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vtsuperdarn/davitpy
davitpy/pydarn/proc/music/music.py
2
85275
# -*- coding: utf-8 -*- # Copyright (C) 2012 VT SuperDARN Lab # Full license can be found in LICENSE.txt # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or #...
gpl-3.0
acmaheri/sms-tools
lectures/8-Sound-transformations/plots-code/stftFiltering-orchestra.py
3
1648
import numpy as np import time, os, sys import matplotlib.pyplot as plt sys.path.append(os.path.join(os.path.dirname(os.path.realpath(__file__)), '../../../software/models/')) sys.path.append(os.path.join(os.path.dirname(os.path.realpath(__file__)), '../../../software/transformations/')) import utilFunctions as UF impo...
agpl-3.0
JWarmenhoven/seaborn
seaborn/tests/test_linearmodels.py
4
19116
import numpy as np import matplotlib as mpl import matplotlib.pyplot as plt import pandas as pd import nose.tools as nt import numpy.testing as npt import pandas.util.testing as pdt from numpy.testing.decorators import skipif from nose import SkipTest try: import statsmodels.regression.linear_model as smlm _n...
bsd-3-clause
AliShug/RoboVis
robovis/load_histogram.py
1
3645
import numpy as np # from matplotlib import pyplot as plt from PyQt5.QtWidgets import * from PyQt5.QtCore import * from PyQt5.QtGui import * class RVLoadHistogram(QGraphicsView): '''A histogram for the maximum load across the reachable area''' def __init__(self, ik): width = 330 height = 120 ...
mit
cgrima/rsr
rsr/fit.py
1
4401
""" Various tools for extracting signal components from a fit of the amplitude distribution """ from . import pdf from .Classdef import Statfit import numpy as np import time import random import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt from lmfit import minimize, Parameters, report_fit def pa...
mit
PedroMDuarte/thesis-hubbard-lda_evap
qmc.py
1
16230
""" This file provides a way to obtain thermodynamic quantities from an interpolation of available QMC solutions """ import numpy as np import matplotlib.pyplot as plt import matplotlib from matplotlib import rc rc('font', **{'family':'serif'}) rc('text', usetex=True) import glob import os import ldaconf base...
mit
phobson/statsmodels
docs/sphinxext/numpy_ext/docscrape_sphinx.py
62
7703
import re, inspect, textwrap, pydoc import sphinx from docscrape import NumpyDocString, FunctionDoc, ClassDoc class SphinxDocString(NumpyDocString): def __init__(self, docstring, config={}): self.use_plots = config.get('use_plots', False) NumpyDocString.__init__(self, docstring, config=config) ...
bsd-3-clause
buntyke/GPy
doc/sphinxext/ipython_directive.py
12
27263
# -*- coding: utf-8 -*- """Sphinx directive to support embedded IPython code. This directive allows pasting of entire interactive IPython sessions, prompts and all, and their code will actually get re-executed at doc build time, with all prompts renumbered sequentially. It also allows you to input code as a pure pytho...
mit
michalkurka/h2o-3
h2o-py/h2o/estimators/svd.py
2
17854
#!/usr/bin/env python # -*- encoding: utf-8 -*- # # This file is auto-generated by h2o-3/h2o-bindings/bin/gen_python.py # Copyright 2016 H2O.ai; Apache License Version 2.0 (see LICENSE for details) # from __future__ import absolute_import, division, print_function, unicode_literals from h2o.estimators.estimator_base ...
apache-2.0
ryfeus/lambda-packs
LightGBM_sklearn_scipy_numpy/source/sklearn/neighbors/__init__.py
71
1025
""" The :mod:`sklearn.neighbors` module implements the k-nearest neighbors algorithm. """ from .ball_tree import BallTree from .kd_tree import KDTree from .dist_metrics import DistanceMetric from .graph import kneighbors_graph, radius_neighbors_graph from .unsupervised import NearestNeighbors from .classification impo...
mit
idlead/scikit-learn
examples/text/document_classification_20newsgroups.py
27
10521
""" ====================================================== Classification of text documents using sparse features ====================================================== This is an example showing how scikit-learn can be used to classify documents by topics using a bag-of-words approach. This example uses a scipy.spars...
bsd-3-clause
cokelaer/colormap
src/colormap/colors.py
1
32584
# -*- python -*- # -*- coding: utf-8 -*- # # This file is part of the colormap software # # Copyright (c) 2011-20134 # # File author(s): Thomas Cokelaer <cokelaer@gmail.com> # # Distributed under the GPLv3 License. # See accompanying file LICENSE.txt or copy at # http://www.gnu.org/licenses/gpl-3.0.html # # ...
bsd-3-clause
UltronAI/Deep-Learning
Pattern-Recognition/hw2-Feature-Selection/skfeature/example/test_chi_square.py
1
1627
import scipy.io from sklearn.metrics import accuracy_score from sklearn import cross_validation from sklearn import svm from skfeature.function.statistical_based import chi_square def main(): # load data mat = scipy.io.loadmat('../data/BASEHOCK.mat') X = mat['X'] # data X = X.astype(floa...
