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def mode(ary): """ mode function find the object with the biggest number of appears in the given ary :param ary: input ary (some iterable object) :return: the number with the largest appearence number """ dct = {} for value in ary: if value in dct: dct[value]+=1 ...
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def _SecToUsec(t): """Converts a time in seconds since the epoch to usec since the epoch. Args: t: Time in seconds since the unix epoch Returns: An integer containing the number of usec since the unix epoch. """ return int(t * 1e6)
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def check_if_directory_has_files(dirPath): """ Returns True if there is any files or folders in the argument given. Otherwise, it will return False. Requires one argument to be defined: - A pathlib Path object """ hasFiles = any(dirPath.iterdir()) return hasFiles
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from typing import Tuple from typing import List def load_hurdat(filepath: str) -> Tuple[List[str], List[str]]: """ Extracts hurricane data from hurdat2.txt file Parameters ---------- filepath : The pathname to the hurdat2.txt file Return ------ tracks : List[str] ...
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def ComptageMot(tree): """Retourne le nombre de mots de l'arbre tree.""" return tree.number_words()
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def convert_df_to_array(df_Data, column): """ Converts data frames to arrays Parameters ---------- df_Data : pandas dataframe input dataframe columns : list columns of the input dataframe Returns ---------- array_val : array array version of the dataframe ...
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import ctypes def _get_openblas_version(openblas_dynlib): """Return the OpenBLAS version None means OpenBLAS is not loaded or version < 0.3.4, since OpenBLAS did not expose its version before that. """ get_config = getattr(openblas_dynlib, "openblas_get_config") get_config.restype = ctypes.c_...
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def constrain(value, minv, maxv): """Returns the constrained value so that it falls between minv and maxv.""" return min(max(value, minv), maxv)
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import torch def get_mask(idx, num_nodes): """ Given a tensor of ids and a number of nodes, return a boolean mask of size num_nodes which is set to True at indices in `idx`, and to False for other indices. """ mask = torch.zeros(num_nodes, dtype=torch.bool) mask[idx] = 1 return mask
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def get_class(class_name, module_name): """ Retrieves a class based off the module using __import__. """ if not isinstance(class_name, str) or not isinstance(module_name, str): return None try: # requiring parameter `fromlist` to get specified module module = __import__(modul...
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def format_file(path, tool): """Format file with clang-format and return True.""" tool("-i", path) return True
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def mem(data): """Total memory used by data Parameters ---------- data : dict of pandas.DataFrames or pandas.DataFrame Returns ------- str : str Human readable amount of memory used with unit (like KB, MB, GB etc.). """ if type(data) == dict: num = sum(...
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def coerce_tag(tag): """ Coerce a BeautifulSoup tag to its string contents (stripped from leading and trailing whitespace). Used by :func:`parse_status_table()` to get the text values of HTML tags. """ try: return u''.join(tag.findAll(text=True)).strip() except Exception: return...
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import random def fillTwoOrFour(board, iter=1): """ Randomly fill 2 or 4 in available spaces on the board. Parameters: board (list): game board iter (int): number of times to repeat the process Returns: board (list): updated game board """ for _ in range(iter): ...
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import secrets import base64 def generate_password(length): """ Generates a secure random password, similar to `openssl rand -base64 [length]`. """ password_bytes = secrets.token_bytes(length) password_b64 = base64.b64encode(password_bytes) return password_b64.decode()
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def int2hexstrings(number_list): """ list of integers to list of 4-digit hex strings >>> int2hexstrings([0, 1, 65535]) ['0000', '0001', 'FFFF'] """ return [str("{:04X}".format(n)) for n in number_list]
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def presence_of_all_elements_located(locator): """ An expectation for checking that there is at least one element present on a web page. locator is used to find the element returns the list of WebElements once they are located """ def _predicate(driver): return driver.find_elements(*loca...
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def relu_prime(z): """ Derivative of the Rectified Linear Unit activation function :param z: Pre-activation result :return: derived input """ return (z > 0).astype(z.dtype)
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def load_forecastMock(key, lat, lon, units, lang): # pylint: disable=invalid-name """Mock darksky forecast loading.""" return ""
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def get_short_usage_id(full_usage_id): """Extract 16 bits usage id from full usage id (32 bits)""" return full_usage_id & 0xffff
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def bubblesort(x): """ Sort array by looping through array, swapping unordered adjacent elements until the array is sorted """ assign, cond = 0, 0 # track assignments and conditionals swapped = True # variable to determine whether elements in array have been swapped assign += 1 # contin...
