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tody411/InverseToon
inversetoon/core/light_estimation/light_estimation_lumo.py
1
1797
# -*- coding: utf-8 -*- ## @package inversetoon.core.light_estimation.light_estimation_lumo # # inversetoon.core.light_estimation.light_estimation_lumo utility package. # @author tody # @date 2015/10/04 import numpy as np import matplotlib.pyplot as plt from inversetoon.core.lumo import lumoNormal from...
mit
alishakiba/kaggle-ndsb
create_submission.py
6
3548
import os import sys import numpy as np import pandas as pd import data if len(sys.argv) != 2: sys.exit("Usage: create_submissions.py <predictions_path>") predictions_path = sys.argv[1] filename = os.path.splitext(os.path.basename(predictions_path))[0] target_path = "submissions/%s.csv" % filename header = "ac...
mit
infilect/ml-course1
deep-learning-tensorflow/week1/tensorflow-basics/examples/ex4_linear_regression_problem.py
3
1648
""" Simple linear regression example in TensorFlow This program tries to predict the number of thefts from the number of fire in the city of Chicago """ import numpy as np import matplotlib.pyplot as plt import tensorflow as tf import xlrd DATA_FILE = 'data/fire_theft.xls' # Phase 1: Assemble the graph # Step 1: re...
mit
wxchan/LightGBM
examples/python-guide/simple_example.py
4
1416
# coding: utf-8 # pylint: disable = invalid-name, C0111 import json import lightgbm as lgb import pandas as pd from sklearn.metrics import mean_squared_error # load or create your dataset print('Load data...') df_train = pd.read_csv('../regression/regression.train', header=None, sep='\t') df_test = pd.read_csv('../re...
mit
dclambert/Python-ELM
random_layer.py
11
18828
#-*- coding: utf8 # Author: David C. Lambert [dcl -at- panix -dot- com] # Copyright(c) 2013 # License: Simple BSD """The :mod:`random_layer` module implements Random Layer transformers. Random layers are arrays of hidden unit activations that are random functions of input activation values (dot products for simple ac...
bsd-3-clause
hitszxp/scikit-learn
sklearn/decomposition/tests/test_dict_learning.py
40
7535
import numpy as np from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_raises ...
bsd-3-clause
dungvtdev/upsbayescpm
bayespy/demos/annealing.py
5
3332
################################################################################ # Copyright (C) 2015 Jaakko Luttinen # # This file is licensed under the MIT License. ################################################################################ """ Demonstration of deterministic annealing. Deterministic annealing...
mit
Microvellum/Fluid-Designer
win64-vc/2.78/python/lib/site-packages/numpy/lib/npyio.py
9
66535
from __future__ import division, absolute_import, print_function import sys import os import re import itertools import warnings import weakref from operator import itemgetter import numpy as np from . import format from ._datasource import DataSource from ._compiled_base import packbits, unpackbits from ._iotools im...
gpl-3.0
kazemakase/scikit-learn
sklearn/metrics/cluster/bicluster.py
359
2797
from __future__ import division import numpy as np from sklearn.utils.linear_assignment_ import linear_assignment from sklearn.utils.validation import check_consistent_length, check_array __all__ = ["consensus_score"] def _check_rows_and_columns(a, b): """Unpacks the row and column arrays and checks their shap...
bsd-3-clause
kushalbhola/MyStuff
Practice/PythonApplication/env/Lib/site-packages/pandas/tests/util/test_deprecate_kwarg.py
2
2047
import pytest from pandas.util._decorators import deprecate_kwarg import pandas.util.testing as tm @deprecate_kwarg("old", "new") def _f1(new=False): return new _f2_mappings = {"yes": True, "no": False} @deprecate_kwarg("old", "new", _f2_mappings) def _f2(new=False): return new def _f3_mapping(x): ...
apache-2.0
petosegan/scikit-learn
sklearn/svm/tests/test_sparse.py
95
12156
from nose.tools import assert_raises, assert_true, assert_false import numpy as np from scipy import sparse from numpy.testing import (assert_array_almost_equal, assert_array_equal, assert_equal) from sklearn import datasets, svm, linear_model, base from sklearn.datasets import make_classif...
bsd-3-clause
mahak/spark
python/pyspark/pandas/tests/plot/test_frame_plot.py
15
4733
# # 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 "License"); you may not us...
apache-2.0
csrhau/sandpit
latex/enron_report/scripts/message_distribution.py
1
1684
#!/usr/bin/env python3 """ A simple parser for the Enron e-mail corpus """ import argparse import json import operator import dateutil.parser import itertools import pandas as pd from collections import Counter def process_arguments(): """ Process command line arguments """ parser = argparse.ArgumentParser(d...
