some contourf levels not drawn in Orthographic projection (are drawn by contour) #1076
Description
Description
I'm trying to draw spherical harmonic contours on an orthographic projection of a sphere. I see the correct contours when calling contour(), but many are not filled by contourf(). I think this is a bug, perhaps related to Issue 1024 (but I couldn't view their example figures).
Code to reproduce
import matplotlib.pyplot as plt
import numpy as np
import scipy.special as sp
import cartopy
import cartopy.crs as ccrs
# Compute spherical harmonic pattern
l=4; m=3
lon = np.linspace(0,2*np.pi,200)
lat = np.linspace(-np.pi/2,np.pi/2,500)
colat = lat+np.pi/2
d = np.zeros((len(lon),len(colat)),dtype = np.complex64)
meshed_grid = np.meshgrid(lon, lat)
lat_grid = meshed_grid[1]
lon_grid = meshed_grid[0]
for j, yy in enumerate(colat):
for i, xx in enumerate(lon):
d[i,j] = sp.sph_harm(m,l,xx,yy)
drm = np.transpose(np.real(d))
#Plot example with contour() and contourf()
fig, (ax1,ax2) = plt.subplots(1, 2, subplot_kw={'projection': ccrs.Orthographic(0, 30)})
#contour() works as expected
ax1.contour(lon*180/np.pi,lat*180/np.pi,drm,51,
transform=ccrs.PlateCarree(),cmap='seismic')
ax1.relim()
ax1.autoscale_view()
#contourf() doesn't
ax2.contourf(lon*180/np.pi,lat*180/np.pi,drm,51,
transform=ccrs.PlateCarree(),cmap='seismic')
ax2.relim()
ax2.autoscale_view()
plt.tight_layout()
plt.savefig('sphericalcontours.png')
Traceback
No error reported.
Full environment definition
Operating system
OS X 10.10.5
Cartopy version
0.16.0
conda list
# packages in environment at /Users/keatonb/anaconda:
#
# Name Version Build Channel
_license 1.1 py27_0 <unknown>
abstract-rendering 0.5.1 np19py27_0 <unknown>
ads 0.12.3 <pip>
alabaster 0.7.6 py27_0
anaconda 2.3.0 np19py27_0 <unknown>
anaconda-client 1.5.1 py27_0
anaconda-navigator 1.3.1 py27_0
aplpy 1.1.1 py27_0 astropy
appnope 0.1.0 py27_0
appscript 1.0.1 py27_0 <unknown>
argcomplete 0.8.9 py27_0 <unknown>
asdf 1.2.1 py27_0 astropy
astro-gala 0.1.3 py27_0 astropy
astroid 1.4.7 py27_0
astroml 0.3 py27_0 astropy
astroML 0.3 <pip>
astroplan 0.2 py27_0 astropy
astropy 1.0.4 <pip>
astropy 1.3.3 <pip>
astropy 1.1.1 <pip>
astropy 2.0.3 py27_0 conda-forge
astropy-helpers 1.1.1 0 http://eupsforge.net/conda/dev
astroquery 0.3.7 py27_2 astropy
astroscrappy 1.0.5 np111py27_0 astropy
babel 2.1.1 py27_0
backports 1.0 py27_0
backports.functools_lru_cache 1.5 py27_1
backports_abc 0.4 py27_0
basemap 1.1.0 py27_3 conda-forge
bcolz 0.9.0 np19py27_0 <unknown>
