content
stringlengths
39
14.9k
sha1
stringlengths
40
40
id
int64
0
710k
from typing import Optional def _create_noncompat_join_key_types_errmsg( left_key_name: str, left_key_type: type, right_key_name: str, right_key_type: type, reason: Optional[str] = None ) -> str: """Create an error message for two column types which are not compatible as join-keys.""" # I...
0dc97119e3fc3c7a0b8140fba995d0aa8cece004
69,539
def _sequence_to_index(seq, dim_list): """ Inverse of _index_to_sequence. Parameters ---------- seq : list of ints List of coordinates for each particle. dim_list : list of int List of dimensions of consecutive particles. Returns ------- i : list Index in a...
5a4e2ddc14ff79ce9210faed4c0ede681f82b6e5
69,543
import math def _pdeg2rad(angle): """ Convert dd.mmss to radian """ d = math.floor(angle) angle = round((angle - d) * 100, 10) m = math.floor(angle) s = round((angle - m) * 100, 10) return math.radians(d + m / 60.0 + s / 3600.0)
0447c26f49cba42e442633ed5e192b344bdeaaf4
69,544
def get_sub_grid(grid, row_index, col_index, split): """Get sub_grid from grid containing split numbers of rows and cols.""" return [row[col_index * split:(col_index + 1) * split] for row in grid[row_index * split:(row_index + 1) * split]]
02d84dabc9c8352b86b56f2ff73135ab1e215801
69,546
def parse_dtypes(df, value): """ Get the data type from a string data type representation. for example 'StringType' from 'string' :param value: :param df: :return: """ if not isinstance(value, list): value = [value] try: data_type = [df.constants.DTYPES_DICT[df.constants....
35a779e5f948f3f68700f1ad86b77985131cc1b9
69,564
def stable_unique(items): """ Return a copy of ``items`` without duplicates. The order of other items is unchanged. >>> stable_unique([1,4,6,4,6,5,7]) [1, 4, 6, 5, 7] """ result = [] seen = set() for item in items: if item in seen: continue seen.add(...
2600a22a36566b25bdfce95dc7f4416e5e5979a7
69,570
def min_max_dates_dict(min_max_dates): """Calculates dates needed by the pipeline, starting from min and max dates. Generates dictionary of dates needed for the calculation starting from a tuple containing min_date and max_date from the input logs. Args: min_max_dates: Tuple containing min_dat...
14b99c9dd6096131d0d18f77da73a5c1c8d5f885
69,572
def unpad(x, x_mask): """ Unpad a batch of sequences by selecting elements not masked by x_mask. Returns a list of sequences and their corresponding lengths """ x_unp = [] x_unp_mask = [] x_unp_len = [] for seq, seq_mask in zip(x, x_mask): seq_unp = seq[(1 - seq_mask)] x_...
4a447505e11505fe5fe6139729c488957a30d9df
69,574
def chaal(current_board, player_character, player_character_position): """ Puts the players character on the current board where he/she wants to. Here chaal stands for Bangla 'চাল'. :param current_board: the current board :param player_character: players character assigned randomly. :param playe...
979b5e2b507a1964e9575e0cc419cb2b1a68821b
69,577
import typing import re def orbital_pattern(compile: bool = True) -> typing.Union[typing.Pattern[str], str]: """ Creates a regex pattern for recognizing orbital strings. Parameters ---------- compile : bool If true the regex is compiled, otherwise it is returned as a string. Returns ---------- Returns a...
eb4ed7104e4463e0f65b273010620c456b0c7f14
69,580
import yaml def load_config(yamlfile): """load yaml to a dict""" with open(yamlfile, 'r') as stream: _dict = yaml.safe_load(stream) return _dict
344fd620fad860d7bd24c757aafaa428c1d5a70b
69,583
def snake(string): """Convert to snake case. Word word -> word_word """ return "_".join([word.lower() for word in string.split()])
50c2e11d2d650ce061cdefc56effff147eddb057
69,584
def f_value(ER, EF, dfR, dfF): """ Return an F-statistic for a restricted vs. unrestricted model. Parameters ---------- ER : float `ER` is the sum of squared residuals for the restricted model or null hypothesis EF : float `EF` is the sum of squared residuals for th...