mit
stephenhky/PyShortTextCategorization
shorttext/classifiers/bow/topic/SkLearnClassification.py
1
17751
import os import joblib from shorttext.utils import textpreprocessing as textpreprocess from shorttext.generators import load_autoencoder_topicmodel, load_gensimtopicmodel from shorttext.generators import LDAModeler, LSIModeler, RPModeler, AutoencodingTopicModeler import shorttext.utils.classification_exceptions as ...
mit
Clyde-fare/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
gfrd/egfrd
samples/irreversible/plot.py
3
2672
#!/usr/bin/python # # Make sure that the egfrd system is added to your PYTHONPATH # This means, in bash for example: # $ export PYTHONPATH=$HOME/egfrd # # python plot.py irr.-2.out 0.000000125 irr.-1.out 0.00000125 irr.0.out 0.0000125 irr.1.out 0.000125 irr.2.out 0.00125 irr.3.out 0.0125 # irr.-3.out 0.0000000125...
gpl-2.0
Lyleo/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/scale.py
69
13414
import textwrap import numpy as np from numpy import ma MaskedArray = ma.MaskedArray from cbook import dedent from ticker import NullFormatter, ScalarFormatter, LogFormatterMathtext, Formatter from ticker import NullLocator, LogLocator, AutoLocator, SymmetricalLogLocator, FixedLocator from transforms import Transform,...
gpl-3.0
herilalaina/scikit-learn
sklearn/gaussian_process/gpc.py
13
32112
"""Gaussian processes classification.""" # Authors: Jan Hendrik Metzen <jhm@informatik.uni-bremen.de> # # License: BSD 3 clause import warnings from operator import itemgetter import numpy as np from scipy.linalg import cholesky, cho_solve, solve from scipy.optimize import fmin_l_bfgs_b from scipy.special import erf...
bsd-3-clause
sentinelsat/sentinelsat
sentinelsat/sentinel.py
1
64772
import concurrent.futures import hashlib import itertools import logging import re import shutil import threading import warnings import xml.etree.ElementTree as ET from collections import OrderedDict, defaultdict, namedtuple from datetime import date, datetime, timedelta from pathlib import Path from typing import Any...
gpl-3.0
costypetrisor/scikit-learn
sklearn/svm/setup.py
321
3157
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('svm', parent_package, top_path) config.add_subpackage('tests') # Section L...
bsd-3-clause
krez13/scikit-learn
sklearn/decomposition/tests/test_pca.py
21
11810
import numpy as np from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_greater from sklearn.utils.testing import assert_rai...
bsd-3-clause
sfepy/sfepy
examples/diffusion/poisson_parallel_interactive.py
4
19203
#!/usr/bin/env python r""" Parallel assembling and solving of a Poisson's equation, using commands for interactive use. Find :math:`u` such that: .. math:: \int_{\Omega} \nabla v \cdot \nabla u = \int_{\Omega} v f \;, \quad \forall s \;. Important Notes --------------- - This example requires petsc4py, ...
bsd-3-clause
bigdataelephants/scikit-learn
examples/hetero_feature_union.py
288
6236
""" ============================================= Feature Union with Heterogeneous Data Sources ============================================= Datasets can often contain components of that require different feature extraction and processing pipelines. This scenario might occur when: 1. Your dataset consists of hetero...
bsd-3-clause
JohnKendrick/PDielec
PDielec/GUI/FitterTab.py
1
35877
# -*- coding: utf8 -*- import os.path import numpy as np import PDielec.Calculator as Calculator from PyQt5.QtWidgets import QPushButton, QWidget from PyQt5.QtWidgets import QComboBox, QLabel, QLineEdit, QDoubleSpinBox from PyQt5.QtWidgets import QVBoxLayout, QHBoxLayout, QFormLayout from PyQt5.QtWidgets imp...
mit
judithfan/pix2svg
generative/tests/compare_test/sketch_unroll/train_sketch.py
1
9476
from __future__ import division from __future__ import print_function from __future__ import absolute_import import os import sys import shutil import numpy as np from tqdm import tqdm import torch import torch.optim as optim import torch.nn.functional as F from torch.autograd import Variable from model_sketch impor...
mit
hammerlab/immuno
immuno/maf.py
1
2903
#!/usr/bin/env python # Copyright (c) 2014. Mount Sinai School of Medicine # # 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 requi...
