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douggeiger/gnuradio
gr-digital/examples/example_fll.py
49
5715
#!/usr/bin/env python # # Copyright 2011-2013 Free Software Foundation, Inc. # # This file is part of GNU Radio # # GNU Radio 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, or (at your optio...
gpl-3.0
nguyentu1602/statsmodels
statsmodels/tools/tests/test_pca.py
25
13934
from __future__ import print_function, division from unittest import TestCase import warnings import numpy as np from numpy.testing import assert_allclose, assert_equal, assert_raises from numpy.testing.decorators import skipif import pandas as pd try: import matplotlib.pyplot as plt missing_matplotlib = Fal...
bsd-3-clause
shansixiong/geosearch
geosearch/extract.py
2
3972
from bs4 import BeautifulSoup import urllib.request import re import pandas as pd import time def timeit(method): def timed(*args, **kw): ts = time.time() result = method(*args, **kw) te = time.time() print('%r %2.2f sec' % \ (method.__name__, te - ts)) retu...
mit
automl/paramsklearn
ParamSklearn/components/regression/decision_tree.py
1
4321
import numpy as np from HPOlibConfigSpace.configuration_space import ConfigurationSpace from HPOlibConfigSpace.hyperparameters import UniformFloatHyperparameter, \ UniformIntegerHyperparameter, CategoricalHyperparameter, \ UnParametrizedHyperparameter, Constant from ParamSklearn.components.base import \ P...
bsd-3-clause
seba-1511/stockMarket
Scripts/plot.py
2
1760
#-*- coding: utf-8 -*- import matplotlib.pyplot as uniquePyPlot def plot(x, y, title='', xlabel='', ylabel=''): uniquePyPlot.clf() figure = uniquePyPlot figure.scatter(x, y) figure.title(title) figure.xlabel(xlabel) figure.ylabel(ylabel) figure.autoscale(tight=True) figure.grid() f...
mit
vivekmishra1991/scikit-learn
examples/decomposition/plot_ica_blind_source_separation.py
349
2228
""" ===================================== Blind source separation using FastICA ===================================== An example of estimating sources from noisy data. :ref:`ICA` is used to estimate sources given noisy measurements. Imagine 3 instruments playing simultaneously and 3 microphones recording the mixed si...
bsd-3-clause
jordancheah/zipline
tests/utils/test_factory.py
34
2175
# # Copyright 2013 Quantopian, Inc. # # 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 applicable law or agreed to in wr...
apache-2.0
tejasckulkarni/hydrology
ch_591/ch_591_ver_2_ daily.py
2
39683
__author__ = 'kiruba' import numpy as np import matplotlib.pyplot as plt import pandas as pd import itertools from spread import spread from scipy.optimize import curve_fit import math from matplotlib import rc import email.utils as eutils import time import datetime from datetime import timedelta import scipy as sp i...
gpl-3.0
awacha/cct
cct/qtgui/core/plotimage/plotimage.py
1
16195
import datetime import gc import matplotlib.cm import matplotlib.colors import numpy as np import sastool.io.credo_cct import scipy.misc from PyQt5 import QtWidgets, QtGui from matplotlib.axes import Axes from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg, NavigationToolbar2QT from matplotlib.figure impo...
bsd-3-clause
redreamality/broca
examples/clustering.py
3
1520
""" This example demonstrates using broca with scikit-learn for clustering. A multi-pipeline is assembled to try four different bag-of-words vectorizers, each with a different tokenizer, and then compare their K-Means clustering results. """ from sklearn import metrics from sklearn.cluster import KMeans from broca.vec...
mit
Akshay0724/scikit-learn
sklearn/linear_model/coordinate_descent.py
3
81531
# Author: Alexandre Gramfort <alexandre.gramfort@inria.fr> # Fabian Pedregosa <fabian.pedregosa@inria.fr> # Olivier Grisel <olivier.grisel@ensta.org> # Gael Varoquaux <gael.varoquaux@inria.fr> # # License: BSD 3 clause import sys import warnings from abc import ABCMeta, abstractmethod import n...
bsd-3-clause
yanlend/scikit-learn
examples/ensemble/plot_forest_importances.py
168
1793
""" ========================================= Feature importances with forests of trees ========================================= This examples shows the use of forests of trees to evaluate the importance of features on an artificial classification task. The red bars are the feature importances of the forest, along wi...
bsd-3-clause
joegomes/deepchem
contrib/atomicconv/feat/atomicnet_pdbbind_datasets.py
8
4738
""" PDBBind 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 from atomicnet_coordinates import ComplexNeighborListFragmentAtomicCoordinates def load_pdbbind_labels(labels_file): """Loa...
