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def calc_user_ira(assets): """ Calculates how much the user will put into their IRA based on assets. IRS limits for the IRA is 5,500 per year. """ IRA = 5500 if assets <= IRA: return assets else: return IRA
def find_first(items, predicate): """Find first element that match predicate in collection""" return next((x for x in items if predicate(x)), None)
def _has_version(name): """Check whether a package identifier has a version component.""" return name.rpartition("-")[2].replace(".", "").isdigit()
def modname_python(fragments): """ Generates Python styled module names from fragments. """ return '.'.join(fragments)
def convert_14_to_tuple(datetime_no_delims): """ Converts 14-digit datetime (e.g. 20160130235959) to (Y,M,D,H,M,S) tuple [e.g. (2016,01,30,23,59,59)]. """ dtnd_str = str(datetime_no_delims) return (int(dtnd_str[0:4]), int(dtnd_str[4:6]), int(dtnd_str[6:8]), int(dtnd_str[8:10]), int(dtnd_str[...
def removeSmartQuote(txt): """ removeSmartQuote(txt): Changes typographic quotation marks back to straight ones """ return txt.replace(chr(0x201c), '"').replace(chr(0x201d), '"').replace(chr(0x2018), "'").replace(chr(0x2019), "'")
def convertArrayInTupleList(array): """ Convert an array (or a list) of element in a list of tuple where each element is a tuple with two sequential element of the original array/list Parameters ---------- array : numpy array/list Returns ------- tuple_list. List of tuple Given...
def extract_columns(data): """ EXTRACTS COLUMNS TO USE IN `DictWriter()` """ columns = [] column_headers = data[0] for key in column_headers: columns.append(key) return columns
def _get_transaction_urlencode(body): """Get the transaction for URL encoded transaction data to `POST <auth>`.""" body = body.decode("utf-8") # Confirm there is only one URL parameter. body_arr = body.split("&") if len(body_arr) != 1: return 0, "multiple query params provided" # The for...
def turn_radius_helper(v): """Helper function for turn_radius""" if 0.0 <= v < 500.0: return 0.006900 - 5.84e-6 * v elif 500.0 <= v < 1000.0: return 0.005610 - 3.26e-6 * v elif 1000.0 <= v < 1500.0: return 0.004300 - 1.95e-6 * v elif 1500.0 <= v < 1750.0: return 0.003...
def euler_problem_28(n=1001): """ Starting with the number 1 and moving to the right in a clockwise direction a 5 by 5 spiral is formed as follows: 21 22 23 24 25 20 7 8 9 10 19 6 1 2 11 18 5 4 3 12 17 16 15 14 13 It can be verified that the sum of the numbers on the diagonals i...
def rem_time(seconds, abbreviate=False, spaced=None): """ Convert seconds into remaining time (up to years). """ units = ['years', 'weeks', 'days', 'hours', 'minutes', 'seconds'] data = {item: 0 for item in units} minutes, seconds = divmod(seconds, 60) hours, minutes = divmod(minutes, 60) ...
def _name_from_tags(tags): """Get name from tags.""" for tag in tags: if tag['Key'] == 'Name': return tag['Value'] return None
def remove_readonly_fields(patron): """ remove readonly fields from patron dict must run patron records through this fn before PUTting to Koha """ read_only_patron_fields = ("anonymized", "restricted", "updated_on") for field in read_only_patron_fields: patron.pop(field, None) return patron
def us(qty): """ Convert qty to truncated string with unit suffixes. eg turn 12345678 into 12.3M """ if qty<1000: return str(qty) for suf in ['K','M','G','T','P','E']: qty /= 1000 if qty<1000: return "%3.1f%s" % (qty, suf)
def get_unique_words(sentences): """ Input: An array of sentences(array of words) obtained after preprocessing Output: A dictionary of unique words, each with an assigned index to define the order """ # A dictionary to track whether a word has been seen before or not dic = {} # Initialize an empty set of ...
