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import time def get_time_iso2unix(isotime): """Convert ISO8601 to UNIX timestamp""" return int(time.mktime(time.strptime( isotime, '%Y-%m-%dT%H:%M:%SZ'))) - time.timezone
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from datetime import datetime import pytz def timestamp_to_uct(timestamp: int) -> datetime: """ Converts a timestamp to a datetime in UTC """ return datetime.fromtimestamp(timestamp, pytz.utc)
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def removeQuotes(s): """ Remove quotation marks from an input string Args: s (str): input string that might have the quote "" characters Returns: str: a string without the quote characters """ return ''.join(i for i in s if i!='"')
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def transform_ports(ports): """ Passed a ports specification and return a list of port numbers for easy searching. Example: Ports specification "1-3,5,66" becomes list [1,2,3,5,66] """ result = [] ports = str(ports) for part in ports.split(','): if '-' in part: pa...
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def _get_QButtonGroup(self): """ Get a list of (index, checked) tuples for the buttons in the group """ return [(nr, btn.isChecked()) for nr, btn in enumerate(self.buttons())]
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def str_slice(str_:str, indices:list): """ Split the string `str_` by breaks in list `indices`. Example: ---------- >>> str_slice("abcaa", [2,4]) ["ab", "ca", "a"] """ indices.insert(0, 0); indices.append(len(str_)) return [str_[indices[i]:indices[i+1]] for i in range(len(indice...
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import re def FixIncludeGuards(text, file_name): """Change include guard according to the stantard.""" # Remove a possible webrtc/ from the path. file_name = re.sub(r'(webrtc\/)(.+)', r'\2', file_name) new_guard = 'WEBRTC_' + file_name new_guard = new_guard.upper() new_guard = re.sub(r'([/\.])', r'_', ne...
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def overlaps(when, spans): """ Checks an overlap of a datetime with list of datetime spans. """ for start, stop in spans: if start <= when <= stop: return True return False
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def to_int(string: str) -> int: """Convert a string to an integer.""" return int(string)
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def GetAllXmlTags(root_element): """Gets a list of all tags (without XML namespaces) in an XML tree.""" return [element.tag.split('}')[-1] for element in root_element.getiterator()]
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def binary_search(sequence, item, start=0, end=None): """ Returns the index of item in sequence if it exists, otherwise returns the index _would_ take if inserted. Searches between start (inclusive) and end (exclusive), which default to 0 and len(sequence) respectively. """ if end is None...
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def car(obj): """ Alias of ``obj[0]``. >>> car(loads('(a . b)')) Symbol('a') >>> car(loads('(a b)')) Symbol('a') """ return obj[0]
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def gamma_get_shape_scale(mean,stdev): """ Getting gamma distribution shape and scale Parameters ---------- mean (float): mean of the gamma distribution stdev (float): stander deviation of the gamma distribution Returns ---------- shape (float): shape of the gamma distribution ...
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def invert_indices(indices, size): """ Returns the list of indices that are not in the given list, up to the given size. :param indices: The list of indices to invert. :param size: The size of the indexed list. :return: A list of indices. """ index_set = set(indices) ...
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from typing import Tuple def get_product_section_names() -> Tuple[str, ...]: """Get the list of product section names, in their correct order.""" return ( 'manufacturer', 'product_name', 'part_number', 'product_version', 'serial_number', 'asset_tag', 'f...
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def typeName(ty): """ Return the name of a type, e.g.: typeName(int) => 'int' typeName(Foo) => 'Foo' typeName((int,str)) => 'int or str' @param ty [type|tuple of type] @return [str] """ if isinstance(ty, tuple): return " or ".join(t.__name__ for t in ty) else: return ...
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def ack(m, n): """Computes the Ackermann function A(m, n) See http://en.wikipedia.org/wiki/Ackermann_function n, m: non-negative integers """ if m == 0: return n + 1 if (m > 0) and (n == 0): return ack(m - 1, 1) if (m > 0) and (n > 0): return ack(...
