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def ensure_all_alternatives_are_chosen(alt_id_col, choice_col, dataframe): """ Ensures that all of the available alternatives in the dataset are chosen at least once (for model identification). Raises a ValueError otherwise. Parameters ---------- alt_id_col : str. Should denote the colu...
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def format_resource_id(resource, separator=":"): """Concatenates the four-part ID for a resource record. :param dict resource: an ArchivesSpace resource. :param str separator: a separator to insert between the id parts. Defaults to `:`. :returns: a concatenated four-part ID for the resourc...
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def get_dynamic_descriptor_children(descriptor, user_id, module_creator=None, usage_key_filter=None): """ Returns the children of the given descriptor, while supporting descriptors with dynamic children. """ module_children = [] if descriptor.has_dynamic_children(): module = None if ...
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from pathlib import Path def check_directory_exists(path: str): """ Given directory path check if directory exists :param path: Directory path :return: True if directory exists, False otherwise """ exist = False my_dir = Path(path) if my_dir.is_dir(): # directory exist exist ...
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def _get_variants(data): """Retrieve set of variant calls to use for heterogeneity analysis. """ supported = ["vardict", "vardict-java", "vardict-perl", "freebayes", "mutect"] out = [] for v in data.get("variants", []): if v["variantcaller"] in supported: out.append((supported.in...
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def setting_attrs(obj, **attrs): """ Save all given keyword arguments as attributes to obj and then return obj. """ for k, v in attrs.items(): setattr(obj, k, v) return obj
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def real_attenuation(original_extract, real_extract): """ Real Attenuation :param float original_extract: Original degrees Plato :param float real_extract: Real degrees Plato of finished beer :return: The percent of real attenuation :rtype: float """ return (original_extract - real_extr...
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def expandtabs(s, tabsize=8): """expandtabs(s [,tabsize]) -> string Return a copy of the string s with all tab characters replaced by the appropriate number of spaces, depending on the current column, and the tabsize (default 8). """ res = line = '' for c in s: if c == '\t'...
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import re def ronametoident(name): """ Turn resource object name into an identifier containing only letters, digits and underscore characters """ name = re.sub(r"\s", '_', name) # spaces, etc. -> underscores name = re.sub(r"\W", "", name) # Non-identifier characters -> remove ...
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from datetime import datetime def parse_timestamp(value: str): """ Parses a string timestamp into a datetime value First tries to parse the timestamp as milliseconds. If that fails with an error indicating that the timestamp exceeds the maximum, it tries to parse the timestamp as microseconds, and...
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def join_range(r): """Converts (1, 2) -> "1:2" """ return ":".join(map(str, r)) if r else None
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from random import gauss def random_mbh(type='agn'): """randomizes a black hole mass (in solar masses). one can choose between ``agn`` and ``xrb``.""" if type == 'agn': # log M_bh = N(7.83, 0.63) (jin12) return 10**gauss(7.83, 0.63) elif type == 'xrb': return 10**gauss(1.1, 0.15) ...
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def spaces(text): """Returns whitespace equal to the length of the given text. This is useful for making things line up. """ return ' ' * len(text)
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def problem_30_narcissistic_number(power): """ Problem 30: Find sum of numbers that can be written as the sum of powers of their digits. Args: power (int): The exponent of the digits. """ # find limit to search limit = len(str(9**power))*(9**power) valid_numbers = [] for number in r...
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def post_process_dialog_submission(*, submission_data, template): """Process the ``submission`` data from a Slack dialog submission. Parameters ---------- submission_data : `dict` The ``submission_data`` from the Slack dialog's event payload. Keys are the ``name`` attributes of fields. ...
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def min_max_scaling(x, min_x, max_x): """ Helper function to calculate min/max scaling for x """ return (x - min_x) / (max_x - min_x)
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def init_loop_state(file_counter=0): """ Initialize the file row counter, the file counter, and the list representing file data. Janky, I know, but this needed to be done in 2 spots. """ file_row_counter = 0 file_counter += 1 file_data = [] file_data.append([ 'Date', ...
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def has_error(json): """ Returns True if the query has an error; False otherwise. Given a JSON response to a currency query, this returns the opposite of the value following the keyword "valid". For example, if the JSON is '{ "src":"", "dst":"", "valid":false, "err":"Currency amount is inval...
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import re def format_text_time_zone(text): """Returns text after removing blank spaces inside time zone text. Parameters ---------- text : str the text to be formatted. Returns ------- str a string formatted to match time zone (ex. UTC+2). """ text = re.sub(r'\s*\...