apache-2.0
andrewnc/scikit-learn
sklearn/__init__.py
59
3038
""" Machine learning module for Python ================================== sklearn is a Python module integrating classical machine learning algorithms in the tightly-knit world of scientific Python packages (numpy, scipy, matplotlib). It aims to provide simple and efficient solutions to learning problems that are acc...
bsd-3-clause
alphacsc/alphacsc
alphacsc/other/sporco/sporco/tests/test_plot.py
1
3328
from __future__ import division from builtins import object import pytest import matplotlib matplotlib.use('Agg') import numpy as np from sporco import plot from sporco import util # Monkey patch in_ipython and in_notebook functions to allow testing of # functions that depend on these tests def in_ipython(): re...
bsd-3-clause
zorojean/scikit-learn
examples/ensemble/plot_gradient_boosting_quantile.py
392
2114
""" ===================================================== Prediction Intervals for Gradient Boosting Regression ===================================================== This example shows how quantile regression can be used to create prediction intervals. """ import numpy as np import matplotlib.pyplot as plt from skle...
bsd-3-clause
BhallaLab/moose-examples
tutorials/Electrophys/ephys5_channel_mixer.py
2
10372
######################################################################## # This example demonstrates the behaviour of various voltage and calcium- # gated channels. # Copyright (C) Upinder S. Bhalla NCBS 2018 # Released under the terms of the GNU Public License V3. ######################################################...
gpl-2.0
vascotenner/holoviews
holoviews/plotting/mpl/tabular.py
1
5312
from collections import defaultdict from matplotlib.font_manager import FontProperties from matplotlib.table import Table as mpl_Table import param from .element import ElementPlot from ...core.util import safe_unicode class TablePlot(ElementPlot): """ A TablePlot can plot both TableViews and ViewMaps which...
bsd-3-clause
COMBINE-lab/piquant
piquant/assemble_quantification_data.py
1
5070
#!/usr/bin/env python """Usage: assemble_quantification_data [{log_option_spec}] --method=<quantification-method> --out=<output-file> <pro-file> <transcript-count-file> <unique-sequence-file> {help_option_spec} {help_option_description} {ver_option_spec} {ver_option_description}...
mit
kylerbrown/scikit-learn
sklearn/linear_model/randomized_l1.py
95
23365
""" Randomized Lasso/Logistic: feature selection based on Lasso and sparse Logistic Regression """ # Author: Gael Varoquaux, Alexandre Gramfort # # License: BSD 3 clause import itertools from abc import ABCMeta, abstractmethod import warnings import numpy as np from scipy.sparse import issparse from scipy import spar...
bsd-3-clause
OpenPHDGuiding/phd2
contributions/MPI_IS_gaussian_process/tools/plot_gp_data.py
1
1589
#!/usr/bin/env python from numpy import genfromtxt import matplotlib.pyplot as plt def read_data(): measurement_data = genfromtxt('measurement_data.csv', delimiter=',') # read GP data from csv measurement_data = measurement_data[1:,:] # strip first line to remove header text location = measure...
bsd-3-clause
mhue/scikit-learn
sklearn/metrics/cluster/__init__.py
312
1322
""" The :mod:`sklearn.metrics.cluster` submodule contains evaluation metrics for cluster analysis results. There are two forms of evaluation: - supervised, which uses a ground truth class values for each sample. - unsupervised, which does not and measures the 'quality' of the model itself. """ from .supervised import ...
bsd-3-clause
fspaolo/scikit-learn
examples/neighbors/plot_classification.py
8
1769
""" ================================ Nearest Neighbors Classification ================================ Sample usage of Nearest Neighbors classification. It will plot the decision boundaries for each class. """ print(__doc__) import numpy as np import pylab as pl from matplotlib.colors import ListedColormap from sklea...
bsd-3-clause
anntzer/scikit-learn
sklearn/manifold/_locally_linear.py
2
27264
"""Locally Linear Embedding""" # Author: Fabian Pedregosa -- <fabian.pedregosa@inria.fr> # Jake Vanderplas -- <vanderplas@astro.washington.edu> # License: BSD 3 clause (C) INRIA 2011 import numpy as np from scipy.linalg import eigh, svd, qr, solve from scipy.sparse import eye, csr_matrix from scipy.sparse.li...
bsd-3-clause
midnightradio/gensim
gensim/sklearn_api/tfidf.py
3
6995
#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright (C) 2011 Radim Rehurek <radimrehurek@seznam.cz> # Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html """Scikit-learn interface for :class:`~gensim.models.tfidfmodel.TfidfModel`. Follows scikit-learn API conventions to facilitate using g...