beautiful-soup 4.3.2 py27_0 <unknown>
beautifulsoup4 4.5.1 py27_0
binstar 0.11.0 py27_0 <unknown>
bitarray 0.8.1 py27_0 <unknown>
blaze-core 0.8.0 np19py27_0 <unknown>
bleach 1.5.0 py27_0 conda-forge
blinker 1.4 <pip>
blz 0.6.2 np19py27_1 <unknown>
bokeh 0.12.16 py27_0
boto 2.38.0 py27_0 <unknown>
bottleneck 1.0.0 np110py27_0
brewer2mpl 1.4.1 <pip>
ca-certificates 2018.03.07 0
cartopy 0.16.0 py27he7b4726_0
ccdproc 1.2.0 py27_0 astropy
cdecimal 2.3 py27_0 <unknown>
certifi 2018.4.16 py27_0
cffi 1.9.1 py27_0
chardet 3.0.4 py27h2842e91_1
chardet 2.3.0 <pip>
chest 0.2.3 py27_0
clangdev 5.0.0 default_0 conda-forge
click 6.6 py27_0
click-plugins 1.0.3 py27_0
cligj 0.4.0 py27_0
cloudpickle 0.2.2 py27_0
cluster-lensing 0.1.2 py27_0 astropy
clyent 0.3.4 py27_0 <unknown>
colorama 0.3.3 py27_0 <unknown>
conda 4.5.4 py27_0
conda-build 1.14.1 py27_0 <unknown>
conda-env 2.6.0 h36134e3_0
configobj 5.0.6 py27_0 <unknown>
configparser 3.5.0b2 py27_1
corner 2.0.1 <pip>
coverage 3.7.1 <pip>
cryptography 1.7.1 py27_0
curl 7.49.0 1
cycler 0.10.0 py27_0
cython 0.24 py27_0
cytoolz 0.7.3 py27_0 <unknown>
d2to1 0.2.12.post1 0 http://eupsforge.net/conda/dev
dask 0.10.0 <pip>
dask 0.16.0 py27h0cfea73_0
dask-core 0.16.0 py27h3e6bc05_0
datashape 0.4.5 np19py27_0 <unknown>
decorator 4.0.9 py27_0
decorator 4.0.10 <pip>
dill 0.2.7.1 py27hc0d316d_0
distributed 1.20.2 py27_0
docutils 0.12 py27_0 <unknown>
dynd-python 0.6.5 np19py27_0 <unknown>
emcee 2.2.1 py27_1 astropy
entrypoints 0.2 py27_1
enum34 1.1.6 py27_0
enum34 1.1.2 <pip>
eups 2.0.2 0 http://eupsforge.net/conda/dev
everest-pipeline 2.0.8 <pip>
extinction 0.3.0 np112py27_0 conda-forge
fastcache 1.0.2 py27_0 <unknown>
feedgenerator 1.7 <pip>
flask 0.10.1 py27_1 <unknown>
freetype 2.8 h12048fb_1
funcsigs 0.4 py27_0 <unknown>
funcsigs 1.0.2 <pip>
functools32 3.2.3.2 py27_0
future 0.16.0 py27_0
futures 3.2.0 py27_0 conda-forge
galpy 1.2 <pip>
gammapy 0.4 py27_0 astropy
gatspy 0.3 <pip>
george 0.2.1 <pip>
geos 3.6.2 1 conda-forge
geotiff 1.4.2 h54263a3_0
get_terminal_size 1.0.0 py27_0
gevent 1.0.1 py27_0 <unknown>
gevent-websocket 0.9.3 py27_0 <unknown>
ginga 2.6.1 py27_0 astropy
glue-core 0.12.4 py27_0
glue-vispy-viewers 0.9.2 py27_0
glueviz 0.12.4 0
gPhoton 1.28.2 <pip>
greenlet 0.4.7 py27_0 <unknown>
grin 1.2.1 py27_1 <unknown>
gwcs 0.7 py27_0 astropy
h5py 2.7.0 np112py27_0 conda-forge
halotools 0.4 py27_0 astropy
hdf4 4.2.13 0 conda-forge
hdf5 1.8.17 1
healpy 1.8.6 <pip>
heapdict 1.0.0 py27_1
html5lib 0.9999999 py27_0 conda-forge
