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import re def _RunAndNotrunTests(stdio_tests, user_tests): """Return lists of run and not-run instances of given user tests. The first list is of test instances present in the |stdio_tests| list. Presence indicates that the test instance was run on the build. The second list is tests that are absent from the...
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def extract_etymology(entry): """ extracts the etymology part of a given entry string """ state = 0 etymology = "" for ch in entry: if state == 0: if ch == "[": state = 1 elif ch == "]": raise Exception(f"unexpected ] in: {entry}") ...
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import requests def cached_get(*args, **kwargs): """Cached version of requests.get. :return: text of response :rtype: str """ response = requests.get(*args, **kwargs) response.raise_for_status() return response.text
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def is_pandigital(value): """ Check that each digit appears once only. :param value: integer value (can also be negative) :retuns: true when given number is pandigital see http://en.wikipedia.org/wiki/Pandigital_number >>> is_pandigital(1234567890) True >>> is_pandigital(12345678900) ...
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def get_info(image): """ Retrieves image information from an image ID and returns it as a dictionary """ return { 'architecture': image.architecture, 'creation_time': image.creation_time, 'description': image.description, 'disk_device_mappings': image.disk_dev...
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from typing import Union from typing import List def list_of_strs( string: str, delimiter: Union[str, None] = None, strip=True ) -> List[str]: """Cast a string to a list of strings. Args: string: String to be converted to a list of str's. delimiter: Delimiter between str's in the string. ...
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def normalize_azimuth(azimuth, zero_center=False): """Normalize an azimuth in degrees so it falls between 0 and 360. If ``zero_center=True``, azimuth will be normalized between -180 and 180. """ if (azimuth > 360 or azimuth < 0): azimuth %= 360 if zero_center: if azimuth > 1...
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def length_of_last_word(text): """ Given a string s consists of upper/lower-case alphabets and empty space characters ' ', return the length of last word in the string. NOTE: Please make sure you try to solve this problem without using library functions. Make sure you only traverse the string once....
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def tuple_format(model): """Convert a model to it's tuple format""" return tuple((int(a), int(b)) for a, b in zip(*model))
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def Identity(x): """Return whatever it was called with.""" return x
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def bubble_sort(list): """Sort list using Bubble Sort algorithm Arguments: list {integer} -- Unsorted list Returns: list {integer} -- Sorted list """ swap=True test ="It is a bad code"; while swap: swap = False for n in range(len(list) - 1 ): ...
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def lin_reg_var_organinc_lasso(X, y, pen_val, coef, intercept=None, sample_weight=None): """ Estimates the linear regression variance using the organic Lasso estimate (Yu and Bien, 2019). This requires first fitting a L1 squared penalized model. Parameters ---------- ...
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import math def decomposeTwoByTwo(twoByTwo): """Decompose a 2x2 transformation matrix into components: - rotation - scalex - scaley - skewx - skewy """ a, b, c, d = twoByTwo delta = a * d - b * c rotation = 0 scalex = scaley = 0 skewx = skewy = 0 # Apply the QR-li...
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def get_owner_id(logs): """Returns the logs' owner_id.""" return logs['job'][0]['owner_id']
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def default_terminal_condition_for_agility(env, max_roll: float = 1.8, max_pitch: float = 1.8, min_height: float = 0.0, enforce_foot_contacts: bool ...
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def parse_fasta(filepath): """ Parses a fasta file and extracts the sequence descriptions and sequences. :param filepath: The filepath of the file containing the multiple fasta sequences. :return: A dictionary mapping fasta descriptions to their sequences. """ queries = {} f = open(file...
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def join_list_pretty(ls): """ Join a list in a human readable way. An empty list returns the empty string. A list with a single element returns the only element of the list converted to a string. A list with two elements returns a string in the format "x and y". A list with three or more element...
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import math def c_statistic_with_95p_confidence_interval(cstat, num_positives, num_negatives, z_alpha_2=1.96): """ Calculates the confidence interval of an ROC curve (c-statistic), using the method described under "Confidence Interval for AUC" here: https://ncss-wpengine.netdna-ssl.com/wp-content/th...