ee59bacef0e0e624cb5dee6fd541670eec1c7dfd
69,585
def _merge_dicts(*dict_args): """Destructively merges dictionaries, returns None instead of an empty dictionary. Elements of dict_args can be None. Keys in latter dicts override those in earlier ones. """ result = {} for dictionary in dict_args: if dictionary: result.update(...
e32a021b2836b08d231adee8f3dc070a2ed42898
69,591
import random def random_odd(n_bits: int) -> int: """ Generates random odd number in range [2 ^ (n_bits - 1), 2 ^ (n_bits) - 1] Odd number probably is prime number """ assert n_bits > 0 value = random.getrandbits(n_bits) value |= (1 << n_bits) | 1 return value
e6a852f941141f7d009142e6821b4184108b5d1e
69,592
def reverse_taskname(name: str) -> str: """ Reverses components in the name of task. Reversed convention is used for filenames since it groups log/scratch files of related tasks together 0.somejob.somerun -> somerun.somejob.0 0.somejob -> somejob.0 somename -> somename Args: name: name of task ""...
a49c97f3e694120b7aecba9ea325dbe78420150e
69,595
def adjust_timescales_from_daily(ds, tstep): """Adjust continuous growth rate parameters from daily scale to the scale of a single timestep in the dynamic model. Parameters ---------- ds : :class:`xarray.Dataset` Dataset containing coords or variables corresponding to rate parameters, ...
802b472138be70934ff3e37af367d224970b5517
69,597
from typing import List def read_docs(fnames: List[str]) -> List[str]: """ Reads in the documents. param fnames: List of paths to .txt files to read. returns: List of input documents. """ all_docs = [] for docfile in fnames: doc = open(docfile, 'r').read() all_docs.append(...
26c8bd7c31ecfd84144ee5d180ae5d41353945f3
69,599
def repr_long_list(seq): """ >>> repr_long_list(list(range(100))) '[0, 1, 2, ..., 98, 99]' """ if len(seq) < 8: return repr(seq) else: return repr(seq[:3])[:-1] + ', ..., ' + repr(seq[-2:])[1:]
9978a1439d66cbd1c2015cb799cace7aeaac411c
69,612
def get_components(items): """Return a list of pairs of IDs and numbers in items. get_components(list(str)) -> list((str, int)) """ components = [] for item in items: item = item.strip() itemid, _, itemnumstr = item.partition(':') itemid = itemid.strip() itemnumstr =...
8b483d351c5c3473b7baa9d4ca6729a7846ea3ca
69,613
def describe_attribute_change(attribute_key, new_attribute_value, **kwargs): """Return description of an attribute change (useful for logging). Args: attribute_key (str): Name of the attribute. new_attribute_value: New value of the attribute. **kwargs: Arbitrary keyword arguments. See b...
49d3834fa7cf06185c8654647947f2e1c2cbfc77
69,614
def _get_str_columns(sf): """ Returns a list of names of columns that are string type. """ return [name for name in sf.column_names() if sf[name].dtype == str]
a531714733ff1f4b4badfe855ae009c30dcd9e33
69,615
def isprimer(n: int) -> bool: """Is n prime? >>> isprimer(2) True >>> tuple( isprimer(x) for x in range(3,11) ) (True, False, True, False, True, False, False, False) """ def isprime(k: int, coprime: int) -> bool: """Is k relatively prime to the value coprime?""" if k < copri...
