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def buffer_polygon(ft): """Applies a buffer to a polygon""" return ft.buffer(-30, 1)
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def _make_list(obj): """Returns list corresponding to or containing obj, depending on type.""" if isinstance(obj, list): return obj elif isinstance(obj, tuple): return list(obj) else: return [obj]
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from pathlib import Path import sys def get_conda_path(): """Get conda source path.""" return Path( Path(sys.executable).parents[3], 'etc', 'profile.d', 'conda.sh' )
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def _str_to_bool(string: str) -> bool: """ XML only allows "false" and "true" (case-sensitive) as valid values for a boolean. This function checks the string and raises a ValueError if the string is neither "true" nor "false". :param string: String representation of a boolean. ("true" or "false") ...
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def wilders_loop(data, n): """ Wilder's Moving Average Helper Loop Jit used to improve performance """ for i in range(n, len(data)): data[i] = (data[i-1] * (n-1) + data[i]) / n return data
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def _normalise(s): """ normalise the string to our preferred format - camel case """ camel = "".join([w[0].upper() + w[1:] for w in s.lower().split(" ") if w != ""]) return camel[0].lower() + camel[1:]
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def str_to_enum(name): """Create an enum value from a string.""" return name.replace(" ", "_").replace("-", "_").upper()
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from typing import Sequence import torch from typing import List def accum_grads(grads: Sequence[Sequence[torch.Tensor]]) -> List[torch.Tensor]: """ Compute accumulated gradients Parameters ---------- grads : Sequence[Sequence[torch.Tensor]] List of gradients on all previous tasks Re...
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import argparse def parse_all_args(): """ Parses all arguments. Returns: argparse.Namespace: the parsed argument object """ parser = argparse.ArgumentParser() # Executable Settings command = parser.add_mutually_exclusive_group(required=True) command.add_argument("--comman...
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import click def confirmation(text, *args, **kwargs): """ Args: text: *args: **kwargs: """ return click.confirm(click.style(text, fg='yellow'), *args, **kwargs)
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from bs4 import BeautifulSoup import requests def world_covid19_stats(url: str = "https://www.worldometers.info/coronavirus") -> dict: """ Return a dict of current worldwide COVID-19 statistics """ soup = BeautifulSoup(requests.get(url).text, "html.parser") keys = soup.findAll("h1") values = s...
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import pathlib def convert_to_module_path(filepath: pathlib.Path) -> str: """converts path to an import reference""" parts = list(filepath.parts) module = (parts.pop()).replace(".py", "") return ".".join(parts) + f".{module}"
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import string import re def stemmer(word): """Return leading consonants (if any), and 'stem' of word""" consonants = ''.join([c for c in string.ascii_lowercase if c not in 'aeiou']) word = word.lower() match = re.match(f'([{consonants}]+)?([aeiou])(.*)', word) if match: p1 = match.gro...
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def uninterleave_data(data): """ Remove interleaving of real. imag data in last dimension of data. """ return data.view('complex64')
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def ascending(list: list) -> bool: """ Check if a list is in ascending ordering :rtype: bool :param list: a non empty list to check :return: if the list is in ascending order """ for i in range(len(list) - 1): if list[i] < list[i + 1]: return True return False
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def mock_requests_get(mocker): """Fixture to mock reqeust.get calls.""" mock = mocker.patch("requests.get") mock.return_value.__enter__.return_value.json.return_value = { "title": "Lorem Ipsum", "extract": "Lorem ipsum dolor sit amet", } return mock
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def _get_dependencies(dependencies): """Method gets dependent modules Args: dependencies (dict): dependent modules Returns: list """ mods = [] for key, val in dependencies.items(): mods.append(val['package']) return mods
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def build_command_string(ctx, modules=[]): """Builds a command string that can be used to create an environment with the designated modules.""" option_string = "" if modules: options = "" for module in modules: options += f"--module {module} " option_string = f"{opt...