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def first_non_repeating_letter(string): """ Finds and returns the first non repeating character inside a string. :param string: a string value. :return: the first character that is not repeated anywhere in the string. """ return next((x for x in string if string.lower().count(x.lower()) == 1), "...
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import json def is_valid_json(string): """ Determines if a string is valid JSON :param string: The string to be tested :return: boolean representing if the string is valid JSON """ try: json.loads(string) except ValueError: return False except TypeError: return ...
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def different_layers(x, nmon): """ Test if monomers a pair of monomers are in separate layers (based on initial configuration build procedure) :param x : length 2 list of monomer numbers (calculated using hbonds.System.number_residues) :param nmon: number of monomers per layer (int) :return: True / ...
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def constantly(value): """ Creates a function that returns the same value that is used as the argument of >>> import function as f >>> std_gravity = f.constantly(9.81) # m/s2 >>> std_gravity(2) 9.81 """ def f(x): return value return f
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def citep(body:str): """ Change \cite to \citep """ body = body.replace(r'\cite',r'\citep') return body
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import textwrap def wrap_text(text_string): """Split a text string into multiple lines to improve legibility """ # First, check to see if the text was already formatted. We do # this by trying to split the text string into mutliple lines # based on newlines contained in the string. lines = tex...
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def _get_queryset(klass): """Return a QuerySet or a Manager.""" # If it is a model class or anything else with ._default_manager if hasattr(klass, '_default_manager'): return klass._default_manager.all() return klass
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def get_percent_held(context, security, portfolio_value): """ This calculates the percentage of each security that we currently hold in the portfolio. """ if security in context.portfolio.positions: position = context.portfolio.positions[security] value_held = position.last_sale_pric...
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import logging def skip(f): """ Decorator which can be used to skip unit tests """ def g(self): logging.warning('skipping test %s' % f.__name__) return g
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def get_intersect_point(a1, b1, c1, d1, x0, y0): """Get the point on the lines that passes through (a1,b1) and (c1,d1) and s closest to the point (x0,y0).""" a = 0 if (a1 - c1) != 0: a = float(b1 - d1) / float(a1 - c1) c = b1 - a * a1 # Compute the line perpendicular to the line of the OF v...
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def calci(MVA, kV): """ Calculates three phase I in amps from MVA and kV""" return round(MVA / (kV * 3**0.5) * 1000, 2)
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def tc_url(api=''): """Return TagCollector URL for given API name""" return 'https://cmssdt.cern.ch/tc/%s' % api
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from typing import Union from typing import Tuple from typing import List def shape_to_tuple(shape: Union[int, Tuple[int], List[int]]): """ Returns a tuple representation of the input shape. :param shape: The shape input to convert to tuple representation. :retrn: The shape in tuple representation ...
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def _calc_prandtl(coolant_obj): """Calculate the coolant Prandtl number""" return (coolant_obj.heat_capacity * coolant_obj.viscosity / coolant_obj.thermal_conductivity)
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def get_id(step_type, build): """Returns a unique step id based on |step_type| and |build|. Useful for parallelizing builds.""" return (f'{step_type}-{build.fuzzing_engine}-{build.sanitizer}' f'-{build.architecture}')
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def split_gates(inputs: int) -> tuple[int, int]: """Splits the number of inputs across the left and right of the karnaugh map.""" left = inputs // 2 # Larger for odd top = inputs - left return left, top
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from typing import Optional from typing import List from pathlib import Path def to_pathlib_path(path: Optional[List[str]], default: Optional[List[Path]] = None) -> List[Path]: """Normalize optional ``path`` argument of tasks into ``List[Path]``.""" if not path: return default if default else [] ...
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import re def get_pattern_from_attr_permissions_dict(attr_permissions): """ Construct a compiled regular expression from a permissions dict containing a list of what to include and exclude. Will be used in ObjWrapper if permissible_attr_pattern is a dict. Note that the function enforces certain patter...
