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def dms_deg(degree_tuple): """ Convert degree minute' second'' to decimal angle :param degree_tuple: (degree, minute, second) tuple :return: Decimal angle in degrees Example: >>> import units as u >>> >>> u.dms_deg((45, 23, 34)) 45.39277777777778 ...
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import re def camel_to_snake(camel): """ make a camelcase from a snakecase with a few things thrown in - we had a case where we were parsing a spreadsheet and using the headings as keys in an object one of the headings was "Who Uploads?" """ camel = camel.strip() camel = re.sub(' ', ''...
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def variance(values, mean): """Calculate sample variance.""" return sum(map(lambda v: (v - mean)**2, values)) / len(values)
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def validate_license_model(license_model): """ Validate LicenseModel for DBInstance Property: DBInstance.LicenseModel """ VALID_LICENSE_MODELS = ( "license-included", "bring-your-own-license", "general-public-license", "postgresql-license", ) if license_mode...
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def richclub(graph, fraction=0.1, highest=True, scores=None, indices_only=False): # from http://igraph.wikidot.com/python-recipes#toc6 """Extracts the "rich club" of the given graph, i.e. the subgraph spanned between vertices having the top X% of some score. Scores are given by the vertex degrees by de...
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def getCommonAncestor(rng): """ Get lowest common ancestor element of the given js range @param range js range to get ancestor element of @return the lowest element that completely encompasses the range """ return rng.commonAncestorContainer
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from typing import Dict def find_coord_extrema (coords:tuple, extrema:Dict) -> Dict: """ find the minimum and maximum values from the solution coordinates. """ if coords[0] > extrema['x']: extrema['x'] = coords[0] if coords[1] > extrema['y']: extrema['y'] = coords[1] return extrema
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def clipped(piece_idx, move_idx): """ Determines whether the move is a valid knight move and is not clipped given the 8x8 geometry """ if move_idx not in range(64): return True move_x, move_y = (move_idx % 8, move_idx // 8) piece_x, piece_y = (piece_idx % 8, piece_idx // 8) x_dif...
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def cumsum(arr): """Do cummulative summation""" cs=[arr[0]] for a in arr[1:]: cs.append(cs[-1]+a) return cs
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import inspect from typing import Union from typing import get_args def get_annotation_class(parameter: inspect.Parameter) -> Union[type, None]: """ Get the class of the annotation. # Parameters parameter: `inspect.Parameter` The parameter to get the class of. # Returns `Union[...
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def gini(p): """Calculate the Gini impurity :param p: The probability or proportion of the samples belonging to a class :returns: Gini Index :rtype: float """ return p * (1 - p) + (1 - p) * (1 - (1 - p))
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def make_safe_star_id(star_id): """ Make a star id that is safe to include in a URL. :param star_id: star id that may contain spaces or plus signs [string]. :return: star_id safe to include in a URL [string]. """ return star_id.replace("+", "%2B").replace(" ", "+")
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def subtract_vect(a, b): """ subtract vector b from vector a Deprecated, use mpmath instead!!! :param a: [float, float, float] :param b: [float, float, float] >>> subtract_vect([1, 2, 3], [3, 2, 2]) (-2, 0, 1) """ return (a[0] - b[0], a[1] - b[1], a[2] - b[2]...
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def checklist_data(address_book, PersonFactory): """Create the data for the `Checklist` tests.""" return [PersonFactory(address_book, u'Vrozzek', first_name=u'Paul'), PersonFactory(address_book, u'Vranzz', first_name=u'Peter')]
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def dot_v2(vec1, vec2): """Return the dot product of two vectors""" return vec1.x * vec2.x + vec1.y * vec2.y
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def col_list(nn): """ Get names for the columns containing Trace value and Signal intensity value for a given nearest number of bases, from the dataframe returned by trace_df Parameters ---------- nn : int for number of nearest neighbours Returns ------- list : list containing colu...
