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def calculate_transaction_revenue(trade_volume, last_price, brokerage_fee): """Calculates transaction revenue Parameters: trade_volume (float): the amount of stocks that the user wants to sell last_price (float): the last price of the stock brokerage_fee (float): price of the transactio...
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def _data(arr, bitwidth=32): """Make a FuTIL-ready JSON data dict.""" return {'data': arr, 'bitwidth': bitwidth}
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def reshape_to_vectors(x): """Reshape set of images to vectors.""" return x.reshape(x.shape[0], -1)
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def variant_name(variant): """Return a human-readable string representation of variant.""" if variant is None: return '<default>' return variant
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def mergeDictionaries(inputDict, separator=';'): """This function merges two or more dictionaries whereas values from different sources for the same key are combined by indicating the provenance. For example sourceA = {'a': 'val1'} and sourceB = {'a': 'val2'} will be merged into {'a': 'val1 (sourceA)\nval2 (sour...
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def load_body_data(smpl_data, gender='female', idx=0, n_sh_bshapes=10): """ Loads MoSHed pose data from CMU Mocap (only the given idx is loaded), and loads all CAESAR shape data. Args: smpl_data: Files with *trans, *shape, *pose parameters gender: female | male. CAESAR data has 2K male, 2K f...
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def get_channel_names_or_ids(metadata): """ Get a list of unique channel names, using ID instead if a name is null or duplicated. Parameters ---------- metadata : pd.DataFrame A DataFrame containing 'channels.name' and 'channels.id' columns Returns ------- actual_channel_names ...
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def calc_probabilities(applications): """ calculate the probability of each application return list of the weight of each application showing how likely the application is to be chosen in comparison with others *the sum of the list is 1* """ sum_advantage = sum(app.get_advant...
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def which_prize(points): """ Notifies a competitor of the prize they have won in a game, depending on the number of points they've scored """ prize = None if points <= 50: prize = "wooden rabbit" elif points <= 150: prize = None elif points <= 180: prize = "wafer-...
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def to_table_name(stream_id): """Convert a stream ID into a table name""" return stream_id.replace('-', '_')
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from typing import Any def format_response_dict(audio_path: str, response: Any, stt_provider:str)->dict: """Formats the STT response as a dict to be written to json""" transcript = list() conf = list() words_confs = list() if stt_provider == "google": for i in range(len(response.resu...
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def filter_metadata(metadata, cells): """ Remove filtered cell from metadata dataframe. Args: metadata (pd.DataFrame): cell metadata. cells (list-like): list of cells to keep. Returns: (pd.DataFrame): filtered metadata. """ return metadata.loc[cells]
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def view_complete(value): """ Append necessary request values onto the url. """ return "{}?view_adult=true&view_full_work=true".format(value)
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def inputLoop(inputList): """ This is a simple function that takes as input a list of strings. The function is a while loop to catch one of the terms of the list from the command line. Verifies whether the input is in the input list, otherwise asks again. """ string = "" string += "Please ...
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def _FollowedByEmpty(row, index): """Returns true if all columns after the given index are empty.""" return not any(row[index + 1:])
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def tags(tag_coll): """Serializes the given tags to a JSON string. :param set[str] tag_coll: a set of tags :return: a dictionary suitable for JSON serialization :rtype: dict """ return {'tags': sorted(tag_coll)}
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def sitearea_fromqcm(M, mpc, nmol=1): """Average area of a surface site Calculate the average area of a surface site from qcm data Parameters ---------- M : float Molecular mass in atomic mass units mpc : float Mass per cycle in ng/cm2 nmol : int, optional (default 1) ...
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def reshape_array(shape, array, flip_vertically=False, copy=False): """Reshape a flat array. Examples -------- >>> from landlab.utils.structured_grid import reshape_array >>> x = np.arange(12.) >>> y = reshape_array((3, 4), x) >>> y.shape == (3, 4) True >>> y array([[ 0., 1.,...
