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tmerrick1/spack
var/spack/repos/builtin/packages/py-mdanalysis/package.py
5
2741
############################################################################## # Copyright (c) 2013-2018, Lawrence Livermore National Security, LLC. # Produced at the Lawrence Livermore National Laboratory. # # This file is part of Spack. # Created by Todd Gamblin, tgamblin@llnl.gov, All rights reserved. # LLNL-CODE-64...
lgpl-2.1
jdemel/gnuradio
gr-filter/examples/resampler.py
3
3842
#!/usr/bin/env python # # Copyright 2009,2012,2013 Free Software Foundation, Inc. # # This file is part of GNU Radio # # SPDX-License-Identifier: GPL-3.0-or-later # # from __future__ import print_function from __future__ import division from __future__ import unicode_literals from gnuradio import gr from gnuradio impo...
gpl-3.0
e-koch/VLA_Lband
AT0206/Figures/m33_archival_comparison.py
2
2606
''' Create comparison figure of archival VLA M33 data ''' from spectral_cube import SpectralCube from signal_id import Noise, RadioMask from radio_beam import Beam import aplpy from matplotlib import pyplot as p from astropy import units as u from astropy.io import fits # Load in the cubes cube = SpectralCube.read("...
mit
TomAugspurger/pandas
pandas/plotting/_matplotlib/__init__.py
2
2002
from typing import TYPE_CHECKING, Dict, Type from pandas.plotting._matplotlib.boxplot import ( BoxPlot, boxplot, boxplot_frame, boxplot_frame_groupby, ) from pandas.plotting._matplotlib.converter import deregister, register from pandas.plotting._matplotlib.core import ( AreaPlot, BarhPlot, ...
bsd-3-clause
Og192/Python
pandasLearning/linearModel_forCom.py
2
4386
import sklearn from sklearn import linear_model from sklearn import tree from sklearn.datasets import load_iris import pandas as pd import numpy as np from sklearn.metrics import r2_score from sklearn.preprocessing import PolynomialFeatures from sklearn.linear_model import LinearRegression from sklearn.pipeline import ...
gpl-2.0
jeonghoonkang/BerePi
apps/excel/extract_ids/save_xlsx_list_df.py
1
1609
# -*- coding:utf-8 -*- # Author : http://github.com/jeonghoonkang from __future__ import print_function import argparse import pandas as pd import os import sys import math import xlsxwriter def brush_argparse(): parser = argparse.ArgumentParser() #parser.add_argument("-xlsx", help="xlsx 파일 이...
bsd-2-clause
jrderuiter/pyim
setup.py
1
1962
#!/usr/bin/env python # -*- coding: utf-8 -*- from setuptools import setup, find_packages with open('README.rst') as readme_file: README = readme_file.read() with open('HISTORY.rst') as history_file: HISTORY = history_file.read() REQUIREMENTS = [ 'pyfaidx>=0.4.8.1', 'intervaltree>=2.1', 'tqdm>=4.7', 'to...
mit
JaveyWang/5-char-real-number-recognition
src/segm_crop.py
1
1566
import os import numpy as np import cv2 import matplotlib.pyplot as plt import logging from PIL import Image import src.util.segment as segment logging.basicConfig(level=logging.INFO) DIR_DATASET = "../dataset" DIR_IMAGE = os.path.join(DIR_DATASET, "image") DIR_SAVE = "../dataset/segm_crop" FILENAME_IMG_LIST = os.li...
mit
pandas-ml/pandas-ml
pandas_ml/skaccessors/cross_decomposition.py
3
1938
#!/usr/bin/env python from pandas_ml.core.accessor import _AccessorMethods class CrossDecompositionMethods(_AccessorMethods): """ Accessor to ``sklearn.cross_decomposition``. """ _module_name = 'sklearn.cross_decomposition' _method_mapper = dict(fit={'PLSCanonical': '_fit', 'CCA': '_f...
bsd-3-clause
jlund3/ankura
ankura/run_free_classifier.py
1
3142
import sys import ankura import sklearn import random import bs4 import scipy import os.path import pickle import time from sklearn.linear_model import LinearRegression import numpy as np import socket # LABEL_NAME = 'coarse_newsgroup' # LABEL_NAME = 'label' LABEL_NAME = 'binary_rating' def run_experiment(num_topics=...
