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MostafaGazar/tensorflow
tensorflow/examples/skflow/text_classification_character_rnn.py
6
3028
# 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
COMBINE-lab/matryoshka_work
coredomains-import/python-src/compute_overlap_one_chromo.py
1
7902
# parse their domains, our domains, compute overlap import sys #import numpy.bisect #import numpy #import igraph import collections import matplotlib.pyplot as plt import matplotlib import math Domain = collections.namedtuple("Domain", ["start", "end"]) def jaccard(D1, D2, N): arr1 = [0 for i in xrange(N)] for d1...
gpl-3.0
alshedivat/tensorflow
tensorflow/contrib/learn/python/learn/estimators/_sklearn.py
24
6776
# 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
tomlof/scikit-learn
sklearn/feature_selection/__init__.py
140
1302
""" The :mod:`sklearn.feature_selection` module implements feature selection algorithms. It currently includes univariate filter selection methods and the recursive feature elimination algorithm. """ from .univariate_selection import chi2 from .univariate_selection import f_classif from .univariate_selection import f_...
bsd-3-clause
dchud/dnflow
ui.py
2
12153
import logging import sqlite3 from flask_oauthlib.client import OAuth from flask import g, jsonify, request, redirect, session, flash, make_response from flask import Flask, render_template, url_for, send_from_directory, abort import pandas as pd import redis from rq import Queue import numpy as np from queue_tasks i...
cc0-1.0
tomsercu/metarunlog
metarunlog/__init__.py
1
22170
#!/usr/bin/env python # Metarunlog, experiment management tool. # Author: Tom Sercu # Date: 2015-01-23 from metarunlog import cfg # NOTE cfg is modified by MetaRunLog._loadBasedirConfig() with custom configuration. from metarunlog.exceptions import * from metarunlog.util import nowstring, sshify, _decode_dict, _decode...
mit
PatrickChrist/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
smblance/ggplot
ggplot/utils/color.py
13
72058
""" Python module for color functions. """ from __future__ import division from __future__ import print_function from __future__ import with_statement import numpy as np import matplotlib.pyplot as plt import matplotlib.colors as colors import types from functools import partial from collections import Iterable fro...
bsd-2-clause
curiousguy13/shogun
examples/undocumented/python_modular/graphical/regression_lars.py
26
3327
#!/usr/bin/python import numpy as np import matplotlib.pyplot as plt from modshogun import RegressionLabels, RealFeatures from modshogun import LeastAngleRegression, LinearRidgeRegression, LeastSquaresRegression from modshogun import MeanSquaredError # we compare LASSO with ordinary least-squares (OLE) # in the idea...
gpl-3.0
eriklindernoren/ML-From-Scratch
mlfromscratch/examples/ridge_regression.py
1
2967
from __future__ import print_function import matplotlib.pyplot as plt import numpy as np import pandas as pd # Import helper functions from mlfromscratch.supervised_learning import PolynomialRidgeRegression from mlfromscratch.utils import k_fold_cross_validation_sets, normalize, Plot from mlfromscratch.utils import tra...
mit
espenhgn/elephant
elephant/spike_train_correlation.py
3
25850
# -*- coding: utf-8 -*- """ This modules provides functions to calculate correlations between spike trains. :copyright: Copyright 2015-2016 by the Elephant team, see AUTHORS.txt. :license: Modified BSD, see LICENSE.txt for details. """ from __future__ import division import numpy as np import neo import quantities as ...
bsd-3-clause
shangwuhencc/scikit-learn
examples/cluster/plot_lena_compress.py
271
2229
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Vector Quantization Example ========================================================= The classic image processing example, Lena, an 8-bit grayscale bit-depth, 512 x 512 sized image, is used here to illustrate how ...
bsd-3-clause
tosolveit/scikit-learn
sklearn/utils/tests/test_class_weight.py
90
12846
import numpy as np from sklearn.linear_model import LogisticRegression from sklearn.datasets import make_blobs from sklearn.utils.class_weight import compute_class_weight from sklearn.utils.class_weight import compute_sample_weight from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testin...
bsd-3-clause
pianomania/scikit-learn
sklearn/utils/extmath.py
19
27505
""" 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
msultan/mdtraj
mdtraj/geometry/tests/test_thermodynamic_properties.py
8
6594
############################################################################## # MDTraj: A Python Library for Loading, Saving, and Manipulating # Molecular Dynamics Trajectories. # Copyright 2012-2013 Stanford University and the Authors # # Authors: Kyle A. Beauchamp # Contributors: # # MDTraj is free software:...