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import hashlib def get_sign_key(exported_session_key, magic_constant): """ 3.4.5.2 SIGNKEY @param exported_session_key: A 128-bit session key used to derive signing and sealing keys @param magic_constant: A constant value set in the MS-NLMP documentation (constants.SignSealConstants) @return sign...
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def get_rule_group(client, rule_group_name): """Returns GET response for AWS Networking rule group""" response = client.describe_rule_group( RuleGroupName=rule_group_name, Type="STATELESS" ) return response
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def is_non_zero_arabic_numeral(string): """ True if string is a non zero natural Arabic Numeral less than or equal to 3899 (max Roman Numeral), False otherwise. PARAMETERS: string : str RETURNS: bool """ # Is comprised only of digits (not a float) and is not only zero(es) return st...
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def build_anti_testset_memory_managed(self, user_id, fill=None): """Return a list of ratings that can be used as a testset in the :meth:`test() <surprise.prediction_algorithms.algo_base.AlgoBase.test>` method. The ratings are all the ratings that are **not** in the trainset, i.e. all the ratings :m...
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import binascii import struct def mac_string_to_ints(mac_string): """Returns a list of ints from standard mac address notation""" split_addr = mac_string.split(':')[::-1] # split by :, then reverse byte order addr_bytes = [binascii.unhexlify(n) for n in split_addr] # change to bytes addr_ints = [str...
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def sort_wc(w_c, sort_key): """Sorts the dictionary and returns sorted dictionary Args; dictionary, 0 or 1 0 - sort by key 1 - sort by value Return sorted dictionary """ sorted_w_c = {} # sorted is a built in function and returns a sorted list # if sort_key is 1 - sort on value in the dictionary # if s...
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def city_country(city, country): """Return a combined string to show city and country""" return f" {city.title()}, {country.title()}"
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def _expSum(x, iterations=1000): """Calculate e^x using power series. exp x := Sum_{k = 0}^{inf} x^k/k! = 1 + x + x^2/2! + x^3/3! + x^4/4! + ... Which can be rewritten as: = 1 + ((x/1)(1 + (x/2)(1 + (x/4)(...) ) ) ) This second way of writting it is easier to calc...
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import functools import threading def thread_it(func): """A wrapper function to run func in a daemon thread. Args: func (function): The function to run in a thread Returns: function: the wrapped function. """ @functools.wraps(func) def wrapper(*args, **kwargs): thread...
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def get_biggest_product(adjacent_digits = 13): """Get the biggest product of n adjacent digits in the following number.""" number = "\ 73167176531330624919225119674426574742355349194934\ 96983520312774506326239578318016984801869478851843\ 8586156078911294949545950173795833195285320880551...
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def _chk(resval): """Check result of command.""" if resval[0] != 'OK': raise Exception(resval[1]) return resval[1]
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def clean(df, GPS = False, elevation = False, TEC = False, VTEC = False, locktime = False): """Clean Removes erroneous values of VTEC Args: df (dataframe): Master dataframe containing TEC measurements GPS (bool): (default: False) If True, only GPS satellite data is included and vice-versa elevation (bool):...
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def get_description(package): """Return a default package description.""" return f"This is package '{package}' generated automatically by pyp2spec."
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import torch def to_alpha(x): """Return the alpha channel of an image.""" return torch.clamp(x[..., 3:4], 0.0, 1.0)
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def airEntryPotential(theta_s): """ Parameters ---------- theta_s : float Soil water content at saturation (m3/m3) Returns ------- TYPE The air entry potential (cm) Is also called bubbling pressure of the soil Source: Saxton (1986) DOI: 10.2136/sssaj1986.03615...
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def generate_body(fields: dict = {}, custom_fields: dict = {}) -> dict: """Generates a body from fields and custom fields. Args: fields: fields data. custom_fields: custom fields data. Returns: body object for SNOW requests. """ body = {} if fields: for field i...