mit
magicknight/Observer
run.py
1
8980
#!/usr/bin/env python import numpy as np import os from os import walk from get_samples import get_hog_samples from get_classifier import get_classifier from get_location import get_location from output import output from os.path import join from shutil import rmtree from sklearn.externals import joblib as pickle imp...
gpl-2.0
jorge2703/scikit-learn
sklearn/utils/multiclass.py
83
12343
# Author: Arnaud Joly, Joel Nothman, Hamzeh Alsalhi # # License: BSD 3 clause """ Multi-class / multi-label utility function ========================================== """ from __future__ import division from collections import Sequence from itertools import chain from scipy.sparse import issparse from scipy.sparse....
bsd-3-clause
Aasmi/scikit-learn
sklearn/linear_model/tests/test_passive_aggressive.py
121
6117
import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_greater from sklearn.utils.testing import assert_array_almost_equal, assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.base import ClassifierMixin from skle...
bsd-3-clause
hugolouzada/ImpeachmentPrediction
Prediction/SplitTrainValid/getCompleteVoteData.py
1
2023
from random import random from DataGathering.getNameList import getNameList from DataGathering.getVoteData import getVoteData from DataTransform import getSpeechSize, getLexicalDiversity, getAverageWordSize, getProperNamePresence, addTopDifferentWordsPresence from sklearn.preprocessing import LabelEncoder from sklearn...
gpl-3.0
tapomayukh/projects_in_python
clustering/hmm_taxel_based_foliage.py
1
13968
#!/usr/bin/env python # Online haptic_map implementation import pylab as pyl import numpy as np import matplotlib.pyplot as pp #from enthought.mayavi import mlab import scipy as scp import scipy.ndimage as ni import roslib; roslib.load_manifest('sandbox_tapo_darpa_m3') import rospy import tf import os #import hrl_l...
mit
B3AU/waveTree
examples/linear_model/plot_bayesian_ridge.py
8
2553
""" ========================= Bayesian Ridge Regression ========================= Computes a Bayesian Ridge Regression on a synthetic dataset. See :ref:`bayesian_ridge_regression` for more information on the regressor. Compared to the OLS (ordinary least squares) estimator, the coefficient weights are slightly shift...
bsd-3-clause
scikit-hep/uproot
tests/test_issues.py
1
22552
#!/usr/bin/env python # BSD 3-Clause License; see https://github.com/scikit-hep/uproot3/blob/master/LICENSE import sys import pytest import numpy import uproot3 import awkward0 import uproot_methods.classes.TVector3 import uproot_methods.classes.TLorentzVector class Test(object): def test_issue21(self): ...
bsd-3-clause
plotly/plotly.py
packages/python/chart-studio/chart_studio/tests/test_optional/test_matplotlylib/test_plot_mpl.py
2
1582
""" test_plot_mpl: ============== A module intended for use with Nose. """ from __future__ import absolute_import import _plotly_utils.exceptions from plotly import optional_imports from chart_studio.plotly import plotly as py from unittest import TestCase import pytest matplotlylib = optional_imports.get_module("...
mit
natanielruiz/android-yolo
jni-build/jni/include/tensorflow/examples/skflow/iris_custom_model.py
5
2554
# 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
nerdless/lifelines
lifelines/utils/__init__.py
3
34875
# -*- coding: utf-8 -*- from __future__ import print_function, division import warnings from datetime import datetime import numpy as np from numpy.linalg import inv import pandas as pd from pandas import to_datetime class StatError(Exception): def __init__(self, msg): self.msg = msg def __str__(se...
mit
moutai/scikit-learn
sklearn/feature_selection/variance_threshold.py
123
2572
# Author: Lars Buitinck # 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(BaseEstimator, SelectorMixin): ...
bsd-3-clause
monsteredp/nemesys-qos
nemesys/netgraph.py
9
3506
#!/usr/bin/env python # printing_in_wx.py # from collections import deque from contabyte import Contabyte from pcapper import Pcapper from threading import Thread import math import matplotlib import numpy import socket import time import wx SECONDS = 60 POINTS_PER_SECONDS = 1 SAMPLE_INTERVAL = 0.8 matplotlib.use('W...
gpl-3.0
HolgerPeters/scikit-learn
benchmarks/bench_glmnet.py
111
3890
""" To run this, you'll need to have installed. * glmnet-python * scikit-learn (of course) Does two benchmarks 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...
