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def prompt_save_images(args): """Prompt user to save images when crawling (for pdf and HTML formats).""" if args['images'] or args['no_images']: return if (args['pdf'] or args['html']) and (args['crawl'] or args['crawl_all']): save_msg = ('Choosing to save images will greatly slow the' ...
def command_line_runner(): """Handle command-line interaction.""" parser = get_parser() args = vars(parser.parse_args()) if args['version']: print(__version__) return if args['clear_cache']: utils.clear_cache() print('Cleared {0}.'.format(utils.CACHE_DIR)) ret...
def load_raw(cls, model_fn, schema, *args, **kwargs): """ Loads a trained classifier from the raw Weka model format. Must specify the model schema and classifier name, since these aren't currently deduced from the model format. """ c = cls(*args, **kwargs) c.schem...
def train(self, training_data, testing_data=None, verbose=False): """ Updates the classifier with new data. """ model_fn = None training_fn = None clean_training = False testing_fn = None clean_testing = False try: # Valida...
def predict(self, query_data, verbose=False, distribution=False, cleanup=True): """ Iterates over the predicted values and probability (if supported). Each iteration yields a tuple of the form (prediction, probability). If the file is a test file (i.e. contains no query variable...
def get_training_coverage(self): """ Returns a ratio of classifiers that were able to be trained successfully. """ total = len(self.training_results) i = sum(1 for data in self.training_results.values() if not isinstance(data, basestring)) return i/float(total)
def get_new_links(self, url, resp): """Get new links from a URL and filter them.""" links_on_page = resp.xpath('//a/@href') links = [utils.clean_url(u, url) for u in links_on_page] # Remove non-links through filtering by protocol links = [x for x in links if utils.check_protocol...
def page_crawled(self, page_resp): """Check if page has been crawled by hashing its text content. Add new pages to the page cache. Return whether page was found in cache. """ page_text = utils.parse_text(page_resp) page_hash = utils.hash_text(''.join(page_text)) ...
def crawl_links(self, seed_url=None): """Find new links given a seed URL and follow them breadth-first. Save page responses as PART.html files. Return the PART.html filenames created during crawling. """ if seed_url is not None: self.seed_url = seed_url if s...
def get_proxies(): """Get available proxies to use with requests library.""" proxies = getproxies() filtered_proxies = {} for key, value in proxies.items(): if key.startswith('http://'): if not value.startswith('http://'): filtered_proxies[key] = 'http://{0}'.format(v...
def get_resp(url): """Get webpage response as an lxml.html.HtmlElement object.""" try: headers = {'User-Agent': random.choice(USER_AGENTS)} try: request = requests.get(url, headers=headers, proxies=get_proxies()) except MissingSchema: url = add_protocol(url) ...
def enable_cache(): """Enable requests library cache.""" try: import requests_cache except ImportError as err: sys.stderr.write('Failed to enable cache: {0}\n'.format(str(err))) return if not os.path.exists(CACHE_DIR): os.makedirs(CACHE_DIR) requests_cache.install_cac...
def hash_text(text): """Return MD5 hash of a string.""" md5 = hashlib.md5() md5.update(text) return md5.hexdigest()
def cache_page(page_cache, page_hash, cache_size): """Add a page to the page cache.""" page_cache.append(page_hash) if len(page_cache) > cache_size: page_cache.pop(0)
def re_filter(text, regexps): """Filter text using regular expressions.""" if not regexps: return text matched_text = [] compiled_regexps = [re.compile(x) for x in regexps] for line in text: if line in matched_text: continue for regexp in compiled_regexps: ...
def remove_whitespace(text): """Remove unnecessary whitespace while keeping logical structure. Keyword arguments: text -- text to remove whitespace from (list) Retain paragraph structure but remove other whitespace, such as between words on a line and at the start and end of the text. """ ...
def parse_text(infile, xpath=None, filter_words=None, attributes=None): """Filter text using XPath, regex keywords, and tag attributes. Keyword arguments: infile -- HTML or text content to parse (list) xpath -- an XPath expression (str) filter_words -- regex keywords (list) attributes -- HTML t...
def get_parsed_text(args, infilename): """Parse and return text content of infiles. Keyword arguments: args -- program arguments (dict) infilenames -- name of user-inputted and/or downloaded file (str) Return a list of strings of text. """ parsed_text = [] if infilename.endswith('.html...