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import ast def is_docstring(node): """Checks if a Python AST node is a docstring""" return isinstance(node, ast.Expr) and isinstance(node.value, ast.Str)
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from typing import Tuple def split_grab_pattern(pattern: str, default_target: str) -> Tuple[str, str]: """Performes splits on grab patterns ("source=>target") will fill in the given default target, if split does not present one Args: pattern (str): The pattern to split default_target (...
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def get_energy_stats(stats, energy): """Extract stats for a given energy type""" if stats is None: return None return stats[stats['energy'] == energy]
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def _set_process_name(func, process_name): """_set_process_name If process_name is not set on configuration file, func.__name__ is used as the process_name :param func: :param process_name: """ if len(process_name) == 0: process_name = func.__name__ return process_name
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def most_frequent(fills): """Find most frequent element in array""" if len(fills) > 0: return max(set(fills), key=fills.count) else: return ''
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import json def json_dump(obj, path): """Save a json object to a file.""" with open(path, 'w') as f: return json.dump(obj, f, indent=2)
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def groupByThree(lst): """ Given input [1,2,3,4,5,6,7,8,9] outputs: [(1,2,3),(4,5,6),(7,8,9)] """ return zip(*[lst[x::3] for x in (0, 1, 2)])
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def fmt(message, prefix): """ Formats the given message by adding `prefix` at the start of each line. If the message is multi-line then split it according to the end-of-line terminators and add the prefix string to the start of each line. The `prefix` is not added to the beginning of a line if the ...
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import re def _out_slugify_string(key: str) -> str: """Convert a string to snake_case.""" string = re.sub(r"[\-\.\s]", "_", str(key)) return (string[0]).lower() + re.sub( r"[A-Z]", lambda matched: f"_{matched.group(0).lower()}", string[1:] )
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def _complete(states): """Returns as per Task.complete depending on whether ALL elements of the given list are at least that state Priority is "none", "skipped", "revealed", "complete"; this returns the lowest priority complete value that any list entry has. """ toReturn = "complete" for st...
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def get_user_input(validation_function, defaut=''): """ Asks user for input and checks if it is valid by validating with validation function. :param: validation_function: function on which the user input is validated against :type validation_function: function :param defaut: default ret...
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def to_string(data, use_repr=True, verbatim=False): """ Convert a single datum into a string Simply return strings, recursively convert the elements of any objects with a :attr:`__len__` attribute, and use the object's own :attr:`__repr__` attribute for all other objects. Args: data (o...
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def getByName(list, name): """ Return element by a given name. """ if list is None or name is None: return None for element in list: if element.get('name') is None: continue if element['name'] == name: return element return None
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import traceback def safer_format_traceback(exc_typ, exc_val, exc_tb): """ Safely format an exception traceback into a safe string. There are common attacks that try to write arbitrary data to a server's log files. This can happen if, for instance, a malicious user triggers a ValueError with a c...
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def BodyForce(f, a): """ Adds a body force/acceleration to the acceleration. Parameters ---------- f: float, force/acceleration to add to the a: array, acceleration of the particles Returns ------- array of acceleration """ a += ...
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import copy def nested_element(element, depth): """Makes a nested `tree.Element` given a single element. If `depth=2`, the new tree will look like ```xml <element> <element> <element> </element> </element> </element> ``` Args: element: The `etree.Element` used to create a nest...
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def lift(x): """ Lift an object of a quotient ring `R/I` to `R`. EXAMPLES: We lift an integer modulo `3`:: sage: Mod(2,3).lift() 2 We lift an element of a quotient polynomial ring:: sage: R.<x> = QQ['x'] sage: S.<xmod> = R.quo(x^2 + 1) sage: lift(xmod-7) ...
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import pathlib def path_to_str(source: pathlib.Path) -> str: """Converts a pathlib.Path to a str.""" return str(source)
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def combine_real_imag(real_data, imag_data): """Combines two float data arrays into one complex64 array""" return real_data + 1j * imag_data
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def get_sequence(pdbfile): """Return Aminoacid Sequence as list""" seq = [] oresnum = -1 for line in open(pdbfile, 'r'): if line[:4] != 'ATOM': continue resnum = int(line[22:26]) if resnum != oresnum: seq.append(line[17:20]) oresnum = resnum re...
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import yaml def parse_config(file_list): """ Parse required options from a list of configuration files :param file_list: list list of config files to parse :return: tuple Dictionaries of the required simulation inputs """ corsika_dict = dict() simulation_input = dict() ...
