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from collections import namedtuple def extract_image_id_from_longitudinal_segmentation(freesurfer_id): """Extract image ID from longitudinal segmentation folder. This function will extract participant, session and longitudinal ID from `freesurfer_id`. Example: >>> from clinica.utils.freesurfer i...
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import random def d5() -> int: """Roll a D5""" return random.randint(1, 5)
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def invertMask(mask): """ Inverts a numpy binary mask. """ return mask == False
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def options(arg): """Extract options from given arg string""" opts = [] for par in arg.split(): if len(par) > 0 and par[0] == '-': opts.append(par) return opts
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from functools import reduce def multiply_list_elements(in_list): """ Multiply list elements together, e.g. [1,2,3,4,5,6] -> 1*2*3*4*5*6=720. """ return reduce(lambda x, y: x*y, in_list)
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def esc_format(text): """Return text with formatting escaped Markdown requires a backslash before literal underscores or asterisk, to avoid formatting to bold or italics. """ for symbol in ['_', '*', '[', ']', '(', ')', '~', '`', '>', '#', '+', '-', '=', '|', '{', '}', '.', '!']: text = str...
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def crop_op(x, cropping, data_format="NCHW"): """Center crop image. Args: x: input image cropping: the substracted amount data_format: choose either `NCHW` or `NHWC` """ crop_t = cropping[0] // 2 crop_b = cropping[0] - crop_t crop_l = cropping[1] // 2 crop_r...
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def n_considered_cells(cc, look_at): """ Calculates the number of considered cells """ count = 0 for p in cc: if not look_at[p]: continue if p==0 or cc[p]==0: continue count += 1 return count
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def decimal_to_base(n, base): """Convert decimal number to any base (2-16)""" chars = "0123456789ABCDEF" stack = [] is_negative = False if n < 0: n = abs(n) is_negative = True while n > 0: remainder = n % base stack.append(remainder) n = n // base ...
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import socket def validate_ipv6(ip): """ Validate an ipv6 address :param ip: The string with the ip :return: True ip if it's valid for ipv6, False otherwise """ ip = str(ip) try: socket.inet_pton(socket.AF_INET6, ip) except socket.error: return False return True
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def is_grouped_by_project(parameters): """Determine if grouped or filtered by project.""" group_by = list(parameters.parameters.get("group_by", {}).keys()) return [key for key in group_by if "project" in key]
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import math def distance_between_points(p1, p2): """Computes the distance between two Point objects. p1: Point p2: Point returns: float """ dx = p1.x - p2.x dy = p1.y - p2.y dist = math.sqrt(dx**2 + dy**2) return dist
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import unicodedata def maketrans_remove(accents=("COMBINING ACUTE ACCENT", "COMBINING GRAVE ACCENT")): """ Makes a translation for removing accents from a string. """ return str.maketrans("", "", "".join([unicodedata.lookup(a) for a in accents]))
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def uptime_seconds(uptime_list): """ Convert a list of the following form: [years, weeks, days, hours, minutes] To an uptime in seconds """ years = uptime_list[0] weeks = uptime_list[1] days = uptime_list[2] hours = uptime_list[3] minutes = uptime_list[4] # No leap day ca...
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from datetime import datetime def now_str() : """ easily returns current time in human readable format use the real `datetime` package if you need sophisticated control over formatting. """ return datetime.now().strftime("%d %H:%M")
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def param_group(pattern, **kwargs): """A helper function used for human-friendly declaration of param groups.""" return (pattern, kwargs)
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def number_of_pluses_before_an_equal(reaction): """ Args: reaction (str) - reaction with correctly formatted spacing Returns (int): number_of - the number of pluses before the arrow `=>` Example: >>>number_of_pluses_before_an_equal("C6H12O6 + 6O2=> 6CO2 + 6H2O")...
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def diff_complex(x_re, x_im, y_re, y_im): """Difference of complex vectors""" return x_re - y_re, x_im - y_im
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def lower_list(li): """ Convert all element of a list to lowercase""" if li: return [x.lower() for x in li] else: return None
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def transitions_in_episode_batch(episode_batch): """Number of transitions in a given episode batch. """ shape = episode_batch['u'].shape return shape[0] * shape[1]
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def _expand_ranges(ranges_text, delimiter=',', indicator='-'): """ Expands a range text to a list of integers. For example: .. code-block:: python range_text = '1,2-4,7' print(_expand_ranges(range_text)) # [1, 2, 3, 4, 7] :param str ranges_text: The text of ranges to expand :retu...