bsd-3-clause
poojavade/Genomics_Docker
Dockerfiles/gedlab-khmer-filter-abund/pymodules/python2.7/lib/python/misopy/sashimi_plot/sashimi_plot.py
1
10725
# -*- mode: python; -*- ## ## sashimi_plot ## ## Utility for visualizing RNA-Seq densities along gene models and ## for plotting MISO output ## import os import sys import glob import matplotlib # Use PDF backend matplotlib.use("pdf") from scipy import * from numpy import * import pysam import shelve import misopy ...
apache-2.0
mhue/scikit-learn
sklearn/feature_extraction/dict_vectorizer.py
234
12267
# Authors: Lars Buitinck # Dan Blanchard <dblanchard@ets.org> # License: BSD 3 clause from array import array from collections import Mapping from operator import itemgetter import numpy as np import scipy.sparse as sp from ..base import BaseEstimator, TransformerMixin from ..externals import six from ..ext...
bsd-3-clause
Tastalian/openravepypy
pymanoid/models.py
3
7028
#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright (C) 2015-2020 Stephane Caron <stephane.caron@normalesup.org> # # This file is part of pymanoid <https://github.com/stephane-caron/pymanoid>. # # pymanoid is free software: you can redistribute it and/or modify it under the # terms of the GNU General Public Lic...
gpl-3.0
c3s-magic/adaguc-services-esmvaltool-wps
processes/pretty-picture.py
1
1942
""" Example processing returning some image """ import logging import os import shutil from pywps.Process.Process import WPSProcess class Process(WPSProcess): def __init__(self): # init process WPSProcess.__init__(self, identifier="pretty-picture", #the same as th...
apache-2.0
ahwillia/PyNeuron-Toolbox
PyNeuronToolbox/channel_analysis.py
1
2536
def ivcurve(mechanism_name, i_type, vmin=-100, vmax=100, deltav=1, transient_time=50, test_time=50, rs=1, vinit=-665): """ Returns the (peak) current-voltage relationship for an ion channel. Args: mechanism_name = name of the mechanism (e.g. hh) i_type = which current to monitor (e.g. ik, i...
mit
jcl5m1/quadrotor_control
gyroplot.py
1
3106
import numpy as np import matplotlib.pyplot as plt import sys, os, serial, threading import pygame from pygame.locals import * from collections import deque red = pygame.Color(255,0,0) green = pygame.Color(0,255,0) yellow = pygame.Color(255,255,0) cyan = pygame.Color(0,255,255) blue = pygame.Color(0,0,255) black = py...
apache-2.0
zhoushuaicode/machinelearning
classify.py
1
1255
import pandas as pd import numpy as np import operator def classify(trainset,testset,k): trainlabel=pd.DataFrame(trainset['class']) #testlabel=pd.DataFrame(testset['class']) trainfeatrue=trainset.drop('class',axis=1) testfeature=testset.drop('class',axis=1) result=list() for i in list(testfeatur...
mit
SciTools/iris
lib/iris/tests/unit/quickplot/test_contour.py
5
1533
# Copyright Iris contributors # # This file is part of Iris and is released under the LGPL license. # See COPYING and COPYING.LESSER in the root of the repository for full # licensing details. """Unit tests for the `iris.quickplot.contour` function.""" # Import iris.tests first so that some things can be initialised b...
lgpl-3.0
to266/hyperspy
hyperspy/drawing/_widgets/circle.py
3
7415
# -*- coding: utf-8 -*- # Copyright 2007-2016 The HyperSpy developers # # This file is part of HyperSpy. # # HyperSpy 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 # (at...
gpl-3.0
rubikloud/scikit-learn
examples/exercises/plot_iris_exercise.py
323
1602
""" ================================ SVM Exercise ================================ A tutorial exercise for using different SVM kernels. This exercise is used in the :ref:`using_kernels_tut` part of the :ref:`supervised_learning_tut` section of the :ref:`stat_learn_tut_index`. """ print(__doc__) import numpy as np i...
bsd-3-clause
sumspr/scikit-learn
sklearn/neighbors/tests/test_ball_tree.py
129
10192
import pickle import numpy as np from numpy.testing import assert_array_almost_equal from sklearn.neighbors.ball_tree import (BallTree, NeighborsHeap, simultaneous_sort, kernel_norm, nodeheap_sort, DTYPE, ITYPE) from sklearn.neighbors.dis...
