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15 values
AndKyr/GETELEC
python/JFplot.py
1
1648
#! /usr/bin/python import numpy as np import getelec_mod as gt from mpl_toolkits.mplot3d import Axes3D import matplotlib.pyplot as plt import matplotlib as mb font = 30 # mb.rcParams["font.family"] = "Serif" mb.rcParams["font.size"] = font mb.rcParams["axes.labelsize"] = font mb.rcParams["xtick.labelsize"] = font mb....
gpl-3.0
ipashchenko/emcee-x
document/plots/oned.py
16
2164
import os import sys import time import numpy as np import matplotlib.pyplot as pl import h5py from multiprocessing import Pool sys.path.append(os.path.abspath(os.path.join(__file__, "..", "..", ".."))) import emcee # import acor def lnprobfn(p, icov): return -0.5 * np.dot(p, np.dot(icov, p)) def random_cov...
mit
GGoussar/scikit-image
doc/examples/segmentation/plot_marked_watershed.py
9
1988
""" =============================== Markers for watershed transform =============================== The watershed is a classical algorithm used for **segmentation**, that is, for separating different objects in an image. Here a marker image is built from the region of low gradient inside the image. In a gradient imag...
bsd-3-clause
karlnapf/kameleon-mcmc
kameleon_mcmc/tools/Visualise.py
1
5656
""" This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 3 of the License, or (at your option) any later version. Written (W) 2013 Heiko Strathmann Written (W) 2013 Dino Sejdinovic """ fro...
bsd-2-clause
antiface/mne-python
examples/decoding/plot_linear_model_patterns.py
13
3098
""" =============================================================== Linear classifier on sensor data with plot patterns and filters =============================================================== Decoding, a.k.a MVPA or supervised machine learning applied to MEG and EEG data in sensor space. Fit a linear classifier wi...
bsd-3-clause
johankaito/fufuka
microblog/flask/venv/lib/python2.7/site-packages/scipy/stats/_multivariate.py
17
69089
# # Author: Joris Vankerschaver 2013 # from __future__ import division, print_function, absolute_import import numpy as np import scipy.linalg from scipy.misc import doccer from scipy.special import gammaln, psi, multigammaln from scipy._lib._util import check_random_state __all__ = ['multivariate_normal', 'dirichle...
apache-2.0
harshaneelhg/scikit-learn
sklearn/ensemble/tests/test_partial_dependence.py
365
6996
""" Testing for the partial dependence module. """ import numpy as np from numpy.testing import assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.utils.testing import if_matplotlib from sklearn.ensemble.partial_dependence import partial_dependence from sklearn.ensemble.partial_dependence...
bsd-3-clause
ischwabacher/seaborn
seaborn/algorithms.py
35
6889
"""Algorithms to support fitting routines in seaborn plotting functions.""" from __future__ import division import numpy as np from scipy import stats from .external.six.moves import range def bootstrap(*args, **kwargs): """Resample one or more arrays with replacement and store aggregate values. Positional a...
bsd-3-clause
OpenNeuroLab/brainspell-neo
archive/sprite/brainsprite.py
2
7440
# Christian Dansereau 2016 Copyright import os import numpy as np import nibabel as nib from PIL import Image import json from nilearn.image import resample_img import hashlib, time import matplotlib.pyplot as plt from shutil import copyfile def _load_json_template(): data_file = """{ "canvas": "3Dviewer", ...
mit
djgagne/scikit-learn
examples/svm/plot_svm_anova.py
250
2000
""" ================================================= SVM-Anova: SVM with univariate feature selection ================================================= This example shows how to perform univariate feature before running a SVC (support vector classifier) to improve the classification scores. """ print(__doc__) import...
bsd-3-clause
WillisXChen/django-oscar
oscar/lib/python2.7/site-packages/IPython/kernel/zmq/eventloops.py
4
8652
# encoding: utf-8 """Event loop integration for the ZeroMQ-based kernels. """ #----------------------------------------------------------------------------- # Copyright (C) 2011 The IPython Development Team # Distributed under the terms of the BSD License. The full license is in # the file COPYING, distributed a...
bsd-3-clause
iamaziz/simpleai
simpleai/machine_learning/reinforcement_learning.py
5
6345
# -*- coding: utf-8 -*- from collections import defaultdict, Counter import math import random from simpleai.search.utils import argmax import pickle try: import matplotlib.pyplot as plt import numpy except: plt = None # lint:ok numpy = None # lint:ok def make_at_least_n_times(optimistic_reward, min...
