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def get_user_emails(users): """Extracts email addresses from user objects pre: a list of user object -- users post: a list of email addressess """ emails = [] for user in users: emails.append(user.email) return emails
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def AddClusterAutoscalingFlags(parser, update_group=None, hidden=False): """Adds autoscaling related flags to parser. Autoscaling related flags are: --enable-autoscaling --min-nodes --max-nodes flags. Args: parser: A given parser. update_group: An optional group of mutually exclusive flag options to w...
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def get_parent_id(org_client, account_id): """ Query deployed AWS organanization for 'account_id. Return the 'Id' of the parent OrganizationalUnit or 'None'. """ parents = org_client.list_parents(ChildId=account_id)['Parents'] try: len(parents) == 1 return parents[0]['Id'] ex...
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def n_eff(n): """Return the effective principal quantum number Args: n : (int) Principal quantum number .. note:: The values are taken from J. A. Pople, D. L. Beveridge, "Approximate Molecular Orbital Theory", McGraw-Hill, 1970 """ values = {1: 1.0, 2: 2.0, 3: 3....
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def remove_newline(s): """ Remove a trailing newline from the string, if one exists. """ if s.endswith("\n"): return s[:-1] return s
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from typing import Tuple def parse_version(version_string: str) -> Tuple[str, str, str]: """ Parse version string into release, major, minor version. :param version_string: Version string. :return: Tuple of strings. """ release, major, minor = version_string.split(".", 2) return release, ...
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def score_substitute(a_c1, a_c2): """Score substitution of two characters. Args: a_c1 (str): first word to compare a_c2 (str): second word to compare Returns: int: 2 if the last characters of both words are equal, -3 otherwise """ return 2 if a_c1[-1] == a_c2[-1] else -3
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def eff_to_hr(eff): """ Convert electric efficiency into heat rate :param eff: Efficiency value, only 0 to 1 :return: Heat rate as KJ heat/ KWh electricity """ assert 0 <= eff <= 1, "Efficiency out of range" return 3600 / eff
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import six def dots_from(braille): """Get set dots from given See https://en.wikipedia.org/wiki/Braille_Patterns#Identifying.2C_naming_and_ordering for braille to dot decoding. Parameters: braille: unicode Braille character in \u2800 - \u28ff Returns: List[int]: dots that are s...
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def find_bounds(f, y): """ given a function f, return lv & hv such that lv <= t(y) <= hv """ x = 1 while f(x) < y: x = x * 2 lv = 0 if x == 1 else x / 2 return lv, x
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def unique_column_values(rows, column_name): """ Given a list of rows and the name of a column (a string), returns a set containing all values in that column. """ column = [] for row in rows: column.append(row.get(column_name)) #Store the column data for each row and store in the list ...
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def get_lr(optimizer): """Returns the optimizer's learning rate, or 0 if not found.""" if optimizer is not None: for param_group in optimizer.param_groups: if "lr" in param_group: return param_group["lr"] return 0
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import ast def to_attribute(value, attr, ctx=None): """ Create an Attribute AST node. """ return ast.Attribute(value, attr, ctx or ast.Load())
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def operational_commands(fw_conn, cmd): """Operational Command Args: fw_conn (PanDevice): A panos object for device cmd (str): [description] Returns: xml_output (Element): XML results from firewall """ xml_output = fw_conn.op(cmd=cmd, xml=True, cmd_xml=True) return xml_...
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import re def remove_argument_quotes(text: str) -> str: """Remove single and double outer quotes from text. """ if re.match(r'^(\'.*\')|(".*")$', text or ''): return text[1:-1] return text
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from bs4 import BeautifulSoup def get_plaintext(html): """Scrub out tags and extract plaintext""" soup = BeautifulSoup(html) for script in soup(["script", "style"]): script.extract() return soup.get_text()
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def list_check(lista): """ If a list has only one element, return that element. Otherwise return the whole list. """ try: e2 = lista[1] return lista except IndexError: return lista[0] #______________________________________# # ...