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async def _validate_1(resp): """Validates for CASv1""" text = await resp.text() # "Parse" the response (valid, user) = text.splitlines() if valid == 'yes': return {'user': user} else: return False
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def add_additonal_datetime_variables(df): """Adding variables derived from datetime: dropoff_month, *_week_of_year, *_day_of_year, *_day_of_month, *_weekday, *_is_weekend, *_hour""" print("adding additonal datetime variables") do_dt = df.dropoff_datetime.dt as_cat = lambda x: x.astype('category')...
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def get_read_stop_position(read): """ Returns the stop position of the reference to where the read stops aligning :param read: The read :return: stop position of the reference where the read last aligned """ ref_alignment_stop = read.reference_end # only find the position if the reference e...
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import re def saf_number_fmt(phone_number): """Checks if a given number is a valid Safaricom number. Checks the formats mentioned in http://bit.ly/2N3XB9b """ saf_number_regex = re.compile( r"^(?:254|\+254|0)?(7(?:(?:[129][0-9])|(?:0[0-8])|(5[789])|" "(4[0-1]))[0-9]{6})$" ) va...
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def player_table_variable_add(df, player_id, pos, year, player_name): """Adds specific variables as columns in a dataframe""" df = df.copy() df['player_id'] = player_id df['pos'] = pos df['year'] = year df['player_name'] = player_name return df
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def avg(l): """Returns the average of a list of numbers Parameters ---------- l: sequence The list of numbers. Returns ------- float The average. """ return(sum(l) / float(len(l)))
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def _format_table(rows): """ Formats a right justified table using None as column separator. """ # compute column widths column_widths = [0, 0, 0] for row in rows: widths = [0, 0, 0] j = 0 for cell in row: if cell is None: j += 1 el...
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def leiadinheiro(num): """ :param num: Texto a ser mostrado no input :return: Retorna o valor na forma monetária """ ndef = str(input(num)).strip() if ndef.replace('.', '').isnumeric() or ndef.replace(',', '').isnumeric(): return float(ndef.replace(',', '.')) while True: pri...
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def cnvt_nested_grpby_to_lst_dict(dicdic, grpby, lvl=0): """ Recursive func that transform nested dict created by cnvt_grpby_to_nested_dict to list of dicts with good order define in grpby """ grp = grpby[lvl] grpvals = grp["values"] def keyfunc(key): if key in grpvals: ...
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def get_edit_log_amounts(table, checked=False): """Get the user-input amounts from the table used to add or edit log entries. :param table: A QTableWidget object, with each row representing one food dictionary or log entry. :param checked: If True, only the input amounts corresponding to the checked entrie...
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import math def sum_log_scores(s1: float, s2: float) -> float: """Sum log odds in a numerically stable way.""" # this is slightly faster than using max if s1 >= s2: log_sum = s1 + math.log(1 + math.exp(s2 - s1)) else: log_sum = s2 + math.log(1 + math.exp(s1 - s2)) return log_sum
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def parse_geocensus_response(response): """ Parse the geocensus response. :param dict result: geocensus response """ d = {} if response and response.get('result', {}).get('addressMatches'): first_match = response.get('result', {}).get('addressMatches', [])[0] latitude = first_ma...
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def validateNumber(n): """check if the input is a valid number""" try: n = float(n) if n < 0: exit() return n except: print("invalid input") exit(1)
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def get_types(field): """ Returns a field's "type" as a list. :param dict field: the field :returns: a field's "type" :rtype: list """ if 'type' not in field: return [] if isinstance(field['type'], str): return [field['type']] return field['type']
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def rescale_time(temporal_network, new_t0, new_tmax): """Rescale the time in this temporal network (inplace). Parameters ========== temporal_network : :mod:`edge_lists` or :mod:`edge_changes` new_t0 : float The new value of t0. new_tmax : float The new value of tmax. Re...
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def compute_endpoints(vals,idxs,pos_neg,vel_min=2.5,duration_min=.25,duration_max=2.5,fps=30): """Find endpoints and determine whether rising or falling""" # idx are either rising(1) or falling(-1) endpoints = [] t = len(vals) count_max = fps * duration_max count_min = fps * duration_min for i,idx in enum...