def parseHeaders(headers): """ Parse headers. @param (str) headers @return (dict) """ ret = {} tmp = headers.split("\r\n") if tmp: ret["0"] = tmp.pop(0) # status line for tm in tmp: t = tm.split(":", 1) if len(t) == 2: ret[t[0].strip()] = t[1].strip()...
def page_not_found(e): """Return a custom 404 error.""" return 'Sorry, Nothing at this URL.', 404
def stfreq(f,length, srate): """ [int] = stfreq(f,length, srate) Convert frequencies f in Hz into rows of the stockwell transform given sampling rate srate and length of original array note: length * (1.0/srate) # in C this would be: return floor(f * len / srate + .5); """ ...
def unicode_to_ascii(s): """ converts s to an ascii string. s: unicode string """ ret = "" for ch in s: try: ach = str(ch) ret += ach except UnicodeEncodeError: ret += "?" return ret
def expand_markings(granular_markings): """Expand granular markings list. If there is more than one selector per granular marking. It will be expanded using the same marking_ref. Example: >>> expand_markings([ ... { ... "selectors": [ ... "descri...
def get_yes_no(value): """ coercing boolean value to 'yes' or 'no' """ return 'yes' if value else 'no'
def scoreBehaviors(behaviorTags): """ Scores the identified behaviors. Args: behaviorTags: ["Downloader", "Crypto"] Returns: score: 3.5 verdict: "Likely Benign" behaviorData: ["Downloader - 1.5", "Crypto - 2.0"] """ scoreValues = { # Negative # ...
def _delta(i, j): """The Kronecker delta. Returns 1 if i == j, 0 otherwise.""" return int(i == j)
def _make_CSV_line(username, language): """Return a WikiMetrics compatible CSV line.""" return "%s, %swiki" % (username, language)
def check_model_structure(model, inner_key="model"): """Checks the model structure to see if it contains all the main expected keys """ return (isinstance(model, dict) and 'resource' in model and model['resource'] is not None and ('object' in model and inner_key in model['object...
def histogram(s): """.""" d = dict() for ch in s: if ch not in d: d[ch] = 1 else: d[ch] += 1 return d
def _splituser(host): """splituser('user[:passwd]@host[:port]') --> 'user[:passwd]', 'host[:port]'.""" user, delim, host = host.rpartition('@') return (user if delim else None), host
def parse_line(line): """Takes a line of space seperated values, returns the values in a list. """ line_list = line.strip().split(' ') return line_list
def filter_results_table(search_str: str, result_table: str) -> str: """ Uses search_str to locate interesting elements in the lines of the results table Expected format of results table: Result1\nResult2\n :param search_str: str: text to be present :param result_table: str: results extracted from ...
def xgcd(a, b): """return (g, x, y) such that a*x + b*y = g = gcd(a, b)""" x0, x1, y0, y1 = 0, 1, 1, 0 while a != 0: q, b, a = b // a, a, b % a y0, y1 = y1, y0 - q * y1 x0, x1 = x1, x0 - q * x1 return b, x0, y0
def cmake_cache_string(name, string, comment=""): """Generate a string for a cmake cache variable""" return 'set(%s "%s" CACHE STRING "%s")\n\n' % (name, string, comment)
def walk(d, path): """Walk dict d using path as sequential list of keys, return last value.""" if not path: return d return walk(d[path[0]], path[1:])
def FIND(find_text, within_text, start_num=1): """ Returns the position at which a string is first found within text. Find is case-sensitive. The returned position is 1 if within_text starts with find_text. Start_num specifies the character at which to start the search, defaulting to 1 (the first character o...