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def update_nested_dict(a, b): """ update nested dict `a` with another dict b. usage:: >>> a = {'x' : { 'y': 1}} >>> b = {'x' : {'z':2, 'y':3}, 'w': 4} >>> update_nested_dict(a,b) {'x': {'y': 3, 'z': 2}, 'w': 4} """ for k, v in b.iteritems(): if isinstance(v,...
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def hello_user(name): """Function that returns a string that says hello to the name that you introduce Args: name (String): Name that you want to add to the string Returns: String: It returns '¡Hola {name}!' """ return '¡Hola ' + name + '!'
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def chunk(obj, max_length): """ A wrapped recursive function to chunk a list/string/... into pieces under a certain length/size, i.e. given a very long string, break it into numerous smaller strings, all under max_length: $ result = utils.chunk(["aa bb cc dd ee ff gg", ], 0, 5) $ ['aa bb', ' cc d', 'd ee ', '...
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def mean(data): """Calculate the mean of a list of numbers Parameters: *data* a list of numbers whose mean to calculate """ return float(sum(data))/len(data)
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def generate_ordered_sequences(waypoint_lists): """ Given an ordered list of lists of possible choices, generate all possible ordered sequences. """ sequences = [] if len(waypoint_lists) == 0: return [] if len(waypoint_lists) > 1: for node in waypoint_lists[0]: for child in generate_ordered_sequences(wayp...
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import typing from typing import OrderedDict import ast import itertools def _build_grid_search_commands(script: str, params: typing.Iterable[str]) -> typing.Iterable[typing.List[str]]: """ Build all grid search parameter configurations. :param script: String of command prefix, e.g. ``emloop train -v -o ...
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import json def load_json(json_path): """Load json file as dictionary Args: json (str): path to json file Returns: dict: dictionary representation of json file """ with open(json_path, "r") as file: return json.load(file)
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import random def randbytes(count) -> bytes: """Return a random byte array""" return bytes([random.randint(0, 255) for index in range(count)])
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def apply_color_matrix(im, m): """Transform a color array with the given 3x3 matrix. Parameters ========== im : array of shape (...,3) Can be an image or a 1D array, as long as the last dimension is a 3-channels color. m : array of shape (3,3) Color matrix to apply. Re...
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def pre_hash(triple, contains_iter=True): """Prepare tuple to be hashed. This means that each element of the tuple will be converted to string. The first item (profile) should be iterable, whilst only the second and third items (positive and negative) will be considered as well, leaving the rest ou...
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def natural_size(num: float, unit: str = "B", sep: bool = True) -> str: """ Convert number to a human readable string with decimal prefix. :param float num: Value in given unit. :param unit: Unit suffix. :param sep: Whether to separate unit and value with a space. :returns: Human readable strin...
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def _parse_angl_line( line ): """Parse an AMBER frcmod ANGL line and return relevant parameters in a dictionary. AMBER uses angle and force constant, with the factor of two dropped. Here we multiply by the factor of two before returning. Units are degrees and kilocalories per mole.""" tmp = line.split() pa...
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import base64 def b64(inputStr): """ Encode the string to its base64 value. """ if inputStr is bytes: return base64.b64encode(inputStr) else: return base64.b64encode(inputStr.encode('utf-8'))
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def get_TD_error(new_value, value, reward, has_finished, discount): """Return TD error. Args: new_value: Value at next state. value: Value at current state. reward: Reward in transitioning to next state. has_finished: If the game has finished. discount: Discount factor. ...
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def histogram(s): """ Returns a histogram (dictionary) of the # of letters in string s. The letters in s are keys, and the count of each letter is the value. If the letter is not in s, then there is NO KEY for it in the histogram. Example: histogram('') returns {}, histogram('...
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def _fix_floating_point(a): """Iterate through an array of dicts, checking for floats and rounding them.""" def get_type(thing): try: return thing['type'] except KeyError: return 'message' for thing in a: if get_type(thing) not in ['cbg', 'smbg']: ...
