code
string
signature
string
docstring
string
loss_without_docstring
float64
loss_with_docstring
float64
factor
float64
return self.attributes.removeNamedItem(attr)
def removeAttributeNode(self, attr: Attr) -> Optional[Attr]
Remove ``Attr`` node from this node.
18.391821
16.126047
1.140504
if isinstance(style, str): self.__style._parse_str(style) elif style is None: self.__style._parse_str('') elif isinstance(style, CSSStyleDeclaration): self.__style._owner = None if style._owner is not None: new_style = CSSS...
def style(self, style: _AttrValueType) -> None
Set style attribute of this node. If argument ``style`` is string, it will be parsed to ``CSSStyleDeclaration``.
3.72739
3.508501
1.062388
if not self.hasAttribute('draggable'): return False return self.getAttribute('draggable')
def draggable(self) -> Union[bool, str]
Get ``draggable`` property.
4.442649
4.113795
1.079939
if value is False: self.removeAttribute('draggable') else: self.setAttribute('draggable', value)
def draggable(self, value: Union[bool, str]) -> None
Set ``draggable`` property. ``value`` is boolean or string.
4.195288
4.279728
0.98027
if self.__form: return self.__form parent = self.parentNode while parent: if isinstance(parent, HTMLFormElement): return parent else: parent = parent.parentNode return None
def form(self) -> Optional['HTMLFormElement']
Get ``HTMLFormElement`` object related to this node.
2.48159
2.369998
1.047085
super().on_event_pre(e) ct_msg = e.init.get('currentTarget', dict()) if e.type in ('input', 'change'): # Update user inputs if self.type.lower() == 'checkbox': self._set_attribute('checked', ct_msg.get('checked')) elif self.type.lower(...
def on_event_pre(self, e: Event) -> None
Set values set on browser before calling event listeners.
3.949423
3.657938
1.079686
id = self.getAttribute('for') if id: if self.ownerDocument: return self.ownerDocument.getElementById(id) elif isinstance(id, str): from wdom.document import getElementById return getElementById(id) else: ...
def control(self) -> Optional[HTMLElement]
Return related HTMLElement object.
3.756172
3.50337
1.07216
super().on_event_pre(e) ct_msg = e.init.get('currentTarget', dict()) if e.type in ('input', 'change'): self._set_attribute('value', ct_msg.get('value')) _selected = ct_msg.get('selectedOptions', []) self._selected_options.clear() for opt i...
def on_event_pre(self, e: Event) -> None
Set values set on browser before calling event listeners.
4.402678
3.952164
1.113992
return NodeList(list(opt for opt in self.options if opt.selected))
def selectedOptions(self) -> NodeList
Return all selected option nodes.
8.320939
6.387608
1.302669
super().on_event_pre(e) ct_msg = e.init.get('currentTarget', dict()) if e.type in ('input', 'change'): # Update user inputs self._set_text_content(ct_msg.get('value') or '')
def on_event_pre(self, e: Event) -> None
Set values set on browser before calling event listeners.
9.652792
7.887491
1.22381
if tag is None: tag = class_name.lower() if not isinstance(type, tuple): if isinstance(bases, Iterable): bases = tuple(bases) elif isinstance(bases, type): bases = (bases, ) else: TypeError('Invalid base class: {}'.format(str(bases))) ...
def NewTagClass(class_name: str, tag: str = None, bases: Union[type, Iterable] = (Tag, ), **kwargs: Any) -> type
Generate and return new ``Tag`` class. If ``tag`` is empty, lower case of ``class_name`` is used for a tag name of the new class. ``bases`` should be a tuple of base classes. If it is empty, use ``Tag`` class for a base class. Other keyword arguments are used for class variables of the new class. ...
4.742836
5.459424
0.868743
clone = type(self)() for attr in self.attributes: clone.setAttribute(attr, self.getAttribute(attr)) for c in self.classList: clone.addClass(c) clone.style.update(self.style) # TODO: should clone event listeners??? return clone
def _clone_node(self) -> 'Tag'
Need to copy class, not tag. So need to re-implement copy.
3.965129
4.017733
0.986907
self._inner_element.textContent = text else: # Need a trick to call property of super-class super().textContent = text
def textContent(self, text: str) -> None: # type: ignore if self._inner_element
Set text content to inner node.