33fccf076604601bd40298f555180ee5388b00af
69,618
def normalize_area_name(area_name: str) -> str: """Normalize an area name by removing whitespace and case folding.""" return area_name.casefold().replace(" ", "")
4f26155ea1299b2387aee783684f9d94e3360132
69,626
import torch def axisangle2quat(axis, angle): """ axis: B x 3: [axis] angle: B: [angle] returns quaternion: B x 4 """ axis = torch.nn.functional.normalize(axis, dim=-1) angle = angle.unsqueeze(-1) / 2 quat = torch.cat([angle.cos(), angle.sin() * axis], dim=-1) return quat
7ffa57eff85c7fdc46e5e569fc1ed44d0be80461
69,628
import math def get_request_urls(query=None,img_num=0)->list: """ get urls for requesting according to the query and numbers of image that wants to download :param query: keyword of image :param img_num: numbers of image :return: requesting urls """ request_urls_num=math.ceil(img_num/35) ...
4167f05ba7d68f17760a1f6524f14468737b68d9
69,631
from pathlib import Path def make_dir(new_dir, path): """Creates a directory if it doesn't exist. Args: new_dir (str): Name of the new directory to be created. path (str): Path where the new directory will be created. Returns: str: Path of the newly created directory. """ ...
fc44a70477047958f3fa0f6d3adfde2c1b26c131
69,633
def mul_vector_by_scalar(vector, scalar): """ Multiplies a vector by a scalar :param vector: vector :param scalar: scalar :return: vector * scalar """ return tuple([value * scalar for value in vector])
5e1215a7cd03265272eff78966d0273b180ad3eb
69,636
import math def calculateFreq( pmf , begin, end ): """ Calculates the frequencies of the pmf betweer [begin, end) Args: pmf: the probability mass function begin: the first (inclusive) element of the interval end: the last (exclusive) element of the interval Return: th...
30b6a625e37ae1cd10065d4f66d536d64cae010d
69,638
def default_ssl_connection_selector(connection, app_blame, client_hello): """Returns a nogotofail.mitm.connection.handlers class to use for establishing a SSL connection on connection. If None is returned the connection will continue to use the current handler. """ return None
5c68bd30a62b0ffe5d17e867a124ecb288b76757
69,643
def cache(request): """ Return a cache object that can persist state between testing sessions. cache.get(key, default) cache.set(key, value) Keys must be a ``/`` separated value, where the first part is usually the name of your plugin or application to avoid clashes with other cache users. ...
6b98abc67a32298cee07504944a5d7bd13999410
69,651
import requests def get_access_token(api_key): """Retrieve an access token from the IAM token service.""" token_response = requests.post( "https://iam.cloud.ibm.com/identity/token", data={ "grant_type": "urn:ibm:params:oauth:grant-type:apikey", "response_type": "cloud_i...
b51c59ec76ec784f8c4d9c88c0f07926e4466565
69,652
def next_page(dom): """Gets link for next page for results from apihub/scihub :param dom: object coming back from a Copernicus' scihub search request :type dom: xml.dom object :return: Link ot the next page or None if we reached the end. :rtype: str """ links = dom.getElementsByTagName('li...
ad7a5c5bb31e583ae2886cb9c1acfa79feb45689
69,655
from pathlib import Path import socket def get_uri(dir_name: str | Path) -> str: """ Return the URI path for a directory. This allows files hosted on different file servers to have distinct locations. Parameters ---------- dir_name : str or Path A directory name. Returns ---...
e22cd056d3e09584ceb427f85471287e1e4a2aac
69,659
def rebalance_A_to_B(A, B, target_relative_weight, transfer_fee): """ Say you want to rebalance two investments A and B so that the relative weight of A to B is the target_relative_weight and transfering the money has a transfer fee proportional to the amount to transfer with fixed rate transfer_fee ...
ea3fd4619819ef8dea380a5f5c768c63e24c15ad
69,661
def W2kW(x): """W -> kW""" return x/1000
4e6cf1bb300050fc03df2287b3c4bdb493c47022
69,662
def yes_or_no(question): """ Ask the user a yes or no question. Returns True for yes, False for no """ suffix = " (y/n)? > " question = question.rstrip() answer = input(question + suffix).lower().strip() if answer in ["y", "ye", "yes"]: return True elif answer in ["n", "no"]: ret...