lgpl-2.1
arjoly/scikit-learn
examples/gaussian_process/plot_gpc.py
103
3927
""" ==================================================================== Probabilistic predictions with Gaussian process classification (GPC) ==================================================================== This example illustrates the predicted probability of GPC for an RBF kernel with different choices of the hy...
bsd-3-clause
deeplycloudy/brawl4d
radar/collection.py
1
6930
import pandas import numpy as np import pyart def diagnose_vcp(radar): # swp_start = radar.sweep_start_ray_index['data'] # swp_end = radar.sweep_end_ray_index['data']+1 if 'ppi' in radar.scan_type.lower(): angles = [np.median(el) for el in radar.iter_elevation()] else: angles = [np.medi...
bsd-2-clause
AlexRobson/scikit-learn
examples/cluster/plot_segmentation_toy.py
258
3336
""" =========================================== Spectral clustering for image segmentation =========================================== In this example, an image with connected circles is generated and spectral clustering is used to separate the circles. In these settings, the :ref:`spectral_clustering` approach solve...
bsd-3-clause
krasch/smart-assistants
examples/confusion_matrix.py
1
1299
# -*- coding: UTF-8 -*- """ Print a confusion matrix: list for each action how often each service was recommended """ import sys sys.path.append("..") import pandas from recsys.classifiers.temporal import TemporalEvidencesClassifier from recsys.dataset import load_dataset from evaluation.metrics import QualityMetri...
mit
victor-prado/broker-manager
environment/lib/python3.5/site-packages/pandas/tests/test_expressions.py
7
17763
# -*- coding: utf-8 -*- from __future__ import print_function # pylint: disable-msg=W0612,E1101 import nose import re from numpy.random import randn import operator import numpy as np from pandas.core.api import DataFrame, Panel from pandas.computation import expressions as expr from pandas import compat from panda...
mit
surajjumpy/Quantify-property-hazards-before-time-of-inspection
R script/Ex-LatestVersion.py
1
3307
''' Based on Abhishek Catapillar benchmark https://www.kaggle.com/abhishek/caterpillar-tube-pricing/beating-the-benchmark-v1-0 @author Devin Have fun;) ''' import pandas as pd import numpy as np from sklearn import preprocessing import xgboost as xgb from sklearn.feature_extraction import DictVectorizer def xgb...
gpl-2.0
akrherz/iem
scripts/ingestors/other/feel_ingest.py
1
4223
"""Ingest the ISU FEEL Farm data.""" import datetime import os import pandas as pd from pyiem.util import get_dbconn BASE = "/mnt/home/mesonet/ot/ot0005/incoming/Pierson" def get_starttimes(cursor): """ Figure out when we have data """ cursor.execute( """ SELECT max(valid at time zone 'UTC-0...
mit
lthurlow/Network-Grapher
proj/external/matplotlib-1.2.1/lib/mpl_examples/pylab_examples/pythonic_matplotlib.py
9
2425
#!/usr/bin/env python """ Some people prefer to write more pythonic, object oriented, code rather than use the pylab interface to matplotlib. This example shows you how. Unless you are an application developer, I recommend using part of the pylab interface, particularly the figure, close, subplot, axes, and show comm...
mit
mikebenfield/scikit-learn
sklearn/manifold/isomap.py
39
7519
"""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
ThomasMiconi/nupic.research
projects/sequence_prediction/discrete_sequences/plotReberGrammar.py
12
2502
#!/usr/bin/env python # ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 2015, Numenta, Inc. Unless you have an agreement # with Numenta, Inc., for a separate license for this software code, the # following terms and conditions ...
agpl-3.0
klieret/pyplot-hierarchical-pie
examples/minimal_example_exploded.py
1
1837
#!/usr/bin/env python3 import os.path import matplotlib import matplotlib.pyplot as plt from hpie import HPie, Path, stringvalues_to_pv fig, ((ax0, ax1), (ax2, ax3)) = plt.subplots(2, 2) axs = [ax0, ax1, ax2, ax3] fig.set_size_inches(10, 10) # set up some random data data = stringvalues_to_pv({ 'ipsum': ...
