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Download the image.
def download(self, path='', name=None, overwrite=False, size=None): """ Download the image. :param path: The image will be downloaded to the folder specified at path, if path is None (default) then the current working directory will be used. :param name: The name...
Update the image with a new title and/ or description.
def update(self, title=None, description=None): """Update the image with a new title and/or description.""" url = (self._imgur._base_url + "/3/image/" "{0}".format(self._delete_or_id_hash)) is_updated = self._imgur._send_request(url, params=locals(), ...
Handles top level functionality for sending requests to Imgur.
def _send_request(self, url, needs_auth=False, **kwargs): """ Handles top level functionality for sending requests to Imgur. This mean - Raising client-side error if insufficient authentication. - Adding authentication information to the request. - Split the ...
Return the authorization url that s needed to authorize as a user.
def authorization_url(self, response, state=""): """ Return the authorization url that's needed to authorize as a user. :param response: Can be either code or pin. If it's code the user will be redirected to your redirect url with the code as a get parameter after author...
Change the current authentication.
def change_authentication(self, client_id=None, client_secret=None, access_token=None, refresh_token=None): """Change the current authentication.""" # TODO: Add error checking so you cannot change client_id and retain # access_token. Because that doesn't make sense....
Create a new Album.
def create_album(self, title=None, description=None, images=None, cover=None): """ Create a new Album. :param title: The title of the album. :param description: The albums description. :param images: A list of the images that will be added to the album ...
Exchange one - use code for an access_token and request_token.
def exchange_code(self, code): """Exchange one-use code for an access_token and request_token.""" params = {'client_id': self.client_id, 'client_secret': self.client_secret, 'grant_type': 'authorization_code', 'code': code} result = self._sen...
Exchange one - use pin for an access_token and request_token.
def exchange_pin(self, pin): """Exchange one-use pin for an access_token and request_token.""" params = {'client_id': self.client_id, 'client_secret': self.client_secret, 'grant_type': 'pin', 'pin': pin} result = self._send_request(EXCHANGE_U...
Return information about this album.
def get_album(self, id): """Return information about this album.""" url = self._base_url + "/3/album/{0}".format(id) json = self._send_request(url) return Album(json, self)
Return a object representing the content at url.
def get_at_url(self, url): """ Return a object representing the content at url. Returns None if no object could be matched with the id. Works for Album, Comment, Gallery_album, Gallery_image, Image and User. NOTE: Imgur's documentation does not cover what urls are available. ...
Return information about this comment.
def get_comment(self, id): """Return information about this comment.""" url = self._base_url + "/3/comment/{0}".format(id) json = self._send_request(url) return Comment(json, self)
Return a list of gallery albums and gallery images.
def get_gallery(self, section='hot', sort='viral', window='day', show_viral=True, limit=None): """ Return a list of gallery albums and gallery images. :param section: hot | top | user - defaults to hot. :param sort: viral | time - defaults to viral. :param wi...
Return the gallery album matching the id.
def get_gallery_album(self, id): """ Return the gallery album matching the id. Note that an album's id is different from it's id as a gallery album. This makes it possible to remove an album from the gallery and setting it's privacy setting as secret, without compromising it's s...
Return the gallery image matching the id.
def get_gallery_image(self, id): """ Return the gallery image matching the id. Note that an image's id is different from it's id as a gallery image. This makes it possible to remove an image from the gallery and setting it's privacy setting as secret, without compromising it's s...
Return a Image object representing the image with the given id.
def get_image(self, id): """Return a Image object representing the image with the given id.""" url = self._base_url + "/3/image/{0}".format(id) resp = self._send_request(url) return Image(resp, self)
Return a Message object for given id.
def get_message(self, id): """ Return a Message object for given id. :param id: The id of the message object to return. """ url = self._base_url + "/3/message/{0}".format(id) resp = self._send_request(url) return Message(resp, self)
Return a Notification object.
def get_notification(self, id): """ Return a Notification object. :param id: The id of the notification object to return. """ url = self._base_url + "/3/notification/{0}".format(id) resp = self._send_request(url) return Notification(resp, self)
Return a list of gallery albums/ images submitted to the memes gallery
def get_memes_gallery(self, sort='viral', window='week', limit=None): """ Return a list of gallery albums/images submitted to the memes gallery The url for the memes gallery is: http://imgur.com/g/memes :param sort: viral | time | top - defaults to viral :param window: Change t...
