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def _to_code(d): """7位->6位代码""" d['code'] = d['code'][1:] return d
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def pip_split_version(package): """ For pip install strings: Splits the part of the package name and the version part """ split_at_index = False for c in ["<", "=", ">"]: if c in package: index = package.index(c) if split_at_index is False or index < split_at_index: ...
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def all_subclasses(cls): """ Find all subclasses of a class :rtype: object :return: "Set of subclasses" :param object cls: Baseclass """ return set(cls.__subclasses__()).union( [s for c in cls.__subclasses__() for s in all_subclasses(c)])
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def validate_sequence_length(sequence): """ Validates that the sequence passed into it has a minimum length of 100 n.t. """ try: assert len(sequence) >= 100 return True except AssertionError: return False
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def config_section_data(): """Produce the default configuration section for app.config, when called by `resilient-circuits config [-c|-u]` """ config_data = u"""[fn_microsoft_security_graph] # Graph URL with version number microsoft_graph_url=https://graph.microsoft.com/v1.0/ tenant_id=<Tenant direct...
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import os def perc_weights(): """A Percolator weights file""" return os.path.join("tests", "data", "weights.txt")
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import sys def data_progress_measure(data): """Checks and filters data for indicator for which progress is being calculate. If the Year column in data contains more than 4 characters (standard year format), takes the first 4 characters. If data contains disaggregation columns, take only the total line da...
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import json def load_data(filename): """ 解析JSON数据文件 """ data = {} try: with open(filename) as data_file: data = json.load(data_file) print("parser json data file success!") except Exception as error: print("parser json data file error: %s" % error) d...
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import collections def convert_pyradiomics_featurevector(featureVector): """Convert a PyRadiomics feature vector to WORC compatible features.""" # Split center of mass features in the three dimensions # Save as orientation features if 'diagnostics_Mask-original_CenterOfMassIndex' in list(featureVector...
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def get_lighter_color(color): """Generates a lighter color. Keyword arguments: color -- color you want to change, touple with 3 elements (Doesn't matter if it is RGB or BGR) Return: Return a lighter version of the provided color """ add = 255 - max(color) add = min(add,30)...
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import numpy def rastrigin(x): """ The Rastrigin function. Parameters ---------- x : array_like 1-D array of points at which the Rastrigin function is to be computed. Returns ------- float The value of the Rastrigin function. """ x = numpy.asarray(x) ndim...
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def mycroft_responses(context): """Collect and format mycroft responses from context. Args: context: behave context to extract messages from. Returns: (str) Mycroft responses including skill and dialog file """ responses = '' messages = context.bus.get_messages('speak') if len(mess...
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def obtain_valid_painter(painter_class, **kwargs): """Returns a valid painter whose class is <painter_class>. You can try any argument you want ; only arguments existing in painter's __init__ method will be used. """ try: painter = painter_class(**kwargs) except TypeError: painte...
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def attribute_loaded(model, attribute): """Returns true if the attribute of the model was already loaded.""" # XXX: this works but it relys on a specific implementation in # SQLAlchemy. Figure out if SA provides a way to query that information. return attribute in model.__dict__
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def percent_diff(value1: float, value2: float, frac: bool = False) -> float: """ Return the percentage difference between two values. The denominator is the average of value1 and value2. value1: float, first value value2: float, second value frac: bool, Default is ...
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def moving_vehicles(trans, treshold=5): """Count number of moving vehicles.""" results = [] for tr in trans: v = tr['vector'] move_y = v[0][0] - v[1][0] move_x = v[0][1] - v[1][1] moving = False if abs(move_y) > treshold or abs(move_x) > treshold: moving ...
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def scheduler(epoch): """ Learning rate scheduler """ lr = 0.0001 if epoch > 25: lr = 0.00001 elif epoch > 60: lr = 0.000001 print('Using learning rate', lr) return lr
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def occurs_once_in_sets(set_sequence): """Returns the elements that occur only once in the sequence of sets set_sequence. The elements are returned as a set.""" occuronce = set() deleted = set() for setx in set_sequence: for sety in setx: if (sety in occuronce): d...