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def tokenize_char(sent): """ Tokenize a string by splitting on characters. """ return list(sent.lower())
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def get_c_elf_extra_flags(board, database): """Get library path, defines and flags to the linker. """ libpaths = database["boards"][board]["libpath"] ldflags = database["boards"][board]["ldflags"] ldflags = [ldflag for ldflag in ldflags if "-Wl,-Map" not in ldflag] return " ".join(ldflags ...
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def euler100(lim=1000000000000): """Solution for problem 100.""" # P(BB) = (b/t) * ((b-1)/(t-1)) # P(BB) = 1/2 # => 2 * b * (b - 1) = t * (t - 1) # https://oeis.org/A046090 b0, b1 = 1, 3 r0, r1 = 0, 1 while True: if b0 + r0 > lim: return b0 b0, b1 = b1, 6 * b...
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def unordlist(cs): """unordlist(cs) -> str Takes a list of ascii values and returns the corresponding string. Example: >>> unordlist([104, 101, 108, 108, 111]) 'hello' """ return ''.join(chr(c) for c in cs)
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def get_force_datakeeper(self): """ Generate DataKeepers to store by default results from force module Parameters ---------- self: VarLoadFlux object Returns ------- dk_list: list list of DataKeeper """ dk_list = [] return dk_list
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def is_vararg(param_name): """ Determine if a parameter is named as a (internal) vararg. :param param_name: String with a parameter name :returns: True iff the name has the form of an internal vararg name """ return param_name.startswith('*')
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import random def shuffle(liste): """ brief: choose randomly in the given liste Args: tab :a list of values, raise Exception if not Returns: the value selected randomly Raises: ValueError if input tab is not a list """ if not(isinstance(liste, list)): raise ...
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def populate_cells(worksheet, bc_cells=[]): """ Populate a worksheet with bc_cell object data. """ for item in bc_cells: if item.cellref: worksheet[item.cellref].value = item.value else: worksheet.cell( row=item.row_num, column=item.col_num, value=...
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def get_query_types(query_list): """ This function is used to parse the query_ticket_grouping_types string from the app.config :param query_list: the string to parse into ticketType groupingType pairs for querying Securework ticket endpoint :return: List of json objects. Each json entry is a ticketType...
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def severe_cases_by_time(infections): """ This is the estimated number of severe positive cases that will require hospitalization to recover. """ return (infections * (15/100.0))
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def lastLetter (s): """Last letter. Params: s (string) Returns: (string) last letter of s """ return s[-1]
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def fib(n): """ O(2**n) time and space """ if n < 2: return n return fib(n-1) + fib(n-2)
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def parsetrusteesresponse(response): """Parse the response to GetTrustees from the WoT plugin. :returns: [(name, {InsertURI: ..., ...}), ...] >>> resp = parseownidentitiesresponse({'Replies.Nickname0': 'FAKE', 'Replies.RequestURI0': 'USK@...', 'Replies.InsertURI0': 'USK@...', 'Replies.Comment0': 'Fake', '...
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from typing import List import itertools import random def get_separators( space_count: int, sep_count: int, padding_count: int, shuffle: bool ) -> List[str]: """Create a list of separators (whitespaces) Arguments: space_count : minimum number of spaces to add between workds (before padding) sep...
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import time def get_signature(user_agent, query_string, client_ip_address, lang): """ Get cache signature based on `user_agent`, `url_string`, `lang`, and `client_ip_address` """ timestamp = int(time.time()) / 1000 signature = "%s:%s:%s:%s:%s" % \ (user_agent, query_string, client_ip_...
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def is_typed_tuple(tpl: object, obj_type: type, allow_none: bool = False, allow_empty: bool = True) -> bool: """ Check if a variable is a tuple that contains objects of specific type. :param tpl: The variable/list to check :param obj_type: The type of objects that the tuple should contain (for the chec...