bsd-3-clause
asurve/arvind-sysml
src/main/python/tests/test_mllearn_df.py
2
4586
#!/usr/bin/python #------------------------------------------------------------- # # 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 f...
apache-2.0
B3AU/waveTree
examples/cluster/plot_feature_agglomeration_vs_univariate_selection.py
7
3849
""" ============================================== Feature agglomeration vs. univariate selection ============================================== This example compares 2 dimensionality reduction strategies: - univariate feature selection with Anova - feature agglomeration with Ward hierarchical clustering Both metho...
bsd-3-clause
nelango/ViralityAnalysis
model/lib/pandas/io/tests/generate_legacy_storage_files.py
9
8044
""" self-contained to write legacy storage (pickle/msgpack) files """ from __future__ import print_function from distutils.version import LooseVersion from pandas import (Series, DataFrame, Panel, SparseSeries, SparseDataFrame, SparsePanel, Index, MultiIndex, PeriodIndex, bdate_r...
mit
TNT-Samuel/Coding-Projects
DNS Server/Source/Lib/site-packages/partd/pandas.py
3
6205
from __future__ import absolute_import from functools import partial import numpy as np import pandas as pd from pandas.core.internals import create_block_manager_from_blocks, make_block from . import numpy as pnp from .core import Interface from .compatibility import pickle from .encode import Encode from .utils im...
gpl-3.0
ncareol/lrose-soloPy
lrose_solopy/RadialDisplay.py
1
42236
# *=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=*=* # ** Copyright UCAR (c) 1992 - 2014 # ** University Corporation for Atmospheric Research(UCAR) # ** National Center for Atmospheric Research(NCAR) # ** P.O.Box 3000, Boulder, Colorado, 80307-3000, USA # ** See LICENSE.TXT for license detai...
bsd-3-clause
PrinceNgattaiLam/Trafic
TraficLib/envTensorFlow.py
1
9354
import os, sys import subprocess import json import ast def wrap(cmd_setenv, program, args=0): bashCommand = cmd_setenv + " " + program for flag,value in args.items(): bashCommand = bashCommand + " " + flag + " " + value command = ["bash", "-c", str(bashCommand)] p = subprocess.Popen(command...
apache-2.0
kazemakase/scikit-learn
sklearn/datasets/species_distributions.py
198
7923
""" ============================= Species distribution dataset ============================= This dataset represents the geographic distribution of species. The dataset is provided by Phillips et. al. (2006). The two species are: - `"Bradypus variegatus" <http://www.iucnredlist.org/apps/redlist/details/3038/0>`_...
bsd-3-clause
yavalvas/yav_com
build/matplotlib/lib/matplotlib/tri/trifinder.py
11
3305
from __future__ import (absolute_import, division, print_function, unicode_literals) import six from matplotlib.tri import Triangulation import matplotlib._tri as _tri class TriFinder(object): """ Abstract base class for classes used to find the triangles of a Triangulation in wh...
mit
idlead/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
cogmission/nupic.research
projects/sequence_prediction/continuous_sequence/nupic_output.py
13
6732
# ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 2013-2015, 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
dmytroKarataiev/MachineLearning
capstone/bolinger.py
1
2693
"""Bollinger Bands.""" import os import pandas as pd import matplotlib.pyplot as plt def symbol_to_path(symbol, base_dir="data"): """Return CSV file path given ticker symbol.""" # return os.path.join(base_dir, "{}.csv".format(str(symbol))) return "{}.csv".format(str(symbol)) def get_data(symbols, dates)...
mit
gfyoung/pandas
pandas/tests/libs/test_lib.py
2
7946
import numpy as np import pytest from pandas._libs import Timestamp, lib, writers as libwriters from pandas import Index import pandas._testing as tm class TestMisc: def test_max_len_string_array(self): arr = a = np.array(["foo", "b", np.nan], dtype="object") assert libwriters.max_len_string_ar...
bsd-3-clause
BoltzmannBrain/nupic.research
projects/sequence_prediction/continuous_sequence/data/processSantaFeDataset.py
13
2104
# ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 2015, 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
untom/scikit-learn
sklearn/decomposition/dict_learning.py
83
44062
""" Dictionary learning """ from __future__ import print_function # Author: Vlad Niculae, Gael Varoquaux, Alexandre Gramfort # License: BSD 3 clause import time import sys import itertools from math import sqrt, ceil import numpy as np from scipy import linalg from numpy.lib.stride_tricks import as_strided from ..b...
