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import re def time2seconds(time): """ delta time string to number of seconds time: e.g. '2d' for 2 days, supported units: d-day, h-hour, m-minute, s-second return: integer number of seconds Note: Month and year duration varies. Not worth doing for the sake of simplicity. """ assert len(re.fi...
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import torch def calc_au(model, test_loader, delta=0.01): """compute the number of active units """ means = [] for datum in test_loader: batch_data, _ = datum mean, _ = model.encode_stats(batch_data) means.append(mean) means = torch.cat(means, dim=0) au_mean = means.me...
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import sys def get_dataset_vars(dataset, met_vars, in_file=False): """get the names of dataset variables for each dataset :dataset: gridded dataset name :met_vars: list of met variables (must match know variables) :returns: returns dictionary of variables as named in the dataset file """ if ...
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import os import json def mock_threat_intel_query_results(): """Load test fixtures for Threat Intel to use with rule testing Fixture files should be in the following JSON format: [ { "ioc_value": "1.1.1.2", "ioc_type": "ip", "sub_type": "mal_ip" ...
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def initial_subtract(pixels, width, height): """ Find the mean and sample standard deviation of border pixels. Subtract the mean intensity from every pixel. Return the sample standard deviation. """ boundary = [0.] * (height + height + width + width - 4) # top and bottom boundaries bou...
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def filter_dict(field, dict, level = 2): """ Filter through nested dictionarys like one would do with arrays. Only works if sub-dictionaries all have same kwargs as desired by 'field' """ return [(x,dict[x][field]) for x in dict.keys()]
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def convert_little_endian(string): """ >>> convert_little_endian('C0 00') '00 C0' """ lst = string.split(" ") lst.reverse() return " ".join(lst)
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def getPointIndex(x, y, pointsPerWidth, pointsPerHeight): """Returns the index of the given point in a poinsPerWidth*pointsPerHeight grid. pointsPerWidth and pointsPerHeight should be odd numbers""" # These calculations take the top left corner as the (0;0) point # and both axes increase from that po...
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def prepare_input(input_str, from_item): """ A function for preparing input for validation against a graph. Parameters: input_str: A string containing node or group identifiers. from_item: Start processing only after this item. Returns: A list of node identifiers. """ ...
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def read_word(): """ Method for reading in the word """ word = str() while True: word = input("Input the word to be tested or \'-1\' to quit: \n") if (word.isalpha() and word.__len__() <= 16) or word == "-1": break else: print("The word must contain only alph...
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import uuid def get_uuid_from_query_params(request, param): """ return uuid from a given queryset after parsing it. """ param_field = request.query_params.get(param, None) if param_field: try: return uuid.UUID(param_field) except ValueError: return None ...
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def sanitize(s: str) -> str: """Something like b64encode; sanitize a string to a path-friendly version.""" to_del = [" ", ";", ":", "_", "-", "/", "\\", "."] s = s.lower() for c in to_del: s = s.replace(c, "") return s
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import subprocess def calledprocesserror_helper(*popenargs, **kwargs): """ Helper for the calledprocesserror test. Lambdas can't raise exceptions, so this logic gets its own function. """ # Workaround so that the --version check doesn't throw a CalledProcessError if "--version" in popenargs[0...
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import pickle def _pickle(pickle_file): """ Loads a pickle file that works in both py 2 and 3 Parameters ------ pickle_file : str path to pickle file to load """ try: with open(pickle_file.as_posix(), "rb") as f: return pickle.load(f) except UnicodeDecodeEr...
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def _aihub_coord_to_coord(coords): """Covert aihub-style coords to standard format. >>> _aihub_coord_to_coord({ ... "X좌표1": 602.004, ... "X좌표2": 571.004, ... "X좌표3": 545.004, ... "X좌표4": 531.004, ... "Y좌표1": 520.004, ... "Y좌표2": 505.004, ... "Y좌표3": 465.004, ... ...