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def rotate(grid): """Rotate grid 90 deg to the right.""" rows = grid.split('\n') return '\n'.join(''.join(chars) for chars in zip(*reversed(rows)))
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import operator def get_act_list(act_data, frameidx, bgid): """Given a frameidx, get this person' activities.""" # act_data is a list of sorted (start,end,actclassid) # return current act list, current_act_list = [(actid, e - frameidx) for s, e, actid in act_data if (frameidx >= s) and ...
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import re def find_all(s, pattern): """ return ordered list of indexes where [pattern] appears in [s]; """ shift_on_match = 1 indexes = [] i = re.search(pattern, s) if i: i, j, k = i.start(), i.end(), i.groups() indexes.append((i,j,k)) return indexes
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def get_chain_offsets(chainlist, chainlength, chainpadding): """Generates chain offsets :param chainlist: Sorted list of chain letters :param chainlength: chain length dictionary :param chainpadding: chain padding dictionary :return: dictionary of chain offsets """ chainoffset = {} for ...
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import copy def _set_name(dist, name): """Copies a distribution-like object, replacing its name.""" if hasattr(dist, 'copy'): return dist.copy(name=name) # Some distribution-like entities such as JointDistributionPinned don't # inherit from tfd.Distribution and don't define `self.copy`. We'll try to set ...
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def rayleigh_Z(n, r): """ Compute rayligh Z statistic :param n: sample size :param r: r-value (mean vector length) """ return n * (r**2)
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from bs4 import BeautifulSoup from typing import List from typing import Dict def get_author_names_from_grobid_xml(raw_xml: BeautifulSoup) -> List[Dict[str, str]]: """ Returns a list of dictionaries, one for each author, containing the first and last names. e.g. { "first": first, ...
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def insight_dataframe(dataframe, dataframe_name): """Summary of the shape of a dataframe and view of the first 5 rows of the dataframe Parameters: dataframe (DataFrame): The dataframe we want to analyse dataframe_name (str) : Name of the dataframe Returns: str:Returning summary of the da...
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def pr(x): """ Display a value and return it; useful for lambdas. """ print(x) return x
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def default_window(win_id): """return default config for one window""" win = {} win['win_id'] = win_id win['mfact'] = 0.55 win['nmaster'] = 1 win['layout'] = 'horizontal' win['zoomed'] = False win['num_panes'] = 1 win['last_master_pane_id'] = None win['last_non_mas...
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def config_from_onnx_model(model, granularity='model', default_precision='ap_fixed<16,6>', default_reuse_factor=1): """Generate configuration dictionary from an ONNX model. Parameters ---------- model : ONNX model object. Model to be converted to hls model object. granularity : string, ...
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def Euclidean_Distance(x,y,Boundaries = 'S',Dom_Size=1.0): """ Euclidean distance between positions x and y. """ d = len(x) dij = 0 #Loop over number of dimensions for k in range(d): # Compute the absolute distance dist = abs( x[k] - y[k] ) #Extra condition for periodic BCs: if Boundaries == 'P' o...
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def matrix3d_F2to128(n1=[]): """ Calculate the vector in the finite field with 128 element. Parameters: n(int): Integer in {0, 1} Returns: (vector): Field element """ matrix =[] for i in range(len(n1)): n = [] for j in range(len(n1[0])): row = [] for k in rang...
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import re def _GetRcData(comment, rc_path, rc_data, pattern=None): """Generates the comment and `source rc_path` lines. Args: comment: The shell comment string that precedes the source line. rc_path: The path of the rc file to source. rc_data: The current comment and source rc lines or None. patt...
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def unique(s): """ Return a list of the elements in list s in arbitrary order, but without duplicates """ n = len(s) if n == 0: return [] u = {} try: for x in s: u[x] = 1 except TypeError: del u # move onto the next record else: return list(u.keys...