httpretty 0.8.14 py27h7612536_1
httpretty 0.8.10 <pip>
icu 54.1 0
idna 2.6 py27hedea723_1
imageio 2.2.0 py27_0 conda-forge
imageio 1.5 <pip>
imagesize 0.7.1 py27_0
imexam 0.7.0 py27_0 astropy
ipaddress 1.0.7 py27_0 <unknown>
ipykernel 4.6.1 py27_0
ipython 5.3.0 py27_0
ipython-notebook 4.0.4 py27_0
ipython-qtconsole 4.0.1 py27_0
ipython_genutils 0.1.0 py27_0
ipywidgets 6.0.0 py27_0
itsdangerous 0.24 py27_0 <unknown>
jbig 2.1 0
jdcal 1.0 py27_0 <unknown>
jedi 0.9.0 py27_0
jinja2 2.8 py27_0
jpeg 9b 2 conda-forge
jsonschema 2.4.0 py27_0 <unknown>
jupyter_client 4.2.2 py27_0
jupyter_core 4.1.0 py27_0
k2flix 1.1.dev0 <pip>
K2fov 6.2.0 <pip>
kealib 1.4.6 0
keyring 9.0 py27_0 astropy
kiwisolver 1.0.1 py27h9856860_0
launcher 1.0.0 3 <unknown>
lazy-object-proxy 1.2.1 py27_0
legacy_configs 1.0.0 py27_0 http://eupsforge.net/conda/dev
libcxx 5.0.0 0 conda-forge
libdynd 0.6.5 0 <unknown>
libgdal 1.11.2 1
libgfortran 3.0.1 h93005f0_2
libnetcdf 4.4.1 0
libopenblas 0.2.20 h6c53463_3
libpng 1.6.34 he12f830_0
libsodium 0.4.5 0 <unknown>
libtiff 4.0.9 hcb84e12_1
libxml2 2.9.2 0 <unknown>
libxslt 1.1.29 4 conda-forge
llvmdev 5.0.0 default_0 conda-forge
llvmlite 0.9.0 py27_0
lmfit 0.9.5 py27_0 astropy
locket 0.2.0 py27_1
lsst-afw w.2016.15 0 http://eupsforge.net/conda/dev
lsst-astrometry-net 0.50.2.post6 0 http://eupsforge.net/conda/dev
lsst-astrometry-net-data 0.10.0.post68 0 http://eupsforge.net/conda/dev
lsst-base w.2016.15 0 http://eupsforge.net/conda/dev
lsst-boost 1.59.5 0 http://eupsforge.net/conda/dev
lsst-cfitsio 3360.4 0 http://eupsforge.net/conda/dev
lsst-coadd-chisquared w.2016.15 0 http://eupsforge.net/conda/dev
lsst-coadd-utils w.2016.15 0 http://eupsforge.net/conda/dev
lsst-daf-base w.2016.15 0 http://eupsforge.net/conda/dev
lsst-daf-butlerutils w.2016.15 0 http://eupsforge.net/conda/dev
lsst-daf-persistence w.2016.15 0 http://eupsforge.net/conda/dev
lsst-doxygen 1.8.5.1 0 http://eupsforge.net/conda/dev
lsst-eigen 3.2.5.1 70497dd_0 http://eupsforge.net/conda/dev
lsst-esutil 0.5.3 0 http://eupsforge.net/conda/dev
lsst-fftw 3.3.4.2 0 http://eupsforge.net/conda/dev
lsst-freetds 0.91.112.2 0 http://eupsforge.net/conda/dev
lsst-galsim 1.3.2 0 http://eupsforge.net/conda/dev
lsst-geom w.2016.15 0 http://eupsforge.net/conda/dev
lsst-gsl 1.16.3 0 http://eupsforge.net/conda/dev
lsst-healpy 1.8.1.2.post1 d4cac0b_0 http://eupsforge.net/conda/dev
lsst-ip-diffim w.2016.15 0 http://eupsforge.net/conda/dev
lsst-ip-isr w.2016.15 0 http://eupsforge.net/conda/dev