mit
2baOrNot2ba/AntPat
scripts/viewJonespat_dual.py
1
2897
#!/usr/bin/env python """A simple viewer for Jones patterns for dual-polarized representations. """ import argparse import numpy import matplotlib.pyplot as plt from antpat.reps.sphgridfun.pntsonsphere import ZenHemisphGrid from antpat.dualpolelem import DualPolElem, jones2gIXR, IXRJ2IXRM from antpat.reps.hamaker impo...
isc
metaml/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/lines.py
69
48233
""" This module contains all the 2D line class which can draw with a variety of line styles, markers and colors. """ # TODO: expose cap and join style attrs from __future__ import division import numpy as np from numpy import ma from matplotlib import verbose import artist from artist import Artist from cbook import ...
agpl-3.0
khkaminska/bokeh
bokeh/_legacy_charts/builder/tests/test_histogram_builder.py
6
4247
""" This is the Bokeh charts testing interface. """ #----------------------------------------------------------------------------- # Copyright (c) 2012 - 2014, Continuum Analytics, Inc. All rights reserved. # # Powered by the Bokeh Development Team. # # The full license is in the file LICENSE.txt, distributed with thi...
bsd-3-clause
arrow-/simQuad
ground_station/gyro_scope.py
2
5471
''' -=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-= IMPORTANT!! It is suggested you run this script with mpu_level2.ino first to see and understand its operation. Basically this script EXPECTS: Arduino is providing space separated gyro readings @ ~5ms intervals (via MPU Interrupt). * Ea...
gpl-2.0
pulinagrawal/nupic
external/linux32/lib/python2.6/site-packages/matplotlib/projections/__init__.py
69
2179
from geo import AitoffAxes, HammerAxes, LambertAxes from polar import PolarAxes from matplotlib import axes class ProjectionRegistry(object): """ Manages the set of projections available to the system. """ def __init__(self): self._all_projection_types = {} def register(self, *projections)...
agpl-3.0
yarikoptic/pystatsmodels
statsmodels/graphics/tests/test_functional.py
3
2815
import numpy as np from numpy.testing import dec, assert_equal, assert_almost_equal from statsmodels.graphics.functional import \ banddepth, fboxplot, rainbowplot try: import matplotlib.pyplot as plt import matplotlib if matplotlib.__version__ < '1': raise have_matplotlib = True e...
bsd-3-clause
ammarkhann/FinalSeniorCode
lib/python2.7/site-packages/pandas/core/reshape/merge.py
3
53839
""" SQL-style merge routines """ import copy import warnings import string import numpy as np from pandas.compat import range, lzip, zip, map, filter import pandas.compat as compat from pandas import (Categorical, Series, DataFrame, Index, MultiIndex, Timedelta) from pandas.core.frame import _mer...
mit
PawarPawan/h2o-v3
h2o-py/tests/testdir_algos/gbm/pyunit_weightsGBM.py
2
6140
import sys sys.path.insert(1, "../../../") import h2o import random import copy def weights_check(ip,port): def check_same(data1, data2, min_rows_scale): gbm1_regression = h2o.gbm(x=data1[["displacement", "power", "weight", "acceleration", "year"]], y="economy",...
apache-2.0
wkfwkf/statsmodels
statsmodels/tsa/x13.py
7
23281
""" Run x12/x13-arima specs in a subprocess from Python and curry results back into python. Notes ----- Many of the functions are called x12. However, they are also intended to work for x13. If this is not the case, it's a bug. """ from __future__ import print_function import os import subprocess import tempfile impor...
bsd-3-clause
sowravi/sp17-i524
project/S17-IO-3017/code/projectearth/kmeansplot.py
14
3018
import requests import time import dblayer import plotly import plotly.graph_objs as go import pandas as pd import numpy as np import random from sklearn.cluster import KMeans import testfile NUM_CLUSTER = 3 def generate_color(): color = '#{:02x}{:02x}{:02x}'.format(*map(lambda x: random.randint(0, 255), rang...
apache-2.0
sternb0t/django-pandas
django_pandas/io.py
1
3578
import pandas as pd from .utils import update_with_verbose import django def to_fields(qs, fieldnames): for fieldname in fieldnames: model = qs.model for fieldname_part in fieldname.split('__'): try: field = model._meta.get_field(fieldname_part) except djang...
bsd-3-clause
HyperloopTeam/FullOpenMDAO
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...
gpl-2.0
dylanGeng/BuildingMachineLearningSystemsWithPython
ch09/fft.py
24
3673
# This code is supporting material for the book # Building Machine Learning Systems with Python # by Willi Richert and Luis Pedro Coelho # published by PACKT Publishing # # It is made available under the MIT License import sys import os import glob import numpy as np import scipy import scipy.io.wavfile from utils i...
