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vybstat/scikit-learn
examples/model_selection/plot_roc_crossval.py
247
3253
""" ============================================================= Receiver Operating Characteristic (ROC) with cross validation ============================================================= Example of Receiver Operating Characteristic (ROC) metric to evaluate classifier output quality using cross-validation. ROC curv...
bsd-3-clause
ocefpaf/cartopy
lib/cartopy/mpl/feature_artist.py
1
8451
# (C) British Crown Copyright 2011 - 2019, Met Office # # This file is part of cartopy. # # cartopy 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 Software Foundation, either version 3 of the License, or # (at your option)...
lgpl-3.0
alvarofierroclavero/scikit-learn
sklearn/manifold/tests/test_t_sne.py
162
9771
import sys from sklearn.externals.six.moves import cStringIO as StringIO import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_raises_regexp ...
bsd-3-clause
trankmichael/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
yuanagain/seniorthesis
venv/lib/python2.7/site-packages/scipy/cluster/hierarchy.py
18
95902
""" ======================================================== Hierarchical clustering (:mod:`scipy.cluster.hierarchy`) ======================================================== .. currentmodule:: scipy.cluster.hierarchy These functions cut hierarchical clusterings into flat clusterings or find the roots of the forest f...
mit
ChanderG/scikit-learn
sklearn/utils/validation.py
66
23629
"""Utilities for input validation""" # Authors: Olivier Grisel # Gael Varoquaux # Andreas Mueller # Lars Buitinck # Alexandre Gramfort # Nicolas Tresegnie # License: BSD 3 clause import warnings import numbers import numpy as np import scipy.sparse as sp from ..externals i...
bsd-3-clause
jmetzen/scikit-learn
examples/plot_isotonic_regression.py
303
1767
""" =================== Isotonic Regression =================== An illustration of the isotonic regression on generated data. The isotonic regression finds a non-decreasing approximation of a function while minimizing the mean squared error on the training data. The benefit of such a model is that it does not assume a...
bsd-3-clause
snario/geopandas
geopandas/tools/overlay.py
9
5713
from shapely.ops import unary_union, polygonize from shapely.geometry import MultiLineString import pandas as pd from geopandas import GeoDataFrame, GeoSeries def _uniquify(columns): ucols = [] for col in columns: inc = 1 newcol = col while newcol in ucols: inc += 1 ...
bsd-3-clause
mohamed--abdel-maksoud/chromium.src
chrome/test/nacl_test_injection/buildbot_nacl_integration.py
94
3083
#!/usr/bin/env python # Copyright (c) 2012 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import os import subprocess import sys def Main(args): pwd = os.environ.get('PWD', '') is_integration_bot = 'nacl-chrome' in ...
bsd-3-clause
spallavolu/scikit-learn
sklearn/ensemble/tests/test_bagging.py
72
25573
""" Testing for the bagging ensemble module (sklearn.ensemble.bagging). """ # Author: Gilles Louppe # License: BSD 3 clause import numpy as np from sklearn.base import BaseEstimator from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.te...
bsd-3-clause
ephes/scikit-learn
examples/model_selection/plot_confusion_matrix.py
244
2496
""" ================ Confusion matrix ================ Example of confusion matrix usage to evaluate the quality of the output of a classifier on the iris data set. The diagonal elements represent the number of points for which the predicted label is equal to the true label, while off-diagonal elements are those that ...
bsd-3-clause
mmottahedi/neuralnilm_prototype
scripts/e184.py
4
6808
from __future__ import print_function, division import matplotlib matplotlib.use('Agg') # Must be before importing matplotlib.pyplot or pylab! from neuralnilm import Net, RealApplianceSource, BLSTMLayer, DimshuffleLayer from lasagne.nonlinearities import sigmoid, rectify from lasagne.objectives import crossentropy, mse...
mit
pandegroup/osprey
osprey/execute_currentbest.py
3
1935
from __future__ import print_function import numpy as np from .config import Config from .trials import Trial from sklearn.pipeline import Pipeline def execute(args, parser): config = Config(args.config, verbose=False) session = config.trials() items = [curr.to_dict() for curr in session.query(Trial).a...
apache-2.0
FRBs/FRB
frb/tests/test_finder.py
2
1536
# TESTS FOR FINDER CHARTS import pytest import numpy as np import os import matplotlib from distutils.spawn import find_executable from astropy.coordinates import SkyCoord from astropy import units from astropy.wcs import WCS from astropy.io import fits from frb.figures import finder remote_data = pytest.mark.rem...
