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import re def cap_case_str(s): """ Translate a string like "foo_Bar-baz whee" and return "FooBarBazWhee". """ return re.sub(r'(?:[^a-z0-9]+|^)(.)', lambda m: m.group(1).upper(), s, flags=re.IGNORECASE)
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import numpy def get_utm_code(lng, lat): """Return the UTM zone code that contains the given coordinate. Args: lng (float): longitude coordinate. lat (float): latitude coordinate. Return: An EPSG code representing the UTM zone containing the given coordinate. This value i...
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def color_code(rgb): """ Provide the ANSI color code for terminal printing. """ r05 = int(rgb[0] / 256 * 5) g05 = int(rgb[1] / 256 * 5) b05 = int(rgb[2] / 256 * 5) c_idx = 16 + 36 * r05 + 6 * g05 + b05 return f"\x1b[48;5;255m" + f"\x1b[38;5;{c_idx}m"
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def ndarray_match(x1, x2, as_int=True, verbose=1): """ input: ndarray_match(x1, x2, True, 1) print: return: x1[4]==x2[4] { 4: 4, x1[11]==x2[99] 11: 99} """ if as_int: x1=x1.astype(int) x2=x2.astype(int) lis...
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def transfer_mac(mac): """Transfer MAC address format from xxxx.xxxx.xxxx to xx:xx:xx:xx:xx:xx""" mac = ''.join(mac.split('.')) rslt = ':'.join([mac[e:e + 2] for e in range(0, 11, 2)]) return rslt
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def safe(board: list[list[int]], row: int, col: int) -> bool: """ Fungsi ini mengembalikan nilai boolean True jika aman untuk menempatkan ratu di sana Mempertimbangkan keadaan saat ini. Parameter: board(matriks 2D) : papan baris , kolom : koordinat sel pada papan Kembali: Nilai Boolean """ f...
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def make_name(key): """Return a string suitable for use as a python identifer from an environment key.""" return key.replace('PLATFORM_', '').lower()
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def get_crowd_selection_counts(input_id, task_runs_json_object): """ Figure out how many times the crowd selected each option :param input_id: the id for a given task :type input_id: int :param task_runs_json_object: all of the input task_runs from json.load(open('task_run.json')) :type task_r...
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def _GetSupportedApiVersions(versions, runtime): """Returns the runtime-specific or general list of supported runtimes. The provided 'versions' dict contains a field called 'api_versions' which is the list of default versions supported. This dict may also contain a 'supported_api_versions' dict which lists ap...
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def redundant_list(): """ """ return [[1.0, 0.0, 0.0], [1.0, 0.0, 0.0]]
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import os def load_text(name_file): """ load mail-template text :param str name_file: name of the file, assuming to be in the same folder :return str: text """ with open(os.path.join(os.path.dirname(__file__), name_file)) as fp: text = fp.read() return text
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def unpack_list(reader, deserializer): """ The deserializer function should take an OFReader and return the new object. """ entries = [] while not reader.is_empty(): entries.append(deserializer(reader)) return entries
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def build_hugo_links(links: list) -> list: """ Extens the passed wiki links list by adding a dict key for the hugo link. """ for link in links: link['hugo_link'] = f'[{link["text"]}]({{{{< ref "{link["link"]}" >}}}})' return links
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import os def project_id_batches(): """Returns the project id that contains batches.""" return os.getenv("GENCOVE_PROJECT_ID_BATCHES_TEST")
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def genes_by_alias(hgnc_genes): """Return a dictionary with hgnc symbols as keys Value of the dictionaries are information about the hgnc ids for a symbol. If the symbol is primary for a gene then 'true_id' will exist. A list of hgnc ids that the symbol points to is in ids. Args: hgnc_gene...
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def _is_digit_power_sum(number: int, power: int) -> bool: """ Returns whether a number is equal to the sum of its digits to the given power """ return number == sum(d ** power for d in map(int, str(number)))
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def get_achievement(dist): """Получить поздравления за пройденную дистанцию.""" # В уроке «Строки» вы описали логику # вывода сообщений о достижении в зависимости # от пройденной дистанции. # Перенесите этот код сюда и замените print() на return. if dist >= 6.5: return 'Отличный результа...