Return a list of gallery albums/ images submitted to a subreddit.
def get_subreddit_gallery(self, subreddit, sort='time', window='top', limit=None): """ Return a list of gallery albums/images submitted to a subreddit. A subreddit is a subsection of the website www.reddit.com, where users can, among other things, post imag...
Return the Gallery_image with the id submitted to subreddit gallery
def get_subreddit_image(self, subreddit, id): """ Return the Gallery_image with the id submitted to subreddit gallery :param subreddit: The subreddit the image has been submitted to. :param id: The id of the image we want. """ url = self._base_url + "/3/gallery/r/{0}/{1}...
Return a User object for this username.
def get_user(self, username): """ Return a User object for this username. :param username: The name of the user we want more information about. """ url = self._base_url + "/3/account/{0}".format(username) json = self._send_request(url) return User(json, self)
Refresh the access_token.
def refresh_access_token(self): """ Refresh the access_token. The self.access_token attribute will be updated with the value of the new access_token which will also be returned. """ if self.client_secret is None: raise Exception("client_secret must be set to ...
Search the gallery with the given query string.
def search_gallery(self, q): """Search the gallery with the given query string.""" url = self._base_url + "/3/gallery/search?q={0}".format(q) resp = self._send_request(url) return [_get_album_or_image(thing, self) for thing in resp]
Upload the image at either path or url.
def upload_image(self, path=None, url=None, title=None, description=None, album=None): """ Upload the image at either path or url. :param path: The path to the image you want to upload. :param url: The url to the image you want to upload. :param title: The t...
Delete the message.
def delete(self): """Delete the message.""" url = self._imgur._base_url + "/3/message/{0}".format(self.id) return self._imgur._send_request(url, method='DELETE')
Return the message thread this Message is in.
def get_thread(self): """Return the message thread this Message is in.""" url = (self._imgur._base_url + "/3/message/{0}/thread".format( self.first_message.id)) resp = self._imgur._send_request(url) return [Message(msg, self._imgur) for msg in resp]
Reply to this message.
def reply(self, body): """ Reply to this message. This is a convenience method calling User.send_message. See it for more information on usage. Note that both recipient and reply_to are given by using this convenience method. :param body: The body of the message. ...
Update the settings for the user.
def change_settings(self, bio=None, public_images=None, messaging_enabled=None, album_privacy=None, accepted_gallery_terms=None): """ Update the settings for the user. :param bio: A basic description filled out by the user, is displayed in ...
Return a list of the user s albums.
def get_albums(self, limit=None): """ Return a list of the user's albums. Secret and hidden albums are only returned if this is the logged-in user. """ url = (self._imgur._base_url + "/3/account/{0}/albums/{1}".format(self.name, ...
Return the users favorited images.
def get_favorites(self): """Return the users favorited images.""" url = self._imgur._base_url + "/3/account/{0}/favorites".format(self.name) resp = self._imgur._send_request(url, needs_auth=True) return [_get_album_or_image(thing, self._imgur) for thing in resp]
Get a list of the images in the gallery this user has favorited.
def get_gallery_favorites(self): """Get a list of the images in the gallery this user has favorited.""" url = (self._imgur._base_url + "/3/account/{0}/gallery_favorites".format( self.name)) resp = self._imgur._send_request(url) return [Image(img, self._imgur) for img in re...
Return the users gallery profile.
def get_gallery_profile(self): """Return the users gallery profile.""" url = (self._imgur._base_url + "/3/account/{0}/" "gallery_profile".format(self.name)) return self._imgur._send_request(url)
Has the user verified that the email he has given is legit?
def has_verified_email(self): """ Has the user verified that the email he has given is legit? Verified e-mail is required to the gallery. Confirmation happens by sending an email to the user and the owner of the email user verifying that he is the same as the Imgur user. ...