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def calc_actual_vapor_pressure(es_tmin, es_tmax, hmin, hmax): """ Calculate actual vapor pressure from saturation vapor pressure and relative humidity. Equation 17 of Allen (1998). Parameters ---------- es_tmin : numpy ndarray Saturation vapor pressure at minimum air temperature. es...
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def _list_to_and_str(lyst): """Convert a list to a command delimited string with the last entry being an and :param lyst: The list to turn into a str :type lyst: list :return: The nicely formatted string :rtype: str """ res = "{most} and {last}".format(most=", ".join(lyst[:-1]), last=ly...
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from datetime import datetime def validate_calender(calender): """ Helper function build out calender based on current time. :param Dict calender: Calender dict :return: Updated Calender dict :rtype: Dict """ today = datetime.today() # Keep looping until the quarter start is after tod...
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def compute_average_uptime(cursor): """Returns the average uptime of a farmer.""" cursor.execute('''SELECT avg(100 * uptime / (last_date - first_date)) FROM farmers''') avg_uptime = cursor.fetchone()[0] return avg_uptime
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import re def get_data_url(response): """ Returns the url contained in the data-ajax attribute from the response html content. """ matches = re.search("url\": \\'(.*?)'", response.content.decode('utf-8'), re.S | re.M) if not matches: return '' return matches.group(1)
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def get_operation_model(svc, fn): """Return operation model for method of a service model :param svc: AWS service client :param fn: method of svc :return: operation model for fn """ if isinstance(fn, str): func_name = fn else: func_name = fn.__name__ return svc._service_...
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def most_expensive_menu_item(restaurant): """ Loops through a list of menu items and determines the most expensive item Parameters: restaurant (dict): A dictionary with three lists items, prices, and cals Returns: str: A string with the name of the most expensive item """ highe...
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import shutil def center(s): """Return a centered string.""" width = shutil.get_terminal_size().columns return ' ' * ((width - len(s)) // 2) + s
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import sqlite3 def get_connection(blog_id): """Connects to a local sqlite database Parameters: ~~~~~~~~~~~ blog_id : id The id of the blog whose database to connect to. Returns: ~~~~~~~~ conn : sqlite3.Connection A sqlite3 Connection object, connected to a local database....
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import re def get_file_details(filename): """ Gets the season format and number from a filename :param filename: string :return: (string, string, string), strings of name, season, episode or None """ file_list = filename.split('.') for i in range(len(file_list)): match_obj = re.ma...
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def _imgref_for_invocation_digest(build_context_digest): """ Returns the image reference to tag an image given the digest of its build context. Such an image reference allows linking together a build context and an image. Args: build_context_digest: The hex digest for the build context...
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def get_playerdict(table): """ Returns a dictionary of seat indexes and players. """ players = {} for i, s in enumerate(table.seats): if s.occupied(): players[i] = s.player return players
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def array_equal(x, y, interval=None): """Check if two one-dimentional integer arrays are equal. Parameters ---------- x, y : ndarray, int 1D vectors of integers. interval : tuple, int shape (2, ), optional A pair of integers defining a half open interval. Returns ------- ...
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import collections def profile_light_trace(trace_data, indicator, frequency): """Profile trace data for light. Parameters ---------- trace_data : dict Original trace data in light. indicator : list Indicator type to profile. frequency : int NPU frequency Returns...
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def wrdvi(nir, red, alpha=0.1): """ Compute Wide Dynamic Range Vegetation Index from red and NIR bands WRDVI = \\frac { \\alpha NIR - RED } {\\alpha NIR + RED } :param nir: Near-Infrared band :param red: Red band :param alpha: Weighting coefficient, usually in [0.1-0.2] :ret...
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def get_a_node(base, node_id, show_details=False): """Utility function that gets a Senlin node.""" params = None if show_details: params = {'show_details': True} res = base.client.get_obj('nodes', node_id, params) return res['body']
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def mappingSightingOpenIOC(etype): """ Map the openioc types to threat sightings """ mapping = { "sha256": "FileItem/Sha256sum", "ipv4": "DnsEntryItem/RecordData/IPv4Address", "domain": "Network/URI", "url": "UrlHistoryItem/URL", "dstHost": "Network/URI", "md5": "FileItem/Md5sum", "sha1": "FileItem/S...
