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MockyJoke/numbers
ex8/code/colour_predict_hint.py
1
3142
import numpy as np import pandas as pd import matplotlib.pyplot as plt from skimage.color import lab2rgb import sys OUTPUT_TEMPLATE = ( 'Bayesian classifier: {bayes_rgb:.3g} {bayes_lab:.3g}\n' 'kNN classifier: {knn_rgb:.3g} {knn_lab:.3g}\n' 'SVM classifier: {svm_rgb:.3g} {svm_lab:.3g}\n' ) # r...
mit
appapantula/deeppy
examples/autoencoders_mnist.py
14
2777
#!/usr/bin/env python """ Autoencoder pretraining of neural networks ========================================== """ import numpy as np import matplotlib.pyplot as plt import deeppy as dp # Fetch MNIST data dataset = dp.dataset.MNIST() x_train, y_train, x_test, y_test = dataset.data(flat=True, dp_dtypes=True) # No...
mit
cpcloud/odo
odo/backends/hdfstore.py
9
3965
from __future__ import absolute_import, division, print_function import numpy as np import pandas as pd import datashape from datashape import discover from ..append import append from ..convert import convert, ooc_types from ..chunks import chunks from ..resource import resource from ..utils import filter_kwargs @...
bsd-3-clause
cmateu/galstreams
galstreams/footprint.py
1
10176
# Third-party import astropy.coordinates as co import astropy.units as u import numpy as np from spherical_geometry.polygon import SingleSphericalPolygon from .config import config from .random import get_uniform_spherical_angles class StreamFootprint: def __init__(self, name, poly, frame=None): """Repre...
bsd-3-clause
nivm/learningchess
chess/checkmateclassifier/classifier.py
1
10490
import sys import os import numpy as np from sklearn.svm import SVC from sklearn.multiclass import OneVsRestClassifier from sklearn import cross_validation from sklearn.metrics import confusion_matrix import pylab as plt from sklearn.metrics import accuracy_score import logging import json from collections import def...
apache-2.0
VladimirTyrin/urbansim
urbansim/utils/tests/test_sampling.py
5
1718
import numpy as np import pandas as pd import pytest from urbansim.utils.sampling import sample_rows @pytest.fixture(scope='function') def random_df(request): """ Seed the numpy prng and return a data frame w/ predictable test inputs so that the tests will have consistent results across builds. """ ...
bsd-3-clause
kanchenxi04/vnpy-app
vn.datayes/api.py
11
43801
#encoding: UTF-8 import os import json import time import requests import pymongo import pandas as pd from datetime import datetime, timedelta from Queue import Queue, Empty from threading import Thread, Timer from pymongo import MongoClient from requests.exceptions import ConnectionError from errors import (VNPAST_C...
mit
csferrie/python-qinfer
src/qinfer/tomography/plotting_tools.py
3
10476
#!/usr/bin/python # -*- coding: utf-8 -*- ## # plotting_tools.py: Functions for plotting tomographic data and estimates. ## # © 2017, Chris Ferrie (csferrie@gmail.com) and # Christopher Granade (cgranade@cgranade.com). # # Redistribution and use in source and binary forms, with or without # modification, are pe...
agpl-3.0
rothnic/bokeh
examples/charts/file/bar.py
37
2221
from collections import OrderedDict import numpy as np import pandas as pd from bokeh.charts import Bar, output_file, show, vplot, hplot from bokeh.models import Range1d from bokeh.sampledata.olympics2014 import data as original_data width = 700 height = 500 legend_position = "top_right" data = {d['abbr']: d['medal...
bsd-3-clause
WarrenWeckesser/scikits-image
doc/examples/plot_matching.py
21
5132
""" ============================ Robust matching using RANSAC ============================ In this simplified example we first generate two synthetic images as if they were taken from different view points. In the next step we find interest points in both images and find correspondences based on a weighted sum of squ...
bsd-3-clause
colinbrislawn/scikit-bio
skbio/stats/tests/test_power.py
12
22512
# ---------------------------------------------------------------------------- # Copyright (c) 2013--, scikit-bio development team. # # Distributed under the terms of the Modified BSD License. # # The full license is in the file COPYING.txt, distributed with this software. # --------------------------------------------...
bsd-3-clause
liganega/Gongsu-DataSci
previous/notes2017/W12/GongSu24_Pandas_Introduction_1.py
6
14416
# coding: utf-8 # # Pandas 소개 # 앞서 살펴 보았듯이 pandas 모듈은 확률과 통계에 최적화된 파이썬 모듈이다. # 특히, 데이터프레임(DataFrame) 자료형 클래스는 데이터 분석을 위한 다양한 기능을 제공한다. # 데이터프레임 자료형의 기본 특성은 다음과 같다. # # * 스프레드시트라고 불리는 엑셀 파일에 담긴 테이블을 모방하는 자료형이다. # * 엑셀에서 제공하는 다양한 기능을 기본 함수(메소드)로 제공한다. # * 인덱싱, 슬라이싱 기능은 넘파이 모듈의 2차원 어레이와 기본적으로 유사하게 작동한다. # * SQL이 데이터베이...
