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def get_urls_keywords_thread(urls, keywords): """ get_urls_keywords_thread(urls, keywords) :param urls: :param keywords: :return: """ urls_keywords = [] for url in urls: for keyword in keywords: if keyword in url: urls_keywords.append(url) return u...
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import multiprocessing def parmap(f, X, nprocs=multiprocessing.cpu_count()): """ Parallel map implementation adapted from http://stackoverflow.com/questions/3288595/multiprocessing-using-pool-map-on-a-function-defined-in-a-class """ def func_wrap(f, q_in, q_out): while True: i, x ...
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import requests def get_comment_content(goods_id, score, page, pageSize): """获取商品评论""" url = "https://club.jd.com/comment/productPageComments.action" headers = { "Host": "club.jd.com", "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:76.0) Gecko/20100101 Firefox/76.0", "...
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def generate_plus_grid_isls(output_filename_isls, n_orbits, n_sats_per_orbit, isl_shift, idx_offset=0): """ Generate plus grid ISL file. :param output_filename_isls Output filename :param n_orbits: Number of orbits :param n_sats_per_orbit: Number of satellites per orbit ...
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def empty(l): """Retourne True ssi la liste est vide""" return len(l) == 0
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def unique_list(list): """ Returns a unique version of a list :param list: Input list :return: Unique list """ new_list = [] for i in list: if i not in new_list: new_list.append(i) return new_list
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def calculate_comment_to_code_ratio(production_code_metrics, test_code_metrics): """Calculate the ratio between the comments and the lines of code.""" lines_of_code = production_code_metrics["SUM"]["code"] + test_code_metrics["SUM"]["code"] comment_lines = production_code_metrics["SUM"]["comment"] + test_c...
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import os def _FileToModuleName(filename): """Returns the module name corresponding to a filename.""" _, lib, suffix = filename.partition('$PYTHON_LIB/') if lib: module = suffix else: module = filename module = os.path.normpath(module) if '.py' in module: module = module.rpartition('.py')[0] ...
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def lowercase_first_letter(s: str) -> str: """ Given a string, returns that string with a lowercase first letter """ if s: return s[0].lower() + s[1:] return s
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import re def find_num(txt): """ Find first match to any number in a given txt """ p = r'[\d]+[.,\d]+|[\d]*[.][\d]+|[\d]+' lst_nums = re.findall(p, txt) # if not match, then return the original string if not lst_nums: return txt else: # if some matches here, just pick the firs...
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import argparse def get_local_predict_args(): """ Defines the command line arguments necessary to kick off an extraction session :return: the command line arguments provided from stdin """ parser = argparse.ArgumentParser() parser.add_argument("-mt", "--model_type", help="Choose a model type: ...
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import operator def SortedByCompletion(requests): """Returns the requests, sorted by completion time.""" return sorted(requests, key=operator.attrgetter('timestamp'))
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import numpy def area_info(area_cube, mask, selected_region): """Determine the area of the ocean and land.""" areas_dict = {} regions = ['ocean', 'land'] regions.remove(selected_region) area_cube.data = numpy.ma.asarray(area_cube.data) area_cube.data.mask = mask areas_dict["area_" + sel...
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def get_huffman_codes(node, huffman_codes): """Creates a dict of chars and their cooresponding Huffman Codes. Args: node: A HuffmanNode object to find all Huffman Codes for the leaves under it huffman_codes: A dict to store the generated Huffman Codes Returns: huffman_c...
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def _h_n_linear_geometry(bond_distance: float, n_hydrogens: int): # coverage: ignore """Create a geometry of evenly-spaced hydrogen atoms along the Z-axis appropriate for consumption by MolecularData.""" return [('H', (0, 0, i * bond_distance)) for i in range(n_hydrogens)]
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def split_alignments_by_chrom(alignments_file, get_temp_path): """Split an alignments file into several files, one per chromosome. get_temp_path is a function that returns a new temporary file path. Returns a dictionary, {chrom_name: alignmentfile_path}.""" paths = {} cur_chrom = None output_p...