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def get_releases(events): """ Get all target releases from a list of events. :return: List of (major, minor) release tuples, sorted in ascending order """ return sorted({event.to_release for event in events})
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def extract_wikiproject_templates(templates): """ Iterates over a list of templates and returns WikiProject related templates from them """ wikiprojects = [] for tpl in templates: if tpl['title'].startswith("Template:WikiProject"): wikiprojects.append(tpl['title']) return...
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import fnmatch def _fnmatch_lower(name: str | None, pattern: str) -> bool: """Match a lowercase version of the name.""" if name is None: return False return fnmatch.fnmatch(name.lower(), pattern)
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def jaccard_index_calc(TP, TOP, P): """ Calculate Jaccard index for each class. :param TP: true positive :type TP : int :param TOP: test outcome positive :type TOP : int :param P: condition positive :type P : int :return: Jaccard index as float """ try: return TP / ...
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def format_timedelta(td): """Format td in seconds to HHH:MM:SS.""" td = int(td) hours, remainder = divmod(td, 3600) minutes, seconds = divmod(remainder, 60) return '{:03}:{:02}:{:02}'.format(hours, minutes, seconds)
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import torch def optimizer_creator(model, config): """Constructor of one or more Torch optimizers. Args: models: The return values from ``model_creator``. This can be one or more torch nn modules. config (dict): Configuration dictionary passed into ``TorchTrainer``. Returns: ...
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import re def unescape(value): """ Removes escapes from a string """ return re.sub(r'\\(.)', r'\1', value)
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def compute_52_week_range(df, column_source_low, column_source_high, column_target_low, column_target_high): """ Compute 52 Week Range (Low~High). :param df: dataframe (sorted in ascending time order) :param column_source_low: name of source column in dataframe with low values to compute :param col...
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def fst(t): """Return first element of a tuple""" return t[0]
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def is_strf_param(nm): """Check if a parameter name string is one of STRF parameters.""" return any(n in nm for n in ("rates_", "scales_", "phis_", "thetas_"))
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import re def normalize_subject(subject): """ Strips any leading Re or Fwd from the subject, and returns it. This is sometimes useful for grouping messages. """ return re.sub(r'(?i)(re:|fw:|fwd:)\s+', '', subject)
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def find_nums_within_range_for_current_row(row, minimum, maximum): """Returns how many numbers lie within `maximum` and `minimum` in a given `row`""" count = 0 for n in row: if minimum <= n <= maximum: count = count + 1 return count
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def _relative_path(path): """Strips leading slash from a path. Args: path - a file path Returns: string """ if path.startswith('/'): return path[1:] return path
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def snapPath(basePath, snapNum, chunkNum=0): """ Return absolute path to a snapshot HDF5 file (modify as needed). """ snapPath = basePath + '/snapdir_' + str(snapNum).zfill(3) + '/' filePath = snapPath + 'snap_' + str(snapNum).zfill(3) filePath += '.' + str(chunkNum) + '.hdf5' return filePath
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def demo_to_dict(demo): """ Convert an instance of the Demo model to a dict. :param demo: An instance of the Demo model. :return: A dict representing the demo. """ return { 'id': demo.id, 'name': demo.name, 'guid': demo.guid, 'createdAt': demo.createdAt, ...
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def find_ccs(unmerged): """ Find connected components of a list of sets. E.g. x = [{'a','b'}, {'a','c'}, {'d'}] find_cc(x) [{'a','b','c'}, {'d'}] """ merged = set() while unmerged: elem = unmerged.pop() shares_elements = False for s in merged.copy...
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def _effect_brightness(brightness: int) -> int: """Convert hass brightness to effect brightness.""" return round(brightness / 255 * 100)
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def dict_to_arg_flags_str(flags_dict): """ Converts a dictionary to a commandline arguments string in the format '--<key0>=value0 --<key1>=value1 ...' """ return ' '.join( ['--{}={}'.format(k, flags_dict[k]) for k in flags_dict.keys()])
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def _map_captured_resources_to_created_resources( original_captures, resource_map): """Maps eager resources captured by a function to Graph resources for export. Args: original_captures: A dictionary mapping from resource tensors captured by the function to interior placeholders for those resources (...
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def _format_path_with_rank_zero(path: str) -> str: """Formats ``path`` with the rank zero values.""" return path.format( rank=0, local_rank=0, node_rank=0, )
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def colourfulness_correlate(F_L, C_94): """ Returns the *colourfulness* correlate :math:`M_94`. Parameters ---------- F_L : numeric Luminance adaptation factor :math:`F_L`. numeric *Chroma* correlate :math:`C_94`. Returns ------- numeric *Colourfulness* corr...