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def even(n : int) -> bool: """ """ return (n % 2) == 0
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def f1_from_roc(fpr, tpr, pos, neg): """Calculate f1 score from roc values. Parameters ---------- fpr : float The false positive rate. tpr : float The true positive rate. pos : int The number of positive labels. neg : int The n...
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def datetime_to_pretty_str(dt): """ Convert datetime object to string similar to ISO 8601 but more compact. Arguments: ---------- dt: dateime object ... for which the string will be generated. Returns: -------- dt_str: string The pretty string respresentation of the dat...
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def recursive_convert_sequences(data): """ recursively applies ``convert_sequences`` """ if not hasattr(data,'keys'): return data if len(data.keys()) == 0: return data try: int(data.keys()[0]) except ValueError: tmp = {} for key, value in data.items():...
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def convert_string_to_bool(string_value): """ simple method used to convert a tring to a bool :param string_value: True or False string value :type string_value: string - required :return: bool True or False :rtype bool """ if string_value == 'True': return True else: ...
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def has_finite_length(obj): """ Return ``True`` if ``obj`` is known to have finite length. This is mainly meant for pure Python types, so we do not call any Sage-specific methods. EXAMPLES:: sage: from sage.sets.set import has_finite_length sage: has_finite_length(tuple(range(10))...
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import numpy def MakePoint(*args): """Makes a point from a set of arguments.""" return numpy.matrix([[arg] for arg in args])
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import csv def cluster_keywords(input_file_path): """ Cluster keywords based on the shorted version of the keywords read from the input file. Args: input_file_path: the path to the tsv file containing keywords and their shortened version. Returns: shortened_keywords_list: a dictionary with shortened key...
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def find_percentage(lines, num_ahead): """ Function: find_percentage\n Parameter: lines -> lines of current output file opened, num_ahead -> number of lines ahead where we get the percentage of edge similarity\n Returns: edge similarity percentage in that file """ percentage = 0.0 if 'Follow...
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def float_div(num1, num2): """Function: float_div Description: Takes two numbers and does floating division. Returns zero if the divisor is zero. Arguments: (input) num1 number -> First number. (input) num2 number -> Second number. (output) Return results of division or...
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from datetime import datetime def parse_date(seconds): """Parse datetime from value received from fullcalendar. """ return datetime.utcfromtimestamp(int(seconds))
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from functools import reduce from operator import truediv def analyze(sample_paragraph, typed_string, start_time, end_time): """Returns a list containing two values: words per minute and accuracy percentage. This function takes in a string sample_paragraph, a string provided by user input typed_strin...
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def filter_by_hardware_interface(ctrl_list, hardware_interface, match_substring=False): """ Filter controller state list by controller hardware interface. @param ctrl_list: Controller state list @type ctrl_list: [controller_manager_msgs/...
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def convolve(X, Y): """ Convolves two series. """ N = len(X) ss = [] for n in range(0, len(Y)): s = 0 for l in range(0, len(X)): s += X[l].conjugate()*Y[(n+l)%len(Y)] ss.append(s) return ss
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def _columnspace(M, simplify=False): """Returns a list of vectors (Matrix objects) that span columnspace of ``M`` Examples ======== >>> from sympy.matrices import Matrix >>> M = Matrix(3, 3, [1, 3, 0, -2, -6, 0, 3, 9, 6]) >>> M Matrix([ [ 1, 3, 0], [-2, -6, 0], [ 3, 9, 6]]) ...
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def _bounce(open, close, level, previous_touch): """ did we bounce above the given level :param open: :param close: :param level: :param previous_touch :return: """ if previous_touch == 1 and open > level and close > level: return 1 elif previous_touch == 1 and open < le...
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import hashlib def get_md5_hash(path): """ Calculates the md5 hash for a specific file. """ md5_hash = hashlib.md5() md5_hash.update(open(path, 'rb').read()) return md5_hash.hexdigest()
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def _error_function(param, x_vals, y_vals): """ The error function to use with the lestsq method in scipy.optimize. :param list of floats param: current estimates of the intercept and slope for the least squares line. :param list of floats x_vals: the x-values at which ...
