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def read_file(file): """ Reads a file line by line and stores them in a list. Parameters ---------- file : The file to read. Each line in the file represents an element to be stored in a list. Returns ------- content : A list with the lines of the file as elements. """ co...
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def _eth(dst, src, data): """Builds an Ethernet frame with and IP packet as payload""" packet = ( dst + # dst src + # src b'' + # vlan b'\x08\x00' # type ) + data return packet
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def is_valid_dotted_identifier(string): """Check if the given string is a valid dotted identifier. """ return all(part.isidentifier() for part in string.split("."))
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def mean(x): """ This function calculates the mean value of a list of numbers. It is equivalent to writing x.mean() Args: x (np array): array Returns: float: mean (as x.mean()) """ return x.sum() / float(x.shape[1])
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import csv def load_csv(filename, subfolder): """ Loads CSV easily Input: filename, subfolder. E.g. assets/nasdaq.csv --> filename='assets', subfolder='nasdaq.csv' Output: data """ with open(subfolder + '/' + filename + '.csv', newline='') as f: reader = csv.reader(f) data = list...
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from typing import Iterable import pathlib from typing import Sequence def _paths_to_strs(x: Iterable[pathlib.Path]) -> Sequence[str]: """Convert Path to str for nice Pytest `parameterized` logs. For example, if we use Path, we get something inscrutable like test_run_example_sh_scripts[sh_path0] rather t...
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def ihex_(i): """ Trim the 0x and any L from a hex string:: assert ihex_(0xccd) == 'ccd' assert ihex_(0xccdL) == 'ccd' # assumed """ xs = hex(i)[2:] xs = xs[:-1] if xs[-1] == 'L' else xs return xs
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def initWordAttempt(word): """ Takes in a word and returns a list of the letters, with each letter set to an empty string. This is the initial word_attempt. Returns a list of strings. """ return [''] * len(word)
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def steps(number: int) -> int: """Return the number of steps to reach 1 for Collatz Conjecture""" if number < 1: raise ValueError(f"{number} is not a natural number") _n = number count = 0 while _n != 1: count += 1 if _n % 2 == 0: _n /= 2 elif _n != 1: ...
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import inspect def find_all_subclasses(parent_cls, discard_abstract=False, include_parent=True): """Return a set of all the classes inheriting from ``parent_cls``. The functions handle multiple inheritance and discard the same classes. Parameters ---------- parent_cls : type The parent c...
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def unify_sex(sex): """Maps the sex of a patient into one of the following values: "M", "F" or ``None``. Parameters ---------- sex : str Sex of the patient. Returns ------- sex : str Transformed sex of the patient. """ transform_dict = { "MALE": "M", ...
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def humanize_time(secs): """Convert seconds into time format. :type secs: integer :param secs: the time in seconds to represent in human readable format (hh:mm:ss)""" mins, secs = divmod(secs, 60) hours, mins = divmod(mins, 60) return '%02d:%02d:%02d,%s' % (hours, mins, int(secs), ...
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def split_model_by_chainid(m, chainid_list, mark_atoms_to_keep_with_occ_one = False): """ Split a model into pieces based on chainid Optionally write out everything for each model, using occupancy=0 to mark everything that is not select3ed """ split_model_list = [] for chainid in chainid_list: ...
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def get_im_generator(im_array_list): """ Yield successive images from list """ def im_generator(): for element in im_array_list: yield (element[0], element[1]) return im_generator
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def add_line_prefix(text, prefix, num_start=None): """Add a prefix before each line of the given text. Usage: >>> _add_line_prefix('This\nis\nmultiline', '+ ') <<< + This <<< + is <<< + multiline >>> _add_line_prefix('This\nis\nmultiline', '+ ', 9) <<< 9 + This <<< 10 + is <<<...
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import math def _get_size(n_items): """ Calculate the size of the subplot layouts based on number of items. """ n_cols = math.ceil(math.sqrt(n_items)) n_rows = math.floor(math.sqrt(n_items)) if n_cols * n_rows < n_items: n_cols += 1 return int(n_rows), int(n_cols)
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import hashlib def secure_filename(filename): """Create secure file name from SHA-256 hash of `filename`.""" filename = filename.encode('utf-8') return hashlib.sha256(filename).hexdigest()[:20]
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def getVarFlag(var, flag, d): """Gets given flag from given var Example: >>> d = init() >>> setVarFlag('TEST', 'python', 1, d) >>> print getVarFlag('TEST', 'python', d) 1 """ return d.getVarFlag(var,flag)
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def sanitize(string): """ Remove whitespace from ends of the string, and replace any line breaks within the string by a single space. If passed None, return None. :param string: string to be cleaned up :return: sanitized string """ if string is None: return string retval = string...