bsd-3-clause
endolith/scikit-image
skimage/viewer/canvastools/recttool.py
43
8886
from matplotlib.widgets import RectangleSelector from ...viewer.canvastools.base import CanvasToolBase from ...viewer.canvastools.base import ToolHandles __all__ = ['RectangleTool'] class RectangleTool(CanvasToolBase, RectangleSelector): """Widget for selecting a rectangular region in a plot. After making ...
bsd-3-clause
burakbayramli/classnotes
tser/tser_100_macro/get_data.py
2
2470
import pandas as pd, datetime, os from pandas_datareader import data ##### start=datetime.datetime(1970, 1, 1) end=datetime.datetime(2018, 5, 1) df = data.DataReader(['CRDQUSAPABIS','REALLN','CRDQJPAPABIS','JPNRGDPEXP','GDPC1','EXJPUS','MYAGM2USM052S','MYAGM2USM052S'], 'fred', start, end) df.columns = ['nonfinloanus',...
gpl-3.0
bonus85/csv-analytics
simple.py
1
1557
# -*- coding: utf-8 -*- import process_data from matplotlib import pyplot as plt file_name = 'test.csv' # Pass på å bruke riktig datasett analyzer = process_data.PowerConsumptionAnalyzer(file_name) # analyzer.write_max('test_worksheet') # analyzer.close_wb() month = analyzer.get_month(2013, 2) sorted_month = mont...
gpl-3.0
mehdidc/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
akionakamura/scikit-learn
examples/applications/svm_gui.py
287
11161
""" ========== Libsvm GUI ========== A simple graphical frontend for Libsvm mainly intended for didactic purposes. You can create data points by point and click and visualize the decision region induced by different kernels and parameter settings. To create positive examples click the left mouse button; to create neg...
bsd-3-clause
ElDeveloper/scikit-learn
sklearn/tests/test_pipeline.py
29
15239
""" Test the pipeline module. """ import numpy as np from scipy import sparse from sklearn.externals.six.moves import zip from sklearn.utils.testing import assert_raises, assert_raises_regex, assert_raise_message from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_false from sklearn...
bsd-3-clause
huongttlan/statsmodels
statsmodels/examples/ex_emplike_1.py
34
3682
""" This is a basic tutorial on how to conduct basic empirical likelihood inference for descriptive statistics. If matplotlib is installed it also generates plots. """ from __future__ import print_function import numpy as np import statsmodels.api as sm print('Welcome to El') np.random.seed(634) # No significance o...
bsd-3-clause
jpfairbanks/Matfacgrf
examples/caida.py
1
1420
#caida.py: this program converts pcap data from CAIDA into a sparse matrix COO format # it can also write the transformed_pcap data to stdout #Author: James Fairbanks #Date: 2014-04-04 16:54 import scipy as sp import scipy.io as spio import pandas as pd import numpy as np from sys import stdin from sys import stdout ...
bsd-2-clause
bsipocz/bokeh
examples/app/stock_applet/stock_app.py
42
7786
""" This file demonstrates a bokeh applet, which can either be viewed directly on a bokeh-server, or embedded into a flask application. See the README.md file in this directory for instructions on running. """ import logging logging.basicConfig(level=logging.DEBUG) from os import listdir from os.path import dirname,...
bsd-3-clause
adamgreenhall/scikit-learn
examples/covariance/plot_outlier_detection.py
235
3891
""" ========================================== Outlier detection with several methods. ========================================== When the amount of contamination is known, this example illustrates two different ways of performing :ref:`outlier_detection`: - based on a robust estimator of covariance, which is assumin...
bsd-3-clause
kunalj101/scipy2015-blaze-bokeh
viz2.py
12
4846
# -*- coding: utf-8 -*- import math from collections import OrderedDict import numpy as np import pandas as pd import netCDF4 from bokeh.plotting import figure, show, output_notebook from bokeh.models import DatetimeTickFormatter, ColumnDataSource, HoverTool, Plot, Range1d from bokeh.palettes import RdBu11 from bokeh...