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def kwargs_to_filter(kw): """Converts key/values in the form year=yyyy to key/values usable as queryset filters, pretty inefficient and with no checks on data. """ d = {} for k in ('year', 'month', 'day', 'hour', 'minute', 'second'): if k in kw: try: d['da...
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def getInfoOfOSMSearch(feature): """ getNodeInfo(idNode): From feature list inside geojson Features get a better structure for analyze data. Parameters ---------- feature : List All list containing all features Returns ------- List List of dictionaries with all ...
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def label_conditions(df, plate_columns_map, plate_rows_map): """Assigning the conditions used in each well, according to the plate maps. Receives dataframe, plate_columns_map, plate_rows_map. Returns the dataframe.""" # add strain and moi info df['strain'] = df['column'].apply(lambda value: plate_c...
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def path_distance(g, s, p, base): """ >>> ns = Namespace("urn:x-ns:") >>> g = Graph() >>> subpropof = RDFS.subPropertyOf >>> g.add((ns.name, subpropof, ns.label)) >>> g.add((ns.title, subpropof, ns.name)) >>> g.add((ns.notation, subpropof, ns.title)) >>> g.add((ns.notation, subpropof, ns...
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def merge(jsons): """ Merge a list of CMS lumi json data Args: jsons (list) : List of CMS lumi json data (dicts with run : list of LS) """ outjson = {} for f in jsons: print("Adding json form "+f+" to merge json") injson = jsons[f] for run in injson: i...
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def allow_guess(number): """ Input: Takes in the number which the user is to guess Gets user input and tells the user whether the number is too high or too low Returns false if the guess is wrong and True if correct """ print('Guess a number') guess = input() guess = int(guess) ...
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def check_def_file(universe, res_name, atoms_name): """Check if atoms from the definition file are present in the structure in `universe`. This function return false if there is one missing in the structure. Print also an error message. Parameters ---------- universe : MDAnalysis universe inst...
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import re import logging def GetChromeosVersion(str_obj): """Helper method to parse output for CHROMEOS_VERSION_STRING. Args: str_obj: a string, which may contain Chrome OS version info. Returns: A string, value of CHROMEOS_VERSION_STRING environment variable set by chromeos_version.sh. Or None ...
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def JavaFileForUnitTest(test): """Returns the Java file name for a unit test.""" return 'UT_{}.java'.format(test)
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def get_descendant(node, desc_id): """Search the descendants of the given node in a scipy tree. Parameters ---------- node : scipy.cluster.hierarchy.ClusterNode The ancestor node to search from. desc_id : int The ID of the node to search for. Returns ------- desc : scip...
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def length(x): """Calculate the length of a vector. This function is equivalent to the `length` function in GLSL. Args: x (:class:`~taichi.Matrix`): The vector of which to calculate the length. Returns: The Euclidean norm of the vector. Example:: >>> x = ti.Vector([1, 1, ...
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import hashlib def hash_csv(csv_path): """Calculates a SHA-256 hash of the CSV file for data integrity checking. Args: csv_path (path-like) : Path the CSV file to hash. Returns: str: the hexdigest of the hash, with a 'sha256:' prefix. """ # how big of a bit should I take? bl...
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import requests def retrieve_info(url, apidata): """ Return a dictionary from the HTSworkflow API """ web = requests.get(url, params=apidata) if web.status_code != 200: raise requests.HTTPError( "Failed to access {} error {}".format(url, web.status_code)) result = web.jso...
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def pvct(pv: float, compr_total: float): """ Pore Volume times Total Compressibility Parameters --- pv : float pore volume compr_total : float total compressibility Return pvct : float pore volume total compressibility """ return pv*compr_total
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def cubocta_layer(f: int) -> int: """ Number of contact points between equal spheres arranged in layer n of a cuboctahedron with n intervals between balls along in each edge. """ x = f-1 return 8*x**3 + 36*x**2 + 52*x + 24
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def format_datestr(v): """ Formats a datetime or date object into the string format shared by xml and notation serializations.""" if hasattr(v, 'microsecond'): return v.isoformat() + 'Z' else: return v.strftime('%Y-%m-%dT%H:%M:%SZ')
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def betterFib(n): """ Better implementation of nth Fibonacci number generator Time complexity - O(n) Space complexity - O(n) :param n: The nth term :return: The nth fibonnaci number """ fib = [None] * n #print fib if n == 0: return 0 elif n == 1: return 1 ...