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def remove_suffix(input_string, suffix): """Returns the input_string without the suffix""" if suffix and input_string.endswith(suffix): return input_string[:-len(suffix)] return input_string
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def chop_text(dc, text, max_size): """ Chops the input `text` if its size does not fit in `max_size`, by cutting the text and adding ellipsis at the end. :param `dc`: a `wx.DC` device context; :param `text`: the text to chop; :param `max_size`: the maximum size in which the text should fit. ...
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def getColor(cnvtype, pathOrBen): """Return the shade of the item according to it's variant type.""" if cnvtype not in ["copy_number_loss","copy_number_gain"] or pathOrBen not in ["Benign", "Pathogenic"]: return "0,0,0" if cnvtype == "copy_number_loss": if pathOrBen == "Pathogenic": ...
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def radio_state(button): """Radio state. Parameters ---------- button : QtGui.QRadioButton the button state Returns ------- response : bool True (if Yes selected), False (if No selected) """ if button.isChecked(): return True else: return False
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import json def read_coef(configfile="config_dbzhtorate.json"): """ Read Z-R and Z-S conversion coefficients from file. Keyword arguments: configfile -- json file containing coefficients Return: coef -- dictionary containing coefficients """ with open(configfile, "r") as jsonfil...
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import math def truncate(number, digits) -> float: """Truncate the input `number` to ` digits` digits.""" stepper = 10.0 ** digits return math.trunc(stepper * number) / stepper
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def get_prop(obj, prop, mytype='str'): """Get a property of a dict, for example device['uptime'], and handle None-values.""" if mytype == 'str': if prop in obj: if obj[prop] is not None: return obj[prop].encode('utf-8') return '' else: if prop in obj: ...
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def set_attr(object, attribute, value): """ Sets the named attribute on the given object to the specified value. Then returns it. setattr(x, 'y', v) is equivalent to ``x.y = v'' :param object: The object :type object: ```Any``` :param attribute: The attribute :type attribute: ```str``` ...
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def str_digit_to_int(chr): """ Converts a string character to a decimal number. Where "A"->10, "B"->11, "C"->12, ...etc Args: chr(str): A single character in the form of a string. Returns: The integer value of the input string digit. """ # 0 - 9 if chr in ("0", "1", "2"...
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def getadjacent(graph, vertex): """ vertex is the node indexnumber i.e 1, 2, 3, ... or 8 and returns all adjacent nodes For example: getadjacent(1) -> [2, 4, 6] getadjacent(2) -> [1, 3, 7] getadjacent(3) -> [2, 4, 8] .... """ nodes = [...
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def power3(n): """This function calculates the power of three of a given number.""" result = n**3 return result
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def from_key_to_line_number(key): """ Takes a key and returns the line number in it :param key: The key to parse :return: line number """ n = key.split(".", 2)[1] # Sometimes line number contains a redundant "l" at the end ("Q005624.1l" for example), so we ignore it. if n[-1] == "l": ...
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def calc_canopy_evaporation(pet, wetFrac): """ Calculate the evaporation from canopy interception storage Parameters ---------- pet : int or float Potential evapotranspiration [mm day^-1] wetFrac : float Wetted fraction of the canopy Returns ------- canopyEvap: float ...
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def transpose_list(lst): """ From list of lists (of same length) lst Returns transposed list lst2 where lst[i][j] = lst2[j][i] """ if isinstance(lst[0], list): return list(map(list, zip(*lst))) return lst
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def filter_features(features, geom_type='Polygon'): """Filter input GeoJSON-like features to a given geometry type.""" return [f for f in features if f['geometry']['type'] == geom_type]
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def mph(value): """ Convert kilometers per hour to miles per hour """ return round(value * 0.6214, 1)
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def get_value(lst, row_name, idx): """ :param lst: data list, each entry is another list with whitespace separated data :param row_name: name of the row to find data :param idx: numeric index of desired value :return: value """ val = None for l in lst: if not l: conti...