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def MakeFindPackage(modules): """ Make a useful find_package command. """ # Print a useful cmake command res = 'find_package(VTK COMPONENTS\n' for module in sorted(modules): res += ' ' + module.replace('VTK::', 'vtk') + '\n' res += ')' return res
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def is_directory_automatically_created(folder: str): """ Verifies the name of the directory -> if it contains a month it returns True, otherwise False. """ months = [ "(01)Janvier", "(02)Fevrier", "(03)Mars", "(04)Avril", "(05)Mai", "(06)Juin", "(0...
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def unionIntervals(intervals): """ unionIntervals(intervals) Return a list of union interval(s) of the input intervals, e.g., given [[1,2], [4,6], [5,8]] will result in [[1,2], [4,8]]. PARAMETERS intervals: list or sequence-like list of lists/tuples defining the intervals, e.g., [[0,1], [5,...
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def power_ranger(power: int, minimum: int, maximum: int) -> int: """Count of values raised to power are in range [minimum, maximum].""" return len([base**power for base in range(1, maximum+1) if base**power >= minimum and base**power <= maximum])
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def regularize_name(name,salutation_set={"Prof."}): """ Regularize professor name into last-name-first form. Processes name in form: 'Special' (e.g., 'DGS') 'Last, First [Middle]' 'First [Middle] Last' 'Prof. First [Middle] Last' Special (i.e., one-word) names a...
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def get_usergraph_feature_names(osn_name): """ Returns a set of the names of the user graph engineered features. :param osn_name: The name of the dataset (i.e. reddit, slashdot, barrapunto) :return: names: The set of feature names. """ names = set() ########################################...
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def row_to_dict(field_names, data, null_to_empty_string=False): """ Converts a tuple result of a cx_Oracle cursor execution to a dict, with the keys being the column names :param field_names: The names of the columns in the result set (list) :param data: The data in this r...
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def bounded_integer(lower, upper): """Accepts an integer in [lower, upper].""" # type: (int, int) -> Callable[str, int] def parse(s): # type: (str) -> int iv = int(s) if iv < lower or iv > upper: raise ValueError("{} is not in [{}, {}]".format(iv, lower, upper)) r...
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def assert_one_click(session): """Asserts there has only been one click, and returns that.""" clicks = session.execute_script("return window.clicks") assert len(clicks) == 1 return tuple(clicks[0])
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def resolve_translation(obj, _): """Convert 'translation' from bytes to string.""" return obj.translation.decode()
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import time def obfuscate_api_key(key, verbose=False): """Generates the obfuscated API key to attach while logging in. Args: verbose (bool): Defaults to False. If set to True, end result will be printed. key (String): The API key Returns: int: Timestamp of generation key:...
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def load_default_OSINT_dict(avail_hosts): """ Loads the default OSINT for the CybORG environment. Arguments: avail_hosts : dictionary of all available hosts with names as keys and extra info as values Returns: parsed_OSINT : the parsed OSINT dict """ print("OSINT: No OSINT spec...
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def docs_modified(file_paths): """Report if any file in the Doc directory has been changed.""" return bool(file_paths)
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def unpack_row(row, cols): """Convert a suds row object into serializable format. Transform a row of results objects received from the DFP API's Publisher Query Language Service into a Python dict. Args: row: A row of suds object which include an array of values. cols: An array of strings representing...
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def set_support_dimensions(loading_span=10e-3,support_span=20e-3): """set the jig dimensions inputs: loading_span: default 10mm support_span: default 20mm """ dims = {'loading_span':loading_span, 'support_span':support_span} dims['spanratio...
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def roman_month(date): """Return the month of Roman date 'date'.""" return date[1]
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import itertools def prettylist(name, mylist, N=10, prefix='\t'): """Return formatted str: first N items of list or generator, prefix & name""" try: return('{}{}: {}...'.format(prefix, name, mylist[:N])) except TypeError: ans = itertools.islice(mylist, N) return('{}{}: {}...'.forma...
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def make_splits(df, target, time_step=0, ntrain=0.8, nval=0.15, ntest=0.05): """ Split the dataframe in train, validation and test dataframe. For models not autoregressive, it is necessary to modify the target variable to create...
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def compute_mean_C (counts, i, j): """ Computes the mean value <psi | Z_i Z_j |psi> with the results of the measures. """ total = sum(counts.values()) n = len( list(counts.keys())[0] ) # Probabilities of having ( psi & (2^i + 2^j) ) = ab with a, b in {0,1} p_00 = 0 p_01 = 0 p_10 = 0...