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def admin_can_edit_paste(user, paste): """Can the user using admin permission to edit the paste?""" return user.has_perm('core.change_paste') and user.has_perm( 'core.delete_paste' )
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import argparse def main(args=None): """Console script for {{cookiecutter.project_slug}}.""" parser = argparse.ArgumentParser(description='Command line executable for {{cookiecutter.project_slug}}.') args = parser.parse_args() return 0
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def generate_occluder_pole_position_x( wall_x_position: float, wall_x_scale: float, sideways_left: bool ) -> float: """Generate and return the X position for a sideways occluder's pole object using the given properties.""" if sideways_left: return -3 + wall_x_position - wall_x_scale / 2 ...
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def govukify(html): """ A method to add govuk classes to vanilla HTML Params ------ html : str a string of html """ html = html.replace("<p", '<p class="govuk-body"') html = html.replace("<h1", '<h1 class="govuk-heading-xl"') html = html.replace("<h2", '<h2 class="govuk-head...
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def fix_wifi_csv(header: bytes, rows_list: list, file_name: str): """ Fixing wifi requires inserting the same timestamp on EVERY ROW. The wifi file has its timestamp in the filename. """ time_stamp = file_name.rsplit("/", 1)[-1][:-4].encode() # the last row is a new line, have to slice. for row in ...
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def repr(obj): """Default implementation of `__repr__()` for user-defined classes. Simply uses the object's `str()` representation and adds the object's memory address at the end (which is often times useful to check if two references point to the same object). """ return "<{!s} @{:x}>".format(obj,...
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def merge(ll, rl): """Merge given two lists while sorting the items in them together :param ll: List one (left list) :param rl: List two (right list) :returns: Sorted, merged list """ res = [] while len(ll) != 0 and len(rl) != 0: if ll[0] < rl[0]: res.append(ll.pop(0)) ...
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def seqs_lengths(seqs): """ Helper method to return length for all seqs""" N = {} for seq in seqs: N[seq] = seqs[seq].N return N
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import json def CommentToJSON(comment): """ Converts a Comment object into a JSON-compatible dictionary. Return None on failure. """ if not comment: return None if not comment.author_json: return None # Used to fetch updated author representation to attach to a comment ...
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import hashlib def MD4(s): """ @summary: compute the md4 sum @param s: {str} input data @return: {str} MD4(s) """ return hashlib.new('md4', s).digest()
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def scaleTimeAxis(time=0): """ Calculates time axis scaling factor :returns: A float, X-axis (time) number of data points """ return 2000//(10**(time))
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def replace_none(params): """replace_none""" if params == "None": return None if isinstance(params, dict): for key, value in params.items(): params[key] = replace_none(value) if key == "split_char" and isinstance(value, str): try: v...
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def dot(A, B): """ :type A: List[List[int]] :type B: List[List[int]] :rtype: List[List[int]] """ M = 1000000007 m = len(A) n = len(B[0]) d = len(B) result = [[0 for j in range(n)] for i in range(m)] for i in range(m): for j in range(n): for k in range(d):...
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import functools import operator def factorial(n): """ Factorial of a number. >>> factorial(0) 1 >>> factorial(1) 1 >>> factorial(5) 120 >>> factorial(10) 3628800 """ # Handle 0 as a special case if n == 0: return 1 # この階乗の実装は再帰呼び出しを避けているので OK だ。 # なお...
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def prep_reply_text(screen_name, text): """Replies have to contain the original tweeter's screen_name""" if screen_name in text: return text else: if "@" in screen_name: return screen_name + " " + text else: return "@{} {}".format(screen_name, text)
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import math def h_euclidean(board): """ Euclidean Distance It is the distance between the current cell and the goal cell using the distance formula """ h = 0 for i in range(board.width): for j in range(board.height): if (board.tiles[i][j]): (goal_x, goal_y) ...