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def get(tokens): """Returns the result of tasks executed in parallel by apalis. Parameters ---------- tokens : list List of objects of the type Token. Returns ------- list List of results Examples -------- >>> handler_list = [Handler(ClassName(i)) for i in rang...
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def amps_m2_to_emu(amps_per_m2): """Converts \(Am^{2}\) to \(emu\)""" return amps_per_m2*1e3
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from typing import List import json def strings_as_json(strings: List[str]): """Convert a list of strings to JSON. Args: strings: A list of str. Returns: JSON dump of the strings. """ if len(strings) > 1: return json.dumps(strings) elif len(strings) == 1: return strin...
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from pathlib import Path def lorem(fixtures: Path) -> str: """Text for testing.""" with open(fixtures / "lorem.txt", "r") as f: text = f.read() return text
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def create_output(instance, item): """Create Terraform Module for Output the Defined Parameters.""" value = "${module.%s.%s}" % (instance, item) tf_output = {"value": [value]} return tf_output
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def userInputCharacterFor10thAxis(userInputCharacter): """ Maps the chacter '0' to 10th axis for user's input """ if userInputCharacter == "0": return 10 return int(userInputCharacter)
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import time def check_timestamp(timeStamp): """ Checks the validity of a timeStamp. timeStamp - (YYYY-MM-DD HH:MM:SS in UTC) returns True or False """ isValid = True try: timeStruct = time.strptime(timeStamp, "%Y-%m-%d %H:%M:%S") except: isValid = False retu...
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def squash_int_range(ilist): """Takes a list of integers and squashes consecutive values into a string range. Returned list contains mix of strings and ints. """ irange = [] rstart = None rprev = None sorted(ilist) for i, value in enumerate(ilist): if rstart is None: ...
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def str_wrap_double(string): """ Adds double quotes around the input string """ return '"' + string + '"'
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import fnmatch def filter_outputs(patterns, sys): """ Find all outputs of the given system that match one or more of the strings given in patterns. Parameters ---------- patterns : str or Sequence A string or sequence of strings to be matched in the outputs of the given system. These ...
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def angle_between(last_angle, this_angle): """ >>> angle_between(50.0, 50.0) 0.0 >>> angle_between(60.0, 50.0) -10.0 >>> angle_between(50.0, 60.0) 10.0 >>> angle_between(350.0, 5.0) 15.0 >>> angle_between(5.0, 350.0) -15.0 """ turn_angle = (this_angle - last_angle) %...
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def check_empty_value(value): """Replaces an empty value with 0.""" try: value = int(value) except ValueError: value = '0' return int(value)
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def convert_from_str(strval): """Returns param as int, long, float, or string, whichever is best.""" try: ret = int(strval) return ret except ValueError: pass try: ret = float(strval) return ret except ValueError: if strval == 'None': return None r...
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def calc_sals_ratio_ts(sals_ts): """ This function calculates the ratio between the saliency values of consecutive fixations. Useful for calculating rho of the full model (see paper for details). :param sals_ts: list of lists of time serieses of saliency values :return: list of lists of arrays num_i...
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def api_response(success, message, http_status_code, data={}): """ API Response common method. Args: success (bool): API status message (str): Message to display http_status_code (str or int): HTTP Response type. i.e. 200 or STATUS_OK data (dict): Data to be sent in api Resp...
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def linear(x): """ Description: Calculates the linear activation for the input array Params: x: Array for which linear activation is to be calculated Returns: ndarray: Linear activation of the input """ return x
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def load_pb_from_file(pb_obj, file_name): """Load a protobuf object from a file""" with open(file_name, "rb") as f: pb_obj.ParseFromString(f.read()) return pb_obj
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def p2_p1(M1, gamma): """Pressure ratio across a normal shock (eq. 3.57) :param <float> M1: Mach # before the shock :param <float> gamma: Specific heat ratio :return <float> Pressure ratio p2/p1 """ return 1.0 + 2.0 * gamma / (gamma + 1.0) * (M1 ** 2 - 1.0)
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def find_resnet_layer(arch, target_layer_name): """Find resnet layer to calculate GradCAM and GradCAM++ Args: arch: default torchvision densenet models target_layer_name (str): the name of layer with its hierarchical information. please refer to usages below. target_layer_name = 'co...
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def validate(job): """ Perform user specific payload/job validation. :param job: job object. :return: Boolean (True if validation is successful). """ return True
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def x_from_m_b_y(m, b, y): """ get x from y=mx+b :param m: slope (m) :param b: b :param y: y :return: get x from y=mx+b """ return (y - b) / m
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def in_segment(point, line): """Determine if a point is inside a segment, if we already know that the point is on the infinite line defined by the segment. """ if line[0].x != line[1].x: # line is not vertical if line[0].x <= point.x <= line[1].x: return True if line[1].x <=...