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def _camel_case_to_snake_case(s: str) -> str: """Converts a CamelCase string to snake_case.""" out = [] last_was_uppercase = False for c in s: if c.isupper(): out.append(c.lower()) else: if last_was_uppercase and len(out) > 1: out[-1] = "_" + out[-...
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def best_model_compare_fn(best_eval_result, current_eval_result, key): """Compares two evaluation results and returns true if the second one is greater. Both evaluation results should have the value for key, used for comparison. Args: best_eval_result: best eval metrics. current_eval_result:...
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def _decimal_to_ddm(dd: float) -> tuple[int, float]: """Convert decimal degrees to degrees, decimal minutes""" degrees, minutes = divmod(abs(dd) * 60, 60) return int(degrees), minutes
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def cursors_line_num(view): """ Return list of 0-based line numbers of the cursor(s). """ return [view.rowcol(region.b)[0] for region in view.sel()]
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def expose(func=None, label=None, client=False): """A function decorator which exposes the target to the API. Arguments: func -- The function to be decorated Keyword arguments: label -- The name under which to expose this function, if different from its real name. client -- If T...
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from dateutil import tz from datetime import datetime def get_human_time(timestamp, timezone=None): """Get human-readable timestamp from UNIX UTC timestamp. Args: timestamp (int): UNIX UTC timestamp. timezone (optional): Explicit timezone (e.g: "America/Chicago"). Returns: str: F...
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def mapper_class(relation): """Return mapper class given an ORM relation attribute.""" return relation.property.mapper.class_
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import itertools import random def select_item(items_with_profit_ratio): """Given a list of tuples of the form (item_index, item_profitability_ratio, item), select an item proportionally to its profitability ratio, and return its index""" # find the cumulative profitability ratios, code based on random.choi...
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def is_dirty(store, dataset): """Check if a dataset is dirty.""" ds = store.get_dataset(dataset) return ds.repo.dirty
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def _clean_delim(raw_delim): """Cleans a run delimiter. """ if raw_delim == '=': return '==' else: return raw_delim
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import torch def get_3d_box(tensor): """Calculate 3D bounding box corners from its parameterization. Input: box_size: tuple of (length,wide,height) heading_angle: rad scalar, clockwise from pos x axis center: tuple of (x,y,z) Output: corners_3d: numpy array of shape (8,3) f...
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def static_vars(**kwargs): """Decorator to create static variables for a function Usage: ```python @static_vars(i = 0) def function(x): i += 1 return x + i function(0) # 1 function(0) # 2 function(10) # 13 ``` """ def decorate(func): for k in kwargs:...
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import re def parse_chunked_data(data): """Parse the body of an HTTP message transmitted with chunked transfer encoding.""" data = (data or "").strip() chunks = [] while data: length = re.match(r"^([0-9a-zA-Z]+)\r\n.*", data) if not length: break length = length.gro...
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from typing import Dict def sort_stats_by_kind(stats: Dict) -> Dict: """ Generate dict-of-dicts for statistics. Returns ------- Dict[str, Dict] A dict-of-dicts, where the key is the kind of the statistics in each dict. """ failure = {} report = {} success = {} for k, v...
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def load_char_mappings(mapping_path): """ load EMNIST character mappings. This maps a label to the correspondent byte value of the given character return: the dictionary of label mappings """ mappings = {} with open(mapping_path) as f: for line in f: (key, val) = line.split()...
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def ddir(obj): """ List of (dir(obj)) attributes of obj that don't start with an underscore :param obj: Any python object :return: A list of attribute names """ return [a for a in dir(obj) if not a.startswith('_')]
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def dissolve_contiguous(input_gdf): """Dissolve geometries into one polygon then explode to ensure no multiparts. Args: input_gdf (geopandas.GeoDataFrame): Geodataframe with polygon geometry column. Returns: geopandas.GeoDataFrame: Polygon geodataframe with cleaned internal boundaries. "...
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from typing import Optional from typing import List def _get_password_option_args(password: Optional[str]) -> List[str]: """ Get password option arguments. :param password: the password (optional). :return: empty list if password is None, else ['--password', password]. """ return [] if passwo...
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def write_alarm_msg(radar_name, param_name_unit, date_last, target, tol_abs, np_trend, value_trend, tol_trend, nevents, np_last, value_last, fname): """ writes an alarm file Parameters ---------- radar_name : str Name of the radar being controlled ...