Return all of the images associated with the user.
def get_images(self, limit=None): """Return all of the images associated with the user.""" url = (self._imgur._base_url + "/3/account/{0}/" "images/{1}".format(self.name, '{}')) resp = self._imgur._send_request(url, limit=limit) return [Image(img, self._imgur) for img in r...
Return all messages sent to this user formatted as a notification.
def get_messages(self, new=True): """ Return all messages sent to this user, formatted as a notification. :param new: False for all notifications, True for only non-viewed notifications. """ url = (self._imgur._base_url + "/3/account/{0}/notifications/" ...
Return all the notifications for this user.
def get_notifications(self, new=True): """Return all the notifications for this user.""" url = (self._imgur._base_url + "/3/account/{0}/" "notifications".format(self.name)) resp = self._imgur._send_request(url, params=locals(), needs_auth=True) msgs = [Message(msg_dict, se...
Return all reply notifications for this user.
def get_replies(self, new=True): """ Return all reply notifications for this user. :param new: False for all notifications, True for only non-viewed notifications. """ url = (self._imgur._base_url + "/3/account/{0}/" "notifications/replies".format(self...
Returns current settings.
def get_settings(self): """ Returns current settings. Only accessible if authenticated as the user. """ url = self._imgur._base_url + "/3/account/{0}/settings".format(self.name) return self._imgur._send_request(url)
Return a list of the images a user has submitted to the gallery.
def get_submissions(self, limit=None): """Return a list of the images a user has submitted to the gallery.""" url = (self._imgur._base_url + "/3/account/{0}/submissions/" "{1}".format(self.name, '{}')) resp = self._imgur._send_request(url, limit=limit) return [_get_album_o...
Send a message to this user from the logged in user.
def send_message(self, body, subject=None, reply_to=None): """ Send a message to this user from the logged in user. :param body: The body of the message. :param subject: The subject of the message. Note that if the this message is a reply, then the subject of the first messa...
Send verification email to this users email address.
def send_verification_email(self): """ Send verification email to this users email address. Remember that the verification email may end up in the users spam folder. """ url = (self._imgur._base_url + "/3/account/{0}" "/verifyemail".format(self.name)) ...
Hook the current excepthook to the backtrace.
def hook(reverse=False, align=False, strip_path=False, enable_on_envvar_only=False, on_tty=False, conservative=False, styles=None, tb=None, tpe=None, value=None): """Hook the current excepthook to the backtrace. If `align` is True...
Receive a list of strings representing the input from stdin and return the restructured backtrace.
def _extract_traceback(text): """Receive a list of strings representing the input from stdin and return the restructured backtrace. This iterates over the output and once it identifies a hopefully genuine identifier, it will start parsing output. In the case the input includes a reraise (a Python 3...
Return the ( potentially ) aligned rebuit traceback
def generate_backtrace(self, styles): """Return the (potentially) aligned, rebuit traceback Yes, we iterate over the entries thrice. We sacrifice performance for code readability. I mean.. come on, how long can your traceback be that it matters? """ backtrace = [] ...
Look at a list of sources and split them according to their class.
def classify_catalog(catalog): """ Look at a list of sources and split them according to their class. Parameters ---------- catalog : iterable A list or iterable object of {SimpleSource, IslandSource, OutputSource} objects, possibly mixed. Any other objects will be silently ignored....
Iterate over a catalog of sources and return an island worth of sources at a time. Yields a list of components one island at a time
def island_itergen(catalog): """ Iterate over a catalog of sources, and return an island worth of sources at a time. Yields a list of components, one island at a time Parameters ---------- catalog : iterable A list or iterable of :class:`AegeanTools.models.OutputSource` objects. Yi...