mit
jarvisqi/nlp_learn
gensim/text.py
1
2054
import jieba import pandas as pd from gensim import corpora, models, similarities # 训练样本 raw_documents = [ '0无偿居间介绍买卖毒品的行为应如何定性', '1吸毒男动态持有大量毒品的行为该如何认定', '2如何区分是非法种植毒品原植物罪还是非法制造毒品罪', '3为毒贩贩卖毒品提供帮助构成贩卖毒品罪', '4将自己吸食的毒品原价转让给朋友吸食的行为该如何认定', '5为获报酬帮人购买毒品的行为该如何认定', '6毒贩出狱后再次够买毒品途中被抓的行为认定', '7虚...
mit
Pyomo/PyomoGallery
test_notebooks.py
1
4863
# # Jupyter notebook testing logic adapted from # https://gist.github.com/lheagy/f216db7220713329eb3fc1c2cd3c7826 # # The MIT License (MIT) # # Copyright (c) 2016 Lindsey Heagy # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "...
bsd-2-clause
manazhao/tf_recsys
tensorflow/examples/learn/multiple_gpu.py
13
4153
# Copyright 2016 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
apache-2.0
scikit-garden/scikit-garden
skgarden/quantile/tests/test_tree.py
1
2933
import numpy as np from sklearn.datasets import load_boston from sklearn.model_selection import train_test_split from numpy.testing import assert_array_almost_equal from skgarden.quantile import DecisionTreeQuantileRegressor from skgarden.quantile import ExtraTreeQuantileRegressor from skgarden.quantile.utils import w...
bsd-3-clause
sonusz/PhasorToolBox
examples/freq_meter.py
1
1820
#!/usr/bin/env python3 """ This is an real-time frequency meter of two PMUs. This code connects to two PMUs, plot the frequency of the past 300 time-stamps and update the plot in real-time. """ from phasortoolbox import PDC,Client import matplotlib.pyplot as plt import numpy as np import gc import logging logging.bas...
mit
subutai/htmresearch
projects/sequence_prediction/continuous_sequence/data/processTaxiData.py
12
2451
import pandas as pd import numpy as np from matplotlib import pyplot as plt import os from pygeocoder import Geocoder plt.ion() year = 2015 record_num = [] aggregation_rule = {'Sum': sum} ts_all = None aggregation_window = "1min" print " aggregate data at" + aggregation_window + "resolution" for year in [2014, 2...
agpl-3.0
mikebenfield/scikit-learn
sklearn/cluster/tests/test_spectral.py
72
7950
"""Testing for Spectral Clustering methods""" from sklearn.externals.six.moves import cPickle dumps, loads = cPickle.dumps, cPickle.loads import numpy as np from scipy import sparse from sklearn.utils import check_random_state from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_a...
bsd-3-clause
fishroot/nemoa
nemoa/file/nplot.py
1
16627
# -*- coding: utf-8 -*- """Common function for creating plots with matplotlib.""" __author__ = 'Patrick Michl' __email__ = 'frootlab@gmail.com' __license__ = 'GPLv3' __docformat__ = 'google' import numpy as np from nemoa.types import OptDict class Plot: """Base class for matplotlib plots. Export classes lik...
gpl-3.0
e-koch/VLA_Lband
14B-088/HI/imaging/sd_regridding/sd_comparison.py
1
3520
''' Compare the regridded versions of the SD datasets. ''' from spectral_cube import SpectralCube import matplotlib.pyplot as plt import os from corner import hist2d from radio_beam import Beam import astropy.units as u import numpy as np from paths import fourteenB_HI_data_path, data_path from galaxy_params import ...
mit
winklerand/pandas
pandas/io/formats/printing.py
7
8864
""" printing tools """ import sys from pandas.core.dtypes.inference import is_sequence from pandas import compat from pandas.compat import u from pandas.core.config import get_option def adjoin(space, *lists, **kwargs): """ Glues together two sets of strings using the amount of space requested. The idea ...
bsd-3-clause
IndraVikas/scikit-learn
sklearn/linear_model/tests/test_theil_sen.py
234
9928
""" Testing for Theil-Sen module (sklearn.linear_model.theil_sen) """ # Author: Florian Wilhelm <florian.wilhelm@gmail.com> # License: BSD 3 clause from __future__ import division, print_function, absolute_import import os import sys from contextlib import contextmanager import numpy as np from numpy.testing import ...
bsd-3-clause
transientlunatic/minke
minke/mdctools.py
1
34706
""" 88b d88 88 88 888b d888 "" 88 88`8b d8'88 88 88 `8b d8' 88 88 8b,dPPYba, 88 ,d8 ,adPPYba, 88 `8b d8' 88 88 88P' `"8a 88 ,a8" a8P_____88 88 `8b d8' 88 88...
