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meteorcloudy/tensorflow
tensorflow/contrib/eager/python/examples/rnn_colorbot/rnn_colorbot.py
14
13765
# 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
nmayorov/scikit-learn
examples/covariance/plot_outlier_detection.py
41
4216
""" ========================================== Outlier detection with several methods. ========================================== When the amount of contamination is known, this example illustrates three different ways of performing :ref:`outlier_detection`: - based on a robust estimator of covariance, which is assum...
bsd-3-clause
msincenselee/vnpy
prod/jobs/refill_tdx_cb_stock_bars.py
1
3556
# flake8: noqa """ 下载通达信可转债1分钟bar => vnpy项目目录/bar_data/ 上海股票 => SSE子目录 深圳股票 => SZSE子目录 """ import os import sys import csv import json from collections import OrderedDict import pandas as pd vnpy_root = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..')) if vnpy_root not in sys.path: sys.path.appe...
mit
huangzy77/Machine-Learning-WorkBook
KNN/kNN.py
1
2661
# -*- coding:utf-8 -*- from numpy import * import operator import matplotlib.pyplot as plt #page17 def creatDataSet(): group=array([[1,1.1],[1,1],[0,0],[0,1]]) labels=['A','A','B','B'] return group,labels #page19 def classify0(inX,dataSet,labels,k): dataSetSize=dataSet.shape[0] diffMat=tile(inX,(dataSetSize,1...
apache-2.0
treycausey/scikit-learn
sklearn/decomposition/nmf.py
1
18894
""" Non-negative matrix factorization """ # Author: Vlad Niculae # Lars Buitinck <L.J.Buitinck@uva.nl> # Author: Chih-Jen Lin, National Taiwan University (original projected gradient # NMF implementation) # Author: Anthony Di Franco (original Python and NumPy port) # License: BSD 3 clause from __future__ ...
bsd-3-clause
Bulochkin/tensorflow_pack
tensorflow/contrib/learn/python/learn/grid_search_test.py
137
2035
# 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
depet/scikit-learn
sklearn/ensemble/tests/test_forest.py
3
15278
""" Testing for the forest module (sklearn.ensemble.forest). """ # Authors: Gilles Louppe, Brian Holt, Andreas Mueller # License: BSD 3 clause import numpy as np from numpy.testing import assert_array_equal from numpy.testing import assert_array_almost_equal from numpy.testing import assert_equal from numpy.testing i...
bsd-3-clause
caidongyun/BuildingMachineLearningSystemsWithPython
ch05/classify.py
20
8239
# 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 time start_time = time.time() import numpy as np from sklearn.metrics import classification_re...
mit
mkomeichi/BuildingMLSystemsWithPython
ch08/corrneighbours.py
23
1779
# 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 from __future__ import print_function import numpy as np from load_ml100k import get_train_test from sc...
mit
cagriulas/algorithm-analysis-17
w4/sort_complexity_graphic.py
2
3346
import numpy as np import matplotlib import matplotlib.pyplot as plt import random import time def bubble_sort(items): for i in range(len(items)): for j in range(len(items)-1-i): if items[j] > items[j+1]: items[j], items[j+1] = items[j+1], items[j] def selection_sort(items): ...
unlicense
dsullivan7/scikit-learn
sklearn/cluster/birch.py
18
22657
# Authors: Manoj Kumar <manojkumarsivaraj334@gmail.com> # Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr> # Joel Nothman <joel.nothman@gmail.com> # License: BSD 3 clause from __future__ import division import warnings import numpy as np from scipy import sparse from math import sqrt fro...
bsd-3-clause
uweschmitt/emzed
ms/align.py
1
7081
#encoding:utf-8 def rtAlign(tables, refTable = None, destination = None, nPeaks=-1, numBreakpoints=5, maxRtDifference = 100, maxMzDifference = 0.3, maxMzDifferencePairfinder = 0.5, forceAlign=False): """ aligns feature tables in respect to retention times. the algorithm produces ne...
gpl-3.0
ishanic/scikit-learn
sklearn/ensemble/tests/test_weight_boosting.py
22
16769
"""Testing for the boost module (sklearn.ensemble.boost).""" import numpy as np from sklearn.utils.testing import assert_array_equal, assert_array_less from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_equal, assert_true from sklearn.utils.testing import assert_raises...