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def _vpd(es, ea): """Vapor pressure deficit Parameters ---------- es : ee.Image or ee.Number Saturated vapor pressure [kPa]. ea : ee.Image or ee.Number Actual vapor pressure [kPa]. Returns ------- ee.Image or ee.Number Vapor pressure deficit [kPa]. """ ...
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import re def wrap_line(line, breakable_regex, line_cont, base_indent=0, max_width=80, rewrap=False): """Wrap the given line within the given width. This function is going to be exported to be used by template writers in Jinja as a filter. Parameters ---------- line Th...
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def xstr(s): """ Returns the given object as a string or if None then returns the empty string """ return str(s) if s else ""
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def find_in_line(view, character, forward=True): """Find a character in the current line. :param view: The view where we are performing the search. :param character: The sought character. :param forward: If `True`, search forward. If `False`, search backwards. Returns 0 or a...
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def sample_line_from_center(polyline, length_to_sample): """Takes a polyline and samples it a target length using the segmentAlongLine method.""" line_length = float(polyline.length) half_way_point = float(polyline.length) / 2 start_point = half_way_point - length_to_sample / 2 end_point = half_way_...
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def recursive_config_join(config1: dict, config2: dict) -> dict: """Recursively join 2 config objects, where config1 values override config2 values""" for key, value in config2.items(): if key not in config1: config1[key] = value elif isinstance(config1[key], dict) and isinstance(val...
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from typing import List import json def read_jsonl_file(file_path: str, single_line: bool = False) -> List: """ Loads a jsonl file and returns a list corresponding to each line in the file. Parameters ---------- file_path : str The file to load the data from single_line : bool, defaul...
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def get_suiting(string): """ Parses a string representing the suiting (suited/offsuit) of the player's two hole cards. Returns True if suited, False if offsuit. Returns None if the input could not be parsed. """ if "of" in string or "un" in string: # handles offsuit, unsuited, etc. ...
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def delete_segment(seq, start, end): """Return the sequence with deleted segment from ``start`` to ``end``.""" return seq[:start] + seq[end:]
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def pv_units(pv, default=''): """get units for pv object, with optional default value Parameters ---------- pv: pv object (created by PV()) default: string value for default units Returns ------- string with units """ try: units = pv.units except: ...
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def make_permission_config_key(view): """ Generates the the key to be stored in configuration for a given view :type view: rest_framework.views.APIView """ return "api_permission_{}".format(view.__class__.__name__)
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def _extract_first_field(data): """Extract first field from a list of fields.""" return list(next(iter(zip(*data))))
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import struct from io import BytesIO def get_jpeg_size(jpeg_bytes): """Get the size of a JPEG image without reading and decompressing the entire file. Based upon: * https://github.com/shibukawa/imagesize_py/blob/master/imagesize.py#L87 """ buf = BytesIO(jpeg_bytes) head = buf.read(24) if not head.st...
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import math def is_prime(n): """ What comes in: An integer. What goes out: Returns True if the given integer is prime. Returns False if the given integer is NOT prime. Side effects: None. Examples: This function returns True or False, depending on whether the giv...
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def get_package_url(data): """Get the url from the extension data""" # homepage, repository are optional if "homepage" in data: url = data["homepage"] elif "repository" in data and isinstance(data["repository"], dict): url = data["repository"].get("url", "") else: url = "" ...
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def dict_deep_update(target, update): """Recursively update a dict. Subdict's won't be overwritten but also updated. Args: target: Target dictionary to update. update: Parameters to update. Returns: dict: Updated dictionary. """ for key, value in update.items(): if k...