def restframe_wl(x, z): """ Transform a given spectrum x into the restframe, given the redshift Input: x: observed wavelengths of a spectrum, in Angstrom or nm for example z: redshift Return: restframe spectrum """ return x / (1.0 + z)
def get_pg_uri(user, password, host, port, dbname) -> str: """Returns PostgreSQL URI-formatted string.""" return f'postgresql://{user}:{password}@{host}:{port}/{dbname}'
def get_seat_id(seat_str: str) -> int: """Parse the seat specification string, and return the seat ID :param seat_str: Seat specification string :return: Seat ID """ row = 0 col = 0 for i, char in enumerate(seat_str[:7]): row += (char == 'B') * 2 ** (6 - i) for i, char in enume...
def parse_mlil(context, mlil_list): """ Helps the GUI go from lists of instruction data to a cleanly formatted string """ newText = "" for mlil in mlil_list: if mlil is not None: tokens = mlil.deref_tokens if hasattr(mlil, 'deref_tokens') else mlil.tokens newText += "{}: ".fo...
def normalize_windows(window_data): """Normalize data""" normalized_data = [] for window in window_data: normalized_window = [((float(p) / float(window[0])) - 1) for p in window] normalized_data.append(normalized_window) return normalized_data
def _method_with_pos_reference_1(fake_value, other_value): """ :type other_value: [list, dict, str] """ return other_value.lower()
def flatten(lis): """Given a list, possibly nested to any level, return it flattened.""" new_lis = [] for item in lis: if type(item) == type([]): new_lis.extend(flatten(item)) else: new_lis.append(item) return new_lis
def get_ppn_and_nodes(num_procs, procs_per_node): """Return the number of nodes and processors per node to use.""" if num_procs >= procs_per_node: ppn = procs_per_node num_nodes = num_procs // ppn else: ppn = num_procs num_nodes = 1 return ppn, num_nodes
def convert_hyperparameters(dict_hyperparams): """Convert the hyperparameters to the format accepted by the library.""" hyperparams = [] if not isinstance(dict_hyperparams, dict): raise TypeError('Hyperparams must be a dictionary.') for name, hyperparam in dict_hyperparams.items(): hp_...
def next_bigger(n): """Finds the next bigger number with the same digits.""" # Convert n to a string and a list in reverse for ease. n_string = str(n)[::-1] n_list = [int(x) for x in n_string] # Go through each digit and identify when there is a lower digit. number_previous = n_list[0] ...
def create_result_4_array(list): """ The conversion to the format of the JSON string the specified array "result" is the key. """ result = "" for data in list: result = result + data.get_json() + "," print(result) result = '{"result":[' + result[0:-1] + ']}' return result
def params_deepTools_plotHeatmap_endLabel(wildcards): """ Created: 2017-08-02 13:15:45 Aim: what to show take argument with spaces which is not very good with paths. """ tmp = str(wildcards['deepTools_plotHeatmap_endLabel_id']); endLabel = { 'end': "'end'", '0': ...
def squares_in_rectangle(length, width): """This function is the solution to the Codewars Rectangle into Squares Kata that can be found at: https://www.codewars.com/kata/55466989aeecab5aac00003e/train/python.""" if length == width: return None squares = [] while length > 0 and width > ...
def getTwosComplement(raw_val, length): """Get two's complement of `raw_val`. Args: raw_val (int): Raw value length (int): Max bit length Returns: int: Two's complement """ val = raw_val if raw_val & (1 << (length - 1)): v...
def _findLine(comp,fileLines): """ Find a line number in the file""" # Line counter c = 0 # List of indices for found lines found = [] # Loop through all the lines for line in fileLines: if comp in line: # Append if found found.append(c) # Increse the ...
def e_leste(arg): """ e_leste: direcao --> logico e_sul(arg) tem o valor verdadeiro se arg for o elemento 'E' e falso caso contrario. """ return arg == 'E'
def is_valid_host(parser, host_str): """ Check the validity of the host string arguments """ params = host_str.split(':') if len(params) == 4: params[1] = int(params[1]) return params parser.error("The host string %s is not valid!" % host_str)
def subtract_matrices(a, b): """ Subtracts matrix b from matrix a aka (a-b) Args: a: matrix to subtract from b: matrix to subtract away from a Returns: m: resulting matrix from a-b """ m = [] # Loop through each spot and subtract the values from eachother befo...
