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jzt5132/scikit-learn
sklearn/neighbors/graph.py
208
7031
"""Nearest Neighbors graph functions""" # Author: Jake Vanderplas <vanderplas@astro.washington.edu> # # License: BSD 3 clause (C) INRIA, University of Amsterdam import warnings from .base import KNeighborsMixin, RadiusNeighborsMixin from .unsupervised import NearestNeighbors def _check_params(X, metric, p, metric_...
bsd-3-clause
Barmaley-exe/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
eboreapps/Scikit-Learn-Playground
ScikitlearnPlayground/MNISTClassificationSVM.py
1
2398
""" ================================ Recognizing hand-written digits ================================ An example showing how the scikit-learn can be used to recognize images of hand-written digits. This example is commented in the :ref:`tutorial section of the user manual <introduction>`. """ print(__doc__) # Autho...
apache-2.0
markstoehr/phoneclassification
local/CVizPartsUtterance.py
1
3274
from __future__ import division import numpy as np import argparse import matplotlib.pyplot as plt from scipy.io import wavfile import template_speech_rec.get_train_data as gtrd from template_speech_rec import configParserWrapper from amitgroup.features import code_parts, spread_patches, spread_patches_new from stride_...
gpl-3.0
justincassidy/scikit-learn
examples/cluster/plot_digits_agglomeration.py
377
1694
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Feature agglomeration ========================================================= These images how similar features are merged together using feature agglomeration. """ print(__doc__) # Code source: Gaël Varoquaux #...
bsd-3-clause
lbishal/scikit-learn
examples/ensemble/plot_random_forest_embedding.py
286
3531
""" ========================================================= Hashing feature transformation using Totally Random Trees ========================================================= RandomTreesEmbedding provides a way to map data to a very high-dimensional, sparse representation, which might be beneficial for classificati...
bsd-3-clause
ContextLab/quail
quail/decode_speech.py
1
9422
from __future__ import print_function from builtins import str from builtins import range import os import base64 import json import csv import pickle import time import warnings import pandas as pd # optional imports for speech decoding try: from google.cloud import speech from google.cloud.speech import type...
mit
mugizico/scikit-learn
sklearn/neighbors/classification.py
106
13987
"""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
binkybear/flounder
scripts/tracing/dma-api/trace.py
96
12420
"""Main program and stuff""" #from pprint import pprint from sys import stdin import os.path import re from argparse import ArgumentParser import cPickle as pickle from collections import namedtuple from plotting import plotseries, disp_pic import smmu class TracelineParser(object): """Parse the needed informatio...
gpl-2.0
zzyfisher/tushare
tushare/util/store.py
40
1124
# -*- coding:utf-8 -*- """ Created on 2015/02/04 @author: Jimmy Liu @group : waditu @contact: jimmysoa@sina.cn """ import pandas as pd import tushare as ts from pandas import compat import os class Store(object): def __init__(self, data=None, name=None, path=None): if isinstance(data, pd.DataFrame): ...
bsd-3-clause
cjayb/mne-python
mne/externals/tqdm/_tqdm/gui.py
14
11601
""" GUI progressbar decorator for iterators. Includes a default (x)range iterator printing to stderr. Usage: >>> from tqdm.gui import trange[, tqdm] >>> for i in trange(10): #same as: for i in tqdm(xrange(10)) ... ... """ # future division is important to divide integers and get as # a result precise floatin...
bsd-3-clause
googleinterns/hw-fuzzing
experiment_scripts/plots/exp005_plot_coverage.py
1
24007
#!/usr/bin/env python3 # Copyright 2020 Timothy Trippel # # 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 l...
apache-2.0
legacysurvey/pipeline
py/legacyanalysis/compare-to-ps1.py
2
30435
from __future__ import print_function import matplotlib matplotlib.use('Agg') import pylab as plt import numpy as np import os import sys from astrometry.util.fits import fits_table from astrometry.libkd.spherematch import match_radec from astrometry.util.plotutils import PlotSequence from legacyanalysis.ps1cat impor...
gpl-2.0
idlead/scikit-learn
examples/tree/plot_tree_regression_multioutput.py
22
1848
""" =================================================================== Multi-output Decision Tree Regression =================================================================== An example to illustrate multi-output regression with decision tree. The :ref:`decision trees <tree>` is used to predict simultaneously the ...