bsd-3-clause
astocko/statsmodels
statsmodels/sandbox/distributions/otherdist.py
33
10145
'''Parametric Mixture Distributions Created on Sat Jun 04 2011 Author: Josef Perktold Notes: Compound Poisson has mass point at zero http://en.wikipedia.org/wiki/Compound_Poisson_distribution and would need special treatment need a distribution that has discrete mass points and contiuous range, e.g. compound Pois...
bsd-3-clause
elijah513/scikit-learn
examples/neighbors/plot_species_kde.py
282
4059
""" ================================================ Kernel Density Estimate of Species Distributions ================================================ This shows an example of a neighbors-based query (in particular a kernel density estimate) on geospatial data, using a Ball Tree built upon the Haversine distance metric...
bsd-3-clause
untom/scikit-learn
examples/applications/face_recognition.py
15
5394
""" =================================================== Faces recognition example using eigenfaces and SVMs =================================================== The dataset used in this example is a preprocessed excerpt of the "Labeled Faces in the Wild", aka LFW_: http://vis-www.cs.umass.edu/lfw/lfw-funneled.tgz (2...
bsd-3-clause
pyannote/pyannote-audio
pyannote/audio/tasks/segmentation/segmentation.py
1
17573
# MIT License # # Copyright (c) 2020-2021 CNRS # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, pu...
mit
MartinDelzant/scikit-learn
examples/linear_model/plot_ridge_path.py
254
1655
""" =========================================================== Plot Ridge coefficients as a function of the regularization =========================================================== Shows the effect of collinearity in the coefficients of an estimator. .. currentmodule:: sklearn.linear_model :class:`Ridge` Regressi...
bsd-3-clause
jzt5132/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
Lightmatter/django-inlineformfield
.tox/py27/lib/python2.7/site-packages/IPython/lib/tests/test_latextools.py
10
4076
# encoding: utf-8 """Tests for IPython.utils.path.py""" #----------------------------------------------------------------------------- # Copyright (C) 2008-2011 The IPython Development Team # # Distributed under the terms of the BSD License. The full license is in # the file COPYING, distributed as part of this s...
mit
alvarofierroclavero/scikit-learn
examples/svm/plot_separating_hyperplane.py
294
1273
""" ========================================= SVM: Maximum margin separating hyperplane ========================================= Plot the maximum margin separating hyperplane within a two-class separable dataset using a Support Vector Machine classifier with linear kernel. """ print(__doc__) import numpy as np impor...
bsd-3-clause
ZenDevelopmentSystems/scikit-learn
sklearn/datasets/base.py
196
18554
""" Base IO code for all datasets """ # Copyright (c) 2007 David Cournapeau <cournape@gmail.com> # 2010 Fabian Pedregosa <fabian.pedregosa@inria.fr> # 2010 Olivier Grisel <olivier.grisel@ensta.org> # License: BSD 3 clause import os import csv import shutil from os import environ from os.pa...
bsd-3-clause
jchodera/MSMs
shanson/mek-10488/msmbuilder-finding4/msmbuilder-finding4-mek.py
2
2134
import matplotlib matplotlib.use('Agg') from msmbuilder.dataset import dataset from msmbuilder import msm, featurizer, utils, decomposition import numpy as np import mdtraj as md import matplotlib.pyplot as plt from glob import glob import os # Source directory for MEK simulations source_directory = '/cbio/jclab/pr...
gpl-2.0
alexeyum/scikit-learn
benchmarks/bench_isotonic.py
38
3047
""" Benchmarks of isotonic regression performance. We generate a synthetic dataset of size 10^n, for n in [min, max], and examine the time taken to run isotonic regression over the dataset. The timings are then output to stdout, or visualized on a log-log scale with matplotlib. This allows the scaling of the algorit...
bsd-3-clause
Karel-van-de-Plassche/bokeh
bokeh/sampledata/tests/test_airports.py
2
1951
#----------------------------------------------------------------------------- # Copyright (c) 2012 - 2017, Anaconda, Inc. All rights reserved. # # Powered by the Bokeh Development Team. # # The full license is in the file LICENSE.txt, distributed with this software. #---------------------------------------------------...
bsd-3-clause
jakobworldpeace/scikit-learn
examples/neighbors/plot_kde_1d.py
60
5120
""" =================================== Simple 1D Kernel Density Estimation =================================== This example uses the :class:`sklearn.neighbors.KernelDensity` class to demonstrate the principles of Kernel Density Estimation in one dimension. The first plot shows one of the problems with using histogram...