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def register_to_signed_int(x, base=16): """ Modbus uses 16-bit integers, which can sometimes be treated as a signed 15-bit number. This handles converting a signed 16-bit number to a proper int Optionally can also work on other bases, but that's not normally needed """ if x & (1 << (base-1)): ...
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def pad_box(bounding_box, padding, image_shape): """ Add padding around given bounding box making sure not to exceed boundaries of the image. bounding_box is 4-tuple (min_row, min_col, max_row, max_col). Returns a new bounding_box as a 4-tuple. """ (min_row, min_col, max_row, max_col) = bounding...
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def db_url(request): """ Database URL used in sqlalchemy.create_engine Use ``--test-db-url`` pytest parameter or override this fixture in your test to provide your desired test database url. For valid urls see: http://docs.sqlalchemy.org/en/latest/core/engines.html Defaults to SQLite memory databas...
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def strip_string(phrase: str): """ The strip method removes leading and trailing whitespace from a string :param phrase: :return: """ return phrase.strip()
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def get_month_order(current_month): """ This function takes the current month integer (1=Jan, 12=Dec) and returns the correct order of months that should appear in the long term data sheets, including the four month average column and ticker column. For example: 1. get_month_order(4) should return ...
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def Btu_hftR2kJ_hmK(x): """Btu/(hr-ft-R) -> kJ/(h-m-K)""" return 6.231*x
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def split_data(data): """ A function drops data and splits the target Parameters ---------- data - a pandas dataframe, including target to be dropped Return ------- A tuple of the observations, target """ features = data.drop(columns = ['target','education', 'fnlwgt', 'capital...
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from typing import Optional from typing import Dict from typing import Iterable def stripped_by_keys(dictionary: Optional[Dict], keys_to_keep: Iterable) -> Dict: """Returns a dictionary containing keys and values from dictionary, but only keeping the keys in `keys_to_keep`. Returns empty dict if `diction...
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def insertion_sort(lst): """ Sorts list from lowest to highest using insertion sort method In - takes in a list of integers Out - returns a list of sorted integers """ for i in range(1, len(lst)): j = i - 1 temp = int((lst[i])) while j >= 0 and temp < lst[j]: lst[j + 1] = lst[j] ...
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def compute_metric_deltas(m2, m1, metric_names): """Returns a dictionary of the differences of metrics in m2 and m1 (m2 - m1)""" return dict((n, m2.get(n, 0) - m1.get(n, 0)) for n in metric_names)
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def indent_sql(query: str) -> str: """ Indents an SQL query based on opening and closing brackets. """ indent = 0 lines = query.split("\n") for idx, line in enumerate(lines): lines[idx] = (" " * indent) + line if len(line) >= 1: if line[-1] == "(": indent...
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import math def zscore(observed, expected, N): """ Computes z-score for the normal distribution :param observed: number of occurrences :param expected: number of occurrences :param N: sample size :return: """ observed = float(observed) / float(N) expected = float(expected) / float(...
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from typing import Callable def rename(new_name: str) -> Callable[[Callable], Callable]: """Rename a function.""" def _decorator(func: Callable) -> Callable: def _wrapper(*args, **kwargs): return func(*args, **kwargs) _wrapper.__name__ = new_name return _wrapper retur...
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def walk(predicate, cursor): """Yield all nodes found by recursively visiting the AST """ return (c for c in cursor.walk_preorder() if predicate(c))
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def _init_well_info(well_info, wname): """Initialize well info dictionary for well """ if wname not in well_info.keys(): winfo = dict() winfo['welltype'] = 'Producer' winfo['phase'] = 'Oil' well_info[wname] = winfo return well_info
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import csv def csv_headers(csv_filepath, encoding="utf-8", delimiter=','): """ Parse a CSV file to a list of named tuples. The first row of the CSV is assumed to contain headers, which are used to generate the named tuple properties. Tuple property names are converted to lowercase and spaces are r...