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from datetime import datetime def string_to_date(string): """ #把字符串转成date :param string: :return: """ return datetime.strptime(string, "%Y-%m-%d")
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def mode_property(cls): """Generates a property that - when read, determines whether a recipient mode specified by <cls> is selected - when set, updates the recipient_modes list by removing or adding the mode specified by <cls> """ def _get_recipient(self): for...
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def get_indexes(cursor, table_name): """ Returns a dictionary of fieldname -> infodict for the given table, where each infodict is in the format: {'primary_key': boolean representing whether it's the primary key, 'unique': boolean representing whether it's a unique index} """ # This...
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def para_lda(): """GridSearchCV parameteres for LDA.""" para_lda = [{ 'solver': ['svd'], # 'shrinkage': ['auto'], 'n_components': [5, 10, 15, 20, 25, 30], # 'priors': [], # 'store_covariance': [], 'tol': [1e-2, 1e-3, 1e-4]}, { 'solver': ['lsqr...
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def make_chunks(l, n): """ Chunks a list into ``n`` parts. The order of ``l`` is not kept. Useful for parallel processing when a single call is too fast, so the overhead from managing the processes is heavier than the calculation itself. Parameters ---------- l : list Input list. ...
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def pr(vp,vs): """ Computes the Poisson ratio Parameters ---------- vp : array P-velocity. vs : array S-velocity. Returns ------- pr : array Poisson ratio. """ vpvs=vp/vs pr = 0.5*((vpvs**2-2)/(vpvs**2-1)) return (pr)
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def load_specman_exp(path): """ Import parameter fields of specman data Args: path (str) : Path to either .d01 or .exp file Returns: params (dict) : dictionary of parameter fields and values """ exp_file_opened = open(path, encoding="utf8", errors="ignore") file_contents = ...
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import time def timestamp_to_gmtime(ts): """Return a string formatted for GMT >>> print(timestamp_to_gmtime(1196705700)) 2007-12-03 18:15:00 UTC (1196705700) >>> print(timestamp_to_gmtime(None)) ******* N/A ******* ( N/A ) """ if ts: return "%s (%d)" % (time.strftime(...
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def to_positive_int(int_str): """ Tries to convert `int_str` string to a positive integer number. Args: int_str (string): String representing a positive integer number. Returns: int: Positive integer number. Raises: ValueError: If `int_str` could not be converted to a posi...
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def get_module_url(module_items_url): """ Extracts the module direct url from the items_url. Example: items_url https://canvas.instance.com/api/v1/courses/course_id/modules/module_id/items' becomes https://canvas.instance.com/courses/course_id/modules/module_id """ return module_items_url.re...
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def horizontal_unfold(A): """ For a 3D tensor A(a,i,b), we unfold like: A(a,ib) """ S = A.shape return A.reshape(S[0], S[1] * S[2])
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def _excel_col(col): """Covert 1-relative column number to excel-style column label.""" quot, rem = divmod(col - 1, 26) return _excel_col(quot) + chr(rem + ord('A')) if col != 0 else ''
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import re def _verify_ip(ip): """Return True if ip matches a valid IP pattern, False otherwise.""" if not ip: return False ip_pattern = re.compile('\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}') return ip_pattern.match(ip) is not None
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def p_displace(bin_str): """ P 置换 :param bin_str: 32 位的密文 :return: 置换后的 32 位密文 """ if len(bin_str) != 32: raise ValueError("二进制字符串长度必须是 32") displace_table = [16, 7, 20, 21, 29, 12, 28, 17, 1, 15, 23, 26, 5, 18, 31, 10, 2, 8, 24, 14, 32, 27...
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import re def match_dummies(item:str, rep_word:bool=True): """Replaces profanity with dummy word""" bad_prefixes = ['nig', 'bitc', 'puss', 'fuc', 'shit', 'hoe', 'ass', 'cock', 'fag', 'tits', 'cunt', 'dick', 'piss'] if rep_word: replace_prefixes = [f"expletive_{i}" for i in range(len(bad_prefixes))...