17.545019
11.174387
1.57011
if self._inner_element: return self.start_tag + self._inner_element.html + self.end_tag return super().html
def html(self) -> str
Get whole html representation of this node.
5.549723
4.327842
1.28233
if self._inner_element: return self._inner_element.innerHTML return super().innerHTML
def innerHTML(self) -> str
Get innerHTML of the inner node.
5.96087
4.118229
1.447435
app = app or get_app() port = port if port is not None else config.port address = address if address is not None else config.address server = app.listen(port, address=address) app.server = server app.loop = asyncio.get_event_loop() server_config['address'] = address for sock in ser...
def start_server(app: web.Application = None, port: int = None, address: str = None, **kwargs: Any) -> HTTPServer
Start server with ``app`` on ``localhost:port``. If port is not specified, use command line option of ``--port``.
2.913269
3.084464
0.944498
from wdom.document import get_document logger.info('connected') self.write(get_document().build())
def get(self) -> None
Return whole html representation of the root document.
16.069077
12.122025
1.32561
await asyncio.sleep(config.shutdown_wait) # stop server and close loop if no more connection exists if not is_connected(): stop_server(self.application.server) self.application.loop.stop()
async def terminate(self) -> None
Terminate server if no more connection exists.
9.696934
5.873874
1.650858
logger.info('WebSocket CLOSED') if self in connections: # Remove this connection from connection-list connections.remove(self) # close if auto_shutdown is enabled and there is no more connection if config.auto_shutdown and not is_connected(): ...
def on_close(self) -> None
Execute when connection closed.
7.799228
6.931095
1.125252
if 'log_function' in self.settings: self.settings['log_function'](handler) return status = handler.get_status() if status < 400: log_method = logger.info elif status < 500: log_method = logger.warning else: log_...
def log_request(self, handler: web.RequestHandler) -> None
Handle access log.
2.266613
2.133404
1.06244
pattern = prefix if not pattern.startswith('/'): pattern = '/' + pattern if not pattern.endswith('/(.*)'): pattern = pattern + '/(.*)' self.add_handlers( r'.*', # add static path for all virtual host [(pattern, StaticFileHandler, ...
def add_static_path(self, prefix: str, path: str) -> None
Add path to serve static files. ``prefix`` is used for url prefix to serve static files and ``path`` is a path to the static file directory. ``prefix = '/_static'`` is reserved for the server, so do not use it for your app.
5.759853
5.141854
1.12019
spec = web.URLSpec( '/(favicon.ico)', StaticFileHandler, dict(path=path) ) # Need some check handlers = self.handlers[0][1] handlers.append(spec)
def add_favicon_path(self, path: str) -> None
Add path to serve favicon file. ``path`` should be a directory, which contains favicon file (``favicon.ico``) for your app.
10.263747
9.873642
1.03951
if method not in DEFAULT_CHAINCODE_METHODS: self.logger.error('Non-supported chaincode method: '+method) data = { "jsonrpc": "2.0", # JSON-RPC protocol version. MUST be "2.0". "method": method, "params": { "type": type, ...
def _exec_action(self, method, type, chaincodeID, function, args, id, secure_context=None, confidentiality_level=CHAINCODE_CONFIDENTIAL_PUB, ...
Private method to implement the deploy, invoke and query actions Following http://www.jsonrpc.org/specification. :param method: Chaincode action to exec. MUST within DEFAULT_CHAINCODE_METHODS. :param type: chaincode language type: 1 for golang, 2 for node. :param chaincodeID: M...
2.811117
2.762376
1.017644
chaincodeID = {"name": chaincode_name} if chaincode_name else \ {"path": chaincode_path} return self._exec_action(method="deploy", type=type, chaincodeID=chaincodeID, function=function, args=args, id=id, ...
def chaincode_deploy(self, chaincode_path=DEFAULT_CHAINCODE_PATH, type=CHAINCODE_LANG_GO, function=DEFAULT_CHAINCODE_INIT_FUNC, args=DEFAULT_CHAINCODE_INIT_ARGS, id=1, secure_context=None, confid...
POST host:port/chaincode { "jsonrpc": "2.0", "method": "deploy", "params": { "type": 1, "chaincodeID":{ "path":"github.com/hyperledger/fabric/examples/chaincode/go/chaincode_example02" }, "ctorMsg": { "fun...