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def add_fold_column(fold_test_out, fold_num): """Add a column to each df in <fold_test_out> specifying which fold the prediction was made in""" epochs_to_consider = list(fold_test_out.keys()) for epochstr in epochs_to_consider: fold_test_out[epochstr]['FoldNum'] = 'fold_'+str(fold_num) retur...
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from pathlib import Path def detect_filetype(file): """ Detect FoldX filetype from the filenames """ file = Path(file).stem filetype = file.split('_')[0].lower() if filetype not in ('interface', 'interaction', 'indiv', 'summary'): raise ValueError('Unknown type detected') return fi...
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def disambiguating_filter_from_query_params(query_params: dict[str, str]): """ Sometimes wordforms may have the same text (a.k.a., be homographs/homophones), thus need to be disambiguate further before displaying a paradigm. This computes the intersection between the provided query parameters and the v...
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from datetime import datetime import pytz def date_string_to_datetime(date_string, fmt='%Y-%m-%d', timezone=None): """Return a date object for a string of a given format.""" if isinstance(date_string, datetime): return date_string try: dt = datetime.strptime(date_string, fmt) except Va...
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def find_coord_vars(ncds): """ Finds all coordinate variables in a dataset. A variable with the same name as a dimension is called a coordinate variable. """ coord_vars = [] for d in ncds.dimensions: if d in ncds.variables and ncds.variables[d].dimensions == (d,): coord_var...
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def synchronized_order(img, target_img, axes=True, reference=True): """ Reorder reference and axes of `img` to match target_img. Parameters ---------- img : Image target_img : Image axes : bool, optional If True, synchronize the order of the...
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def audio_acquisition(r, mic): """Return an input audio from a microphone. Args: r: Recognizer instance. mic: Microphone instance. Returns: audio: Audio clip in the SpeechRecognition format. """ print("Say something!") with mic as source: audio = r.listen(sour...
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def get_provenance_record(ancestor_file): """Create a provenance record.""" record = { 'caption': "Forcings for the PCR-GLOBWB hydrological model.", 'domains': ['global'], 'authors': [ 'aerts_jerom', 'andela_bouwe', 'alidoost_sarah', ], ...
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def ping(bot, event, *args): """reply to a ping""" yield from bot.coro_send_message(event.conv, 'pong') return { "api.response": "pong" }
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import math def gam_srgb(rgb): """ Convert an array of linear-light sRGB values in the range 0.0-1.0 to gamma corrected form. https://en.wikipedia.org/wiki/SRGB """ result = [] for i in rgb: # Mirror linear nature of algorithm on the negative axis abs_i = abs(i) if ab...
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import io def load_image_bytes(fname='example.jpg'): """ Returns a bytes stream representing the image. Parameters ---------- fname : str The file name of the image. Returns ------- image : bytes The example image in bytes. """ with io.open(fname, 'rb') as image_fil...
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def pval_to_num_(pval: str) -> float: """P-values are reported as strings; convert to numbers for easier processing.""" parts = pval.split(" x 10-") return float(parts[0]) * pow(10, -float(parts[1]))
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def endswith(s, suffix): """ True if the string ends with the specified suffix. """ return s.endswith(suffix)
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def cubic_ease_in(p): """Modeled after the cubic y = x^3""" return p * p * p
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def split_train_test(train, test, target): """ (train,test) -> (X_train, X_test, y_train, y_test) :param target: target column :param train: training set with features and target :param test: test set with features and target """ return train.drop(target, axis=1), test.drop(target, axis=1), ...
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def get_hand_value(cards): """Returns the value of the cards. Face cards are worth l0, aces are worth 11 or 1 (this function picks the most suitable ace value).""" value = 0 number_of_aces = 0 # Add the value for the non-ace cards: for card in cards: rank = card[0] # card is a tuple li...
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def test_string_content(string): """ Detects if string is integer, float or string. Parameters ---------- string : string An input string to be tested. Returns ------- string A string with value 'int' if input is an integer, 'float' if the input is a float and '...