def parse_html(infile, xpath): """Filter HTML using XPath.""" if not isinstance(infile, lh.HtmlElement): infile = lh.fromstring(infile) infile = infile.xpath(xpath) if not infile: raise ValueError('XPath {0} returned no results.'.format(xpath)) return infile
def clean_url(url, base_url=None): """Add base netloc and path to internal URLs and remove www, fragments.""" parsed_url = urlparse(url) fragment = '{url.fragment}'.format(url=parsed_url) if fragment: url = url.split(fragment)[0] # Identify internal URLs and fix their format netloc = '...
def add_url_suffix(url): """Add .com suffix to URL if none found.""" url = url.rstrip('/') if not has_suffix(url): return '{0}.com'.format(url) return url
def get_outfilename(url, domain=None): """Construct the output filename from domain and end of path.""" if domain is None: domain = get_domain(url) path = '{url.path}'.format(url=urlparse(url)) if '.' in path: tail_url = path.split('.')[-2] else: tail_url = path if tail...
def get_single_outfilename(args): """Use first possible entry in query as filename.""" for arg in args['query']: if arg in args['files']: return ('.'.join(arg.split('.')[:-1])).lower() for url in args['urls']: if arg.strip('/') in url: domain = get_domain(...
def modify_filename_id(filename): """Modify filename to have a unique numerical identifier.""" split_filename = os.path.splitext(filename) id_num_re = re.compile('(\(\d\))') id_num = re.findall(id_num_re, split_filename[-2]) if id_num: new_id_num = int(id_num[-1].lstrip('(').rstrip(')')) + 1...
def overwrite_file_check(args, filename): """If filename exists, overwrite or modify it to be unique.""" if not args['overwrite'] and os.path.exists(filename): # Confirm overwriting of the file, or modify filename if args['no_overwrite']: overwrite = False else: t...
def print_text(args, infilenames, outfilename=None): """Print text content of infiles to stdout. Keyword arguments: args -- program arguments (dict) infilenames -- names of user-inputted and/or downloaded files (list) outfilename -- only used for interface purposes (None) """ for infilename...
def write_pdf_files(args, infilenames, outfilename): """Write pdf file(s) to disk using pdfkit. Keyword arguments: args -- program arguments (dict) infilenames -- names of user-inputted and/or downloaded files (list) outfilename -- name of output pdf file (str) """ if not outfilename.endswi...
def write_csv_files(args, infilenames, outfilename): """Write csv file(s) to disk. Keyword arguments: args -- program arguments (dict) infilenames -- names of user-inputted and/or downloaded files (list) outfilename -- name of output text file (str) """ def csv_convert(line): """Str...
def write_text_files(args, infilenames, outfilename): """Write text file(s) to disk. Keyword arguments: args -- program arguments (dict) infilenames -- names of user-inputted and/or downloaded files (list) outfilename -- name of output text file (str) """ if not outfilename.endswith('.txt')...
def write_file(data, outfilename): """Write a single file to disk.""" if not data: return False try: with open(outfilename, 'w') as outfile: for line in data: if line: outfile.write(line) return True except (OSError, IOError) as err...
def get_num_part_files(): """Get the number of PART.html files currently saved to disk.""" num_parts = 0 for filename in os.listdir(os.getcwd()): if filename.startswith('PART') and filename.endswith('.html'): num_parts += 1 return num_parts
def write_part_images(url, raw_html, html, filename): """Write image file(s) associated with HTML to disk, substituting filenames. Keywords arguments: url -- the URL from which the HTML has been extracted from (str) raw_html -- unparsed HTML file content (list) html -- parsed HTML file content (lxm...
def write_part_file(args, url, raw_html, html=None, part_num=None): """Write PART.html file(s) to disk, images in PART_files directory. Keyword arguments: args -- program arguments (dict) raw_html -- unparsed HTML file content (list) html -- parsed HTML file content (lxml.html.HtmlElement) (default...
def get_part_filenames(num_parts=None, start_num=0): """Get numbered PART.html filenames.""" if num_parts is None: num_parts = get_num_part_files() return ['PART{0}.html'.format(i) for i in range(start_num+1, num_parts+1)]
def read_files(filenames): """Read a file into memory.""" if isinstance(filenames, list): for filename in filenames: with open(filename, 'r') as infile: return infile.read() else: with open(filenames, 'r') as infile: return infile.read()
def remove_part_images(filename): """Remove PART(#)_files directory containing images from disk.""" dirname = '{0}_files'.format(os.path.splitext(filename)[0]) if os.path.exists(dirname): shutil.rmtree(dirname)
def remove_part_files(num_parts=None): """Remove PART(#).html files and image directories from disk.""" filenames = get_part_filenames(num_parts) for filename in filenames: remove_part_images(filename) remove_file(filename)
def confirm_input(user_input): """Check user input for yes, no, or an exit signal.""" if isinstance(user_input, list): user_input = ''.join(user_input) try: u_inp = user_input.lower().strip() except AttributeError: u_inp = user_input # Check for exit signal if u_inp in ...