bsd-3-clause
louispotok/pandas
pandas/tests/indexes/period/test_setops.py
5
10620
import pytest import numpy as np import pandas as pd import pandas.util.testing as tm import pandas.core.indexes.period as period from pandas import period_range, PeriodIndex, Index, date_range def _permute(obj): return obj.take(np.random.permutation(len(obj))) class TestPeriodIndex(object): def test_joi...
bsd-3-clause
pymedusa/SickRage
ext/pint/__init__.py
3
2938
# -*- coding: utf-8 -*- """ pint ~~~~ Pint is Python module/package to define, operate and manipulate **physical quantities**: the product of a numerical value and a unit of measurement. It allows arithmetic operations between them and conversions from and to different units. :copyright: 2...
gpl-3.0
ericdill/chxtools
pyXPCS/XPCS_Code_0407.py
2
22976
###################################################################################### ##Revised Based on Yorick_Multitau_Code Obtained from Dr. Andrei Fluerasu############### #################### Coded by Dr. Yugang Zhang ################################# #################### 631-885-4714 #######################...
bsd-3-clause
tody411/ImageViewerFramework
ivf/batch/sfs.py
1
7594
# -*- coding: utf-8 -*- ## @package ivf.batch.sfs # # ivf.batch.sfs utility package. # @author tody # @date 2016/02/05 import numpy as np import cv2 import matplotlib.pyplot as plt from ivf.batch.batch import DatasetBatch, CharacterBatch from ivf.io_util.image import loadNormal, loadRGBA, saveNormal fr...
mit
chagaz/SamSpecCoEN
code/setupSubtypeStratifiedCV_computeNetworks.py
1
4164
# @Author # Chloe-Agathe Azencott # chloe-agathe.azencott@mines-paristech.fr # April 2016 import argparse import h5py import numpy as np import os import sys #from sklearn import cross_validation as skcv DATA_DIR = "/share/data40T/chloe/SamSpecCoEN" import CoExpressionNetwork numFolds = 10 def main(): """ ...
mit
Shaswat27/scipy
scipy/signal/wavelets.py
9
10458
from __future__ import division, print_function, absolute_import import numpy as np from numpy.dual import eig from scipy.special import comb from scipy import linspace, pi, exp from scipy.signal import convolve __all__ = ['daub', 'qmf', 'cascade', 'morlet', 'ricker', 'cwt'] def daub(p): """ The coefficient...
bsd-3-clause
neuroidss/nupic.research
htmresearch/frameworks/layers/l2_l4_inference.py
4
33445
# ---------------------------------------------------------------------- # Numenta Platform for Intelligent Computing (NuPIC) # Copyright (C) 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 progra...
agpl-3.0
TheNameIsNigel/opencog
opencog/python/utility/functions.py
34
11056
from math import fabs, isnan from datetime import datetime from spatiotemporal.unix_time import UnixTime from utility.generic import convert_dict_to_sorted_lists from utility.numeric.globals import EPSILON from numpy import NINF as NEGATIVE_INFINITY, PINF as POSITIVE_INFINITY from scipy.integrate import quad __author_...
agpl-3.0
HeraclesHX/scikit-learn
sklearn/metrics/tests/test_pairwise.py
105
22788
import numpy as np from numpy import linalg from scipy.sparse import dok_matrix, csr_matrix, issparse from scipy.spatial.distance import cosine, cityblock, minkowski, wminkowski from sklearn.utils.testing import assert_greater from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing impo...
bsd-3-clause
UwHyperloop/Hyperloop
src/hyperloop/chart_generator.py
2
5443
from hyperloop_sim import HyperloopSim from openmdao.units.units import convert_units as cu from matplotlib import pyplot, rcParams import numpy as np from time import time import sys from os import devnull def plot(p, x_array, x_varname, y_varnames, x_label, y_label, title='HyperloopSim', postprocess_funcs=tu...