lsst-mariadbclient 0.10.1.11.2 0 http://eupsforge.net/conda/dev
lsst-meas-algorithms w.2016.15 0 http://eupsforge.net/conda/dev
lsst-meas-astrom w.2016.15 0 http://eupsforge.net/conda/dev
lsst-meas-base w.2016.15 0 http://eupsforge.net/conda/dev
lsst-meas-deblender w.2016.15 0 http://eupsforge.net/conda/dev
lsst-minuit2 5.28.00.2.1 dae2fb7_0 http://eupsforge.net/conda/dev
lsst-mysqlclient 5.1.73.2 2 http://eupsforge.net/conda/dev
lsst-mysqlpython 1.2.3.1.1.post6 120147b_0 http://eupsforge.net/conda/dev
lsst-ndarray w.2016.15 0 http://eupsforge.net/conda/dev
lsst-obs-lsstsim w.2016.15 0 http://eupsforge.net/conda/dev
lsst-obs-test w.2016.15 0 http://eupsforge.net/conda/dev
lsst-palpy 1.7.0.1.1 733f88b_0 http://eupsforge.net/conda/dev
lsst-pex-config w.2016.15 0 http://eupsforge.net/conda/dev
lsst-pex-exceptions w.2016.15 0 http://eupsforge.net/conda/dev
lsst-pex-logging w.2016.15 0 http://eupsforge.net/conda/dev
lsst-pex-policy w.2016.15 0 http://eupsforge.net/conda/dev
lsst-pipe-base w.2016.15 0 http://eupsforge.net/conda/dev
lsst-pipe-tasks w.2016.15 0 http://eupsforge.net/conda/dev
lsst-product-configs 1.0.1925 0 http://eupsforge.net/conda/dev
lsst-pyephem 3.7.5.1.1 6 http://eupsforge.net/conda/dev
lsst-pyfits 3.4.0.post2 0 http://eupsforge.net/conda/dev
lsst-pykg-config 1.2.0.post5 3 http://eupsforge.net/conda/dev
lsst-pymssql 2.1.1.post3 0 http://eupsforge.net/conda/dev
lsst-python-d2to1 0.2.12.1 0 http://eupsforge.net/conda/dev
lsst-scons 2.3.5 0 http://eupsforge.net/conda/dev
lsst-sconsutils w.2016.15 0 http://eupsforge.net/conda/dev
lsst-sims master_gac1855abae.0058 ac1855abae_0 http://eupsforge.net/conda/dev
lsst-sims-catalogs-generation sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-catalogs-measures sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-catutils sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-coordutils sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-data sims_2.2.4 0 http://eupsforge.net/conda/dev
lsst-sims-dustmaps 0.10.1.1 57fdb73_2 http://eupsforge.net/conda/dev
lsst-sims-galsiminterface sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-maf sims_2.2.4maf.post1 0 http://eupsforge.net/conda/dev
lsst-sims-maps sims_2.2.4 0 http://eupsforge.net/conda/dev
lsst-sims-photutils sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-sims-sed-library 2016.01.26 0 http://eupsforge.net/conda/dev
lsst-sims-utils sims_2.2.4.post2 0 http://eupsforge.net/conda/dev
lsst-skymap w.2016.15 0 http://eupsforge.net/conda/dev