gpl-3.0
tomasreimers/tensorflow-emscripten
tensorflow/contrib/learn/python/learn/estimators/multioutput_test.py
18
1920
# 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
datapythonista/datapythonista.github.io
docs/cart_talk.py
1
5718
"""Source code used for the talk: http://www.slideshare.net/MarcGarcia11/cart-not-only-classification-and-regression-trees """ # data import pandas as pd data = {'age': [38, 49, 27, 19, 54, 29, 19, 42, 34, 64, 19, 62, 27, 77, 55, 41, 56, 32, 59, 35], 'distance': [6169.98, 7598.87, 3276.07, 15...
apache-2.0
MartinThoma/algorithms
ML/50-mlps/13-keras-cnn-dropout/hasy_tools.py
1
44573
#!/usr/bin/env python """ Tools for the HASY dataset. Type `./hasy_tools.py --help` for the command line tools and `help(hasy_tools)` in the interactive Python shell for the module options of hasy_tools. See https://arxiv.org/abs/1701.08380 for details about the dataset. """ import csv import json import logging im...
mit
wkfwkf/statsmodels
statsmodels/sandbox/nonparametric/kdecovclass.py
33
5703
'''subclassing kde Author: josef pktd ''' import numpy as np import scipy from scipy import stats import matplotlib.pylab as plt class gaussian_kde_set_covariance(stats.gaussian_kde): ''' from Anne Archibald in mailinglist: http://www.nabble.com/Width-of-the-gaussian-in-stats.kde.gaussian_kde---td1955892...
bsd-3-clause
marionleborgne/nupic.research
projects/sp_paper/analyze_trauma_experiment.py
6
6604
# ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 2015-2016, 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 p...
agpl-3.0
DerThorsten/seglib
seglibpython/seglib/region_descriptors/pixel/codebook.py
1
1746
import numpy # own code from seglib.preprocessing import reshapeFromImage,reshapeToImage from seglib.clustering import MiniBatchKMeans as MiniBatchKMeansCustom from sklearn.cluster import MiniBatchKMeans as MiniBatchKMeansSklearn #external from sklearn.decomposition import PCA,ProbabilisticPCA, RandomizedPCA, ...
mit
russel1237/scikit-learn
sklearn/setup.py
225
2856
import os from os.path import join import warnings def configuration(parent_package='', top_path=None): from numpy.distutils.misc_util import Configuration from numpy.distutils.system_info import get_info, BlasNotFoundError import numpy libraries = [] if os.name == 'posix': libraries.appe...
bsd-3-clause
anirudhjayaraman/scikit-learn
sklearn/linear_model/tests/test_ridge.py
68
23597
import numpy as np import scipy.sparse as sp from scipy import linalg from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_a...
bsd-3-clause
ZenDevelopmentSystems/scikit-learn
examples/datasets/plot_iris_dataset.py
283
1928
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= The Iris Dataset ========================================================= This data sets consists of 3 different types of irises' (Setosa, Versicolour, and Virginica) petal and sepal length, stored in a 150x4 numpy...
bsd-3-clause
arahuja/scikit-learn
examples/covariance/plot_outlier_detection.py
235
3891
""" ========================================== Outlier detection with several methods. ========================================== When the amount of contamination is known, this example illustrates two different ways of performing :ref:`outlier_detection`: - based on a robust estimator of covariance, which is assumin...
bsd-3-clause
ammarkhann/FinalSeniorCode
lib/python2.7/site-packages/pandas/tests/io/test_clipboard.py
13
4988
# -*- coding: utf-8 -*- import numpy as np from numpy.random import randint from textwrap import dedent import pytest import pandas as pd from pandas import DataFrame from pandas import read_clipboard from pandas import get_option from pandas.util import testing as tm from pandas.util.testing import makeCustomDatafra...
mit
466152112/scikit-learn
examples/linear_model/plot_ols.py
220
1940
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Linear Regression Example ========================================================= This example uses the only the first feature of the `diabetes` dataset, in order to illustrate a two-dimensional plot of this regre...
bsd-3-clause
Aasmi/scikit-learn
doc/sphinxext/gen_rst.py
142
40026
""" Example generation for the scikit learn Generate the rst files for the examples by iterating over the python example files. Files that generate images should start with 'plot' """ from __future__ import division, print_function from time import time import ast import os import re import shutil import traceback i...