apache-2.0
magnastrazh/NEUCOGAR
nest/noradrenaline/nest-2.10.0/topology/pynest/tests/test_dumping.py
13
3483
# -*- coding: utf-8 -*- # # test_dumping.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, o...
gpl-2.0
prheenan/Research
Perkins/Projects/Protein/bacteriorhodopsin/2017-7-jcp-paper/Figures/SI/Filtering/main_filtering.py
1
6567
# force floating point division. Can still use integer with // from __future__ import division # other good compatibility recquirements for python3 from __future__ import absolute_import from __future__ import print_function from __future__ import unicode_literals # This file is used for importing the common utilities ...
gpl-3.0
kashif/scikit-learn
sklearn/linear_model/tests/test_sag.py
33
28228
# Authors: Danny Sullivan <dbsullivan23@gmail.com> # Tom Dupre la Tour <tom.dupre-la-tour@m4x.org> # # Licence: BSD 3 clause import math import numpy as np import scipy.sparse as sp from sklearn.linear_model.sag import get_auto_step_size from sklearn.linear_model.sag_fast import _multinomial_grad_loss_all_sa...
bsd-3-clause
ltiao/scikit-learn
examples/cluster/plot_lena_compress.py
271
2229
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Vector Quantization Example ========================================================= The classic image processing example, Lena, an 8-bit grayscale bit-depth, 512 x 512 sized image, is used here to illustrate how ...
bsd-3-clause
wholmgren/pvlib-python
pvlib/test/test_psm3.py
1
2667
""" test iotools for PSM3 """ import os from pvlib.iotools import psm3 from conftest import needs_pandas_0_22 import numpy as np import pandas as pd import pytest from requests import HTTPError BASEDIR = os.path.abspath(os.path.dirname(__file__)) PROJDIR = os.path.dirname(BASEDIR) DATADIR = os.path.join(PROJDIR, 'dat...
bsd-3-clause
lily-zhangying/find_best_mall
recomendation system/get_scores.py
3
5354
__author__ = 'John' import one_class import cf import nmf_analysis import evaluate import numpy as np import pandas as pd import similarity import wlas import pop_rec import content from nmf_analysis import mall_latent_helper as nmf_helper import filter_demo_data import ensemble np.random.seed(9001) result_directory =...
mit
grlee77/pywt
demo/plot_demo_signals.py
3
1392
#!/usr/bin/env python # -*- coding: utf-8 -*- """Plot the set of 1D demo signals available in `pywt.data.demo_signal`.""" import numpy as np import matplotlib.pyplot as plt import pywt # use 'list' to get a list of all available 1d demo signals signals = pywt.data.demo_signal('list') subplots_per_fig = 5 signal_...
mit
ellisk42/TikZ
graphEvaluation.py
1
44052
import math import numpy as np import matplotlib.pyplot as plot xs = range(1,36) MAXIMUMY = None def standardError(l): d = np.array(l) - average(l) d = d*d variance = d.sum()/len(l) deviation = math.sqrt(variance) return deviation/math.sqrt(len(l)) def bernoulliStandardError(l): p = average(l...
gpl-3.0
Equitable/trump
trump/test/test_orm.py
2
17330
from trump.orm import Symbol, SetupTrump, SymbolManager, ConversionManager, \ SymbolLogEvent from trump.templating.templates import GoogleFinanceFT, YahooFinanceFT,\ SimpleExampleMT, CSVFT, FFillIT, FeedsMatchVT, DateExistsVT, PctChangeMT import pandas as pd import pytest from pytest import mark...
bsd-3-clause
tempbottle/Nuitka
tests/library/compile_library.py
1
4896
#!/usr/bin/env python # Copyright 2015, Kay Hayen, mailto:kay.hayen@gmail.com # # Python test originally created or extracted from other peoples work. The # parts from me are licensed as below. It is at least Free Softwar where # it's copied from other people. In these cases, that will normally be # ...
apache-2.0
JohanComparat/nbody-npt-functions
bin/bin_onePT/project_MF.py
1
8285
import astropy.units as uu import astropy.cosmology as co aa = co.Planck13 import math as m from scipy.integrate import quad import os aah = co.FlatLambdaCDM(H0=100.0 *uu.km / (uu.Mpc *uu.s), Om0=0.307, Tcmb0=2.725 *uu.K, Neff=3.05, m_nu=[ 0. , 0. , 0.06]*uu.eV, Ob0=0.0483) rhom0 = aah.critical_density0.to(uu.solM...
cc0-1.0
vermouthmjl/scikit-learn
sklearn/tests/test_dummy.py
186
17778
from __future__ import division import numpy as np import scipy.sparse as sp from sklearn.base import clone from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_almost_eq...