def mkdir_and_cd(dirname): """Change directory and/or create it if necessary.""" if not os.path.exists(dirname): os.makedirs(dirname) os.chdir(dirname) else: os.chdir(dirname)
def convert(data, in_format, out_format, name=None, pretty=False): """Converts between two inputted chemical formats. Args: data: A string representing the chemical file to be converted. If the `in_format` is "json", this can also be a Python object in_format: The format of the `dat...
def json_to_pybel(data, infer_bonds=False): """Converts python data structure to pybel.Molecule. This will infer bond data if not specified. Args: data: The loaded json data of a molecule, as a Python object infer_bonds (Optional): If no bonds specified in input, infer them Returns: ...
def pybel_to_json(molecule, name=None): """Converts a pybel molecule to json. Args: molecule: An instance of `pybel.Molecule` name: (Optional) If specified, will save a "name" property Returns: A Python dictionary containing atom and bond data """ # Save atom element type and...
def default(self, obj): """Fired when an unserializable object is hit.""" if hasattr(obj, '__dict__'): return obj.__dict__.copy() elif HAS_NUMPY and isinstance(obj, np.ndarray): return obj.copy().tolist() else: raise TypeError(("Object of type {:s} wit...
def draw(data, format='auto', size=(400, 300), drawing_type='ball and stick', camera_type='perspective', shader='lambert', display_html=True, element_properties=None, show_save=False): """Draws an interactive 3D visualization of the inputted chemical. Args: data: A string or file repr...
def generate(data, format="auto"): """Converts input chemical formats to json and optimizes structure. Args: data: A string or file representing a chemical format: The format of the `data` variable (default is 'auto') The `format` can be any value specified by Open Babel (http://openba...
def to_json(data, compress=False): """Converts the output of `generate(...)` to formatted json. Floats are rounded to three decimals and positional vectors are printed on one line with some whitespace buffer. """ return json.compress(data) if compress else json.dumps(data)
def start_server(): """Starts up the imolecule server, complete with argparse handling.""" parser = argparse.ArgumentParser(description="Opens a browser-based " "client that interfaces with the " "chemical format converter.") parser.a...
def on_message(self, message): """Evaluates the function pointed to by json-rpc.""" json_rpc = json.loads(message) logging.log(logging.DEBUG, json_rpc) if self.pool is None: self.pool = multiprocessing.Pool(processes=args.workers) # Spawn a process to protect the se...
def nearly_eq(valA, valB, maxf=None, minf=None, epsilon=None): ''' implementation based on: http://floating-point-gui.de/errors/comparison/ ''' if valA == valB: return True if maxf is None: maxf = float_info.max if minf is None: minf = float_info.min if epsil...
def _convert(cls, other, ignoreScalars=False): ''' :other: Point or point equivalent :ignorescalars: optional boolean :return: Point Class private method for converting 'other' into a Point subclasss. If 'other' already is a Point subclass, nothing is done. If ig...
def units(cls, scale=1): ''' :scale: optional integer scaling factor :return: list of three Point subclass Returns three points whose coordinates are the head of a unit vector from the origin ( conventionally i, j and k). ''' return [cls(x=scale), cls(y=scale), ...
def gaussian(cls, mu=0, sigma=1): ''' :mu: mean :sigma: standard deviation :return: Point subclass Returns a point whose coordinates are picked from a Gaussian distribution with mean 'mu' and standard deviation 'sigma'. See random.gauss for further explanati...
def random(cls, origin=None, radius=1): ''' :origin: optional Point or point equivalent :radius: optional float, radius around origin :return: Point subclass Returns a point with random x, y and z coordinates bounded by the sphere defined by (origin,radius). If ...
def _binary_(self, other, func, inplace=False): ''' :other: Point or point equivalent :func: binary function to apply :inplace: optional boolean :return: Point Implementation private method. All of the binary operations funnel thru this method to r...
def _unary_(self, func, inplace=False): ''' :func: unary function to apply to each coordinate :inplace: optional boolean :return: Point Implementation private method. All of the unary operations funnel thru this method to reduce cut-and-paste code and enforce co...
def cross(self, other): ''' :other: Point or point equivalent :return: float Vector cross product of points U (self) and V (other), computed: U x V = (u1*i + u2*j + u3*k) x (v1*i + v2*j + v3*k) s1 = u2v3 - u3v2 s2 = u3v1 - u1v3 s3 = u1v2 - u2v1 ...