bsd-3-clause
simonward86/MySJcLqwwx
ML_test.py
1
10331
from datetime import datetime import Methods as models import Predictors as predictors import stock_tools as st import matplotlib.pyplot as plt import pandas as pd import numpy as np from matplotlib import gridspec # Create a template with the available variables interest = 'SPY' start_date = datetime.strptime('2000-0...
apache-2.0
jlegendary/nupic
examples/opf/clients/hotgym/anomaly/one_gym/run.py
15
4940
#!/usr/bin/env python # ---------------------------------------------------------------------- # 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 ...
gpl-3.0
cmdunkers/DeeperMind
PythonEnv/lib/python2.7/site-packages/scipy/stats/_discrete_distns.py
15
20781
# # Author: Travis Oliphant 2002-2011 with contributions from # SciPy Developers 2004-2011 # from __future__ import division, print_function, absolute_import from scipy import special from scipy.special import entr, gammaln as gamln from numpy import floor, ceil, log, exp, sqrt, log1p, expm1, tanh, cosh, s...
bsd-3-clause
cdegroc/scikit-learn
sklearn/externals/joblib/__init__.py
1
4402
""" Joblib is a set of tools to provide **lightweight pipelining in Python**. In particular, joblib offers: 1. transparent disk-caching of the output values and lazy re-evaluation (memoize pattern) 2. easy simple parallel computing 3. logging and tracing of the execution Joblib is optimized to be **fast*...
bsd-3-clause
Arkahnn/VanillaRNN
main.py
1
2588
import matplotlib.pyplot as plt import numpy as np import random import VanillaRNN import tools if __name__ == "__main__": # Set a seed to test the network. After having tested it, you can take it out np.random.seed(256) random.seed(256) K, eta, alpha, H_size, mini_batch_size, t_prev = 300, 0.1, 0.9,...
apache-2.0
frederick623/HTI
ae_rebate/ae_rebate.py
1
3784
import os import re import csv import xlrd import fnmatch import pandas as pd import numpy as np import win32com.client def xlsx_to_arr(xlsx_file, worksheet=0, row_start=0, col_start=0, row_end=-1, col_end=-1): arr = [] wb = xlrd.open_workbook(xlsx_file) ws = wb.sheet_by_index(worksheet) row_end = ws.nrows if ro...
apache-2.0
akloster/bokeh
bokeh/cli/core.py
42
16025
from __future__ import absolute_import, print_function import sys, os from six.moves.urllib import request as urllib2 from six.moves import cStringIO as StringIO import pandas as pd try: import click is_click = True except ImportError: is_click = False from . import help_messages as hm from .utils import...
bsd-3-clause
JohnReid/pybool
setup.py
1
4578
#!/usr/bin/env python # -*- coding: latin-1 -*- # # Copyright John Reid 2010, 2011, 2012, 2013 # """ aksetup setup script for pybool. Adapted from http://git.tiker.net/pyublas.git/tree. """ import os def read(*fnames): """ Utility function to read the README file. Used for the long_description. It's nic...
mit
eggplantbren/ExperimentalNS
TwoScalars/DNest/postprocess.py
1
7100
# Copyright (c) 2009, 2010, 2011, 2012 Brendon J. Brewer. # # This file is part of DNest3. # # DNest3 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 your option) any ...
gpl-3.0
kmike/scikit-learn
sklearn/linear_model/coordinate_descent.py
2
47509
# 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 Style. import sys import warnings import itertools import operator from abc import AB...
bsd-3-clause
UNR-AERIAL/scikit-learn
sklearn/tests/test_calibration.py
213
12219
# Authors: Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr> # License: BSD 3 clause import numpy as np from scipy import sparse from sklearn.utils.testing import (assert_array_almost_equal, assert_equal, assert_greater, assert_almost_equal, ...
bsd-3-clause
georgid/sms-tools
software/models_interface/spsModel_function.py
2
3560
# function to call the extractHarmSpec analysis/synthesis functions in software/models/spsModel.py import sys, os sys.path.append(os.path.join(os.path.dirname(os.path.realpath(__file__)), '../models/')) import numpy as np import matplotlib.pyplot as plt from scipy.signal import get_window import spsModel as SPS import...
agpl-3.0
lthurlow/Network-Grapher
proj/external/matplotlib-1.2.1/build/lib.linux-i686-2.7/matplotlib/backends/backend_gdk.py
2
16162
from __future__ import division, print_function import math import os import sys import warnings def fn_name(): return sys._getframe(1).f_code.co_name import gobject import gtk; gdk = gtk.gdk import pango pygtk_version_required = (2,2,0) if gtk.pygtk_version < pygtk_version_required: raise ImportError ("PyGTK %d....