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def available_moves(hex_board): """ Get all empty positions of the HexBoard = all available moves. :param hex_board: HexBoard class object :return: list of all empty positions on the current HexBoard. """ return [(i, j) for i in range(hex_board.size) for j in range(hex_board.size) if hex_board.i...
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from typing import Dict def parse_group_id(group_id: str) -> Dict: """ 解析插件组ID :param group_id: sub_1234_host_1 :return: { "subscription_id": 1234, "object_type": host, "id": 1, } """ source_type, subscription_id, object_type, _id = group_id.split("_") return { ...
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def textContent(node): """Return the text in `node`, including that in the child-nodes. This is the equivalence of the text_content() method for HTML nodes, but works for both HTML and XML nodes. """ return ''.join(node.itertext())
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def compile_source(filepath): """ Compile the source file at *filepath* into a code object. Code objects can be executed by an exec statement or evaluated by a call to ``eval()``. """ # line endings must be represented by a single newline character ('\n'), # and the input must be terminated ...
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def extract_impression_id(line, assert_first_line=False): """ Extracts the impression_id from a line """ if type(line) == bytes: line = line.decode() return line[:line.index("|")].strip()
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def file_exists (filename): """ Determine if a file with the given name exists in the current directory and can be opened for reading. Returns: True iff it exists and can be opened, False otherwise. :param filename: Filename to check. :return True if file exists. """ try: ...
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def check_number_threads(numThreads): """Checks whether or not the requested number of threads has a valid value. Parameters ---------- numThreads : int or str The requested number of threads, should either be a strictly positive integer or "max" or None Returns ------- numThreads ...
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def permutations(arr, position, end, res): """ Permutate the array """ if position == end: res.append(tuple(arr)) else: for index in range(position, end): arr[index], arr[position] = arr[position], arr[index] permutation...
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import os import hashlib def hash_file(filename): """ Calculate the md5 hash of a file. Used to check for stale files. :param filename: The name of the file to check :type str: :return: A string containing the md5 hash of the file :rtype: str """ if os.path.exists(filename): h...
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def read_maze(maze_file): """ (file open for reading) -> list of list of str Return the contents of maze_file in a list of list of str, where each character is a separate entry in the list. """ res = [] for line in maze_file: maze_row = [ch for ch in line.strip()] res.append(ma...
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import os def normPath(path): """ Convert to an normalized path (remove redundant separators and up-level references). """ return os.path.normpath(path)
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def can(obs, action_id): """Returns True if the specified action is available.""" return action_id in obs.observation.available_actions
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def removeengineeringpids(pids): """Removing propcodes that are associated with engineering and calibration proposals""" new_pids=[] for pid in pids: if not pid.count('ENG_') and not pid.count('CAL_'): new_pids.append(pid) return new_pids
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def make_pin_name(port, index): """ Formats a pin name of a multi-bit port """ return "{}_b{}".format(port, index)
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import os def patch_mypy_prefix_module_discovery() -> bool: # no cov """ pip does not use a virtual environment for builds so we need to patch Mypy in order for it to recognize installed build requirements """ # pip always sets this, but we cannot merely set MYPYPATH with it b/c we encounter: ...
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import os def grab_next_session(session_directory): """ Given an empy directoy create a bunch of folders. session_01 and on. :param session_directory: empty directory you wnat to put these folders in :type session_directory: str :return: the latest directory path :rtype: str """ ...
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import os import hashlib def calc_hashes(file_path, hash_names, start = 0, end = None): """ Calculate hashes for a file. The 'file_path' argument is the file to calculate hash functions for, 'start' and 'end' are the starting and ending file offset to calculate the has functions for. The 'hash_names' ...
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def getTime(t): """ Returns a string after converting time in seconds to hours/mins/secs Paramters: t (float): time in seconds Returns: s (str): number of hours, if more than 1 hour number of minutes and seconds, if more than 1 minute number of seconds, o...