gpl-3.0
ursk/sparco
sparco/sptools.py
1
5818
""" some random tools, slow code. """ import collections import imp import os import time import types import numpy as np import scipy.signal as signal import sparco.mpi as mpi ################################### ########### OBJECTIVE ################################### # TODO give more generic names, move def obj...
gpl-2.0
giorgiop/scikit-learn
sklearn/datasets/mlcomp.py
289
3855
# Copyright (c) 2010 Olivier Grisel <olivier.grisel@ensta.org> # License: BSD 3 clause """Glue code to load http://mlcomp.org data as a scikit.learn dataset""" import os import numbers from sklearn.datasets.base import load_files def _load_document_classification(dataset_path, metadata, set_=None, **kwargs): if ...
bsd-3-clause
RomainBrault/scikit-learn
doc/sphinxext/sphinx_gallery/gen_rst.py
23
20990
# -*- coding: utf-8 -*- # Author: Óscar Nájera # License: 3-clause BSD """ ================== RST file generator ================== Generate the rst files for the examples by iterating over the python example files. Files that generate images should start with 'plot' """ # Don't use unicode_literals here (be explici...
bsd-3-clause
airbnb/superset
superset/utils/pandas_postprocessing.py
1
26283
# 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 # "License"); you may not u...
apache-2.0
rwth-ti/gr-ofdm
apps/benchmarking/plot_results.py
1
4850
#!/usr/bin/env python import numpy import re import cPickle as pickle import operator import matplotlib.pyplot as plt from argparse import ArgumentParser width = 0.4 def add_argparser(): parser = ArgumentParser(description='Benchmarking tool for GR flowgraphs') parser.add_argument('-f', '--file', type=str, d...
gpl-3.0
RayMick/scikit-learn
sklearn/metrics/tests/test_regression.py
272
6066
from __future__ import division, print_function import numpy as np from itertools import product from sklearn.utils.testing import assert_raises from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils....
bsd-3-clause
asoliveira/NumShip
scripts/plot/leme-velo-v-cg-plt.py
1
2018
#!/usr/bin/env python # -*- coding: utf-8 -*- #É adimensional? adi = False #É para salvar as figuras(True|False)? save = True #Caso seja para salvar, qual é o formato desejado? formato = 'jpg' #Caso seja para salvar, qual é o diretório que devo salvar? dircg = 'fig-sen' #Caso seja para salvar, qual é o nome do arquivo...
gpl-3.0
stulp/dmpbbo
python/dmp_bbo/tasks/TaskViapoint.py
1
7006
# This file is part of DmpBbo, a set of libraries and programs for the # black-box optimization of dynamical movement primitives. # Copyright (C) 2018 Freek Stulp # # DmpBbo is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser General Public License as published by # the Free...
lgpl-2.1
mne-tools/mne-tools.github.io
0.13/_downloads/plot_decoding_csp_space.py
9
3982
""" ==================================================================== Decoding in sensor space data using the Common Spatial Pattern (CSP) ==================================================================== Decoding applied to MEG data in sensor space decomposed using CSP. Here the classifier is applied to feature...
bsd-3-clause
phdowling/scikit-learn
sklearn/linear_model/tests/test_sparse_coordinate_descent.py
244
9986
import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_true from sklearn.utils.t...
bsd-3-clause
cklb/PyMoskito
pymoskito/examples/ballbeam/lagrange.py
1
2538
# -*- coding: utf-8 -*- """ Created on Tue Nov 04 20:28:06 2014 Lagrange formalism @author: Topher """ import sympy as sp from sympy import sin,cos,Function t = sp.Symbol('t') params = sp.symbols('M , G , J , J_ball , R') M , G , J , J_ball , R = params # ball position r r_t = Function('r')(t) d_r_t = r_t.diff(t) ...
bsd-3-clause
jco44/UdacityDataAnalysis
dataworkflow/visualize.py
1
9301
import pandas as pd from matplotlib.pyplot import ylabel def freq1_display(series): '''Displays freq tables for analyzing a categorical feature returns ----------- 1. Freq table w/ Counts 2. Freq table w/ vals as a percent of total''' table = pd.crosstab(index=series, c...
mit
kelseyoo14/Wander
venv_2_7/lib/python2.7/site-packages/pandas/tests/test_panel.py
9
92205
# -*- coding: utf-8 -*- # pylint: disable=W0612,E1101 from datetime import datetime from inspect import getargspec import operator import nose from functools import wraps import numpy as np import pandas as pd from pandas import Series, DataFrame, Index, isnull, notnull, pivot, MultiIndex from pandas.core.datetools ...