mit
cxhernandez/pcled
scripts/python/ledcntrl.py
1
1364
#! /usr/bin/env python import pcled from pcled.utils import assertion, execute, get_args try: from pynvml import nvmlInit, nvmlDeviceGetHandleByIndex except ImportError: nvmlInit = nvmlDeviceGetHandleByIndex = None try: import psutil except ImportError: psutil = None try: import ...
mit
huletlab/PyAbel
examples/example_dasch_methods.py
1
1522
# -*- coding: utf-8 -*- from __future__ import division from __future__ import print_function from __future__ import unicode_literals """example_dasch_methods.py. """ import numpy as np import abel import matplotlib.pyplot as plt # Dribinski sample image size 501x501 n = 501 IM = abel.tools.analytical.sample_image(n...
mit
xcompass/pandas-gbq
setup.py
1
1378
#!/usr/bin/env python # -*- coding: utf-8 -*- from setuptools import setup, find_packages import versioneer NAME = 'pandas-gbq' # versioning cmdclass = versioneer.get_cmdclass() def readme(): with open('README.rst') as f: return f.read() INSTALL_REQUIRES = ( ['pandas', 'httplib2', 'google-api-p...
bsd-3-clause
ngoix/OCRF
sklearn/cluster/tests/test_k_means.py
41
27789
"""Testing for K-means""" import sys import numpy as np from scipy import sparse as sp from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import SkipTest from sklearn.utils.testing i...
bsd-3-clause
dikaiosune/nau-bb-learn-reporting
nau_bb_reporting/reports/hardlinks.py
1
7173
""" This report looks at all of the course content HTML and tries to find links that point back to Bb Learn but are not managed by the LMS or CMS (i.e. they are copypasta from a user who was smart but not smart enough). In a given term, we get all of the course content HTML, and then begin ingesting it into BeautifulS...
mit
jseabold/statsmodels
statsmodels/discrete/tests/test_count_model.py
4
27801
from statsmodels.compat.platform import PLATFORM_LINUX32 import numpy as np from numpy.testing import (assert_, assert_equal, assert_array_equal, assert_allclose) import pytest import pandas as pd import statsmodels.api as sm from .results.results_discrete import RandHIE from .test_discrete...
bsd-3-clause
zorojean/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
MicrosoftGenomics/FaST-LMM
fastlmm/feature_selection/PerformSelectionDistributable.py
1
17266
# std modules from collections import defaultdict import gzip import bz2 import cPickle import time import os import gc import logging # common modules import matplotlib matplotlib.use('Agg',warn=False) #This lets it work even on machines without graphics displays import scipy as sp import numpy as np import pandas a...
apache-2.0
esa/pagmo
PyGMO/topology/__init__.py
7
10175
# -*- coding: utf-8 -*- from PyGMO.topology._topology import * # Some methods added to interface to networkx def _to_networkx(self): """ Export topology as a networkx DiGraph. """ try: import networkx as nx except ImportError: raise ImportError('Could not import the networkx module...
gpl-3.0
nikitasingh981/scikit-learn
examples/linear_model/plot_iris_logistic.py
119
1679
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Logistic Regression 3-class Classifier ========================================================= Show below is a logistic-regression classifiers decision boundaries on the `iris <https://en.wikipedia.org/wiki/Iris_...
bsd-3-clause
moonbury/pythonanywhere
github/MasteringMLWithScikit-learn/8365OS_04_Codes/s.py
3
1368
import pandas as pd from sklearn.cross_validation import train_test_split from sklearn.feature_extraction.text import TfidfVectorizer from sklearn.linear_model.logistic import LogisticRegression from sklearn.grid_search import GridSearchCV from sklearn.pipeline import Pipeline pipeline = Pipeline([ ('vect', TfidfV...
gpl-3.0
meduz/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
TomAugspurger/pandas
pandas/tests/indexing/multiindex/test_iloc.py
5
4991
import numpy as np import pytest from pandas import DataFrame, MultiIndex, Series import pandas._testing as tm @pytest.fixture def simple_multiindex_dataframe(): """ Factory function to create simple 3 x 3 dataframe with both columns and row MultiIndex using supplied data or random data by default. ...