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def _encode_plain(uname, pwd): """ Encode a username/password pair with the SASL PLAIN mechanism. """ # See https://tools.ietf.org/html/rfc4616 return "\0{}\0{}".format(uname, pwd)
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import textwrap def dedent(str): """Dedent a block of non code.""" str = textwrap.dedent(str) lines = str.splitlines(True) for i, line in enumerate(lines): if line.strip(): lines[i] = textwrap.dedent(line) break return "".join(lines)
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def calc_obs_efficiency(t_exp, t_duration): """Calculates the observation efficiency. Parameters ---------- t_exp : float Exposure time (in seconds). t_duration : float Duration time (in seconds). Returns ------- obs_eff : float Observation efficiency. "...
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import socket def getHostIp(host=None): """Return host ip address. If no host is passed, returns the ip address of current host.""" try: if host is None: host = socket.gethostname() return socket.gethostbyname(host) except Exception as e: print(("Got exception resolvin...
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def choose_colour(wtr: int) -> int: """ Choose a colour to represent the wtr :param wtr: the wtr :return: a hex integer of the colour """ if not wtr or wtr < 300: return 0x930D0D elif wtr < 700: return 0xCD3333 elif wtr < 900: return 0xCC7A00 elif wtr < 1000: ...
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def IsArgsSpecified(args): """Returns true if at least one of the flags for secrets is specified. Args: args: Argparse namespace. Returns: True if at least one of the flags for secrets is specified. """ secrets_flags = { '--set-secrets', '--update-secrets', '--remove-secrets', '--clear-secrets...
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def overloaded_lines(net, max_load=100): """ Returns the results for all lines with loading_percent > max_load or None, if there are none. """ if net.converged: return net["res_line"].index[net["res_line"]["loading_percent"] > max_load] else: raise UserWarning("The last loadflow ...
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def count_model_params(model): """ Counting the number of learnable parameters in a nn.Module """ num_params = sum(p.numel() for p in model.parameters() if p.requires_grad) return num_params
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def _get_conv_center(conv_x, conv_y, stride): """ Finds the center of this convolution position in the image's original coordinate space. :param conv_x: non-negative integer, x coordinate of the convolution position. :param conv_y: non-negative integer, y coordinate of the convolution position. :par...
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def parser_network_name_Descriptor(data,i,length,end): """\ parser_network_name_Descriptor(data,i,length,end) -> dict(parsed descriptor elements). Parses a descriptor containing the name of the 'network' of which the multiplex is a part. In the United Kingdom for the Freeview Terrestrial Servic...
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def mk_closest(D, n): """Compute a sorted list of the distances for each of the nodes. For each node, the entry is in the form [(d1,i1), (d2,i2), ...] where each tuple is a pair (distance,node). """ C = [] for i in range(n): dlist = [(D[i,j], j) for j in range(n) if j != i] dlis...
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def split_summation(bucket, value): """ Add value into the contents of the bucket. :param bucket: Summation of all splits that have been stored in this bucket. :param value: Split object to add to bucket :return: new bucket value as a decimal. """ bucket += value.value return bucket
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from typing import Callable from typing import Set from typing import Optional import inspect def _make_extras_import_error( get_extras_modules: Callable[[], Set[str]], missing_module_name: str, ) -> Optional[str]: """This function implements the most common implementation of a custom error message wh...
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def analysis_max(x, y): """Maximum of two integers.""" result = max(x, y) return result
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def is_bicycling_speed(speed): """ From http://journals.sagepub.com/doi/pdf/10.1177/1687814015616918, non motorized bike max speed is 30 km/h = 8.333 m/s """ return not speed > 8.5
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def partial_map(method, object_seq): """ Like map, but filters out all objects with an non-true result, and returns them in a separate items list. I.e. any item for which the map resulted in a non-true value is provided in a "reject" list. :param func method: The method to perform on each i...
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from typing import Union from typing import List def ref_constructor(loader, node) -> Union[str, List[str]]: """ A constructor for !ref yaml tags. These tags describe yaml values that reference other namespaces within the document, using colons to separate namespaces. For example: !ref 'environmen...