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import logging def error(line): """Log error""" return logging.error(line)
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import traceback def _FormatException(exc): """Format an Exception the way it would be in a traceback. >>> err = ValueError('bad data') >>> _FormatException(err) 'ValueError: bad data\n' """ return ''.join(traceback.format_exception_only(type(exc), exc))
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def list_datasets(print_list=True): """Print available datasets in the cptac.pancan module. Parameters: print_list (bool, optional): Whether to print the list. Default is True. Otherwise, it's returned as a string. """ datasets = [ "PancanBrca", "PancanCcrcc", "PancanCoad",...
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def escape_attribute_value(attrval: str): """ Escapes the special character in an attribute value based on RFC 4514. :param str attrval: the attribute value. :return: The escaped attribute value. :rtype: str """ # Order matters. chars_to_escape = ("\\", '"', "+", ",", ";", "<", "=",...
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def get_FOV_ends(cent, FOV): """Take center of FOV and FOV in degrees [0-360] and return low and high endpoints in degrees. """ l = (cent - FOV/2) % 360 h = (cent + FOV/2) % 360 return [l,h]
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def deduplicate(reply): """ list deduplication method :param list reply: list containing non unique items :return: list containing unique items """ reply_dedup = list() for item in reply: if item not in reply_dedup: reply_dedup.append(item) return reply_dedup
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from pathlib import Path def extract_sequence(fasta: Path, target_contig: str) -> str: """ Given an input FASTA file and a target contig, will extract the nucleotide/amino acid sequence and return as a string. Will break out after capturing 1 matching contig. """ sequence = "" write_flag = Fal...
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def format_decimal_as_string(value): """ Convert a decimal.Decimal to a fixed point string. Code borrowed from Python's moneyfmt recipe. https://docs.python.org/2/library/decimal.html#recipes """ sign, digits, exp = value.as_tuple() if exp > 0: # Handle Decimals like '2.82E+3' ...
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from typing import Iterable from typing import Any from functools import reduce def concat(*it: Iterable[Any]) -> Any: """ Concatenation of iterable objects Args: it: Iterable object Examples: >>> fpsm.concat([1, 2, 3], [4, 5, 6]) [1, 2, 3, 4, 5, 6] """ return reduce(...
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import torch import itertools def pit_loss( estimate: torch.Tensor, target: torch.Tensor, axis: int, loss_fn=torch.nn.functional.mse_loss, return_permutation: bool = False ): """ Permutation invariant loss function. Calls `loss_fn` on every possible permutation betw...
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def _input_wrap(prompt, default=None): """ Run input() with formatted prompt, and return The while loop can be used to ensure correct output """ understood = False while not understood: result = input(prompt.format(default=default)).lower().strip() if result in {"y", "yes"}: ...
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def point_partners_to_partner_indices(point_partners, n_partners): """ Convert the partner indices for each point to a list of lists with the indices for all partners. """ partner_indices = [[] for i in range(n_partners)] for i, partner_index in enumerate(point_partners): if partner_inde...
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from unittest.mock import patch def patch_bond_device_state(return_value=None, side_effect=None): """Patch Bond API device state endpoint.""" if return_value is None: return_value = {} return patch( "homeassistant.components.bond.Bond.device_state", return_value=return_value, ...
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def check_instance_tag(tag_key, tag_value, app): """ Check if instance tag given matches the application configuration :param tag_key: :param tag_value: :param app: :return: bool >>> my_app = {'_id': '123456789', 'name': 'webapp', 'env': 'dev', 'role': 'webfront'} >>> check_instance_tag...
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def requires_reload(action, plugins): """ Returns True if ANY of the plugins require a page reload when action is taking place. """ for plugin in plugins: plugin_class = plugin.get_plugin_class_instance() if plugin_class.requires_reload(action): return True return False
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def _join(c): """Return `str` with one element of `c` per line.""" return '\n'.join(str(x) for x in c)
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import re def eliminate_newlines_after_function_definition_in_string(code: str) -> str: """Eliminates all newlines after the function definition in a string, e.g. def foo(a): return a + 1 will become: def foo(a): return a+1""" return re.sub( pattern=r"(def \w+\([^:]*\)...
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def doy(dt): """ Find the day of year of the datetime. The returned DoY is in the range [1-366]. """ date = dt.date() jan01 = date.replace(month=1, day=1) doy = (date - jan01).days + 1 return doy
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def intersection(bb1, bb2): """ Calculates the Intersection of two aabb's """ min_w = min(bb1[2], bb2[2]) min_h = min(bb1[3], bb2[3]) if bb1[0] < bb2[0]: leftbb, rightbb = bb1, bb2 else: leftbb, rightbb = bb2, bb1 if bb1[1] < bb2[1]: topbb, bottombb = bb1, bb2 el...