artistic-2.0
65apps/omim
search/search_quality/scoring_model.py
2
5521
#!/usr/bin/env python3 from math import exp, log from sklearn import cross_validation, grid_search, svm import argparse import collections import itertools import numpy as np import pandas as pd import sys FEATURES = ['DistanceToPivot', 'Rank', 'NameScore', 'NameCoverage', 'SearchType'] MAX_DISTANCE_METERS = 2e7 MAX...
apache-2.0
jamesp/Isca
src/extra/python/scripts/vert_coord_options.py
4
3719
import numpy as np import matplotlib.pyplot as plt def even_sigma_calc(num_levels): "The even sigma calculation just divides the atmosphere up into equal sigma increments between 1 and 0. So the height of the model is really set by your number of levels, as the higher the number of levels you have, the smaller your...
gpl-3.0
wdurhamh/statsmodels
statsmodels/sandbox/survival2.py
35
17924
#Kaplan-Meier Estimator import numpy as np import numpy.linalg as la import matplotlib.pyplot as plt from scipy import stats from statsmodels.iolib.table import SimpleTable class KaplanMeier(object): """ KaplanMeier(...) KaplanMeier(data, endog, exog=None, censoring=None) Create an object of...
bsd-3-clause
gasabr/AtoD
atod/tests/test_hero.py
1
3082
#!/usr/bin/env python3 import unittest import pandas as pd from atod.models.hero import camel2python from atod import Hero class TestHero(unittest.TestCase): def setUp(self): ''' Creates 2 Shadow Fiends to test methods. ''' self.sf_1 = Hero(11) self.sf_10 = Hero(11, 10) def test_in...
mit
arabenjamin/scikit-learn
sklearn/feature_selection/__init__.py
244
1088
""" 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
nanophotonics/nplab
nplab/analysis/SERS_Fitting/peaks_and_bg_fitting.py
1
34967
# -*- coding: utf-8 -*- """ Created on Mon Jul 15 11:50:45 2019 @author: Eoin Elliott -ee306 The fullfit class is the main thing here - sample use: from nplab.analysis.peaks_and_bg_fitting import fullfit >>>ff = fullfit( spec, shifts, lineshape = 'L', ...
gpl-3.0
karolciba/playground
eucliderer/planar.py
1
6760
#!/usr/bin/env python import operator class Camera: def __init__(self, position=(0,0), size=(100,100), field=(1,1)): self.position = position self.size = size self.field = field self._calc_boundaries() def move(self, position): self.position = position self._cal...
unlicense
jeffery-do/Vizdoombot
doom/lib/python3.5/site-packages/matplotlib/tests/test_quiver.py
4
2866
from __future__ import print_function import os import tempfile import numpy as np import sys from matplotlib import pyplot as plt from matplotlib.testing.decorators import cleanup from matplotlib.testing.decorators import image_comparison def draw_quiver(ax, **kw): X, Y = np.meshgrid(np.arange(0, 2 * np.pi, 1), ...
mit
kyleabeauchamp/HMCNotes
code/old/test_xhmc.py
1
2490
import lb_loader import simtk.openmm.app as app import numpy as np import pandas as pd import simtk.openmm as mm from simtk import unit as u from openmmtools import hmc_integrators, testsystems pd.set_option('display.width', 1000) n_steps = 3000 temperature = 300. * u.kelvin #testsystem = testsystems.LennardJonesFlui...
gpl-2.0
marcocaccin/scikit-learn
sklearn/tests/test_isotonic.py
230
11087
import numpy as np import pickle from sklearn.isotonic import (check_increasing, isotonic_regression, IsotonicRegression) from sklearn.utils.testing import (assert_raises, assert_array_equal, assert_true, assert_false, assert_equal, ...
bsd-3-clause
hammerlab/immuno_research
Feb1_majority_label.py
1
1984
import numpy as np import sklearn import sklearn.cross_validation import sklearn.ensemble import sklearn.linear_model from epitopes import iedb import eval_dataset """ Instead of dropping or keeping the noisy labels, started trying to just the majority vote. This is saner and became the default """ print print "-...
gpl-2.0
anne-urai/RT_RDK
graphicalModels/examples/recursive.py
7
1623
""" Recursively generated graph =========================== **Daft** is Python, so you can do anything Python can do. This graph is generated by recursive code. """ from matplotlib import rc rc("font", family="serif", size=12) rc("text", usetex=True) import daft def recurse(pgm, nodename, level, c): if level ...