def isBetween(self, a, b, axes='xyz'): ''' :a: Point or point equivalent :b: Point or point equivalent :axis: optional string :return: float Checks the coordinates specified in 'axes' of 'self' to determine if they are bounded by 'a' and 'b'. The range is...
def ccw(self, b, c, axis='z'): ''' :b: Point or point equivalent :c: Point or point equivalent :axis: optional string or integer in set('x',0,'y',1,'z',2) :return: float CCW - Counter Clockwise Returns an integer signifying the direction of rotation around 'axis...
def isCCW(self, b, c, axis='z'): ''' :b: Point or point equivalent :c: Point or point equivalent :axis: optional string or integer in set('x',0,'y',1,'z',2) :return: boolean True if the angle determined by a,self,b around 'axis' describes a counter-clockwise rota...
def isCollinear(self, b, c): ''' :b: Point or point equivalent :c: Point or point equivalent :return: boolean True if 'self' is collinear with 'b' and 'c', otherwise False. ''' return all(self.ccw(b, c, axis) == 0 for axis in self._keys)
def rotate2d(self, theta, origin=None, axis='z', radians=False): ''' :theta: float radians to rotate self around origin :origin: optional Point, defaults to 0,0,0 Returns a Point rotated by :theta: around :origin:. ''' origin = Point._convert(origin) delta = se...
def withAngles(cls, origin=None, base=1, alpha=None, beta=None, gamma=None, inDegrees=False): ''' :origin: optional Point :alpha: optional float describing length of the side opposite A :beta: optional float describing length of the side opposite B :gamma: opti...
def heronsArea(self): ''' Heron's forumla for computing the area of a triangle, float. Performance note: contains a square root. ''' s = self.semiperimeter return math.sqrt(s * ((s - self.a) * (s - self.b) * (s - self.c)))
def circumradius(self): ''' Distance from the circumcenter to all the verticies in the Triangle, float. ''' return (self.a * self.b * self.c) / (self.area * 4)
def altitudes(self): ''' A list of the altitudes of each vertex [AltA, AltB, AltC], list of floats. An altitude is the shortest distance from a vertex to the side opposite of it. ''' A = self.area * 2 return [A / self.a, A / self.b, A / self.c]
def isIsosceles(self): ''' True iff two side lengths are equal, boolean. ''' return (self.a == self.b) or (self.a == self.c) or (self.b == self.c)
def congruent(self, other): ''' A congruent B True iff all angles of 'A' equal angles in 'B' and all side lengths of 'A' equal all side lengths of 'B', boolean. ''' a = set(self.angles) b = set(other.angles) if len(a) != len(b) or len(a.difference(b)) ...
def center(self): ''' Center point of the ellipse, equidistant from foci, Point class.\n Defaults to the origin. ''' try: return self._center except AttributeError: pass self._center = Point() return self._center
def radius(self): ''' Radius of the ellipse, Point class. ''' try: return self._radius except AttributeError: pass self._radius = Point(1, 1, 0) return self._radius
def xAxisIsMajor(self): ''' Returns True if the major axis is parallel to the X axis, boolean. ''' return max(self.radius.x, self.radius.y) == self.radius.x
def xAxisIsMinor(self): ''' Returns True if the minor axis is parallel to the X axis, boolean. ''' return min(self.radius.x, self.radius.y) == self.radius.x
def yAxisIsMajor(self): ''' Returns True if the major axis is parallel to the Y axis, boolean. ''' return max(self.radius.x, self.radius.y) == self.radius.y
def yAxisIsMinor(self): ''' Returns True if the minor axis is parallel to the Y axis, boolean. ''' return min(self.radius.x, self.radius.y) == self.radius.y
def a(self): ''' Positive antipodal point on the major axis, Point class. ''' a = Point(self.center) if self.xAxisIsMajor: a.x += self.majorRadius else: a.y += self.majorRadius return a
def a_neg(self): ''' Negative antipodal point on the major axis, Point class. ''' na = Point(self.center) if self.xAxisIsMajor: na.x -= self.majorRadius else: na.y -= self.majorRadius return na
def b(self): ''' Positive antipodal point on the minor axis, Point class. ''' b = Point(self.center) if self.xAxisIsMinor: b.x += self.minorRadius else: b.y += self.minorRadius return b
def b_neg(self): ''' Negative antipodal point on the minor axis, Point class. ''' nb = Point(self.center) if self.xAxisIsMinor: nb.x -= self.minorRadius else: nb.y -= self.minorRadius return nb
def vertices(self): ''' A dictionary of four points where the axes intersect the ellipse, dict. ''' return {'a': self.a, 'a_neg': self.a_neg, 'b': self.b, 'b_neg': self.b_neg}
def focus0(self): ''' First focus of the ellipse, Point class. ''' f = Point(self.center) if self.xAxisIsMajor: f.x -= self.linearEccentricity else: f.y -= self.linearEccentricity return f
def circumcircleForTriangle(cls, triangle): ''' :param: triangle - Triangle class :return: Circle class Returns the circle where every vertex in the input triangle is on the radius of that circle. ''' if triangle.isRight: # circumcircle origin is th...