d4ed228228fcb7cfa61e76ccc13d5ee5b9047de9
69,663
import io def read(path, default=None, encoding='utf8'): """Read encoded contents from specified path or return default.""" if not path: return default try: with io.open(path, mode='r', encoding=encoding) as contents: return contents.read() except IOError: if defaul...
cd99cece52d5efa2f15359b584c393de2ac62f48
69,664
def isvalidIp(ip_addr): """Check if valid IPv4 address""" try: subnets = list(map(int, ip_addr.split('.'))) return len(subnets) == 4 and all(map(lambda x: 0 <= x <= 255, subnets)) except ValueError: return False
9f60d7fb13d4e827f533ae68e28d04369cbe53f0
69,669
def log_mapping(conf:str): """ Split str of log format into a dict Example : date:application_date,message:application_message is split in : {'date':'application_date','message':'application_message'} """ mapping = dict() for i in conf.split(','): mapping[i.split(':')[0]] = i.split(...
21ccc8fb2fd2226d90659fb7cf87f62a1d29b9c2
69,670
def asst70_variation_descriptors(moa_vid70): """Create assertion70 variation_descriptors test fixture.""" return [moa_vid70]
1e8d1fc13a55b173674c60c339f6d6a13945ca6f
69,673
def form_to_dict(urlencoded: str): """Decode a form of the structure foo=bar&baz=qux&zap=zazzle""" return {obj.split('=')[0]: obj.split('=')[1] for obj in urlencoded.split('&')}
b2d533e8c10df06ac1cd22d2dcbe15ecdf4413c3
69,675
def lowest_weight(edges): """ Get edges based on lowest weight first """ return list(sorted(edges, key=lambda data: data[2]["weight"]))
116d47559e0e6495a098285266bff0a19ad7b40e
69,676
def getFiducials(d, offset=None): """Returns fiducials from the given dict as a list of (x,y) pairs, or None on error. The fiducials are normally translated relative to CROP_RECT_TOP_LEFT_{XY}, but you can give an explicit [x,y] offset if you want. The order of points returned is: left eye out ...
47deba7c9ac12b028d404bbb7a16f15697ffa7ad
69,679
def reverse(dictionary): """reverses a keys and values of a dictionary""" return {v: k for k, v in dictionary.items()}
fe096809c47f8c19f60024246c46ebce4a9f7ee2
69,687
import glob from pathlib import Path def merge_all_dot_sol(outputs_dir, dot_sol_output, num_rows): """ Merge all .SOL into one :param outputs_dir: directory containing the dynamic .SOL :param dot_sol_output: file to write the content to. This is the static .SOL :param num_rows: number of points. T...
2acd298b705a6d832d4e8c9765022f00e08a2d13
69,691
def get_lomb_y_offset(lomb_model): """Get the y-intercept of a fitted Lomb-Scargle model.""" return lomb_model['freq_fits'][0]['y_offset']
6b891fed9d9ff422bea20cc6b5d1acf73126aa27
69,694
import torch def q(x: torch.Tensor, min_value: int, max_value: int, scale: float, zero_point: int = 0) -> torch.Tensor: """ Fake-quantize the input tensor x, using a pytorch fake-quantization node. Args: x: input tensor to quantize. min_value: lower bound of the qua...
f2d8db63dff809c364a14735fc4e6078a2db2f64
69,695
import re def version_hash(version): """Return hash from version dev part as string. Return None if hash information is not available. """ if version and isinstance(version[-1], str): m = re.match(r'.*([12]\d\d\d[01]\d[0123]\d)[-](\w{10,10}\b)', version[-1]) if m is not None: ...
d423d2c6c684bb122dd50e126c24a6bed4a8ef3d
69,696
def empty_line(line): """Check if line is emtpy.""" return not bool(line.strip())
abbe626f60940a6cb76be3c53730c499857ccbae
69,700
def get_alt_svms(svms, classes, target_class): """ Find alternative SVMs (e.g., for target class 0, find the svms classifying 0 against 1, and 0 against 2). Parameters ---------- svms : list List of eTree.Element objects describing the different one-to-one support vector machines in the PMML. classe...