bsd-3-clause
seekshreyas/obidroid
clustering_v2.py
1
1852
#! /usr/bin/env python # -*- coding: UTF-8 -*- """ Clustering Version 2 ===================== After Feature Extraction, that returns a data of the format [(filename, linenum, vote, sentence, feat1, feat2, ...)] Improving the initial clustering mechanism (via R scripts) to SciKit based clustering and producing plots F...
mit
johnveitch/cpnest
examples/diagnose_trajectory.py
1
1089
import numpy as np import matplotlib.cm as cm import matplotlib.pyplot as plt import sys, os np.seterr(all='raise') def log_likelihood(x): return np.sum([-0.5*x[n]**2-0.5*np.log(2.0*np.pi) for n in range(x.shape[0])]) mode = sys.argv[1] if mode == 'delete': allfiles = os.listdir('.') toremove = [a for a ...
mit
dilawar/moose-core
python/moose/helper.py
4
2432
"""helper.py: Some helper functions which are compatible with both python2 and python3. """ __author__ = "Dilawar Singh" __copyright__ = "Copyright 2017-, Dilawar Singh" __version__ = "1.0.0" __maintainer__ = "Dilawar Singh" __email__ = "dilawars@ncbs.res.in" __status__...
gpl-3.0
djsilenceboy/LearnTest
Python_Test/PySample1/com/djs/learn/chart/TestMatplotlibHistogram.py
1
1054
''' Created on Jun 18, 2017 @author: dj ''' from os import path from matplotlib import pyplot as plot import numpy as np output_file_path = "../../../../Temp" output_file = "SampleChart_Histogram.png" plot.style.use("ggplot") mu1, mu2, sigma = 100, 130, 15 x1 = mu1 + sigma * np.random.randn(10000) x2 = mu2 + si...
apache-2.0
wchan/tensorflow
tensorflow/examples/skflow/iris_val_based_early_stopping.py
2
2221
# Copyright 2015-present The Scikit Flow 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 require...
apache-2.0
endplay/omniplay
test/partitioning_model/src/eval_given_model.py
1
3855
#!/usr/bin/python import matplotlib.pyplot as plt import math import numpy as np import sys import optparse import os import copy from scipy import stats import graph_utilities HEADINGS = ["utime","uinsts"] def get_stats(input_dir, data_file): dift = [] utime = [] taint_in = [] taint_out = [] ui...
bsd-2-clause
ilastikdev/ilastik
ilastik/applets/pixelClassification/pixelClassificationGui.py
1
36506
############################################################################### # ilastik: interactive learning and segmentation toolkit # # Copyright (C) 2011-2014, the ilastik developers # <team@ilastik.org> # # This program is free software; you can redistribute it and/or # mod...
gpl-3.0
justincassidy/scikit-learn
doc/tutorial/text_analytics/solutions/exercise_01_language_train_model.py
254
2253
"""Build a language detector model The goal of this exercise is to train a linear classifier on text features that represent sequences of up to 3 consecutive characters so as to be recognize natural languages by using the frequencies of short character sequences as 'fingerprints'. """ # Author: Olivier Grisel <olivie...
bsd-3-clause
CNS-OIST/STEPS_Example
publication_models/API_1/Chen_FNeuroinf__2017/purkinje_model/extra/activity_viewer.py
1
12590
from __future__ import print_function from __future__ import unicode_literals import numpy as np from pylab import * import pyqtgraph as pg from pyqtgraph.Qt import QtCore, QtGui, QtOpenGL import pyqtgraph.opengl as gl import random import sys import os import random from numpy import outer from matplotlib.backends imp...
gpl-2.0
louisLouL/pair_trading
capstone_env/lib/python3.6/site-packages/matplotlib/tests/test_patheffects.py
2
5584
from __future__ import (absolute_import, division, print_function, unicode_literals) import numpy as np import pytest from matplotlib.testing.decorators import image_comparison import matplotlib.pyplot as plt import matplotlib.patheffects as path_effects @image_comparison(baseline_images=['p...
mit
UWSEDS-aut17/uwseds-group-city-fynders
cityfynders/tests/test_usmap.py
1
1044
import unittest import pandas as pd from cityfynders.plotly_usmap import usmap, newdf class usmapget(unittest.TestCase): """ This is to test the two funcions usmap and newdf in ploltly_usmap.py The frist test is a smoke test to see if the function can run The second test is done by giving a particular...