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def top_level(symbol): """A rule that matches top-level symbols.""" return (symbol and ('.' not in symbol)) or None
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def convert_string_key_to_int_key(orig_dict): """Converts the key from string to integer.""" return dict([(int(key), val) for key, val in orig_dict.items()])
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def _seq_id_filter(id: str) -> str: """ Replaces underscores and semicolons with dashes in the sequence IDs. This is needed to have nice output filename templates with underscore as a delimiter for parameters """ result = id.replace("_", "-") return result.replace(";", "-")
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import os def save_separately_filenames(self, path): """Compute paths for separately saved attributes. Parameters ---------- path : str Path to which the main checkpoint file is being saved. Returns ------- paths : dict A dictionary mapping attribute names to derived path...
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import hashlib def _md5_hash_as_long(input_value): """Return the hash of the input value converted to a long.""" hex_hash = hashlib.md5(str(input_value).encode('utf-8')).hexdigest() return int(hex_hash, 16)
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def _get_name(f): """Gets the name of underlying objects.""" if hasattr(f, '__name__'): return f.__name__ # Next clause handles functools.partial objects. if hasattr(f, 'func') and hasattr(f.func, '__name__'): return f.func.__name__ return repr(f)
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def combineSameLocationChanges(changes): """Destructively modifies changes""" j = 1 while j < len(changes): # if possible, combine - and + changes at the same location into -+ changes if (changes[j-1].totalCol == changes[j].totalCol) and ((changes[j-1].editType + changes[j].editType) == "+-"): changes[j-1].ed...
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def g_factory(epoch, gamma_param, f): """Generate g inplace function.""" return lambda vec: (1 - gamma_param) * f[epoch + 1](vec) + gamma_param * f[epoch](vec)
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def get_sampler_state(sampler): """Returns sampler as a dictionary so its properties can be saved """ sampler_dict = sampler.__dict__.copy() del sampler_dict['pool'] return sampler_dict
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def if_none(obj, default): """ Returns `obj`, unless it's `None`, in which case returns `default`. >>> if_none(42, "Hello!") 42 >>> if_none(None, "Hello!") 'Hello!' """ return default if obj is None else obj
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def start(parser, argv, scope, callback_before=None): """Utility function to execute a subcommand. The function will look up in the ``scope`` if there is a function called ``run_<parser.args.command>`` and will run it using ``parser.args`` as first positional argument. Args: parser: an Arg...
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def _swiftmodule_for_cpu(swiftmodule_files, cpu): """Select the cpu specific swiftmodule.""" # The paths will be of the following format: # ABC.framework/Modules/ABC.swiftmodule/<arch>.swiftmodule # Where <arch> will be a common arch like x86_64, arm64, etc. named_files = {f.basename: f for f in ...
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import os import json def generate_db_json(source_file, command): """ Generates a single compilation database string from all provided files """ compdb = [ { "arguments": command.split(), "directory": os.getcwd(), "file": source_file } ] retu...
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def get_output_subfolder(only_filename, limit_examples, limit_classes): """ Returns: subfolder name for records """ if only_filename is not None: return 'only-{}'.format(only_filename) elif limit_examples is not None and limit_classes is not None: return 'limit-{}-classes-{}'.format(...
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from typing import Dict def get_bags_inside(color: str, dependency_dict: Dict[str, Dict[str, int]]) -> int: """Recursively count the bags stored wthin color, including itself""" count = 1 inner_bags = dependency_dict[color] for bag_color, bag_count in inner_bags.items(): count += bag_count * g...