2.334765
2.755192
0.847406
return self._exec_action(method="query", type=type, chaincodeID={"name": chaincode_name}, function=function, args=args, id=id, secure_context=secure_context, confidentiali...
def chaincode_query(self, chaincode_name, type=CHAINCODE_LANG_GO, function="query", args=["a"], id=1, secure_context=None, confidentiality_level=CHAINCODE_CONFIDENTIAL_PUB, metadata=None)
{ "jsonrpc": "2.0", "method": "query", "params": { "type": 1, "chaincodeID":{ "name":"52b0d803fc395b5e34d8d4a7cd69fb6aa00099b8fabed83504ac1c5d61a425aca5b3ad3bf96643ea4fdaac132c417c37b00f88fa800de7ece387d008a76d3586" }, ...
2.359253
2.581334
0.913967
conn = super(SSLAdapter, self).get_connection(*args, **kwargs) if conn.assert_hostname != self.assert_hostname: conn.assert_hostname = self.assert_hostname return conn
def get_connection(self, *args, **kwargs)
Ensure assert_hostname is set correctly on our pool We already take care of a normal poolmanager via init_poolmanager But we still need to take care of when there is a proxy poolmanager
2.98975
2.696154
1.108895
res = self._get(self._url("/chain")) return self._result(res, True)
def chain_list(self)
GET /chain Use the Chain API to retrieve the current state of the blockchain. The returned BlockchainInfo message is defined inside fabric.proto. message BlockchainInfo { uint64 height = 1; bytes currentBlockHash = 2; bytes previousBlockHash = 3; } ...
10.915887
10.559933
1.033708
res = self._get(self._url("/network/peers")) return self._result(res, True)
def peer_list(self)
GET /network/peers Use the Network APIs to retrieve information about the network of peer nodes comprising the blockchain network. ```golang message PeersMessage { repeated PeerEndpoint peers = 1; } message PeerEndpoint { PeerID ID = 1; ...
10.017179
9.058138
1.105876
res = self._get(self._url("/transactions/{0}", tran_uuid)) return self._result(res, json=True)
def transaction_get(self, tran_uuid)
GET /transactions/{UUID} Use the /transactions/{UUID} endpoint to retrieve an individual transaction matching the UUID from the blockchain. The returned transaction message is defined inside fabric.proto. ```golang message Transaction { enum Type { U...
5.758797
7.216039
0.798055
_compile_exclude_patterns() if config.autoreload or config.debug: # Add files to watch for autoreload p = pathlib.Path(path) p.resolve() _add_watch_path(p)
def watch_dir(path: str) -> None
Add ``path`` to watch for autoreload.
10.042065
7.387277
1.359373
if '--open-browser' in sys.argv: # Remove open browser to prevent making new tab on autoreload sys.argv.remove('--open-browser') if browser is None: browser = config.browser if browser in _browsers: webbrowser.get(browser).open(url) else: webbrowser.open(url)
def open_browser(url: str, browser: str = None) -> None
Open web browser.
5.085748
4.385829
1.159586
res = self._get(self._url("/registrar/{0}", enrollment_id)) return self._result(res, True)
def enrollmentID_get(self, enrollment_id)
GET /registrar/{enrollmentID} Use the Registrar APIs to manage end user registration with the CA. ```golang message Block { uint32 version = 1; google.protobuf.Timestamp Timestamp = 2; repeated Transaction transactions = 3; bytes stateHash = 4; ...
8.000811
7.275269
1.099727
_style = CSSStyleDeclaration(style, owner=owner) return _style
def parse_style_decl(style: str, owner: AbstractNode = None ) -> CSSStyleDeclaration
Make CSSStyleDeclaration from style string. :arg AbstractNode owner: Owner of the style.
7.927447
10.285763
0.77072
rules = CSSRuleList() for m in _style_rule_re.finditer(styles): rules.append(CSSStyleRule(m.group(1), parse_style_decl(m.group(2)))) return rules
def parse_style_rules(styles: str) -> CSSRuleList
Make CSSRuleList object from style string.
2.83323
2.638032
1.073994
text = '; '.join('{0}: {1}'.format(k, v) for k, v in self.items()) if text: text += ';' return text
def cssText(self) -> str
String-representation.
3.917141
3.249397
1.205498
removed_prop = self.get(prop) # removed_prop may be False or '', so need to check it is None if removed_prop is not None: del self[prop] return removed_prop
def removeProperty(self, prop: str) -> str
Remove the css property.