Convert attributes of type npumpy. float32 to numpy. float64 so that they will print properly.
def _sanitise(self): """ Convert attributes of type npumpy.float32 to numpy.float64 so that they will print properly. """ for k in self.__dict__: if isinstance(self.__dict__[k], np.float32): # np.float32 has a broken __str__ method self.__dict__[k] = np.float...
Return an * ordered * list of the source attributes
def as_list(self): """ Return an *ordered* list of the source attributes """ self._sanitise() l = [] for name in self.names: l.append(getattr(self, name)) return l
Add one or more circles to this region
def add_circles(self, ra_cen, dec_cen, radius, depth=None): """ Add one or more circles to this region Parameters ---------- ra_cen, dec_cen, radius : float or list The center and radius of the circle or circles to add to this region. depth : int ...
Add a single polygon to this region.
def add_poly(self, positions, depth=None): """ Add a single polygon to this region. Parameters ---------- positions : [[ra, dec], ...] Positions for the vertices of the polygon. The polygon needs to be convex and non-intersecting. depth : int The...
Add one or more HEALPix pixels to this region.
def add_pixels(self, pix, depth): """ Add one or more HEALPix pixels to this region. Parameters ---------- pix : int or iterable The pixels to be added depth : int The depth at which the pixels are added. """ if depth not in self....
Calculate the total area represented by this region.
def get_area(self, degrees=True): """ Calculate the total area represented by this region. Parameters ---------- degrees : bool If True then return the area in square degrees, otherwise use steradians. Default = True. Returns ------- ...
Convert the multi - depth pixeldict into a single set of pixels at the deepest layer.
def _demote_all(self): """ Convert the multi-depth pixeldict into a single set of pixels at the deepest layer. The result is cached, and reset when any changes are made to this region. """ # only do the calculations if the demoted list is empty if len(self.demoted) == 0:...
Remake the pixel dictionary merging groups of pixels at level N into a single pixel at level N - 1
def _renorm(self): """ Remake the pixel dictionary, merging groups of pixels at level N into a single pixel at level N-1 """ self.demoted = set() # convert all to lowest level self._demote_all() # now promote as needed for d in range(self.maxdepth,...
Test whether a sky position is within this region
def sky_within(self, ra, dec, degin=False): """ Test whether a sky position is within this region Parameters ---------- ra, dec : float Sky position. degin : bool If True the ra/dec is interpreted as degrees, otherwise as radians. Def...
Add another Region by performing union on their pixlists.
def union(self, other, renorm=True): """ Add another Region by performing union on their pixlists. Parameters ---------- other : :class:`AegeanTools.regions.Region` The region to be combined. renorm : bool Perform renormalisation after the operat...
Subtract another Region by performing a difference operation on their pixlists.
def without(self, other): """ Subtract another Region by performing a difference operation on their pixlists. Requires both regions to have the same maxdepth. Parameters ---------- other : :class:`AegeanTools.regions.Region` The region to be combined. ...
Combine with another Region by performing intersection on their pixlists.
def intersect(self, other): """ Combine with another Region by performing intersection on their pixlists. Requires both regions to have the same maxdepth. Parameters ---------- other : :class:`AegeanTools.regions.Region` The region to be combined. ""...
Combine with another Region by performing the symmetric difference of their pixlists.
def symmetric_difference(self, other): """ Combine with another Region by performing the symmetric difference of their pixlists. Requires both regions to have the same maxdepth. Parameters ---------- other : :class:`AegeanTools.regions.Region` The region to ...
Write a ds9 region file that represents this region as a set of diamonds.
def write_reg(self, filename): """ Write a ds9 region file that represents this region as a set of diamonds. Parameters ---------- filename : str File to write """ with open(filename, 'w') as out: for d in range(1, self.maxdepth+1): ...
Write a fits file representing the MOC of this region.
def write_fits(self, filename, moctool=''): """ Write a fits file representing the MOC of this region. Parameters ---------- filename : str File to write moctool : str String to be written to fits header with key "MOCTOOL". Default = ...
Create a list of all the pixels that cover this region. This list contains overlapping pixels of different orders.
def _uniq(self): """ Create a list of all the pixels that cover this region. This list contains overlapping pixels of different orders. Returns ------- pix : list A list of HEALPix pixel numbers. """ pd = [] for d in range(1, self.maxd...