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def decay_function(key: int): """ Returns a decay function to create a weighted sequence graph. """ return lambda x: (x - 1) ** (-key)
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import os def filesize(path, stat=os.stat): """ Return the file size in bytes """ return stat(path)[6]
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def remove_unknown_locations(locations, logi): """Remove unknown locations.""" return locations[logi]
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def default_feature_minscore(): """Relation between word length (keys) and minimum score for named entity recognition of features (values).""" dct = { 1: 100, 3: 100, 4: 90, 5: 85, 6: 80, 8: 75 } return dct
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def pick(seq, func, maxobj=None): """Picks the object obj where func(obj) has the highest value.""" maxscore = None for obj in seq: score = func(obj) if maxscore is None or maxscore < score: (maxscore, maxobj) = (score, obj) return maxobj
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from typing import BinaryIO from typing import List def _create_test_file(tfile: BinaryIO, nlines=10) -> List[str]: """Helper function for populating a testing temp file with numbered example lines for comparison""" lines = [f"This is an example line {i}\n".encode('utf-8') for i in range(1, nlines+1)] tfi...
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import ntpath import base64 def send_file(path, filename=None, mime_type=None): """ Convert a file into the format expected by the Download component. :param path: path to the file to be sent :param filename: name of the file, if not provided the original filename is used :param mime_type: mime ty...
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import re def extract_bibtex_items(latex_source): """Extract all bibtex items in a LaTeX file which are not commented out.""" bibtex_item_regex = re.compile(r"""(?<!%) # Lookbehind to check that the bibtex item is not commented out. (\\bibitem{.*?}.+?) # Match the entire bibt...
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import base64 def get_content_b64(filepath): """Given a filepath, return the base64 encoded representation of the file's content. """ with open(filepath, 'rb') as f: content = f.read() return base64.b64encode(content).decode('utf-8')
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import ast def isConstant(x): """Determine whether the provided AST is a constant""" return (type(x) in [ast.Num, ast.Str, ast.Bytes, ast.NameConstant])
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def get_instances_not_in_output(possible_instances, stdout_output): """return instances where their id is not in the stdout output""" return [instance for instance in possible_instances if instance['id'] not in stdout_output]
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def get_layer_names(module, display=True, names=None, upper_name='', _title=True): """Recursively show a network's named layers Parameters: module (nn.Module): The pytorch module to display the submodule names. display (bool): print out a table of the names with attempts at sizes. Returns ...
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from typing import List def _tf_format(x_data: List[List[int]], max_len: int, zero_index: int): """ Pad with elements until it has max_len or shorten it until it has max_len. When padding insert the zero index so it doesn't contribute anything :param x_data: :param max_len: :return: """ ...
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import numpy def mse (estimation, target): """Mean square error between a set of outputs and target values Uses the formula: .. math:: MSE(\hat{\Theta}) = E[(\hat{\Theta} - \Theta)^2] Estimation (:math:`\hat{\Theta}`) and target (:math:`\Theta`) are supposed to have 2 dimensions. Different examples ...
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import re def is_url(url: str): """Uses RegEx to check whether a string is a HTTP(s) link""" # https://stackoverflow.com/a/17773849/8314159 return re.search(r"(https?://(?:www\.|(?!www))[a-zA-Z0-9][a-zA-Z0-9-]+[a-zA-Z0-9]\.[^\s]{2,}|www\.[a-zA-Z0-9]" r"[a-zA-Z0-9-]+[a-zA-Z0-9]\.[^\s]{...
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def format_usage(usage): """Method that doesn't output "Usage:" prefix""" return usage
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from random import randint, choice def random_chinese_character(n: int = 3, surname: bool = True) -> str: """随机中文字符 :param n: 数量 :param surname: 姓氏 :return str """ """ 01李 02王 03张 04刘 05陈 06杨 07赵 08黄 09周 10吴 11徐 12孙 13胡 14朱 15高 16林 17何 18郭 19马 20罗 21梁 22宋 23郑 24谢 25韩 26唐 27冯 28于 2...