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def get_region_of_all_exchanges(scenario: dict) -> dict: """Returns {ID: region_name, ...} map for `EnergyExchange` in given `scenario`. If no region is found, the string `Region` is applied""" try: exchanges = [ {exchange["Id"]: exchange["Attributes"]["Region"]} for exchange in ...
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import hashlib def md5sum(s): """MD5s the given string of data and returns the hexdigest. If you want the md5 of a file, call md5sum(open(fname).read())""" return hashlib.md5(s).hexdigest().lower()
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def get_urls(status): """Return the expanded (non-media) URLs in a tweet""" # Check if the tweet has entities with expanded urls try: urls = [format(url['expanded_url']) for url in status.entities['urls']] except AttributeError: urls = [] return urls
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def calc_el_eff_with_p_el(el_power): """ Returns electric efficiency of CHP (input: electric power in W) Parameters ---------- el_power : float Electric output power in W Returns ------ el_eff : float Electric efficiency (without unit) """ assert el_power >= 0 ...
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def r_size(x): """Returns the difference between the largest and smallest value in a collection.""" return max(x) - min(x)
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def check_index_exists(indexname, es): """Check if index in Elasticsearch.""" if es.indices.exists(index=indexname): return True return False
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def precipitable_water(temp, vap_press): """ Calculate precipitable water after Prata (1996). Parameters ---------- temp : numeric Air temperature (K). vap_press : numeric Vapor pressure (Pa). Returns ------- precipitable_water : numeric Precipitable water ...
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def translate_path(sysroot, path): """Remove the SYSROOT prefix from paths that have it""" if path.startswith(sysroot): return path[len(sysroot):] return path
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import six def convert_recursive_helper(converter, data): """ Given JSON-like data (a nested collection of lists or arrays), which may include Action tuples, replaces all primitive values with converter(value). It should be used as follows: def my_convert(data): if data needs conversion: ...
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def construct_num_check(token_list): """Construct num_check list to classify each item in token_list. At matching indices of token_list, elements of num_check are given either True(numeric value), False(string) or one of shorthand_keys. shorthand_keys: - R: Repetition. Ex) '2 4R' = '2 2 2 2 2' ...
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def convert_prices(price): """Convert price string to int.""" return int(price.replace("$", "").replace(",", ""))
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def _extract_pipeline_of_pvalueish(pvalueish): """Extracts the pipeline that the given pvalueish belongs to.""" if isinstance(pvalueish, tuple): pvalue = pvalueish[0] elif isinstance(pvalueish, dict): pvalue = next(iter(pvalueish.values())) else: pvalue = pvalueish if hasattr(pvalue, 'pipeline'): ...
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def pad_dscrp(in_str, out_len=67, pad_char='-'): """Pad DESCRIP with dashes until required length is met. Parameters ---------- in_str : string String to pad. out_len : int, optional The required length. CDBS default is 67 char. pad_char : char, optional Char to pad wi...
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import requests def get_all_series(cfg): """ Request and return all series in given Opencast organization. :param cfg: Opencast configuration :return: List of seriesId and title pairs """ url = cfg['uri'] + "/api/series" params = {"sort": "title:ASC", "offset": 0, "limit": 10000} offs...
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import re def _ppddl_tokenize(ppddl_txt): """Break PPDDL into tokens (brackets, non-bracket chunks)""" # strip comments lines = ppddl_txt.splitlines() mod_lines = [] for line in lines: try: semi_idx = line.index(';') except ValueError: pass else: ...
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from typing import Dict def update_dict(dic: Dict, key: str, new_v: int) -> Dict: """update nested dictionary key value with new_value Args: dic ([dict]): a nested dictionary with variant length key ([str]): key at any depth new_v ([int]): new value for same key of dic Returns: ...
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import uuid def _multipartBody (*parts): """ Builds a multipart/form-data (RFC 2388) document out of a list of constituent parts. Each part is either a 2-tuple (name, value) or a 4-tuple (name, filename, contentType, value). Returns a tuple (document, boundary). """ while True: boundary = "BOUNDAR...