gpl-3.0
DuCorey/bokeh
bokeh/sampledata/periodic_table.py
15
1575
''' This module provides the periodic table as a data set. It exposes an attribute 'elements' which is a pandas dataframe with the following fields elements['atomic Number'] (units: g/cm^3) elements['symbol'] elements['name'] elements['atomic mass'] (units: amu) elements['CPK'] ...
bsd-3-clause
heli522/scikit-learn
sklearn/externals/joblib/parallel.py
86
35087
""" Helpers for embarrassingly parallel code. """ # Author: Gael Varoquaux < gael dot varoquaux at normalesup dot org > # Copyright: 2010, Gael Varoquaux # License: BSD 3 clause from __future__ import division import os import sys import gc import warnings from math import sqrt import functools import time import thr...
bsd-3-clause
lthurlow/Network-Grapher
proj/external/matplotlib-1.2.1/examples/misc/longshort.py
6
1676
""" Illustrate the rec array utility funcitons by loading prices from a csv file, computing the daily returns, appending the results to the record arrays, joining on date """ import urllib import numpy as np import matplotlib.pyplot as plt import matplotlib.mlab as mlab # grab the price data off yahoo u1 = urllib.urlr...
mit
kdebrab/pandas
pandas/tests/io/generate_legacy_storage_files.py
3
13558
#!/usr/bin/env python """ self-contained to write legacy storage (pickle/msgpack) files To use this script. Create an environment where you want generate pickles, say its for 0.18.1, with your pandas clone in ~/pandas . activate pandas_0.18.1 cd ~/ $ python pandas/pandas/tests/io/generate_legacy_storage_files.py \ ...
bsd-3-clause
Cloverleaf/uDaq
Ubuntu/uD_timer.py
1
4868
#This is used to query a JENCO 6230N pH meter #The command to query this pH meter is "S00" #The meter will respond with the a structured string of data #uD3 is the ubuntu version of the uDaq script #known issues: #Sensors limit the sampling rate to 30 hZ #The script slows down after ~1330 measurements. This occurs w...
mit
kastnerkyle/ift6266h15
conv_vae.py
1
20906
# Kyle Kastner # License: MIT """ VAE in a single file. Bringing in code from IndicoDataSolutions and Alec Radford (NewMu) """ import theano import theano.tensor as T from theano.compat.python2x import OrderedDict from theano.sandbox.rng_mrg import MRG_RandomStreams as RandomStreams from optimizers import rmsprop, sgd_...
bsd-3-clause
bnaul/scikit-learn
doc/tutorial/text_analytics/solutions/exercise_02_sentiment.py
19
3140
"""Build a sentiment analysis / polarity model Sentiment analysis can be casted as a binary text classification problem, that is fitting a linear classifier on features extracted from the text of the user messages so as to guess whether the opinion of the author is positive or negative. In this examples we will use a...
bsd-3-clause
meren/oligotyping
Oligotyping/lib/b6lib.py
2
12384
# -*- coding: utf-8 -*- # v.112211 # Copyright (C) 2011, Marine Biological Laboratory # # 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 2 of the License, or (at your option) # an...
gpl-2.0
kagayakidan/scikit-learn
examples/tree/plot_iris.py
271
2186
""" ================================================================ Plot the decision surface of a decision tree on the iris dataset ================================================================ Plot the decision surface of a decision tree trained on pairs of features of the iris dataset. See :ref:`decision tree ...
bsd-3-clause
datacommonsorg/data
scripts/istat/geos/preprocess.py
1
6055
# 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
ProfessorKazarinoff/staticsite
content/code/statistics/area_under_normal_curve.py
1
1147
### Script calculates probability as area under a normal gaussian curve, ### given inputs of x1, x2, mu (mean), sigma(standard deviation) and computes ### the probabability using the integral function and the gaussian curve. from math import sqrt,erf ## If plotting as well #import matplotlib.pyplot as plt #import numpy...
gpl-3.0
fmfn/UnbalancedDataset
examples/over-sampling/plot_comparison_over_sampling.py
2
10842
""" ============================== Compare over-sampling samplers ============================== The following example attends to make a qualitative comparison between the different over-sampling algorithms available in the imbalanced-learn package. """ # Authors: Guillaume Lemaitre <g.lemaitre58@gmail.com> # License...
mit
tomlof/scikit-learn
examples/linear_model/plot_ols_ridge_variance.py
387
2060
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Ordinary Least Squares and Ridge Regression Variance ========================================================= Due to the few points in each dimension and the straight line that linear regression uses to follow thes...
bsd-3-clause
bloyl/mne-python
examples/stats/cluster_stats_evoked.py
18
3021
""" ======================================================= Permutation F-test on sensor data with 1D cluster level ======================================================= One tests if the evoked response is significantly different between conditions. Multiple comparison problem is addressed with cluster level permuta...