bsd-3-clause
TomAugspurger/pandas
pandas/tests/groupby/test_grouping.py
1
35091
""" test where we are determining what we are grouping, or getting groups """ import numpy as np import pytest import pandas as pd from pandas import ( CategoricalIndex, DataFrame, Index, MultiIndex, Series, Timestamp, date_range, ) import pandas._testing as tm from pandas.core.groupby.gro...
bsd-3-clause
bbcdli/xuexi
vid_ana_k/eva_ori.py
1
9268
#!/usr/bin/env python #code source #https://github.com/axon-research/c3d-keras/blob/master/test_model.py import matplotlib matplotlib.use('Agg') from keras.models import model_from_json import os import cv2 import time import numpy as np import matplotlib.pyplot as plt import c3d_keras_model as c3d_model import sys imp...
apache-2.0
deepesch/scikit-learn
examples/model_selection/plot_roc.py
96
4487
""" ======================================= Receiver Operating Characteristic (ROC) ======================================= Example of Receiver Operating Characteristic (ROC) metric to evaluate classifier output quality. ROC curves typically feature true positive rate on the Y axis, and false positive rate on the X a...
bsd-3-clause
Saurabh7/shogun
examples/undocumented/python_modular/graphical/interactive_svm_demo.py
16
12671
""" Shogun demo, based on PyQT Demo by Eli Bendersky Christian Widmer Soeren Sonnenburg License: GPLv3 """ import numpy import sys, os, csv from PyQt4.QtCore import * from PyQt4.QtGui import * import matplotlib from matplotlib import mpl from matplotlib.colorbar import make_axes, Colorbar from matplotlib.backends.bac...
mit
kagayakidan/scikit-learn
sklearn/covariance/tests/test_covariance.py
69
11116
# 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
mlyundin/scikit-learn
examples/ensemble/plot_voting_decision_regions.py
230
2386
""" ================================================== Plot the decision boundaries of a VotingClassifier ================================================== Plot the decision boundaries of a `VotingClassifier` for two features of the Iris dataset. Plot the class probabilities of the first sample in a toy dataset pred...
bsd-3-clause
zaxliu/scipy
scipy/cluster/tests/test_hierarchy.py
26
35153
#! /usr/bin/env python # # Author: Damian Eads # Date: April 17, 2008 # # Copyright (C) 2008 Damian Eads # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # # 1. Redistributions of source code must retain the above copy...
bsd-3-clause
Icenowy/MissionPlanner
Lib/site-packages/scipy/optimize/nonlin.py
53
46004
r""" Nonlinear solvers ================= .. currentmodule:: scipy.optimize This is a collection of general-purpose nonlinear multidimensional solvers. These solvers find *x* for which *F(x) = 0*. Both *x* and *F* can be multidimensional. Routines -------- Large-scale nonlinear solvers: .. autosummary:: newton...
gpl-3.0
pulinagrawal/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/backends/backend_cocoaagg.py
70
8970
from __future__ import division """ backend_cocoaagg.py A native Cocoa backend via PyObjC in OSX. Author: Charles Moad (cmoad@users.sourceforge.net) Notes: - Requires PyObjC (currently testing v1.3.7) - The Tk backend works nicely on OSX. This code primarily serves as an example of embedding a matpl...
agpl-3.0
SnowWalkerJ/quantlib
quant/data/wind/__init__.py
1
20848
"""Wind数据库接口""" from collections import defaultdict import os import sys import pickle from inspect import signature import warnings from datetime import date, datetime from typing import List, Union, Set import numpy as np import pandas as pd import sqlalchemy as sa import sqlalchemy.sql as sql from dateutil.parser i...
gpl-3.0
rodluger/everest
everest/user.py
1
58742
#!/usr/bin/env python # -*- coding: utf-8 -*- ''' :py:mod:`user.py` - User Python routines ---------------------------------------- This is the gateway to the :py:obj:`everest` catalog, containing all of the user-facing code. - :py:class:`Everest` is the main user-facing class for interfacing with the catalog - :py...
mit
meatcomputer/opencog
opencog/python/spatiotemporal/temporal_events/animation.py
34
4896
from matplotlib.lines import Line2D from matplotlib.ticker import AutoMinorLocator from numpy.core.multiarray import zeros from spatiotemporal.temporal_events.trapezium import TemporalEventTrapezium from spatiotemporal.time_intervals import TimeInterval from matplotlib import pyplot as plt from matplotlib import animat...