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from typing import List import re def find_url(url_raw: List[str]) -> List[str]: """Function to find all URL matching a specific regex in a list of URL. Here, this function will fetch all URL beginning with: "https://geodatamine.fr/dump/" and continuing with "t3xt-4nd-numb3rs.text". This allows to fe...
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import torch def transform_u(logits, driver_matrix, budget): """ A function that transforms RL logits to valid controls. :param logits: RL action logits :param driver_matrix: driver matrix for control selection :budget: total budget available """ logits = torch.matmul(driver_matrix.unsquee...
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import itertools def cycle_over_colors(range_zero_one=False): """Returns a generator that cycles over a list of nice colors, indefinitely.""" colors = ((0.12156862745098039, 0.46666666666666667, 0.70588235294117652), (1.0, 0.49803921568627452, 0.054901960784313725), (0.172549019607...
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def adapt_hbond(hbond, res_list): """ Transforms hbond to a list of tuple (#residue, neighbor) """ list = [] for pos, val in enumerate(hbond): if val != - 1: list.append((res_list[pos], res_list[val])) return list
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def torch_mean_sum(x, n_mean=1): """ Average over batch dim, sum over all other dims. """ sum_dims = tuple(range(n_mean, x.ndim)) if sum_dims: x = x.sum(sum_dims) return x.mean()
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def development_predictionfile_to_predictionlist(filepath): """ Parse prediction csv file. Parse prediction csv file to list. Parameters ---------- filepath : path Path to prediction. Returns ------- list_results_energies : list List of tuple (Energy, Predictio...
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def binary_search(val, grid): """ Binary search that returns the bin index of a value `val` given grid `grid` Some special cases: `val` < min(`grid`) --> -1 `val` > max(`grid`) --> size of bins `val` = a grid point --> bin location whose upper bound is `val` ...
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import torch def flip_feature_maps(feature_maps, flip_index=None): """Flip the feature maps and swap the channels. Args: feature_maps (list(torch.Tensor)): Feature maps. flip_index (list(int) | None): Channel-flip indexes. If None, do not flip channels. Returns: flipp...
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def colored_pixels(img, thresh): """ Find the positions of all pixels in the image that are considered dark enough for text. The image is assumed to be grayscale. Args: img (numpy.ndarray): Image to check. thresh (int): Background threshold up to which a pixel is considered ...
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def regions_overlap(region_a, region_b): """Test if regions are identical""" if region_a is None or region_b is None: return False return region_a["base"] == region_b["base"] and region_a["length"] == region_b["length"]
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def parse_join_code(join_code): """ takes the join code and makes sure it's at least 6 digits long Args: join_code (int): the number of join codes sent out so far Returns: string: the actual join code """ if join_code < 10: return f"00000{join_code}" elif join_code ...
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def render_js_script(inner_code): """ This wraps ``inner_code`` string inside the following code block:: <script type="text/javascript"> jQuery(function ($) { // inner_code here }); </script> :rtype: :py:obj:`unicode` """ return u""" <scr...
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def cells_different(cell_a, cell_b, compare_outputs = True): """ Return true/false if two cells are the same cell_a: (obj) JSON representation of first cell cell_b: (obj) JSON representation of second cell compare_outputs: (bool) whether to compare cell outputs, or just inputs """ # check ...
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def MaxASA(scale): """Returns the maximum accessible surface area for amino acids. This function returns the maximum accessible surface area (ASA) for the amino acids in units of square angstroms. These ASAs are necessary for calculating the relative solvent accessibility of a residue. There a...
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def assign_road_surface(x): """Assign road surface to roads Parameters x - Pandas DataFrame of values - road_type - String name for type of road: national, province or rural - material_code - String code for road materials: [('A','Asfalto'),('H','Hormigon'), ('R...
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from typing import Any def _get_dot_path(elem_path: str, data_map: dict) -> Any: """ Return For dotted attribute, tries to search. Parameters ---------- elem_path : str The attribute name or prefix.name data_map : dict The dictionary/map to search through. Returns ---...