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def get_method(name, attrs, bases, exclude=None): """ Gets a method of a class by name. :param name: Name of method to get. :type name: str :param attrs: Dictionary of class attributes. :type attrs: dict :param bases: Bases for the class to use for lookup. :type bases: list :param ex...
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from typing import List from typing import Dict def list_to_dict(list_of_dicts: List, key: str) -> Dict: """Convert a list of `dict_a` to a `dict_b` where the `key` in `dict_b` is an item in each `dict_a`. Args: list_of_dicts (List): list of items to convert to dict. key (str): Name of th...
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def total_minutes_from(h, m): """Total Minutes from hour and minute.""" return h * 60 + m
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def heatmap_threshold(heatmap, threshold=1): """ Returns a heatmap with values below threshold filtered out. """ heatmap[heatmap <= threshold] = 0 return heatmap
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def generate_new_url(page_num): """generate new habr.com url by page number""" base_url = "https://habr.com/all/" return "{}/page{}".format(base_url, page_num)
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def b(i, j): """Block coordinates""" return [(i, j), (i, j+1), (i+1, j), (i+1, j+1)]
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def aspect_scale(img, rescale_tuple): """Get scaled image dimensions while retaining aspect ratio.""" bx, by = rescale_tuple ix,iy = img.get_size() if ix > iy: scale_factor = bx/float(ix) sy = scale_factor * iy if sy > by: scale_factor = by/float(iy) sx =...
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import torch def packed_to_padded(seq, target_packed): """Converts a sequence of packed outputs into a padded tensor Arguments: seq {list} -- List of lists of length T (longest sequence) where each sub-list contains output tokens for relevant samples. E.g. [len(s) for s in seq] ==...
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def decompile_scriptPubKey(asm): """ >>> decompile_scriptPubKey('OP_DUP OP_HASH160 cef3550ff9e637ddd120717d43fc21f8a563caf8 OP_EQUALVERIFY OP_CHECKSIG') '76a914cef3550ff9e637ddd120717d43fc21f8a563caf888ac' """ asm = asm.split(" ") hex = "" if asm[0] == 'OP_DUP': hex += "76" if as...
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def splitIntoTrainTest(data, frac=0.1): """ Split the data into train/test sets. @frac is the fraction of data points that need to be taken to make the testing set. @data is tuple (X, Y). Returns ((X_train, Y_train), (X_test, Y_test)) """ # Split X and Y and get the size of the dataset X, Y = data size = len(X...
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def __reduce_metrics_by(metrics): """ Auxiliary function used to reduce the metrics by the keys in a dictionary Example reduce by turn or by query_type metrics - dict with keys as the reduce type and each value is a tuple (dict_metrics, number_turns), dic_metrics is a dict with the name of the metri...
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import time def format_time(parts, compact=False): """ Format a split-up message ID to a timestamp string If compact is true, an alternate slightly shorter representation without whitespace is emitted. Both compact and "long" forms have a fixed width, and are recognized by parse_time(). """ ...
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def is_valid_file(ext, argument): """ Checks if file format is compatible """ formats = { 'input_dataset_path': ['csv'], 'output_model_path': ['pkl'], 'output_dataset_path': ['csv'], 'output_results_path': ['csv'], 'input_model_path': ['pkl'], 'output_test_table_path': ['csv'], 'output_plot_...
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from datetime import datetime def dmy_to_ymd(date): """Return a datetime object with the format YYYY/MM/DD:HH:MM:SS The parameter date is the date to transforme """ return datetime.strptime(date, '%d/%b/%Y:%H:%M:%S')
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def body_formatter_user(user): """Create the body of an email using the user information. Parameters ---------- user : :class:`ramp_database.model.User` The user profile. Returns ------- body : str The email body. """ body = """ user = {} name = {} {} em...
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import logging def get_subarray_info(params, subarray_table): """Find aperture-specific information from the subarray information config file Parameters: ----------- params : dict Nested dictionary containing Mirage parameters. subarray_table : astropy.table.Table Table containin...