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def get_group_detail(groups): """ Iterate over group details from the response and retrieve details of groups. :param groups: list of group details from response :return: list of detailed element of groups :rtype: list """ return [{ 'ID': group.get('id', ''), 'Name': group.g...
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def duplicate_count(counts): """ Return the number of entries in COUNTS with a value of 2 or more. """ count = 0 for v in counts.values(): if v > 1: count += 1 return count
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def _false(*args): """ Returns ``False`` (used internally as a default method). """ return False
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def extract_titles(row): """Creates a list of dictionaries with the titles data and alternatives if exists Args: list: row[1:5].values Return: list of dictionaries with title and title type """ data = [ {"title":row[0], "type": "OriginalTitle"} ] for item in...
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def capital_recovery_factor(interest_rate, years): """Compute the capital recovery factor Computes the ratio of a constant loan payment to the present value of paying that loan for a given length of time. In other words, this works out the fraction of the overnight capital cost you need to pay back...
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def get_all_users(client): """ Get all current Zulip users. :param client: A Zulip client object :return: Dictionary containing all current users. """ result = client.get_members() return result
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def chunker(seq, size): """ Iterate over an iterable in 'chunks' of a given size Parameters ---------- seq : iterable, The sequence to iterate over size : int, The number of items to be returned in each 'chunk' Returns ------- chunk : seq, The items of the c...
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import fnmatch def getLabels(source, path): """Get all labels for given path :param source: Labels definition :type path: dict :param path: File full path :type path: string :return: Labels :rtype: list[string] """ result = [] for label, patterns in source.items(): ...
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import random def roll(dice): """Takes arguments in the format "{#}d{#}", e.g. 2d6 returns the total""" try: num, die = dice.split('d') total = 0 for i in range(0,int(num)): roll = random.randint(1,int(die)) print("rolling... " + str(roll)) total += ...
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def get_df_attr(df, attr_name, default_val): """ Get Dataframe attribute if exists otherwise default value :return: Dataframe attribute """ return df.__dict__.get(attr_name, default_val)
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import random def random_seq(length: int, charset: str = "ATCG") -> str: """Get a random sequence. :param length: Length of sequence. :param charset: Char population. :return: Random sequence """ return "".join(random.choices(charset, k=length))
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def fade_copies_right(s): """ Returns the string made by concatenating `s` with it's right slices of decreasing sizes. Parameters ---------- s : string String to be repeated and added together. Returns ------- output : string String after it has had ever decreasing sli...
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def verify_social_media_platform(platform_name: str) -> bool: """ A helper function to make verifying social media platform strings easier Parameters ---------- platform_name: str The name of the social media platform to be verified. Valid inputs are: 'f', 't', 'i', 'a' Returns...
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def collect_nodes(kind, collection, gen): """ Collects nodes with a given kind from a generator, and puts them in the provided list. Returns the first node from the generator that does not match the provided kind. """ tail = None for node in gen: if node.kind is not kind: ...
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def convert_number_to_month(month_int): """ Return a month as string given a month number :param month_int: int :return: str """ months = ['January', 'February', 'March', 'April', 'May', 'June', 'July', ...
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def extractGeom(lineList): """ Function used by loadPd_q to extract the geometries. :lineList: line with geometries in clean format, partial charges and energies :return: list of geometry in format [['H',-0.5,0.0,0.0,'H',0.5,0.0,0.0], ['H',-0.3,0.0,0.0,'H',0.3,0.0,0.0]... """ geomPart = lineLis...
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def linear_interpolation(left, right, alpha): """ Linear interpolation between `left` and `right`. :param left: (float) left boundary :param right: (float) right boundary :param alpha: (float) coeff in [0, 1] :return: (float) """ return left + alpha * (right - left)
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def mediana(valores): """ Encontra a mediana de 'valores', isto é, o valor que ocupa a posição central da lista ordenada. Quando a lista tem tamanho par, definimos a mediana como o valor da primeira posição na segunda metada da lista ordenada. Parâmetros: lista de floats. Retorna: a mediana...
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import requests def get_sequence(UniprotID): """Get protein sequence from UniProt Fasta (using REST API). """ # collect UniProtID data fasta_URL = 'https://www.uniprot.org/uniprot/'+UniprotID+'.fasta' request = requests.post(fasta_URL) request.raise_for_status() fasta_string = request.tex...