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def post_order_traversal(tree): """left -> right -> curr""" to_visit = [tree] visited = set() path = [] while to_visit: node = to_visit[-1] # make sure we visit left before right if node.left and node.left not in visited: to_visit.append(node.left) ...
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import os def to_filelist(dir_path): """ Return a list of file names of a given directory and save as "0.filelist" in the directory. """ flist= [ fname for fname in os.listdir(dir_path) if not fname.startswith('.') and not fname.startswith('0') ] with open(os.path.join(...
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def _make_dataset( df, label_column_name, left_value_column_name, right_value_column_name, standing_out_label_name_list): """ Make the required dataset from the data frame. Parameters ---------- df : pandas.DataFrame The target data frame. label_column_name : str ...
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import sys import os def get_script_path(build_dir): """ Returns the platform-specific path to the pychecker script within the build dir. """ if sys.platform == "win32": return os.path.join(build_dir, "pychecker.bat") else: return os.path.join(build_dir, "pychecker")
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from pathlib import Path import logging def evaluate_implementation(callback_file: Path, function_name: str) -> bool: """Checks whether a function name is found in a source file or not.""" found = False impl = callback_file.read_text() if function_name in impl: logging.info(f"Found '{function_...
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def _get_user_id(data): """ Get user ID which this event is generated by. Event payload schema highly depends on event type. :param data: event payload :type data: dict :rtype: non empty string or None """ for key in ['user', 'user_id']: user = data.get(key) if user: ...
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def validate_number(num, low, high): """ Takes user input as a string and validates that it is an integer between low and high """ try: num = int(num) except ValueError: return False if num < low or num > high: return False return True
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def merge_data(dfs): """ Merges prepared Dataframes into two dataframes (df_global and df_local) :param dfs: List of DataFrames :return df_global: DataFrame containing Covid-Data for every country :return df_local: DataFrame containing Covid-Data for every canton in switzerland """ df_global...
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def has_path(coll, path): """Checks if path exists in the given nested collection.""" for p in path: try: coll = coll[p] except (KeyError, IndexError): return False return True
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def headers(questions): """ Generate the headers for the CSV file - take an array of questions. The order is important - Each question id is a column header - Paired with the index+1 of it's position in the array - Example: 43:SQ3-1d - SQ3-1d is the old question id - 43 is it's number on...
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from typing import Optional from typing import Union def _post_init_start_end( # noqa: F811 value: Optional[Union[int, str]] ) -> Optional[Union[int, str]]: """ parses start and end values, returns int when castable, raises value error if not and string is not "#" """ if value is None: ...
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import logging def scope_logger(cls): """ Class decorator for adding a class local logger Example: >>> @scope_logger >>> class Test: >>> def __init__(self): >>> self.log.info("class instantiated") >>> t = Test() """ cls.log = logging.getLogger('{0}.{1}'.format...
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def cvtInt(intstr): """ Convert integer string into integer. Parameters: intstr - integer string format: "[0-9]+" Return Value: Returns converted integer value on success. None on error. """ try: val = int(intstr) return val except (SyntaxError, NameE...
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def circle_fitness(individual): """ Determine the similarity of the dataframe to the unit circle. """ columns = [meta.name for meta in individual.metadata] df = individual.dataframe angle_idx = columns.index("AngleUniform") radius_idx = columns.index("RadiusUniform") return df[angle_idx].var()...
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def add_variable_to_dataset(dataset, var_name): """ Convenience function to add a variable to the dataset only if the variable doesn't already exist. This function is case sensitive. "radius" and "Radius" are two different variable names. returns the Variable object associated with the variabl...
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import unicodedata def filter_non_printable(string_to_filter): """ Filter string 's' by removing non-printable chars :param string_to_filter: :return: """ output_string = ''.join( c for c in string_to_filter if not unicodedata.category(c) in set('Cf') ) return output_s...
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def _type_to_template(qname, subject_type, predicate, object_type): """ >>> _type_to_template(lambda x: "q:"+x, "subject", "pred", "object") 'rdf/q:subject/q:pred/q:object.html' >>> _type_to_template(lambda x: "q:"+x, "subject", "pred", None) 'rdf/q:subject/q:pred/rdf:Resource.html' >>> _type_...