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def evaluate_probabilities(data): """Calculate accuracy of logistic regression model Args: data (pandas.DataFrame): dataframe with nudge success and probability Returns: int: accuracy in percentage """ check = round(data['probability']) == data['outcome'] correct = sum(check) ...
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def contains(needle, haystack) -> bool: """ A syntactic sugar for the following: >>> for item in haystack: >>> if needle == item: >>> return True >>> return False Note that this is very like Python's in operator, however it's not quite same, since in doesn't involve the __e...
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def startup_cost_by_st_rule(mod, g, tmp, BIN_OR_LIN, Bin_or_Lin): """ Startup costs are applied in each timepoint based on the amount of capacity (in MW) that is started up in that timepoint for a given startup type and the startup cost parameter for that startup type. We take the sum across all sta...
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def community_kwargs_from_role(role): """Parses community id and role from role name.""" args = role.name.split(':') if args[0] != 'community' or len(args) != 3: return None return dict( id_=args[1], role=args[2] )
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def find_path_timestamp(path): """Returns the timestamp of a path. Timestamp of a path is considered to be the minimum timestamp contained in path. :param path: A path represented as a sequence of edges in the form of four-tuples. (source, target, key, timestamp) """ return min([e[3] f...
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def CO2_scrubber_rating(report, index): """ Determine the CO2 scrubber rating value. :param report: list of read binary numbers :return: CO2 scrubber rating """ ones = 0 zeros = 0 if len(report) == 1: return report[0] for number in report: if int(number[index]): ...
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import torch def get_lengths_from_binary_sequence_mask(mask: torch.Tensor): """ Compute sequence lengths for each batch element in a tensor using a binary mask. Parameters ---------- mask : torch.Tensor, required. A 2D binary mask of shape (batch_size, sequence_length) to calcu...
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def _f_p_r_lcs(llcs, m, n): """ Computes the LCS-based F-measure score Source: http://research.microsoft.com/en-us/um/people/cyl/download/papers/ rouge-working-note-v1.3.1.pdf Args: llcs: Length of LCS m: number of words in reference summary n: number of words in candidate summary...
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def build_response_html_app_info(response, language): """ Stringifying the application information, for output in a html file, with the response_id and applicant name contact info as paragraphs (<p>) """ stringified_app_info = f"<p><b> Response ID:</b> {response.id}</p> <p><b>Full name:</b> {r...
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def date_formats(request): """ date_formats """ return { 'date_format_long': 'l j F Y', }
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def flatten_frames(array): """ Flattens array of shape [frames, height, width] into array of shape [frames, height*width] Parameters ---------- array : np.array (frames, height, width) Returns ------- np.array flattened array (frames, height, width) """ _, heig...
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def check_valid_coors(coords): """Check if the given coords of the polygon are valid Parameters ---------- coords : numpy array a list of coordinates, shape = (8,) Returns ------ bool whether all coordinates are valid or not """ for i in coords: if i < 0: ...
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def LIS_by_one_starting_index(seq): """ Return the index in a sorted seq at which the longest increasing subsequence, that increases by a difference of one, starts. For example: seq = (1, 5, 6, 9, 10, 11, 12, 39, 40) returns 3 because 9, 10, 12 starts at 3 """ assert seq index = candidate_in...
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import configparser def _get_api_key() -> str: """ Retrieves the ADSBexchange API key from secrets.conf """ config = configparser.ConfigParser() config.read("secrets.conf") return config.get("adsbexchange", "key")
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import os def path_contains(parent_path, child_path): """Check a path contains another path. >>> path_contains("a/b", "a/b") True >>> path_contains("a/b", "a/b/") True >>> path_contains("a/b", "a/b/c") True >>> path_contains("a/b", "c") False >>> path_contains("a/b", "c/b") ...