5.961203
5.452938
1.093209
self[prop] = value
def setProperty(self, prop: str, value: str, priority: str = None ) -> None
Set property as the value. The third argument ``priority`` is not implemented yet.
70.836647
33.483852
2.115547
_style = self.style.cssText if _style: return '{0} {{{1}}}'.format(self.selectorText, _style) return ''
def cssText(self) -> str
Return string representation of this rule.
6.917459
4.184608
1.653072
if level is not None: lv = level_to_int(level) elif config.logging: lv = level_to_int(config.logging) elif config.debug: lv = logging.DEBUG else: lv = logging.INFO root_logger.setLevel(lv) _log_handler.setLevel(lv)
def set_loglevel(level: Union[int, str, None] = None) -> None
Set proper log-level. :arg Optional[int, str] level: Level to be set. If None, use proper log level from command line option. Default value is ``logging.INFO``.
2.974875
3.376558
0.881038
import tornado.options parser.parse_known_args(namespace=config) set_loglevel() # set new log level based on commanline option for k, v in vars(config).items(): if k.startswith('log'): tornado.options.options.__setattr__(k, v) return config
def parse_command_line() -> Namespace
Parse command line options and set them to ``config``. This function skips unknown command line options. After parsing options, set log level and set options in ``tornado.options``.
6.917196
4.772309
1.449444
from wdom import options options.root_logger.removeHandler(options._log_handler) options.root_logger.addHandler(logging.NullHandler())
def suppress_logging() -> None
Suppress log output to stdout. This function is intended to be used in test's setup. This function removes log handler of ``wdom`` logger and set NullHandler to suppress log.
6.46387
4.389921
1.472434
from wdom.document import get_new_document, set_document from wdom.element import Element from wdom.server import _tornado from wdom.window import customElements set_document(get_new_document()) _tornado.connections.clear() _tornado.set_application(_tornado.Application()) Element._...
def reset() -> None
Reset all wdom objects. This function clear all connections, elements, and resistered custom elements. This function also makes new document/application and set them.
5.471199
4.402997
1.242608
# OpenSSL may add a trailing newline to a subjectAltName's IP address ip = ipaddress.ip_address(six.text_type(ipname.rstrip())) return ip == host_ip
def _ipaddress_match(ipname, host_ip)
Exact matching of IP addresses. RFC 6125 explicitly doesn't define an algorithm for this (section 1.7.2 - "Out of Scope").
9.353676
10.394067
0.899905
pats = [] if not dn: return False split_dn = dn.split(r'.') leftmost, remainder = split_dn[0], split_dn[1:] wildcards = leftmost.count('*') if wildcards > max_wildcards: # Issue #17980: avoid denials of service by refusing more # than one wildcard per fragment. A ...
def _dnsname_match(dn, hostname, max_wildcards=1)
Matching according to RFC 6125, section 6.4.3 http://tools.ietf.org/html/rfc6125#section-6.4.3
3.48572
3.342897
1.042724
if not cert: raise ValueError("empty or no certificate, match_hostname needs a " "SSL socket or SSL context with either " "CERT_OPTIONAL or CERT_REQUIRED") try: host_ip = ipaddress.ip_address(six.text_type(hostname)) except ValueError: ...
def match_hostname(cert, hostname)
Verify that *cert* (in decoded format as returned by SSLSocket.getpeercert()) matches the *hostname*. RFC 2818 and RFC 6125 rules are followed, but IP addresses are not accepted for *hostname*. CertificateError is raised on failure. On success, the function returns nothing.
2.72943
2.592303
1.052898
if isinstance(node, str): return Text(node) elif isinstance(node, Node): return node else: raise TypeError('Invalid type to append: {}'.format(node))
def _ensure_node(node: Union[str, AbstractNode]) -> AbstractNode
Ensure to be node. If ``node`` is string, convert it to ``Text`` node.
4.408332
3.770891
1.169043
parent = self.parentNode if parent is None: return None return parent.childNodes.item(parent.childNodes.index(self) - 1)
def previousSibling(self) -> Optional[AbstractNode]
Return the previous sibling of this node. If there is no previous sibling, return ``None``.