62d0d8f093f20891b080605cbea1f9c2d08c10c8
69,702
def reverse_dict(dict_): """Reverse the key/value status of a dict""" return dict([[v, k] for k, v in dict_.items()])
e60c3c02c2b358ac862691c5e6f289ea671bc0b6
69,703
def get_new_size(original_size): """ Returns each width and height plus 2px. :param original_size: Original image's size :return: Width / height after calculation :rtype: tuple """ return tuple(x + 2 for x in original_size)
3ce5808c597240f67ab6f0081645282f1d115416
69,705
def extract_urls_from_soup(soup): """ Extract a list of urls from a BeautifulSoup object :param soup: a BeautifulSoup object :return: a list of urls (strings) """ urls = [] for item in soup.find_all('a'): href = item.get('href') urls.append(href) return urls
984613b3344b35a14ac0933f8303bf79b04a085e
69,710
def is_main(config): """Main is true only for the first worker.""" return getattr(config, 'workerinput', {}).get('workerid', 'gw0') == 'gw0'
9e59bcbc07c0a1828cfb7b6f1c4cbef1d82eecec
69,714
def scale(input_interval, output_interval, value): """ For two intervals (input and output) Scales a specific value linear from [input_min, input_max] to [output_min, output_max]. """ min_to, max_to = output_interval min_from, max_from = input_interval mapped_value = min_to + (max_to...
2d70fbf0cb19a24f3467a8ff3d6786fca9db9204
69,718
def get_token(request): """ Returns the the CSRF token required for a POST form. The token is an alphanumeric value. A side effect of calling this function is to make the the csrf_protect decorator and the CsrfViewMiddleware add a CSRF cookie and a 'Vary: Cookie' header to the outgoing response...
839b4a8327623d1e595c86cdb497faf30b5b2a39
69,720
import random def _randomly_negate(v): """With 50% prob, negate the value""" return -v if random.random() > 0.5 else v
dd08e186b97afac1b6eb617e90be383e83b749bd
69,725
from datetime import datetime def str_to_datetime(time: str): """ convert a string to a datetime. The format of the string is like "1980-12-30" :param time: :return: """ return datetime.strptime(time, "%Y-%m-%d")
03d0efeb7e528ed65d3bc08c891131633eb6a16d
69,726
def unpack_batch_diagnostics(batch_diagnostics): """ Unpacks batch diagnostics DataFrame into a python standard dictionary Targets old data storage schematic Input: - batch_diagnostics: pandas DataFrame Output: - unpack_batch_diagnostics: dict containing simula...
9ef64c5f08f8d5861404ffc4789c04bbd9b36b7a
69,729
def elementwise_list_addition(increment, list_to_increment): """ Simple method to element-wise increment a list by the values in another list of the same length (as is needed in output generation). Args: increment: A list of values to be added to the previous list list_to_increment: The...
c1a497cc8e4489360375dee7efacf903e64ccb17
69,731
import torch def batch_to_tensors(batch, n_tokens, max_length): """ Make input, input mask, and target tensors for a batch of seqa batch of sequences. """ input_sequences, target_sequences = batch sequence_lengths = [len(s) for s in input_sequences] batch_size = len(input_sequences) x = t...
079529318e910177ad52b00f13b5537d2b03a586
69,733
def save_frontmatter(data: dict) -> str: """ Saves the given dictionary as markdown frontmatter. Args: data (dict): Dictionary containing all the frontmatter key-value pairs Returns: str: A string containing the frontmatter in the correct plaintext format """ lines = [] fo...