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def is_secure_scheme(scheme: str) -> bool: """Check if the given scheme is secure. Args: scheme: Scheme to check Returns: Whether the scheme is secure. """ return scheme in {"tcps", "tcp4s", "tcp6s", "rss"}
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import math def comb(n: int, k: int) -> int: """Return the possible combination count of given n, and k""" if n < k: return 0 return math.factorial(n) // (math.factorial(k) * math.factorial(n - k))
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import hashlib def salt(pin): """ Returns a salt given the supplied pin. :param bytes pin: the pin :rtype: bytes """ m = hashlib.sha1() m.update(b'\x55\x55\x55\x55\x55\x55\x55\x55') m.update(b'\xaa\xaa\xaa\xaa\xaa\xaa\xaa\xaa') m.update(pin) m.update(b'\x55\x55\x55\x55\x55\x55\...
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import filecmp def comp_fnames_file_equality(fname1, fname2): """ Compare filenames: File equality: Check if contents of files are identical. Equality = True/False. Uses filecmp byte-comparison (more efficient than md5). """ equality = filecmp.cmp(fname1, fname2, shallow=True) if equa...
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def cm2inch(*values): """Convert from centimeter to inch Parameters ---------- *values Returns ------- tuple Examples -------- >>> cm2inch(2.54, 5.08) (1.0, 2.0) """ return tuple(v / 2.54 for v in values)
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def list_datasets(group, prefix="", res=None): """Return a list of all datasets under the specified group""" if res is None: res = [] # Loop over objects in the group for (name,obj) in group.iteritems(): if hasattr(obj, "shape"): # Dataset, so record name res.appe...
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def get_independent_nodes(dag): """Get a list of all node in the graph with no dependencies.""" nodes = set(dag.keys()) dependent_nodes = set([node for downstream_nodes in dag.values() for node in downstream_nodes]) return set(nodes - dependent_nodes)
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def clamp_rgb(values: tuple[int, ...]) -> tuple[int, ...]: """Clamp values in a given tuple to a maximum value of 156. Arguments: values: A tuple of RGB(A) values to be clamped. Returns: The clamped result of `values`. """ return tuple(min(156, i) if i >= 0 else 0 for i in values)
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from pathlib import Path def is_in_container() -> bool: """Return true if this process is likely running inside of a container.""" # https://stackoverflow.com/a/49944991/38265 and https://github.com/containers/podman/issues/3586 cgroup = Path("/proc/self/cgroup") return ( Path("/.dockerenv").e...
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import asyncio def invoke_plugins(plugins, func, *args): """ Invokes an async function in parallel on all supplied plugins. :param plugins: a dict of plugins (name -> plugin) :param func: the name of the function to invoke if it exists :type func: str :param *args: the arguments to pass to th...
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from typing import Optional import re def isolate_timestamp_in_release(release: str) -> Optional[str]: """ Given a release field, determines whether is contains a timestamp. If it does, it returns the timestamp. If it is not found, None is returned. """ match = re.search(r"(\d{4})(\d{2})(\d{2}...
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import re def simple_tokenize(document): """ Clean up a document and split into a list of words. Converts document (a string) to lowercase and strips out everything which is not a lowercase letter. """ document = document.lower() document = re.sub('[^a-z0-9]', ' ', document) return d...
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def dd_duration_map_nb(record): """`map_func_nb` that returns total duration of a drawdown.""" return record['end_idx'] - record['start_idx']
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def is_numeric(value): """This function checks whether or not a value is numeric either as an integer or a numeric string. .. versionadded:: 2.3.0 :param value: The value to be examined :type value: str, int :returns: Boolean value indicating if the examined value is numeric """ return Tru...
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def pres_text(trial): """ input: current presentation trial # (int) output: presentation instruction text (string) for given presentation trial """ pres1 = ' Now we will begin the main experiment! ' \ 'Again you will see cue icons, followed by a series of image pairs and letters...
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def group_signals(signal_list, tolerance=0.1): """Groups signals into signal classes using a given tolerance value. Parameters ---------- signal_list : list of Signal List members are either all Pulse objects or all Gap objects Returns ------- list of list of Signal Eac...