agpl-3.0
ZhiangChen/bendix_dnn
generate_data/import_data_example.py
1
1381
#!/usr/bin/env python from six.moves import cPickle as pickle import matplotlib.pyplot as plt from visualize_data import Visualizer import os import cv2 wd = os.getcwd() # get current work directory file_name = wd + '/front_dist_data' with open(file_name,'rb') as f: save = pickle.load(f) # load file to pickle pos_d...
mit
uglyboxer/learn_nums
neuron.py
1
6007
# A basic single-neuron Perceptron # Will learn from one set of data, then make educated guesses as to # the identity of things described in a second set of data # # Title: neuron.py # Author: Cole Howard # Contact: cole@subtlegears.com # References: # # Usage: python learn_nums.py # # Dataset: Written to work on the...
unlicense
rahuldhote/scikit-learn
examples/ensemble/plot_forest_importances.py
241
1761
""" ========================================= 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
petroniocandido/pyFTS
pyFTS/tests/cmsfts.py
1
1771
#!/usr/bin/python # -*- coding: utf8 -*- import os import numpy as np import pandas as pd import matplotlib as plt import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D import datetime import pandas as pd from pyFTS.partitioners import Grid, CMeans, FCM, Entropy from pyFTS.common import FLR, FuzzyS...
gpl-3.0
alexsavio/scikit-learn
examples/cluster/plot_face_segmentation.py
71
2839
""" =================================================== Segmenting the picture of a raccoon face in regions =================================================== This example uses :ref:`spectral_clustering` on a graph created from voxel-to-voxel difference on an image to break this image into multiple partly-homogeneous...
bsd-3-clause
diyjac/SDC-P3
attempts/behaviorClone5.py
1
6074
## Training model #5 ## ## Nvidia's Model from https://arxiv.org/pdf/1604.07316v1.pdf ## Use side cameras ## ## import some useful python modules import os from pathlib import Path import numpy as np from numpy.random import random import cv2 import pandas as pd import json from keras.models import Sequential, model_fr...
mit
esc/bquery
bquery/ctable.py
1
13172
# internal imports import ctable_ext # external imports import numpy as np import bcolz from collections import namedtuple import os class ctable(bcolz.ctable): def cache_factor(self, col_list, refresh=False): """ Existing todos here are: these should be hidden helper carrays As in: not n...
mit
eranchetz/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/projections/geo.py
69
19738
import math import numpy as np import numpy.ma as ma import matplotlib rcParams = matplotlib.rcParams from matplotlib.artist import kwdocd from matplotlib.axes import Axes from matplotlib import cbook from matplotlib.patches import Circle from matplotlib.path import Path from matplotlib.ticker import Formatter, Locat...
agpl-3.0
theoryno3/scikit-learn
sklearn/tests/test_metaestimators.py
226
4954
"""Common tests for metaestimators""" import functools import numpy as np from sklearn.base import BaseEstimator from sklearn.externals.six import iterkeys from sklearn.datasets import make_classification from sklearn.utils.testing import assert_true, assert_false, assert_raises from sklearn.pipeline import Pipeline...
bsd-3-clause
Aasmi/scikit-learn
sklearn/decomposition/tests/test_nmf.py
32
6044
import numpy as np from scipy import linalg from sklearn.decomposition import nmf from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_false from sklearn.utils.testing import raises from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_gr...
bsd-3-clause
rrohan/scikit-learn
sklearn/utils/setup.py
296
2884
import os from os.path import join from sklearn._build_utils import get_blas_info def configuration(parent_package='', top_path=None): import numpy from numpy.distutils.misc_util import Configuration config = Configuration('utils', parent_package, top_path) config.add_subpackage('sparsetools') ...
bsd-3-clause
krez13/scikit-learn
sklearn/decomposition/tests/test_factor_analysis.py
34
3060
# Author: Christian Osendorfer <osendorf@gmail.com> # Alexandre Gramfort <alexandre.gramfort@inria.fr> # Licence: BSD3 import numpy as np from sklearn.utils.testing import assert_warns from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_greater from sklearn.utils.testing im...