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def solucion(source: str, target: str, steps: int = 6, take: int = 2) -> str: """Toma una cantidad determinada de valores de una cadena fuente y las inserta en un número determinado de posiciones de la cadena destino. :param source: Cadena de texto fuente de la cual tomar valores :type source: str...
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def support(node): """Get support value of a node. Parameters ---------- node : skbio.TreeNode node to get support value of Returns ------- float or None support value of the node, or None if not available Notes ----- A "support value" is defined as the numeric...
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def merge_sort(sorted_l1, sorted_l2): """ Merge sorting two sorted array """ result = [] i = 0 j = 0 while i < len(sorted_l1) and j < len(sorted_l2): if sorted_l1[i] < sorted_l2[j]: result.append(sorted_l1[i]) i += 1 else: result.append(sorted_l2[...
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def distanceBetweenStrings(needle, haystack): """Calculates the fuzzy match of needle in haystack, using a modified version of the Levenshtein distance algorithm. The function is modified from the levenshtein function in the bktree module by Adam Hupp""" doesLevenshteinModuleExist = Fa...
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import re def xml_to_table(s, root, row): # pylint: disable=line-too-long """ >>> xml_to_table('<?xml version="1.0" encoding="UTF-8" ?><response><action><row><a>1</a><b>2</b></row><row><a>3</a><b>4</b></row></action></response>','action','row') # noqa [{'a': '1', 'b': '2'}, {'a': '3', 'b': '4'}] "...
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def construct_html(search_term, results): """ Given a list of results, construct the HTML page. """ link_format = '<a href="{0.img_url}"><img src="{0.thumb_url}" alt="{0.name}" title="{0.name}"></a>' html_links = '\n'.join([link_format.format(result) for result in results]) html_output = ( ...
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def readtxt(ftxt_to_read): """ This routine read a text file and put the information in a python dictionary that is returned. """ dictfile={} dictfile["fpath"] = ftxt_to_read nlin=0 try: ftxt=open(ftxt_to_read,"r") llist = ftxt.readlines() nlin=len(llist) dictfile["nlin"]=nlin dictfi...
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def split_by_comma(s): """ Split a string by comma, trim each resultant string element, and remove falsy-values. :param s: str to split by comma :return: list of provided string split by comma """ return [i.strip() for i in s.split(",") if i]
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def Use(name): # real signature unknown; restored from __doc__ """ Use(name: str) -> object Use(name) -> module Attempts to load the specified module searching all languages in the loaded ScriptRuntime. Use(path: str, language: str) -> obje...
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from typing import Union import os def _get_ext(x: Union[str, os.DirEntry]): """Parse extensions from filepath (Note) Return without starting '.'. Examples: >>> x = 'dir/filepath.jpg' >>> _get_ext(x) 'jpg' Args: x (str, list): Filepath to parse. Returns: ...
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def compute_resource_attributes(decos, compute_deco, resource_defaults): """ Compute resource values taking into account defaults, the values specified in the compute decorator (like @batch or @kubernetes) directly, and resources specified via @resources decorator. Returns a dictionary of resource ...
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from typing import Dict from typing import Union from typing import Any def expand_dict( d: Dict[str, Union[Any, Dict]], ignore_underscore=False ) -> Dict[str, Any]: """ Распаковывает вложенный dict Examples ------- >>> expand_dict( ... {'key1': 'value1', 'key2':{'...
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import glob def get_file_list(file_type): """ Returns a list of all files to be processed :param file_type: string - The type to be used: crash, charges, person, primaryperson, unit :return: array """ return glob.glob("/data/extract_*_%s_*.csv" % file_type)
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def _ns(obj, search): """Makes searching via namespace slightly easier.""" return obj.xpath(search, namespaces={'aws':'http://www.aws.com/aws'})
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def clustering(cloud, tol, min_size, max_size): """ Input parameters: cloud: Input cloud tol: tolerance min_size: minimal number of points to form a cluster max_size: maximal number of points that a cluster allows Output: cluster_indices: a list of list. Each element ...