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def _get(redis, key): """ Get the current hits per rolling time window. :param redis: Redis client :param key: Redis key name we use to keep counter :return: int, how many hits we have within the current rolling time window """ return redis.zcard(key)
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def bytes_pls(some_val): """Convenience function that returns bytes when given str or bytes :param str or bytes some_val: thing desired as bytes :rtype: bytes """ if isinstance(some_val, bytes): return some_val return some_val.encode()
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import six import tokenize def extract_comments(source): """ Returns the text in each comment in a block of python code. Uses tokenize to account for quotations. CommandLine: python -m xdoctest.static_analysis extract_comments Example: >>> from xdoctest import utils >>> s...
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def email_address_str(name, email): """ Create an email address from a name and email. """ return "%s <%s>" % (name, email)
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def get_term_description(term, go_dag, ipr_map, pfam_map): """Takes an `InterPro`, `Gene Ontology` or `Pfam` annotation and returns it's description. Returns ------- str String description or None if one could not be found. """ term = term.upper() if 'IPR' in term: retur...
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def HHMMSS_to_seconds(string): """Converts a colon-separated time string (HH:MM:SS) to seconds since midnight""" (hhs,mms,sss) = string.split(':') return (int(hhs)*60 + int(mms))*60 + int(sss)
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def get_color_commands(indices, colors): """Returns postscript coloring string given indices and colors. - indices: base 1 index of color. NOT BASE 0. - colors: color name corresponding to color name used to generate color_map. - indices and colors must be lists of the same...
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def cq_blitz_mock(url, request): """ Mock for carrier update checking, blitz. """ thebody = b'<?xml version="1.0" encoding="UTF-8"?><updateDetailResponse version="2.2.1" sessionId="6158fdd7-4ac5-41ad-9849-b4ba9f18a3b5"><data authEchoTS="1366644680359"><status code="0"><friendlyMessage>Success</friendlyM...
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def get_root_val(root): """ :param root: current tree root :return: current tree root value """ return root[0]
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def _is_recipe_fitted(recipe): """Check if a recipe is ready to be used. Fitting a recipe consists in wrapping every values of `fov`, `r`, `c` and `z` in a list (an empty one if necessary). Values for `ext` and `opt` are also initialized. Parameters ---------- recipe : dict Map the...
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def nest(dict_in, delim="__"): """Nests the input dict by splitting keys (opposite of flatten above)""" # We will loop through all keys first, and keep track of any first-level keys # that will require a recursive nest call. 'renest' stores these keys output, renest = {}, [] for key in dict_in: ...
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def prepare_features(dataframe): """Prepares the features for provided dataset. Args: dataframe: A Pandas DataFrame expected to contain data from the desired data set. Returns: A new DataFrame that contains the features to be used for the model. """ processed_features = dataframe.copy() retur...
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def processCheckboxes(checkboxes, options): """ Process the GUI checkboxes and return a list containing strings denoting which boxes were checked :param checkboxes: list - A list of Checkbar objects :param options: list - A list of all options represented by this group of checkboxes :return: tag_selectio...
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from typing import List from typing import Tuple from typing import Dict def convert(day_input: List[str]) -> Tuple[Dict[str, List[range]], List[int], List[List[int]]]: """Converts the input into a tuple with: 1. A dictionary with the fields, where for each field the value is a list of the valid ranges, e...
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def indent(block_of_text, indentation): """ Helper function to indent a block of text. Take a block of text, an indentation string and return the indented block. """ return "\n".join(map(lambda x: indentation + x, block_of_text.split("\n")))
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def clustercenter(samples): """ Computes the geometric center of a set of vectors. samples = [ [v11,...,v1N], ... [vn1,...,vnN] ] """ N, dim = len(samples), len(samples[0]) if N == 1: # singleton cluster return samples[0] # Cluster center is the average in all dimensions dsum = [0.0] * dim for d...
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import random def pick(*args): """ Randomly picks one of its arguments to return. Parameters ---------- *args : variadic A series of values from which one will be randomly selected. Returns ------- One value from the argument list. """ return args[random.randrange(len...