3.038161
3.130866
0.97039
if self.nodeType == Node.DOCUMENT_NODE: return self elif self.parentNode: return self.parentNode.ownerDocument return None
def ownerDocument(self) -> Optional[AbstractNode]
Return the owner document of this node. Owner document is an ancestor document node of this node. If this node (or node tree including this node) is not appended to any document node, this property returns ``None``. :rtype: Document or None
2.975484
3.937397
0.755698
if node in self.childNodes: return self.childNodes.index(node) elif isinstance(node, Text): for i, n in enumerate(self.childNodes): # should consider multiple match? if isinstance(n, Text) and n.data == node: return i ...
def index(self, node: AbstractNode) -> int
Return index of the node. If the node is not a child of this node, raise ``ValueError``.
4.345347
3.923092
1.107633
return self._insert_before(node, ref_node)
def insertBefore(self, node: AbstractNode, ref_node: AbstractNode) -> AbstractNode
Insert a node just before the reference node.
6.556551
4.386045
1.494866
return self._replace_child(new_child, old_child)
def replaceChild(self, new_child: AbstractNode, old_child: AbstractNode) -> AbstractNode
Replace an old child with new child.
5.573176
3.638122
1.531883
if deep: return self._clone_node_deep() return self._clone_node()
def cloneNode(self, deep: bool=False) -> AbstractNode
Return new copy of this node. If optional argument ``deep`` is specified and is True, new node has clones of child nodes of this node (if presents).
4.603176
7.036932
0.654145
if not isinstance(index, int): raise TypeError( 'Indeces must be integer, not {}'.format(type(index))) return self.__nodes[index] if 0 <= index < self.length else None
def item(self, index: int) -> Optional[Node]
Return item with the index. If the index is negative number or out of the list, return None.
4.090763
3.921148
1.043257
for n in self: if n.getAttribute('id') == name: return n for n in self: if n.getAttribute('name') == name: return n return None
def namedItem(self, name: str) -> Optional[Node]
TODO.
2.650635
2.343123
1.13124
return NodeList([e for e in self.childNodes if e.nodeType == Node.ELEMENT_NODE])
def children(self) -> NodeList
Return list of child nodes. Currently this is not a live object.
5.184875
4.814159
1.077005
for child in self.childNodes: if child.nodeType == Node.ELEMENT_NODE: return child return None
def firstElementChild(self) -> Optional[AbstractNode]
First Element child node. If this node has no element child, return None.
2.669243
2.804925
0.951627
for child in reversed(self.childNodes): # type: ignore if child.nodeType == Node.ELEMENT_NODE: return child return None
def lastElementChild(self) -> Optional[AbstractNode]
Last Element child node. If this node has no element child, return None.
3.094985
3.079166
1.005137
node = _to_node_list(nodes) if self.firstChild: self.insertBefore(node, self.firstChild) else: self.appendChild(node)
def prepend(self, *nodes: Union[str, AbstractNode]) -> None
Insert new nodes before first child node.
4.218329
3.124714
1.349989
node = _to_node_list(nodes) self.appendChild(node)
def append(self, *nodes: Union[AbstractNode, str]) -> None
Append new nodes after last child node.
12.107302
7.554368
1.602689
if self.parentNode is None: return None siblings = self.parentNode.childNodes for i in range(siblings.index(self) + 1, len(siblings)): n = siblings[i] if n.nodeType == Node.ELEMENT_NODE: return n return None
def nextElementSibling(self) -> Optional[AbstractNode]
Next Element Node. If this node has no next element node, return None.
1.962118
2.085266
0.940944
if self.parentNode: node = _to_node_list(nodes) self.parentNode.insertBefore(node, self)
def before(self, *nodes: Union[AbstractNode, str]) -> None
Insert nodes before this node. If nodes contains ``str``, it will be converted to Text node.
7.823482
7.639026
1.024146
if self.parentNode: node = _to_node_list(nodes) _next_node = self.nextSibling if _next_node is None: self.parentNode.appendChild(node) else: self.parentNode.insertBefore(node, _next_node)
def after(self, *nodes: Union[AbstractNode, str]) -> None
Append nodes after this node. If nodes contains ``str``, it will be converted to Text node.
4.043126
3.917178
1.032153
if self.parentNode: node = _to_node_list(nodes) self.parentNode.replaceChild(node, self)
def replaceWith(self, *nodes: Union[AbstractNode, str]) -> None
Replace this node with nodes. If nodes contains ``str``, it will be converted to Text node.