mit
rafafigueroa/compass-gait
hasimpy.py
1
9216
#!/usr/bin/env python # -*- coding: utf-8 -*- """ @author: Rafael Figueroa """ dp = True import numpy as np DEBUG = False class H: """Hybrid Automata Model""" def __init__(self, Q, Init_X, Init_qID, state_names = None): self.q = Q #list of q self.Init_X = Init_X self.Init_qID = Init_q...
gpl-2.0
tequa/ammisoft
ammimain/WinPython-64bit-2.7.13.1Zero/python-2.7.13.amd64/Lib/site-packages/matplotlib/offsetbox.py
10
54984
""" The OffsetBox is a simple container artist. The child artist are meant to be drawn at a relative position to its parent. The [VH]Packer, DrawingArea and TextArea are derived from the OffsetBox. The [VH]Packer automatically adjust the relative postisions of their children, which should be instances of the OffsetBo...
bsd-3-clause
lucidfrontier45/scikit-learn
examples/manifold/plot_manifold_sphere.py
1
4572
#!/usr/bin/python # -*- coding: utf-8 -*- """ ============================================= Manifold Learning methods on a severed sphere ============================================= An application of the different :ref:`manifold` techniques on a spherical data-set. Here one can see the use of dimensionality reducti...
bsd-3-clause
TomAugspurger/pandas
pandas/tests/series/methods/test_rename_axis.py
4
1503
import pytest from pandas import Index, MultiIndex, Series import pandas._testing as tm class TestSeriesRenameAxis: def test_rename_axis_mapper(self): # GH 19978 mi = MultiIndex.from_product([["a", "b", "c"], [1, 2]], names=["ll", "nn"]) ser = Series(list(range(len(mi))), index=mi) ...
bsd-3-clause
chugunovyar/factoryForBuild
env/lib/python2.7/site-packages/matplotlib/tests/test_mlab.py
5
122196
from __future__ import (absolute_import, division, print_function, unicode_literals) import six import tempfile from numpy.testing import assert_allclose, assert_array_equal import numpy.ma.testutils as matest import numpy as np import datetime as datetime from nose.tools import (assert_equal...
gpl-3.0
dimarkov/seaborn
seaborn/tests/test_axisgrid.py
11
42805
import warnings import numpy as np import pandas as pd from scipy import stats import matplotlib as mpl import matplotlib.pyplot as plt from distutils.version import LooseVersion import nose.tools as nt import numpy.testing as npt from numpy.testing.decorators import skipif import pandas.util.testing as tm from .. i...
bsd-3-clause
ryfeus/lambda-packs
Sklearn_scipy_numpy/source/sklearn/preprocessing/__init__.py
268
1319
""" The :mod:`sklearn.preprocessing` module includes scaling, centering, normalization, binarization and imputation methods. """ from ._function_transformer import FunctionTransformer from .data import Binarizer from .data import KernelCenterer from .data import MinMaxScaler from .data import MaxAbsScaler from .data ...
mit
HaoboGu/Structure-Similarity
Drugbank.py
1
6376
import random import numpy as np import time from sklearn.linear_model import LogisticRegression from sklearn.metrics import roc_auc_score def read_drugbank_data(): # read interaction data interaction_file = open('data/interacts.csv') interact_dict = {} line = interaction_file.readline() while line...
mit
BadrYoubiIdrissi/TIPE-Algorithme-Genetique
Source/NEAT/test.py
1
2640
# -*- coding: utf-8 -*- """ Created on Wed Oct 12 11:36:14 2016 @author: Badr Youbi Idrissi """ import pygame import pygame.gfxdraw import numpy as np from pygame.locals import * from individu import Individu from phenotype import Phenotype from population import Population from datadisplay import DataDisplay import ...
gpl-3.0
gef756/scipy
scipy/interpolate/interpolate.py
25
80287
""" Classes for interpolating values. """ from __future__ import division, print_function, absolute_import __all__ = ['interp1d', 'interp2d', 'spline', 'spleval', 'splmake', 'spltopp', 'ppform', 'lagrange', 'PPoly', 'BPoly', 'RegularGridInterpolator', 'interpn'] import itertools from numpy impo...
bsd-3-clause
McIntyre-Lab/papers
newman_events_2017/python_workflow/programs/build_intron2border_junction_index.py
1
5945
#!/usr/bin/env python3 ####################################################################################################################### # # DATE: 2017-12-15 # NAME: build_Event2Transcript_index.py # AUTHOR: Jeremy R. B. Newman (jrbnewman@ufl.edu) # # DESCRIPTION: This script creates an intron-to-border junction ...