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def getKeys(dictionary, sorted=True): """ Gets the keys of a dictionary """ keys = [] for key, value in dictionary.iteritems(): keys.append(key) return keys
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def removeNoneValues(dict): """ If value = None in key/value pair, the pair is removed. Python >3 Args: dict: dictionary Returns: dictionary """ return {k:v for k,v in dict.items() if v is not None}
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import hashlib def CalcMD5(filepath, encoding='utf-8'): """ 计算文件MD5 :param filepath: :return: """ with open(filepath, 'rb', encoding=encoding) as f: md5obj = hashlib.md5() md5obj.update(f.read()) hash = md5obj.hexdigest() return hash
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def subsampling(sequence, sampling_factor=5): """ Args: sequence: data sequence [n_samples, n_features] sampling_factor: sub-sampling factor Returns: sequence: sub-sampled data sequence [n_samples/sampling_factor, n_features] """ sequence = sequence[::sampling_factor] ...
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def union(interval1, interval2): """ Given [0, 4] and [1, 10] returns [0, 10] Given [0, 4] and [8, 10] returns False """ if interval1[0] <= interval2[0] <= interval1[1]: start = interval1[0] end = interval1[1] if interval2[1] <= interval1[1] else interval2[1] elif interval1[0] <= interval2[1] <= int...
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import argparse import sys def getparser(): """Gets program's parser.""" parser = argparse.ArgumentParser( prog='run', description='Client for Bloodhound server.') parser.add_argument('url', help='The URL of the server.') parser.add_argument('infile', nargs='?', type=argparse.FileType('r'), ...
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import os def get_fout_py(module_name): """Given a module name, return the name of the corresponding Python file.""" fout_py = "{MODULE}.py".format(MODULE=module_name) if os.path.isfile(fout_py): os.remove(fout_py) return fout_py
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def _get_local_explanation_row(explainer, evaluation_examples, i, batch_size): """Return the local explanation for the sliced evaluation_examples. :param explainer: The explainer used to create local explanations. :type explainer: BaseExplainer :param evaluation_examples: The evaluation examples. :...
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def get_addons(objects): """Return tuple of required addons for a given sequence of objects.""" required = {} def _required_addons(objs): for addon in objs: if addon not in required: if addon.required_addons: _required_addons(addon.required_addons) ...
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from dateutil import tz def _naive_time_offset(timestamp, reference): """ Returns the offset (in seconds) between the given datetime objects, but assumes that both are in the same time zone. """ if reference.tzinfo != tz.tzutc(): reference = reference.replace(tzinfo=tz.tzutc()) return ...
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def search_dict(list, key, value): """ dictの配列から指定された値を持つdictを取得する。 """ for d in list: if key in d and d[key] == value: return d return None
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from pathlib import Path def remove_temp(TEMP: Path) -> None: """Deletes folder with affix "temp" along all its contents. Parameters: TEMP: Path - Directory to delete Returns: None """ assert TEMP.name.endswith("temp"), f"Directory does not seem temporary" for file in TEMP.iterdir():...
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def big_letters(sequence_of_sequences): """ Returns a new STRING that contains all the upper-case letters in the subsequences of the given sequence that are strings, in the order that they appear in the subsequences. For example, if the argument is: [(3, 1, 4), # not...
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import numpy def filter_greys_using_image(image, target): """Filter out any values in target not in image :param image: image containing values to appear in filtered image :param target: the image to filter :rtype: 2d :class:`numpy.ndarray` containing only value in image and with the same di...
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import secrets import string def random_name(length: int) -> str: """Get a random string suitable for a processes/consumer name""" return "".join(secrets.choice(string.ascii_lowercase) for _ in range(length))
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def pressure_at_model_level(ps, ak, bk): """computes pressure at a certain model level. Uses surface pressure and vertical hybrid coordinates. **Arguments:** *ps:* surface pressure *ak, bk:* hybrid coordinates at a certain level """ return ak + bk * ps
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def is_valid_matrix(mtx): """ >>> is_valid_matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) True >>> is_valid_matrix([[1, 2, 3], [4, 5], [7, 8, 9]]) False """ if mtx == []: return False cols = len(mtx[0]) for col in mtx: if len(col) != cols: return False r...