mit
b29308188/MMAI_final
src/tagger.py
1
4002
import cv2 import sys sys.path.append(".") import glob import os import pandas as pd from operator import itemgetter from utils import detect_faces if __name__ == "__main__": try: #folder that contains untagged images input_folder = sys.argv[1] #folder that contains tagged images ...
gpl-2.0
unnikrishnankgs/va
venv/lib/python3.5/site-packages/matplotlib/backends/backend_qt5agg.py
10
9036
""" Render to qt from agg """ from __future__ import (absolute_import, division, print_function, unicode_literals) import six import ctypes import sys import traceback from matplotlib.figure import Figure from .backend_agg import FigureCanvasAgg from .backend_qt5 import QtCore from .backend_...
bsd-2-clause
fedhere/pyMCZ
pyMCZ/mcz.py
1
32495
#!/usr/bin/env python from __future__ import print_function import os import sys import argparse import warnings import numpy as np import scipy.stats as stats from scipy.special import gammaln from scipy import optimize import matplotlib.pyplot as plt from matplotlib.ticker import FormatStrFormatter import csv as csv...
mit
anaderi/lhcb_trigger_ml
hep_ml/ugradientboosting.py
1
6131
from __future__ import print_function, division, absolute_import import copy import numpy import pandas from sklearn.base import BaseEstimator, ClassifierMixin from sklearn.tree.tree import DecisionTreeRegressor, DTYPE from sklearn.utils.random import check_random_state from sklearn.utils.validation import column_or_...
mit
ngoix/OCRF
sklearn/neighbors/tests/test_dist_metrics.py
38
6118
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 nose import SkipTest def dist_func(x1, x2, p): return np.sum((x1 - x2) ** p) ** (1. / p) de...
bsd-3-clause
domanova/highres-cortex
python/highres_cortex/od_extractProfilesTest.py
1
8744
#! /usr/bin/env python # -*- coding: utf-8 -*- # # Copyright CEA (2014). # Copyright Université Paris XI (2014). # # Contributor: Olga Domanova <olga.domanova@cea.fr>. # # This file is part of highres-cortex, a collection of software designed # to process high-resolution magnetic resonance images of the cerebral # cort...
gpl-3.0
YinongLong/scikit-learn
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...
bsd-3-clause
bradysalz/Tone-Matrix
plot/plotting.py
1
1868
# -*- coding: utf-8 -*- """ Created on Sun Apr 23 16:09:59 2017 @author: brady """ import os import numpy as np import matplotlib as mpl import matplotlib.pyplot as plt import pandas as pd mpl.style.use('research') #%% Schmitt Trigger df = pd.read_csv('SchmittTrigger.txt', sep='\t| ', engine='python') df.columns ...
mit
pbulsink/profile_plotter
profile_plotter.py
1
14958
#!/usr/bin/env python #Profile Plotter #Programmer: Philip Bulsink #Licence: BSD #Plots reaction profiles using matplotlib by reading in energies from a file. #See the readme.md file for more information from profile_plotter_helpers import * import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt impo...
bsd-2-clause
dhruv13J/scikit-learn
sklearn/utils/tests/test_shortest_path.py
88
2828
from collections import defaultdict import numpy as np from numpy.testing import assert_array_almost_equal from sklearn.utils.graph import (graph_shortest_path, single_source_shortest_path_length) def floyd_warshall_slow(graph, directed=False): N = graph.shape[0] #set nonzer...
bsd-3-clause
mattgiguere/scikit-learn
examples/manifold/plot_lle_digits.py
181
8510
""" ============================================================================= Manifold learning on handwritten digits: Locally Linear Embedding, Isomap... ============================================================================= An illustration of various embeddings on the digits dataset. The RandomTreesEmbed...
bsd-3-clause
luo66/scikit-learn
examples/linear_model/lasso_dense_vs_sparse_data.py
348
1862
""" ============================== Lasso on dense and sparse data ============================== We show that linear_model.Lasso provides the same results for dense and sparse data and that in the case of sparse data the speed is improved. """ print(__doc__) from time import time from scipy import sparse from scipy ...
bsd-3-clause
yu239/Paddle
python/paddle/utils/plotcurve.py
18
5166
#!/usr/bin/python # Copyright (c) 2016 PaddlePaddle 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 ...
apache-2.0
ManuSchmi88/landlab
landlab/components/flow_routing/examples/test_lake_mapper.py
6
1422
from landlab import RasterModelGrid from landlab.plot.imshow import imshow_node_grid from landlab.components.flow_routing import (FlowRouter, DepressionFinderAndRouter) from matplotlib.pyplot import figure, plot, show import numpy as np nx, ny = 50, 50 mg = RasterModelGrid(...