lsst-skypix w.2016.15 0 http://eupsforge.net/conda/dev
lsst-sncosmo 1.2.0.post1 0 http://eupsforge.net/conda/dev
lsst-stsci-distutils 0.3.7.1.post1 b22a065_0 http://eupsforge.net/conda/dev
lsst-throughputs sims_2.2.4 0 http://eupsforge.net/conda/dev
lsst-tmv 0.72.4 0 http://eupsforge.net/conda/dev
lsst-utils w.2016.15 0 http://eupsforge.net/conda/dev
lsst-wcslib 5.13.1 0 http://eupsforge.net/conda/dev
lxml 4.1.1 py27_0 conda-forge
maltpynt 2.0 py27_0 astropy
Markdown 2.6.5 <pip>
markdown 2.6.9 py27_0 conda-forge
markupsafe 0.23 py27_0 <unknown>
matplotlib 2.2.2 py27ha7267d0_0
matplotlib 2.0.2 <pip>
mistune 0.7.2 py27_1
mkl 11.3.3 0
mock 2.0.0 py27_0 conda-forge
modernize 0.5 <pip>
montage-wrapper 0.9.8 py27_0 astropy
mpld3 0.2 <pip>
mpldatacursor 0.6.2 <pip>
mpmath 0.19 py27_1
msgpack-python 0.4.8 py27h635ded4_0
multipledispatch 0.4.7 py27_0 <unknown>
munch 2.0.4 py27_0
naima 0.8 py27_0 astropy
nbconvert 4.2.0 py27_0
nbformat 4.0.1 py27_0
networkx 1.10 py27_0
networkx 1.11 <pip>
nltk 3.0.3 np19py27_0 <unknown>
node-webkit 0.10.1 0 <unknown>
nomkl 1.0 0
nose 1.3.7 py27_0 <unknown>
notebook 5.0.0 py27_0
numba 0.24.0 np110py27_0
numexpr 2.6.4 py27_nomklh7ee8dc7_0 [nomkl]
numpy 1.12.1 py27_nomkl_0 [nomkl]
numpy 1.12.1 <pip>
numpy 1.14.0 <pip>
numpy 1.11.1 <pip>
numpy 1.10.4 <pip>
numpydoc 0.6.0 py27_0
odo 0.3.2 np19py27_0 <unknown>
olefile 0.45.1 py27_0
omnifit 0.2.1 py27_0 astropy
openpyxl 1.8.5 py27_0 <unknown>
openssl 1.0.2o h26aff7b_0
owslib 0.16.0 py_0 conda-forge
packaging 17.1 py27_0
palpy 1.6.0 <pip>
pandas 0.21.1 py27h1cb45b9_0
pandas-qt 0.1.2 <pip>
partd 0.3.8 py27h7560dbf_0
path.py 8.2 py27_0
pathlib2 2.2.1 py27_0
patsy 0.4.1 py27_0
pbr 3.1.1 py27_0 conda-forge
pcre 8.31 0
pelican 3.6.3 <pip>
pep8 1.6.2 py27_0 <unknown>
pexpect 4.0.1 py27_0
photutils 0.2 <pip>
photutils 0.3 py27_0 astropy
pickleshare 0.5 py27_0
Pillow 3.3.0 <pip>
pillow 4.2.1 py27h2cf1d5f_0
pip 10.0.1 <pip>
pip 9.0.1 py27h1567d89_4
pip 9.0.1 <pip>
plotly 2.0.15 py27h2ba4078_0
ply 3.6 py27_0 <unknown>
probableparsing 0.0.1 <pip>
proj4 4.9.3 5 conda-forge
prompt_toolkit 1.0.14 py27_0
protobuf 3.5.1 py27_3 conda-forge
psutil 3.3.0 py27_0
ptyprocess 0.5 py27_0
py 1.4.27 py27_0 <unknown>
py 1.5.3 <pip>
pyasn1 0.1.9 py27_0
pyaudio 0.2.7 py27_0 <unknown>
pycodestyle 2.3.1 py27_0
pycosat 0.6.3 py27h6c51c7e_0
pycparser 2.14 py27_0 <unknown>
pycrypto 2.6.1 py27_4
pycurl 7.19.5.1 py27_2 <unknown>
pydl 0.5.3 py27_0 astropy
pyephem 3.7.5.3 <pip>
pyepsg 0.3.2 py27_0 conda-forge