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def display_error_output(output: dict): """ Transform a error output into a human readable str :param output: dict containing the error output :return str: a human readable string for the terminal """ txtoutput = "" txtoutput += f"{output['ename']} : {output['evalue']}\n" txtoutput += "...
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from typing import Optional import re def get_patch_notes_line_number(commentBody: str) -> Optional[int]: """ Returns the first integer from the comment body Returns None if no valid integer can be found """ comment_first_line = commentBody.partition("\n")[0] number_line_match = r...
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def validate_birth_year(passport: dict) -> bool: """ Return True if the birthyear in a password is between 1920 and 2002 DOCTEST >>> validate_birth_year(passport={"ecl": "gry", "byr": "1937"}) True >>> validate_birth_year(passport={"ecl": "gry", "byr": "1919"}) False >>> validate_birth_...
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def is_variant(record): """ Return true if record is a variant Standard pyvcf `.is_snp` does not work correctly for GATK's GVCF format :param record: pyvcf record :return: """ alts = set(list(map(str, record.ALT))) non_variant_alts = {".", "<NON_REF>"} true_alts = alts - non_vari...
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def all_conditions_nominal(conditions): """ Check whether all conditions are nominal. If no conditions are specified, assume nominal. """ if not conditions: return True return all(c.nominal for c in conditions)
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def get_metadata() -> dict: """ Return a bunch of metadata (description, units, long_name, etc.) for the output dataset. Returns: ======== metadata: dict """ metadata = { "fmin_gpm": { "units": "", "long_name": "fmin_gpm", "description": "FMIN...
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import mpmath def pdf(x, mu=0, sigma=1): """ Normal distribution probability density function. """ # Defined here for consistency, but this is just mpmath.npdf return mpmath.npdf(x, mu, sigma)
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def enum_value(value, text=None, is_default=False): """Create dictionary representing a value in an enumeration of possible values for a command parameter. Parameters ---------- value: scalar Enumeration value text: string, optional Text representation for the value in the front...
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def ice_to_freshwater(icevol, rho_ice=900, rho_water=1000): """Cleanly convert volume of glacial ice (km3) to equivalent volume fresh water (liter). Arguments: icevol = volume of ice to convert, in km3 rho_ice = density of glacial ice (default 900 kg/m3) rho_water = density of freshwater...
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def align_on_left(txt: str) -> str: """ Remove all leading/trailing spaces for each line. """ txt_out = [] for curr_line in txt.split("\n"): curr_line = curr_line.rstrip(" ").lstrip(" ") txt_out.append(curr_line) res = "\n".join(txt_out) return res
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def setTime(date, hour, minute, second): """Takes in a date, and returns a copy of it with the time fields set as specified. Args: date (Date): The starting date. hour (int): The hours (0-23) to set. minute(int): The minutes (0-59) to set. second (int): The seconds (0-59) to...
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def check_blanks(plaintext: list, ciphertext: list) -> int: """Check if the ciphertext can fit in plaintext. Compare the number of blank lines in **plaintext** to the number of lines in **ciphertext**. If they aren't a match, returns the number of extra blank lines needed. Args: plaintext ...
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def sortNTopByVal(tosort, top, descending=False): """ Sort dictionary by descending values and return top elements. Return list of tuples. """ return sorted([(k, v) for k, v in tosort.items()], key=lambda x: x[1], reverse=descending)[:top]
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def create_headers(bearer_token: str): """ Creates the header to be sent along with the request to the api :param bearer_token: the authentication token :return: dictionary with authentication information """ return {"Authorization": f"Bearer {bearer_token}"}
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def pandas_df_to_records(df): """Convert a Pandas DF to a list of tuples representing rows ('records').""" return df.to_records(index=False).tolist()
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def pg_base_connection_string(request, pg_db_name): """ A Postgres connection string without the database name at the end. eg. postgresql+asyncpg://virtool:virtool@localhost """ return request.config.getoption("postgres_connection_string")
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def trim_exams(image_channels): """ Trims the larger exam to match length. Receives arbitrary list of (num_frames, height, width) as input. The number of frames between the exams will be trimmed to match the dimensionality of the smallest exams. """ min_frames = min([channel.shape[0] for ch...