mit
astrofrog/numpy
doc/sphinxext/plot_directive.py
65
20399
""" A special directive for generating a matplotlib plot. .. warning:: This is a hacked version of plot_directive.py from Matplotlib. It's very much subject to change! Usage ----- Can be used like this:: .. plot:: examples/example.py .. plot:: import matplotlib.pyplot as plt plt.plot...
bsd-3-clause
loli/semisupervisedforests
sklearn/__check_build/__init__.py
345
1671
""" Module to give helpful messages to the user that did not compile the scikit properly. """ import os INPLACE_MSG = """ It appears that you are importing a local scikit-learn source tree. For this, you need to have an inplace install. Maybe you are in the source directory and you need to try from another location.""...
bsd-3-clause
gfyoung/pandas
pandas/tests/indexes/test_frozen.py
8
3069
import re import pytest from pandas.core.indexes.frozen import FrozenList class TestFrozenList: unicode_container = FrozenList(["\u05d0", "\u05d1", "c"]) def setup_method(self, _): self.lst = [1, 2, 3, 4, 5] self.container = FrozenList(self.lst) def check_mutable_error(self, *args, **...
bsd-3-clause
zhouyao1994/incubator-superset
superset/utils/core.py
1
40311
# 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
vybstat/scikit-learn
examples/decomposition/plot_ica_vs_pca.py
306
3329
""" ========================== FastICA on 2D point clouds ========================== This example illustrates visually in the feature space a comparison by results using two different component analysis techniques. :ref:`ICA` vs :ref:`PCA`. Representing ICA in the feature space gives the view of 'geometric ICA': ICA...
bsd-3-clause
skyleradams/tim-howard
Python/VisionDynamixelFused.py
1
13254
import os, platform import dynamixel import time import options import math import serial import numpy as np import goalieFunctions from matplotlib import pyplot as plt from matplotlib.pylab import subplots,close from mpl_toolkits.mplot3d import Axes3D import sys,socket,struct,signal ''' Definitions and initialization...
mit
rsivapr/scikit-learn
sklearn/decomposition/tests/test_truncated_svd.py
8
2692
"""Test truncated SVD transformer.""" import numpy as np import scipy.sparse as sp from sklearn.decomposition import TruncatedSVD from sklearn.utils import check_random_state from sklearn.utils.testing import (assert_array_almost_equal, assert_equal, assert_raises) # Make an X tha...
bsd-3-clause
synthicity/synthpop
synthpop/synthesizer.py
2
5587
import logging import sys from collections import namedtuple import numpy as np import pandas as pd from scipy.stats import chisquare from . import categorizer as cat from . import draw from .ipf.ipf import calculate_constraints from .ipu.ipu import household_weights logger = logging.getLogger("synthpop") FitQuality...
bsd-3-clause
aerokappa/SantaClaus
processOutput.py
1
1258
import numpy as np import pandas as pd from processInput import processInput def processOutput( ): fileName = 'gifts.csv' giftList, giftListSummary = processInput( fileName ) packedBags = [] for i in np.arange(1000): print i currentBag = [] itemCount...
mit
PatrickOReilly/scikit-learn
sklearn/tests/test_learning_curve.py
59
10869
# Author: Alexander Fabisch <afabisch@informatik.uni-bremen.de> # # License: BSD 3 clause import sys from sklearn.externals.six.moves import cStringIO as StringIO import numpy as np import warnings from sklearn.base import BaseEstimator from sklearn.utils.testing import assert_raises from sklearn.utils.testing import ...
bsd-3-clause
nushio3/UFCORIN
script/review-forecast-long.py
1
3550
#!/usr/bin/env python # -*- coding: utf-8 -*- import astropy.time as time import datetime, os import pickle import subprocess import matplotlib as mpl mpl.use('Agg') import matplotlib.pyplot as plt import matplotlib.dates as mdates os.chdir(os.path.dirname(__file__)) def discrete_t(t): epoch = datetime.datetime(2...
mit
lampts/sklearn_pycon2015
notebooks/fig_code/ML_flow_chart.py
61
4970
""" Tutorial Diagrams ----------------- This script plots the flow-charts used in the scikit-learn tutorials. """ import numpy as np import pylab as pl from matplotlib.patches import Circle, Rectangle, Polygon, Arrow, FancyArrow def create_base(box_bg = '#CCCCCC', arrow1 = '#88CCFF', ...