bsd-3-clause
dusenberrymw/deep-histopath
deephistopath/detection.py
1
12736
"""Detection - mitosis detection""" import os import matplotlib.pyplot as plt import numpy as np import pandas as pd from PIL import Image import tensorflow as tf from sklearn.cluster import DBSCAN from deephistopath.evaluation import list_files, get_file_id, get_locations_from_csv from deephistopath.evaluation impor...
apache-2.0
eranchetz/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/_cm.py
70
375423
""" Color data and pre-defined cmap objects. This is a helper for cm.py, originally part of that file. Separating the data (this file) from cm.py makes both easier to deal with. Objects visible in cm.py are the individual cmap objects ('autumn', etc.) and a dictionary, 'datad', including all of these objects. """ im...
agpl-3.0
RRShieldsCutler/clusterpluck
clusterpluck/scripts/mpi_common.py
1
6453
#!/usr/bin/env Python import argparse import sys import pandas as pd import numpy as np import warnings from clusterpluck.scripts.cluster_dictionary import build_cluster_map from clusterpluck.scripts.orfs_in_common import generate_index_list from clusterpluck.scripts.orfs_in_common import pick_a_cluster from functools...
mit
deathnik/img_finder
gui/main_window.py
1
3934
import Tkinter as tk import matplotlib as mpl from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg, NavigationToolbar2TkAgg, os from matplotlib.patches import Rectangle import matplotlib.pyplot as plt # custom toolbar import tkFileDialog import cv2 from main_module.main import ImageDB class CustomToolbar...
gpl-3.0
noisebridge/PythonClass
instructors/need-rework/6_socrata_matplotlib_workshop/date-demo.py
3
1667
#!/usr/bin/env python """ Show how to make date plots in matplotlib using date tick locators and formatters. See major_minor_demo1.py for more information on controlling major and minor ticks All matplotlib date plotting is done by converting date instances into days since the 0001-01-01 UTC. The conversion, tick lo...
mit
qbuat/tauperf
tauperf/plotting/mpl.py
1
2382
from root_numpy import fill_hist from rootpy.plotting import Hist, Canvas, Efficiency from rootpy.plotting import root2matplotlib as rmpl from rootpy.plotting.style import set_style from rootpy import asrootpy import matplotlib.pyplot as plt from ..variables import VARIABLES, get_label from . import log; log = log[__n...
gpl-3.0
Udzu/pudzu
dataviz/nobelslit.py
1
5009
import seaborn as sns from pudzu.charts import * from pudzu.sandbox.bamboo import * countries = pd.read_csv("datasets/countries.csv")[["country", "continent", "flag"]].split_columns('country', "|").explode('country').set_index('country') df = pd.read_csv("datasets/nobels.csv") df = df[df['category'] == "Litera...
mit
bmmalone/pymisc-utils
pyllars/mygene_utils.py
1
11233
""" This module provides helper functions for querying the mygene.info service via MyGene.py. Please consult the official documentation for more details: http://docs.mygene.info/projects/mygene-py/en/latest/. """ import logging logger = logging.getLogger(__name__) import functools import pandas as pd import mygene ...
mit
shenzebang/scikit-learn
sklearn/mixture/tests/test_gmm.py
200
17427
import unittest import copy import sys from nose.tools import assert_true import numpy as np from numpy.testing import (assert_array_equal, assert_array_almost_equal, assert_raises) from scipy import stats from sklearn import mixture from sklearn.datasets.samples_generator import make_spd_ma...
bsd-3-clause
3manuek/scikit-learn
doc/sphinxext/numpy_ext/docscrape_sphinx.py
408
8061
import re import inspect import textwrap import pydoc from .docscrape import NumpyDocString from .docscrape import FunctionDoc from .docscrape import ClassDoc class SphinxDocString(NumpyDocString): def __init__(self, docstring, config=None): config = {} if config is None else config self.use_plots...
bsd-3-clause
twalthr/flink
flink-python/pyflink/table/serializers.py
9
3095
################################################################################ # 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...
apache-2.0
jstoxrocky/statsmodels
statsmodels/tsa/arima_process.py
26
30878
'''ARMA process and estimation with scipy.signal.lfilter 2009-09-06: copied from try_signal.py reparameterized same as signal.lfilter (positive coefficients) Notes ----- * pretty fast * checked with Monte Carlo and cross comparison with statsmodels yule_walker for AR numbers are close but not identical to yule...