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def ExtractFeatureImp(featureImp, dataset, featuresCol): """ From an index based importance list, to a feature label based importance list. """ list_extract = [] for i in dataset.schema[featuresCol].metadata["ml_attr"]["attrs"]: list_extract = list_extract + dataset.schema[featuresCol].metad...
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def findInEdges(nodeNum, edges, att=None): """ Find the specified node index in either node_i or node_j columns of input edges df. Parameters ---------- nodeNum : int This is the node index not protein index. edges : pandas dataframe Dataframe in which to search for node. R...
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from functools import reduce def deepGetAttr(obj, path): """ Resolves a dot-delimited path on an object. If path is not found an `AttributeError` will be raised. """ return reduce(getattr, path.split('.'), obj)
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def documents(pmid_16384925, pmid_27819322): """Create test fixture for documents.""" return [pmid_16384925, pmid_27819322]
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import os def plugin_dir() -> str: """Return the location of the plugin dir for errbot.""" return os.path.dirname(__file__)
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import os def process_directory_paths(): """ Process directory paths core """ while True: ddg_path = input("Enter full path of com.duckduckgo.mobile.android: ") if os.path.exists(ddg_path): if ddg_path[-1:] != '/': ddg_path += '/' break else: ...
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def tokenize(sent, bert_tok): """Return tokenized sentence""" return ' '.join(bert_tok.tokenize(sent))
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def get_mask_from_lengths(memory, memory_lengths): """Get mask tensor from list of length Args: memory: (batch, max_time, dim) memory_lengths: array like """ mask = memory.data.new(memory.size(0), memory.size(1)).byte().zero_() for idx, l in enumerate(memory_lengths): mask[id...
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import platform import os def getBinaryDir(): """Get the directory where the RenderDoc binaries is located. This is platform specific""" platform_dir = { "Windows": { "32bit": "win32", "64bit": "win64", }, "Linux": { "32bit": "linux32", "64bit": "linux64", }, }[platform.system()][platform.archi...
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def filter_bolts(table, header): """ filter to keep bolts """ bolts_info = [] for row in table: if row[0] == 'bolt': bolts_info.append(row) return bolts_info, header
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import os import logging def sort_results_files(file_list): """This function classifies the benchmarks as being "key" or "full" Args: file_list (list) - List of full paths to individual benchmark results files Returns: bm_files (list) - List of full paths to benchmark files that ...
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import numpy def mw(moment, units='mks'): """ Moment magnitude """ if units == 'mks': m = (numpy.log10(moment) - 9.05) / 1.5 else: m = (numpy.log10(moment) - 16.05) / 1.5 return m
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def stemmer_filter(tokens): """ из-за грамматических правил в документах встречаются разные формы слов. стемминг сводит их к основной форме :param tokens: :return: возвращет список токенов приведенных к основной форме """ result_tokens = tokens return result_tokens
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import math def _get_burst_docids(dtd_matrix, burst_loc, burst_scale): """ Given a burst and width of an event burst, retrieve all documents published within that burst, regardless of whether they actually concern any event. :param dtd_matrix: document-to-day matrix :param burst_loc: location of t...
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def split_by_commas(string): """Split a string by unenclosed commas. Splits a string by commas that are not inside of: - quotes - brackets Arguments: string {String} -- String to be split. Usuall a function parameter string Examples: >>> split_by_commas('foo, bar(ba...
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def drop_null_values(df): """ Drop records with NaN values. """ df = df.dropna() return df
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def run_checks(checks): """ Run a number of checks. :param tuple checks: a tuple of tuples, with check name and parameters dict. :returns: whether all checks succeeded, and the results of each check :rtype: tuple of (bool, dict) """ results = {} all_succeeded = True for check, kwar...