bsd-3-clause
ishanic/scikit-learn
examples/ensemble/plot_forest_iris.py
335
6271
""" ==================================================================== Plot the decision surfaces of ensembles of trees on the iris dataset ==================================================================== Plot the decision surfaces of forests of randomized trees trained on pairs of features of the iris dataset. ...
bsd-3-clause
anderspitman/scikit-bio
skbio/metadata/_testing.py
1
37014
# ---------------------------------------------------------------------------- # Copyright (c) 2013--, scikit-bio development team. # # Distributed under the terms of the Modified BSD License. # # The full license is in the file COPYING.txt, distributed with this software. # --------------------------------------------...
bsd-3-clause
Yurlungur/cactus_scripts
plot_robust_stability_evolution.py
1
3112
#!/usr/bin/env python2 """ plot_robust_stability_evolution.py Author: Jonah Miller (jonah.maxwell.miller@gmail.com) Time-stamp: <2014-03-13 11:39:30 (jonah)> This little program plots the L2 norm of the (x,y)-component of the 3-metric of the Minkowski spacetime as a function of time. This is very useful for the robus...
gpl-2.0
nilmtk/nilmtk
nilmtk/dataset_converters/refit/convert_refit.py
1
4996
''' REFIT dataset converter for the clean version avaiable at the URLs below: "REFIT: Electrical Load Measurements (Cleaned)" https://pureportal.strath.ac.uk/en/datasets/refit-electrical-load-measurements-cleaned https://pureportal.strath.ac.uk/files/52873459/Processed_Data_CSV.7z https://pureportal.strath.ac.uk/files...
apache-2.0
ltiao/scikit-learn
examples/model_selection/plot_underfitting_overfitting.py
230
2649
""" ============================ Underfitting vs. Overfitting ============================ This example demonstrates the problems of underfitting and overfitting and how we can use linear regression with polynomial features to approximate nonlinear functions. The plot shows the function that we want to approximate, wh...
bsd-3-clause
robin-lai/scikit-learn
sklearn/neighbors/tests/test_dist_metrics.py
230
5234
import itertools import pickle import numpy as np from numpy.testing import assert_array_almost_equal import scipy from scipy.spatial.distance import cdist from sklearn.neighbors.dist_metrics import DistanceMetric from nose import SkipTest def dist_func(x1, x2, p): return np.sum((x1 - x2) ** p) ** (1. / p) de...
bsd-3-clause
rushter/MLAlgorithms
examples/nnet_mlp.py
1
2579
import logging try: from sklearn.model_selection import train_test_split except ImportError: from sklearn.cross_validation import train_test_split from sklearn.datasets import make_classification from sklearn.datasets import make_regression from sklearn.metrics import roc_auc_score from mla.metrics.metrics im...
mit
richlewis42/pandas-learn
pdlearn/adaptor/transformer.py
1
1140
#! /usr/bin/env python # -*- coding: utf-8 -*- # # This file is part of pandas-learn # https://github.com/RichLewis42/pandas-learn # # Licensed under the MIT license: # http://www.opensource.org/licenses/MIT # Copyright (c) 2015, Rich Lewis <rl403@cam.ac.uk> """ pdlearn.adaptor.transformer ~~~~~~~~~~~~~~~~~~~~~~~~~~~ ...
mit
syershov/omim
search/search_quality/scoring_model.py
4
9026
#!/usr/bin/env python3 from math import exp, log from scipy.stats import pearsonr from sklearn import cross_validation, grid_search, svm import argparse import collections import itertools import matplotlib.pyplot as plt import numpy as np import pandas as pd import random import sys MAX_DISTANCE_METERS = 2e6 MAX_RA...
apache-2.0
snap-stanford/ogb
ogb/nodeproppred/make_master_file.py
1
4402
### script for writing meta information of datasets into master.csv ### for node property prediction datasets. import pandas as pd dataset_dict = {} dataset_list = [] ### add meta-information about protein function prediction task name = 'ogbn-proteins' dataset_dict[name] = {'num tasks': 112, 'num classes': 2, 'eval ...
mit
cytomine/Cytomine-python-datamining
cytomine-datamining/algorithms/sldc/examples/with_pyxit/pyxit_classifier.py
1
5219
# -*- coding: utf-8 -*- import os import pickle import numpy as np import tempfile from cytomine_sldc import TileCache from sklearn.utils import check_random_state from sldc import PolygonClassifier, TileExtractionException, Loggable, SilentLogger, Logger __author__ = "Mormont Romain <romain.mormont@gmail.com>" __ve...