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def get_torrent_info(torrent_client, params): """ Get torrent info params['info_hash']: str - info_hash in lowercase :return: dict - extended torrent info """ return torrent_client.get_torrent_info(params['info_hash'])
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def cleanFileName(fileName='defaultName'): """ Processes a string name into a filename removing invalid tokens. Args: fileName: string name Returns: clean name """ pdfName = fileName validchars = "-_.() " pdfNameClean = "" for charItem in pdfName: if str.isalpha(charItem)...
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def user_greeting_name(value): """Generate a name to be used for greeting a user""" if value.first_name is not None and value.first_name != '': return value.first_name else: return value.username
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from typing import Union def success_response(data: Union[dict, str, None]) -> dict: """ Form a success REST api response dict. :param data: :return: """ return { "success": True, "error": None, "data": data, }
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import json def build_assertions(obj): """Returns a list of assertions for object.""" return json.loads(obj.assertions) if obj.assertions else []
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import ast def auto_type(val): """Cast val(type=str) into detected type.""" return ast.literal_eval(val)
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from typing import Tuple def parse_command(command: str) -> Tuple[str, int]: """Parse command into direction char and number of steps.""" direction = command[0] steps = int(command[1:]) return direction, steps
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def df_binary_columns_list(df): """ Returns a list of binary columns (unique values are either 0 or 1)""" binary_cols = [col for col in df if df[col].dropna().value_counts().index.isin([0,1]).all()] return binary_cols
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import select def sock_recv_raw(sock, count, timeout=None): """Tries to receive an exact number of bytes from a socket. Args: sock: socket object count (int): number of bytes to be received timeout (float): maximum time to wait, in s (None for infinite timeout) Returns: by...
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from math import sqrt def heron(a, b, c): """Obliczanie pola powierzchni trojkata za pomoca wzoru Herona. Dlugosci bokow trojkata wynosza a, b, c.""" if a + b > c and \ a + c > b and \ b + c > a and \ a > 0 and b > 0 and c > 0: p = (a + b + c) / 2.0 area ...
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from pathlib import Path import tarfile import io def mock_cachito_tarball(create_at_path) -> str: """Create a mocked tarball for a remote source at the specified path.""" create_at_path = Path(create_at_path) file_content = f"Content of {create_at_path.name}".encode("utf-8") readme = tarfile.TarInfo...
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def clip(a, a_min, a_max, out=None): """ Clip (limit) the values in an array. Given an interval, values outside the interval are clipped to the interval edges. For example, if an interval of ``[0, 1]`` is specified, values smaller than 0 become 0, and values larger than 1 become 1. Param...
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import termios def flags(names): """ Return the result of ORing a set of (space separated) :py:mod:`termios` module constants together. """ return sum(getattr(termios, name, 0) for name in names.split())
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def get_region(row): """ Get region name from a REGION row. """ return row.text_content().strip()
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def data_list(server): """ Returns a list of all stored datasets. :param CasparServer server: The :py:class:`~caspartalk.CasparServer` that the *amcp_command* will be sent to. :rtype: List :return: A list of all the datasets stored in CasparCG. """ # DATA LIST amcp_string = "DATA LIST"...
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def beat_division(a,b): """ Integer division protected that returns 0 for n/0. """ if b == 0: return 0 return a // b
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import time import hmac import hashlib def verify_request(event, slack_secret, timeout=True): """Verify that Lambda event came from Slack""" version = 'v0' request_headers = event.get('headers') timestamp = request_headers.get('X-Slack-Request-Timestamp') if timeout and abs(time.time() - float(tim...
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def meet_list(l1, l2): """Return the sublist of l1, intersecting l2.""" return list(filter(lambda e: e in l2, l1))
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def weights_as_list(layer): """ Returns a (possibly nested) list containing the weights in a tf.keras.Layer. """ return [w.tolist() for w in layer.get_weights()]
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def _Backward1_P_hs(h, s): """Backward equation for region 1, P=f(h,s) Parameters ---------- h : float Specific enthalpy [kJ/kg] s : float Specific entropy [kJ/kgK] Returns ------- P : float Pressure [MPa] References ---------- IAPWS, Revised Supple...
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def collatz_sequence(n): """ Returns a list with the Collatz sequence given n """ collatz_sequence_list = [n] while n > 1: if n % 2 == 0: n = int(n / 2) collatz_sequence_list.append(n) else: n = int(3 * n + 1) collatz_sequence_list.appe...