mit
rocio/rethinkdb
bench/format/plot.py
6
30777
# Copyright 2010-2012 RethinkDB, all rights reserved. import os, sys import numpy as np import matplotlib as mpl mpl.use('Agg') # can't use tk since we don't have X11 import matplotlib.pyplot as plt import matplotlib.mlab as mlab import matplotlib.font_manager as fm import matplotlib.gridspec as gridspec from matplotli...
agpl-3.0
mojolab/LivingData
lib/livdatcube.py
1
13850
import os,sys,pandas sys.path.append("/opt/SoMA/python/lib") from libsoma import * import pygsheets from bs4 import BeautifulSoup from tabulate import tabulate def get_worksheet_names(ssheet): sheetnames=[] for ws in ssheet.worksheets(): sheetnames.append(ws.title) return sheetnames def get_as_dict(df): i...
apache-2.0
IssamLaradji/scikit-learn
examples/exercises/plot_iris_exercise.py
323
1602
""" ================================ SVM Exercise ================================ A tutorial exercise for using different SVM kernels. This exercise is used in the :ref:`using_kernels_tut` part of the :ref:`supervised_learning_tut` section of the :ref:`stat_learn_tut_index`. """ print(__doc__) import numpy as np i...
bsd-3-clause
raghavrv/scikit-learn
benchmarks/bench_covertype.py
30
7393
""" =========================== Covertype dataset benchmark =========================== Benchmark stochastic gradient descent (SGD), Liblinear, and Naive Bayes, CART (decision tree), RandomForest and Extra-Trees on the forest covertype dataset of Blackard, Jock, and Dean [1]. The dataset comprises 581,012 samples. It ...
bsd-3-clause
Achuth17/scikit-learn
examples/cluster/plot_lena_ward_segmentation.py
271
1998
""" =============================================================== A demo of structured Ward hierarchical clustering on Lena image =============================================================== Compute the segmentation of a 2D image with Ward hierarchical clustering. The clustering is spatially constrained in order ...
bsd-3-clause
loli/semisupervisedforests
sklearn/linear_model/bayes.py
23
15086
""" Various bayesian regression """ from __future__ import print_function # Authors: V. Michel, F. Pedregosa, A. Gramfort # License: BSD 3 clause from math import log import numpy as np from scipy import linalg from .base import LinearModel from ..base import RegressorMixin from ..utils.extmath import fast_logdet, p...
bsd-3-clause
LUTAN/tensorflow
tensorflow/contrib/learn/python/learn/dataframe/queues/feeding_functions.py
26
1490
# 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
AntoineRiaud/Tweezer_design
Tweezer_design/geometry1.py
1
23720
# -*- coding: utf-8 -*- """ Created on Tue Mar 15 12:25:02 2016 @author[code]: Antoine Riaud @coauthors: Michael Baudoin, Jean-Louis Thomas, Olivier Bou Matar IEMN - Institut d'Electronique, Microelectronique et Nanotechnologies INSP - Institut des Nanosciences de Paris """ #function summary # Default_pro...
gpl-3.0
lfairchild/PmagPy
setup.py
1
7846
import sys if sys.version_info < (3,): raise Exception(""" You are running Python {}. This version of pmagpy is only compatible with Python 3. Make sure you have pip ≥ 9.0 to avoid this kind of issue, as well as setuptools ≥ 24.2: $ pip install pip setuptools --upgrade Then you should be able to download the cor...
bsd-3-clause
yask123/scikit-learn
sklearn/metrics/classification.py
95
67713
"""Metrics to assess performance on classification task given classe prediction Functions named as ``*_score`` return a scalar value to maximize: the higher the better Function named as ``*_error`` or ``*_loss`` return a scalar value to minimize: the lower the better """ # Authors: Alexandre Gramfort <alexandre.gram...
bsd-3-clause
alexis-jacq/Mutual_Modelling
tools/cowriter_simu.py
1
10099
#!/usr/bin/env python # coding: utf-8 import numpy as np import random from mutualModelling import model,agent import matplotlib.pyplot as plt import copy def child(name,all_names): percepts = ["convergence","tablet","robot_head","noise","look_tablet","look_child_head","look_noise"] actions = ["demo","punish"...
isc
ANNarchy/ANNarchy
examples/pyNN/AEIF_cond_exp.py
2
1644
# ANNarchy - AEIF_cond_exp # # Adaptive exponential integrate-and-fire model. # # http://www.scholarpedia.org/article/Adaptive_exponential_integrate-and-fire_model # # Introduced in # # Brette R. and Gerstner W. (2005), Adaptive Exponential Integrate-and-Fire Model as an Effective Description of Neuronal Activi...