mit
harterj/moose
modules/geochemistry/test/tests/time_dependent_reactions/add_feldspar.py
9
1470
#!/usr/bin/env python3 #* This file is part of the MOOSE framework #* https://www.mooseframework.org #* #* All rights reserved, see COPYRIGHT for full restrictions #* https://github.com/idaholab/moose/blob/master/COPYRIGHT #* #* Licensed under LGPL 2.1, please see LICENSE for details #* https://www.gnu.org/licenses/lgp...
lgpl-2.1
wittawatj/fsic-test
fsic/data.py
1
23442
__author__ = 'wittawat' from abc import ABCMeta, abstractmethod import math import matplotlib.pyplot as plt import numpy as np import fsic.util as util import matplotlib.pyplot as plt import scipy.stats as stats class PairedData(object): """Class representing paired data for independence testing properties: ...
mit
bigdataelephants/scikit-learn
sklearn/kernel_ridge.py
1
6521
"""Module :mod:`sklearn.kernel_ridge` implements kernel ridge regression.""" # Authors: Mathieu Blondel <mathieu@mblondel.org> # Jan Hendrik Metzen <jhm@informatik.uni-bremen.de> # License: BSD 3 clause import numpy as np from .utils import check_X_y from sklearn.base import BaseEstimator, RegressorMixin fr...
bsd-3-clause
jakevdp/scipy
scipy/signal/waveforms.py
19
21039
# Author: Travis Oliphant # 2003 # # Feb. 2010: Updated by Warren Weckesser: # Rewrote much of chirp() # Added sweep_poly() from __future__ import division, print_function, absolute_import import numpy as np from numpy import asarray, zeros, place, nan, mod, pi, extract, log, sqrt, \ exp, cos, sin, polyval, po...
bsd-3-clause
sknepneklab/SAMoS
FormerAnalysis/nematic_analysis.py
1
23784
# ################################################################ # # Active Particles on Curved Spaces (APCS) # # Author: Silke Henkes # # ICSMB, Department of Physics # University of Aberdeen # # Author: Rastko Sknepnek # # Division of Physics # School of Engineering, Physics and Math...
gpl-3.0
ankurankan/pgmpy
pgmpy/tests/test_factors/test_continuous/test_Linear_Gaussain_CPD.py
2
3451
import unittest import numpy.testing as np_test import pandas as pd import numpy as np from pgmpy.factors.continuous import LinearGaussianCPD class TestLGCPD(unittest.TestCase): # @unittest.skip("TODO") def test_class_init(self): mu = np.array([7, 13]) sigma = np.array([[4, 3], [3, 6]]) ...
mit
rexshihaoren/scikit-learn
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
ZhiangChen/deep_learning
auto_recognition2/src/save_cropped_image.py
1
2209
#!/usr/bin/env python2 # MIT License # # Copyright (c) 2016 Zhiang Chen ''' Receive the cropped image from "cropped_depth_image", and shift it and save the shifted images. ''' from __future__ import print_function import rospy import roslib import cv2 from sensor_msgs.msg import Image from std_msgs.msg import String ...
mit
walterreade/scikit-learn
sklearn/svm/tests/test_bounds.py
280
2541
import nose from nose.tools import assert_equal, assert_true from sklearn.utils.testing import clean_warning_registry import warnings import numpy as np from scipy import sparse as sp from sklearn.svm.bounds import l1_min_c from sklearn.svm import LinearSVC from sklearn.linear_model.logistic import LogisticRegression...
bsd-3-clause
ishank08/scikit-learn
benchmarks/bench_plot_randomized_svd.py
57
17557
""" Benchmarks on the power iterations phase in randomized SVD. We test on various synthetic and real datasets the effect of increasing the number of power iterations in terms of quality of approximation and running time. A number greater than 0 should help with noisy matrices, which are characterized by a slow spectr...
bsd-3-clause
ycaihua/scikit-learn
sklearn/utils/arpack.py
265
64837
""" This contains a copy of the future version of scipy.sparse.linalg.eigen.arpack.eigsh It's an upgraded wrapper of the ARPACK library which allows the use of shift-invert mode for symmetric matrices. Find a few eigenvectors and eigenvalues of a matrix. Uses ARPACK: http://www.caam.rice.edu/software/ARPACK/ """ #...