bsd-3-clause
francesco-mannella/dmp-esn
DMP/stulp/src/dynamicalsystems/demos/demoDynamicalSystems.py
2
3421
## \file demoDynamicalSystems.py ## \author Freek Stulp ## \brief Visualizes results of demoDynamicalSystems.cpp ## ## \ingroup Demos ## \ingroup DynamicalSystems import matplotlib.pyplot as plt import numpy import os, sys, subprocess # Include scripts for plotting lib_path = os.path.abspath('../plotting') sys.path...
gpl-2.0
Gillu13/scipy
scipy/signal/signaltools.py
1
96375
# Author: Travis Oliphant # 1999 -- 2002 from __future__ import division, print_function, absolute_import import warnings import threading import sys from . import sigtools from ._upfirdn import _UpFIRDn, _output_len from scipy._lib.six import callable from scipy._lib._version import NumpyVersion from scipy import f...
bsd-3-clause
theoryno3/pylearn2
pylearn2/scripts/datasets/step_through_small_norb.py
49
3123
#! /usr/bin/env python """ A script for sequentially stepping through SmallNORB, viewing each image and its label. Intended as a demonstration of how to iterate through NORB images, and as a way of testing SmallNORB's StereoViewConverter. If you just want an image viewer, consider pylearn2/scripts/show_binocular_gra...
bsd-3-clause
ChanderG/scikit-learn
sklearn/linear_model/least_angle.py
57
49338
""" Least Angle Regression algorithm. See the documentation on the Generalized Linear Model for a complete discussion. """ from __future__ import print_function # Author: Fabian Pedregosa <fabian.pedregosa@inria.fr> # Alexandre Gramfort <alexandre.gramfort@inria.fr> # Gael Varoquaux # # License: BSD 3 ...
bsd-3-clause
peastman/msmbuilder
msmbuilder/lumping/pcca.py
6
4084
from __future__ import print_function, division, absolute_import import numpy as np from ..msm import MarkovStateModel class PCCA(MarkovStateModel): """Perron Cluster Cluster Analysis (PCCA) for coarse-graining (lumping) microstates into macrostates. Parameters ---------- n_macrostates : int ...
lgpl-2.1
jordanopensource/data-science-bootcamp
MachineLearning/Session3/document_clustering.py
230
8356
""" ======================================= Clustering text documents using k-means ======================================= This is an example showing how the scikit-learn can be used to cluster documents by topics using a bag-of-words approach. This example uses a scipy.sparse matrix to store the features instead of ...
mit
agiovann/Constrained_NMF
sandbox/scripts_labeling/data_preprocess.py
2
5976
#!/usr/bin/env python from __future__ import division from __future__ import print_function # example python script for loading neurofinder data # # for more info see: # # - http://neurofinder.codeneuro.org # - https://github.com/codeneuro/neurofinder # # requires three python packages # # - numpy # - scipy # - matplo...
gpl-2.0
yavalvas/yav_com
build/matplotlib/doc/mpl_examples/pylab_examples/fonts_demo.py
12
2765
#!/usr/bin/env python """ Show how to set custom font properties. For interactive users, you can also use kwargs to the text command, which requires less typing. See examples/fonts_demo_kw.py """ from matplotlib.font_manager import FontProperties from pylab import * subplot(111, axisbg='w') font0 = FontProperties()...
mit
BhallaLab/moose-examples
paper-2015/Fig5_CellMultiscale/Fig5BCD.py
2
11489
######################################################################## # This program is copyright (c) Upinder S. Bhalla, NCBS, 2015. # It is licenced under the GPL 2.1 or higher. # There is no warranty of any kind. You are welcome to make copies under # the provisions of the GPL. # This programme illustrates buildi...
gpl-2.0
NDKoehler/DataScienceBowl2017_7th_place
dsb3/steps/pred_cancer_per_candidate.py
1
8192
''' Filters numerous HR-candidates using the score from a neural nodule-no_nodule-classifier trained on LUNA16. ''' import os, sys import numpy as np import pandas as pd import json import cv2 from tqdm import tqdm from collections import OrderedDict from .. import pipeline as pipe from .. import utils from .. import t...