isc
njwilson23/rasterio
rasterio/tool.py
1
5429
""" Implementations of various common operations, like `show()` for displaying an array or with matplotlib, and `stats()` for computing min/max/avg. Most can handle a numpy array or `rasterio.Band()`. Primarily supports `$ rio insp`. """ from __future__ import absolute_import import code import collections import ...
bsd-3-clause
Harhoy/transport
transport.py
1
9259
from __future__ import division import numpy as np import math as m from easygui import multenterbox import pandas as pd import matplotlib.pyplot as plt import math as m def import_xl(file_path): df = pd.read_excel(file_path,header = None) df = df.values return df def export_xl(file_path,sheets): writ...
mit
danforthcenter/plantcv
plantcv/plantcv/visualize/obj_size_ecdf.py
1
1554
# Plot Empirical Cumulative Distribution Function for Object Size import os import cv2 import pandas as pd from plantcv.plantcv import params from plantcv.plantcv._debug import _debug from statsmodels.distributions.empirical_distribution import ECDF from plotnine import ggplot, aes, geom_point, labels, scale_x_log10 ...
mit
lalitkumarj/NEXT-psych
next/apps/TupleBanditsPureExploration/Dashboard.py
1
3313
""" TupleBanditsPureExplorationDashboard author: Nick Glattard, n.glattard@gmail.com last updated: 4/24/2015 ###################################### TupleBanditsPureExplorationDashboard """ import json import numpy import numpy.random import matplotlib.pyplot as plt from datetime import datetime from datetime impor...
apache-2.0
jgowans/correlation_plotter
rfi_looker.py
1
1835
#!/usr/bin/env python import os, time import numpy as np import matplotlib.pyplot as plt import scipy.signal results_directory = os.getenv('HOME') + "/rfi_capture_results/" SAMPLE_FREQUENCY = 3600.0 # MHz and us ADC_SCALE_VALUE = 707.94 # algorithm: # open a .npy file (or do the disk buffer thing) filename = raw_in...
mit
dblN/misc
utils.py
1
3046
from __future__ import absolute_import from __future__ import division from __future__ import print_function import numpy as np import tensorflow as tf from keras.layers import Dense from keras.preprocessing.image import apply_transform import matplotlib.pyplot as plt def take_glimpses(image, location, sizes): ...
mit
rseubert/scikit-learn
sklearn/linear_model/tests/test_randomized_l1.py
39
4706
# Authors: Alexandre Gramfort <alexandre.gramfort@inria.fr> # License: BSD 3 clause import numpy as np from scipy import sparse from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.linear_model.randomized_l1 i...
bsd-3-clause
pyxll/pyxll-examples
matplotlib/interactiveplot.py
1
3441
""" Example code showing how to draw an interactive matplotlib figure in Excel. While the figure is displayed Excel is still useable in the background and the chart may be updated with new data by calling the same function again. """ from pyxll import xl_func from pandas.stats.moments import ewma # matplotlib imports...
unlicense
hsuantien/scikit-learn
sklearn/neighbors/graph.py
208
7031
"""Nearest Neighbors graph functions""" # Author: Jake Vanderplas <vanderplas@astro.washington.edu> # # License: BSD 3 clause (C) INRIA, University of Amsterdam import warnings from .base import KNeighborsMixin, RadiusNeighborsMixin from .unsupervised import NearestNeighbors def _check_params(X, metric, p, metric_...
bsd-3-clause
stylianos-kampakis/scikit-learn
sklearn/feature_selection/variance_threshold.py
238
2594
# Author: Lars Buitinck <L.J.Buitinck@uva.nl> # License: 3-clause BSD import numpy as np from ..base import BaseEstimator from .base import SelectorMixin from ..utils import check_array from ..utils.sparsefuncs import mean_variance_axis from ..utils.validation import check_is_fitted class VarianceThreshold(BaseEstim...
bsd-3-clause
mbayon/TFG-MachineLearning
vbig/lib/python2.7/site-packages/pandas/core/dtypes/concat.py
6
16002
""" Utility functions related to concat """ import numpy as np import pandas._libs.tslib as tslib from pandas import compat from pandas.core.dtypes.common import ( is_categorical_dtype, is_sparse, is_datetimetz, is_datetime64_dtype, is_timedelta64_dtype, is_period_dtype, is_object_dtype, ...
mit
jseabold/statsmodels
statsmodels/tsa/statespace/tests/test_impulse_responses.py
3
26272
""" Tests for impulse responses of time series Author: Chad Fulton License: Simplified-BSD """ import warnings import numpy as np import pandas as pd from scipy.stats import ortho_group import pytest from numpy.testing import assert_, assert_allclose from statsmodels.tools.sm_exceptions import EstimationWarning from...
bsd-3-clause
nateGeorge/IDmyDog
process_ims/other/2d_haralick_map.py
1
3493
from __future__ import print_function import pandas as pd import pickle as pk import cv2 import os import re import progressbar import imutils import numpy as np import matplotlib.pyplot as plt import seaborn as sns from mahotas.features import haralick import json from sklearn.decomposition import PCA plt.style.use('s...