96d29a12e00f120fe7da5343beb41930a2cdca6b
69,734
import re def replace_links(url, message): """Replace the visible email links with the desired URL.""" html_regex = re.compile(r'href=[\'"]?([^\'" >]+)') html_output = html_regex.sub("href=\"{}".format(url), message) return html_output
ea424acc683747bd69f80121bd067d7c69468dbf
69,735
def merge_dict(data, *override): """ Merges any number of dictionaries together, and returns a single dictionary Usage:: >>> util.merge_dict({"foo": "bar"}, {1: 2}, {"Doc": "SDK"}) {1: 2, 'foo': 'bar', 'Doc': 'SDK'} """ result = {} for current_dict in (data,) + override: ...
aabe034524e8ff354982362372d5838eac25fd8b
69,737
def _output_file_ext(base, dynamic, profiling_enabled): """Return extension that output of compilation should have depending on the following inputs: Args: base: usually "o" for object files and "hi" for interface files. Preceding dot "." will be preserved in the output. dynamic: bool, whether we'r...
6bfa3303fe236b128b22ea178ae3cbebc1c35bc5
69,745
def sjoin(collection) -> str: """Sort and join collection of strings into lines.""" return '\n'.join(sorted(collection))
e2acbad60c298a71892e20968f933d9b9f8288d7
69,750
def build_informationmodels_by_publisher_query() -> str: """Build query to count informationmodels grouped by publisher.""" return """ PREFIX dct: <http://purl.org/dc/terms/> PREFIX modelldcatno: <https://data.norge.no/vocabulary/modelldcatno#> SELECT ?organizationNumber (COUNT(DISTINCT ...
0c8ca0a8b9be1bb8e09a92a434a1c94b44880ef0
69,751
def cvfloat(input): """ Convert to float while ignoring None. """ if input is None: return None else: return float(input)
8e71ece1e08b975289c8495f8f2584f5e806fa99
69,753
import re def _get_unique_value(model, proposal, field_name="slug", instance_pk=None, separator="-"): """ Returns unique string by the proposed one. Optionally takes: * field name which can be 'slug', 'username', 'inv...
34c3743b670ee40f4d674c9964a99e91efd9a274
69,755
def line_nr(ana, entry): """ Return the line number of the start of a command. ATTENTION: This is not the row of the command. If you want that use rowcol! ana -- The analysis, which contains the entry entry -- The command entry to get the line number for """ rowcol = ana.rowcol(entr...
b3887d7060fde7db89ccdff08d3c5ef9da6af52b
69,756
def colourBarMinorAxisSize(fontSize): """Calculates a good size for the minor axis of a colour bar. The minor axis is the axis perpendicular to the colour bar axis. :arg fontSize: Font size of colour bar labels, in points. """ # Figure out the font size in pixels # (font points are 1/72th of ...
7a1e8268480809a32501c37e8aed1c3e598d8eff
69,758
def clean(string: str) -> str: """ Trim trailing space from the end of field names. Some field headers have spaces appended to the end of the cells. """ return string.strip()
2f1581d81318e08e87a70397d5fa1733bbd457ee
69,760
def print_month(month: int) -> str: """Returns `month` in markdown format""" return f"### {month} 월"
23d0d82d2532efc700965cce42e96ea749cb3465
69,761
def _join_and_preserve_sequential_indent(lines): """Joins lines with newlines while preserving indentation of first line""" if not lines: return '' first_line = lines[0] leading_spaces = len(first_line) - len(first_line.lstrip(' ')) return '\n'.join([first_line] + [' ' * leading_spaces + lin...
e686165913eb71b33d6bb0d89650258d0bd82155
69,763
def invert_dict(d): """Invert the given dict.""" return {v: k for k, v in d.items()}
5642f85bfd97f4303af43e56bbfb3730909963bf
69,765
def hex_to_rgb(value): """ Calculates rgb values from a hex color code. :param (string) value: Hex color string :rtype (tuple) (r_value, g_value, b_value): tuple of rgb values """ value = value.lstrip('#') hex_total_length = len(value) rgb_section_length = hex_total_length // 3 ret...