lgpl-3.0
LooseTerrifyingSpaceMonkey/DecMeg2014
src/benchmark_pooling.py
1
3692
"""DecMeg2014 example code. Simple prediction of the class labels of the test set by: - pooling all the triaining trials of all subjects in one dataset. - Extracting the MEG data in the first 500ms from when the stimulus starts. - Using a linear classifier (logistic regression). """ import numpy as np from sklearn....
gpl-2.0
kushalbhola/MyStuff
Practice/PythonApplication/env/Lib/site-packages/pandas/tests/io/parser/test_comment.py
2
3819
""" Tests that comments are properly handled during parsing for all of the parsers defined in parsers.py """ from io import StringIO import numpy as np import pytest from pandas import DataFrame import pandas.util.testing as tm @pytest.mark.parametrize("na_values", [None, ["NaN"]]) def test_comment(all_parsers, na_...
apache-2.0
pnedunuri/scikit-learn
examples/applications/plot_model_complexity_influence.py
323
6372
""" ========================== 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
liu-jc/reinforcement-learning
lib/plotting.py
4
3457
import matplotlib import numpy as np import pandas as pd from collections import namedtuple from matplotlib import pyplot as plt from mpl_toolkits.mplot3d import Axes3D EpisodeStats = namedtuple("Stats",["episode_lengths", "episode_rewards"]) def plot_cost_to_go_mountain_car(env, estimator, num_tiles=20): x = np....
mit
r-mart/scikit-learn
sklearn/feature_extraction/text.py
110
50157
# -*- coding: utf-8 -*- # Authors: Olivier Grisel <olivier.grisel@ensta.org> # Mathieu Blondel <mathieu@mblondel.org> # Lars Buitinck <L.J.Buitinck@uva.nl> # Robert Layton <robertlayton@gmail.com> # Jochen Wersdörfer <jochen@wersdoerfer.de> # Roman Sinayev <roman.sinayev@gma...
bsd-3-clause
ifuding/Kaggle
ADDC/Code/BarisKanber.py
3
14070
""" A non-blending lightGBM model that incorporates portions and ideas from various public kernels This kernel gives LB: 0.977 when the parameter 'debug' below is set to 0 but this implementation requires a machine with ~32 GB of memory """ import pandas as pd import time import numpy as np from sklearn.cross_validati...
apache-2.0
henriquegemignani/randovania
randovania/gui/tracker_window.py
1
32424
import collections import functools import json import typing from pathlib import Path from random import Random from typing import Optional, Dict, Set, List, Tuple, Iterator, Union import matplotlib.pyplot as plt import networkx from PySide2 import QtWidgets from PySide2.QtCore import Qt from PySide2.QtWidgets import...
gpl-3.0
gplssm/europepstrans
europepstrans/results/__init__.py
1
13654
""" TimeFrameResults steals methods from oemof.outputlib adapted to the structure applied here. Most relevant difference is results data stored in self.data """ from oemof.outputlib import DataFramePlot, ResultsDataFrame import pickle from matplotlib import pyplot as plt import logging import pandas as pd class Ti...
gpl-3.0
caisq/tensorflow
tensorflow/python/estimator/canned/dnn_test.py
25
16780
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
apache-2.0
samzhang111/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
allenxwang/kafka
system_test/utils/metrics.py
28
13903
# 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
simon-pepin/scikit-learn
sklearn/tree/tree.py
113
34767
""" This module gathers tree-based methods, including decision, regression and randomized trees. Single and multi-output problems are both handled. """ # Authors: Gilles Louppe <g.louppe@gmail.com> # Peter Prettenhofer <peter.prettenhofer@gmail.com> # Brian Holt <bdholt1@gmail.com> # Noel Da...
bsd-3-clause
pyspeckit/pyspeckit
pyspeckit/cubes/mapplot.py
4
16759
""" MapPlot ------- Make plots of the cube and interactively connect them to spectrum plotting. This is really an interactive component of the package; nothing in here is meant for publication-quality plots, but more for user interactive analysis. That said, the plotter makes use of `APLpy <https://github.com/aplpy/a...
mit
code-sauce/tensorflow
tensorflow/contrib/learn/python/learn/learn_io/data_feeder.py
88
31139
# 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
paulgradie/SeqPyPlot
main_app/seqpyplot/parsers/htseq_parser.py
1
2244
""" Read a directory of expression counts in ht-seq format. Each sample should be an individual file in the directory. File names and sample order are specified in the config file (order is determined by order IN the config.) This class is intended to return the raw dataframe of samples with missing sample columns as ...