bsd-3-clause
huggingface/transformers
examples/flax/language-modeling/run_t5_mlm_flax.py
1
34953
#!/usr/bin/env python # coding=utf-8 # Copyright 2021 The HuggingFace Team 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-...
apache-2.0
BlueBrain/NEST
pynest/examples/HillTononi/ht_current.py
4
3357
# -*- coding: utf-8 -*- # # ht_current.py # # This file is part of NEST. # # Copyright (C) 2004 The NEST Initiative # # NEST is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 2 of the License, or ...
gpl-2.0
dilipbobby/DataScience
Numpy/matplots/subplots.py
1
1034
import numpy as np from numpy import e, pi, sin, exp, cos import matplotlib.pyplot as plt def f(t): return exp(-t) * cos(2*pi*t) def fp(t): return -2*pi * exp(-t) * sin(2*pi*t) - e**(-t)*cos(2*pi*t) def g(t): return sin(t) * cos(1/(t+0.1)) def g(t): return sin(t) * cos(1/(t)) python_course_green = "#476...
apache-2.0
spectralDNS/shenfun
demo/neumann_poisson3D.py
1
2432
r""" Solve Poisson equation in 3D with periodic bcs in two directions and homogeneous Neumann in the third \nabla^2 u = f, Use Fourier basis for the periodic directions and Shen's Neumann basis for the non-periodic direction. The equation to solve is (\nabla^2 u, v) = (f, v) """ import sys import os impor...
bsd-2-clause
pkruskal/scikit-learn
examples/svm/plot_svm_regression.py
249
1451
""" =================================================================== Support Vector Regression (SVR) using linear and non-linear kernels =================================================================== Toy example of 1D regression using linear, polynomial and RBF kernels. """ print(__doc__) import numpy as np ...
bsd-3-clause
narendrameena/featuerSelectionAssignment
crossValidation.py
1
3370
import numpy as np from sklearn import cross_validation from sklearn import svm from sklearn.svm import LinearSVC from sklearn.datasets import load_svmlight_file from sklearn.pipeline import make_pipeline from sklearn.feature_selection import SelectFromModel from sklearn.feature_selection import RFE from sklearn.cross_...
cc0-1.0
alexeyum/scikit-learn
examples/linear_model/plot_lasso_and_elasticnet.py
73
2074
""" ======================================== Lasso and Elastic Net for Sparse Signals ======================================== Estimates Lasso and Elastic-Net regression models on a manually generated sparse signal corrupted with an additive noise. Estimated coefficients are compared with the ground-truth. """ print(...
bsd-3-clause
MohammedWasim/scikit-learn
sklearn/neighbors/classification.py
132
14388
"""Nearest Neighbor Classification""" # Authors: Jake Vanderplas <vanderplas@astro.washington.edu> # Fabian Pedregosa <fabian.pedregosa@inria.fr> # Alexandre Gramfort <alexandre.gramfort@inria.fr> # Sparseness support by Lars Buitinck <L.J.Buitinck@uva.nl> # Multi-output support by ...
bsd-3-clause
lesteve/sphinx-gallery
tutorials/plot_parse.py
1
2776
# -*- coding: utf-8 -*- """ The Header Docstring ==================== When writting latex in a Python string keep in mind to escape the backslashes or use a raw docstring .. math:: \\sin (x) Closing this string quotes on same line""" ############################################################################## # ...
bsd-3-clause
sho-87/cognitive-battery
tasks/ant.py
1
14718
import os import sys import time import pandas as pd import numpy as np import pygame from pygame.locals import * from itertools import product from utils import display class ANT(object): def __init__(self, screen, background, blocks=3): # Get the pygame display window self.screen = screen ...
mit
christianurich/VIBe2UrbanSim
3rdparty/opus/src/biocomplexity/opus_core/upc_sequence.py
2
7791
# Opus/UrbanSim urban simulation software. # Copyright (C) 2005-2009 University of Washington # See opus_core/LICENSE from scipy.ndimage import histogram from numpy import reshape, arange, where from opus_core.misc import DebugPrinter from opus_core.resources import Resources from opus_core.logger import logge...
gpl-2.0
teonlamont/mne-python
examples/realtime/ftclient_rt_compute_psd.py
6
2550
""" ============================================================== Compute real-time power spectrum density with FieldTrip client ============================================================== Please refer to `ftclient_rt_average.py` for instructions on how to get the FieldTrip connector working in MNE-Python. This e...