gpl-2.0
OrganicDreamer/gillespie-translation-asRNA
partial-queue-sweep/plot-inf-sweep.py
1
11800
import matplotlib as mpl mpl.use('Agg') import matplotlib.pyplot as plt import numpy as np # array to store steady state queue length over each iteration: plot_queue_len = np.array([]) # store average flux of ribosomes in/out of queue at steady state: plot_ribo_flux = np.array([]) # store deterministic prediction of...
gpl-3.0
intel-analytics/analytics-zoo
pyzoo/zoo/orca/learn/pytorch/pytorch_ray_estimator.py
1
17478
# # Copyright 2018 Analytics Zoo Authors. # # 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...
apache-2.0
FluVigilanciaBR/fludashboard
fludashboard/libs/calc_flu_alert.py
2
4410
""" """ # local from .migration import dataset_id as dataset_id_list from .flu_data import FluDB import numpy as np import pandas as pd contingency_name_from_id = { 1: 'Nível basal', 2: 'Nível 0', 3: 'Nível 1', 4: 'Nível 2', } db = FluDB() def get_season_level(se): """ :param se: pd.Seri...
gpl-3.0
bmcfee/crema
training/chords/03-evaluate.py
1
2151
#!/usr/bin/env python '''CREMA structured chord model''' import argparse import sys import os import pandas as pd from tqdm import tqdm from joblib import Parallel, delayed import jams import crema import crema.utils OUTPUT_PATH = 'resources' def process_arguments(args): parser = argparse.ArgumentParser(des...
bsd-2-clause
driver-pete/driver-pete-python-sandbox
driver_pete_python_sandbox/process.py
1
2968
import os import cv2 from driver_pete_python_sandbox.filter_gps import extract_delta_time, compute_velocities, \ extract_delta_dist, delta_float_time from driver_pete_python_sandbox.gmaps import get_static_google_map, \ trajectory_point_to_str, show_path from driver_pete_python_sandbox.trajectory_reader impo...
apache-2.0
GBTAmmoniaSurvey/GAS
ah_bootstrap.py
31
36163
""" This bootstrap module contains code for ensuring that the astropy_helpers package will be importable by the time the setup.py script runs. It also includes some workarounds to ensure that a recent-enough version of setuptools is being used for the installation. This module should be the first thing imported in th...
mit
xzh86/scikit-learn
examples/exercises/plot_iris_exercise.py
323
1602
""" ================================ SVM Exercise ================================ A tutorial exercise for using different SVM kernels. This exercise is used in the :ref:`using_kernels_tut` part of the :ref:`supervised_learning_tut` section of the :ref:`stat_learn_tut_index`. """ print(__doc__) import numpy as np i...
bsd-3-clause
anthrotype/freetype-py
examples/glyph-metrics.py
4
7724
#!/usr/bin/env python # -*- coding: utf-8 -*- # ----------------------------------------------------------------------------- # # FreeType high-level python API - Copyright 2011-2015 Nicolas P. Rougier # Distributed under the terms of the new BSD license. # # ----------------------------------------------------------...
bsd-3-clause
draperjames/qtpandas
qtpandas/views/CSVDialogs.py
1
24711
# -*- coding: utf-8 -*- from __future__ import print_function from __future__ import unicode_literals from __future__ import division from __future__ import absolute_import from builtins import super from builtins import map from builtins import str from future import standard_library standard_library.install_aliases()...
mit
asnorkin/sentiment_analysis
site/lib/python2.7/site-packages/sklearn/feature_extraction/image.py
21
17610
""" The :mod:`sklearn.feature_extraction.image` submodule gathers utilities to extract features from images. """ # Authors: Emmanuelle Gouillart <emmanuelle.gouillart@normalesup.org> # Gael Varoquaux <gael.varoquaux@normalesup.org> # Olivier Grisel # Vlad Niculae # License: BSD 3 clause fro...
mit
BiaDarkia/scikit-learn
sklearn/decomposition/tests/test_fastica.py
10
9453
""" Test the fastica algorithm. """ import itertools import warnings import numpy as np from scipy import stats 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_less ...
bsd-3-clause
treycausey/scikit-learn
examples/applications/plot_model_complexity_influence.py
1
6361
""" ========================== Model Complexity Influence ========================== Demonstrate how model complexity influences both prediction accuracy and computational performance. The dataset is the Boston Housing dataset (resp. 20 Newsgroups) for regression (resp. classification). For each class of models we m...