6.41646
6.710208
0.956224
self._insert_data(offset, string)
def insertData(self, offset: int, string: str) -> None
Insert ``string`` at offset on this node.
16.056578
7.456368
2.153405
self._delete_data(offset, count)
def deleteData(self, offset: int, count: int) -> None
Delete data by offset to count letters.
15.152278
6.930658
2.186268
self._replace_data(offset, count, string)
def replaceData(self, offset: int, count: int, string: str) -> None
Replace data from offset to count by string.
10.330919
5.728456
1.803439
if self.parentNode and self.parentNode._should_escape_text: return html.escape(self.data) return self.data
def html(self) -> str
Return html-escaped string representation of this node.
10.441602
6.41172
1.628518
proto = msg.get('proto', '') cls = proto_dict.get(proto, Event) e = cls(msg['type'], msg) return e
def create_event(msg: EventMsgDict) -> Event
Create Event from JSOM msg and set target nodes. :arg EventTarget currentTarget: Current event target node. :arg EventTarget target: Node which emitted this event first. :arg dict init: Event options.
7.115936
9.115211
0.780666
return self.__data.get(normalize_type(type), '')
def getData(self, type: str) -> str
Get data of type format. If this DataTransfer object does not have `type` data, return empty string. :arg str type: Data format of the data, like 'text/plain'.
15.082672
14.300464
1.054698
type = normalize_type(type) if type in self.__data: del self.__data[type] self.__data[type] = data
def setData(self, type: str, data: str) -> None
Set data of type format. :arg str type: Data format of the data, like 'text/plain'.
3.863935
4.976153
0.77649
type = normalize_type(type) if not type: self.__data.clear() elif type in self.__data: del self.__data[type]
def clearData(self, type: str = '') -> None
Remove data of type foramt. If type argument is omitted, remove all data.
4.147374
3.731333
1.111499
self._add_event_listener(event, listener)
def addEventListener(self, event: str, listener: _EventListenerType ) -> None
Add event listener to this node. ``event`` is a string which determines the event type when the new listener called. Acceptable events are same as JavaScript, without ``on``. For example, to add a listener which is called when this node is clicked, event is ``'click``.
7.533095
9.574063
0.786823
self._remove_event_listener(event, listener)
def removeEventListener(self, event: str, listener: _EventListenerType ) -> None
Remove an event listener of this node. The listener is removed only when both event type and listener is matched.
8.638393
8.428862
1.024859
response = msg.get('data', False) if response: task = self.__tasks.pop(msg.get('reqid'), False) if task and not task.cancelled() and not task.done(): task.set_result(msg.get('data'))
def on_response(self, msg: Dict[str, str]) -> None
Run when get response from browser.
4.50139
3.93535
1.143835
if self.connected: self.ws_send(dict(method=method, params=args))
def js_exec(self, method: str, *args: Union[int, str, bool]) -> None
Execute ``method`` in the related node on browser. Other keyword arguments are passed to ``params`` attribute. If this node is not in any document tree (namely, this node does not have parent node), the ``method`` is not executed.
6.949245
9.423888
0.737407
if self.connected: self.js_exec(query, self.__reqid) fut = Future() # type: Future[str] self.__tasks[self.__reqid] = fut self.__reqid += 1 return fut f = Future() # type: Future[None] f.set_result(None) return f
def js_query(self, query: str) -> Awaitable
Send query to related DOM on browser. :param str query: single string which indicates query type.
4.03722
4.571964
0.883038
from wdom import server if self.ownerDocument is not None: obj['target'] = 'node' obj['id'] = self.wdom_id server.push_message(obj)
def ws_send(self, obj: Dict[str, Union[Iterable[_T_MsgItem], _T_MsgItem]] ) -> None
Send ``obj`` as message to the related nodes on browser. :arg dict obj: Message is serialized by JSON object and send via WebSocket connection.
10.720045
9.987486
1.073348
query = '+'.join(query.split()) url = 'http://www.bing.com/search?q=' + query + '&first=' + first if recent in ['h', 'd', 'w', 'm', 'y']: # A True/False would be enough. This is just to maintain consistancy with google. url = url + '&filters=ex1%3a%22ez1%22' if country_code is not None: ...
def generate_url(query, first, recent, country_code)
(str, str) -> str A url in the required format is generated.