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def get_n_atoms(traj_file_lines): """From the trajectory file lines extract the number of atoms, which should be the first item in the first line""" try: return int(traj_file_lines[0].split()[0]) except ValueError: exit('It looks like the trajectory is malformatted')
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from typing import Dict def flatten_dict_to_nested_dict(flatten_dict: Dict, sep='.') -> Dict: """ Return nested dict from flatten dict. Parameters ---------- flatten_dict: Dict sep: str flatten key separator Returns ------- Dict Nested dict """ assert all(...
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def get_prior_unit_cube(cube, priors): """ Returns the transformed unit cube for MultiNest. Parameters ---------- cube : list or numpy.array Unit cube [0,1] priors : list of instantiated Prior objects :class:`Prior` vector Returns ------- cube : list or numpy.array ...
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def to_address(ptr: int): """Convert a ROM pointer to an address.""" if ptr < 0x8000000 or ptr > 0x9FFFFFF: return -1 return ptr - 0x8000000
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def arr2text(arr): """ format a numpy array into a text string """ text = '' if len(arr.shape) == 1: # vector text = " ".join(arr.astype(str)) elif len(arr.shape) == 2: # matrix mat = [arr2text(line) for line in arr] text = "\n" + "\n".join(mat) + "\n" else: raise RuntimeError('arr2text can...
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import math def distance(p1, p2): """ Simple fonction pour calculer la distance entre deux points params : - p1 = Le point 1 - p2 = Le point 2 return -> float = La distance euclidienne entre les deux points """ return math.sqrt((p2[0] - p1[0])**2 + (p2[1] - p1[1])**2)
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def store_decorators(decorators): """Sets a list of decorators as the attribute `_decorators` on a function. This is for the purpose of applying decorators to a higher-level wrapping function. """ def outer(fn): fn._decorators = decorators return fn return outer
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def point_inside_rect(pos, x, y, w, h): """ Verifies if a line crosses a rectangle. :param pos: :param x: :param y: :param w: :param h: :return: true if a point is inside a rectangular, false otherwise """ if x <= pos.x <= x + w and y <= pos.y <= y + h: return True re...
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import secrets def generate_code_verifier(length: int = 128) -> str: """Return a random PKCE-compliant code verifier. Parameters ---------- length : int Code verifier length. Must verify `43 <= length <= 128`. Returns ------- code_verifier : str Code verifier. Raises...
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import yaml def get_parameter_from_yaml(parameter, yfile): """ Returns the value of a given parameter in file.yaml parameter must be given in string format with dots Example: general.openstack.image_name """ with open(yfile, encoding='utf-8') as yfd: file_yaml = yaml.safe_load(yfd) ...
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def capitalize(s): """ Capitalize a string - only first letter Args: s (string): The input string to be capitalized. Returns: (string): The capitalized string. """ return s[0:1].upper() + s[1:]
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def dof(params, y): """ Calculate the number of degrees of freedom """ n = len(y) k = len(params) dof = n - k return dof
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import re def clean_whitespace(text): """ Map all ASCII control characters (0x00-0x1F) to spaces, and remove unnecessary spaces. """ text = re.sub("[\000-\040]+", " ", text) return text.strip()
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def symmetric_difference(M: set, N: set) -> set: """Find the symmetric difference between sets M and N.""" return M ^ N
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def flatten_delete(replication_record): """Creates a flat record for delete, None otherwise.""" if replication_record.action == 'delete': return { 'node_id': replication_record.key, 'is_delete': True, 'label': replication_record.clazz.label } return None
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def add(X, value): """Add `value` to all elements of `X`""" return [[a + value for a in row] for row in X]
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def parse_contaminants(file): """ Parse contamination file. example: ============================== Pirisoci Alveolata Higher Taxonomy DiplDSTH GoniavonGEN Unique ID Fucucera Ochrophyta Lower Taxonomy ============================== input: tab separated file with contaminants resu...