apache-2.0
freedomflyer/test
lab1/plotting.py
1
2686
import optparse import sys import matplotlib matplotlib.use('Agg') from pylab import * import matplotlib.patches as mpatches # Class that parses a file and plots several graphs class Plotter: def __init__(self): # create some fake data self.x = [] self.y = [] self.all = [] ...
gpl-2.0
htm-community/nupic.critic
nupic_output.py
3
6198
# ---------------------------------------------------------------------- # 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
AnasGhrab/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
ga7g08/sympy
sympy/interactive/session.py
43
15119
"""Tools for setting up interactive sessions. """ from __future__ import print_function, division from distutils.version import LooseVersion as V from sympy.core.compatibility import range from sympy.external import import_module from sympy.interactive.printing import init_printing preexec_source = """\ from __futu...
bsd-3-clause
fabianp/scikit-learn
examples/model_selection/grid_search_digits.py
227
2665
""" ============================================================ Parameter estimation using grid search with cross-validation ============================================================ This examples shows how a classifier is optimized by cross-validation, which is done using the :class:`sklearn.grid_search.GridSearc...
bsd-3-clause
adamhajari/spyre
spyre/tezt_app2.py
1
2175
# from spyre import spyre # import spyre import numpy as np import pandas as pd from numpy import pi try: from . import server except Exception: import server server.include_df_index = True class TestApp2(server.App): title = "Test App 2" inputs = [ { "type": 'slider', ...
mit
katyhuff/cyder
output/line_plot.py
1
8607
""" Comparison of griddata and tricontour for an unstructured triangular grid. """ from __future__ import print_function import matplotlib.pyplot as plt from pylab import * import matplotlib.tri as tri import numpy as np from numpy.random import uniform, seed from matplotlib.mlab import griddata from collections imp...
bsd-3-clause
joergdietrich/astropy
astropy/time/tests/test_basic.py
2
44916
# Licensed under a 3-clause BSD style license - see LICENSE.rst # TEST_UNICODE_LITERALS import copy import functools import sys import datetime from copy import deepcopy import numpy as np from ...tests.helper import pytest, catch_warnings from ...tests.disable_internet import INTERNET_OFF from ...extern import six...
bsd-3-clause
SwissTPH/app-rural-geolocator
createTasks.py
1
10671
#!/usr/bin/env python # -*- coding: utf-8 -*- # Copyright (C) 2012 Citizen Cyberscience Centre, Swiss TPH # # 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
jm-begon/scikit-learn
examples/cross_decomposition/plot_compare_cross_decomposition.py
142
4761
""" =================================== 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
mac389/at-risk-agents
visualization.py
1
10167
import json,random,os, logging, itertools, brewer2mpl import matplotlib.pyplot as plt import numpy as np import Graphics as artist from scipy.stats import kruskal from matplotlib import rcParams from awesome_print import ap rcParams['text.usetex'] = True ''' File Structure Summary Variable : Filename ini...
mit
txominpelu/airflow
airflow/hooks/hive_hooks.py
17
14064
from __future__ import print_function from builtins import zip from past.builtins import basestring import csv import logging import subprocess from tempfile import NamedTemporaryFile from thrift.transport import TSocket from thrift.transport import TTransport from thrift.protocol import TBinaryProtocol from hive_ser...
apache-2.0
degoldschmidt/pytrack-analysis
examples/get_animate.py
1
14646
""" =============== Demo Animation =============== """ from pytrack_analysis.profile import get_profile import numpy as np import imageio import pandas as pd import os, sys import os.path as op from pytrack_analysis.plot import set_font, swarmbox from pytrack_analysis.database import Experiment import pytrack_analysis...
gpl-3.0
platinhom/ManualHom
Coding/Python/scipy-html-0.16.1/generated/scipy-signal-periodogram-1.py
1
1149
from scipy import signal import matplotlib.pyplot as plt # Generate a test signal, a 2 Vrms sine wave at 1234 Hz, corrupted by # 0.001 V**2/Hz of white noise sampled at 10 kHz. fs = 10e3 N = 1e5 amp = 2*np.sqrt(2) freq = 1234.0 noise_power = 0.001 * fs / 2 time = np.arange(N) / fs x = amp*np.sin(2*np.pi*freq*time) x ...