bsd-3-clause
lscheinkman/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/_mathtext_data.py
69
57988
""" font data tables for truetype and afm computer modern fonts """ # this dict maps symbol names to fontnames, glyphindex. To get the # glyph index from the character code, you have to use get_charmap """ from matplotlib.ft2font import FT2Font font = FT2Font('/usr/local/share/matplotlib/cmr10.ttf') items = font.get_...
agpl-3.0
kevin-intel/scikit-learn
doc/tutorial/text_analytics/solutions/exercise_02_sentiment.py
19
3140
"""Build a sentiment analysis / polarity model Sentiment analysis can be casted as a binary text classification problem, that is fitting a linear classifier on features extracted from the text of the user messages so as to guess whether the opinion of the author is positive or negative. In this examples we will use a...
bsd-3-clause
cauchycui/scikit-learn
examples/ensemble/plot_adaboost_hastie_10_2.py
355
3576
""" ============================= Discrete versus Real AdaBoost ============================= This example is based on Figure 10.2 from Hastie et al 2009 [1] and illustrates the difference in performance between the discrete SAMME [2] boosting algorithm and real SAMME.R boosting algorithm. Both algorithms are evaluate...
bsd-3-clause
eg-zhang/scikit-learn
benchmarks/bench_glm.py
297
1493
""" A comparison of different methods in GLM Data comes from a random square matrix. """ from datetime import datetime import numpy as np from sklearn import linear_model from sklearn.utils.bench import total_seconds if __name__ == '__main__': import pylab as pl n_iter = 40 time_ridge = np.empty(n_it...
bsd-3-clause
Stargrazer82301/CAAPR
CAAPR/CAAPR_AstroMagic/PTS/pts/do/evolve/score.py
1
5232
#!/usr/bin/env python # -*- coding: utf8 -*- # ***************************************************************** # ** PTS -- Python Toolkit for working with SKIRT ** # ** © Astronomical Observatory, Ghent University ** # ***************************************************************** ##...
mit
virneo/opencog
scripts/make_benchmark_graphs.py
56
3139
#!/usr/bin/env python # Requires matplotlib for graphing # reads *_benchmark.csv files as output by atomspace_bm and turns them into # graphs. import csv import numpy as np import matplotlib.colors as colors #import matplotlib.finance as finance import matplotlib.dates as mdates import matplotlib.ticker as mticker i...
agpl-3.0
JorgeDeLosSantos/NanchiPlot
nanchi/uiaux.py
1
25587
# -*- coding: utf-8 -*- import matplotlib.pyplot as plt import numpy as np import wx import wx.html as html import wx.grid as wxgrid import wx.lib.floatbar as wxfb import webbrowser try: import uibase as ui import iodata as io from _const_ import * from util import isempty except: import nanchi.ui...
mit
thilbern/scikit-learn
sklearn/gaussian_process/tests/test_gaussian_process.py
17
6093
""" Testing for Gaussian Process module (sklearn.gaussian_process) """ # Author: Vincent Dubourg <vincent.dubourg@gmail.com> # Licence: BSD 3 clause from nose.tools import raises from nose.tools import assert_true import numpy as np from sklearn.gaussian_process import GaussianProcess from sklearn.gaussian_process ...
bsd-3-clause
ron1818/Singaboat_RobotX2016
robotx_nav/nodes/color_totem_planner.py
3
8561
#!/usr/bin/env python import random import itertools import rospy from visualization_msgs.msg import MarkerArray, Marker from geometry_msgs.msg import Point, Quaternion import numpy as np from sklearn.cluster import KMeans, DBSCAN from sklearn import svm import planner_utils class ColorTotemPlanner(object): """ fi...
gpl-3.0
NeurotechBerkeley/bci-course
lab5/lsl-record.py
5
2841
#!/usr/bin/env python ## code by Alexandre Barachant import numpy as np import pandas as pd from time import time, strftime, gmtime from optparse import OptionParser from pylsl import StreamInlet, resolve_byprop from sklearn.linear_model import LinearRegression default_fname = ("data/data_%s.csv" % strftime("%Y-%m-%d-...
mit
oesteban/seaborn
seaborn/timeseries.py
4
15212
"""Timeseries plotting functions.""" from __future__ import division import numpy as np import pandas as pd from scipy import stats, interpolate import matplotlib as mpl import matplotlib.pyplot as plt from .external.six import string_types from . import utils from . import algorithms as algo from .palettes import c...
bsd-3-clause
jpautom/scikit-learn
examples/cluster/plot_dict_face_patches.py
337
2747
""" Online learning of a dictionary of parts of faces ================================================== This example uses a large dataset of faces to learn a set of 20 x 20 images patches that constitute faces. From the programming standpoint, it is interesting because it shows how to use the online API of the sciki...