mit
lazywei/scikit-learn
sklearn/linear_model/ridge.py
89
39360
""" Ridge regression """ # Author: Mathieu Blondel <mathieu@mblondel.org> # Reuben Fletcher-Costin <reuben.fletchercostin@gmail.com> # Fabian Pedregosa <fabian@fseoane.net> # Michael Eickenberg <michael.eickenberg@nsup.org> # License: BSD 3 clause from abc import ABCMeta, abstractmethod impor...
bsd-3-clause
morgenst/PyAnalysisTools
PyAnalysisTools/PlottingUtils/EventComparisonPlotter.py
1
18117
from __future__ import print_function from __future__ import division from builtins import next from builtins import str from past.utils import old_div from builtins import object import collections from copy import copy import pandas as pd import PyAnalysisTools.PlottingUtils.Formatting as FM import PyAnalysisTools...
mit
tsarouch/python_minutes
lib_math/information.py
2
1765
import math import pandas as pd def entropy(df, attribute): """ Calculates the entropy of a dataframe for the passed attribute. :param df: DataFrame :attribute: the attribute we want to calculate the entropy on returns the entropy of the attribute """ _entropy = 0.0 freq = {} N =...
gpl-2.0
tdegeus/GooseEYE
docs/examples/L.py
1
2602
r''' Plot and/or check. Usage: script [options] Options: -s, --save Save output for later check. -c, --check Check against earlier results. -p, --plot Plot. -h, --help Show this help. ''' # <snippet> import numpy as np import GooseEYE # generate image, extract 'volume-frac...
gpl-3.0
pystruct/pystruct
examples/plot_binary_svm.py
1
3309
""" ================== Binary SVM as SSVM ================== Example of training binary SVM using n-slack QP, 1-slack QP, SGD and SMO (libsvm). Our 1-slack QP does surprisingly well. There are many parameters to tune and we can make 1-slack as good as the rest for the price of higher runtime, we can also try to make t...
bsd-2-clause
ben-hopps/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/backends/backend_gtkagg.py
70
4184
""" Render to gtk from agg """ from __future__ import division import os import matplotlib from matplotlib.figure import Figure from matplotlib.backends.backend_agg import FigureCanvasAgg from matplotlib.backends.backend_gtk import gtk, FigureManagerGTK, FigureCanvasGTK,\ show, draw_if_interactive,\ error_ms...
agpl-3.0
nick-thompson/dsp
dsp/wavetable/wavetable.py
2
3892
""" Module for generating band-limited sine, triangle, sawtooth, and square wavetables. Construction is done with additive synthesis, including partials just up to Nyquist so as to avoid aliasing, with no accommodation for the Gibbs Phenomenon. Note that the table size and the sample rate in this implementation are f...
mit
RayMick/scikit-learn
sklearn/covariance/robust_covariance.py
198
29735
""" Robust location and covariance estimators. Here are implemented estimators that are resistant to outliers. """ # Author: Virgile Fritsch <virgile.fritsch@inria.fr> # # License: BSD 3 clause import warnings import numbers import numpy as np from scipy import linalg from scipy.stats import chi2 from . import empir...
bsd-3-clause
ryfeus/lambda-packs
Tensorflow_OpenCV_Nightly/source/tensorflow/contrib/learn/python/learn/dataframe/dataframe.py
85
4704
# 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...
mit
rvianello/rdkit
Contrib/pzc/p_con.py
5
45825
# coding=utf-8 # Copyright (c) 2014 Merck KGaA from __future__ import print_function import os, re, gzip, json, requests, sys, optparse, csv from rdkit import Chem from rdkit.Chem import AllChem from rdkit.Chem import SDWriter from rdkit.Chem import Descriptors from rdkit.ML.Descriptors import MoleculeDescriptors from ...
bsd-3-clause
jcrudy/sklearntools
sklearntools/test/test_line_search.py
1
1389
from sklearntools.line_search import golden_section_search, zoom, zoom_search from nose.tools import assert_almost_equal import numpy as np def test_golden_section_search(): f = lambda x: (x-2) ** 2 alpha = golden_section_search(1e-12, 0, 10, f, 0., 1.) assert_almost_equal(alpha, 2.) alpha = golde...