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import yaml def yaml_from_dict(dictionary): """Gets the YAML representation of a dict.""" return yaml.safe_dump(dictionary, default_flow_style=False)
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def MakeResult(output_api, message, committing, modified_files=None): """Makes a gcl result. Makes a PresubmitError result if |committing| is True, otherwise makes a PresubmitNotifyResult.""" if not modified_files: modified_files = [] if committing: return output_api.PresubmitError(message, modified_fil...
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from typing import MutableSequence from typing import MutableMapping def to_plain_python(obj): """Convert nested structure mixing dict/list objects with dict/lits (such as the output) of loading via ``ruamel.yaml`` to using builtin dict/list only. """ if isinstance(obj, (list, MutableSequence)): ...
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def get_event_data_section(raw): """ Helper to get the 'EventData' or 'UserData' key of the base XML for each record. If this fails, it is very likely that the record is corrupted due to the log recovery software. :param raw: :return: whether or not the key exists. """ if 'EventData' not in...
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import threading def threaded(fn): """ Thread wrapper shortcut using @threaded prefix Args: fn (function): The function to executed on a new thread. Returns: (thread): New thread for executing function. """ def wrapper(*args, **kwargs): thread = threadi...
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def parse2tuple(inp_str): """ function for parsing a 2 tuple of integers :param inp_str: string of the form: '(3, 3)' :return: tuple => parsed tuple """ inp_str = inp_str[1: -1] # remove the parenthesis args = inp_str.split(',') args = tuple(map(int, args)) return args
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def hamming_distance(s1, s2): """ Get Hamming distance: the number of corresponding symbols that differs in given strings. """ return sum(i != j for i, j in zip(s1, s2))
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def select_date_range(df, start_date, end_date, drop_zero_cols=True): """Extract a range of dates from a dataframe with a datetime index, then remove any columns which are left empty (full of zeros).""" df_slice = df.copy() if start_date is not None: df_slice = df_slice[df_slice.index >= start...
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def apply_series_method(df, column, method, **method_kws): """This window function selects a column and calls a method on that Series. Parameters: df (DataFrame): pandas dataframe column (str): Column to select from the dataframe method (str): Method to call on the the selected Series. ...
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def create_multiplier_function(m): """Given a multiplier m, returns a function that multiplies its input by m.""" def multiply(val): return m*val return multiply
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import pickle def load_data(file_name): """ Loads the Python object in the data folder with the given filename """ with open("data/" + file_name + ".pickle", "rb") as handle: data = pickle.load(handle) return data
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import re def is_fasta(filename): """Check if filename is FASTA based on extension Return: Boolean """ if re.search("\.fa*s[ta]*$", filename, flags=re.I): return True elif re.search("\.fa$", filename, flags=re.I): return True else: return False
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import re def cleanPath(node): """Return the substring of a string matching chars approved for use in our URL paths.""" return re.sub(r'[^a-zA-Z0-9\-/,\.]', '', str(node), flags=re.DOTALL)
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def cycle_slice(sliceable, start, end): """Given a list, return right hand cycle direction slice from start to end. Example:: >>> array = [0, 1, 2, 3] >>> cycle_slice(array, 1, 3) # from array[1] to array[3] [1, 2] >>> cycle_slice(array, 3, 1) # from array[3] to array[1] ...
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def recursive_itemgetter(data_structure, keys): """Recursively retrieve items with getitem, for mix of lists, dicts...""" curr_data_structure = data_structure for curr_key in keys: curr_data_structure = curr_data_structure[curr_key] return curr_data_structure
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def merge_rules(default_rules, custom_rules): """ Merge both rule set. Rules defined in 'custom_rules', also present in 'default_rules', will be overridden. If a new rule is present in custom_rules, not present in default_rules, it will be added. :param default_rules: base file object of rules. :typ...
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import re def extract_emails_from_page(soup): """ Returns a list of emails found in page. Using a regex to scan """ email_pattern = re.compile('([\w\-\.+]+@(\w[\w\-]+\.)+[\w\-]+)') try: page_content = str(soup) except: print('Error parsing page. Skipped\n') return [] matches = email_pattern.findall(page...