mit
joegomes/deepchem
examples/binding_pockets/binding_pocket_datasets.py
9
6311
""" PDBBind binding pocket dataset loader. """ from __future__ import print_function from __future__ import division from __future__ import unicode_literals import os import numpy as np import pandas as pd import shutil import time import re from rdkit import Chem import deepchem as dc def compute_binding_pocket_fea...
mit
openbermuda/karmapi
karmapi/nzquake.py
1
1633
""" The data is available from Geonet, the official source of New Zealand earthquake hazard data: http://wfs.geonet.org.nz/geonet/ows?service=WFS&version=1.0.0&request=GetFeature&typeName=geonet:quake_search_v1&outputFormat=csv Geonet Data policy ================== All data and images are made available free of char...
gpl-3.0
eduardoftoliveira/oniomMacGyver
scripts/draw_PES.py
2
3836
#!/usr/bin/env python import matplotlib as mpl from matplotlib import pyplot as plt import argparse def add_adiabatic_map_to_axis(axis, style, energies, color): """ add single set of energies to plot """ # Energy horizontal decks x = style['START'] for energy in energies: axis.plot([x, x+styl...
gpl-3.0
sambitgaan/nupic
examples/opf/clients/hotgym/prediction/one_gym/nupic_output.py
32
6059
# ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 2013, Numenta, Inc. Unless you have an agreement # with Numenta, Inc., for a separate license for this software code, the # following terms and conditions apply: # # This progra...
agpl-3.0
tsherwen/AC_tools
Scripts/2D_GEOSChem_slice_subregion_plotter_example.py
1
2934
#!/usr/bin/python # -*- coding: utf-8 -*- """ Plotter for 2D slices of GEOS-Chem output NetCDFs files. NOTES --- - This is setup for Cly, but many other options (plot/species) are availible by just updating passed variables/plotting function called. """ import AC_tools as AC import numpy as np import matplotli...
mit
takluyver/xray
xray/groupby.py
1
12796
import itertools from common import ImplementsReduce from ops import inject_reduce_methods import variable import dataset import numpy as np def unique_value_groups(ar): """Group an array by its unique values. Parameters ---------- ar : array-like Input array. This will be flattened if it is...
apache-2.0
QuLogic/vispy
examples/basics/plotting/mpl_plot.py
14
1579
# -*- coding: utf-8 -*- # vispy: testskip # ----------------------------------------------------------------------------- # Copyright (c) 2015, Vispy Development Team. # Distributed under the (new) BSD License. See LICENSE.txt for more info. # ----------------------------------------------------------------------------...
bsd-3-clause
waddell/urbansim
urbansim/urbanchoice/mnl.py
4
9002
""" Number crunching code for multinomial logit. ``mnl_estimate`` and ``mnl_simulate`` especially are used by ``urbansim.models.lcm``. """ from __future__ import print_function import logging import numpy as np import pandas as pd import scipy.optimize import pmat from pmat import PMAT from ..utils.logutil import ...
bsd-3-clause
aje/POT
examples/plot_optim_OTreg.py
2
2940
# -*- coding: utf-8 -*- """ ================================== Regularized OT with generic solver ================================== Illustrates the use of the generic solver for regularized OT with user-designed regularization term. It uses Conditional gradient as in [6] and generalized Conditional Gradient as propos...
mit
cheminfo/RDKitjs
old/src/similarityMap_basic_functions.py
1
3270
def bivariate_normal(X, Y, sigmax=1.0, sigmay=1.0, mux=0.0, muy=0.0, sigmaxy=0.0): Xmu = X-mux Ymu = Y-muy rho = sigmaxy/(sigmax*sigmay) z = Xmu**2/sigmax**2 + Ymu**2/sigmay**2 - 2*rho*Xmu*Ymu/(sigmax*sigmay) denom = 2*np.pi*sigmax*sigmay*np.sqrt(1-rho**2) return np.exp(-z/(2*(1-rho**2))) / deno...
bsd-3-clause
dhruv13J/scikit-learn
sklearn/covariance/tests/test_robust_covariance.py
213
3359
# Author: Alexandre Gramfort <alexandre.gramfort@inria.fr> # Gael Varoquaux <gael.varoquaux@normalesup.org> # Virgile Fritsch <virgile.fritsch@inria.fr> # # License: BSD 3 clause import numpy as np from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_alm...
bsd-3-clause
mjudsp/Tsallis
examples/cluster/plot_cluster_comparison.py
58
4681
""" ========================================================= Comparing different clustering algorithms on toy datasets ========================================================= This example aims at showing characteristics of different clustering algorithms on datasets that are "interesting" but still in 2D. The last ...
bsd-3-clause
carrillo/scikit-learn
benchmarks/bench_lasso.py
297
3305
""" Benchmarks of Lasso vs LassoLars First, we fix a training set and increase the number of samples. Then we plot the computation time as function of the number of samples. In the second benchmark, we increase the number of dimensions of the training set. Then we plot the computation time as function of the number o...