bsd-3-clause
AtsushiHashimoto/exp_idc
tools/make_distance_matrix.py
1
2461
#!/usr/bin/env python # coding: utf-8 DESCRIPTION="convert feature list into distance matrix" import numpy as np import argparse import sklearn.metrics as sm import logging import sys from os.path import dirname sys.path.append(dirname(__file__)) from my_target_counter import TargetCounter logger = logging.getLogge...
bsd-2-clause
jkarnows/scikit-learn
sklearn/decomposition/tests/test_pca.py
199
10949
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
lucidfrontier45/PyVB
pyvb/old_ver/vbgmm.py
1
7696
#!/usr/bin/python import numpy as np from numpy.random import randn,dirichlet from scipy.linalg import det, inv from scipy.cluster import vq from scipy.special import psi,gammaln from core import * from _core import _logsum,_logsum2d try: from _vbgmm import _evaluateHiddenState_C ext_imported = True except: ext_...
bsd-3-clause
McDermott-Group/LabRAD
LabRAD/Measurements/QPC/QPC_DC_measurements.py
1
6184
""" ### BEGIN NODE INFO [info] name = ADR Controller GUI version = 1.3.2-no-refresh description = This is a simple labrad client that gives a GUI interface to ADRServer, which controls our ADRs [startup] cmdline = %PYTHON% %FILE% timeout = 20 [shutdown] message = 987654321 timeout = 20 ### END NODE INFO """ import m...
gpl-2.0
etkirsch/scikit-learn
examples/linear_model/plot_lasso_model_selection.py
311
5431
""" =================================================== Lasso model selection: Cross-Validation / AIC / BIC =================================================== Use the Akaike information criterion (AIC), the Bayes Information criterion (BIC) and cross-validation to select an optimal value of the regularization paramet...
bsd-3-clause
nan86150/ImageFusion
lib/python2.7/site-packages/matplotlib/figure.py
10
58719
""" The figure module provides the top-level :class:`~matplotlib.artist.Artist`, the :class:`Figure`, which contains all the plot elements. The following classes are defined :class:`SubplotParams` control the default spacing of the subplots :class:`Figure` top level container for all plot elements """ from...
mit
lfairchild/PmagPy
programs/foldtest_magic2.py
2
7984
#!/usr/bin/env python import sys import numpy import matplotlib if matplotlib.get_backend() != "TKAgg": matplotlib.use("TKAgg") import pylab import pmagpy.pmag as pmag import pmagpy.pmagplotlib as pmagplotlib from pmag_env import set_env def main(): """ NAME foldtest_magic.py DESCRIPTION ...
bsd-3-clause
bmazin/ARCONS-pipeline
examples/Pal2012-sdss/DisplayStack.py
1
18141
#!/bin/python ''' Author: Paul Szypryt Date: July 1, 2013 ''' import numpy as np from util.ObsFile import ObsFile from util.FileName import FileName from util.readDict import readDict from util import utils import tables import matplotlib.pyplot as plt import hotpix.hotPixels as hp import os from time import time i...
gpl-2.0
mahak/spark
python/pyspark/sql/tests/test_pandas_udf_typehints.py
22
9603
# # 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
frankinit/ThinkStats2
code/density.py
67
2934
"""This file contains code used in "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function import math import random import brfss import first import thinkstats2 import thinkp...
gpl-3.0
gotomypc/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
mgeplf/NeuroM
neurom/view/view.py
1
14727
# Copyright (c) 2015, Ecole Polytechnique Federale de Lausanne, Blue Brain Project # All rights reserved. # # This file is part of NeuroM <https://github.com/BlueBrain/NeuroM> # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are ...
bsd-3-clause
bwkeller/pytrol
examine.py
1
3096
#!/usr/bin/python from optparse import OptionParser from progressbar import ProgressBar, Percentage, Bar import numpy as np import pynbody as pyn import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D try: from IPython import embed except: from IPython.Shell import IPShellEmbed from sys import argv...
gpl-3.0
tomslee/airbnb-data-collection
export_spreadsheet.py
1
13032
#!/usr/bin/python import psycopg2 as pg import pandas as pd import argparse import datetime as dt import logging from airbnb_config import ABConfig LOG_LEVEL = logging.INFO # Set up logging LOG_FORMAT = '%(levelname)-8s%(message)s' logging.basicConfig(format=LOG_FORMAT, level=LOG_LEVEL) DEFAULT_START_DATE = '2017-05-0...