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from fcntl import ioctl from termios import FIONCLEX from termios import FIOCLEX def set_fd_inheritable(fd, inheritable): """ disable the "inheritability" of a file descriptor See Also: https://docs.python.org/3/library/os.html#inheritance-of-file-descriptors https://github.com/python/cpy...
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import random def random_sequence(n): """ Returns a random sequence of bits (0 or 1) of length n. """ return [random.choice([0, 1]) for i in range(n)]
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def _is_at_level(obj, level): """Checks if `obj` is an at level `level`.""" is_leaf = not isinstance(obj, (list, tuple, dict)) if level == 0 or is_leaf: return (level == 0) == is_leaf if isinstance(obj, dict): elems = obj.values() else: elems = obj return elems and all(_is_at_level(x, level - 1...
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def break_string_sequence_to_words(seq): """ Breaks a sequence containing multi-word strings into a set containing individual words. :param seq: The sequence containing multi-word strings :return: A set containing all the individual words >>> break_string_sequence_to_words(['hello world', 'foo bar...
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def get_vxlan_ip(n): """ Returns an IP address in the range 192.168.0.0 - 192.168.255.255 without using X.0 or X.255 """ quot, rem = divmod(n, 254) ip_addr = "192.168.%s.%s" % (quot + 1, rem + 1) return ip_addr
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def _single_element(node, name): """If node contains one or more children with nodename "name", return the first one. If not, return None""" elems = node.getElementsByTagName(name) if elems: return elems[0] else: return None
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def cast_cap_words_to_lower(string: str) -> str: """ Cast cap word format to lower case with underscores >>> cast_cap_words_to_lower("ClassName") 'class_name' >>> cast_cap_words_to_lower("AnotherOne") 'another_one' :param string: any str :return: str in lower case w...
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def interpolate_indices(x0, y0, x1, y1, x): """Linearly interpolate an int-valued function between points (`x0`, `y0`) and (`x1`, `y1`) and calculate its values at `x`.""" return (y1 * (x - x0) + y0 * (x1 - x)) // (x1 - x0)
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def subtract(d1, d2): """Returns a set of all keys that appear in d1 but not d2. d1, d2: dictionaries """ return set(d1) - set(d2)
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def smooth_series(radius, col): """ Generates "smoothed" copy of input data by applying a rolling mean of the requested radius. Args: radius (int): number of values to include in rolling mean (e.g. radius = 1 means average values i, i-1 and i+1) col (...
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import torch from typing import OrderedDict def test(model, testloader, criterion, device='cpu', t=None, best_acc=None): """Test accuracy and loss of model on a dataloader object. :param model: The model to test. :param testloader: Dataloader object with images to test. :param criterion: The loss fun...
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def downsampleEvents(events, oldFS, newFS): """ Modify the timestamps of events to match a new sampling frequency. Parameters ---------- events : instance of pandas.core.DataFrame Dataframe containing list of events obtained with mne.find_events(raw) . oldFS : float The s...
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import pickle def load_obj(filename): """ Loading the data that had been previously pickled using save_obj() :param filename: :return: """ with open(filename + '.pkl', 'rb') as f: return pickle.load(f)
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def filter_data(df, date_from=None, date_to=None, countries=[]): """filter covid data Filter covid data in pandas dataframe format with the time periods and countries provided. Parameters ---------- df : pandas dataframe The covid dataframe to filter date_from : str, optional ...
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from typing import Dict from typing import Any from typing import List def get_leaf_paths(tree: Dict[str, Any]) -> List[List[str]]: """ Find all paths Had to write the "helper" function due to some sort of weird persistence of the accumulator b/w calls! Cf https://stackoverflow.com/questions/6003...
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import json def rate_limit(*args): """ Mock requests to Misfit with rate limit error: 429 """ headers = { 'x-ratelimit-limit': '150', 'x-ratelimit-remaining': '148', 'x-ratelimit-reset': '1418424178' } json_content = {'error_code': 429, 'error_message': 'Rate limit exceeded'} ...
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