bsd-3-clause
yw374cornell/e-mission-server
emission/analysis/intake/segmentation/trip_segmentation_methods/dwell_segmentation_time_filter.py
1
14163
# Standard imports import logging import attrdict as ad import numpy as np import pandas as pd import datetime as pydt # Our imports import emission.analysis.point_features as pf import emission.analysis.intake.segmentation.trip_segmentation as eaist import emission.core.wrapper.location as ecwl class DwellSegmentati...
bsd-3-clause
socolofs/tamoc
bin/ambient/profile_append.py
1
6072
""" Append data to an existing CTD Profile dataset ============================================== Use the TAMOC ambient module to append data to a CTD Profile object that has already been created as in the other examples in this ./bin director. This file demonstrates working with the data from the R/V Brooks McCall at...
mit
pxzhang94/GAN
GAN/conditional_gan/cgan_tensorflow.py
1
3786
import tensorflow as tf from tensorflow.examples.tutorials.mnist import input_data import numpy as np import matplotlib.pyplot as plt import matplotlib.gridspec as gridspec import os mnist = input_data.read_data_sets('../../MNIST_data', one_hot=True) mb_size = 64 Z_dim = 100 X_dim = mnist.train.images.shape[1] y_dim ...
apache-2.0
SGenheden/Scripts
Projects/Solvation/plot_correlations.py
1
6070
# Author: Samuel Genheden samuel.genheden@gmail.com """ Program to plot the correlation between calculated and experimental free energies Examples: plot_correlations.py -xls raw.xlsx -solvents hexane octane nonane hexanol octanol nonanol water """ import argparse import os import openpyxl as xl import numpy as np...
mit
wdurhamh/statsmodels
statsmodels/sandbox/nonparametric/tests/ex_gam_am_new.py
34
2606
# -*- coding: utf-8 -*- """Example for gam.AdditiveModel and PolynomialSmoother This example was written as a test case. The data generating process is chosen so the parameters are well identified and estimated. Created on Fri Nov 04 13:45:43 2011 Author: Josef Perktold """ from __future__ import print_function fro...
bsd-3-clause
taohaoge/vincent
examples/map_examples.py
11
6721
# -*- coding: utf-8 -*- """ Vincent Map Examples """ #Build a map from scratch from vincent import * world_topo = r'world-countries.topo.json' state_topo = r'us_states.topo.json' lake_topo = r'lakes_50m.topo.json' county_geo = r'us_counties.geo.json' county_topo = r'us_counties.topo.json' or_topo = r'or_counties.t...
mit
GoogleCloudPlatform/professional-services-data-validator
tests/unit/result_handlers/test_text.py
1
1315
# Copyright 2020 Google LLC # # 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 writing, ...
apache-2.0
TomAugspurger/pandas
pandas/tests/test_errors.py
2
1678
import pytest from pandas.errors import AbstractMethodError import pandas as pd # noqa @pytest.mark.parametrize( "exc", [ "UnsupportedFunctionCall", "UnsortedIndexError", "OutOfBoundsDatetime", "ParserError", "PerformanceWarning", "DtypeWarning", "Emp...
bsd-3-clause
schets/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
paladin74/neural-network-animation
matplotlib/tests/test_backend_qt4.py
10
4092
from __future__ import (absolute_import, division, print_function, unicode_literals) import six from six import unichr from matplotlib import pyplot as plt from matplotlib.testing.decorators import cleanup from matplotlib.testing.decorators import knownfailureif from matplotlib._pylab_helpers i...
mit
rbalda/neural_ocr
env/lib/python2.7/site-packages/scipy/interpolate/fitpack2.py
39
61117
""" fitpack --- curve and surface fitting with splines fitpack is based on a collection of Fortran routines DIERCKX by P. Dierckx (see http://www.netlib.org/dierckx/) transformed to double routines by Pearu Peterson. """ # Created by Pearu Peterson, June,August 2003 from __future__ import division, print_function, abs...
mit
rohanp/scikit-learn
sklearn/ensemble/tests/test_gradient_boosting_loss_functions.py
65
5529
""" Testing for the gradient boosting loss functions and initial estimators. """ import numpy as np from numpy.testing import assert_array_equal from numpy.testing import assert_almost_equal from numpy.testing import assert_equal from nose.tools import assert_raises from sklearn.utils import check_random_state from ...