gpl-2.0
luo66/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
raghavrv/scikit-learn
examples/linear_model/plot_robust_fit.py
147
3050
""" Robust linear estimator fitting =============================== Here a sine function is fit with a polynomial of order 3, for values close to zero. Robust fitting is demoed in different situations: - No measurement errors, only modelling errors (fitting a sine with a polynomial) - Measurement errors in X - M...
bsd-3-clause
homeslike/OpticalTweezer
scripts/p0.1_at0.05/vCOMhist.py
28
1192
import numpy as np import matplotlib.pyplot as plt import matplotlib.mlab as mlab import sys # import vCOMdata.dat as array # folder="../output/runs/170123_2033/" folder="../output/runs/"+str(sys.argv[1]) # when = str(sys.argv[1]) for i in range(0,len(sys.argv)): print(str(i) + ": "+ str(sys.argv[i])) # data = np....
mit
CforED/Machine-Learning
examples/decomposition/plot_kernel_pca.py
353
2011
""" ========== Kernel PCA ========== This example shows that Kernel PCA is able to find a projection of the data that makes data linearly separable. """ print(__doc__) # Authors: Mathieu Blondel # Andreas Mueller # License: BSD 3 clause import numpy as np import matplotlib.pyplot as plt from sklearn.decomp...
bsd-3-clause
jaidevd/scikit-learn
examples/mixture/plot_gmm_covariances.py
89
4724
""" =============== GMM covariances =============== Demonstration of several covariances types for Gaussian mixture models. See :ref:`gmm` for more information on the estimator. Although GMM are often used for clustering, we can compare the obtained clusters with the actual classes from the dataset. We initialize th...
bsd-3-clause
zorojean/scikit-learn
examples/linear_model/plot_sgd_penalties.py
249
1563
""" ============== SGD: Penalties ============== Plot the contours of the three penalties. All of the above are supported by :class:`sklearn.linear_model.stochastic_gradient`. """ from __future__ import division print(__doc__) import numpy as np import matplotlib.pyplot as plt def l1(xs): return np.array([np....
bsd-3-clause
demh/cuRRBS
paper/Figure_1/Figure_1A/obtain_distributions_and_fragments_old.py
3
17745
# -*- coding: utf-8 -*- ########################################################################################### ######### cuRRBS: customised Reduced Representation Bisulfite Sequencing ######### ########################################################################################### # # Created by Danie...
gpl-3.0
TobiasLundby/UAST
Module7/route_plan_class.py
1
4997
#!/usr/bin/python #/**************************************************************************** # route_plan_class # Copyright (c) 2016, Tobias Lundby <tobiaslundby@gmail.com> # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the f...
bsd-3-clause
humdings/zipline
zipline/examples/dual_moving_average.py
8
3514
#!/usr/bin/env python # # Copyright 2014 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 ...
apache-2.0
dendisuhubdy/tensorflow
tensorflow/contrib/timeseries/examples/known_anomaly.py
14
7880
# Copyright 2017 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
studywolf/blog
SymPy/test_timing.py
1
3065
''' Copyright (C) 2016 Travis DeWolf 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 (at your option) any later version. This program is distributed in the hope t...
gpl-3.0
drammock/mne-python
examples/decoding/ssd_spatial_filters.py
10
5433
""" =========================================================== Compute Spectro-Spatial Decomposition (SSD) spatial filters =========================================================== In this example, we will compute spatial filters for retaining oscillatory brain activity and down-weighting 1/f background signals as ...
bsd-3-clause
felipemontefuscolo/bitme
plotly_test.py
1
1306
import pandas as pd import datetime def read_data(file: str, begin: pd.Timestamp=None, end: pd.Timestamp=None) -> pd.DataFrame: timeparser = lambda s: pd.datetime.strptime(str(s), '%Y-%m-%dT%H:%M:%S') data = pd.DataFrame(pd.read_csv(file, parse_dates=True, index_col='time', date_parser=timeparser)) if beg...
mpl-2.0
jrabenoit/fizzy
prep.py
1
4937
#!/usr/bin/env python3 import pandas as pd import os, scipy.stats import numpy as np def Misc(): #Encode categorical variables as integers rather than using onehot or dummy variables- do on a column-by-column basis demow['ETHNIC']=pd.Categorical(demow['ETHNIC']).codes #pivots table d60p= d60.pivo...