Convert [ ra ] [ dec ] to [ ( ra [ 0 ] dec [ 0 ] ).... ] and also ra dec to [ ( ra dec ) ] if ra/ dec are not iterable
def radec2sky(ra, dec): """ Convert [ra], [dec] to [(ra[0], dec[0]),....] and also ra,dec to [(ra,dec)] if ra/dec are not iterable Parameters ---------- ra, dec : float or iterable Sky coordinates Returns ------- sky : numpy.array ...
Convert ra dec coordinates to theta phi coordinates ra - > phi dec - > theta
def sky2ang(sky): """ Convert ra,dec coordinates to theta,phi coordinates ra -> phi dec -> theta Parameters ---------- sky : numpy.array Array of (ra,dec) coordinates. See :func:`AegeanTools.regions.Region.radec2sky` Returns ...
Convert sky positions in to 3d - vectors on the unit sphere.
def sky2vec(cls, sky): """ Convert sky positions in to 3d-vectors on the unit sphere. Parameters ---------- sky : numpy.array Sky coordinates as an array of (ra,dec) Returns ------- vec : numpy.array Unit vectors as an array of (x...
Convert [ x y z ] vectors into sky coordinates ra dec
def vec2sky(cls, vec, degrees=False): """ Convert [x,y,z] vectors into sky coordinates ra,dec Parameters ---------- vec : numpy.array Unit vectors as an array of (x,y,z) degrees Returns ------- sky : numpy.array Sky coord...
Create a new WCSHelper class from the given header.
def from_header(cls, header, beam=None, lat=None): """ Create a new WCSHelper class from the given header. Parameters ---------- header : `astropy.fits.HDUHeader` or string The header to be used to create the WCS helper beam : :class:`AegeanTools.fits_image....
Create a new WCSHelper class from a given fits file.
def from_file(cls, filename, beam=None): """ Create a new WCSHelper class from a given fits file. Parameters ---------- filename : string The file to be read beam : :class:`AegeanTools.fits_image.Beam` or None The synthesized beam. If the supplie...
Convert pixel coordinates into sky coordinates.
def pix2sky(self, pixel): """ Convert pixel coordinates into sky coordinates. Parameters ---------- pixel : (float, float) The (x,y) pixel coordinates Returns ------- sky : (float, float) The (ra,dec) sky coordinates in degrees ...
Convert sky coordinates into pixel coordinates.
def sky2pix(self, pos): """ Convert sky coordinates into pixel coordinates. Parameters ---------- pos : (float, float) The (ra, dec) sky coordinates (degrees) Returns ------- pixel : (float, float) The (x,y) pixel coordinates ...
Convert a vector from sky to pixel coords. The vector has a magnitude angle and an origin on the sky.
def sky2pix_vec(self, pos, r, pa): """ Convert a vector from sky to pixel coords. The vector has a magnitude, angle, and an origin on the sky. Parameters ---------- pos : (float, float) The (ra, dec) of the origin of the vector (degrees). r : float ...
Given and input position and vector in pixel coordinates calculate the equivalent position and vector in sky coordinates.
def pix2sky_vec(self, pixel, r, theta): """ Given and input position and vector in pixel coordinates, calculate the equivalent position and vector in sky coordinates. Parameters ---------- pixel : (int,int) origin of vector in pixel coordinates r : fl...
Convert an ellipse from sky to pixel coordinates.
def sky2pix_ellipse(self, pos, a, b, pa): """ Convert an ellipse from sky to pixel coordinates. Parameters ---------- pos : (float, float) The (ra, dec) of the ellipse center (degrees). a, b, pa: float The semi-major axis, semi-minor axis and posi...
Convert an ellipse from pixel to sky coordinates.
def pix2sky_ellipse(self, pixel, sx, sy, theta): """ Convert an ellipse from pixel to sky coordinates. Parameters ---------- pixel : (float, float) The (x, y) coordinates of the center of the ellipse. sx, sy : float The major and minor axes (FHWM)...