bsd-3-clause
HugoMartin78/bim-classifier
BIM_Classifier_TextOnly.py
1
2963
# -*- coding: utf-8 -*- """ Created on Fri Jun 19 14:07:37 2015 @author: Hugo """ import numpy import re from scipy.sparse import hstack from scipy import sparse from sklearn.feature_extraction.text import CountVectorizer from sklearn.feature_extraction.text import TfidfTransformer from sklearn.linear_model import...
gpl-3.0
marcsans/cnn-physics-perception
phy/lib/python2.7/site-packages/matplotlib/backends/backend_qt4.py
8
2867
from __future__ import (absolute_import, division, print_function, unicode_literals) from matplotlib.externals import six from matplotlib.externals.six import unichr import os import re import signal import sys import matplotlib from matplotlib.cbook import is_string_like from matplotlib.back...
mit
ltiao/scikit-learn
examples/linear_model/plot_sgd_separating_hyperplane.py
260
1219
""" ========================================= SGD: Maximum margin separating hyperplane ========================================= Plot the maximum margin separating hyperplane within a two-class separable dataset using a linear Support Vector Machines classifier trained using SGD. """ print(__doc__) import numpy as n...
bsd-3-clause
themrmax/scikit-learn
examples/neighbors/plot_regression.py
349
1402
""" ============================ Nearest Neighbors regression ============================ Demonstrate the resolution of a regression problem using a k-Nearest Neighbor and the interpolation of the target using both barycenter and constant weights. """ print(__doc__) # Author: Alexandre Gramfort <alexandre.gramfort@...
bsd-3-clause
juggernautone/trading-with-python
lib/functions.py
76
11627
# -*- coding: utf-8 -*- """ twp support functions @author: Jev Kuznetsov Licence: GPL v2 """ from scipy import polyfit, polyval import datetime as dt #from datetime import datetime, date from pandas import DataFrame, Index, Series import csv import matplotlib.pyplot as plt import numpy as np import p...
bsd-3-clause
macks22/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
architecture-building-systems/CityEnergyAnalyst
cea/analysis/multicriteria/main.py
2
5584
""" Multi criteria decision analysis """ import pandas as pd import cea.config import cea.inputlocator __author__ = "Jimeno A. Fonseca" __copyright__ = "Copyright 2018, Architecture and Building Systems - ETH Zurich" __credits__ = ["Jimeno A. Fonseca", "Shanshan Hsieh", "Sreepathi Bhargava Krishna"] __license__ =...
mit
stuliveshere/SeismicProcessing2015
prac2_student/toolbox/processing.py
2
16997
import numpy as np from toolbox import io import toolbox import pylab from scipy.signal import butter, lfilter, convolve2d from scipy.interpolate import RectBivariateSpline as RBS from scipy.interpolate import interp2d from scipy.interpolate import interp1d from scipy.interpolate import griddata import matplotlib.patc...
mit
hainm/statsmodels
statsmodels/tsa/base/datetools.py
27
10629
from statsmodels.compat.python import (lrange, lzip, lmap, string_types, callable, asstr, reduce, zip, map) import re import datetime from pandas import Period from pandas.tseries.frequencies import to_offset from pandas import datetools as pandas_datetools import numpy as np #NOTE: All...
bsd-3-clause
robin-lai/scikit-learn
sklearn/tests/test_kernel_ridge.py
342
3027
import numpy as np import scipy.sparse as sp from sklearn.datasets import make_regression from sklearn.linear_model import Ridge from sklearn.kernel_ridge import KernelRidge from sklearn.metrics.pairwise import pairwise_kernels from sklearn.utils.testing import ignore_warnings from sklearn.utils.testing import assert...
bsd-3-clause
HeraclesHX/scikit-learn
examples/bicluster/bicluster_newsgroups.py
162
7103
""" ================================================================ Biclustering documents with the Spectral Co-clustering algorithm ================================================================ This example demonstrates the Spectral Co-clustering algorithm on the twenty newsgroups dataset. The 'comp.os.ms-windows...
bsd-3-clause
degoldschmidt/pytrack-analysis
scripts/plot_trajectories.py
2
5487
from pytrack_analysis.profile import get_profile from pytrack_analysis.database import Experiment import pytrack_analysis.plot as plot from pytrack_analysis import Multibench import matplotlib.pyplot as plt from pytrack_analysis.yamlio import read_yaml from pytrack_analysis.array import rle import seaborn as sns import...