5.664234
5.631022
1.005898
query = '+'.join(query.split()) url = 'http://www.bing.com/news/search?q=' + query + '&first' + first if recent in ['h', 'd', 'w', 'm', 'y']: # A True/False would be enough. This is just to maintain consistancy with google. url = url + '&qft=sortbydate%3d%221%22' if country_code is not None...
def generate_news_url(query, first, recent, country_code)
(str, str) -> str A url in the required format is generated.
5.407799
5.359065
1.009094
try: temp = re.findall('\d', str(s)) temp = ''.join(temp) return int(temp) except: return s
def try_cast_int(s)
(str) -> int All the digits in a given string are concatenated and converted into a single number.
4.211123
4.160656
1.012129
query = '+'.join(query.split()) url = 'https://www.google.com/search?q=' + query + '&num=' + num + '&start=' + start if recent in ['h', 'd', 'w', 'm', 'y']: url += '&tbs=qdr:' + recent if country_code is not None: url += '&gl=' + country_code return url
def generate_url(query, num, start, recent, country_code)
(str, str, str) -> str A url in the required format is generated.
2.306975
2.345869
0.98342
robjects.r("library(changepoint)") method_map = { "mean": "cpt.mean({})", "var": "cpt.var({})", "meanvar": "cpt.meanvar({})", "binseg.mean.CUSUM": "cpt.mean({},penalty='Manual', test.stat='CUSUM',method='BinSeg',Q={},pen.value={})" } mt = robjects.FloatVector(t...
def estimate_cp(ts, method="mean", Q=1, penalty_value=0.175)
Estimate changepoints in a time series by using R.
4.409162
4.225238
1.04353
robjects.r("library(changepoint)") method_map = { "mean": "cpt.mean({}, class=FALSE)", "var": "cpt.var({}, class=FALSE)", "meanvar": "cpt.meanvar({}, class=FALSE)", } mt = robjects.FloatVector(ts) robjects.globalenv["mt"] = mt cmd = method_map[method].format("m...
def estimate_cp_pval(ts, method="mean")
Estimate changepoints in a time series by using R.
3.239499
3.028106
1.06981
stats_ts, pvals, nums = ts_stats_significance( ts, stat_ts_func, null_ts_func, B=B, permute_fast=permute_fast) return stats_ts, pvals, nums
def get_ts_stats_significance(self, x, ts, stat_ts_func, null_ts_func, B=1000, permute_fast=False, label_ts='')
Returns the statistics, pvalues and the actual number of bootstrap samples.
2.820541
2.60205
1.083969
l = len(ts) return np.random.normal(mu, sigma, l)
def generate_null_timeseries(self, ts, mu, sigma)
Generate a time series with a given mu and sigma. This serves as the NULL distribution.
3.899056
3.829307
1.018215
return np.mean(ts[t + 1:]) - np.mean(ts[:t + 1])
def compute_balance_mean(self, ts, t)
Compute the balance. The right end - the left end.
4.167254
3.21652
1.295579
balance = [self.compute_balance_mean(ts, t) for t in np.arange(0, len(ts) - 1)] return balance
def compute_balance_mean_ts(self, ts)
Compute the balance at each time 't' of the time series.
4.10077
3.339237
1.228056
return np.median(ts[t + 1:]) - np.median(ts[:t + 1])
def compute_balance_median(self, ts, t)
Compute the balance at either end.
3.795582
3.307089
1.147711
balance = [self.compute_balance_median(ts, t) for t in np.arange(0, len(ts) - 1)] return balance
def compute_balance_median_ts(self, ts)
Compute the balance at each time 't' of the time series.
4.33861
3.40155
1.27548
mean = np.mean(ts) cusums = np.zeros(len(ts)) cusum[0] = (ts[0] - mean) for i in np.arange(1, len(ts)): cusums[i] = cusums[i - 1] + (ts[i] - mean) assert(np.isclose(cumsum[-1], 0.0)) return cusums
def compute_cusum_ts(self, ts)
Compute the Cumulative Sum at each point 't' of the time series.