mit
botswana-harvard/bcpp-export
bcpp_export/old_export/dataframes/longitudinal_subjects.py
1
6570
import numpy as np import pandas as pd from bcpp_export.constants import ( NEG, POS, UNK, YES, IND, NAIVE, NO, DEFAULTER, ON_ART) class LongitudinalSubjects: def __init__(self, df, suffix=None): self.suffix = '_y1' df['tmp_final_hiv_status'] = df.apply( lambda row: self.final_hi...
gpl-2.0
alistairlow/tensorflow
tensorflow/examples/tutorials/word2vec/word2vec_basic.py
13
10426
# Copyright 2015 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
apache-2.0
ssorgatem/qiime
qiime/compare_trajectories.py
15
3744
from __future__ import division __author__ = "Jose Antonio Navas Molina" __copyright__ = "Copyright 2011, The QIIME Project" __credits__ = ["Jose Antonio Navas Molina", "Antonio Gonzalez Pena", "Yoshiki Vazquez Baeza"] __license__ = "GPL" __version__ = "1.9.1-dev" __maintainer__ = "Jose Antonio Navas Mo...
gpl-2.0
Scapogo/zipline
tests/pipeline/test_classifier.py
2
17221
from functools import reduce from operator import or_ import numpy as np import pandas as pd from zipline.lib.labelarray import LabelArray from zipline.pipeline import Classifier from zipline.testing import parameter_space from zipline.testing.fixtures import ZiplineTestCase from zipline.testing.predicates import ass...
apache-2.0
aetilley/scikit-learn
benchmarks/bench_lasso.py
297
3305
""" Benchmarks of Lasso vs LassoLars First, we fix a training set and increase the number of samples. Then we plot the computation time as function of the number of samples. In the second benchmark, we increase the number of dimensions of the training set. Then we plot the computation time as function of the number o...
bsd-3-clause
WMD-group/MacroDensity
examples/InputControl.py
1
6745
#! /usr/bin/env python import macrodensity as md import math import numpy as np import matplotlib.pyplot as plt import csv from itertools import izip #------------------------------------------------------------------ # Get the potential # This section should not be altered #----------------------------------------...
mit
SanPen/GridCal
src/research/power_flow/fast_decoupled_research.py
1
9279
import numpy as np from numpy import angle, conj, exp, r_, Inf from numpy.linalg import norm from scipy.sparse.linalg import splu import time np.set_printoptions(linewidth=320) def FDPF(Vbus, Sbus, Ibus, Ybus, B1, B2, pq, pv, pqpv, tol=1e-9, max_it=100): """ Fast decoupled power flow :param Vbus: :par...
gpl-3.0
tlby/mxnet
example/gluon/dc_gan/dcgan.py
6
13046
# 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
piiswrong/dec
caffe/examples/web_demo/app.py
3
7659
import os import time import cPickle import datetime import logging import flask import werkzeug import optparse import tornado.wsgi import tornado.httpserver import numpy as np import pandas as pd from PIL import Image as PILImage import cStringIO as StringIO import urllib import caffe import exifutil REPO_DIRNAME = ...
mit
mencattini/ReMIx
Video/train.py
1
2242
"""SVC training for 7 emotions.""" import glob import random import cv2 import numpy as np import dlib from sklearn.svm import SVC from sklearn.externals import joblib from featuregen import features_from_shape # emotion list EMOTIONS = ["anger", "disgust", "fear", "happy", ...
apache-2.0
google/asymproj_edge_dnn
deep_edge_trainer.py
1
14426
# Copyright 2017 Google Inc. 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 applicable law or ...
apache-2.0
HyperloopTeam/FullOpenMDAO
lib/python2.7/site-packages/matplotlib/backends/backend_gtkcairo.py
21
2348
""" GTK+ Matplotlib interface using cairo (not GDK) drawing operations. Author: Steve Chaplin """ from __future__ import (absolute_import, division, print_function, unicode_literals) import six import gtk if gtk.pygtk_version < (2,7,0): import cairo.gtk from matplotlib.backends import bac...
gpl-2.0
3manuek/scikit-learn
sklearn/datasets/samples_generator.py
45
56433
""" Generate samples of synthetic data sets. """ # Authors: B. Thirion, G. Varoquaux, A. Gramfort, V. Michel, O. Grisel, # G. Louppe, J. Nothman # License: BSD 3 clause import numbers import warnings import array import numpy as np from scipy import linalg import scipy.sparse as sp from ..preprocessing impo...