def union_set_from_dict(smu_info_dict): """ The smu_info_dict has the following format smu name -> set() """ result_set = set() for smu_set in smu_info_dict.values(): result_set = result_set.union(smu_set) return result_set
def get_sort_code(options, unused_value): """ Gets the sort code of a given set of options and value Parameters ---------- options : List[int/str] the options for a parameter unused_value : int; str the value of the parameter """ sort_code = 0 if 'COMPLEX' in options...
def k1(f, t, y, paso): """ f : funcion a integrar. Retorna un np.ndarray t : tiempo en el cual evaluar la funcion f y : para evaluar la funcion f paso : tamano del paso a usar. """ output = paso * f(t, y) return output
def read_translated_file(filename, data): """Read a file inserting data. Args: filename (str): file to read data (dict): dictionary with data to insert into file Returns: list of lines. """ if filename: with open(filename) as f: text = f.read().replace('...
def getTJstr(text, glyphs, simple, ordering): """ Return a PDF string enclosed in [] brackets, suitable for the PDF TJ operator. Notes: The input string is converted to either 2 or 4 hex digits per character. Args: simple: no glyphs: 2-chars, use char codes as the glyph ...
def get_grid(size): """Create grid with size.""" return [[[] for _ in range(size)] for _ in range(size)]
def nodot(item): """Can be used to ignore hidden files, starting with the . character.""" return item[0] != '.'
def format_len(x): """ >>> format_len('abc') 3 >>> format_len(('(', ('(', 'def', ')'), 'yz', ')')) 11 """ if not isinstance(x, (list, tuple)): return len(x) if len(x) > 3: sep_len = 2 * (len(x) - 3) else: sep_len = 0 return sum(map(format_len, x)) + sep_len
def getletters(mcode): """ Get a list of morsecode from a string of mcode split by space""" letterlist = mcode.split(" ") return letterlist
def chisquare(ddl): """ Returns the 5% critical value of the chi-square distribution with *ddl* degrees of liberty (maximum: 100). """ table=( 3.841, 5.991, 7.815, 9.488, 11.07, 12.592, 14.067, 15.507, 16.919, 18.307, 19.675, 21.026, 22.362, 23.685, 24.996, 26.296,...
def convert_to_letter(grade): """Convert a decimal number to letter grade""" grade = round(grade, 1) if grade >= 82.5: return 'A' elif grade >= 65: return 'B' elif grade >= 55: return 'C' elif grade >= 50: return 'D' else: return 'F'
def logM2L(color, a, b): """ Calculate the mass-to-light ratio based on the color. logM2L = a + (b * color) Parameters ---------- color : float or array like The color of the galaxy. a : float The normalization of the relation. b : float The slope of the rela...
def define_engine(engine_option_value): """ Define engine files, name and options. """ ed1, ed2 = {}, {} e1 = {'proc': None, 'cmd': None, 'name': 'test', 'opt': ed1, 'tc': '', 'depth': 0} e2 = {'proc': None, 'cmd': None, 'name': 'base', 'opt': ed2, 'tc': '', 'depth': 0} for i, eng_opt_val in...
def labelFromString(s): """Work out if this operand is a label or not""" # Is it numeric? try: operand = int(s) return operand, None # just a normal number except: pass # Must be a label return None, s
def no_error(val_foo, give_val=False): """Run val_foo with no inputs, test whether it raises an error""" try: val = val_foo() success = True except: val = None success = False if give_val: return success, val else: return success
def encode_tick_rule_array(tick_rule_array: list) -> str: """ Encode array of tick signs (-1, 1, 0) :param tick_rule_array: (list) of tick rules :return: (str) encoded message """ message = '' for element in tick_rule_array: if element == 1: message += 'a' elif e...