bsd-3-clause
markgw/pimlico
src/python/pimlico/modules/sklearn/logistic_regression/info.py
1
1912
# This file is part of Pimlico # Copyright (C) 2020 Mark Granroth-Wilding # Licensed under the GNU LGPL v3.0 - https://www.gnu.org/licenses/lgpl-3.0.en.html """ Provides an interface to `Scikit-Learn's <http://scikit-learn.org/stable/>`_ simple `logistic regression <scikit-learn.org/stable/modules/generated/sklearn.li...
gpl-3.0
cainiaocome/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
andyraib/data-storage
python_scripts/env/lib/python3.6/site-packages/pandas/indexes/multi.py
7
83666
# pylint: disable=E1101,E1103,W0232 import datetime import warnings from functools import partial from sys import getsizeof import numpy as np import pandas.lib as lib import pandas.index as _index from pandas.lib import Timestamp from pandas.compat import range, zip, lrange, lzip, map from pandas.compat.numpy impor...
apache-2.0
mmottahedi/neuralnilm_prototype
scripts/e424.py
2
7035
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, BLSTMLayer, DimshuffleLayer, Bidirectio...
mit
grlurton/hiv_retention_metrics
src/models/data_cohort_description.py
1
3138
import pandas as pd import src.models.cohort_analysis_function as caf import matplotlib.pyplot as plt import numpy as np from datetime import timedelta import ipyparallel import subprocess import os %matplotlib inline data = pd.read_csv('data/processed/complete_data.csv') facilities_list = list(data.facility.unique()...
mit
sivu22/nltk-on-gae
GAE/nltk/probability.py
5
80992
# -*- coding: utf-8 -*- # Natural Language Toolkit: Probability and Statistics # # Copyright (C) 2001-2012 NLTK Project # Author: Edward Loper <edloper@gradient.cis.upenn.edu> # Steven Bird <sb@csse.unimelb.edu.au> (additions) # Trevor Cohn <tacohn@cs.mu.oz.au> (additions) # Peter Ljunglöf <pete...
apache-2.0
dandanvidi/in-vivo-enzyme-kinetics
scripts/kapp_by_gr.py
3
3355
# -*- coding: utf-8 -*- """ Created on Wed Nov 18 17:00:01 2015 @author: dan """ import sys, os sys.path.append(os.path.expanduser('~/git/kvivo_max/scripts/')) import pandas as pd import matplotlib.pyplot as plt import numpy as np from scipy.optimize import curve_fit import sys, os from collections import defaultdict ...
mit
Sentient07/scikit-learn
sklearn/decomposition/tests/test_sparse_pca.py
63
6459
# Author: Vlad Niculae # License: BSD 3 clause import sys import numpy as np from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import SkipTest from sklearn.utils.testing import ass...
bsd-3-clause
Achuth17/scikit-learn
examples/covariance/plot_outlier_detection.py
235
3891
""" ========================================== Outlier detection with several methods. ========================================== When the amount of contamination is known, this example illustrates two different ways of performing :ref:`outlier_detection`: - based on a robust estimator of covariance, which is assumin...
bsd-3-clause
bmazin/ARCONS-pipeline
examples/Pal2014_landoltPhot/plot3DImage.py
1
2014
import numpy as np from mpl_toolkits.mplot3d import Axes3D import matplotlib.pyplot as plt from matplotlib import cm from sdssgaussfitter import twodgaussian #rawfile = '/home/srmeeker/scratch/standards/Landolt9542_raw_0.npz' #rawfile = '/home/srmeeker/scratch/standards/pg0220a_raw_0.npz' rawfile = '/home/srmeeker/s...
gpl-2.0
annashcherbina/FASTQSim
FASTQsim_2.0_OLD/src/plotSpiked.py
2
12005
#code to plot background dataset statistics, linear regression curves, and spiked read statistics. #stores data to be plotted, while code is executing. #When code execution is complete, generates plot of background data, #curve fit, and in silico-generated spiked reads. import matplotlib.pyplot as plt; class ...
gpl-3.0
Cortexelus/librosa
librosa/display.py
1
22801
#!/usr/bin/env python # -*- coding: utf-8 -*- """ Display ======= .. autosummary:: :toctree: generated/ specshow waveplot cmap TimeFormatter NoteFormatter ChromaFormatter """ import warnings import numpy as np import matplotlib.pyplot as plt from matplotlib.ticker import Formatter, Fixed...