bsd-3-clause
lancezlin/ml_template_py
lib/python2.7/site-packages/sklearn/metrics/tests/test_pairwise.py
42
27323
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...
mit
riteshkasat/scipy_2015_sklearn_tutorial
check_env.py
9
2301
from __future__ import print_function try: import curses curses.setupterm() assert curses.tigetnum("colors") > 2 OK = "\x1b[1;%dm[ OK ]\x1b[0m" % (30 + curses.COLOR_GREEN) FAIL = "\x1b[1;%dm[FAIL]\x1b[0m" % (30 + curses.COLOR_RED) except: OK = '[ OK ]' FAIL = '[FAIL]' import sys try: i...
cc0-1.0
belltailjp/scikit-learn
benchmarks/bench_plot_svd.py
325
2899
"""Benchmarks of Singular Value Decomposition (Exact and Approximate) The data is mostly low rank but is a fat infinite tail. """ import gc from time import time import numpy as np from collections import defaultdict from scipy.linalg import svd from sklearn.utils.extmath import randomized_svd from sklearn.datasets.s...
bsd-3-clause
michalkurka/h2o-3
h2o-py/tests/testdir_munging/pyunit_to_H2OFrame.py
6
7213
import sys sys.path.insert(1,"../../") import h2o from tests import pyunit_utils import numpy as np import pandas as pd def to_H2OFrame(): # TODO: negative testing ## 1. list # a. single col python_obj = [1, 2, 2.5, -100.9, 0] the_frame = h2o.H2OFrame(python_obj) pyunit_utils.check_dims_val...
apache-2.0
pv/scikit-learn
examples/gaussian_process/plot_gp_regression.py
253
4054
#!/usr/bin/python # -*- coding: utf-8 -*- r""" ========================================================= Gaussian Processes regression: basic introductory example ========================================================= A simple one-dimensional regression exercise computed in two different ways: 1. A noise-free cas...
bsd-3-clause
anntzer/scikit-learn
asv_benchmarks/benchmarks/datasets.py
11
5351
import numpy as np import scipy.sparse as sp from joblib import Memory from pathlib import Path from sklearn.decomposition import TruncatedSVD from sklearn.datasets import (make_blobs, fetch_20newsgroups, fetch_openml, load_digits, make_regression, make_class...
bsd-3-clause
bradkav/AntiparticleDM
analysis/PlotContours_row.py
1
7381
#!/usr/bin/python """ PlotContours_row.py Plot contours of discrimination significance over a range of DM masses BJK 22/06/2017 """ import numpy as np from numpy import pi from scipy.integrate import quad from scipy.interpolate import interp1d, interp2d from scipy import ndimage from matplotlib.ticker import Multipl...
mit
falcaopetri/GraphTheoryAtUFSCar
RandomWalks/random_walk.py
1
2010
# -*- coding: utf-8 -*- #!/usr/bin/env python3 # TODO: documentation import networkx as nx import matplotlib.pyplot as plt import numpy as np import operator from collections import OrderedDict def destringizer(string): print(string) def read_graph(path): return nx.read_gml(path) def get_most_frequent(n, l...
mit
kjung/scikit-learn
benchmarks/bench_isolation_forest.py
40
3136
""" ========================================== IsolationForest benchmark ========================================== A test of IsolationForest on classical anomaly detection datasets. """ print(__doc__) from time import time import numpy as np import matplotlib.pyplot as plt from sklearn.ensemble import IsolationFore...
bsd-3-clause
stefanbuenten/nanodegree
p5/decision_tree/dt_author_id.py
1
1155
#!/usr/bin/python """ This is the code to accompany the Lesson 3 (decision tree) mini-project. Use a Decision Tree to identify emails from the Enron corpus by author: Sara has label 0 Chris has label 1 """ # enable python 3 style printing from __future__ import print_function import sys from ti...
mit
pcgeller/weirdo
analysis.py
2
11700
##!!!!!!!!!!!!!!!!!!!!!!!!!!!!This code should not be run from untrusted connections.!!!!!!!!!!!! ##!!!!!!!!!!!!!!!!!!!!!!!!!!!!It is vulnerable to SQL Injection attacks.!!!!!!!!!!!!!!!!!!!!!!!!!!!!! import random import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns import pylab...