gpl-3.0
dmlc/xgboost
tests/python/test_with_pandas.py
1
10402
# -*- coding: utf-8 -*- import numpy as np import xgboost as xgb import testing as tm import pytest try: import pandas as pd except ImportError: pass pytestmark = pytest.mark.skipif(**tm.no_pandas()) dpath = 'demo/data/' rng = np.random.RandomState(1994) class TestPandas: def test_pandas(self): ...
apache-2.0
AlfredNeverKog/BrainCarya
src/my/kadenze/lesson3/mnist_autoencoder.py
1
2610
from mnist import MNIST import numpy as np import tensorflow as tf from src.my.lib.utils import montage import matplotlib.pyplot as plt from PIL import Image src = '../../../../data/mnist/' output='./content/1/%s.jpg' mndata = MNIST(src) data = np.array(mndata.load_testing()) X = data[0] Y = data[1] items = 100 im...
mit
f3r/scikit-learn
examples/covariance/plot_lw_vs_oas.py
159
2951
""" ============================= Ledoit-Wolf vs OAS estimation ============================= The usual covariance maximum likelihood estimate can be regularized using shrinkage. Ledoit and Wolf proposed a close formula to compute the asymptotically optimal shrinkage parameter (minimizing a MSE criterion), yielding th...
bsd-3-clause
phobson/statsmodels
statsmodels/sandbox/examples/example_crossval.py
33
2232
import numpy as np from statsmodels.sandbox.tools import cross_val if __name__ == '__main__': #A: josef-pktd import statsmodels.api as sm from statsmodels.api import OLS #from statsmodels.datasets.longley import load from statsmodels.datasets.stackloss import load from statsmodels.iolib.tab...
bsd-3-clause
UltronAI/Deep-Learning
Pattern-Recognition/hw2-Feature-Selection/skfeature/example/test_JMI.py
1
1528
import scipy.io from sklearn.metrics import accuracy_score from sklearn import cross_validation from sklearn import svm from skfeature.function.information_theoretical_based import JMI def main(): # load data mat = scipy.io.loadmat('../data/colon.mat') X = mat['X'] # data X = X.astype(fl...
mit
ligovirgo/seismon
RfPrediction/BLRMS_Prediction/condor_seismic_peaks.py
1
1969
import os, sys import glob import optparse import tables import pandas as pd import numpy as np import h5py def parse_commandline(): """ Parse the options given on the command-line. """ parser = optparse.OptionParser() parser.add_option('-i','--ifos', type=str, default='LHO,LLO', help='GW Obser...
gpl-3.0
raincoatrun/basemap
examples/testgdal.py
4
2655
""" example showing how to plot data from a DEM file and an ESRI shape file using gdal (http://pypi.python.org/pypi/GDAL). """ from osgeo import gdal, ogr from mpl_toolkits.basemap import Basemap, cm import numpy as np import matplotlib.pyplot as plt from numpy import ma # read 2.5 minute U.S. DEM file using gdal. # ...
gpl-2.0
shikhar413/openmc
tests/regression_tests/filter_energyfun/test.py
8
1854
import openmc import pytest from tests.testing_harness import PyAPITestHarness @pytest.fixture def model(): model = openmc.model.Model() m = openmc.Material() m.set_density('g/cm3', 10.0) m.add_nuclide('Am241', 1.0) model.materials.append(m) s = openmc.Sphere(r=100.0, boundary_type='vacuum'...
mit
DSLituiev/scikit-learn
sklearn/gaussian_process/tests/test_gaussian_process.py
267
6813
""" Testing for Gaussian Process module (sklearn.gaussian_process) """ # Author: Vincent Dubourg <vincent.dubourg@gmail.com> # Licence: BSD 3 clause from nose.tools import raises from nose.tools import assert_true import numpy as np from sklearn.gaussian_process import GaussianProcess from sklearn.gaussian_process ...
bsd-3-clause
andeplane/lammps
python/examples/matplotlib_plot.py
22
2270
#!/usr/bin/env python -i # preceding line should have path for Python on your machine # matplotlib_plot.py # Purpose: plot Temp of running LAMMPS simulation via matplotlib # Syntax: plot.py in.lammps Nfreq Nsteps compute-ID # in.lammps = LAMMPS input script # Nfreq = plot data point every this many ...
gpl-2.0
YinongLong/scikit-learn
examples/missing_values.py
71
3055
""" ====================================================== Imputing missing values before building an estimator ====================================================== This example shows that imputing the missing values can give better results than discarding the samples containing any missing value. Imputing does not ...