def calculate_complexity_factor(n_circuit_planes: int) -> float: """Calculate the complexity factor (piC). :param n_circuit_planes: the number of planes in the PCB/PWA. :return: _pi_c; the calculated value of the complexity factor. :rtype: float """ return 0.65 * n_circuit_planes**0.63 if n_cir...
def getSurvivalBoolData(ICounts, TCounts, IThreshold, TThreshold): """ I stands for init, as in initialCounts, T stands for Transfered, as in transfered Counts. """ IAtoms, TAtoms = [[] for _ in range(2)] for IPoint, TPoint in zip(ICounts, TCounts): IAtoms.append(IPoint > IThreshold) ...
def process_origin(data, template): """ Replace {$origin} in template with a serialized $ORIGIN record """ record = "" if data is not None: record += "$ORIGIN %s" % data return template.replace("{$origin}", record)
def is_valid_namespace(namespace): """Returns true if the given namespace is valid :param `namespace`: String to test :returns: Validation result :rtype: bool """ digits = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'] if namespace[0] in digits: return False if namespace.fin...
def _ggm_prob_wait_whitt_z(ca2, cs2): """ Equation 3.8 on p139 of Whitt (1993). Used in approximation for P(Wq > 0) in GI/G/c/inf queue. See Whitt, Ward. "Approximations for the GI/G/m queue" Production and Operations Management 2, 2 (Spring 1993): 114-161. Parameters ---------- ca2 : flo...
def dot(u1,u2): """ Dot product of two vectors """ return u1[0]*u2[0] + u1[1]*u2[1] + u1[2]*u2[2]
def wulffmaker_gamma(energy): """ Returns the string to be used for the Wulffmaker default gamma values. Arguments --------- energy: iterable Any iterable that holds the surface energies Returns ------- str String to be copied to wulffmaker for the surface ener...
def maxLen(n, arr): """ The idea is to iterate through the array and for every element arr[i], calculate sum of elements form 0 to i (this can simply be done as sum += arr[i]). If the current sum has been seen before, then there is a zero sum array. Hashing is used to store the sum values, so tha...
def path_similarity(path_1, path_2, feature_names, min_max_feature_values): """path_similarity function computes the similarity of two paths (rules) Args: path_1: the first path path_2: the second path feature_names: the list of features min_max_feature_values: the min and max po...
def get_mod_deps(mod_name): """Get known module dependencies. .. note:: This does not need to be accurate in order for the client to run. This simply keeps things clean if the user decides to revert changes. .. warning:: If all deps are not included, it may cause incorrect parsing ...
def d_key(phi, e): """ The Decryption Key Generator """ for d in range(1, phi): if d*e % phi == 1: return d
def deal_successive_space(text): """ deal successive space character for text 1. Replace ' '*3 with '<space>' which is real space is text 2. Remove ' ', which is split token, not true space 3. Replace '<space>' with ' ', to get real text :param text: :return: """ text = text.replace(...
def get_comment_for_domain(domain): """Describe a domain name to produce a comment""" if domain.endswith(( '.akamaiedge.net.', '.akamaized.net', '.edgekey.net.', '.static.akamaitechnologies.com.')): return 'Akamai CDN' if domain.endswith('.amazonaws.co...
def suite_in_func(x): """ >>> suite_in_func(True) (42, 88) >>> suite_in_func(False) (0, 0) """ y = z = 0 if x: y = 42; z = 88 return y, z
def hammingDistance(this: list, that: list): """ Calculates the hamming distance between two 3x3 lists """ count = 0 for i in range(3): for j in range(3): if this[i][j] != that[i][j]: count += 1 return count
def interpolate(x1, y1, x2, y2, current_step, total_steps): """Interpolates between two 2d points. Args: x1, y1, x2, y2: coords representing the two 2d points current_step, total_steps: ints representing the current progress (example 2, 10 represents 20%) Returns: 2-float tuple repr...