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import socket def _get_ip_address(): """get computer's ip address""" return socket.gethostbyname(socket.gethostname())
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def _gr_ymin_ ( graph ) : """ Get minimal y for the points >>> graph = ... >>> ymin = graph.ymin () """ return graph.bb() [ 2 ]
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import re def handle_star(github_star): """ Get github repository star :param github_star: 1.1k or 100 :return: 1100 or 100 """ pattern = r'[^k]+' star = re.findall(pattern, github_star) if github_star[-1] == 'k': return int(float(star[0]) * 1000) else: return int(s...
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def binary_to_hex(binary_data, byte_offset, length): """Converts binary data chunk to hex""" hex_data = binary_data[byte_offset:byte_offset + length].hex() return ' '.join(a+b for a,b in zip(hex_data[::2], hex_data[1::2]))
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def monitor_normalize(sansdata, mon0=1e8): """" Given a SansData object, normalize the data to the provided monitor **Inputs** sansdata (sans2d): data in mon0 (float): provided monitor **Returns** output (sans2d): corrected for dead time 2010-01-01 Andrew Jackson? """ monit...
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def filter_examples(sent, examples): """ filter out some examples, listed as follows: (1) attractor is a modifier in a plural noun phrase, e.g. "customer services" (2) verb immediately follows subject (hence attractor effect would be very weak) (3) attractor occurs much earlier than subject (same as (3)) "...
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def generate_degradation_matrix(p, h_max): """ Generate an upper triangular degradation transition matrix. Parameters ---------- p : float The probability of degrading by one unit at each time step. h_max : int The index of the failed state. Returns ------- list o...
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def ncities(cost): """ Return the number of cities """ nc, _ = cost.shape return nc
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from typing import Union import os def loaddirs( src_path: Union[os.PathLike, str] ) -> list: """ Recursively lists the full relative path of all directories in a directory. Only lists files, not directories. ---------------------------------- Parameters ---------- ...
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import subprocess import json def kubernetes_versions(region): """Return list of available kubernetes supported by cloud provider. Sorted from oldest to latest.""" output = subprocess.check_output( [ "gcloud", "container", "get-server-config", "--region...
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def overlap(a1, a2, b1, b2): """ Check if ranges a1-a2 and b1-b2 overlap. """ a_min = min(a1, a2) a_max = max(a1, a2) b_min = min(b1, b2) b_max = max(b1, b2) return a_min <= b_min <= a_max or b_min <= a_min <= b_max or \ a_min <= b_max <= a_max or b_min <= a_max <= b_max
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import re def check(scrapedPage, inputText): """Checks if the input text is present in the whole page. :param scrapedPage: the HTML string of the page scraped. :param inputText: the string to look for inside the tags. :return: True if the text is present in the page, False otherwise ...
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import re def is_unknown_impact(exonicFuncRefGene): """ @summary: if no effect known @param exonicFuncRefGene: [str] The exonic function predicted by RefGene @return: [int/bool] Rank (10) if is unknown impact; False in other cases """ if match_unknown := re.search("unknown", exonicFuncRefGene,...
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import subprocess import warnings def getLuminosity(homedir,minRun,maxRun,isRunBased,verbose): ############################################## """Expects something like +-------+------+--------+--------+-------------------+------------------+ | nfill | nrun | nls | ncms | totdelivered(/fb) | totrecord...
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def _combine_regex(*regexes: str) -> str: """Combine a number of regexes in to a single regex. Returns: str: New regex with all regexes ORed together. """ return "|".join(regexes)
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def ofp_instruction_from_jsondict(dp, jsonlist, encap=True): """ This function is intended to be used with fluxory.lib.ofctl_string.ofp_instruction_from_str. It is very similar to ofp_msg_from_jsondict, but works on a list of OFPInstructions/OFPActions. It also encapsulates OFPAction into OFPIns...
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def parse_return(data): """ Returns the data portion of a string that is colon separated. :param str data: The string that contains the data to be parsed. Usually the standard out from a command For example: ``Time Zone: America/Denver`` will return: ``America/Denver`` """ if ...