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def xor(block_a: "str | bytes", block_b: "str | bytes"): """ Computes the XOR of two bytes objects. Args: block_a (str | bytes): The first block of bytes block_b (str | bytes): The second block of bytes Returns: bytes: The result of block_a ^ block_b """ if isinstance(block...
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def closest_object(geometries, point): """Find the nearest geometry among a list, measured from fixed point. Args: geometries: a list of shapely geometry objects point: a shapely Point Returns: Tuple (geom, min_dist, min_index) of the geometry with minimum distance ...
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import cProfile import io import pstats def profileit(func): """ decorator for profiling function. usage: >>> def this(var1, var2): # do something >>> new_this = profileit(this) >>> calls, cprofile_text = new_this(var1=1,var2=2) """ def wrapper(*args, **kwargs): prof =...
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def mecs_energy_fba_cleanup(fba, attr, **kwargs): """ Clean up the EIA MECS energy FlowByActivity :param fba: df, FBA format :param attr: dictionary, attribute data from method yaml for activity set :param kwargs: optional, can also include bool 'download_FBAs_if_missing' :return: df, subset of ...
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def first_entity_matching_attribute(attribute, value, atlas_entities): """ Return the first entity in a list that matches the passed in attribute and value. :param str attribute: The name of the attribute to search on each atlas entity. :param str value: The value of the attribute to search...
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def cost_objective(model): """ The cost objective calculates the total cost. The total_cost_per_year = discount_factor * price_increment * how_much_bought_from_whom * load_hours :param model: model reference :return: Total cost """ starting_year = 2009 costs = [] for year in model.YE...
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import torch def reduce(to_reduce: torch.Tensor, reduction: str) -> torch.Tensor: """ reduces a given tensor by a given reduction method Parameters ---------- to_reduce : torch.Tensor the tensor, which shall be reduced reduction : str a string specifying the reduction method. ...
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from typing import Optional def _parse_result(potfile_line: str) -> Optional[str]: """Helper function which parses a single .potfile line and returns the password part. Hashcat uses its .potfile format to report results. In this format, each line consists of the hash and its matching word, separated with...
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def _check_params(params, error_callback): """Predicate function returning bool depending on conditions. List of conditions: - `host` and `key` must be specified in params, - `dc` or `env` must be specified in params, - `sections` must be specified in params. Returns: bool:...
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def angryProfessor(k, a): """ Given the arrival time of each student and a threshold number of attendees, determine if the class is canceled. :param k: int threshold for minimum on time student :param a: array of arrival time of students :return: Class cancel """ count = 0 # counting st...
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from typing import Any from typing import List import inspect def get_super_classes_names(instance_or_class: Any) -> List[str]: """Given an instance or a class, computes and returns a list of its superclasses. Parameters ---------- instance_or_class : Any An instance of an object or a class. ...
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def conv(num): """Convert float to string and removing decimal place as necessary.""" if isinstance(num, float) and num.is_integer(): return str(int(num)) return str(num)
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import re def not_raw(product_name): """ Check if the product is of type RAW we check for this because we are not interested in creation and ingestion of a RAW dataset. :param product_name: :return: """ match = re.search(r'([\w.-]+)_([\w.-]+)_([\w.-]+)__([\d])([\w])([\w.-]+)', product_...
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def isfloat(string): """Returns True if string is a float""" try: float(string) except: return False return True
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def read_txt(fname, separator=None, **kwargs): """ Read a text-file's non-zero lines and split them using a blank-space separator. Parameters ---------- fname : str Name of the file including the path if needed. separator : str Character separating different words. By default None, whi...
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from typing import Set def parse_scopes(scope_string: str) -> Set[str]: """ Takes a scope string (as seen in the `scope` query parameter of a Slack app installation URL) and returns a set of scopes. """ return set(scope_string.split(","))
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import re def valid_password(password): """Checks if password is valid""" # accepts passwords between 3 and 20 characters pass_re = re.compile(r"^.{3,20}$") return password and pass_re.match(password)
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def find_king(game_board, bw): """ Finds right king :param game_board: array of board :param bw: black or white to move? :return: Square with king, None if king isn't present """ # Find king for r in game_board: for sqr in r: if sqr.get_content() is not None: ...