def doesIntersect(self, other): ''' :param: other - Circle class Returns True iff: self.center.distance(other.center) <= self.radius+other.radius ''' otherType = type(other) if issubclass(otherType, Ellipse): distance = self.center.distance(other....
def AB(self): ''' A list containing Points A and B. ''' try: return self._AB except AttributeError: pass self._AB = [self.A, self.B] return self._AB
def normal(self): ''' :return: Line Returns a Line normal (perpendicular) to this Line. ''' d = self.B - self.A return Line([-d.y, d.x], [d.y, -d.x])
def t(self, point): ''' :point: Point subclass :return: float If :point: is collinear, determine the 't' coefficient of the parametric equation: xyz = A<xyz> + t ( B<xyz> - A<xyz> ) if t < 0, point is less than A and B on the line if t >= 0 and <= 1, po...
def flip(self): ''' :returns: None Swaps the positions of A and B. ''' tmp = self.A.xyz self.A = self.B self.B = tmp
def doesIntersect(self, other): ''' :param: other - Line subclass :return: boolean Returns True iff: ccw(self.A,self.B,other.A) * ccw(self.A,self.B,other.B) <= 0 and ccw(other.A,other.B,self.A) * ccw(other.A,other.B,self.B) <= 0 ''' if s...
def intersection(self, other): ''' :param: other - Line subclass :return: Point subclass Returns a Point object with the coordinates of the intersection between the current line and the other line. Will raise Parallel() if the two lines are parallel. Will raise ...
def distanceFromPoint(self, point): ''' :param: point - Point subclass :return: float Distance from the line to the given point. ''' # XXX planar distance, doesn't take into account z ? d = self.m n = (d.y * point.x) - (d.x * point.y) + self.A.cross(self....
def radiansBetween(self, other): ''' :param: other - Line subclass :return: float Returns the angle measured between two lines in radians with a range of [0, 2 * math.pi]. ''' # a dot b = |a||b| * cos(theta) # a dot b / |a||b| = cos(theta) # cos-...
def FloatProperty(name, default=0.0, readonly=False, docs=None): ''' :name: string - property name :default: float - property default value :readonly: boolean - if True, setter method is NOT generated Returns a property object that can be used to initialize a class instance variable as a proper...
def randomSizeAndLocation(cls, radius, widthLimits, heightLimits, origin=None): ''' :param: radius - float :param: widthLimits - iterable of floats with length >= 2 :param: heightLimits - iterable of floats with length >= 2 :param: origin ...
def randomSize(cls, widthLimits, heightLimits, origin=None): ''' :param: widthLimits - iterable of integers with length >= 2 :param: heightLimits - iterable of integers with length >= 2 :param: origin - optional Point subclass :return: Rectangle ''' r = cl...
def randomLocation(cls, radius, width, height, origin=None): ''' :param: radius - float :param: width - float :param: height - float :param: origin - optional Point subclass :return: Rectangle ''' return cls(width, height, ...
def origin(self): ''' Point describing the origin of the rectangle. Defaults to (0,0,0). ''' try: return self._origin except AttributeError: pass self._origin = Point() return self._origin
def B(self): ''' Point whose coordinates are (maxX,minY,origin.z), Point. ''' return Point(self.maxX, self.minY, self.origin.z)
def C(self): ''' Point whose coordinates are (maxX,maxY,origin.z), Point. ''' return Point(self.maxX, self.maxY, self.origin.z)
def D(self): ''' Point whose coordinates are (minX,maxY,origin.Z), Point. ''' return Point(self.minX, self.maxY, self.origin.z)
def center(self): ''' Point whose coordinates are (midX,midY,origin.z), Point. ''' return Point(self.midX, self.midY, self.origin.z)
def scale(self, dx=1.0, dy=1.0): ''' :param: dx - optional float :param: dy - optional float Scales the rectangle's width and height by dx and dy. ''' self.width *= dx self.height *= dy
def containsPoint(self, point, Zorder=False): ''' :param: point - Point subclass :param: Zorder - optional Boolean Is true if the point is contain in the rectangle or along the rectangle's edges. If Zorder is True, the method will check point.z for equality wit...