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import re def insert_table_name( query: str, table_prefix: str, table_suffix: str, placeholder: str = "@table_name", ) -> str: """ Replace @table_name with the actual table name BigQuery doesn't support parameterized table names :( Sanitizes the suffix, lol Args: query (st...
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def resolve_absolute_path(filename): """Fetch filename from absolute path""" return filename.split('/')[-1]
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def remove_id_version(s, force=False): """ Remove the optional '.VERSION' from an id if it's an Ensembl id or if `force` is True. """ if force or s.startswith('ENS'): return s.split('.')[0] else: return s
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import string def remove_punctuation(text): """ Removes all punctuation from the given string :param str text: Removes all punctuation from the given text :return: Punctuation-removed string :rtype: str """ translator = str.maketrans('', '', string.punctuation) return text.translate(tra...
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def remove_protected_attrs(item: dict) -> dict: """ Remove protected (AWS-only) attributes from a DynamoDB item. """ attrs = [attr for attr in item.keys() if attr.startswith('aws:')] for attr in attrs: del item[attr] return item
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def dot_to_point(dot): """ (str) -> tuple Maps a <dot> to it's location on the board. used to render a dot in it's proper place. """ if dot == 'Northwest': return 100, 500 elif dot == 'North': return 300, 500 elif dot == 'Northeast': return 500, 500 e...
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def create_cursor(connection): """ Create a cursor for executing SQL in the database on the provided connection. """ curs = connection.cursor() return curs
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def bitmap_to_bytes(bitmap): """Turn bitmap into string of bytes The returned value is representation of bitmap suitable for store in the DataFrame, and ultimately in the HDF5 file. Parameters ---------- bitmap : BitMap Bitmap / bitset, which representation we want to get. Returns...
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def convert_string(string, chars=None): """Remove certain characters from a string.""" if chars is None: chars = [',', '.', '-', '/', ':', ' '] for ch in chars: if ch in string: string = string.replace(ch, ' ') return string
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import requests import json def put(url, data = {}): """ Submit http put to a URL and parse the JSON that's returned :param url: The URL to submit put to :return: The JSON response """ r = requests.put(url, data) return json.loads(r.text)
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def toList(given): """ This will take what is given and wrap it in a list if it is not already a list, otherwise it will simply return what it has been given. :return: list() """ if not isinstance(given, (tuple, list)): given = [given] return given
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from typing import List import random def generate_multiplications(multiplier: int, shuffle_order: bool = False ) -> List[str]: """Returns a list of multiplication questions for the given multiplier.""" # Define multiplicands (i.e. numbers 1-12) multiplicands = list(range(1, 1...
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def input_param(name, value): """ Display input name and value for checking. :param name: parameter name. :param value: parameter value. :return: value. """ print('{} = {}'.format(name, value)) return value
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import collections import pickle def load_autofolio(fn:str): """ Read a pickled autofolio model. Parameters ---------- fn: string The path to the file Returns ------- A namedtuple with the following fields: - scenario: ASlibScenario The aslib scenario informat...
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def map_qubit_to_x(qubit_no, num_variables): """This reverses map_x_to_qubit.""" return divmod(qubit_no, num_variables)
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def get_class_name_with_new_suffix(klass, existing_suffix, new_suffix): """ Generates new name by replacing the existing suffix with a new one. Args: klass (type): original class from which new name is generated existing_suffix (str): the suffix which needs to remain where it is new...
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def copy_column(column, schema): """ Safely create a copy of a column. """ return column.copy(schema=schema)
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def strike_volume(grain_mass, ratio): """ Calculate amount of liquor to strike the grain with :param grain_mass: [float] in pounds :param ratio: [float] desired ratio in quarts / pound :return: [float] quarts of H2O """ return grain_mass * ratio
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import re def regex_boolean_detect_creating(text_item): """ This helps with detecting the ready-state of a new/being made dynamoDB table, checking to see if the status = "creating" """ # look for the pattern of: tablestatus = creating pattern = r"'TableStatus': 'CREATING'" # run regex t...