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import torch def super_concatenate(tensor1, tensor2): """ Args: tensor1: [batch_size,seq_len,hidden1] tensor2: [batch_size,seq_len,hidden2] Returns: [batch_size,seq_len,seq_len,hidden1+hidden2] """ # batch_size,seq_len,hidden1 -> batch_size,seq_len,seq_len,hidden1 seq_len = ...
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import pickle def read_raw_results(results_file): """ Read the raw results from the pickle file. Parameters: - results_file: the path to the pickle file. Return: - results: a dictionary of objects. """ results = None with open(results_file, 'rb') as f: results = p...
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def cast_none(s :str): """ Cast a string into None if possible. Args: s: The input str. Raises: ValueError: if the cast cannot be achieved. Returns: None if successful. """ if s is None: return None elif isinstance(s, str) and s.lower() == "none": ...
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import calendar def totimestamp(value): """ convert a datetime into a float since epoch """ return int(calendar.timegm(value.timetuple()) * 1000 + value.microsecond / 1000)
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import json, collections def deserialize_json(filename): #pragma: no cover """Returns the JSON object from the file with the specified filename. Args: filename: The name of the file containing the JSON data to deserialize. Returns: dict: A dictionary containing the deserialized JSON data...
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import logging import sys def logger_has_stdeo(logger: logging.Logger) -> bool: """Check whether logger has stdout or stderr in its handlers.""" for handler in logger.handlers: if hasattr(handler, "stream") and handler.stream in (sys.stdout, sys.stderr): # type: ignore return True ret...
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import os import pathlib def resource_root(): """Get the path to the test resources directory.""" if not os.environ.get("ARROW_TEST_DATA"): raise RuntimeError("Test resources not found; set " "ARROW_TEST_DATA to <repo root>/testing/data") return pathlib.Path(os.environ["...
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import os def verify_bulk_loaders_filefilter(ldir): """ Prepare file names for :func:`verify_bulk_loaders`. :param ldir: Directory to use. :type ldir: str """ files = [os.path.join(ldir, file) for file in os.listdir(ldir) if not os.path.isdir(file)] return files
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def error_format(search): """ :param search: inputted word :return: bool. Checking every element in the inputted word is in alphabet. """ for letter in search: if letter.isalpha() is False: return True
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def default_config(): """ - path: path to executable - name: name of aerofoil - profile/type: name of profile type, valid values '4', '4A', '6?', '6A' - camber/type: camber type, valid values are '0', '2', '3', '3R', '6' and '6A' - camber/max_fraction: maximum camber as fraction of chord - c...
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def sqrt(x): """ Calulate the square root of argument x """ # Intitial guess for the square root z = x / 2.0 #Continuously improve guess while abs(x - (z*z)) > 0.0000001: z = z - ((z*z -x) / (2*z)) return z
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import glob import os def make_fiphot_list(searchdirs, searchglob, listfile): """ This makes a list of fiphot files in the list of directories specified in searchdirs, using the searchglob to filter by filename. Returns a list of absolute paths to the fiphot f...
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def get_command_for_log(infasta, minlen, maxlen, procs, single_mode, chunk_size, strand, starts, stops, table, include_stop, partial3, partial5, bw_stops, longest, byframe, ign...
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import re def from_dms(dms_string): """ Converts a string from sexagesimal format to a numeric value, in the same units as the major unit of the sexagesimal number (typically hours or degrees). The value can have one, two, or three fields representing hours/degrees, minutes, and seconds respective...
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def qualify_name(name_or_qname, to_kind): """ Formats a name or qualified name (kind/name) into a qualified name of the specified target kind. :param name_or_qname: The name to transform :param to_kind: The kind to apply :return: A qualified name like: kind/name """ if '/' in name_or_qn...
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def evaluate_dirty_delta(df_delta, df_mask, attrs=None): """ :param df_delta: :param df_mask: :param attrs: :return: attr_mean_dict, group by dirty/clean """ if attrs is None: attrs = list(df_delta.columns) df_delta[attrs] = abs(df_delta[attrs]) attr_mean_dict = {} for...
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import typing def linear_search(arr: typing.List[int], target: int) -> int: """ Performs a linear search through arr. This is O(N) as worst case the last element in arr will need to be checked :param arr: The sequence of integers :param target: The target number to retrieve the index of. :ret...