bsd-3-clause
ChinaQuants/bokeh
bokeh/_legacy_charts/tests/test_legacy_data_adapter.py
6
3293
""" 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
mayblue9/scikit-learn
examples/cluster/plot_digits_linkage.py
369
2959
""" ============================================================================= Various Agglomerative Clustering on a 2D embedding of digits ============================================================================= An illustration of various linkage option for agglomerative clustering on a 2D embedding of the di...
bsd-3-clause
raymondxyang/tensorflow
tensorflow/contrib/timeseries/examples/predict.py
69
5579
# 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
adamsteer/python-opencv-image-projection
rectify/warp_im_list.py
1
14840
# Reverse photography ##h3D-II sensor size # 36 * 48 mm, 0.036 x 0.048m ## focal length # 28mm, 0.028m ## multiplier # 1.0 from skimage import io import matplotlib.pyplot as plt import numpy as np import cv2 from scipy.spatial import distance import shapefile as shp def buildshape(corners, filename): """build ...
mit
DGrady/pandas
pandas/tests/io/parser/comment.py
27
3757
# -*- coding: utf-8 -*- """ Tests that comments are properly handled during parsing for all of the parsers defined in parsers.py """ import numpy as np import pandas.util.testing as tm from pandas import DataFrame from pandas.compat import StringIO class CommentTests(object): def test_comment(self): d...
bsd-3-clause
harish-garg/Machine-Learning
udacity/regression/linear_reg_example02/regressionQuiz.py
1
1945
import numpy import matplotlib.pyplot as plt from ages_net_worths import ageNetWorthData ages_train, ages_test, net_worths_train, net_worths_test = ageNetWorthData() from sklearn.linear_model import LinearRegression reg = LinearRegression() reg.fit(ages_train, net_worths_train) ### get Katie's net worth (she's 2...
mit
d-mittal/pystruct
examples/plot_directional_grid.py
5
2038
""" =========================================== Learning directed interactions on a 2d grid =========================================== Simple pairwise model with arbitrary interactions on a 4-connected grid. There are different pairwise potentials for the four directions. All the examples are basically the same, thre...
bsd-2-clause
dingocuster/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
pprett/scikit-learn
sklearn/datasets/tests/test_20news.py
75
3266
"""Test the 20news downloader, if the data is available.""" import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import SkipTest from sklearn import datasets def test_20news(): try: data = dat...
bsd-3-clause
toolforger/sympy
sympy/external/importtools.py
85
7294
"""Tools to assist importing optional external modules.""" from __future__ import print_function, division import sys # Override these in the module to change the default warning behavior. # For example, you might set both to False before running the tests so that # warnings are not printed to the console, or set bo...
bsd-3-clause
Reagankm/KnockKnock
venv/lib/python3.4/site-packages/matplotlib/backends/backend_qt4agg.py
11
3003
""" Render to qt from agg """ from __future__ import (absolute_import, division, print_function, unicode_literals) import six import os # not used import sys import ctypes import warnings import matplotlib from matplotlib.figure import Figure from .backend_qt5agg import NavigationToolbar2QT...
gpl-2.0
dingocuster/scikit-learn
sklearn/feature_extraction/hashing.py
183
6155
# Author: Lars Buitinck <L.J.Buitinck@uva.nl> # License: BSD 3 clause import numbers import numpy as np import scipy.sparse as sp from . import _hashing from ..base import BaseEstimator, TransformerMixin def _iteritems(d): """Like d.iteritems, but accepts any collections.Mapping.""" return d.iteritems() if...
bsd-3-clause
nvoron23/scikit-learn
examples/preprocessing/plot_robust_scaling.py
221
2702
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Robust Scaling on Toy Data ========================================================= Making sure that each Feature has approximately the same scale can be a crucial preprocessing step. However, when data contains o...
bsd-3-clause
wkfwkf/statsmodels
statsmodels/datasets/co2/data.py
25
3045
#! /usr/bin/env python """Mauna Loa Weekly Atmospheric CO2 Data""" __docformat__ = 'restructuredtext' COPYRIGHT = """This is public domain.""" TITLE = """Mauna Loa Weekly Atmospheric CO2 Data""" SOURCE = """ Data obtained from http://cdiac.ornl.gov/trends/co2/sio-keel-flask/sio-keel-flaskmlo_c.html Obt...