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def get_midpoint(point_a, point_b): """Finds the midpoint of two points. Args: point_a: Tuple (x, y) point. point_b: Tuple (x, y) point. Returns: Tuple of (x, y) midpoint. """ x1, y1 = point_a x2, y2 = point_b return (x1 + x2) / 2, (y1 + y2) / 2
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from typing import Counter def check_outliers(df,list): """ Check for upper and lower limit Parameters ---------- df : dataframe dataframe to be inspected list : list list of columns less id Returns ------- outlier_index_unique : list index of rows wi...
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def nonempty_lines(text): """Returns non-empty lines in the given text.""" return [line for line in text.split('\n') if line]
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def remove_duplicates(names, versions, versions_dict): """Remove the versions that exist in versions_dict. Args: names (list): A list with names versions (list): A list with versions versions_dict (dict): A dict names as keys versions_dict example: {'name': {'version': 'foo...
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def algorithm_1(array: list) -> int: """ Algorithm 1 - Brute Force A straightforward way to solve the problem is to go through all possible subarrays, calculate the sum of values in each subarray and maintain the maximum sum. The variables [i] and [j] fix the first and last index of the suba...
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def uncap_sentence(sent): """ Workaround for tweets: sometimes the entire sentence is in upper case. If more than 99% of the sentence is in upper case, this function will convert it to lower case. :param sent: the tweet :return: the sentence, lower cased if it is all in upper case """ ssent ...
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def waseem_to_binary(label: str) -> str: """ Turn Waseem labels into binary labels. :label: String as label. :returns (str): label """ if label.lower() in ['sexism', 'racism', 'both']: return 'abuse' else: return 'not-abuse'
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def GetSubmoduleName(fullname): """Determines the leaf submodule name of a full module name. Args: fullname: Fully qualified module name, e.g. 'foo.bar.baz' Returns: Submodule name, e.g. 'baz'. If the supplied module has no submodule (e.g., 'stuff'), the returned value will just be that module name ...
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def is_leap(year): """Returns true if the given year is a leap year, false otherwise.""" # Every year that is exactly divisible by four is a leap year, except for years that are # exactly divisible by 100, but these centurial years are leap years, if they are exactly # divisible by 400. # @see https...
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def get_seasons(df): """ Changes months into season Parameters ---------- df : dataframe the forest fire dataframe Returns ------- Array Seasons the months are associated with """ seasons = ["NONE"] * len(df) for x in range(0, len(df)): m = df.loc[x...
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def pandas_barplot(data, x, hue, y, x_order=None, hue_order=None, horizontal=True, stacked=True, **kwargs): """Create a barplot using pandas plot functionality Mainly allows for stacked barplots Parameters ---------- data : DataFrame DataFrame with columns x and y x : str x def...
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def has_fusion(args): """Returns whether some kind of Fusion reference is given """ return args.fusion or args.fusions or \ args.fusion_tag
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def concat(ext): """Returns a genrule command to concat files with the extension ext.""" return "ls $(SRCS) | grep -E '\.{ext}$$' | xargs cat > $@".format(ext=ext)
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def chunk(seq, count): """Splits given sequence to n chunks as evenly as possible. Args: seq: Sequence to split count: Number of chunks Returns: List of chunks """ avg = len(seq) / float(count) res = [] i = 0.0 while i < len(seq): res.append(seq[int(i):...
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import re def grep(source, pattern): """Run regex PATTERN over each line in SOURCE and return True if any match found""" found = False p = re.compile(pattern) for line in source: if p.match(line): found = True break return found
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def add_path(tdict, path): """ Create or extend an argument tree `tdict` from `path`. :param tdict: a dictionary representing a argument tree :param path: a path list :return: a dictionary Convert a list of items in a 'path' into a nested dict, where the second to last item becomes the key...
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from typing import List import requests from bs4 import BeautifulSoup import re def get_keywords(url: str) -> List[str]: """ Returns the keywords of a given url. Parameters: url (str): a website url Returns: all_keywords_list (List[str]): list with all keywords as strin...
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def prune_seg_tree(seg_tree, prob_threshold=0): """ Args: seg_tree (list of dicts): In order of splits as done by SegmentationModel. E.g. 0-4, then 0-3, then 0-1, then 1-3, then 1-2, then 2-3, then 3-4 Each dict contains data about that segment. '...
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def _tag_block(block, tag): """Add the open and close tags to an input block.""" return f'<{tag}\n' + block + f'\n{tag}>\n'
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def unfresh_token(user): """Return unfresh token from user fixture :param user: Pytest fixture :return: Unfresh JWT access token """ return user.get_access_token()
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