bsd-3-clause
loli/sklearn-ensembletrees
examples/ensemble/plot_bias_variance.py
2
7325
""" ============================================================ 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
dimroc/tensorflow-mnist-tutorial
lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/__init__.py
12
11510
# 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
Windy-Ground/scikit-learn
sklearn/linear_model/setup.py
146
1713
import os from os.path import join import numpy from sklearn._build_utils import get_blas_info def configuration(parent_package='', top_path=None): from numpy.distutils.misc_util import Configuration config = Configuration('linear_model', parent_package, top_path) cblas_libs, blas_info = get_blas_info...
bsd-3-clause
mrahnis/surficial
surficial/core/alignment.py
1
12648
from __future__ import annotations import warnings from typing import Union, Optional, Iterable import networkx as nx from networkx import DiGraph import pandas as pnd from shapely.geometry import Point, LineString, MultiLineString from shapely.ops import transform, unary_union from surficial.ops.graph import extend...
bsd-3-clause
anirudhjayaraman/scikit-learn
doc/conf.py
210
8446
# -*- coding: utf-8 -*- # # scikit-learn documentation build configuration file, created by # sphinx-quickstart on Fri Jan 8 09:13:42 2010. # # This file is execfile()d with the current directory set to its containing # dir. # # Note that not all possible configuration values are present in this # autogenerated file. ...
bsd-3-clause
abhishekgahlot/scikit-learn
sklearn/datasets/tests/test_samples_generator.py
67
14842
from __future__ import division from collections import defaultdict from functools import partial import numpy as np from sklearn.externals.six.moves import zip from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_almost_equal fr...
bsd-3-clause
Silmathoron/nest-simulator
pynest/nest/tests/test_visualization.py
5
6999
# -*- coding: utf-8 -*- # # test_visualization.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 Lice...
gpl-2.0
femtotrader/python-eodhistoricaldata
eod_historical_data/_utils.py
1
1276
import requests import datetime import pandas as pd from pandas.api.types import is_number from urllib.parse import urlencode def _init_session(session): """ Returns a requests.Session (or CachedSession) """ if session is None: return requests.Session() return session def _url(url, param...
mit
dhhjx880713/GPy
GPy/util/datasets.py
3
65191
from __future__ import print_function import csv import os import copy import numpy as np import GPy import scipy.io import zipfile import tarfile import datetime import json import re import sys from io import open from .config import * ipython_available=True try: import IPython except ImportError: ipython_av...
bsd-3-clause
mhogg/scipy
scipy/signal/filter_design.py
2
127807
"""Filter design. """ from __future__ import division, print_function, absolute_import import warnings import numpy from numpy import (atleast_1d, poly, polyval, roots, real, asarray, allclose, resize, pi, absolute, logspace, r_, sqrt, tan, log10, arctan, arcsinh, sin, exp, cosh,...
bsd-3-clause
ua-snap/downscale
old/old_bin/tas_cld_ar5_model_data_preprocess.py
3
12236
#!/usr/bin/python2 # # # pre-processing of raw downloaded CMIP5 data from the PCMDI portal to something that is standardized for # use in later downscaling to ALFRESCO AK/Canada extent and resolution needs. # # # # # def group_input_filenames( prefix, root_dir ): import fnmatch, functools, itertools, os, glob imp...
mit
stevemclaugh/audio-tagging-toolkit
setup.py
2
1076
from setuptools import setup, find_packages from codecs import open import os.path def read(fname): return open(os.path.join(os.path.dirname(__file__), fname)).read() setup(name='attk', version='0.0.88', description='Audio Tagging Toolkit: A collection of scripts to expedite audio annotation and class...
apache-2.0
makokal/scalable-irl
examples/social_navigation/learn_representation.py
1
3002
from __future__ import division import json import argparse import numpy as np import matplotlib matplotlib.use('Qt4Agg') from matplotlib import pyplot as plt from sirl.domains.navigation.social_navigation import SocialNavMDP from sirl.domains.navigation.local_controllers import POSQLocalController from sirl.doma...
bsd-3-clause
gpfreitas/bokeh
bokeh/charts/stats.py
2
7495
""" Statistical methods used to define or modify position of glyphs. References: Wilkinson L. The Grammer of Graphics, sections 7, 7.1 Method Types: - Bin: Partitions a space before statistical calculation - Summary: Produces a single value comprising a statistical summary - Region: Produces two value...
bsd-3-clause