2.541584
2.457505
1.034213
x = np.arange(0, len(ts)) stat_ts_func = self.compute_balance_mean_ts null_ts_func = self.shuffle_timeseries stats_ts, pvals, nums = self.get_ts_stats_significance(x, ts, stat_ts_func, null_ts_func, B=B, permute_fast=True) return stats_ts, pvals, nums
def detect_mean_shift(self, ts, B=1000)
Detect mean shift in a time series. B is number of bootstrapped samples to draw.
6.124322
6.018126
1.017646
chunker = func chunks = more_itertools.chunked(iterable, chunksz) chunks_results = Parallel(n_jobs=n_jobs, verbose=50)( delayed(chunker)(chunk, *args, **kwargs) for chunk in chunks) results = more_itertools.flatten(chunks_results) return list(results)
def parallelize_func(iterable, func, chunksz=1, n_jobs=16, *args, **kwargs)
Parallelize a function over each element of an iterable.
2.69957
2.63262
1.025431
stats_ts = ts_stat_func(ts) if permute_fast: # Permute it in 1 shot null_ts = map(np.random.permutation, np.array([ts, ] * B)) else: null_ts = np.vstack([null_ts_func(ts) for i in np.arange(0, B)]) stats_null_ts = np.vstack([ts_stat_func(nts) for nts in null_ts]) pvals =...
def ts_stats_significance(ts, ts_stat_func, null_ts_func, B=1000, permute_fast=False)
Compute the statistical significance of a test statistic at each point of the time series.
2.596866
2.668619
0.973112
beta_star = np.empty(B) z = y z_star = np.empty(len(z)) for boot_i in range(B): for block_i, start in enumerate(np.random.randint(len(z) - b + 1, size=len(z) / b)): z_star[block_i * b:(block_i + 1) * b] = z[start:start + b] beta_star[boot_i] = func(z_star) return...
def bootstrap_ts(y, func, B=1000, b=3)
Bootstrap a timeseries using a window size:b.
2.627532
2.658046
0.98852
# get rid of nans while we sort b_star = np.sort(theta_star[~np.isnan(theta_star)]) se = np.std(b_star) * np.sqrt(blockratio) # bootstrap 95% CI based on empirical percentiles ci = [b_star[int(len(b_star) * .025)], b_star[int(len(b_star) * .975)]] return ci
def get_ci(theta_star, blockratio=1.0)
Get the confidence interval.
3.500608
3.443008
1.01673
from scipy.stats import norm se = (ci[1] - ci[0]) / (2.0 * 1.96) z = value / se pvalue = -2 * norm.cdf(-np.abs(z)) return pvalue
def get_pvalue(value, ci)
Get the p-value from the confidence interval.
3.275853
3.028402
1.08171
pvals = [] for tp in np.arange(0, len(stats_ts)): pf = partial(stats_func, t=tp) bs = bootstrap_ts(ts, pf, B=B, b=b) ci = get_ci(bs, blockratio=b / len(stats_ts)) pval = abs(get_pvalue(stats_ts[tp], ci)) pvals.append(pval) return pvals
def ts_stats_significance_bootstrap(ts, stats_ts, stats_func, B=1000, b=3)
Compute the statistical significance of a test statistic at each point of the time series by using timeseries boootstrap.
3.978556
4.254274
0.93519
def format_shortcut(editor, path, line_number, function=None): return template.format(editor=editor, line_number=line_number or 0, path=path, ...
def format_traceback(extracted_tb, exc_type, exc_value, cwd='', term=None, function_color=12, dim_color=8, editor='vi', template=DEFAULT_EDITOR_SHORTCUT...
Return an iterable of formatted Unicode traceback frames. Also include a pseudo-frame at the end representing the exception itself. Format things more compactly than the stock formatter, and make every frame an editor shortcut.
5.062464
5.023796
1.007697
# Skip test runner traceback levels: while tb and _is_unittest_frame(tb): tb = tb.tb_next if is_test_failure: # Skip assert*() traceback levels: length = _count_relevant_tb_levels(tb) return extract_tb(tb, length) return extract_tb(tb)
def extract_relevant_tb(tb, exctype, is_test_failure)
Return extracted traceback frame 4-tuples that aren't unittest ones. This used to be _exc_info_to_string().
4.255267
4.141626
1.027439
return [(_decode(file), line_number, _decode(function), _decode(text)) for file, line_number, function, text in extracted_tb]
def _unicode_decode_extracted_tb(extracted_tb)
Return a traceback with the string elements translated into Unicode.
3.609212
3.495165
1.03263