8d1216fbea366e94df6c0754af6a0946559de445
69,767
def NEST_CONFIG_STEP(image): """ generate config step name for nesting """ return 'execute config {}'.format(image)
e2784bbbdcf49f8ce9640a8ec0f5843d497de1aa
69,771
def note_distance(note_pair): """Get the distance in semitones between two named notes. E.g. (Bb1, B1) => 1 (C4, B4) => 11 (C5, Bb5) => 10 Parameters ---------- note_pair : tuple of ints Returns ------- note_distance : int """ char_map = {'C': 0, 'D': 2, 'E': 4...
a8a3060d0db981959684ebe8f8dde9e335f8b2e7
69,773
def get_aton(mmsi: str) -> bool: """ Gets the AIS Aids to Navigation (AtoN) status of a given MMSI. AIS Aids to Navigation (AtoN): AIS used as an aid to navigation uses the format 9192M3I4D5X6X7X8X9 where the digits 3, 4 and 5 represent the MID and X is any figure from 0 to 9. In th...
e1e6e51af5cfadd3dc93a47ea09e7ddb2915317f
69,778
def dequantize(norm, sign_xi_array): """ Dequantize the quantization code :param norm: Norm of code :param sign_xi_array: Rounded vector of code :return: Dequantized weights """ weights = norm * sign_xi_array return weights
a7335feef29beee432af1c643bddcb6b26d7f471
69,779
def tweak_thimble_input(stitch_dict, cmd_args): """ :param stitch_dict: Dictionary produced by stitchr :param cmd_args: command line arguments passed to thimble :return: Fixed stitchr dict (species capitalised, TCR names blanked) """ stitch_dict['species'] = cmd_args['species'].upper() stitc...
d9010317a76ed459e5fae04d7aa217cfb43449cf
69,780
def num_neighbours(lag=1): """ Calculate number of neigbour pixels for a given lag. Parameters ---------- lag : int Lag distance, defaults to 1. Returns ------- int Number of neighbours """ win_size = 2 * lag + 1 neighbours = win_size**2 - (2 * (lag - 1) + 1...
608c43b1b195d21b3a748a4b90f36d2b75ac175b
69,783
def multiply_point(point: tuple[float, ...], coef: float) -> tuple[float, ...]: """ Multiples each value in a given tuple by a coefficient. :param point: the point to multiply. :type point: tuple[float, ...] :param coef: the coefficient to multiply the points by. :type coef: float :return...
99076a9dcb29213f81d56a8ae4d877101b34afa2
69,784
def get_aa_percentage(sequence, aa_list=['A','I','L','M','F','W','Y','V']): """ Calculates percentage of sequence made up of amino acids in aa list. If no list is given, default is hydrophilic amino acids. """ # Right format sequence = sequence.upper() aa_list = [aa.upper() for aa in aa_list] ...
73112af1f9499312c80953405ffc5c0cd829f2c2
69,785
def count_lines(file_name: str) -> int: """ Counts the number of lines in a plain text file. :param file_name: File name. :return: The number of lines in the file. """ with open(file_name) as f: i = 0 for i, l in enumerate(f): pass return i + 1
d93e3bedbcf07080da9d85e7f80dd6ad8cb72160
69,787
from datetime import datetime def _budget_date(date): """Get a budget month date from the actual date.""" if isinstance(date, datetime): if date.day > 7: return datetime(date.year, date.month, 1) if date.month > 1: # decrease by 1 month return datetime(date.year, date....
fa4e7492b10e825d5009f16a1cf1b4d89b8e332a
69,789
def g_(x,a,c): """ Calculate vector of equations of residuals, evaluated at x G[i] = Sum_j (x[j] - a[i,j])^2 - C[i]**2 where: x is the point we're trying to fit (in M dimensions), a is the (N) already embedded points (in M dimensions), C is the expected distance """ return ((x-a...