bsd-3-clause
jlegendary/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/backends/__init__.py
72
2225
import matplotlib import inspect import warnings # ipython relies on interactive_bk being defined here from matplotlib.rcsetup import interactive_bk __all__ = ['backend','show','draw_if_interactive', 'new_figure_manager', 'backend_version'] backend = matplotlib.get_backend() # validates, to match all_bac...
gpl-3.0
Odingod/mne-python
mne/coreg.py
4
38830
"""Coregistration between different coordinate frames""" # Authors: Christian Brodbeck <christianbrodbeck@nyu.edu> # # License: BSD (3-clause) from .externals.six.moves import configparser import fnmatch from glob import glob, iglob import os import stat import sys import re import shutil from warnings import warn i...
bsd-3-clause
alberto-antonietti/nest-simulator
pynest/examples/BrodyHopfield.py
3
4199
# -*- coding: utf-8 -*- # # BrodyHopfield.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
jay-johnson/datanode
bins/ml/predictors/predict-from-cache-iris-regressor.py
1
18941
#!/usr/bin/env python # Load common imports and system envs to build the core object import sys, os # For running inside the docker container use: #import matplotlib #matplotlib.use('Agg') # Load the Environment: os.environ["ENV_DEPLOYMENT_TYPE"] = "JustRedis" from src.common.inits_for_python import * ###########...
apache-2.0
massmutual/scikit-learn
sklearn/neighbors/approximate.py
71
22357
"""Approximate nearest neighbor search""" # Author: Maheshakya Wijewardena <maheshakya.10@cse.mrt.ac.lk> # Joel Nothman <joel.nothman@gmail.com> import numpy as np import warnings from scipy import sparse from .base import KNeighborsMixin, RadiusNeighborsMixin from ..base import BaseEstimator from ..utils.va...
bsd-3-clause
prashanti/similarity-experiment
src/compute_allscores_similarity.py
1
13495
from __future__ import division def getmicaic(term1,term2,ancestors,icdict): micaic=0 mica="" commonancestors=set.intersection(ancestors[term1],ancestors[term2]) lcslist=[icdict[anc] for anc in commonancestors] if len(lcslist)>0: micaic=np.max(lcslist) return micaic ...
mit
marshallmcdonnell/journals
etc/old/journal-create.py
1
9168
#!/usr/bin/env python import numpy as np import pandas as pd import os, sys, re, argparse, datetime import error_handler import scanClass import utils sys.path.append('/opt/Mantid/bin') from mantid.simpleapi import LoadEventNexus _supported_formats = ['csv', 'hdf'] def pair(arg): return [str(x) for x in a...
mit
dnjohnstone/hyperspy
hyperspy/drawing/signal1d.py
1
17319
# -*- coding: utf-8 -*- # Copyright 2007-2020 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
kyleabeauchamp/mdtraj
mdtraj/tests/test_topology.py
1
7086
############################################################################## # MDTraj: A Python Library for Loading, Saving, and Manipulating # Molecular Dynamics Trajectories. # Copyright 2012-2014 Stanford University and the Authors # # Authors: Kyle A. Beauchamp # Contributors: Robert McGibbon, Matthew Har...
lgpl-2.1
EDRN/labcas-backend
common/src/main/python/gov/nasa/jpl/edrn/labcas/preprocess/coh_make_metadata.py
1
1938
# Script that creates dataset metadata for the City Of Hope data collection # import os import re import pandas from datetime import datetime from utils import write_dataset_metadata # parameters data_dir = os.path.join(os.environ['LABCAS_ARCHIVE'], 'City_Of_Hope') pattern = '.*\/(Du\d+)Breastmri(\d+)\/.*' csv_filep...
apache-2.0
SEL-Columbia/bamboo
bamboo/controllers/datasets.py
2
26617
import urllib2 from external import bearcart from pandas import concat import vincent from bamboo.controllers.abstract_controller import AbstractController from bamboo.core.aggregations import AGGREGATIONS from bamboo.core.frame import df_to_csv_string, NonUniqueJoinError from bamboo.core.merge import merge_dataset_i...
bsd-3-clause
lifei96/Medium_Crawler
User_Crawler/medium_posts_data_reader.py
2
1184
# -*- coding: utf-8 -*- import pandas as pd import json import datetime import os def read_posts(): posts = list() file_in = open('./post_list.txt', 'r') post_list = str(file_in.read()).split(' ') file_in.close() num = 0 for post_id in post_list: if not post_id: continue ...
mit
ankurankan/scikit-learn
doc/datasets/mldata_fixture.py
367
1183
"""Fixture module to skip the datasets loading when offline Mock urllib2 access to mldata.org and create a temporary data folder. """ from os import makedirs from os.path import join import numpy as np import tempfile import shutil from sklearn import datasets from sklearn.utils.testing import install_mldata_mock fr...