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import signal def timeout(duration): """ A decorator to force a time limit on the execution of an external function. :param int duration: the timeout duration :raises: TypeError, if duration is anything other than integer :raises: ValueError, if duration is a negative integer :raises Timeo...
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import math def Hellinger_distance(P, Q): """ Hellinger_distance between two probability distribution. """ dist = 0.0 for p, q in zip(P, Q): dist += (math.sqrt(p) - math.sqrt(q)) ** 2 dist = math.sqrt(dist) dist /= math.sqrt(2) return dist
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import math def distance(x0, y0, x1, y1): """Return the coordinate distance between 2 points""" dist = math.hypot((x1-x0),(y1-y0)) return dist
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def safe_cast(val, to_type, default=None): """Safely cast value to type, and if failed, returned default if exists. If default is 'None' and and error occurs, it is raised. Args: val: to_type: default: Returns: """ if val is None: return default try: ...
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def r_squared(measured, predicted): """Assumes measured a one-dimensional array of measured values predicted a one-dimensional array of predicted values Returns coefficient of determination""" estimated_error = ((predicted - measured)**2).sum() mean_of_measured = measured.sum()/len(m...
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def compute_gcvf(sdam: float, scdm: float) -> float: """ Compute the goodness of class variance fit (GCVF). :param sdam: Sum of squared deviations for array mean (SDAM) :param scdm: Sum of squared class devations from mean (SCDM) :return: GCVF Sources: https://arxiv.org/abs/2005.01653 ...
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def bind(func, *args): """ Returns a nullary function that calls func with the given arguments. """ def noarg_func(): return func(*args) return noarg_func
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def get_slice(index): """Returns a slice converted from index.""" if index == -1: return slice(0, None) if isinstance(index, int): # return slice(index, index+1) return index if isinstance(index, tuple): return slice(index[0], index[1]) if isinstance(index, slice)...
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import logging def logging_fx(caplog) -> logging.Logger: """ Calls config.setup_logging with a test_log.log file for testing purposes. :return: """ caplog.clear() return logging.getLogger("mecha.logging_fx")
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def read_fasta(fasta): """ Read the protein sequences in a fasta file Parameters ----------- fasta : str Filename of fasta file containing protein sequences Returns ---------- (list_of_headers, list_of_sequences) : tuple A tuple of corresponding lists of protein desc...
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def fill_dict_cols(collection): """ Convert the collection, which is a dictionary in which the keys are column names and the values are the columns """ result = {} max_length = 0 for col in collection: result[col] = collection[col] if len(collection[col]) > max_length: max_length = len(collect...
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def _jupyter_nbextension_paths(): """ Jupyter nbextension location """ return [dict( section="notebook", src="ipython/nbextensions", # directory in the `nbextension/` namespace dest="nodebook", # _also_ in the `nbextension/` namespace require="nodebook/nod...
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import csv def get_taxonomy_results(filepath): """Extract the taxonomy results filepath: path with csv with option description """ taxonomy_results = {} with open(filepath, "r") as f: reader = csv.DictReader(f, delimiter=';') for row in reader: result = row["Result"] ...
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def get_service_at_index(asset, index): """Gets asset's service at index.""" matching_services = [s for s in asset.services if s.index == int(index)] if not matching_services: return None return matching_services[0]
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def cut_trailing_quotes(text: str) -> str: """Cut trailing quotes into one quote. Args: text: Input text. Returns: Text up to the dangling double quote. """ num_quotes = text.count('"') if num_quotes == 1: return text.replace('"', "") elif num_quotes % 2 == 0: ...
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def count(pets): """Return count from queryset.""" return pets.count()
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def gene_wise_compare(n_bed, u_bed, n_dict,u_dict): """ :param n_bed: bed coords in which genes are compared :param u_bed: bed coords in which genes are compared :param n_dict: dict with gene id as key value and [percent id,...] as return value. :param u_dict: same as above. :return: 2forma...