Determine the beam in pixels at the given location in pixel coordinates.
def get_pixbeam_pixel(self, x, y): """ Determine the beam in pixels at the given location in pixel coordinates. Parameters ---------- x , y : float The pixel coordinates at which the beam is determined. Returns ------- beam : :class:`AegeanTo...
Determine the beam at the given sky location.
def get_beam(self, ra, dec): """ Determine the beam at the given sky location. Parameters ---------- ra, dec : float The sky coordinates at which the beam is determined. Returns ------- beam : :class:`AegeanTools.fits_image.Beam` ...
Determine the beam in pixels at the given location in sky coordinates.
def get_pixbeam(self, ra, dec): """ Determine the beam in pixels at the given location in sky coordinates. Parameters ---------- ra , dec : float The sly coordinates at which the beam is determined. Returns ------- beam : :class:`AegeanTools....
Calculate the area of the synthesized beam in square degrees.
def get_beamarea_deg2(self, ra, dec): """ Calculate the area of the synthesized beam in square degrees. Parameters ---------- ra, dec : float The sky coordinates at which the calculation is made. Returns ------- area : float The b...
Calculate the beam area in square pixels.
def get_beamarea_pix(self, ra, dec): """ Calculate the beam area in square pixels. Parameters ---------- ra, dec : float The sky coordinates at which the calculation is made dec Returns ------- area : float The beam area i...
calculate the GCD sky separation ( degrees ) between two pixels.
def sky_sep(self, pix1, pix2): """ calculate the GCD sky separation (degrees) between two pixels. Parameters ---------- pix1, pix2 : (float, float) The (x,y) pixel coordinates for the two positions. Returns ------- dist : float Th...
Determine the local psf at a given sky location. The psf is returned in degrees.
def get_psf_sky(self, ra, dec): """ Determine the local psf at a given sky location. The psf is returned in degrees. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- a, b, pa : float The p...
Determine the local psf ( a b pa ) at a given sky location. The psf is in pixel coordinates.
def get_psf_pix(self, ra, dec): """ Determine the local psf (a,b,pa) at a given sky location. The psf is in pixel coordinates. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- a, b, pa : float ...
Get the psf at the location specified in pixel coordinates. The psf is also in pixel coordinates.
def get_pixbeam(self, ra, dec): """ Get the psf at the location specified in pixel coordinates. The psf is also in pixel coordinates. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- a, b, pa : float ...
Get the psf as a: class: AegeanTools. fits_image. Beam object.
def get_beam(self, ra, dec): """ Get the psf as a :class:`AegeanTools.fits_image.Beam` object. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- beam : :class:`AegeanTools.fits_image.Beam` The psf a...
Calculate the area of the beam in square pixels.
def get_beamarea_pix(self, ra, dec): """ Calculate the area of the beam in square pixels. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- area : float The area of the beam in square pixels. ...
Calculate the area of the beam in square degrees.
def get_beamarea_deg2(self, ra, dec): """ Calculate the area of the beam in square degrees. Parameters ---------- ra, dec : float The sky position (degrees). Returns ------- area : float The area of the beam in square degrees. ...
Find the first location in our array that is not empty
def find_start_point(self): """ Find the first location in our array that is not empty """ for i, row in enumerate(self.data): for j, _ in enumerate(row): if self.data[i, j] != 0: # or not np.isfinite(self.data[i,j]): return i, j
Move from the current location to the next
def step(self, x, y): """ Move from the current location to the next Parameters ---------- x, y : int The current location """ up_left = self.solid(x - 1, y - 1) up_right = self.solid(x, y - 1) down_left = self.solid(x - 1, y) ...
Determine whether the pixel x y is nonzero
def solid(self, x, y): """ Determine whether the pixel x,y is nonzero Parameters ---------- x, y : int The pixel of interest. Returns ------- solid : bool True if the pixel is not zero. """ if not(0 <= x < self.xsi...