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def distance_cumulative(a, b): """ Manhattan distance between two 2D vectors (the sum of the absolute difference along all parts). """ return sum(abs(x - y) for x, y in zip(a, b))
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def getSignedVal(num: int, bitSize: int): """ Return the signed value of the number. :param num: unsigned integer value :param bitSize: length of the value in bits """ mask = (2 ** bitSize) - 1 if num & (1 << (bitSize - 1)): return num | ~mask else: return num & mask
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def curate_urls(start_date, end_date): """ A function that curates the urls for the data in the given time range. :param list [int] start_date: [matchday, year] :param list [int] end_date: [matchday, year] :return: List of urls of matches from each game day in the given time period """ ...
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import math def norm_entropy(probs): """get the normalized entropy based on a list of proabilities Parameters ---------- probs: list list of probabilities Returns ------- normalized entropy of the probabilities """ entropy = 0 for prob in probs: if prob > 0: ...
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def flatten_tokens(dom): """Flattens <token> nodes in DOM""" # Modify the DOM, flattening <token>s # './/*token' does not find <token>s that are children of <doc> for node in dom.findall('.//token'): # Flatten the children of <token> with \t flat = "\t".join(node.itertext()) ...
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def _safe_divide(x, y): """This returns zero if the denominator is zero """ if y == 0: return 0 return x / y
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def aggregate_video_cluster_metrics(responses, metrics, info=None): """Aggregates the video cluster metrics with one step responses. Args: responses: a dictionary of names, observed responses. metrics: A dictionary mapping from metric_name to its value in float. info: Additional info for computing metr...
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import time def epoch_milliseconds(d): """Convert a datetime to a number of milliseconds since the epoch.""" return time.mktime(d.timetuple()) * 1000
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def concatenate(s1: str, s2: str) -> str: """ Return the concatenation of `s1` with `s2`. """ return s1 + s2
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def tribonacci(n: int) -> int: """Calculate the Nth Tribonacci number.""" f0: int = 0 f1: int = 0 f2: int = 1 for _ in range(n): f0, f1, f2 = f1, f2, f0 + f1 + f2 return f0
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def get_forces(system): """ get forces from a system as a dictionary arguments system : simtk.openmm.System system to query returns _dict : dict {force_name: (force, force_idx)} where force_name is a string, force is a simtk.openmm.Force, and force_i...
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def mirror_search_terms(terms): """ Interchange the sidedness of a query :param terms: List of strings matching (H|L)[0-9]+(l|r)? <has/lacks><ringid>[<left/right>] :return: The same terms with occurrences of 'left' and 'right' interchanged """ terms = [term.replace('l', 'Q').r...
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import math def vdist(vect1,vect2): """ This function returns the euclidean distance (the straight-line distance) between two vector coordinates. The distance between two points is the length of the vector joining them. Parameters ---------- vect1: *float list*. The first vector ...
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def constraint3(lowest_right_hand_keypoint: int, lowest_left_hand_keypoint: int) -> bool: """ Is lowest right hand keypoint higher than lowest left hand keypoint? """ return lowest_right_hand_keypoint < lowest_left_hand_keypoint
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def union_intervals(intervals): """Size of the union of a set of intervals :param intervals: list or set of integer pairs (left, right) :returns: size of the union of those intervals :complexity: :math:`O(n \\log n)` """ furthest = float('-inf') # furthest interval endpoint seen so far len...
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def hidden_thankers(num_hidden, all_hidden=False): """ Description of hidden thankers. Parameters ---------- num_hidden : int Number of hidden users who liked this post. all_hidden : bool, optional Indicates if all users who liked this post are hidden. Returns ------- str Information about hidden users...