gpl-3.0
pmneila/morphsnakes
examples.py
1
8158
import os import logging import numpy as np from imageio import imread import matplotlib from matplotlib import pyplot as plt import morphsnakes as ms # in case you are running on machine without display, e.g. server if os.environ.get('DISPLAY', '') == '': logging.warning('No display found. Using non-interactiv...
bsd-3-clause
ThomasMiconi/htmresearch
projects/sequence_prediction/continuous_sequence/plot_noisy_taxi_experiment.py
12
5167
import numpy as np import pandas as pd from matplotlib import pyplot as plt import matplotlib as mpl from plot import computeSquareDeviation from plot import ExperimentResult from plot import computeLikelihood from nupic.encoders.scalar import ScalarEncoder as NupicScalarEncoder mpl.rcParams['pdf.fonttype'] = 42 plt....
agpl-3.0
PanDAWMS/panda-bigmon-core
core/grafana/StaginDSProgress.py
1
6265
from requests import post, get from json import loads from core.settings.local import GRAFANA as token from django.http import JsonResponse from core.libs.exlib import dictfetchall from django.db import connection from django.utils import timezone from datetime import timedelta from core.settings import defaultDatetime...
apache-2.0
DeplanckeLab/ASAP
R_Python/clustering_scanpy_opti.py
1
8322
# Imports import sys import os import time import h5py import numpy as np import loompy import json from scipy.sparse import issparse, coo_matrix, csr_matrix from sklearn.metrics import pairwise_distances from umap.umap_ import nearest_neighbors from umap.umap_ import fuzzy_simplicial_set # Arguments loom_file = 'MISS...
gpl-3.0
Rhoana/rhoana
Renderer/blocking.py
1
11629
#------------------------- #3d Renderer #Daniel Miron #7/5/2013 # #------------------------- import h5py import numpy as np import sys import pickle from OpenGL.GLUT import * from OpenGL.GLU import * from OpenGL.GL import * import arcball as arc import matplotlib.pyplot as plt import cv2 class Viewer: def __ini...
mit
jjx02230808/project0223
sklearn/manifold/isomap.py
229
7169
"""Isomap for manifold learning""" # Author: Jake Vanderplas -- <vanderplas@astro.washington.edu> # License: BSD 3 clause (C) 2011 import numpy as np from ..base import BaseEstimator, TransformerMixin from ..neighbors import NearestNeighbors, kneighbors_graph from ..utils import check_array from ..utils.graph import...
bsd-3-clause
smartscheduling/scikit-learn-categorical-tree
examples/calibration/plot_calibration_curve.py
225
5903
""" ============================== Probability Calibration curves ============================== When performing classification one often wants to predict not only the class label, but also the associated probability. This probability gives some kind of confidence on the prediction. This example demonstrates how to di...
bsd-3-clause
ephes/scikit-learn
examples/model_selection/grid_search_text_feature_extraction.py
253
4158
""" ========================================================== Sample pipeline for text feature extraction and evaluation ========================================================== The dataset used in this example is the 20 newsgroups dataset which will be automatically downloaded and then cached and reused for the do...
bsd-3-clause
cbertinato/pandas
pandas/tests/test_take.py
1
16636
from datetime import datetime import re import numpy as np import pytest from pandas._libs.tslib import iNaT import pandas.core.algorithms as algos import pandas.util.testing as tm @pytest.fixture(params=[True, False]) def writeable(request): return request.param # Check that take_nd works both with writeabl...
bsd-3-clause
JRoehrig/GIRS
girs/feat/layers.py
1
85451
from __future__ import print_function from builtins import zip from builtins import str from builtins import range from past.builtins import basestring from builtins import object import os import collections import numpy as np import pandas as pd import datetime from abc import ABCMeta from osgeo import gdal, ogr, osr...
mit
adamrvfisher/TechnicalAnalysisLibrary
IncrementalStrategyOptimizer.py
1
8252
# -*- coding: utf-8 -*- """ Created on Sun Jul 22 19:13:12 2018 @author: AmatVictoriaCuramIII """ #Drag w/ Increment import numpy as np import random as rand import pandas as pd import time as t from DatabaseGrabber import DatabaseGrabber from YahooGrabber import YahooGrabber #Inputs - OHLC data Tick...
apache-2.0
ElDeveloper/scikit-learn
sklearn/tests/test_kernel_approximation.py
244
7588
import numpy as np from scipy.sparse import csr_matrix from sklearn.utils.testing import assert_array_equal, assert_equal, assert_true from sklearn.utils.testing import assert_not_equal from sklearn.utils.testing import assert_array_almost_equal, assert_raises from sklearn.utils.testing import assert_less_equal from ...