pyfits 3.4 <pip>
pyflakes 1.0.0 py27_0
pygments 2.1.3 py27_0
pyketools 3.0b3 <pip>
pylint 1.5.4 py27_1
pymc 2.3.6 py27_1 conda-forge
pyopengl 3.1.1a1 np112py27_0
pyopenssl 16.2.0 py27_0
pyparsing 2.1.1 py27_0
pyparsing 2.2.0 <pip>
pyproj 1.9.5.1 py27_0
pyqt 5.6.0 py27_2
pyqtgraph 0.9.10 <pip>
pyregion 2.0 py27_0 conda-forge
pyshp 1.2.12 py_0 conda-forge
pysocks 1.6.8 py27_0
pysqlite 2.8.3 <pip>
pysyzygy 0.0.1 <pip>
pytables 3.2.0 np19py27_0 <unknown>
pytest 2.9.1 py27_0
pytest-cov 2.1.0 <pip>
pytest-qt 1.2.2 <pip>
python 2.7.12 1
python-cpl 0.7.2 py27_0 astropy
python-crfsuite 0.9.2 py27_0 conda-forge
python-dateutil 2.6.0 <pip>
python-dateutil 2.5.2 py27_0
python.app 1.2 py27_4 <unknown>
pytz 2017.2 <pip>
pytz 2016.3 py27_0
pyvo 0.5.1 <pip>
pywavelets 0.5.2 py27_1 conda-forge
pyyaml 3.11 py27_1 <unknown>
pyzipcode 1.0 <pip>
pyzmq 15.2.0 py27_0
qt 5.6.2 0
qtawesome 0.4.1 py27_0
qtconsole 4.3.0 py27_0
qtpy 1.2.0 py27_0
readline 6.2 2
redis 2.6.9 0 <unknown>
redis-py 2.10.3 py27_0 <unknown>
reproject 0.3.2 py27_0 conda-forge
requests 2.18.4 py27h9b2b37c_1
requests 2.11.0 <pip>
rope 0.9.4 py27_1 <unknown>
ruamel_yaml 0.11.14 py27_0
runipy 0.1.3 py27_0 <unknown>
scandir 1.5 py27_0
scikit-image 0.13.0 py27_1 conda-forge
scikit-image 0.12.3 <pip>
scikit-learn 0.19.1 py27_nomklhd1ada06_0 [nomkl]
scipy 0.19.0 <pip>
scipy 1.0.0 py27_nomklhb534402_0 [nomkl]
scons 2.3.0 py27_0
seaborn 0.7.1 py27_0
setuptools 18.3.2 <pip>
setuptools 38.4.0 py27_0 anaconda
setuptools-git 1.1 1 http://eupsforge.net/conda/dev
shapely 1.6.3 py27_0 conda-forge
simplegeneric 0.8.1 py27_0
singledispatch 3.4.0.3 py27_0
sip 4.18 py27_0
six 1.10.0 py27_0
sncosmo 1.4.0 py27_0 astropy
snowballstemmer 1.2.0 py27_0 <unknown>
sockjs-tornado 1.0.1 py27_0 <unknown>
sortedcontainers 1.5.7 py27h322dbbf_0
spectral-cube 0.4.0 py27_0 astropy
specutils 0.2.2 py27_0 astropy
spherical-geometry 1.0.6 py27_0 astropy
sphinx 1.4.6 py27_0
sphinx_rtd_theme 0.1.7 py27_0 <unknown>
spyder 3.2.8 py27_0
spyder-app 2.3.8 py27_0
sqlalchemy 1.0.12 py27_0
sqlite 3.13.0 0
ssl_match_hostname 3.4.0.2 py27_1
statsmodels 0.8.0 py27_0 conda-forge
stsci.distutils 0.3.7 1 http://eupsforge.net/conda/dev
subprocess32 3.2.7 py27_0
swig 3.0.2 0
sympy 1.0 py27_0
tblib 1.3.2 py27ha684fc4_0
tensorboard 0.4.0rc3 py27_2 conda-forge
tensorflow 1.4.0 py27_0 conda-forge
terminado 0.5 py27_1
titlecase 0.12.0 <pip>
tk 8.5.18 0
toolz 0.8.0 <pip>
toolz 0.8.2 py27h27228c4_0
tornado 4.5.2 py27h29aec9e_0
tqdm 4.14.0 py27_0