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def make_tag_decorator(known_tags): """ Create a decorator allowing tests to be tagged with the *known_tags*. """ def tag(*tags): """ Tag a test method with the given tags. Can be used in conjunction with the --tags command-line argument for runtests.py. """ ...
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def variance(rv, *args, **kwargs): """ Returns the variance `rv`. In general computed using `mean` but may be overridden. :param rv: RandomVariable """ return rv.variance(*args, **kwargs)
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def param_nully(value) -> bool: """Determine null-like values.""" if isinstance(value, str): value = value.lower() return value in [None, '', 'undefined', 'none', 'null', 'false']
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def formatChapter(chapter): """A chapter (or section or whatever) number.""" try: chapter = str(int(chapter)) except ValueError: raise ValueError("Chapter %s is not a number" % chapter) pass return chapter
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def assemble_cla_status(author_name, signed=False): """ Helper function to return the text that will display on a change request status. For GitLab there isn't much space here - we rely on the user hovering their mouse over the icon. For GitHub there is a 140 character limit. :param author_name: T...
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def has_optional(al): """ return true if any argument is optional """ return any([a.init for a in al])
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import struct import math def _sc_decode(soundcheck): """Convert a Sound Check string value to a (gain, peak) tuple as used by ReplayGain. """ # SoundCheck tags consist of 10 numbers, each represented by 8 # characters of ASCII hex preceded by a space. try: soundcheck = soundcheck.repl...
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import pathlib def stringify_path(filepath): """Attempt to convert a path-like object to a string. Parameters ---------- filepath: object to be converted Returns ------- filepath_str: maybe a string version of the object Notes ----- Objects supporting the fspath protocol (Py...
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def renderFKPs(landmarks) -> dict: """Extract facial keypoints Args: landmarks ([type]): [description] Returns: dict: {fkp: [x, y]} """ keypoints = {} index = 0 for fkp in landmarks: keypoints[index] = [fkp.x, fkp.y] index += 1 return keypoints
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def validate_coverage( route, metric="node_coverage", max_gap_sec=3 * 60 * 60, min_node_coverage_percent=0.75, ): """ Make sure there is sufficient coverage of the planned route with live data """ if metric == "time": last_update, live = None, [] for r in route: ...
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def schedule_bus_number(bus_stop_code, bus_selected): """ Message that will be sent when user wants to choose bus for their scheduled messahes :return: """ return 'Bus Stop Code <b>{}</b>\nYou can select the bus numbers that you want to receive their arrival timings.' \ '\n\nIf you did no...
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def alphabetic_score(name, list_position): """Function that calculates an alphabetic score for a name based on ascii value and list position. """ score = 0 for character in name: score += ord(character) - 64 return score * (list_position + 1)
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def mean_center_utilmat(U, axis=1, fillna=True, fill_val=None): """Gets the mean-centered utility matrix Parameters: U (DataFrame) : utilily matrix (rows are users, columns are items) axis (int) : The axis along mean is evaluated, {0/'index', 1/'columns'}, default 1 fillna...
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def as_list(val): """return a list with val if val is not already a list, val otherwise""" if isinstance(val, list): return val else: return [val]
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def is_placeholder(x): """Returns whether `x` is a placeholder. # Arguments x: A candidate placeholder. # Returns Boolean. # Examples ```python >>> from keras import backend as K >>> input_ph = K.placeholder(shape=(2,4,5)) >>> K.is_placeholder(input_ph) ...
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def to_pixel_units(l, pixelwidth): """Scales length l to pixel units, using supplied pixel width in arbitrary length units """ try: return l / pixelwidth except (TypeError, ZeroDivisionError): return l
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import tempfile def has_flag(compiler, flagname): """Return a boolean indicating whether a flag name is supported on the specified compiler. """ with tempfile.NamedTemporaryFile("w", suffix=".cpp") as f: print("Testing for flag %s" % (flagname)) f.write("int main (int argc, char **arg...