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import re def path_property(path: str): """ Extract the property name from a materialized path. As we traverse the catalog tree, we build a materialized path to keep track of the parent nodes. Examples: stream[0].properties.list_items.properties.account → list_items.account stream[0...
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import six def utf8(string): """Convert a Unicode or utf-8 encoded string to a native Python str. This function's name is misleading: while on Python 2 it really returns a utf-8-encoded string, on Python 3 it return a native Unicode Python str. This function is robust to incorrectly-enco...
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import re def add_or_replace_setting(old_buf, variable, new_value, quote_value=True): """ If there is a line setting 'variable' in 'old_buf' (in a "var=value" format), change it to set variable to new_value. If there is no such line, add a line to the end of buf setting variable to new_value. Return t...
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def _get_search_fields(model): """ Get search fields from a model :param model: Model object :return: Return list of fields otherwise return None """ search_fields = [] field_types = ['Slugfield', 'Foreignkey'] fields_names = ['object_id', 'content_object', 'time_created', 'last_update',...
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def mapkey(client, script, delay=0): """Run a Mapkey script in Creo. Make sure to remove any `mapkey(continued)` clauses from the script argument. The tilde at the start of a line should occur immediately after the semicolon at the end of the previous line. Args: client (obj): ...
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import re def check_filteraction(option, opt, value): # pylint: disable=W0613 """Custom parser for filter rule actions. Takes a string, returns an action as a Python object (list or string). The string "RATE_LIMIT n" becomes `["RATE_LIMIT", n]`. All other strings stay as they are. """ match = re.match(...
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def chain(checks): """ Chain multiple checks. First error fails, result from last check is returned as data """ def _validate(data): parsed = data for check in checks: parsed, error = check(parsed) if error != None: return None, error return parsed...
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def binomial_coeff_recursive(n, k): #This is the author's original version """Uses recursion to compute the binomial coefficient "n choose k" n: number of trials k: number of successes returns: int """ if k == 0: return 1 if n == 0: return 0 res = binomial_coeff_recursive...
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def value_to_message(value, num_bytes): """ Converts a integer configuration value to a message compatible byte (character) format to be appended to set configuration request. Inputs: value - Integer value. num_bytes - The number of bytes to package the integer into. Outputs: ...
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def get_min_hit_end_distance(l1, l2): """ Given two lists of kmer hit ends on a sequence (from get_kmer_hit_ends()), return the minimum distance between two hit ends in the two lists. In other words, the closest positions in both lists. >>> l1 = [2,10,20] >>> l2 = [12,15,30] >>> get_min_hit...
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def clean_row_author_info(row_author_info): """Returns a string of author info stripped of parentheses or numericals""" clean_row_author_info = "" for i in range(len(row_author_info)): undesirable_characters = "()-" if row_author_info[i].isnumeric() or row_author_info[i] in undesirable_characters: continue ...
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def binomial_coef_v3(n, k): """Computes the k-th coefficient of n-th degree binomial. Args: n (int): The degree of binomial. k (int): The order of binomial coefficient. Returns: (int): The k-th coefficient of n-th degree binomial. """ k = min(k, n - k) table = [1] + [0...
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def APMMonthly(data): """Requires the open, high, and low values to exist in the provided dataframe >>>'data'. For plotting, fill functions can be used inbetween the adrlow10+adrlow5 and the adrhigh10+adrhigh5. Parameters ---------- data : dataframe A dataframe with the requirement bei...
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from typing import List def map_spatial_axes( img_ndim: int, spatial_axes=None, channel_first=True, ) -> List[int]: """ Utility to map the spatial axes to real axes in channel first/last shape. For example: If `channel_first` is True, and `img` has 3 spatial dims, map spatial axes to real ...
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def differentiated_payment(p: float, n: float, i: float, m: int) -> float: """ Calculate the differentiated payment for the m-th period :param p: loan principal value :param n: number of payments :param i: monthly nominal interest rate :param m: current repayment period :return: amount of th...