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def _pythonify_name(name): """Coerce the name to a valid Python identifier""" name = ''.join(c if c.isalnum() else '_' for c in name) if name[:1].isdigit(): name = '_' + name return name
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def getNumFavorited(msg): """Counts the number of favorites the mssage received.""" num_favorited = msg['favorited_by'] return len(num_favorited)
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def OnPremisesConfiguration(sql_messages, source_ip_address, source_port): """Generates the external master configuration for the instance. Args: sql_messages: module, The messages module that should be used. source_ip_address: string, the IP address of the external data source. source_port: number, th...
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from operator import add def getAccuracy(dtModel, data): """ Return accuracy of DecisionTreeModel on the given RDD[LabeledPoint]. """ seqOp = (lambda acc, x: acc + (x[0] == x[1])) predictions = dtModel.predict(data.map(lambda x: x.features)) truth = data.map(lambda p: p.label) trainCorrect...
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def tie_breaker_index(tie_breaker, name): """ Return the index of name in tie_breaker, if it is present there, else return the length of list tie_breaker. Args: tie_breaker (list): list of choices (strings) list may be incomplete or empty name (str): the name...
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import requests def get_match_history(less_then_match_id=None): """ Makes api call to open dota pro matches route Returns list of 100 match result objects If a match Id is provided 100 matches before specified match are returned Input: None: Retruns 100 most recent ma...
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def get_board_dict(data): """Convert the data dictionary into a format that is used by the print_board function. """ board_dict = {} for type, tokens in data.items(): if type == "upper": for tok in tokens: board_dict[(tok[1], tok[2])] = "({})".format(tok[0].uppe...
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def spec2nwbfields(spec): """Reads spec and determines __nwbfields__ which tells pynwb which attributes to write to disk Parameters ---------- spec: dict Returns ------- tuple of variable names """ vars = [attrib.name for attrib in spec.attributes if attrib.name] if hasatt...
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def code_finished_will_parse(s, compiler): """Returns a tuple of whether the buffer could be complete and whether it will parse True, True means code block is finished and no predicted parse error True, False means code block is finished because a parse error is predicted False, True means code blo...
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def extract_sub_attributes(browser): """ Extract sub attribute tags of avatar image from web page :param browser: opened browser :type browser: webdriver.Chrome :return: sub attribute tags of avatar image :rtype: list """ sub_attrs = browser.find_elements_by_class_name('sub-attr') s...
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import torch def linear_quantize(input, scale, zero_point, inplace=False): """ Linearly quantize the input tensor based on scale and zero point. https://pytorch.org/docs/stable/quantization.html """ if inplace: input.mul_(scale).sub_(zero_point).round_() return input # print(sc...
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def calc_accuracy(pred, real): """ A function to calculate the accuracy of a CNN when given a list of predicted classes and a list of the real classes Param: - pred, a numpy array of predicted classes - real, a numpy array of the real classes Return: - Accuracy as a de...
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import re def date_is_valid(date: str) -> bool: """ Check whether given date is of format YYYY-MM-DD :param date: Date passed as string. :return: True if date has format YYYY-MM-DD, False otherwise. """ if re.fullmatch("\\d{4}-\\d{2}-\\d{2}", date): return True return False
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from typing import List def as_bool(data: str) -> List[bool]: """ Parses a string into a list of bools, where '#' are true, and everything else is false :param data: String to parse :return: The generated list of bools """ return list(map(lambda c: c == "#", data))
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def define_circle(R): """Return shape function for circle.""" def shape(site): return site.pos[0]**2 + site.pos[1]**2 < R**2 return shape
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def _get_internal_bounds(params): """Extract the internal bounds from params. Args: params (pd.DataFrame): See :ref:`params`. Returns: bounds (tuple): Bounds of the free parameters. The tuple has two entries. The first are the lower bounds as numpy array. The second...
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def get_value(x): """Returns value of tensor as numpy array """ return x
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import posixpath def normalize_path_posix(path): """ normalize_path_posix(path) -> str Turn path into a relative POSIX path with no parent directory references. """ return posixpath.relpath(posixpath.normpath(posixpath.join('/', path)), '/')
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def find_column(t, pos=None): """ Find the column of the token or a specific position in the token's data. Argument: t - the token pos - an optional number indicating the position in the input data, if not using the token's starting position """ position = pos or t....
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def GetChromOrder(sample_blocks): """ Get a list of chroms in sorted order Parameters ---------- sample_blocks : list of [hap_blocks] each hap_block is a dictionary with keys 'pop', 'chrom', 'start', 'end' Returns ------- chroms : list of int list of chromsomes in s...