isc
UQ-UQx/edx-platform_lti
docs/en_us/platform_api/source/conf.py
12
6815
# -*- coding: utf-8 -*- # pylint: disable=invalid-name # pylint: disable=redefined-builtin # pylint: disable=protected-access # pylint: disable=unused-argument import os from path import path import sys on_rtd = os.environ.get('READTHEDOCS', None) == 'True' sys.path.append('../../../../') from docs.shared.conf impo...
agpl-3.0
bbfrederick/rapidtide
rapidtide/disabledtests/xtest_spectrogram.py
1
9711
#!/usr/bin/env python # -*- coding: latin-1 -*- # # Copyright 2016-2019 Blaise Frederick # # 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/LICEN...
apache-2.0
mhdella/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
jasonbunk/NBodyGalaxySimulation
run_two_plummer_collision.py
1
2238
import os import math import numpy as np from PlummerGalaxy import PlummerGalaxy from InitialConditions import InitialConditions import imp try: imp.find_module('matplotlib') matplotlibAvailable = True import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D except ImportError: matplo...
gpl-3.0
erikness/AlephOne
zipline/transforms/ta.py
6
8006
# # Copyright 2013 Quantopian, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in wr...
apache-2.0
wanglei828/apollo
modules/tools/plot_planning/imu_acc.py
1
4004
#!/usr/bin/env python ############################################################################### # Copyright 2019 The Apollo 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 ...
apache-2.0
Titan-C/scikit-learn
doc/conf.py
10
9807
# -*- 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
tomlof/scikit-learn
benchmarks/bench_mnist.py
5
6793
""" ======================= MNIST dataset benchmark ======================= Benchmark on the MNIST dataset. The dataset comprises 70,000 samples and 784 features. Here, we consider the task of predicting 10 classes - digits from 0 to 9 from their raw images. By contrast to the covertype dataset, the feature space is...
bsd-3-clause
lixun910/pysal
pysal/explore/esda/join_counts.py
1
7019
""" Spatial autocorrelation for binary attributes """ __author__ = "Sergio J. Rey <srey@asu.edu> , Luc Anselin <luc.anselin@asu.edu>" from pysal.lib.weights.spatial_lag import lag_spatial from .tabular import _univariate_handler import numpy as np __all__ = ['Join_Counts'] PERMUTATIONS = 999 class Join_Counts(obj...
bsd-3-clause
ShawnMurd/MetPy
examples/gridding/Wind_SLP_Interpolation.py
8
4425
# Copyright (c) 2016,2017 MetPy Developers. # Distributed under the terms of the BSD 3-Clause License. # SPDX-License-Identifier: BSD-3-Clause """ Wind and Sea Level Pressure Interpolation ========================================= Interpolate sea level pressure, as well as wind component data, to make a consistent loo...
bsd-3-clause
rubikloud/scikit-learn
sklearn/covariance/robust_covariance.py
105
29653
""" 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
TiedNets/TiedNets
geo_com_map_parser.py
1
3652
__author__ = 'Agostino Sturaro' import os import json import networkx as nx import matplotlib.pyplot as plt try: import Queue as Q # ver. < 3.0 except ImportError: import queue as Q subs_G = nx.Graph() final_G = nx.Graph() lines_by_id = dict() point_to_id = dict() com_lines_fpath = os.path.normpath('temp/d...
gpl-3.0
navrasio/mxnet
example/gluon/dcgan.py
7
8812
# 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
btabibian/scikit-learn
examples/gaussian_process/plot_gpr_noisy_targets.py
64
3706
""" ========================================================= Gaussian Processes regression: basic introductory example ========================================================= A simple one-dimensional regression example computed in two different ways: 1. A noise-free case 2. A noisy case with known noise-level per ...
bsd-3-clause
ephes/scikit-learn
sklearn/svm/classes.py
126
40114
import warnings import numpy as np from .base import _fit_liblinear, BaseSVC, BaseLibSVM from ..base import BaseEstimator, RegressorMixin from ..linear_model.base import LinearClassifierMixin, SparseCoefMixin, \ LinearModel from ..feature_selection.from_model import _LearntSelectorMixin from ..utils import check_X...