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def preprocess(resized_inputs): """Faster R-CNN Resnet V1 preprocessing. VGG style channel mean subtraction as described here: https://gist.github.com/ksimonyan/211839e770f7b538e2d8#file-readme-md Args: resized_inputs: A [batch, height_in, width_in, channels] float32 tensor representing ...
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def deleteSpace1(s1): """ delete space in String sample: " abc x y z " => "abc x y z" """ sa = (s1.strip()).rsplit() sres = "" for i in range(len(sa)): if i>0: sres +=' ' sres += sa[i] return sres
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def is_valid(var, var_type, list_type=None): """ Check that the var is of a certain type. If type is list and list_type is specified, checks that the list contains list_type. Parameters ---------- var: any type Variable to be checked. var_type: type Type the variable is...
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def _md5_to_filename(md5): """ Converts base64 encoded md5 to filename safe base64 encoding. Uneeded padding is removed and '+' and '/' are replaced with safe alternatives. """ return md5[:22].replace('+', '-').replace('/', '_')
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def is_valid_w3e(file_path): """Checks if a given file is a valid w3e file.""" with open(file_path, "rb") as f: main_tileset_sig = f.read(4) main_tileset_sig = str(main_tileset_sig.decode('utf-8')) if main_tileset_sig == "W3E!": return True else: return False
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def strip_enclosing_quotes(string: str) -> str: """Strip leading/trailing whitespace and remove any enclosing quotes""" stripped = string.strip() # Need to check double quotes again in case they're nested inside # single quotes for quote in ['"', "'", '"']: if stripped.startswith(quote) and...
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def arePermsEqualParity(perm0, perm1): """Check if 2 permutations are of equal parity. Assume that both permutation lists are of equal length and have the same elements. No need to check for these conditions. :param perm0: A list. :param perm1: Another list with same elements. :return: Tr...
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def hypind(i, j): """ Returns a tuple identifier for a hyperplane of ith and jth observation, regardless of ordering. """ if i > j: return (j, i) else: return (i, j)
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from typing import List def read_hypothesis_file(fname: str) -> List[str]: """Reads lines from a text file and returns it as a list of strings.""" lines = [] with open(fname) as f: for line in f: lines.append(line.strip()) return lines
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def _find_install_subgraphs(graph): """In the install graph, find subgraphs that install a node instance. Make a dict of {instance id: subgraph}, based on the subgraph name. """ install_subgraphs = {} for task in graph.tasks: if task.is_subgraph and task.name.startswith('install_'): ...
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import time from datetime import datetime def to_timestampe(x: str, format_string: str): """ str -> timestamp Args: x: ex) 2022010101 format_string: ex) '%Y%m%d%H' Returns: timestamp """ return int(time.mktime(datetime.strptime(x, format_string).timetuple()))
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def safe_get_first(l): """Get the first element. Returns None if len == 0 """ if len(l) > 0: return l[0] else: return None
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def read_all_words_from_file(source_file): """ Function for read all words from source file. :param source_file: str File with words. :return: List of words. """ if not isinstance(source_file, str): raise TypeError with open(source_file, 'rb') as f_in: word...
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def Get_Better_Correlations(busqueda,df_distance,number_elements=10 ): """ Return a df with the correlation between a title and the others""" a=0 df = df_distance.loc[busqueda].to_frame() df.reset_index(inplace=True) df.insert(0, 'title1', busqueda) df.rename(columns={'index': 'title2', }, inpla...
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def max2(x, y): """ >>> max2(1, 2) 2 >>> max2(1, -2) 1 >>> max2(10, 10.25) 10.25 >>> max2(10, 9.9) 10.0 >>> max2(0.1, 0.25) 0.25 >>> max2(1, 'a') Traceback (most recent call last): ... UnpromotableTypeError: Cannot promote types int and string """ ...
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def my_sqrt(x: int) -> int: """ :param x: integer :return: integer - the square root of the input x """ return int(x**0.5)
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def split(binaryArray): """Split binary digits into separate digits""" return [int(char) for char in binaryArray];
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