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def reduce_shape(shape): """ Reduce dimension in shape to 3 if possible """ try: return shape[:3] except TypeError: return shape
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def str_to_bytes(value, encoding="utf8"): """Converts a string argument to a byte string""" if isinstance(value, bytes): return value if not isinstance(value, str): raise TypeError('%r is not a string' % value) return value.encode(encoding)
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def returnListWithoutOutliers(data, outlierRange): """ An outlier is defiend as a datapoint not in [Q1 - 1.5*IQR*outlierRange, Q3 + 1.5*IQR*outlierRange], where IQR is the interquartile range: Q3 - Q1 """ data.sort() dataPointsBefore = len(data) Q1 = data[dataPointsBefore//4] Q3...
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def bool_str(v): """Convert a boolean to a string.""" return "Yes" if v else "No"
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def rasterizeSegment(start_x, start_y, end_x, end_y): """Implementation of Bresenham's line rasterization routine. This is a slightly modified version of the Python implementation one Rosetta code: https://rosettacode.org/wiki/Bitmap/Bresenham%27s_line_algorithm#Python Args: start_x: the ...
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def add_user_tag(f): """Adds my GitHub username as an attribute ``__user_tag__`` to ``f``. :param f: Function to decorate :type f: function :rtype: function """ f.__user_tag__ = "phetdam" return f
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def running_varsum(v_k1, x_k, m_k1, m_k): """ Computing the running variance numerator. Ref: https://www.johndcook.com/blog/standard_deviation/ """ return v_k1 + (x_k - m_k1) * (x_k - m_k)
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def print_departments(departments): """ Prints the department courses in a prettier format. Parameters: ----------- departments (dict): Departments (str key) and courses in departments (list value) returns (NoneType): None """ for department, courses in departments.items(): p...
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import asyncio async def send(data: bytes, writer: asyncio.StreamWriter ) -> None: """Send a byte array using a stream writer. Args: data (bytes): The bytes data to send. writer (asyncio.StreamWriter): The stream writer to send data on. """ header = b'%d\n' ...
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def atoi(text): """Convert text to an integer if possible, else return the string.""" return int(text) if text.isdigit() else text
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def dists_to_nj(matrix, labels): """Wraps matrix and labels together for format NJ requires.""" result = {} for outer, row in zip(labels, matrix): for inner, i in zip(labels, row): result[(outer, inner)] = i return result
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def _OrganizeTryJobResultByCulprits(try_job_culprits): """Re-organize try job culprits by revision. Args: try_job_culprits (dict): A dict of culprits for one step organized by test: { 'tests': { 'a_test1': { 'revision': 'rev1', 'commit...
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def convert_es_responses_to_list(search_responses: list): """ Convert responses from ElasticSearch to list. This will be used in the backend """ submissions = [] for response in search_responses: submission = response["_source"] submission["score"] = response["_score"] su...
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def get_dictionary_values_ordered(dict_list, key_name): """Generate a list, with values from 'key_name' found in each dictionary in the list of dictionaries 'dict_list'. The order of the values in the returned list match the order they are retrieved from 'dict_list' dict_list - a list of di...
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def binarySearch(left, right, largeEnough, eps): """ Binary search on a real number region. Parameters ---------- left, right : float The range [left, right] that will be searched. It is recommended that make sure the dividing point is between [left, right], or the result may not be the ans...
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def set_nth_bit(n: int, i: int) -> int: """ Set the n-th bit. >>> bin(set_nth_bit(0b100000, 0)) '0b100001' >>> bin(set_nth_bit(0b100001, 0)) '0b100001' """ return n | (1 << i)
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def check_length_for_tweet(revision, message): """ Recursively remove a word from the message until it is small enough to tweet """ # I think 115 is the hard limit once the url is shortened if len(revision) + len(message) > 110: # get rid of a word message = ' '.join(message.split(' ...
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def get_id_from_ns_name(ns_name): """Parses identifier from prefix-identifier :param ns_name: The name of a namespace :returns: Identifier or None if there is no - to end the prefix """ dash_index = ns_name.find('-') if 0 <= dash_index: return ns_name[dash_index + 1:]
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import json def label_mapping(category_names = 'cat_to_name.json'): """ Function loads in a mapping from category label to category name and creates a dictionary from it where the keys are the indices and the values the names. Parameters: category_names - name of the file (has to be in ...
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import unicodedata def is_whitespace(ch): """判断是否是空格""" if ch == " " or ch == "\t" or ch == "\n" or ch == "\r": return True # unicodedata是unicode数据集 cat = unicodedata.category(ch) # Zs表示的是空格 if cat == "Zs": return True return False
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def singlyfy_parameters(parameters): """ Makes a cgi-parsed parameter dictionary into a dict where the values that are just a list of a single value, are converted to just that single value. """ for key, value in parameters.items(): if isinstance(value, (list, tuple)) and len(value) == 1: ...
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