gpl-3.0
fredhusser/scikit-learn
sklearn/datasets/mldata.py
309
7838
"""Automatically download MLdata datasets.""" # Copyright (c) 2011 Pietro Berkes # License: BSD 3 clause import os from os.path import join, exists import re import numbers try: # Python 2 from urllib2 import HTTPError from urllib2 import quote from urllib2 import urlopen except ImportError: # Pyt...
bsd-3-clause
pelson/cartopy
lib/cartopy/examples/tube_stations.py
3
2383
""" Tube Stations ------------- Produces a map showing London Underground station locations with high resolution background imagery provided by OpenStreetMap. """ from matplotlib.path import Path import matplotlib.pyplot as plt import numpy as np import cartopy.crs as ccrs from cartopy.io.img_tiles import OSM def ...
lgpl-3.0
OshynSong/scikit-learn
sklearn/neighbors/classification.py
132
14388
"""Nearest Neighbor Classification""" # Authors: Jake Vanderplas <vanderplas@astro.washington.edu> # Fabian Pedregosa <fabian.pedregosa@inria.fr> # Alexandre Gramfort <alexandre.gramfort@inria.fr> # Sparseness support by Lars Buitinck <L.J.Buitinck@uva.nl> # Multi-output support by ...
bsd-3-clause
pv/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
vortex-ape/scikit-learn
sklearn/linear_model/bayes.py
9
21171
""" Various bayesian regression """ from __future__ import print_function # Authors: V. Michel, F. Pedregosa, A. Gramfort # License: BSD 3 clause from math import log import numpy as np from scipy import linalg from scipy.linalg import pinvh from .base import LinearModel, _rescale_data from ..base import RegressorMi...
bsd-3-clause
hyflashstar/gupiao
src/交易策略模拟_不能做空.py
1
4894
# -*- coding: utf-8 -*- """ Created on Tue Aug 29 11:27:56 2017 @author: 53771 """ # -*- coding: utf-8 -*- """ Created on Fri Aug 25 15:05:53 2017 @author: 53771 """ import loadStock as ls import PairTrading as pairTrading import tushare as ts import pandas as pd import numpy as np import matplotlib.pyplot as plt ...
apache-2.0
cisl/gmor
gmor/model.py
1
73742
""" model.py __author__ = "David Bristow, Alison Goshulak" __copyright__ = "Copyright 2016" __credits__ = [] __maintainer__ = "David Bristow" __status__ = "Development" """ #pylint: disable=too-many-arguments #pylint: disable=too-many-instance-attributes #pylint: disable=trailing-whitespace #import csv #import random ...
gpl-3.0
samuel1208/scikit-learn
benchmarks/bench_random_projections.py
397
8900
""" =========================== Random projection benchmark =========================== Benchmarks for random projections. """ from __future__ import division from __future__ import print_function import gc import sys import optparse from datetime import datetime import collections import numpy as np import scipy.s...
bsd-3-clause
RealImpactAnalytics/airflow
tests/hooks/test_hive_hook.py
1
10247
# -*- coding: utf-8 -*- # # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the #...
apache-2.0
annoviko/pyclustering
pyclustering/cluster/tests/integration/it_dbscan.py
1
6718
"""! @brief Integration-tests for DBSCAN algorithm. @authors Andrei Novikov (pyclustering@yandex.ru) @date 2014-2020 @copyright BSD-3-Clause """ import unittest import matplotlib matplotlib.use('Agg') from pyclustering.cluster.tests.dbscan_templates import DbscanTestTemplates from pyclustering.clu...
gpl-3.0
marioem/data-science-from-scratch
code/visualizing_data.py
58
5116
import matplotlib.pyplot as plt from collections import Counter def make_chart_simple_line_chart(plt): years = [1950, 1960, 1970, 1980, 1990, 2000, 2010] gdp = [300.2, 543.3, 1075.9, 2862.5, 5979.6, 10289.7, 14958.3] # create a line chart, years on x-axis, gdp on y-axis plt.plot(years, gdp, color='gr...
unlicense
kenshay/ImageScripter
ProgramData/SystemFiles/Python/Lib/site-packages/pandas/compat/__init__.py
7
11629
""" compat ====== Cross-compatible functions for Python 2 and 3. Key items to import for 2/3 compatible code: * iterators: range(), map(), zip(), filter(), reduce() * lists: lrange(), lmap(), lzip(), lfilter() * unicode: u() [u"" is a syntax error in Python 3.0-3.2] * longs: long (int in Python 3) * callable * iterab...
gpl-3.0