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import logging import csv import json def convert_csv_file_to_json_file(csv_filename, json_filename=None, seperator=","): """ Purpose: Convert .csv File to .json Args: csv_filename (String): .csv file to convert to .json json_filename (String): filename for the resulting .json ...
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def get_node_wrapped_tensor_info(meta_graph_def, path): """Get the Any-wrapped TensorInfo for the node from the meta_graph_def. Args: meta_graph_def: MetaGraphDef containing the CollectionDefs to extract the node name from. path: Name of the collection containing t...
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def make_message(obj, context=None): """ Build a message using the specific context Parameters ---------- obj : :obj:`dict` A dictionary containing the non-context information of a message record. context : :obj:`dict`, optional Dictionary with the link to the context file or co...
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import logging def logger(name, level=None): """ Create logger with appropriate level. """ ret = logging.getLogger(name) ret.addHandler(logging.StreamHandler()) ret.setLevel(getattr(logging, level) if level else logging.INFO) return ret
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def _target_to_test_name(target: str, test_suite_path: str) -> str: """Get test_name from `suite_name_test_name__tf__backend_name`.""" return target.split('__')[0].replace(f'{test_suite_path}_', '')
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def is_commanddictnode_defined(node): """ A child node is defined if it has either a helptext/callback/summary. If a node's callback is None it can still be undefined. """ return (('callback' in node and not node['callback'] is None) or 'help_text' in node or 'summary' in node)
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def diffusion(grid, ivar, alpha): """Compute the diffusion terms of the variable tagged "ivar". Arguments --------- grid : grid object Grid containing data for a given stencil. ivar : string Name of the grid variable to be operated on. alpha : float Diffusion coefficient...
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def loop(conn): """The main loop.""" def process(): try: conn.Process(1) except KeyboardInterrupt: return 0 return 1 while process(): pass
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def wordfreq(text): """Return a dictionary of words and word counts in a string.""" freqs = {} for word in text.split(): freqs[word] = freqs.get(word, 0) + 1 return freqs
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def cshock_dissipation_time(shock_vel,initial_dens): """A simple function used to calculate the dissipation time of a C-type shock. Use to obtain a useful timescale for your C-shock model runs. Velocity of ions and neutrals equalizes at dissipation time and full cooling takes a few dissipation times. A...
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def errors(form): """Render non field errors for a form.""" return {'form': form}
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import json def get_es_config(file_path): """ Reads a json file containing the elastic search credentials and url. The file is expected to have 'url', 'username' and 'password' keys """ with open(file_path) as stream: credentials = json.load(stream) return (credentials['url'], ...
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import json import hashlib def dict_hash(a_dict): """Return a hash for a dict. See https://stackoverflow.com/a/22003440.""" dict_str = json.dumps(a_dict, sort_keys=True, default=str) return hashlib.md5(dict_str.encode('utf8')).hexdigest()
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def lcs_analysis(Nb,Ne,Mb,Me,lcs,identical,equivalent,different): """This routine is derived from lcs_to_diff. Instead of writing out the diff based on the snake list it analyses the snake list and establishes whether the reference file and the data file are identical, equivalent, or different. ...
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from typing import Iterable def crc16(*datas: Iterable[int], initial: int = 0) -> int: """Computes a CRC-16 checksum over a series of bytes. Parameters ---------- datas : Iterable[int] A list of data sources, each of which produces a series of bytes. initial : int, optional The in...
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def image_similarity_hash(im): """ Calculates average hash as defined in http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html Args: im (pillow.Image) Returns: list: hash consisting of list of booleans """ im = im.resize((10, 10), resample=0) # 10x10 to ...
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