bsd-3-clause
rolandwz/pymisc
strader/voters/initial.py
1
6072
# -*- coding: utf-8 -*- import datetime, time, csv, os import numpy as np from utils.db import SqliteDB from utils.rwlogging import log from utils.rwlogging import strategyLogger as logs from utils.rwlogging import balLogger as logb from indicator import ma, macd, bolling, rsi, kdj import matplotlib.pyplot as plt peri...
mit
NixaSoftware/CVis
venv/lib/python2.7/site-packages/pandas/tests/frame/test_operators.py
1
45060
# -*- coding: utf-8 -*- from __future__ import print_function from collections import deque from datetime import datetime import operator import pytest from numpy import nan, random import numpy as np from pandas.compat import lrange, range from pandas import compat from pandas import (DataFrame, Series, MultiIndex...
apache-2.0
ashhher3/seaborn
seaborn/matrix.py
8
41835
"""Functions to visualize matrices of data.""" import itertools import colorsys import matplotlib as mpl from matplotlib.collections import LineCollection import matplotlib.pyplot as plt from matplotlib import gridspec import numpy as np import pandas as pd from scipy.spatial import distance from scipy.cluster import ...
bsd-3-clause
Unidata/MetPy
v0.8/_downloads/meteogram_metpy.py
6
8767
# Copyright (c) 2017 MetPy Developers. # Distributed under the terms of the BSD 3-Clause License. # SPDX-License-Identifier: BSD-3-Clause """ Meteogram ========= Plots time series data as a meteogram. """ import datetime as dt import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np from metpy.ca...
bsd-3-clause
Eric89GXL/scikit-learn
examples/randomized_search.py
57
3208
""" ========================================================================= Comparing randomized search and grid search for hyperparameter estimation ========================================================================= Compare randomized search and grid search for optimizing hyperparameters of a random forest. ...
bsd-3-clause
clemkoa/scikit-learn
benchmarks/bench_20newsgroups.py
377
3555
from __future__ import print_function, division from time import time import argparse import numpy as np from sklearn.dummy import DummyClassifier from sklearn.datasets import fetch_20newsgroups_vectorized from sklearn.metrics import accuracy_score from sklearn.utils.validation import check_array from sklearn.ensemb...
bsd-3-clause
researchstudio-sat/wonpreprocessing
python-processing/classification/multiclass_classifier.py
1
4712
__author__ = 'Federico' # Multiclass Naive-Bayes classifier for categorization of WoN e-mail dataset # It uses MultinomialNB classifier from numpy import * from tools.tensor_utils import read_input_tensor, SparseTensor from sklearn import metrics from sklearn.naive_bayes import MultinomialNB from sklearn.pipeline impo...
apache-2.0
colettace/wnd-charm
tests/pywndcharm_tests/test_PyImageMatrix.py
2
7291
""" ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Copyright (C) 2015 National Institutes of Health This library is free software; you can redistribute it and/or modify it under the ...
lgpl-2.1
manashmndl/scikit-learn
sklearn/svm/tests/test_svm.py
116
31653
""" Testing for Support Vector Machine module (sklearn.svm) TODO: remove hard coded numerical results when possible """ import numpy as np import itertools from numpy.testing import assert_array_equal, assert_array_almost_equal from numpy.testing import assert_almost_equal from scipy import sparse from nose.tools im...
bsd-3-clause
pierrebaque/EM
ZtoY.py
2
7476
import os import Config import numpy as np import random from PIL import Image import cv2 import math import matplotlib.pyplot as plt from IO_funcs import * def SampleZ(em_it): #Extract bounding box coordinates W,H = get_HW(Config.pom_file_path) bboxes_cam_list = [] for cam in Config.cameras_list: ...
gpl-3.0
maniteja123/sympy
sympy/physics/quantum/circuitplot.py
58
12941
"""Matplotlib based plotting of quantum circuits. Todo: * Optimize printing of large circuits. * Get this to work with single gates. * Do a better job checking the form of circuits to make sure it is a Mul of Gates. * Get multi-target gates plotting. * Get initial and final states to plot. * Get measurements to plo...
bsd-3-clause
PrashntS/scikit-learn
sklearn/neighbors/tests/test_dist_metrics.py
230
5234
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 nose import SkipTest def dist_func(x1, x2, p): return np.sum((x1 - x2) ** p) ** (1. / p) de...