bsd-3-clause
evanbiederstedt/CMBintheLikeHoodz
source_code/CAMB_vary_OmegaB_lmax1100_Feb2016.py
1
137613
# coding: utf-8 # In[1]: # # # hundred_samples = np.linspace(0.05, 0.5, num=100) # # Planck found \Omega_CDM # GAVO simulated map set at \Omega_CDM = 0.122 # CAMB default below at omch2=0.122 # # In[2]: # # First output 200 CAMB scalar outputs # # 0.005 to 0.05 # # In[3]: from matplotlib import pyplot as plt ...
mit
Upward-Spiral-Science/team1
code/test_assumptions.py
1
1525
import numpy as np import matplotlib.pyplot as plt import urllib2 #%matplotlib inline sample_size = 1000 np.random.seed(1) url = ('https://raw.githubusercontent.com/Upward-Spiral-Science' '/data/master/syn-density/output.csv') data = urllib2.urlopen(url) csv = np.genfromtxt(data, delimiter=",")[1:] csv_rand ...
apache-2.0
rahuldhote/scikit-learn
examples/gaussian_process/gp_diabetes_dataset.py
223
1976
#!/usr/bin/python # -*- coding: utf-8 -*- """ ======================================================================== Gaussian Processes regression: goodness-of-fit on the 'diabetes' dataset ======================================================================== In this example, we fit a Gaussian Process model onto...
bsd-3-clause
pcm17/tensorflow
tensorflow/contrib/learn/python/learn/tests/dataframe/dataframe_test.py
62
3753
# 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
agdestine/machine-learning
code/abaloneUtils.py
5
4299
# utils # Utility functions for handling data # # Author: Benjamin Bengfort <bbengfort@districtdatalabs.com> # Created: Thu Feb 26 17:47:35 2015 -0500 # # Copyright (C) 2015 District Data Labs # For license information, see LICENSE.txt # # ID: utils.py [] benjamin@bengfort.com $ """ Utility functions for handling d...
mit
bottydim/detect-credit-card-fraud
ccfd_dnn/model_weight.py
1
20628
import os os.environ['CUDA_LAUNCH_BLOCKING'] = '1' import pandas as pd import matplotlib import numpy as np import math import matplotlib.pyplot as plt from sklearn.preprocessing import Imputer from sklearn.cross_validation import train_test_split from sklearn import preprocessing import plotly.tools as tls import pand...
mit
zhenv5/scikit-learn
examples/classification/plot_lda.py
70
2413
""" ==================================================================== Normal and Shrinkage Linear Discriminant Analysis for classification ==================================================================== Shows how shrinkage improves classification. """ from __future__ import division import numpy as np import...
bsd-3-clause
pinkavaj/gnuradio
gr-fec/python/fec/polar/channel_construction_bec.py
22
8068
#!/usr/bin/env python # # Copyright 2015 Free Software Foundation, Inc. # # GNU Radio 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, or (at your option) # any later version. # # GNU Radio is...
gpl-3.0
marshallmcdonnell/interactive_plotting
matplotlib/draggable_legend_code.py
1
3140
#!/usr/bin/env python import numpy as np import matplotlib.pyplot as _plt class DraggableLegend: def __init__(self, legend): self.legend = legend self.gotLegend = False legend.figure.canvas.mpl_connect('motion_notify_event', self.on_motion) legend.figure.canvas.mpl_connect('pick_ev...
mit
wesm/statsmodels
scikits/statsmodels/sandbox/tsa/examples/ex_mle_garch.py
1
10649
# -*- coding: utf-8 -*- """ Created on Fri Feb 12 01:01:50 2010 Author: josef-pktd latest result ------------- all are very close garch0 has different parameterization of constant ordering of parameters is different seed 2780185 h.shape (2000,) Optimization terminated successfully. Current function value: ...
bsd-3-clause
JCardenasRdz/Machine-Learning-4-MRI
Infection_vs_Inflammation/Code/Process_Data.py
1
2713
# Import Modules as needed import numpy as np #import seaborn as sn import pandas as pd from pylab import * from mylocal_functions import * # ======== T2 MSME============= # # Make list of all T2.txt files T2_list = get_ipython().getoutput('ls ../Study_03_CBA/*T2.txt') # Allocate variables needed for analysis T2DF=pd...
mit
sanketloke/scikit-learn
sklearn/gaussian_process/gpr.py
43
18642
"""Gaussian processes regression. """ # 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_triangular from scipy.optimize import fmin_l_bfgs_b from sklearn.base im...