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import json def extract_json(text, fields): """Extract specified fields from text.""" if not isinstance(fields, list): fields = [fields] obj = json.loads(text) return " ".join([obj.get(field) for field in fields if obj.get(field)])
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import subprocess def get_manager_container_id(): """ Retrieves manager container id Arguments: None Returns: Manager container id """ docker_command = 'docker container ls -q -f name=manager' id_ = subprocess.check_output(docker_command, she...
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def _find_version_line_in_file(file_path): """ Find and return the line in the given file containing `VERSION`. :param file_path: Path to file to search. :return: Line in file containing `VERSION`. """ with open(str(file_path), "r") as fileh: version_lines = [ line for line ...
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def xor_decode(ciphertext, key): """ Decode some ciphertext with the given key with XOR algorithm ciphertext: the ciphertext to decode (as a string) key: the key to use (array of ints representing ASCII codes) """ return "".join([chr(c ^ key[index % len(key)]) for index, c in enumerate(ciphertex...
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def all_but_last(items): """Return a tuple of all but the last item in items. >>> all_but_last([1, 2, 3, 4]) (1, 2, 3) """ return tuple(items[0:-1])
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def flex_load_capacity_rule(model, geography, timepoint, feeder): """ Maximum flexible load that can be shifted to a given timepoint. """ if feeder == 'bulk': return model.Flexible_Load[geography, timepoint, feeder] == 0 else: return model.min_flex_load[geography, feeder] <= model.Fl...
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def pudl_etl_parameters(etl_settings): """Read PUDL ETL parameters out of test settings dictionary.""" return etl_settings.datasets
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def decorate_class(cls, decorator, exclude=[], *args, **kwargs): # pragma: no cover """ Decorates a class with a give docorator. Returns a subclass with dectorations applied Parameters ---------- cls : Class A class to be decorated decorator : callable callable to...
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import os def _path_is_relative(pth): """ is this a relative path? """ return os.path.relpath(pth) == pth
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def make_rid_index_mapper(rids_index): """ Parameters ---------- rids_index : Returns ------- """ return ( rids_index.to_series(index=range(1, rids_index.shape[0] + 1), name="rids") .reset_index() .set_index("rids") .iloc[:, 0] )
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import threading import queue import contextlib def pool(builder, size, timeout=None): """Create a pool that imposes a limit on the number of stored instances. Args: builder: a function to build an instance. size: the size of the pool. timeout(Optional[float]): the seconds to wait...
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import getpass def get_user(lower=True): """ Returns the current user :param lower: bool :return: str """ username = getpass.getuser() return username.lower() if lower else username
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import os def find_highest_export(exportsfolder): """Sort through the export directory to all exported subdirectories and find the most recent export""" # assume that the current folder is the highest folder highest = max([os.path.basename(next_dir) for next_dir in os.sca...
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def get_img_height() -> int: """ Auxiliary method that sets the height, which is fixed for the Neural Network. """ return 32
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def scale_dimensions(dic, size=2): """ for mac retina displays """ for x in dic: dic[x] = int(dic[x] * size) return dic
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def moveRowDimension(obj, i, j, numrows, numcols, section, more, custom): """Move a row in front of another row. Note that this will change the nesting hierarchy parameters: from: row number to move from to: row number to move to Default action interchanges the first two columns of the row label...
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def _option_boolean(arg): """ Check boolean options. """ if not arg or not arg.strip(): # no argument given, assume used as a flag return True if arg.strip().lower() in ("no", "0", "false"): return False if arg.strip().lower() in ("yes", "1", "true"): return True rai...
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import re def cleantext(msg): """ Clear text from malicius data """ return re.sub(r"[^a-z|A-Z|0-9|?| |'|!|?|_|-|,|.]", "", msg)
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def csv_format_cuts(cuts): """flattens and formats cuts for CSV file""" # cut_branches = [] # cut_bounds = [] cut_flat = [] for c in cuts: cut_flat.append(c[0]) cut_flat += c[1:3] # return cut_branches, cut_bounds return cut_flat
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