bsd-3-clause
Windy-Ground/scikit-learn
sklearn/cluster/tests/test_bicluster.py
226
9457
"""Testing for Spectral Biclustering methods""" import numpy as np from scipy.sparse import csr_matrix, issparse from sklearn.grid_search import ParameterGrid from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_equal from...
bsd-3-clause
TinyOS-Camp/DDEA-DEV
Archive/[14_09_12] DDEA_example_code/bar_chart.py
5
1282
import numpy as np import matplotlib.pyplot as plt import pylab def plot(data, labels, titles, colors, rotation=270, grid=False, savefig=None, savereport=None): #################### # Generate plot # #################### assert len(data) == len(labels) == len(titles) M = len(data) N = len(data[0]) ind...
gpl-2.0
demianw/dipy
doc/examples/reconst_dki.py
3
11952
""" ===================================================================== Reconstruction of the diffusion signal with the kurtosis tensor model ===================================================================== The diffusion kurtosis model is an expansion of the diffusion tensor model (see :ref:`example_reconst_dti...
bsd-3-clause
meee1/ardupilot
Tools/LogAnalyzer/tests/TestOptFlow.py
32
14968
from LogAnalyzer import Test,TestResult import DataflashLog from math import sqrt import numpy as np import matplotlib.pyplot as plt class TestFlow(Test): '''test optical flow sensor scale factor calibration''' # # Use the following procedure to log the calibration data. is assumed that the optical flow ...
gpl-3.0
hivetech/dna
python/dna/time_utils.py
1
1692
# -*- coding: utf-8 -*- # vim:fenc=utf-8 ''' :copyright (c) 2014 Hive Tech, SAS. :license: Apache 2.0, see LICENSE for more details. ''' import pandas as pd import time import datetime as dt import pytz import calendar import locale import dateutil.parser # TODO Handle in-day dates, with hours and minutes def n...
apache-2.0
vitaliykomarov/NEUCOGAR
nest/noradrenaline/nest-2.10.0/topology/examples/test_3d.py
13
2543
# -*- coding: utf-8 -*- # # test_3d.py # # This file is part of NEST. # # Copyright (C) 2004 The NEST Initiative # # NEST is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 2 of the License, or # (...
gpl-2.0
Didou09/tofu
tofu/tests/tests09_tutorials/tuto_plot_custom_emissivity.py
1
2981
""" Computing a camera image with custom emissivity ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ This tutorial defines an emissivity that varies in space and computes the signal received by a camera using this emissivity. """ ############################################################################### # We star...
mit
chenhh/PySPPortfolio
PySPPortfolio/pysp_portfolio/test/test_cvar.py
1
39191
# -*- coding: utf-8 -*- """ Authors: Hung-Hsin Chen <chenhh@par.cse.nsysu.edu.tw> License: GPL v2 """ from __future__ import division from datetime import date from time import time import os import numpy as np import pandas as pd import scipy.stats as spstats from pyomo.environ import * from PySPPortfolio.pysp_portfo...
gpl-3.0
alejob/mdanalysis
package/MDAnalysis/analysis/rms.py
1
26549
# -*- Mode: python; tab-width: 4; indent-tabs-mode:nil; coding:utf-8 -*- # vim: tabstop=4 expandtab shiftwidth=4 softtabstop=4 # # MDAnalysis --- http://www.mdanalysis.org # Copyright (c) 2006-2016 The MDAnalysis Development Team and contributors # (see the file AUTHORS for the full list of names) # # Released under th...
gpl-2.0
andrewgross/json2parquet
setup.py
1
1079
#!/usr/bin/env python # -*- coding: utf-8 -*- from __future__ import unicode_literals import re from setuptools import setup, find_packages with open('json2parquet/__init__.py', 'r') as fd: version = re.search(r'^__version__\s*=\s*[\'"]([^\'"]*)[\'"]', fd.read(), re.MULTILINE).group(1) i...
mit
abhishekkrthakur/scikit-learn
sklearn/utils/validation.py
2
20807
"""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
anntzer/scipy
scipy/integrate/_bvp.py
16
41051
"""Boundary value problem solver.""" from warnings import warn import numpy as np from numpy.linalg import pinv from scipy.sparse import coo_matrix, csc_matrix from scipy.sparse.linalg import splu from scipy.optimize import OptimizeResult EPS = np.finfo(float).eps def estimate_fun_jac(fun, x, y, p, f0=None): ...
bsd-3-clause