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def rotated_binary_search(sorted_collection: list[int], item: int, low: int, high: int) -> int: """ :param sorted_collection: the rotated list we would like to find the item within :param item: the item to be found within the sorted_collection :param low: for the binary search, the lowest index on the c...
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import re def longest_matching(lines, regex): """Returns the index of the first : in the longest matching line :param lines: list of strings to find the longest parameter in :param regex: regex to identify the lines to compare :returns: The highest index of the first : in the matching lines, ...
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def count_parameters(model) -> int: """Count parameters in a torch model. Parameters ---------- model : torch.nn.module The model from which you want to count parameters. Returns ------- int Total number of parameters in the model. """ return sum(p.numel() for p in ...
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def fast_forward(lottery_info, top_pick_list, teams_selected, current_slot): """ fast_forward automatically advances the site to the top 4 if all 4 teams are known @param lottery_info (dict): Dictionary keyed by reverse standings order, with dictionary values containing 'na...
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def parse_number(f): """Parse numbers like 123.456 or 1,234M.""" if f[-1] == 'M': return int(float(f[:-1].replace(',', '.')) * 1e6) return int(f.replace('.', ''))
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def add_area(vector): """ Function to add area as a property to a GEE feature collection representing a polygon or multipolygon. :param vector: GEE feature collection representing a polygon or multipolygon feature. :return: GEE feature collection of a polygon/multipolygon with an area property for each...
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def remove_error_codes(df, dependent_variable = 'components.cont.conditions.logic.errorCode', skip=True): """ Remove errorcode columns from features except the target errorcode column. Usually, this is not necessary. :param df: dask dataframe :param dependent_variable: target errorcode column (String) ...
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def cif2float(cifnum): """ Convert a cif-floating point number that may include an uncertainty indication to a proper floating point number. In a .cif file the value "0.4254(4)" is a floating point number where the digit in brackets gives the uncertainty. To convert this number to a regular Pyt...
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def get_file_name(path): """ Extracts the name of the file from the given path :param path: location of the file in which the name will be extracted from :return: """ split_path = path.split("/") file_name = split_path[len(split_path) - 1] return file_name
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def get_living_neighbors(i, j, generation): """ returns living neighbors around the cell """ living_neighbors = 0 # count for living neighbors neighbors = [(i-1, j), (i+1, j), (i, j-1), (i, j+1), (i-1, j+1), (i-1, j-1), (i+1, j+1), (i+1, j-1)] for k, l in neighbors: ...
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def calculate(input_): """ Given a string with numbers separated by comma like "+1, -2" calculate the sum of the numbers """ return sum([int(x.strip()) for x in input_.split(",") if x])
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import math def get_neuron_distance_periodic(grid_w, grid_h, pre_pos, post_pos): """ Compute distance between two neurons on a grid with periodic boundaries :param grid_w: width of grid :param grid_h: height of grid :param pre_pos: presynaptic neuron position :param post_pos: postsynaptic neur...
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def qs(q): """ Helper method for quantile list. Calculates quantile steps for q number of quantiles. Parameters: -------------- q: int, number of quantiles Returns: -------------- quantile_list: list of quantile steps """ step = 100 / q quantile_list = []...
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def dict_to_yaml_list(pdict): """Converts a python dict into a yaml list (volumes, configs etc) :pdict: python dict :return: list of a yaml containing colon separated entries """ return [f'{k}:{v}' for (k, v) in pdict.items()]
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def user_required(handler): """ Decorator that checks if there's a user associated with the current session. Will also fail if there's no session present. """ def check_login(self, *args, **kwargs): auth = self.auth if not auth.get_user_by_session(): self.redirect(self.u...
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def on_segment(p, q, r): """Given three colinear points p, q, r, the function checks if point q lies on line segment 'pr'.""" if (q.x <= max(p.x, r.x)) and (q.x >= min(p.x, r.x)): if (q.y <= max(p.y, r.y)) and (q.y >= min(p.y, r.y)): return True return False
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