Starting at a point on the perimeter of a region walk the perimeter to return to the starting point. Record the path taken.
def walk_perimeter(self, startx, starty): """ Starting at a point on the perimeter of a region, 'walk' the perimeter to return to the starting point. Record the path taken. Parameters ---------- startx, starty : int The starting location. Assumed to be on the...
March about and trace the outline of our object
def do_march(self): """ March about and trace the outline of our object Returns ------- perimeter : list The pixels on the perimeter of the region [[x1, y1], ...] """ x, y = self.find_start_point() perimeter = self.walk_perimeter(x, y) ...
Blank all the pixels within the given perimeter.
def _blank_within(self, perimeter): """ Blank all the pixels within the given perimeter. Parameters ---------- perimeter : list The perimeter of the region. """ # Method: # scan around the perimeter filling 'up' from each pixel # stop...
Recursive march in the case that we have a fragmented shape.
def do_march_all(self): """ Recursive march in the case that we have a fragmented shape. Returns ------- perimeters : [perimeter1, ...] The perimeters of all the regions in the image. See Also -------- :func:`AegeanTools.msq2.MarchingSquares.d...
Generate a model 2d Gaussian with the given parameters. Evaluate this model at the given locations x y.
def elliptical_gaussian(x, y, amp, xo, yo, sx, sy, theta): """ Generate a model 2d Gaussian with the given parameters. Evaluate this model at the given locations x,y. Parameters ---------- x, y : numeric or array-like locations at which to evaluate the gaussian amp : float P...
Construct a correlation matrix corresponding to the data. The matrix assumes a gaussian correlation function.
def Cmatrix(x, y, sx, sy, theta): """ Construct a correlation matrix corresponding to the data. The matrix assumes a gaussian correlation function. Parameters ---------- x, y : array-like locations at which to evaluate the correlation matirx sx, sy : float major/minor axes o...
Calculate a matrix which is effectively the square root of the correlation matrix C
def Bmatrix(C): """ Calculate a matrix which is effectively the square root of the correlation matrix C Parameters ---------- C : 2d array A covariance matrix Returns ------- B : 2d array A matrix B such the B.dot(B') = inv(C) """ # this version of finding the ...
Analytical calculation of the Jacobian for an elliptical gaussian Will work for a model that contains multiple Gaussians and for which some components are not being fit ( don t vary ).
def jacobian(pars, x, y): """ Analytical calculation of the Jacobian for an elliptical gaussian Will work for a model that contains multiple Gaussians, and for which some components are not being fit (don't vary). Parameters ---------- pars : lmfit.Model The model parameters x, ...
Wrapper around: func: AegeanTools. fitting. jacobian and: func: AegeanTools. fitting. emp_jacobian which gives the output in a format that is required for lmfit.
def lmfit_jacobian(pars, x, y, errs=None, B=None, emp=False): """ Wrapper around :func:`AegeanTools.fitting.jacobian` and :func:`AegeanTools.fitting.emp_jacobian` which gives the output in a format that is required for lmfit. Parameters ---------- pars : lmfit.Model The model parameters...
Create a hessian matrix corresponding to the source model pars Only parameters that vary will contribute to the hessian. Thus there will be a total of nvar x nvar entries each of which is a len ( x ) x len ( y ) array.
def hessian(pars, x, y): """ Create a hessian matrix corresponding to the source model 'pars' Only parameters that vary will contribute to the hessian. Thus there will be a total of nvar x nvar entries, each of which is a len(x) x len(y) array. Parameters ---------- pars : lmfit.Paramet...
Calculate the hessian matrix empirically. Create a hessian matrix corresponding to the source model pars Only parameters that vary will contribute to the hessian. Thus there will be a total of nvar x nvar entries each of which is a len ( x ) x len ( y ) array.
def emp_hessian(pars, x, y): """ Calculate the hessian matrix empirically. Create a hessian matrix corresponding to the source model 'pars' Only parameters that vary will contribute to the hessian. Thus there will be a total of nvar x nvar entries, each of which is a len(x) x len(y) array. ...