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import os import codecs def read(*paths: str) -> str: """ Reading file as str using codecs.open() :param paths: file path :return: file content as string """ path = os.path.join(os.path.dirname(__file__), *paths) with codecs.open(path) as f: return f.read()
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def __normalize_str(name): """Removes all non-alphanumeric characters from a string and converts it to lowercase. """ return ''.join(ch for ch in name if ch.isalnum()).lower()
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def c1c3c2_2_c1c2c3(m): """ m is hex string. """ aaa=bytes.fromhex(m) C1=aaa[:64] C3=aaa[64:64+32] C2=aaa[64+32:] b=b''.join([C1, C2, C3]) print(b.hex()) return b.hex()
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def without_ends(string: str) -> str: """ >>> without_ends('abc') 'b' """ return string[1:-1]
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def home(): """List of all returnable API routes.""" return( f"Welcome to the Hawaii weather API!<br/>" f"Available Routes: <br/>" f"/api/v1.0/precipitation<br/>" f"Returns a JSON representation of dates and precipitation.<br/><br/>" f"/api/v1.0/stations<br/>" f"Returns a JSON list of weather stat...
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async def healthcheck(): """ Return the API status. """ return {"ping": "pong"}
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def mark_comment(comment, claim_lis=None, premise_lis=None): """ Adds <claim>/<premise> tags to comment. """ comment = ' '.join(comment.split(' ')) comment = ' '+comment+' ' if claim_lis is not None: for claim in claim_lis: claim = ' '.join(claim.split(' ')) ...
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def vbar(vmodel, event_depth, station_elevation): """ Calculates the average velocity between source and receiver for a given velocity model. Only need the difference in the vertical axis as sines of angles will cancel. Parameters ---------- vmodel : pandas DataFrame Contains t...
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def _h13_s(s): """Define the boundary between Region 1 and 3, h=f(s) >>> "%.6f" % _h13_s(3.7) '1632.525047' >>> "%.6f" % _h13_s(3.5) '1566.104611' """ sigma=s/3.8 I=[0, 1, 1, 3, 5, 6] J=[0, -2, 2, -12, -4, -3] n=[0.913965547600543, -0.430944856041991e-4, 0.603235694765419e2...
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def first_player_point(ended_state): """先手プレイヤーのポイント """ # 1:先手勝利, 0: 先手敗北, 0.5, 引分け if ended_state.is_lose(): return 0 if ended_state.is_first_player() else 1 return 0.5
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def is_weekend(data): """ Adds a binary is_weekend column to a pandas DataFrame Args: data - a pandas DataFrame containing a 'created_time' column of datetime objects Returns: A DataFrame with an additional 'is_weekend' column if data['created_time'][i] is Fr...
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def route(url, endpoint=None, methods=None): """ A decorator that apply a route to the view or action. :param str url: The url rule. :param str endpoint: The endpoint. :param list methods: A list of http methods. :return: A function. """ if not url: raise ValueError('url cannot b...
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def get_lix_score(n_sents, words): """Return LIX score""" n_words = len(words) long_words = len([w for w in words if len(w)>6]) LIX = (n_words/n_sents) + ((long_words*100)/n_words) return LIX
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import string import secrets def rand_token(length: int = 25, chars: str = string.ascii_uppercase + string.digits) -> str: """ Generate a random token. Does not check for duplicates yet. A length of 25 should give us 8.082812775E38 keys. length: - length of token to generate chars...
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import logging def parse_reddit_url(url): """Return dict or None Try to parse url into reddit style. """ segments = url.split("/") if len(segments) is not 7: logging.error("Invalid sub-reddit url: {}".format(url)) return None return { "id": segments[4], "sub-red...
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def parser_data(args): """ receive the args an create the data return the data as a dictionary """ data = { 'date': args.date.strftime("%Y-%m-%d"), 'title': args.title[0], 'category': args.category[0], 'tags': args.tags } return data
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