bsd-3-clause
JonnyWong16/plexpy
lib/tqdm/_tqdm_gui.py
4
13326
""" GUI progressbar decorator for iterators. Includes a default (x)range iterator printing to stderr. Usage: >>> from tqdm_gui import tgrange[, tqdm_gui] >>> for i in tgrange(10): #same as: for i in tqdm_gui(xrange(10)) ... ... """ # future division is important to divide integers and get as # a result preci...
gpl-3.0
zhenv5/scikit-learn
sklearn/metrics/cluster/supervised.py
207
27395
"""Utilities to evaluate the clustering performance of models Functions named as *_score return a scalar value to maximize: the higher the better. """ # Authors: Olivier Grisel <olivier.grisel@ensta.org> # Wei LI <kuantkid@gmail.com> # Diego Molla <dmolla-aliod@gmail.com> # License: BSD 3 clause fr...
bsd-3-clause
kushalbhola/MyStuff
Practice/PythonApplication/env/Lib/site-packages/pandas/tests/extension/test_numpy.py
2
12536
import numpy as np import pytest from pandas.compat.numpy import _np_version_under1p16 import pandas as pd from pandas.core.arrays.numpy_ import PandasArray, PandasDtype import pandas.util.testing as tm from . import base @pytest.fixture(params=["float", "object"]) def dtype(request): return PandasDtype(np.dty...
apache-2.0
ati-ozgur/KDD99ReviewArticle
HelperCodes/create_table_JournalAndArticleCounts.py
1
1930
import ReviewHelper import pandas as pd df = ReviewHelper.get_pandas_data_frame_created_from_bibtex_file() #df_journal = df.groupby('journal')["ID"] dfJournalList = df.groupby(['journal'])['ID'].count().order(ascending=False) isOdd = (dfJournalList.size % 2 == 1) if (isOdd): table_row_length = dfJournalList.si...
mit
samuel1208/scikit-learn
examples/ensemble/plot_bias_variance.py
357
7324
""" ============================================================ Single estimator versus bagging: bias-variance decomposition ============================================================ This example illustrates and compares the bias-variance decomposition of the expected mean squared error of a single estimator again...
bsd-3-clause
GuessWhoSamFoo/pandas
pandas/tests/tslibs/test_parsing.py
2
5799
# -*- coding: utf-8 -*- """ Tests for Timestamp parsing, aimed at pandas/_libs/tslibs/parsing.pyx """ from datetime import datetime from dateutil.parser import parse import numpy as np import pytest from pandas._libs.tslibs import parsing from pandas._libs.tslibs.parsing import parse_time_string import pandas.util._t...
bsd-3-clause
skdaccess/skdaccess
skdaccess/engineering/la/generic/stream.py
2
3472
# The MIT License (MIT) # Copyright (c) 2018 Massachusetts Institute of Technology # # Author: Cody Rude # This software has been created in projects supported by the US National # Science Foundation and NASA (PI: Pankratius) # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this sof...
mit
robket/BioScripts
alignment.py
1
9138
import numpy as np from matplotlib import pyplot as plt from scipy.misc import toimage from collections import defaultdict, Counter from types import SimpleNamespace from PIL import ImageDraw # This color table is sourced from https://github.com/trident01/BioExt-1/blob/master/AlignmentImage.java LIGHT_GRAY = 196 FIXE...
mit
XCage15/privacyidea
privacyidea/lib/stats.py
3
5464
# -*- coding: utf-8 -*- # # 2015-07-16 Initial writeup # (c) Cornelius Kölbel # License: AGPLv3 # contact: http://www.privacyidea.org # # This code is free software; you can redistribute it and/or # modify it under the terms of the GNU AFFERO GENERAL PUBLIC LICENSE # License as published by the Free Software Foun...
agpl-3.0
phobson/statsmodels
statsmodels/regression/linear_model.py
1
97462
# TODO: Determine which tests are valid for GLSAR, and under what conditions # TODO: Fix issue with constant and GLS # TODO: GLS: add options Iterative GLS, for iterative fgls if sigma is None # TODO: GLS: default if sigma is none should be two-step GLS # TODO: Check nesting when performing model based tests, lr, wald,...
bsd-3-clause
behzadnouri/scipy
scipy/interpolate/_cubic.py
8
29300
"""Interpolation algorithms using piecewise cubic polynomials.""" from __future__ import division, print_function, absolute_import import numpy as np from scipy._lib.six import string_types from . import BPoly, PPoly from .polyint import _isscalar from scipy._lib._util import _asarray_validated from scipy.linalg im...
bsd-3-clause
romeric/Fastor
benchmark/external/benchmark_inverse/benchmark_plot.py
1
1615
import numpy as np import matplotlib.pyplot as plt from matplotlib import rc rc('font',**{'family':'serif','serif':['Palatino'],'size':14}) rc('text', usetex=True) def read_results(): ms, ns, times_eigen, times_fastor = [], [], [], [] with open("benchmark_results.txt", "r") as f: lines = f.readlines()...