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import re def replace_and_sign(text): """Replace '\&amp;' with 'and' in the text""" return re.sub('\&amp;', ' and ', text)
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def sign(data): """Add + or - sign to number.""" if float(data) > 0: return round(float(data), 2) elif float(data) < 0: return round(float(data), 2) else: return float(0)
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def knapsack01(W, wt, val, n): """ Soluzione dello zaino 0-1 utilizzando la programmazione dinamica Argomenti: W (int): peso totale wt (list): lista dei pesi degli oggetti val (list): lista dei valori degli oggetti n (int): numero degli oggetti ...
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from pathlib import Path def load_header_file(file_path): """Load the first line of a local file""" with open(Path(file_path)) as data_in: lines = data_in.readlines() return [line.strip() for line in lines]
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def validate_discord(snowflake): """Validate a discord user id to make sure it follows some simple requirements.""" return snowflake.isdigit() and len(snowflake) > 10
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def keys_by_value(dictionary, val): """Get keys of a dictionary by a value.""" res = [] for key, value in dictionary.items(): if value == val: res.append(key) return res
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import struct def parse_dex_id(signature): """Take first 4 bytes of the Dex signature as Dex Id """ return struct.unpack("<I", signature[0:4])[0]
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def _CopyDictFilterNone(originalDict): """Copies a dictionary and filters out None values.""" return dict((k, v) for k, v in originalDict.iteritems() if v is not None)
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def all_checks_passed(linter_stdout): """Helper function to check if all checks have passed. Args: linter_stdout: list(str). List of output messages from pre_commit_linter. Returns: bool. Whether all checks have passed or not. """ return 'All Checks Passed.' in linter_s...
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from typing import OrderedDict def readStateFile(filename): """Reads VIC initial state file.""" state = OrderedDict() with open(filename) as fin: dateline = fin.readline() nlayer, nnodes = map(int, fin.readline().split()) lines = fin.readlines() c = 0 while c < len(...
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import torch def build_edge_attr(node2feature, edge_index): """ Build edge_attr from LU_INDEX of connected nodes of each edge. """ r,c = edge_index edge_attr = [] features = {} num_features = 0 for sent_node, received_node in zip(r,c): sent_LU_INDEX = int(node2feature[...
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def rand_selected_dut(duthosts, rand_one_dut_hostname): """ Return the randomly selected duthost """ return duthosts[rand_one_dut_hostname]
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def is_dict_like(obj): """Check if `obj` behaves like a dictionary.""" return all( hasattr(obj, attr) for attr in ("__getitem__", "keys", "__contains__") ) and not isinstance(obj, type)
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def sanitize(string): """Sanitizes the string Args: string (str): input string Returns: str: sanitized string """ sanitized = string.replace('"', '').replace("'", "") return sanitized
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from typing import Type def is_from_the_expected_base_package(the_class: Type, expected_package: str) -> bool: """ Returns true if the class is from the package expected. :param the_class: the class object :param expected_package: package expected for the class :return: """ return the_clas...
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import torch def compute_lid(x, x_train, k, exclude_self=False): """ Calculate LID using the estimation from [1] [1] Ma et al., "Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality," ICLR 2018. """ with torch.no_grad(): x = x.view((x.size(0), -1)) x_...
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def get_insert_statement(table_name): """ Prepare SQL statement to be inserted into the FTW journal """ q = 'INSERT INTO {tn} (rule_id, test_id, time_start, time_end, ' \ 'response_blob, status_code, stage) VALUES(?, ?, ?, ?, ?, ?, ?)'. \ format(tn=table_name) return q
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def b_to_mb(b: int): """Convert bytes to MB.""" return round(float(b) / (1024 ** 2), 2)
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def days_from(d1, d2): """ Рассчет кол-ва дней между двумя датами s1 и s2 :param d1: дата 1 :param d2: дата 2 :return: количество дней """ delta = d1 - d2 return delta.days
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from datetime import datetime def get_date() -> str: """Get today date.""" date_time = datetime.today() return f"{date_time.year}.{date_time.month}.{date_time.day}"
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def get_count_words(novel, words): """ Takes in novel, a Novel object, and words, a list of words to be counted. Returns a dictionary where the keys are the elements of 'words' list and the values are the numbers of occurences of the elements in the novel. N.B.: Not case-sensitive. >>> from gend...
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def getNumberForNthLetter(letter): """Returns the integer form of a letter. The integer of 'A' is 0, the integer of 'B' is 1, the integer of 'C' is 2, and so on.""" return ord(letter) - 65
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def deferred_value(name, val): """ Safely get a value that may not exist. Raise LookupError on the name if the value doesn't exist. This is intended as a helper for getters. """ if val: return val raise LookupError(f'{name} not ready')
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def video_sort(videos, key, keyType=str, reverse=False): """ Given a list of video records that are dotty dictionaries return back a sorted version that is sorted based on the provided key. The keys will be converted using the given key type during the sort for comparison purposes. This is a very ...