def count_chars(text: str, include_spaces=False) -> int: """ Count number of characters in a text. Arguments: --------- text: str Text whose words are to be counted. include_spaces: bool, default=False Count spaces as characters. Returns: ------- Number of Character...
def compare_repository_dependencies( ancestor_repository_dependencies, current_repository_dependencies ): """Determine if ancestor_repository_dependencies is the same as or a subset of current_repository_dependencies.""" # The list of repository_dependencies looks something like: [["http://localhost:9009", "emb...
def filter_rule_ids(all_keys, queries): """ From a set of queries (a comma separated list of queries, where a query is either a rule id or a substring thereof), return the set of matching keys from all_keys. When queries is the literal string "all", return all of the keys. """ if not queries: ...
def match_candidates_by_order(images, max_neighbors): """Find candidate matching pairs by sequence order.""" print('3333333333333333333333333 in matching by order') if max_neighbors <= 0: return set() n = (max_neighbors + 1) // 2 pairs = set() for i, image in enumerate(images): ...
def parse_req(req): """WARNING: This depends on each line being structured like ``A==1`` """ [package, verion] = req.strip().split('==') return package
def dirquery(obj, pattern=None, case_sensitive=False): """ take dir of an obj and search for matches based on pattern Parameters ---------- pattern : string obj : python object case_sensitive : bool """ if pattern is None: return dir(obj) import re flag = 0 if ...
def check_args(names, *inputs): """Checks a series of inputs, and renames them and packages them, if they are not None. Parameters ---------- names : list of str List of names to apply to the given inputs. *inputs Any input variables to check. Returns ------- dict ...
def minDepth(root): """ :type root: TreeNode :rtype: int """ if not root: return 0 if not root.left: return 1 + minDepth(root.right) if not root.right: return 1 + minDepth(root.left) return 1 + min(minDepth(root.left), minDepth(root.right))
def convertToGenomicCoordinate( transcriptomic_coordinate, exon_list_genomic, transcript_id ): """ """ exon_list_transcriptomic = [] for exon in exon_list_genomic: exon_start, exon_end = exon exon_length = exon_end - exon_start + 1 if len( exon_list_transcriptomic ) == 0: ...
def create_grid(width, height): """ Create a two-dimensional grid of specified size. """ return [[0 for x in range(width)] for y in range(height)]
def total_duration(final_note_list): """ To compute total duration from the SCAMP note list supplied @param final_note_list: SCAMP notes list [ "Carntic Note", ["Instrument", "Volume", "Duration"], ...] @return: total duration """ sum = 0.0 for note in final_note_list: ...
def leadingZeros(value, desired_digits): """ Given an integer, returns a string representation, padded with [desired_digits] zeros. http://www.djangosnippets.org/snippets/543/ """ num_zeros = int(desired_digits) - len(str(value)) padded_value = [] while num_zeros >= 1: padded_value.a...
def _get_field_names_from_dict_list(dict_list): """_get_field_names_from_dict_list.""" return list(dict_list[0].keys())
def byte_kv_to_utf8(kv): """ :param kv: a dict of byte keys:values. :return: a dict of utf-8 keys:values. """ return { k.decode('utf-8'): [val.decode('utf-8') for val in v] for k, v in kv.items()}
def groupby(function, sequence): """ Example: >>> from m2py import functional as f >>> f.groupby(len, ['Alice', 'Bob', 'Charlie', 'Dan', 'Edith', 'Frank']) {3: ['Bob', 'Dan'], 5: ['Alice', 'Edith', 'Frank'], 7: ['Charlie']} >>> >>> >>> f.groupby(f.is_even, [1, 2, 3, 4, 5, 6, 7]) {F...
def coalesce_volume_dates(in_volumes, in_dates, indexes): """Sums volumes between the indexes and ouputs dates at the indexes in_volumes : original volume list in_dates : original dates list indexes : list of indexes Returns ------- volumes: new volume array dates: new dates array ...