mit
sbenthall/bigbang
tests/bigbang_tests.py
1
7419
from nose.tools import * from testfixtures import LogCapture from bigbang import repo_loader import bigbang.archive as archive import bigbang.mailman as mailman import bigbang.parse as parse import bigbang.process as process import bigbang.utils as utils import mailbox import os import networkx as nx import pandas as p...
agpl-3.0
CodeReclaimers/neat-python
examples/xor/visualize.py
1
5915
from __future__ import print_function import copy import warnings import graphviz import matplotlib.pyplot as plt import numpy as np def plot_stats(statistics, ylog=False, view=False, filename='avg_fitness.svg'): """ Plots the population's average and best fitness. """ if plt is None: warnings.warn(...
bsd-3-clause
mattilyra/scikit-learn
sklearn/utils/extmath.py
16
26642
""" Extended math utilities. """ # Authors: Gael Varoquaux # Alexandre Gramfort # Alexandre T. Passos # Olivier Grisel # Lars Buitinck # Stefan van der Walt # Kyle Kastner # Giorgio Patrini # License: BSD 3 clause from __future__ import division from funct...
bsd-3-clause
imaculate/scikit-learn
examples/ensemble/plot_adaboost_regression.py
311
1529
""" ====================================== Decision Tree Regression with AdaBoost ====================================== A decision tree is boosted using the AdaBoost.R2 [1] algorithm on a 1D sinusoidal dataset with a small amount of Gaussian noise. 299 boosts (300 decision trees) is compared with a single decision tr...
bsd-3-clause
lukeiwanski/tensorflow-opencl
tensorflow/contrib/learn/__init__.py
5
2092
# Copyright 2016 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
apache-2.0
zorojean/scikit-learn
examples/datasets/plot_random_multilabel_dataset.py
278
3402
""" ============================================== Plot randomly generated multilabel dataset ============================================== This illustrates the `datasets.make_multilabel_classification` dataset generator. Each sample consists of counts of two features (up to 50 in total), which are differently distri...
bsd-3-clause
franciscomoura/data-science-and-bigdata
introducao-linguagens-estatisticas/mineracao-dados-python/codigo-fonte/code-06.py
1
2285
# -*- coding: utf-8 -*- # code-06.py """ Dependência: Matplotlib, NumPy Executar no prompt: pip install matplotlib Executar no prompt: pip install numpy Executar no prompt: pip install scikit-learn Executar no prompt: pip install scipy *** Atenção: Este arquivo deverá executado no mesmo diretório do arquivo iris.csv ...
apache-2.0
keshr3106/ThinkStats2
code/chap12soln.py
68
4459
"""This file contains code for use with "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function import pandas import numpy as np import statsmodels.formula.api as smf import t...
gpl-3.0
softwaresaved/SSINetworkGraphics
Fellows/Python/map_fellows_network.py
1
3548
import os import ast import requests, gspread import numpy as np import matplotlib.pyplot as plt from oauth2client.client import SignedJwtAssertionCredentials from mpl_toolkits.basemap import Basemap #Google Authorisation section and getting a worksheet from Google Spreadsheet def authenticate_google_docs(): f =...
bsd-3-clause
jballanc/openmicroscopy
components/tools/OmeroPy/src/omero/install/logs_library.py
5
6661
#!/usr/bin/env python # -*- coding: utf-8 -*- """ Function for parsing OMERO log files. The format expected is defined for Python in omero.util.configure_logging. Copyright 2010 Glencoe Software, Inc. All rights reserved. Use is subject to license terms supplied in LICENSE.txt :author: Josh Moore ...
gpl-2.0
hdmetor/scikit-learn
sklearn/linear_model/ridge.py
89
39360
""" Ridge regression """ # Author: Mathieu Blondel <mathieu@mblondel.org> # Reuben Fletcher-Costin <reuben.fletchercostin@gmail.com> # Fabian Pedregosa <fabian@fseoane.net> # Michael Eickenberg <michael.eickenberg@nsup.org> # License: BSD 3 clause from abc import ABCMeta, abstractmethod impor...
bsd-3-clause
YinongLong/scikit-learn
examples/linear_model/plot_lasso_and_elasticnet.py
73
2074
""" ======================================== Lasso and Elastic Net for Sparse Signals ======================================== Estimates Lasso and Elastic-Net regression models on a manually generated sparse signal corrupted with an additive noise. Estimated coefficients are compared with the ground-truth. """ print(...
bsd-3-clause
garrettkatz/directional-fibers
dfibers/experiments/levy_opt/levy_opt.py
1
6952
""" Measure global optimization performance of Levy function """ import sys, time import numpy as np import matplotlib.pyplot as pt import multiprocessing as mp import dfibers.traversal as tv import dfibers.numerical_utilities as nu import dfibers.logging_utilities as lu import dfibers.fixed_points as fx import dfiber...