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def _match_first_key(skip_first_axis=None, feature=""): """Helper function to match and remove skip_first_axis from feature :param skip_first_axis: True or string. if set, ignore first axis of input histogram(s) :param feature: input feature :return: match and (rest of) feature """ assert isins...
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def count_trajectories(n: int) -> int: """ The Grasshopper is in position 1. The Grasshopper may jump to +1, +2 or +3. How many possible trajectories does the grasshopper have to get to position n? If n<=1, consider that the Grasshopper has 0 possible trajectory. >>> count_trajectories(0) 0...
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def egcd(a,b): # a > b > 0 """ Extended great common divisor, returns x , y and gcd(a,b) so ax + by = gcd(a,b) """ if a%b==0: return (0,1,b) q=[] while a%b != 0: q.append(-1*(a//b)) (a,b)=(b,a%b) (a,b,gcd)=(1,q.pop(),b) while q:(a,b)=(b,b*q.pop()+a) retu...
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def is_valid_label(label, all_labels): """a function to return whether the input "label" exist in the all_labels, which is a list of string""" return label in all_labels
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import re def get_readable_path_str(original_path, max_len): """ Truncates path to max_len characters if necessary If the result is a path within nested directory, will remove partially truncated directories names """ if len(original_path) < max_len: return original_path trunca...
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def empty_name(got): """ Empty name error. """ return "Expected non-empty name, got {}.".format(repr(got))
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def square(x: int) -> int: """ This function squares numbers. You can use it like that: :code:`square(5)`. Args: `x` (int): number to square Returns: int: squared number :Example: >>> square(3) 9 >>> square(10) 100 """ return x**2
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def duration_to_string(value): """Converts the given timedelta into an appropriate ISO-8601 duration format for JSON. Only handles positive durations correctly. Fractional seconds are rounded. :param value: The timedelta to convert :type value: :class:`datetime.timedelta` :returns: The ISO-8601 dur...
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def convert_pandas_dtypes_to_builtin_types(col_type): """Convert pandas data types to python builtin ones, like pandas object to python str.""" col_type = str(col_type) if "str" in col_type: return str elif "int" in col_type: return int elif "float" in col_type: return float ...
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def seq_type(seq): """ Determines whether a sequence consists of 'N's only (i.e., represents a gap) """ return 'gap' if set(seq.upper()) == {'N'} else 'bases'
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def user_exists(cursor,username): """ Test whether a user exists, from its username Parameters: ========== cursor: Psycopg2 cursor Cursor of type RealDict in the postgres database username: Str Name of the user """ SQL = "SELECT count(*) AS nb FROM users WHERE username=%s...
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def _conv_type(s, func): """Generic converter, to change strings to other types. Args: s (str): String that represents another type. func (function): Function to convert s, should take a singe parameter eg: int(), float() Returns: The type of func, otherwise str ""...
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def true_or_false(in_str): """Returns True/False if string represents it, else None.""" in_str = in_str.lower() if in_str.startswith(('true', 'y', '1', 'on')): return True elif in_str.startswith(('false', 'n', '0', 'off')): return False else: return None
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def convert_to_number(string): """ Tries to cast input into an integer number, returning the number if successful and returning False otherwise. """ try: number = int(string) return number except: return False
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def unauthorized_update_message_text(update_message_text): """Fixture for mocking an incoming update of type message/text that is not in our `allowed_chat_ids`.""" update_message_text["message"]["from"]["id"] = 1234 update_message_text["message"]["chat"]["id"] = 1234 return update_message_text
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import random def randomLabels(intree, p_speciation=0.7): """ Function to assign random speciation and duplication nodes to a tree. Returns a new tree (leaves the input tree unchanged) :param intree: a tree as Dendropy object :param p_speciation: probability of a speciation node. """ t ...
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def custom_admin_notification(session, notification_type, message, task_id=None): """ Function for implementing custom admin notifications. notifications are stored in session and show to user when user refreshes page. A valid session object must be passed to this function with notification type and me...
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import bz2 import gzip def open_output(output, opts): """Open output file with right compression library """ if opts.bzip: return bz2.open(output, 'wt') elif opts.gzip: return gzip.open(output, 'wt') else: return open(output, 'w')
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def sizes(ranges): """Get a list with the size of the ranges""" sizes = [] for r in ranges: sizes.append(r[1] - r[0]) # 1: end, 0: start return sizes
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def restore_training(fn, netclass, trainclass, valclass, valdata, gpu=True): """Restore training from file. :param fn: filename to load :param netclass: :class:`.network.Network` class to use :param trainclass: :class:`TrainAlgorithm` class to use :param valclass: :class:`.validate.Validation` clas...
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