82ade5d74aa9d8366c1e4f4ebc955f6eb4c40f35
69,792
def rule_of_succession(kA, kB): # a.k.a. "Laplace-Bayes estimator" """ Posterior probability that a term belongs to A given observations of this term on A and B. """ return (kA + 1) / (kA + kB + 2)
cb01c3ffe0dbfbeb92e96648820a741ff5f5e0e0
69,799
def _reverse(array, dim): """Reverse an `xarray.DataArray` along a given dimension.""" slicers = [slice(0, None)] * array.ndim slicers[dim] = slice(-1, None, -1) return array[tuple(slicers)]
100dfa17a2fdef5b378e70f0d8fbdce8edaa7cb4
69,808
def lst2tup(data): """Converts output of json.loads to have tuples, not lists. """ if isinstance(data, list): return tuple(lst2tup(e) for e in data) if isinstance(data, dict): return {k: lst2tup(v) for k, v in data.items()} return data
14d5b0bfab1269128a76e018283334d686368022
69,818
import six def is_python(cell): """Checks if the cell consists of Python code.""" return (cell["cell_type"] == "code" # code cells only and cell["source"] # non-empty cells and not six.ensure_str(cell["source"][0]).startswith("%%") ) # multiline eg: %%bash
bf72bd0e02097ba6cff0e9b15bbe308b583e1bd3
69,819
import math def wavy(ind, k=10.): """Wavy function defined as: $$ f(x) = 1 - \frac{1}{n} \sum_{i=1}^{n} \cos(kx_i)e^{-\frac{x_i^2}{2}}$$ with a search domain of $-\pi < x_i < \pi, 1 \leq i \leq n$. """ return 1. - sum(( math.cos(k * ind[i]) * math.exp(-(ind[i]*ind[i])/2.) for i in range(len(ind)))...
a25c99dc8cf3f9b066dd2bbc21cc8f2b41a249f2
69,820
def cantons_from_geonames_answer(answer): """ reads the canton abbreviations from the geonames answer returns: the canton abbreviations for a given query answer """ #print(answer) canton_abbrevs = [] for res in answer['geonames']: canton_abbrevs.append(res['adminCode1']) return c...
cecddff9d4472b2d7c9e561b466c08656861cfde
69,822
def bounding_box(points): """ Return the coordinates for the box that contains all POINTS. """ min_x = min([point[0] for point in points]) min_y = min([point[1] for point in points]) max_x = max([point[0] for point in points]) max_y = max([point[1] for point in points]) return [(min_x,min_y),(m...
dcb2e4b7db93bbafc70ef1eb97d29b5917ce0467
69,825
def delta(self): """ This is the omega of the adjoint form, which is the same as the omega of the reciprocal form. EXAMPLES:: sage: Q = DiagonalQuadraticForm(ZZ, [1,1,37]) sage: Q.delta() 148 """ return self.adjoint().omega()
a835655d7ff54ef7a66338bc96f0da5062a4e286
69,831
def _sortedDictVals(unsorted_dict): """ Sort a dictionary into alphabetical order by keys. """ items = unsorted_dict.items() items.sort() return items
3f3c4440374bdd50351b0654b43cc7359615297f
69,846
def create_options(items): """ creates a tuple of dicts with each key and value set to an item of given list. :param list items: items to create a tuple of dicts from them. :rtype: tuple[dict] """ results = [] for item in items: option = dict(name=item, value=item) results...
d86d8c135c9e3933d9841ad01013099741300f39
69,848
def get_emmitors(G, n): """ Find all clusters emitting to selected cluster and returns a dictionary of emittor weight pairs """ emittors = {emittor: data["weight"] for ( emittor, target, data) in G.edges(data=True) if target == n} return emittors
f7fba6b1cb4b2fa2317e63ef6eaf4aedcee3d6a7
69,851
from typing import List def split_multipart_field(field: str) -> List[str]: """ Splits a multi-part field into its component parts. :param field: The multi-part field's value. :return: The parts. """ return field.split("|", maxsplit=2)
00f85a2ef87b88f3223803ddfe3f5d5112909b0f
69,855