traitlets 4.3.2 py27_0
ujson 1.33 py27_0 <unknown>
unicodecsv 0.9.4 py27_0 <unknown>
Unidecode 0.4.19 <pip>
urllib3 1.22 py27hc3787e9_0
usaddress 0.5.10 <pip>
wcsaxes 0.9 py27_0 astropy
wcwidth 0.1.7 py27_0
webencodings 0.5 py27_0 conda-forge
werkzeug 0.12.2 py_1 conda-forge
wheel 0.29.0 py27_0
widgetsnbextension 2.0.0 py27_0
wikipedia 1.4.0 <pip>
wrapt 1.10.8 py27_0
xerces-c 3.1.4 0
xlrd 1.1.0 py27hbd41ed1_1
xlsxwriter 0.7.3 py27_0 <unknown>
xlwings 0.3.5 py27_0 <unknown>
xlwt 1.0.0 py27_0 <unknown>
xz 5.2.4 h1de35cc_4
yaml 0.1.6 0
zeromq 4.1.3 0
zict 0.1.3 py27h5fff8b1_0
zlib 1.2.11 0 conda-forge
pip list
Package Version
---------------------------------- ------------
abstract-rendering 0.5.1
ads 0.12.3
alabaster 0.7.6
anaconda-client 1.5.1
anaconda-navigator 1.3.1
APLpy 1.1.1
appnope 0.1.0
appscript 1.0.1
argcomplete 0.8.9
asdf 1.2.1
astro-gala 0.1.3
astroid 1.4.7
astroML 0.3
astroplan 0.2
astropy 2.0.3
astropy-helpers 1.1.1
astroquery 0.3.7
astroscrappy 1.0.5
Babel 2.1.1
backports-abc 0.4
backports.functools-lru-cache 1.5
backports.shutil-get-terminal-size 1.0.0
backports.ssl-match-hostname 3.4.0.2
basemap 1.1.0
bcolz 0.9.0
beautifulsoup4 4.5.1
binstar 0.11.0
bitarray 0.8.1
blaze 0.8.0
bleach 1.5.0
blinker 1.4
blz 0.6.2
bokeh 0.12.16
boto 2.38.0
Bottleneck 1.0.0
brewer2mpl 1.4.1
Cartopy 0.16.0
ccdproc 1.2.0
cdecimal 2.3
certifi 2018.4.16
cffi 1.9.1
chardet 3.0.4
chest 0.2.3
click 6.6
click-plugins 1.0.3
cligj 0.4.0
cloudpickle 0.2.2
cluster-lensing 0.1.2
clyent 0.3.4
colorama 0.3.3
conda 4.5.4
conda-build 1.14.1
configobj 5.0.6
configparser 3.5.0b2
corner 2.0.1
coverage 3.7.1
cryptography 1.7.1
cycler 0.10.0
Cython 0.24
cytoolz 0.7.3
d2to1 0.2.12.post1
dask 0.16.0
datashape 0.4.5
decorator 4.0.10
dill 0.2.7.1
distributed 1.20.2
docutils 0.12
emcee 2.2.1
enum34 1.1.6
everest-pipeline 2.0.8
extinction 0.3.0
fastcache 1.0.2
feedgenerator 1.7
Flask 0.10.1
funcsigs 1.0.2
functools32 3.2.3.post2
future 0.16.0
futures 3.2.0
galpy 1.2
gammapy 0.4
gatspy 0.3
george 0.2.1
gevent 1.0.1
gevent-websocket 0.9.3
ginga 2.6.1
glue-core 0.12.4
glue-vispy-viewers 0.9.2
gPhoton 1.28.2
greenlet 0.4.7
grin 1.2.1
gwcs 0.7
h5py 2.7.0
halotools 0.4
healpy 1.8.6
HeapDict 1.0.0
html5lib 0.9999999
httpretty 0.8.14
idna 2.6
imageio 2.2.0
imagesize 0.7.1
imexam 0.7.0
ipaddress 1.0.7
ipykernel 4.6.1
ipython 5.3.0
ipython-genutils 0.1.0
ipywidgets 6.0.0
itsdangerous 0.24
jdcal 1.0
jedi 0.9.0
Jinja2 2.8
jsonschema 2.4.0
jupyter-client 4.2.2
jupyter-core 4.1.0
k2flix 1.1.dev0
K2fov 6.2.0