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def simple_prompt(a_string): """ This function simple prompts the user with a standard string and yes or no input. """ prompt = "%s [y,N] " % a_string choice = input(prompt) if choice in ['n', 'N', '']: return False elif choice in ['y', 'Y']: return True
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import random def get_markets_and_values(dict_keys, values_func): """ Randomly choose N unique elements from dict_keys, where 1<= N <= len(dict_keys) For each selected elements, assign a value from value_func and return """ return {k: values_func() for k in random.sample(dict_keys, random.randint(...
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import string def remove_punctuation_tok(list_of_lists_of_tokens, item_to_keep = '') : """ Remove punctuation from a text stored as a list of lists of tokens (e.g., [['i']]) Parameters ---------- - list_of_lists_of_tokens : dataframe column whose cells contain lists of words/tokens (one list ...
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import torch def _get_input_degrees(in_features): """Returns the degrees an input to MADE should have.""" return torch.arange(1, in_features + 1)
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import re def parse_formula(formula): """ Parses the Hill formulae. Does not need spaces as separators. Works also for partial occupancies and for chemical groups enclosed in round/square/curly brackets. Elements are counted and a dictionary is returned. e.g. 'C[NH2]3NO3' --> {'C': 1, 'N': 4, '...
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import torch def encoder_padding_mask_to_lengths( encoder_padding_mask, max_lengths, batch_size, device ): """ convert encoder_padding_mask (2-D binary tensor) to a 1-D tensor Conventionally, encoder output contains a encoder_padding_mask, which is a 2-D mask in a shape (T, B), whose (t, b) eleme...
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def get_light_states(kernel, rl_id): """Map the traffic light state into an unique float number. Parameters: ---------- kernel: obj Traci API obj to collect current simulation information (from flow.kernel in parent class) example- kernel.vehicle.get_accel(veh_id) return...
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import itertools def iter_split(string, sep=None): """ Return a generator of strings after splitting a string by the given separator sep : str Separator between strings, default None Returns ------- Yields generator of strings after splitting a string by the given separator ...
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def isPrime(n: int)->bool: """ Give an Integer 'n'. Check if 'n' is Prime or Not :param n: :return: bool - True or False We will use Naive approach. Check Divisibility of n with all numbers smaller than n. If any one of the smaller number is able to divide n, then n is instantly identified ...
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def return_bounding_box_2d(x, y, xsize, ysize): """Return the bounding box :param x: x center :param y: y center :param xsize: x size :param ysize: y size :return: list(x1, y1, x2, y2) where (x1, y1) and (x2, y2) are the coordinates of the diagonal points of the ...
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import glob import re import itertools def get_simdir_list(base_dir='.', is_reversed=False): """ Get list of directories to extract simulation data. Attributes ---------- base_dir: str, optional, default='.' Base directory where to search for simulations results. Defaults to current direc...
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def _get_last_scn(connection): """ Obtains last SCN from the database or raises an Exception if anything wrong happened. """ try: return str(connection.execute('select CURRENT_SCN from V$DATABASE').first()[0]) except: raise Exception('Error retrieving last SCN from Oracle database.'...
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def filter_by_pert_agent(target_pert_agent, gse_gsm_info): """ Filter GSE by perturbation agent Args: target_pert_agent: the perturbation agent to be filtered gse_gsm_info: the GSE and GSM info tuple Returns: filtered results """ gse_id, gsm_info = gse_gsm_info pert_...
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def get_partitions(df, partitions): """ Partitions data into training, test and validation data in form of pandas dataframes partitions: A list containing three values between 0 and 1.0, where the first, the second and the third element denotes the fraction ...
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def get_line_data(line): """ Returns (id, name, picture, team) for a given line """ cells = line.find_all('td') id_ = line.find("td", class_="player_cell").find("a")['href'].split('/')[-1] image = line.find("td", class_="player_cell").img['src'] name = line.find("td", class_="player_cell").find('spa...