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def comparer(ses_hash, usr_hash): """This provides a function to compare initially hashed flight times with doubly hashed stored flight times.""" total = 0 kmax = 0 for k in usr_hash.keys(): if k in ses_hash: kmax += 1 total += (abs(int(ses_hash[k]) - int(usr_hash[k])) - 24) score = 4.8 - (total/kmax) #4 m...
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def metadata(data): """Convert a dictionary of strings into an RST metadata block.""" template = ":%s: %s\n" return ''.join(template % (key, data[key]) for key in data)
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def cli(ctx, group_id): """Get information about a group Output: a dictionary containing group information """ return ctx.gi.groups.show_group(group_id)
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from typing import Union from typing import Tuple import secrets import hashlib def wep_encypher_pw(password: str, salt: Union[None, str] = None) -> Tuple[str, str]: """ Hash and salt a password string and return the SHA-512 digest of the hashed and salted string. Args: password: A password in...
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import sys from datetime import datetime def datetime_from_isoformat(value: str): """Return a datetime object from an isoformat string. Args: value (str): Datetime string in isoformat. """ if sys.version_info >= (3, 7): return datetime.fromisoformat(value) return datetime.strpti...
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import os def find_in_dirs(filename, directories): """Find the file under given directories. Args: filename: File/Folder name to find. directories: List of directories to search for. Returns: If found, return the combined path with directory and filename. Return None, otherwise. """ for di...
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def varint_to_blob_length(l): """ Blob field lengths are doubled and 12 is added so that they are even and at least 12 """ if l == 0: return 0 else: return (l - 12) / 2
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def patient_form(first_name, last_name, patient_id, gender, birthdate): """OpenMRS Short patient form for creating a new patient. Parameters OpenMRS form field Note first_name personName.givenName N/A last_name personName.familyName N/...
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import os import subprocess def show_annotated_feed(): """ Runs script to show annotated feed. Returns PID of process.""" pwd = os.path.split(os.path.abspath(__file__))[0] loc = os.path.join(pwd, 'scripts', 'show_feed.py') process = subprocess.Popen(['nohup', loc], stdout=open('/dev/null', 'w'...
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def __check_flag__(all_vars, flag, requirements): # type: (dict, str, list) -> list """ Checks the given flag against the requirements looking for issues. :param all_vars: All variables. :param flag: Flag to check. :param requirements: Flag requirements. :returns: A list of issues (empty if non...
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def test_site_redirects(old_links, success_messages, error_messages): """ For each old link, verify that it gets a permanent redirect header and that the subsequent page is 200 """ return success_messages, error_messages
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def assemble_custom_shelflist(assemble_shelflist_test_records): """ Pytest fixture. Returns a utility function for creating a custom shelflist at the given location code. Uses the `assemble_shelflist_test_records` fixture to add the records to the active Solr environment for the duration of the test...
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import random def mutate_path(path): """ Gets a random index 0 to next to last element. Copies path, swaps two nodes, compares distance. Returns mutated path. """ # - will go out of range if last element is chosen. random_idx = random.randint(0, len(path) - 2) new_path = list(path) ...
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import random async def flip_coin(): """Flips a coin.""" rand = random.randint(0, 1) side = random.randint(1, 20) if side == 20: return {"message": "The coin landed on... its side?"} elif rand == 0: return {"message": "The coin landed on heads."} elif rand == 1: return ...
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def middle(lst): """ Takes a list and returns a new list that contains all but the first and last elements. Input: lst -- a list Output: new -- new list with first and last elements removed """ new = lst[1:] # Stores all but the first element del new[-1] ...
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def cluster_set_name(stem, identity): """Get a setname that specifies the %identity value..""" if identity == 1.0: digits = "10000" else: digits = f"{identity:.4f}"[2:] return f"{stem}-nr-{digits}"
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def find_underscores(edffilename): """ Utility function :param edffilename: :return: """ str_copy = list(edffilename).copy() indices = [] ind = len(str_copy) - 1 # find indices of the '_' while len(str_copy) > 0: char = str_copy.pop() if char == '_': ...
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