bsd-3-clause
zymsys/sms-tools
lectures/07-Sinusoidal-plus-residual-model/plots-code/hprModelAnal-flute.py
21
2771
import numpy as np import matplotlib.pyplot as plt from scipy.signal import hamming, hanning, triang, blackmanharris, resample import math import sys, os, time sys.path.append(os.path.join(os.path.dirname(os.path.realpath(__file__)), '../../../software/models/')) import stft as STFT import utilFunctions as UF import ...
agpl-3.0
joernhees/scikit-learn
examples/datasets/plot_random_multilabel_dataset.py
278
3402
""" ============================================== Plot randomly generated multilabel dataset ============================================== This illustrates the `datasets.make_multilabel_classification` dataset generator. Each sample consists of counts of two features (up to 50 in total), which are differently distri...
bsd-3-clause
kenshay/ImageScript
ProgramData/SystemFiles/Python/Lib/site-packages/pandas/io/tests/parser/test_textreader.py
7
12917
# -*- coding: utf-8 -*- """ Tests the TextReader class in parsers.pyx, which is integral to the C engine in parsers.py """ from pandas.compat import StringIO, BytesIO, map from pandas import compat import os import sys import nose from numpy import nan import numpy as np from pandas import DataFrame from pandas.io...
gpl-3.0
jmmease/pandas
asv_bench/benchmarks/reindex.py
7
6523
from .pandas_vb_common import * from random import shuffle class Reindexing(object): goal_time = 0.2 def setup(self): self.rng = DatetimeIndex(start='1/1/1970', periods=10000, freq='1min') self.df = DataFrame(np.random.rand(10000, 10), index=self.rng, columns=range...
bsd-3-clause
tensorflow/estimator
tensorflow_estimator/python/estimator/canned/dnn_test_fc_v2.py
1
19054
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
apache-2.0
ryanpstauffer/market-vis
marketvis/quotes.py
1
5030
# -*- coding: utf-8 -*- """ [Python 2.7 (Mayavi is not yet compatible with Python 3+)] Created on Wed Dec 16 22:44:15 2015 @author: Ryan Stauffer https://github.com/ryanpstauffer/market-vis [This module referenced http://www.theodor.io/scraping-google-finance-data-using-pandas/] Market Visualization Prototype Quotes M...
mit
aleju/self-driving-truck
lib/plotting.py
1
13772
"""Classes to handle plotting during the training.""" from __future__ import print_function, division import math import cPickle as pickle from collections import OrderedDict import numpy as np import matplotlib.pyplot as plt import time GROWTH_BY = 500 class History(object): def __init__(self): self.line...
mit
valsson/MD-MC-Codes-2016
HarmonicOscillator-MD/HarmonicOscillator-MD-Verlet.py
1
4262
#! /usr/bin/env python import numpy as np import matplotlib.pyplot as plt from DataTools import writeDataToFile import argparse parser = argparse.ArgumentParser() parser.add_argument('--time-step',dest='time_step',required=False) parser.add_argument('--output-file',dest='fn_out',required=False) args = parser.parse_ar...
mit
QuLogic/specfem1d
Python_version/grid.py
2
2988
# -*- coding: utf-8 -*- ''' Definitions of the grid. ''' from __future__ import (absolute_import, division, print_function) import numpy as np import functions import gll class OneDimensionalGrid(object): """Contains the grid properties""" def __init__(self, param): """Init""" self.param =...
gpl-2.0
tawsifkhan/scikit-learn
sklearn/datasets/tests/test_lfw.py
230
7880
"""This test for the LFW require medium-size data dowloading and processing If the data has not been already downloaded by running the examples, the tests won't run (skipped). If the test are run, the first execution will be long (typically a bit more than a couple of minutes) but as the dataset loader is leveraging ...
bsd-3-clause
anntzer/scikit-learn
examples/model_selection/plot_confusion_matrix.py
8
2074
""" ================ 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
cleesmith/sentdex_scikit_machine_learning_tutorial_for_investing
p06.py
2
1516
import pandas as pd import os import time from datetime import datetime # path = "X:/Backups/intraQuarter" # for Windows with X files :) # if git clone'ed then use relative path, # assuming you extracted the downloaded zip into this project's folder: path = "intraQuarter" def Key_Stats(gather="Total Debt/Equity (mrq)...
mit
CroatianMeteorNetwork/RMS
RMS/Astrometry/CheckFit.py
1
25717
""" Automatic refining of astrometry calibration. The initial astrometric calibration is needed, which will be refined by using all stars from a given night. """ from __future__ import print_function, division, absolute_import import os import sys import copy import shutil import random import argparse import n...
