000 0.000 0.000 {method 'popleft' of 'collections.deque' objects}\n 4 0.000 0.000 0.000 0.000 {method 'ravel' of 'numpy.ndarray' objects}\n 865 0.038 0.000 1.591 0.002 {method 'read' of '_io.BufferedReader' objects}\n 20 0.000 0.000 0.000 0.000 {method 'read' of '_io.StringIO' objects}\n 1 0.095 0.095 0.095 0.095 {method 'read' of '_io.TextIOWrapper' objects}\n 873 5.943 0.007 5.943 0.007 {method 'read' of '_ssl._SSLSocket' objects}\n 4 0.000 0.000 0.000 0.000 {method 'readinto' of '_io.BufferedReader' objects}\n 352 0.000 0.000 4.398 0.012 {method 'readline' of '_io.BufferedReader' objects}\n 20 0.000 0.000 0.000 0.000 {method 'readlines' of '_io._IOBase' objects}\n 30 0.001 0.000 0.001 0.000 {method 'reduce' of 'numpy.ufunc' objects}\n 93 0.000 0.000 0.000 0.000 {method 'release' of '_thread.RLock' objects}\n 12 0.000 0.000 0.000 0.000 {method 'remove' of 'list' objects}\n 18 0.000 0.000 0.000 0.000 {method 'remove' of 'set' objects}\n 1959 0.018 0.000 0.018 0.000 {method 'replace' of 'str' objects}\n 4 0.000 0.000 0.000 0.000 {method 'reshape' of 'numpy.ndarray' objects}\n 3 0.000 0.000 0.000 0.000 {method 'reverse' of 'list' objects}\n 2235 0.001 0.000 0.001 0.000 {method 'rfind' of 'str' objects}\n 4533 0.002 0.000 0.002 0.000 {method 'rpartition' of 'str' objects}\n 7 0.000 0.000 0.000 0.000 {method 'rsplit' of 'str' objects}\n 70 0.000 0.000 0.000 0.000 {method 'rstrip' of 'bytes' objects}\n 18101 0.003 0.000 0.003 0.000 {method 'rstrip' of 'str' objects}\n 320 0.002 0.000 0.002 0.000 {method 'search' of 're.Pattern' objects}\n 40 0.000 0.000 0.000 0.000 {method 'seek' of '_io.StringIO' objects}\n 6 0.000 0.000 0.000 0.000 {method 'set_ciphers' of '_ssl._SSLContext' objects}\n 192 0.000 0.000 0.000 0.000 {method 'setdefault' of 'collections.OrderedDict' objects}\n 108 0.000 0.000 0.000 0.000 {method 'setdefault' of 'dict' objects}\n 6 0.000 0.000 0.000 0.000 {method 'setsockopt' of '_socket.socket' objects}\n 69 0.000 0.000 0.000 0.000 {method 'setter' of 'property' objects}\n 28 0.000 0.000 0.000 0.000 {method 'settimeout' of '_socket.socket' objects}\n 33 0.000 0.000 0.000 0.000 {method 'sort' of 'list' objects}\n 152 0.000 0.000 0.000 0.000 {method 'split' of 'bytes' objects}\n 28 0.000 0.000 0.000 0.000 {method 'split' of 're.Pattern' objects}\n 488 0.012 0.000 0.012 0.000 {method 'split' of 'str' objects}\n 14 0.000 0.000 0.000 0.000 {method 'start' of 're.Match' objects}\n 37059 0.010 0.000 0.010 0.000 {method 'startswith' of 'str' objects}\n 38 0.000 0.000 0.000 0.000 {method 'strftime' of 'datetime.date' objects}\n 1124 0.001 0.000 0.001 0.000 {method 'strip' of 'str' objects}\n 1139 0.023 0.000 0.023 0.000 {method 'sub' of 're.Pattern' objects}\n 48 0.000 0.000 0.000 0.000 {method 'subn' of 're.Pattern' objects}\n 2 0.000 0.000 0.000 0.000 {method 'sum' of 'numpy.ndarray' objects}\n 4 0.000 0.000 0.000 0.000 {method 'tobytes' of 'memoryview' objects}\n 12 0.000 0.000 0.000 0.000 {method 'tolist' of 'memoryview' objects}\n 30 0.000 0.000 0.000 0.000 {method 'toordinal' of 'datetime.date' objects}\n 288 0.000 0.000 0.000 0.000 {method 'translate' of 'bytearray' objects}\n 156 0.000 0.000 0.000 0.000 {method 'translate' of 'str' objects}\n 20 0.000 0.000 0.000 0.000 {method 'truncate' of '_io.StringIO' objects}\n 1 0.000 0.000 0.000 0.000 {method 'union' of 'set' objects}\n 12 0.000 0.000 0.000 0.000 {method 'update' of 'collections.OrderedDict' objects}\n 583 0.000 0.000 0.000 0.000 {method 'update' of 'dict' objects}\n 6 0.000 0.000 0.000 0.000 {method 'upper' of 'bytes' objects}\n 2537 0.001 0.000 0.001 0.000 {method 'upper' of 'str' objects}\n 100 0.000 0.000 0.000 0.000 {method 'values' of 'collections.OrderedDict' objects}\n 44 0.000 0.000 0.000 0.000 {method 'values' of 'dict' objects}\n 2 0.000 0.000 0.000 0.000 {method 'values' of 'mappingproxy' objects}\n 6 0.000 0.000 0.000 0.000 {method 'version' of '_ssl._SSLSocket' objects}\n 1 0.000 0.000 0.000 0.000 {method 'view' of 'numpy.generic' objects}\n 4\/3 0.000 0.000 0.000 0.000 {method 'view' of 'numpy.ndarray' objects}\n 10 0.000 0.000 0.000 0.000 {method 'write' of '_io.StringIO' objects}\n 10 0.002 0.000 0.002 0.000 {method 'write' of '_ssl._SSLSocket' objects}\n 6 0.000 0.000 0.000 0.000 {method 'zfill' of 'bytes' objects}\n 6 0.000 0.000 0.000 0.000 {pandas._libs.algos.ensure_object}\n 24 0.000 0.000 0.000 0.000 {pandas._libs.lib.clean_index_list}\n 6 0.000 0.000 0.000 0.000 {pandas._libs.lib.infer_datetimelike_array}\n 46 0.001 0.000 0.001 0.000 {pandas._libs.lib.infer_dtype}\n 101 0.000 0.000 0.000 0.000 {pandas._libs.lib.is_bool}\n 204 0.000 0.000 0.000 0.000 {pandas._libs.lib.is_float}\n 112 0.000 0.000 0.000 0.000 {pandas._libs.lib.is_integer}\n 72 0.000 0.000 0.000 0.000 {pandas._libs.lib.is_iterator}\n 214 0.000 0.000 0.001 0.000 {pandas._libs.lib.is_list_like}\n 298 0.000 0.000 0.000 0.000 {pandas._libs.lib.is_scalar}\n 8 0.000 0.000 0.000 0.000 {pandas._libs.lib.item_from_zerodim}\n 8 0.000 0.000 0.000 0.000 {pandas._libs.lib.maybe_convert_numeric}\n 4 0.000 0.000 0.000 0.000 {pandas._libs.lib.maybe_convert_objects}\n 4 0.000 0.000 0.000 0.000 {pandas._libs.lib.to_object_array}\n 6 0.000 0.000 0.000 0.000 {pandas._libs.ops.maybe_convert_bool}\n 6 0.000 0.000 0.000 0.000 {pandas._libs.parsers.sanitize_objects}<\/code><\/pre>\n\n\n\n<\/p>\n","protected":false},"excerpt":{"rendered":"
Recently, I wanted to do some performance of my code. The following is what I’ve used to get some performance timing. The following is the code I’ve used. Run the code with the following: As we can see, the code took 8.3 seconds to run and the following is a breakdown of each module which … Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-415","post","type-post","status-publish","format-standard","hentry","category-python"],"_links":{"self":[{"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/posts\/415","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/comments?post=415"}],"version-history":[{"count":4,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/posts\/415\/revisions"}],"predecessor-version":[{"id":425,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/posts\/415\/revisions\/425"}],"wp:attachment":[{"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/media?parent=415"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/categories?post=415"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.mrmarkyoung.com\/oracle\/wp-json\/wp\/v2\/tags?post=415"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}