k2plr 0.2.5
keyring 9.0
kiwisolver 1.0.1
lazy-object-proxy 1.2.1
llvmlite 0.9.0
lmfit 0.9.5
locket 0.2.0
lxml 4.1.1
maltpynt 2.0
Markdown 2.6.9
MarkupSafe 0.23
matplotlib 2.2.2
mistune 0.7.2
mock 2.0.0
modernize 0.5
montage-wrapper 0.9.8
mpld3 0.2
mpldatacursor 0.6.2
mpmath 0.19
msgpack-python 0.4.8
multipledispatch 0.4.7
munch 2.0.4
naima 0.8
nbconvert 4.2.0
nbformat 4.0.1
networkx 1.11
nltk 3.0.3
nose 1.3.7
notebook 5.0.0
numba 0.24.0
numexpr 2.6.4
numpy 1.14.0
numpydoc 0.6.0
odo 0.3.2
olefile 0.45.1
omnifit 0.2.1
openpyxl 1.8.5
OWSLib 0.16.0
packaging 17.1
palpy 1.6.0
pandas 0.21.1
pandas-qt 0.1.2
partd 0.3.8
path.py 0.0.0
pathlib2 2.2.1
patsy 0.4.1
pbr 3.1.1
pelican 3.6.3
pep8 1.6.2
pexpect 4.0.1
phoebe 2.0b0
photutils 0.3
pickleshare 0.5
Pillow 4.2.1
pip 10.0.1
plotly 2.0.15
ply 3.6
probableparsing 0.0.1
prompt-toolkit 1.0.14
protobuf 3.5.1
psutil 3.3.0
ptyprocess 0.5
py 1.5.3
pyasn1 0.1.9
PyAudio 0.2.7
pycodestyle 2.3.1
pycosat 0.6.3
pycparser 2.14
pycrypto 2.6.1
pycurl 7.19.5.1
pydl 0.5.3
pyephem 3.7.5.3
pyepsg 0.3.2
pyfits 3.4
pyflakes 1.0.0
Pygments 2.1.3
pyketools 3.0b3
pylint 1.5.4
pymc 2.3.6
PyOpenGL 3.1.1a1
pyOpenSSL 16.2.0
pyparsing 2.2.0
PyPDF2 1.26.0
pyproj 1.9.5.1
pyqtgraph 0.9.10
pyregion 2.0
pyshp 1.2.12
PySocks 1.6.8
pysqlite 2.8.3
pysyzygy 0.0.1
pytest 2.9.1
pytest-cov 2.1.0
pytest-qt 1.2.2
python-cpl 0.7.2
python-crfsuite 0.9.2
python-dateutil 2.6.0
pytz 2017.2
pyvo 0.5.1
PyWavelets 0.5.2
PyYAML 3.11
pyzipcode 1.0
pyzmq 15.2.0
QtAwesome 0.4.1
qtconsole 4.3.0
QtPy 1.2.0
redis 2.10.3
reproject 0.3.2
requests 2.11.0
rope 0.9.4
ruamel-yaml -VERSION
runipy 0.1.3
scandir 1.5
scikit-image 0.13.0
scikit-learn 0.19.1
scipy 1.0.0
seaborn 0.7.1
setuptools 38.4.0
setuptools-git 1.1
Shapely 1.6.3
simplegeneric 0.8.1
singledispatch 3.4.0.3
six 1.10.0
sncosmo 1.4.0
snowballstemmer 1.2.0
sockjs-tornado 1.0.1
sortedcontainers 1.5.7
spectral-cube 0.4.0
specutils 0.2.2
spherical-geometry 1.0.6
Sphinx 1.4.6
sphinx-rtd-theme 0.1.7
spyder 3.2.8
SQLAlchemy 1.0.12
statsmodels 0.8.0
stsci.distutils 0.3.7
subprocess32 3.2.7
sympy 1.0
tables 3.2.0
tblib 1.3.2
tensorflow 1.4.0
tensorflow-tensorboard 0.4.0rc3
terminado 0.5
titlecase 0.12.0
toolz 0.8.2
tornado 4.5.2
tqdm 4.14.0
traitlets 4.3.2
ujson 1.33
unicodecsv 0.9.4
Unidecode 0.4.19
urllib3 1.22
usaddress 0.5.10
wcsaxes 0.9
wcwidth 0.1.7
webencodings 0.5
Werkzeug 0.12.2
wheel 0.29.0
widgetsnbextension 2.0.0
wikipedia 1.4.0
wrapt 1.10.8
xlrd 1.1.0
XlsxWriter 0.7.3
xlwings 0.3.5
xlwt 1.0.0
zict 0.1.3