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def inconsistent_typical_range_stations(stations): """Given list of stations, returns list of stations with inconsistent data""" inconsiststations = [] for i in stations: if i.typical_range_consistent() == False: inconsiststations.append(i) return inconsiststations
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import numpy def peaks_vs_area(pmap): """Get scatter data for field peak rates vs field area in cm^2 A PlaceMap (or subclass) instance must be passed in. Returns 2-row (peak, area) array. """ fdata = pmap.get_field_data() return numpy.c_[fdata['peak'], fdata['area']].T
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def intersection(u, v): """Return the intersection of _u_ and _v_. >>> intersection((1,2,3), (2,3,4)) [2, 3] """ w = [] for e in u: if e in v: w.append(e) return w
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import os def getcwd(symlinks=True): """Get the current working directory. :param symlinks: If True, then get the path considering symlinks. If false, resolve the path to the actual path. :type symlinks: bool :returns: the current working directory :rtype: str """ cwd = '' # Get...
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import random def sameDate(numPeople, numSame): """Two arguments, number of people in the group and the number of people that we ask if they have birthday the same day.""" # I am assuming that every birthday is equally likely possibleDates = range(366) # Table that keeps track of number of people ...
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import re def get_title(name): """ Use a regular expression to search for a title. Titles always consist of capital and lowercase letters, and end with a period. """ title_search = re.search(" ([A-Za-z]+)\.", name) if title_search: return title_search.group(1) return ""
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def optimal_sequence_linear(n): """ Solve by calculating min-steps for each i in 1..n """ steps = [0] * (n + 1) # calculate array for i in range(1, n + 1): prev = [ steps[i - 1] ] if not i % 3: prev.append(steps[i // 3]) if not i % 2: prev.append(...
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def per_capita(value, population, per=10000, fail_silently=True): """ Accepts two numbers, a value and population total, and returns the per capita rate. By default, the result is returned as a per 10,000 person figure. If you divide into zero -- an illegal operation -- a null value is returned ...
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def importName(modulename, name): """ Import a named object from a module in the context of this function. """ try: module = __import__(modulename, globals(), locals(), [name]) except ImportError: return None return getattr(module, name)
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def module_equals(model1, model2): """Check if 2 pytorch modules have the same weights """ for p1, p2 in zip(model1.parameters(), model2.parameters()): if p1.data.ne(p2.data).sum() > 0: return False return True
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import requests from bs4 import BeautifulSoup def get_all_player_links(url): """Get the all_players links from the base url""" r = requests.get(url) soup = BeautifulSoup(r.content, "lxml") player_table_links = soup.find_all("a", text="View Player Stats") return player_table_links
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def diff(data: list[int]) -> list[int]: """Calculate the difference between numeric values in a list.""" previous = data[0] difference = [] for value in data[1:]: difference.append(value - previous) previous = value return difference
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def bchunk2bpacket(form): """ Converts the old binary chunk packet form into the v2 api """ encounter = form.cleaned_data['procedure_guid'] node = form.cleaned_data['element_id'] subnode = form.cleaned_data['binary_guid'] node = '%s-%s'% (node, subnode) type = form.cleaned_data['element_type...
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def plot_histograms(ax, prng, nb_samples=10000): """Plot 4 histograms and a text annotation.""" params = ((10, 10), (4, 12), (50, 12), (6, 55)) for a, b in params: values = prng.beta(a, b, size=nb_samples) ax.hist(values, histtype="stepfilled", bins=30, alpha=0.8, density=True) # Add a s...
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import json def _extract_multi_block_from_log(log_content, block_name): """ Extract multiple data blocks from a simultaneous REFL1D fit log. The start tag of each block will be [block_name]_START and the end tag of each block will be [block_name]_END. :param str log_content: strin...
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def rayDamCoe(xi,ome): """ Returns Rayleigh damping coefficients. Initial stiffness is used. Coefficients are computed once for all in the beginning of the analysis. ------- Inputs: xi: strutural damping ratio (same for all modes) ome: eigen angular frequencies ------- Output: ...
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def strip_path_prefix(path, prefix): """ Strip a prefix from a path if it exists and any remaining prefix slashes. Args: path: The path string to strip. prefix: The prefix to remove. Returns: The stripped path. If the prefix is not present, this will be the same as the input. ...
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import argparse def parse_args(): """ Parse our inputs including help and support messages to guide the user. Returns an argparse object that can be used to access results """ # Our constants for help returns_val = """ If you schedule this script via cron or similar, please add the --cron opti...