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import math def length (v): """ Length of a vector in 2-space. Params: v (2-tuple) vector in 2-space Returns: (float) length """ # INSERT CODE HERE, replacing 'pass' x,y = v[0],v[1] return math.sqrt ((x**2) + (y**2))
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def _convert_to_F(temp: float) -> float: """ Convert C temp to F param temp: temp in C to convert return: float """ return round((temp * 9/5) + 32, 1)
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def descending_coin(coin): """Returns the next descending coin in order. >>> descending_coin(25) 10 >>> descending_coin(10) 5 >>> descending_coin(5) 1 >>> descending_coin(2) # Other values return None """ if coin == 25: return 10 elif coin == 10: return 5 ...
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import os def join_warps(reference,affine_fs_2_anat,affine_anat_2_atlas,warp_anat_2_atlas): """ join warps to align freesurfer output to atlas """ # get the current working directory cwd = os.getcwd() # just set the output name for the freesurfer concatenated transform fs_concat_tran...
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def _ds_or_none(ds): """return none if ds is empty""" if any(ds.coords) or any(ds.variables) or any(ds.attrs): return ds return None
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def _set(data, name, value): """Safely set data attribute.""" if not value: return False if value == '-': value = None data[name] = value return True
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import functools def feature_decorator(function, ctx=None): """ A decorator that adds a context to a function call. """ @functools.wraps(function) def wrapper(*args, **kwargs): if ctx: kwargs['ctx'] = ctx return function(*args, **kwargs) return wrapper
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def get_section(soup, attrs={}, name='div', all=False): """ gets the bs4.element.Tag (or list thereof) of a section specified by the attrs (dict or list of dicts) """ if all==False: if isinstance(attrs,dict): return soup.find(name=name, attrs=attrs) else: tag = so...
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from typing import Callable from typing import Any def assert_and_pass(func: Callable, arg: Any): """Call ``func``` with ``arg`` and return ``arg``. Additionally allow arg to be ``None``. Args: func: Test function. arg: Function argument. Returns: Result of ``func(arg)``...
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def cut(list_, index=0): """Cut a list by index or arg""" if isinstance(index, int): cut_ = lambda x: x[index] else: cut_ = lambda x: getattr(x, index) return list(map(cut_, list_))
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def type_name(obj): """Fetch the type name of an object. This is a cosmetic shortcut. I find the normal method very ugly. :param any obj: The object you want the type name of :returns str: The type name """ return type(obj).__name__
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from typing import Generic from re import T def filter_by_organization(model: Generic[T], organization_id: str) -> QuerySet: # type: ignore """ Filters active resources that belong to an organization. Args: model (Generic[T]): Model that is going to be queried. organization_id (str): ID ...
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import os def get_safe_mode(): """ Make Spyder use a temp clean configuration directory for testing purposes SPYDER_SAFE_MODE can be set using the --safe-mode option. """ return bool(os.environ.get('SPYDER_SAFE_MODE'))
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import argparse import os def create_parser(): """ Creates parser for setting bot's token via a cmd argument """ parser = argparse.ArgumentParser() parser.add_argument('token', nargs='?', default=os.environ["token"]) return parser
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import torch def pad_feature_map(feature_map: torch.Tensor, padding_size: int): """Zero-pad feature map by a constant padding margin. Args: feature_map: The map to extract features from. padding_size: The padding size. """ return torch.nn.ConstantPad2d(padding_size, 0.0)(feature_map)
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def MakeNormalisedSpectrum(inputdata, name): """ Normalise spectrum by the number of events and by the bin width """ inputdata.SetVertexRange(-10., 10.) inputdata.SetPileupRejection(True) inputdata.SelectTrackCuts(1) return inputdata.MakeProjection(0, "ptSpectrum%s" %(name), "p_{t} (GeV/c)",...
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import os import shutil def initialize_repository(project, clear_first=True): """ Initialize a repository for the project with the given id. :param project_id: id of the project :param clear_first: if true and the directory already exists, it will be removed first :raise: Project.DoesNotExist """ ...
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