bsd-3-clause
K-Mike/fish_data_processing
fish_recognition.py
1
2307
import os import imageio from tqdm import tqdm import shutil import pandas as pd import glob from .utils import train_dir, test_dir translate_dict = {'species_fourspot': 0, 'species_grey sole': 1, 'species_other': 2, 'species_plaice': 3, 'specie...
mit
fhellander/digit-recognition-SVHN
SVHN_preprocessing.py
1
5243
#!/usr/bin/env python2 # -*- coding: utf-8 -*- """ Created on Thu Feb 16 13:15:54 2017 @author: fhellander """ import numpy as np import random import matplotlib.pyplot as plt import h5py import cPickle as pickle from scipy import misc, ndimage from PIL import Image import os #FUNCTIONS #Function to read digitstr...
mit
kenshay/ImageScripter
ProgramData/SystemFiles/Python/Lib/site-packages/scipy/signal/windows/windows.py
2
73495
"""The suite of window functions.""" from __future__ import division, print_function, absolute_import import operator import warnings import numpy as np from scipy import fftpack, linalg, special from scipy._lib.six import string_types __all__ = ['boxcar', 'triang', 'parzen', 'bohman', 'blackman', 'nuttall', ...
gpl-3.0
nelson-liu/scikit-learn
sklearn/decomposition/tests/test_incremental_pca.py
43
10272
"""Tests for Incremental PCA.""" 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_raises from sklearn import datasets from sklearn.decomposition import PCA, IncrementalPCA iris = datasets.load...
bsd-3-clause
lihui7115/ChromiumGStreamerBackend
chrome/test/nacl_test_injection/buildbot_chrome_nacl_stage.py
39
11336
#!/usr/bin/python # Copyright (c) 2012 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. """Do all the steps required to build and test against nacl.""" import optparse import os.path import re import shutil import subproc...
bsd-3-clause
rsignell-usgs/notebook
WMS/sciwms_ncwms_comparison.py
1
3407
# -*- coding: utf-8 -*- # <nbformat>3.0</nbformat> # <headingcell level=1> # Performance of sci-wms and ncwms for curvilinear grid data # <codecell> %matplotlib inline from IPython.core.display import Image # <headingcell level=3> # Let's see if we can get ncwms and sci-wms maps that look the same from COAWST out...
mit
vivekmishra1991/scikit-learn
examples/plot_kernel_ridge_regression.py
230
6222
""" ============================================= Comparison of kernel ridge regression and SVR ============================================= Both kernel ridge regression (KRR) and SVR learn a non-linear function by employing the kernel trick, i.e., they learn a linear function in the space induced by the respective k...
bsd-3-clause
garywu/pypedream
performance_tests/__init__.py
1
4490
from matplotlib.pyplot import * import _foo_bar_baz import _line_numbering import _min import _csv_corr_prune import _col_mean import _binary_corr import _binary_corr_trunc import _binary_corr_prune import _csv_mean class _Plotter(object): def __init__(self, xlabel_, ylabel_): clf() xlabel(xlabel...
bsd-3-clause
tardis-sn/tardis
tardis/io/config_reader.py
1
16981
import os import logging import copy import pprint import yaml import pandas as pd from astropy import units as u import tardis from tardis.io import config_validator from tardis.io.util import YAMLLoader, yaml_load_file, HDFWriterMixin from tardis.io.parsers.csvy import load_yaml_from_csvy pp = pprint.PrettyPrinter(...
bsd-3-clause
ChrisBeaumont/brut
scripts/calc_corr.py
2
29259
#================================================================================ # Title: Angular correlation and auto-correlation function for bubbles and YSOs # Authors: S. Kendrew, Max Planck Institute for Astronomy, Heidelberg, 2012 #================================================================================ ...
mit
LindaLS/Sausage_Biscuits
architecture/tests/3_test/train.py
1
6062
# Example implementing 5 layer encoder # Original code taken from # https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/autoencoder.py # The model trained here is restored in load.py from __future__ import division, print_function, absolute_import # Import MNIST data # from tens...
gpl-3.0
rcrowder/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/colors.py
69
31676
""" A module for converting numbers or color arguments to *RGB* or *RGBA* *RGB* and *RGBA* are sequences of, respectively, 3 or 4 floats in the range 0-1. This module includes functions and classes for color specification conversions, and for mapping numbers to colors in a 1-D array of colors called a colormap. Color...
agpl-3.0