bsd-3-clause
unicef/rhizome
rhizome/api/resources/campaign_doc_results.py
1
2871
from pandas import DataFrame from rhizome.api.resources.base_model import BaseModelResource from rhizome.models.campaign_models import DataPointComputed from rhizome.models.document_models import SourceObjectMap, \ DocumentSourceObjectMap from rhizome.models.location_models import LocationTree from rhizome.models....
agpl-3.0
sanja7s/CI_urban_rural
CI_urban_rural/test/plot_map_from_file_data.py
1
6064
''' Created on Jun 11, 2014 @author: sscepano ''' import networkx as nx from collections import defaultdict def map_commutes(G): import numpy as np import matplotlib.pyplot as plt from mpl_toolkits.basemap import Basemap import matplotlib as mpl mpl.rcParams['font.size'] = 10. mp...
mit
henridwyer/scikit-learn
benchmarks/bench_multilabel_metrics.py
86
7286
#!/usr/bin/env python """ A comparison of multilabel target formats and metrics over them """ from __future__ import division from __future__ import print_function from timeit import timeit from functools import partial import itertools import argparse import sys import matplotlib.pyplot as plt import scipy.sparse as...
bsd-3-clause
chubbymaggie/datasketch
benchmark/b_bit_minhash_benchmark.py
3
2774
''' Benchmarking the performance and accuracy of b-bi MinHash. ''' import time, logging, random logging.basicConfig(level=logging.INFO) import pyhash import numpy as np from datasketch.minhash import MinHash from datasketch.b_bit_minhash import bBitMinHash from similarity_benchmark import _get_exact, _gen_data,\ ...
mit
maurov/xraysloth
sloth/inst/dthetaxz_plot.py
1
11739
#!/usr/bin/env python # -*- coding: utf-8 -*- """plots related to dthetaxz""" import sys, os import copy import numpy as np import numpy.ma as ma import matplotlib.pyplot as plt import matplotlib.cm as cm import matplotlib.gridspec as gridspec from matplotlib.ticker import MaxNLocator, AutoLocator, MultipleLocator f...
bsd-3-clause
quantopian/zipline
zipline/algorithm.py
1
85906
# # Copyright 2015 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
tillschumann/nest-simulator
topology/examples/test_3d_gauss.py
13
2924
# -*- 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
ephes/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
larsmans/scikit-learn
sklearn/manifold/tests/test_locally_linear.py
41
4827
from itertools import product from nose.tools import assert_true import numpy as np from numpy.testing import assert_almost_equal, assert_array_almost_equal from scipy import linalg from sklearn import neighbors, manifold from sklearn.manifold.locally_linear import barycenter_kneighbors_graph from sklearn.utils.testi...
bsd-3-clause
petosegan/scikit-learn
examples/classification/plot_classifier_comparison.py
181
4699
#!/usr/bin/python # -*- coding: utf-8 -*- """ ===================== Classifier comparison ===================== A comparison of a several classifiers in scikit-learn on synthetic datasets. The point of this example is to illustrate the nature of decision boundaries of different classifiers. This should be taken with ...
bsd-3-clause
junbochen/pylearn2
pylearn2/scripts/plot_monitor.py
37
10204
#!/usr/bin/env python """ usage: plot_monitor.py model_1.pkl model_2.pkl ... model_n.pkl Loads any number of .pkl files produced by train.py. Extracts all of their monitoring channels and prompts the user to select a subset of them to be plotted. """ from __future__ import print_function __authors__ = "Ian Goodfell...
bsd-3-clause
JackKelly/neuralnilm_prototype
scripts/e565.py
2
33432
from __future__ import print_function, division import matplotlib import logging from sys import stdout matplotlib.use('Agg') # Must be before importing matplotlib.pyplot or pylab! from neuralnilm import (Net, RealApplianceSource) from neuralnilm.source import (standardise, discretize, fdiff, power_and_fdiff, ...
mit
18padx08/PPTex
PPTexEnv_x86_64/lib/python2.7/site-packages/sympy/plotting/tests/test_plot_implicit.py
17
2600
import warnings from sympy import (plot_implicit, cos, Symbol, Eq, sin, re, And, Or, exp, I, tan, pi) from sympy.plotting.plot import unset_show from tempfile import NamedTemporaryFile from sympy.utilities.pytest import skip from sympy.external import import_module #Set plots not to show unset_show(...
mit