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def remove_slash(part: str) -> str: """Remove starting and ending slash from a string""" if part[0] == "/": part = part[1:] if part[-1] == "/": part = part[:-1] return part
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def pack_code(rep): """ Encodes symbolic Morse repr as binary >>> pack_code("--.---") (0b111011, 6) >>> pack_code("-.") (0b10, 2) """ return (sum((1 if c == '-' else 0) << i for i, c in enumerate(rep)), len(rep))
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def product(product_index=0): """Return a selector function for a particular product. :param product_index: the index of the desired product in the facility's list """ return lambda facility: facility.products[product_index]
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def euler_problem_26(n=1000): """ A unit fraction contains 1 in the numerator. The decimal representation of the unit fractions with denominators 2 to 10 are given: 1/2 = 0.5 1/3 = 0.(3) 1/4 = 0.25 1/5 = 0.2 1/6 = 0.1(6) 1/7 = 0.(142857) 1/8 = 0.125 1/9 = 0.(1) 1/10= ...
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def get_class_path(cls): """Return class path :param cls: class object :return: class path :rtype: str """ return '{cls.__module__}.{cls.__name__}'.format(cls=cls)
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import hashlib def sha1sum(filename, buf=65536): """Calculate the SHA-1 checksum of a file using a specific buffer size so as to avoid placing the whole file into RAM. Args: filename: The file to calculate the checksum of buf: The buffer size to use in bytes (default: 65536) Returns:...
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from pathlib import Path import pickle def load_object(file_path: Path) -> object: """ Loads the pickle object file from the disk. Args: file_path - Path object for pkl file location Returns: object """ if file_path.exists(): with file_path.open(mode='rb') as file: ...
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from typing import Iterable from typing import Sequence from pathlib import Path from typing import Optional import csv def write_list_to_csv( data: Iterable[Sequence], file_path: Path, parents=False, exist_ok=True, has_header: bool = True, headers: Optional[Sequence[str]] = None, ) -> int: ...
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def seq(x, y): """seq(x, y) represents 'xy'.""" return 'seq', x, y
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import aiohttp async def get_url(params: dict) -> dict: """ Get url then return json encoded of that :param params: pass parameters of the url :return: json encoded dictionary """ async with aiohttp.ClientSession() as session: async with session.get(url="https://fortnite-api.com/v1/st...
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def escape_jboss_attribute_expression(text): """ Escapes text to make it safe for usage as value of JBoss configuration attribute which supports expression (https://docs.jboss.org/author/display/WFLY10/Expressions) """ if text is None: return text s = str(text) # https://github.com/...
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import re def split_gcs_path(gcs_path): """Splits /bucket/path into (bucket, path).""" match = re.match(r'/([^/]+)/(.*)', gcs_path) assert match return match.groups()
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import yaml def load_yaml(filename): """ Returns the contents of a yaml file in a list Parameters ---------- filename : string The full filepath string '.../.../.yaml' of the yaml file to be loaded Returns ------- cfg : dict Contents of the yaml file (may be a ...
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def runnable(config): """Is this logger configuration runnable? (Or, e.g. does it just have a name and no readers/transforms/writers?) """ return config and ('readers' in config or 'writers' in config)
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def find_similar_terms(term, coll): """ given a query term (string) find related query expansion terms params: term: current query term coll: candidate expansion dict returns [dict] exp_terms = {'term': weight} """ exp_terms = {} if coll.get(term) != None: e_terms...
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def getTweetUserLocation(tweet): """ If included, read the user from the tweet and return their self-supplied location""" if 'user' in tweet and \ tweet['user'] is not None and \ 'location' in tweet['user'] : return tweet['user']['location'] else : return None
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def vectorial_product(u, v): """ Vectorial product u x v. Vectors u, v should be tuple of floats or tuple of arrays, (ux, uy, uz) and (vx, vy, vz) """ return (u[1]*v[2] - u[2]*v[1], u[2]*v[0] - u[0]*v[2], u[0]*v[1] - u[1]*v[0])
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def clampf(f, x_min, x_max): """ Return a new function that is the given function clamped on its domain between the given x_min and x_max values. """ return lambda t : f(x_max if t > x_max else x_min if t < x_min else t)
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import re def angel_code(path_to_fnt): """ Returns dict with relevant angel code data, which is retreived from a .fnt file. """ def line_to_items(line): words = re.findall(r'(?:[^\s,"]|"(?:\\.|[^"])*")+', line) items = [w.split('=') if '=' in w else (w, "0") for ...
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def clean_name(s: str, white_space_to: str, snake_case: bool) -> str: """ >>> clean_name('abc', '', False) 'Abc' >>> clean_name('ab c', '_', True) 'ab_c' """ s = s.replace(' ', white_space_to) if snake_case: return s.lower() return s[0:1].upper() + s[1:]
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import string def generate_key_table(validated_key): """Description: returns a 5x5 array containing characters according to the playfair cipher. In particular, J is replaced with L, and each of the characters in the 5x5 array is unique. Arguments: validated_key (string): takes a valid key as ...
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