mit
Eric89GXL/scipy
scipy/signal/ltisys.py
1
123826
""" ltisys -- a collection of classes and functions for modeling linear time invariant systems. """ from __future__ import division, print_function, absolute_import # # Author: Travis Oliphant 2001 # # Feb 2010: Warren Weckesser # Rewrote lsim2 and added impulse2. # Apr 2011: Jeffrey Armstrong <jeff@approximatrix.co...
bsd-3-clause
IssamLaradji/scikit-learn
examples/covariance/plot_covariance_estimation.py
250
5070
""" ======================================================================= Shrinkage covariance estimation: LedoitWolf vs OAS and max-likelihood ======================================================================= When working with covariance estimation, the usual approach is to use a maximum likelihood estimator,...
bsd-3-clause
billy-inn/scikit-learn
examples/decomposition/plot_sparse_coding.py
247
3846
""" =========================================== Sparse coding with a precomputed dictionary =========================================== Transform a signal as a sparse combination of Ricker wavelets. This example visually compares different sparse coding methods using the :class:`sklearn.decomposition.SparseCoder` esti...
bsd-3-clause
fyffyt/scikit-learn
examples/plot_multioutput_face_completion.py
330
3019
""" ============================================== Face completion with a multi-output estimators ============================================== This example shows the use of multi-output estimator to complete images. The goal is to predict the lower half of a face given its upper half. The first column of images sho...
bsd-3-clause
altairpearl/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
cwu2011/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
meduz/scikit-learn
sklearn/svm/tests/test_sparse.py
63
13366
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_classification, load_digits, make_blobs from sklearn.svm.tests import te...
bsd-3-clause
mjudsp/Tsallis
sklearn/utils/tests/test_random.py
85
7349
from __future__ import division import numpy as np import scipy.sparse as sp from scipy.misc import comb as combinations from numpy.testing import assert_array_almost_equal from sklearn.utils.random import sample_without_replacement from sklearn.utils.random import random_choice_csc from sklearn.utils.testing import ...
bsd-3-clause
ravindrapanda/tensorflow
tensorflow/contrib/learn/python/learn/learn_io/io_test.py
137
5063
# 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
grlee77/scipy
scipy/signal/spectral.py
1
73995
"""Tools for spectral analysis. """ import numpy as np from scipy import fft as sp_fft from . import signaltools from .windows import get_window from ._spectral import _lombscargle from ._arraytools import const_ext, even_ext, odd_ext, zero_ext import warnings __all__ = ['periodogram', 'welch', 'lombscargle', 'csd',...
bsd-3-clause
glouppe/scikit-learn
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
arokem/seaborn
doc/tools/generate_logos.py
2
6982
import numpy as np import seaborn as sns from matplotlib import patches import matplotlib.pyplot as plt from scipy.signal import gaussian from scipy.spatial import distance XY_CACHE = {} STATIC_DIR = "_static" plt.rcParams["savefig.dpi"] = 300 def poisson_disc_sample(array_radius, pad_radius, candidates=100, d=2, ...
bsd-3-clause
bssrdf/sklearn-theano
sklearn_theano/feature_extraction/overfeat.py
7
22567
# Authors: Michael Eickenberg # Kyle Kastner # License: BSD 3 Clause import os import theano # Required to avoid fuse errors... very strange theano.config.floatX = 'float32' import zipfile import numpy as np from sklearn.base import BaseEstimator, TransformerMixin from .overfeat_class_labels import get_overfe...
bsd-3-clause
ky822/scikit-learn
sklearn/feature_selection/tests/test_from_model.py
244
1593
import numpy as np import scipy.sparse as sp from nose.tools import assert_raises, assert_true from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_greater from sklearn.datasets import load_iris from sklearn.linear_model import LogisticRegression from sklearn.linear_model import SGD...
bsd-3-clause
blondegeek/pymatgen
pymatgen/analysis/eos.py
3
19152
# coding: utf-8 # Copyright (c) Pymatgen Development Team. # Distributed under the terms of the MIT License. """ This module implements various equation of states. Note: Most of the code were initially adapted from ASE and deltafactor by @gmatteo but has since undergone major refactoring. """ from copy import deepc...
mit