bsd-3-clause
bnaul/scikit-learn
examples/cross_decomposition/plot_compare_cross_decomposition.py
17
4897
""" =================================== Compare cross decomposition methods =================================== Simple usage of various cross decomposition algorithms: - PLSCanonical - PLSRegression, with multivariate response, a.k.a. PLS2 - PLSRegression, with univariate response, a.k.a. PLS1 - CCA Given 2 multivari...
bsd-3-clause
kenshay/ImageScript
ProgramData/SystemFiles/Python/Lib/site-packages/IPython/terminal/ipapp.py
7
13910
#!/usr/bin/env python # encoding: utf-8 """ The :class:`~IPython.core.application.Application` object for the command line :command:`ipython` program. """ # Copyright (c) IPython Development Team. # Distributed under the terms of the Modified BSD License. from __future__ import absolute_import from __future__ import ...
gpl-3.0
steffengraber/nest-simulator
pynest/examples/spatial/test_3d_gauss.py
14
2306
# -*- coding: utf-8 -*- # # test_3d_gauss.py # # This file is part of NEST. # # Copyright (C) 2004 The NEST Initiative # # NEST 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 2 of the License, ...
gpl-2.0
sternb0t/django-pandas
setup.py
2
1324
from setuptools import setup, find_packages long_description = ( open('README.rst').read() + '\n\n' + open('CHANGES.rst').read() ) MAJOR = 0 MINOR = 3 MICRO = 0 VERSION = '%d.%d.%d' % (MAJOR, MINOR, MICRO) setup( name='django-pandas', version=VERSION, description='Tools for working with pydata.p...
bsd-3-clause
rvraghav93/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
solarjoe/numpy
numpy/lib/function_base.py
3
169215
from __future__ import division, absolute_import, print_function import collections import re import sys import warnings import numpy as np import numpy.core.numeric as _nx from numpy.core import linspace, atleast_1d, atleast_2d, transpose from numpy.core.numeric import ( ones, zeros, arange, concatenate, array, ...
bsd-3-clause
gojira/tensorflow
tensorflow/contrib/training/python/training/feeding_queue_runner_test.py
76
5052
# Copyright 2015 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
tomlof/scikit-learn
sklearn/datasets/tests/test_20news.py
75
3266
"""Test the 20news downloader, if the data is available.""" import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import SkipTest from sklearn import datasets def test_20news(): try: data = dat...
bsd-3-clause
lehai0609/ThinkStats2
code/hinc.py
67
1494
"""This file contains code used in "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 numpy as np import pandas import thinkplot import thinkstats2 def Clean(s):...
gpl-3.0
aleksandr-bakanov/astropy
astropy/convolution/kernels.py
6
33186
# Licensed under a 3-clause BSD style license - see LICENSE.rst import math import numpy as np from .core import Kernel1D, Kernel2D, Kernel from .utils import has_even_axis, raise_even_kernel_exception from astropy.modeling import models from astropy.modeling.core import Fittable1DModel, Fittable2DModel from astropy...
bsd-3-clause
lakshayg/tensorflow
tensorflow/contrib/learn/python/learn/estimators/dnn_linear_combined_test.py
52
69800
# 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
btabibian/scikit-learn
sklearn/tree/tree.py
11
50091
""" This module gathers tree-based methods, including decision, regression and randomized trees. Single and multi-output problems are both handled. """ # Authors: Gilles Louppe <g.louppe@gmail.com> # Peter Prettenhofer <peter.prettenhofer@gmail.com> # Brian Holt <bdholt1@gmail.com> # Noel Da...
bsd-3-clause
wlamond/scikit-learn
sklearn/linear_model/sag.py
30
12959
"""Solvers for Ridge and LogisticRegression using SAG algorithm""" # Authors: Tom Dupre la Tour <tom.dupre-la-tour@m4x.org> # # License: BSD 3 clause import warnings import numpy as np from .base import make_dataset from .sag_fast import sag from ..exceptions import ConvergenceWarning from ..utils import check_arra...
bsd-3-clause
fatadama/estimation
challenge_problem/trials_bifurcation/ukf_trials.py
1
6860
"""@package ukf_trials loads data, passes through UKF """ import numpy as np import math import matplotlib.pyplot as plt import sys import time import scipy.stats as stats sys.path.append('../') import cp_dynamics sys.path.append('../../filters/python/ukf') import ukf sys.path.append('../sim_data') import generate_...
gpl-2.0