mit
pedro-aaron/stego-chi-2
embeddingRgb.py
1
2081
#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ @author: Watermarkero, Mario, Ariel """ from PIL import Image import random import matplotlib.pyplot as plt import numpy as np def rgb2gray(rgb): return np.dot(rgb[...,:3], [0.299, 0.587, 0.114]) def marcarPixel(color, bitporinsertar): if (color%2)==1: ...
mit
akshaykr/oracle_cb
RegretExp.py
1
6615
import numpy as np import sklearn.linear_model import sklearn.tree import Simulators, Logger, Evaluators, Semibandits, Metrics import warnings import argparse import pickle import sys class RegretExp(object): def __init__(self, weight=None, link="linear", K=10, L=5, T=1000, dataset="synth", feat_noise=0.25, reward...
mit
DeercoderResearch/0.5-CoCo
PythonAPI/getFoodImage.py
2
3639
from pycocotools.coco import COCO from write_xml import write_to_file import numpy as np import skimage.io as io import matplotlib.pyplot as plt import os import shutil dataDir='..' dataType='val2014' annFile='%s/annotations/instances_%s.json'%(dataDir,dataType) coco=COCO(annFile) # load database cats=coco.loadCats(c...
bsd-2-clause
planetarymike/IDL-Colorbars
IDL_py_test/018_Pastels.py
1
5628
from matplotlib.colors import LinearSegmentedColormap from numpy import nan, inf cm_data = [[1., 0., 0.282353], [1., 0., 0.282353], [1., 0., 0.290196], [1., 0., 0.298039], [1., 0., 0.305882], [1., 0., 0.313725], [1., 0., 0.321569], [1., 0., 0.329412], [1., 0., 0.337255], [1., 0., 0.345098], [1., 0., 0.352941], [1., 0.,...
gpl-2.0
tequa/ammisoft
ammimain/WinPython-64bit-2.7.13.1Zero/python-2.7.13.amd64/Lib/site-packages/matplotlib/backends/backend_wx.py
4
65344
""" A wxPython backend for matplotlib, based (very heavily) on backend_template.py and backend_gtk.py Author: Jeremy O'Donoghue (jeremy@o-donoghue.com) Derived from original copyright work by John Hunter (jdhunter@ace.bsd.uchicago.edu) Copyright (C) Jeremy O'Donoghue & John Hunter, 2003-4 License: This work ...
bsd-3-clause
aflaxman/mpld3
mpld3/plugins.py
7
25402
""" Plugins to add behavior to mpld3 charts ======================================= Plugins are means of adding additional javascript features to D3-rendered matplotlib plots. A number of plugins are defined here; it is also possible to create nearly any imaginable behavior by defining your own custom plugin. """ __...
bsd-3-clause
YihaoLu/statsmodels
statsmodels/graphics/tests/test_mosaicplot.py
17
18878
from __future__ import division from statsmodels.compat.python import iterkeys, zip, lrange, iteritems, range from numpy.testing import assert_, assert_raises, dec from numpy.testing import run_module_suite # utilities for the tests from statsmodels.compat.collections import OrderedDict from statsmodels.api import d...
bsd-3-clause
zhuangjun1981/retinotopic_mapping
retinotopic_mapping/examples/analysis_retinotopicmapping/batch_MarkPatches.py
1
1417
# -*- coding: utf-8 -*- """ Created on Thu Oct 30 14:46:38 2014 @author: junz """ import os import matplotlib.pyplot as plt import corticalmapping.core.FileTools as ft import corticalmapping.RetinotopicMapping as rm trialName = '160208_M193206_Trial1.pkl' names = [ ['patch01', 'V1'], ['patch02', '...
gpl-3.0
ghwatson/SpanishAcquisitionIQC
spacq/gui/display/plot/surface.py
2
2280
from matplotlib import pyplot from matplotlib.backends.backend_wxagg import FigureCanvasWxAgg as FigureCanvas from mpl_toolkits.mplot3d import axes3d import numpy import wx """ An embeddable three-dimensional surface plot. """ class SurfacePlot(object): """ A surface plot. """ alpha = 0.8 def __init__(self, p...
bsd-2-clause
pratapvardhan/pandas
pandas/tests/frame/test_convert_to.py
3
12494
# -*- coding: utf-8 -*- from datetime import datetime import pytest import pytz import collections from collections import OrderedDict, defaultdict import numpy as np from pandas import compat from pandas.compat import long from pandas import (DataFrame, Series, MultiIndex, Timestamp, date_range)...
bsd-3-clause
vortex-ape/scikit-learn
sklearn/tree/export.py
4
17978
""" This module defines export functions for decision trees. """ # Authors: Gilles Louppe <g.louppe@gmail.com> # Peter Prettenhofer <peter.prettenhofer@gmail.com> # Brian Holt <bdholt1@gmail.com> # Noel Dawe <noel@dawe.me> # Satrajit Gosh <satrajit.ghosh@gmail.com> # Trevor...
bsd-3-clause
yunfeilu/scikit-learn
examples/semi_supervised/plot_label_propagation_versus_svm_iris.py
286
2378
""" ===================================================================== Decision boundary of label propagation versus SVM on the Iris dataset ===================================================================== Comparison for decision boundary generated on iris dataset between Label Propagation and SVM. This demon...