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def format_udm_open(db_name, sequence_num, timestamp): """Return formatted opening <UDM ...> entity.""" return '<UDM DATABASE="{}" SEQUENCE="{}" TIMESTAMP="{}">\n'.format( db_name, sequence_num, timestamp)
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def flattenDict(d): """Reduces the depth of a dictionary to 1, parent keys are ignored. >>> d = {'a': 1, 'c': {'e': 5, 'd': 4}, 'b': 2, 'f': {'g': {'h': 8}}} >>> flattenDict(d) {'a': 1, 'h': 8, 'b': 2, 'e': 5, 'd': 4} """ result = {} for k, v in d.iteritems(): if isinstance(v, dict)...
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def make_comparison_dataframe(historical, forecast): """Join the history with the forecast. The resulting dataset will contain columns 'yhat', 'yhat_lower', 'yhat_upper' and 'y'. """ return forecast.set_index('ds')[['yhat', 'yhat_lower', 'yhat_upper']].join(historical.set_index('ds'))
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def is_pseudogene(gene, feature): """ Check if the given feature is a pseudogene. This is determined by check if the feature is labeled as a psuedogene or the gene it is a transcript from a pseudogene. """ raw_notes = feature.qualifiers.get("note", []) raw_notes.extend(gene.qualifiers.get("...
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def int_str(val, keyspace = "suTaWp6Z7P2zFYn5IMQUfqr4wAgeldRDVyvkS801HGjNJCbBKotE9x3hmiXcOL"): """ Turn a positive integer into a string. Keyspace can be anything you like - this was just shuffled letters and numbers, but... each character must occur only once. """ assert len(set(keyspace)) == len(keys...
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import random def random_number_generator(l): """ Generate a list of random numbers of length l. """ output = [] for i in range(l): output.append(random.randint(0, 1000)) return output
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def split_interface(interface): """Split an interface name based on first digit, slash, or space match. Args: interface (str): The interface you are attempting to split. Returns: tuple: The split between the name of the interface the value. Example: >>> from netutils.interface...
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import pyarrow def _to_pyarrow(value): """Convert Python value to pyarrow value.""" return pyarrow.array([value])[0]
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def gen_dlog_gamma (shape, scale): # gamma : G(a)/b^a * x^(a-1) * exp(x/b) """Returns a function that gives the derivative of the gamma log-density with respect to X.""" def fn(x): ret = ((shape-1.0)/x) - (1.0/scale) return ret return fn
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def right_tokens(token): """ Get all tokens to the right of a given token """ return [tok for right_tok in token.rights for tok in right_tok.subtree]
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def publish_sync_ack_to_ralph3(obj, ralph3_id): """ Publish ACK to Ralph3 that some object was updated. """ return { 'model': obj._meta.object_name, 'id': obj.id, 'ralph3_id': ralph3_id, }
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def round_masses(mass): """ Round all the masses for the output to 8 digits after comma """ if mass == '-': return '-' else: return round(mass, 8)
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def getBaseClasses(obj, includeSelf=False, includeObject=True): """ Get all base classes from an object's class. :param any obj: Generic obj or class :param includeSelf: Whether to include own class or not :param includeObject: Whether to include object class or not (Every object has object as base...
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def contains(iterable, value, from_index=None): """ Returns true if the value is present in the iterable. Use from_index to start your search at a given index. Params: iterable, value iterable -> list, sequenece, set, dictionary, generator etc value -> Any element that is to be searched in ...
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import ast def _mcpyrate_attr(dotted_name, *, force_import=False): """Create an AST that, when compiled and run, looks up an attribute of `mcpyrate`. `dotted_name` is an `str`. Examples:: _mcpyrate_attr("dump") # -> mcpyrate.dump _mcpyrate_attr("quotes.lookup_value") # -> mcpyrate.quotes.l...
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def GetRemoveLabelsListFromArgs(args): """Returns the remove labels list from the parsed args. Args: args: The parsed args. Returns: The remove labels list from the parsed args. """ return args.remove_labels
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