gpl-3.0
mehdidc/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
cscorley/doc2vec-feature-location
scripts/boxplots.py
2
1180
# coding: utf-8 # In[1]: import numpy as np import matplotlib.pyplot as plt import gensim import src.main # In[2]: def get_all_ranks(project): r_lda = [x for x,y,z in src.main.read_ranks(project, 'release_lda')] r_lsi = [x for x,y,z in src.main.read_ranks(project, 'release_lsi')] c_lda = [x for x,y,z ...
bsd-3-clause
jmetzen/scikit-learn
examples/svm/plot_iris.py
225
3252
""" ================================================== Plot different SVM classifiers in the iris dataset ================================================== Comparison of different linear SVM classifiers on a 2D projection of the iris dataset. We only consider the first 2 features of this dataset: - Sepal length - Se...
bsd-3-clause
mayblue9/scikit-learn
sklearn/decomposition/tests/test_online_lda.py
21
13171
import numpy as np from scipy.linalg import block_diag from scipy.sparse import csr_matrix from scipy.special import psi from sklearn.decomposition import LatentDirichletAllocation from sklearn.decomposition._online_lda import (_dirichlet_expectation_1d, _dirichlet_expect...
bsd-3-clause
joshbohde/scikit-learn
sklearn/linear_model/sparse/logistic.py
2
3922
""" Sparse Logistic Regression module This module has the same API as sklearn.linear_model.logistic, but is designed to handle efficiently data in sparse matrix format. """ import numpy as np import scipy.sparse as sp from ...base import ClassifierMixin from ...svm.sparse.base import SparseBaseLibLinear from ...line...
bsd-3-clause
cogstat/cogstat
cogstat/test/test_stat.py
1
22429
# -*- coding: utf-8 -*- import unittest import os import sys sys.path.insert(0, os.path.abspath('../..')) print(sys.path) from pathlib import Path import numpy as np import pandas as pd from cogstat import cogstat as cs print(cs.__file__) print(cs.__version__) print(os.path.abspath(cs.__file__)) """ - All statistica...
gpl-3.0
okuraoy/mywork
mtlearn/datasets.py
1
2037
#!/usr/bin/python # -*- coding: utf-8 -*- import numpy as np import pandas as pd from sklearn.datasets.base import Bunch from os.path import join PATH = "d:\\data" # class Bunch(dict): # """Container object for datasets # Dictionary-like object that exposes its keys as attributes. # # See...
apache-2.0
Ziqi-Li/bknqgis
pandas/pandas/tests/plotting/test_series.py
2
32812
# coding: utf-8 """ Test cases for Series.plot """ import itertools import pytest from datetime import datetime import pandas as pd from pandas import Series, DataFrame, date_range from pandas.compat import range, lrange import pandas.util.testing as tm import numpy as np from numpy.random import randn import pa...
gpl-2.0
cdr-stats/cdr-stats
cdr_stats/voip_billing/views.py
2
10687
# # CDR-Stats License # http://www.cdr-stats.org # # This Source Code Form is subject to the terms of the Mozilla Public # License, v. 2.0. If a copy of the MPL was not distributed with this file, # You can obtain one at http://mozilla.org/MPL/2.0/. # # Copyright (C) 2011-2015 Star2Billing S.L. # # The Initial Develope...
mpl-2.0
classicboyir/BuildingMachineLearningSystemsWithPython
ch09/01_fft_based_classifier.py
24
3740
# This code is supporting material for the book # Building Machine Learning Systems with Python # by Willi Richert and Luis Pedro Coelho # published by PACKT Publishing # # It is made available under the MIT License import numpy as np from collections import defaultdict from sklearn.metrics import precision_recall_cu...
mit
Lab603/PicEncyclopedias
jni-build/jni-build/jni/include/tensorflow/contrib/learn/__init__.py
8
1912
# 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
asnorkin/sentiment_analysis
site/lib/python2.7/site-packages/sklearn/neighbors/tests/test_dist_metrics.py
36
6957
import itertools import pickle import numpy as np from numpy.testing import assert_array_almost_equal import scipy from scipy.spatial.distance import cdist from sklearn.neighbors.dist_metrics import DistanceMetric from sklearn.neighbors import BallTree from sklearn.utils.testing import SkipTest, assert_raises_regex ...
mit
terrycojones/dark-matter
dark/mutations.py
1
16454
import os from collections import defaultdict import numpy as np try: import matplotlib if not os.environ.get('DISPLAY'): # Use non-interactive Agg backend matplotlib.use('Agg') import matplotlib.pyplot as plt except ImportError: import platform if platform.python_implementation() =...
mit