bsd-3-clause
cybernet14/scikit-learn
examples/linear_model/plot_theilsen.py
232
3615
""" ==================== Theil-Sen Regression ==================== Computes a Theil-Sen Regression on a synthetic dataset. See :ref:`theil_sen_regression` for more information on the regressor. Compared to the OLS (ordinary least squares) estimator, the Theil-Sen estimator is robust against outliers. It has a breakd...
bsd-3-clause
carefree0910/MachineLearning
f_NN/Networks.py
1
12872
import os import sys root_path = os.path.abspath("../") if root_path not in sys.path: sys.path.append(root_path) import matplotlib.pyplot as plt from f_NN.Layers import * from f_NN.Optimizers import * from Util.Bases import ClassifierBase from Util.ProgressBar import ProgressBar class NNVerbose: NONE = 0 ...
mit
NixaSoftware/CVis
venv/lib/python2.7/site-packages/pandas/tests/frame/test_replace.py
15
43479
# -*- coding: utf-8 -*- from __future__ import print_function import pytest from datetime import datetime import re from pandas.compat import (zip, range, lrange, StringIO) from pandas import (DataFrame, Series, Index, date_range, compat, Timestamp) import pandas as pd from numpy import nan imp...
apache-2.0
webmasterraj/FogOrNot
flask/lib/python2.7/site-packages/pandas/stats/tests/test_moments.py
3
89255
import nose import sys import functools import warnings from datetime import datetime from numpy.random import randn from numpy.testing.decorators import slow import numpy as np from distutils.version import LooseVersion from pandas import Series, DataFrame, Panel, bdate_range, isnull, notnull, concat from pandas.uti...
gpl-2.0
hcchengithub/peforth
log.txt.py
1
211869
peforth [x] 13:59 2017-07-31 找到 JavaScript eval() equivalent in Python https://stackoverflow.com/questions/701802/how-do-i-execute-a-string-containing-python-code-in-python 成功了!! >>> mycode = 'print ("hello world")' >>> exec(mycode) hello world >>> The technique of returning a function fr...
mit
openfisca/openfisca-france-indirect-taxation
openfisca_france_indirect_taxation/scripts/build_coicop_legislation.py
4
23938
# -*- coding: utf-8 -*- import numpy as np import os import pandas as pd import pkg_resources import build_coicop_nomenclature legislation_directory = os.path.join( pkg_resources.get_distribution('openfisca_france_indirect_taxation').location, 'openfisca_france_indirect_taxation', 'assets', 'legisl...
agpl-3.0
aabadie/scikit-learn
examples/mixture/plot_gmm.py
122
3265
""" ================================= Gaussian Mixture Model Ellipsoids ================================= Plot the confidence ellipsoids of a mixture of two Gaussians obtained with Expectation Maximisation (``GaussianMixture`` class) and Variational Inference (``BayesianGaussianMixture`` class models with a Dirichlet ...
bsd-3-clause
balazssimon/ml-playground
udemy/lazyprogrammer/reinforcement-learning-python/approx_mc_prediction.py
1
2661
import numpy as np import matplotlib.pyplot as plt from grid_world import standard_grid, negative_grid from iterative_policy_evaluation import print_values, print_policy # NOTE: this is only policy evaluation, not optimization # we'll try to obtain the same result as our other MC script from monte_carlo_random import...
apache-2.0
ammarkhann/FinalSeniorCode
lib/python2.7/site-packages/pandas/core/computation/eval.py
7
10856
#!/usr/bin/env python """Top level ``eval`` module. """ import warnings import tokenize from pandas.io.formats.printing import pprint_thing from pandas.core.computation import _NUMEXPR_INSTALLED from pandas.core.computation.expr import Expr, _parsers, tokenize_string from pandas.core.computation.scope import _ensure_...
mit
winklerand/pandas
pandas/tests/sparse/test_arithmetics.py
18
19342
import numpy as np import pandas as pd import pandas.util.testing as tm class TestSparseArrayArithmetics(object): _base = np.array _klass = pd.SparseArray def _assert(self, a, b): tm.assert_numpy_array_equal(a, b) def _check_numeric_ops(self, a, b, a_dense, b_dense): with np.errstat...
bsd-3-clause
plissonf/scikit-learn
examples/cluster/plot_birch_vs_minibatchkmeans.py
333
3694
""" ================================= Compare BIRCH and MiniBatchKMeans ================================= This example compares the timing of Birch (with and without the global clustering step) and MiniBatchKMeans on a synthetic dataset having 100,000 samples and 2 features generated using make_blobs. If ``n_clusters...
bsd-3-clause
murali-munna/scikit-learn
sklearn/linear_model/tests/test_randomized_l1.py
214
4690
# Authors: Alexandre Gramfort <alexandre.gramfort@inria.fr> # License: BSD 3 clause import numpy as np from scipy import sparse from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.linear_model.randomized_l1 i...
bsd-3-clause