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def get_select_field_choices(raw_choices_data, key_type=None, value_type=None, fail_silently=True): """Get select field choices. Used in ``radio``, ``select`` and other choice based fields. :param str raw_choices_da...
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import requests from bs4 import BeautifulSoup import re def get_games_year(year, cursor): """takes (year, cursor) and pulls game ids not in db for a SPECIFIC SEASON""" url = "https://www.pro-football-reference.com/years/" + str(year) + "/games.htm" req = requests.get(url) soup = BeautifulSoup(req.text...
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def build_cohorte_for_pm(data_file_name): """ -> Build a cohorte for pattern mining -> data_file_name is the name of the file containing data, supposed to be dichotomized data -> return a matrix (list of list) """ cohorte = [] variables_list = [] file_data = open(data_file_name, "r") cmpt_line ...
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import pkgutil def all_modules(package_path): """"Return a generator of all modules in the given package path.""" def load_module(module_info): """Load and return the module referred to by the given ModuleInfo.""" name = module_info.name return module_info.module_finder.find_module(na...
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def convert_bin_magnitude(val, orders): """Convert a number to another binary order of magnitude. Args: val (int, float): Value to convert. orders (int): Orders of magnitude, such as 3 to convert a value in bytes to gibibytes (GiB), or -2 to convert a value in tebibytes ...
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def gen_numbers(words=[]): """ Function to mix words with commonly used numbers patterns. """ word_list = [] if len(words) <= 0: return word_list num_list = ['0', '01', '012', '0123', '01234', '012345', '0123456', '01234567', '012345678', '0123456789', '1', '12', '123', '1234','123...
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def developer_token() -> str: """The developer token that is used to access the BingAds API""" return '012345679ABCDEF'
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def n_puissance_p(n,p): """ n^p implémentation de la multiplication avec gestion de la retenue """ lx=[1] lx2=[] retenue =0 for j in range(p): for i in lx[::-1] : # parcours inverse de la liste t=i*n + retenue if t < 10: lx2.insert(0,t) ...
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def centerCropImage(img, targetSize): """ Returns a center-cropped image. The returned image is a square image with a width and height of `targetSize`. """ # Resize image while keeping its aspect ratio width, height = img.size if height < targetSize: print(str(height) + " height < targetSiz...
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import subprocess def stat(): """Return full output of ibstat""" return subprocess.check_output(["ibstat"])
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def get_string_between_nested(base, start, end): """Extracts a substring with a nested start and end from a string. Arguments: - base: string to extract from. - start: string to use as the start of the substring. - end: string to use as the end of the substring. Returns: - The substring if found...
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def convert_str_color_to_plt_format(txt): """ Converts an rgb string format to a tuple of float (used by matplotlib format) Parameters ---------- txt : str a string representation of an rgb color (used by plotly) Returns ------- A tuple of float used by matplotlib format E...
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import re def escape(in_txt, backwhack=re.compile(r'([][\`*_{}()#+-.!])')): """ HTML escaping is not the same as markdown escaping """ return re.sub(backwhack, r'\\\1', str(in_txt))
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def my_sum(iterable): """Sum implemetnation.""" tot = 0 for i in iterable: tot += i return tot
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import json def create_new_user(): """Prompt user to enter desired username""" username = input('Vad är ditt användarID?: ') filename = 'user_db.json' with open(f'txt_files/{filename}', 'w') as f: json.dump(username, f) return username
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async def get_ltd_product_urls(session): """Get URLs for LSST the Docs (LTD) products from the LTD Keeper API. Parameters ---------- session : `aiohttp.ClientSession` Your application's aiohttp client session. See http://aiohttp.readthedocs.io/en/stable/client.html. Returns ---...
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def init_queue(index, weights_set, num_class, dq_num, cq_num): """ 初始化候选队列和支配队列 :param index: :param weights_set: h5py dataset对象 :param num_class: :param dq_num: :param cq_num: :return: """ data, candidate_label_idx = index.search(weights_set[:num_class], cq_num) dominant_lab...
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