bsd-3-clause
johnnygreco/hugs
hugs/synths/factory.py
1
3973
from __future__ import division, print_function import numpy as np import pandas as pd from scipy.signal import fftconvolve from scipy.special import gammaincinv import lsst.afw.image import lsst.geom from .sersic import Sersic from ..utils import pixscale, zpt, check_random_state from ..utils import embed_slices try...
mit
xapharius/mrEnsemble
Engine/src/tests/ensemble/regression/bag_test.py
2
1483
''' Created on Mar 22, 2015 @author: xapharius ''' import unittest import numpy as np from simulation.sampler.bootstrap_sampler import BootstrapSampler from factory.homogenous_factory import HomogenousFactory from datahandler.numerical2.numerical_data_handler import NumericalDataHandler from sklearn.linear_model impor...
mit
samzhang111/scikit-learn
doc/tutorial/text_analytics/skeletons/exercise_02_sentiment.py
256
2406
"""Build a sentiment analysis / polarity model Sentiment analysis can be casted as a binary text classification problem, that is fitting a linear classifier on features extracted from the text of the user messages so as to guess wether the opinion of the author is positive or negative. In this examples we will use a ...
bsd-3-clause
arjoly/scikit-learn
sklearn/cluster/tests/test_spectral.py
262
7954
"""Testing for Spectral Clustering methods""" from sklearn.externals.six.moves import cPickle dumps, loads = cPickle.dumps, cPickle.loads import numpy as np from scipy import sparse from sklearn.utils import check_random_state from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_a...
bsd-3-clause
mortonjt/scipy
scipy/stats/_binned_statistic.py
5
16974
from __future__ import division, print_function, absolute_import import warnings import numpy as np from scipy._lib.six import callable def binned_statistic(x, values, statistic='mean', bins=10, range=None): """ Compute a binned statistic for a set of data. This is a generalization...
bsd-3-clause
Scapogo/zipline
zipline/gens/brokers/ib_broker.py
1
24210
# # 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, software # distributed under ...
apache-2.0
jia200x/RIOT
tests/pkg_emlearn/generate_digit.py
11
1304
#!/usr/bin/env python3 """Generate a binary file from a sample image of the MNIST dataset. Pixel of the sample are stored as float32, images have size 8x8. """ import os import argparse import numpy as np import matplotlib.pyplot as plt from sklearn.model_selection import train_test_split from sklearn import datase...
lgpl-2.1
marmarko/ml101
tensorflow/examples/skflow/digits.py
9
2380
# 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 appl...
bsd-2-clause
dr-nate/msmbuilder
msmbuilder/tests/test_lumping.py
6
3480
from __future__ import print_function import numpy as np from sklearn.pipeline import Pipeline from msmbuilder.lumping import PCCA, PCCAPlus from msmbuilder.msm import MarkovStateModel random = np.random.RandomState(9) def _metastable_system(): # Make a simple dataset with four states, where there are 2 obviou...
lgpl-2.1
huzq/scikit-learn
sklearn/impute/tests/test_knn.py
15
17366
import numpy as np import pytest from sklearn import config_context from sklearn.impute import KNNImputer from sklearn.metrics.pairwise import nan_euclidean_distances from sklearn.metrics.pairwise import pairwise_distances from sklearn.neighbors import KNeighborsRegressor from sklearn.utils._testing import assert_allc...
bsd-3-clause
aewhatley/scikit-learn
sklearn/lda.py
72
17751
""" Linear Discriminant Analysis (LDA) """ # Authors: Clemens Brunner # Martin Billinger # Matthieu Perrot # Mathieu Blondel # License: BSD 3-Clause from __future__ import print_function import warnings import numpy as np from scipy import linalg from .externals.six import string_types f...
bsd-3-clause
cjbrasher/LipidFinder
LipidFinder/update_params.py
1
7629
#!/usr/bin/env python # Copyright (c) 2019 J. Alvarez-Jarreta and C.J. Brasher # # This file is part of the LipidFinder software tool and governed by the # 'MIT License'. Please see the LICENSE file that should have been # included as part of this software. """Transform the old parameters CSV file for PeakFilter and A...
mit
ckuethe/gnuradio
gr-filter/examples/fir_filter_ccc.py
47
4019
#!/usr/bin/env python # # Copyright 2013 Free Software Foundation, Inc. # # This file is part of GNU Radio # # 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) # ...
gpl-3.0
davebrent/aubio
python/demos/demo_onset_plot.py
13
2433
#! /usr/bin/env python import sys from aubio import onset, source from numpy import array, hstack, zeros win_s = 512 # fft size hop_s = win_s / 2 # hop size if len(sys.argv) < 2: print "Usage: %s <filename> [samplerate]" % sys.argv[0] sys.exit(1) filename = sys.argv[1] samplerate ...
gpl-3.0
gotomypc/scikit-learn
sklearn/decomposition/tests/test_dict_learning.py
85
8565
import numpy as np from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_less from sklearn.utils.testing import assert_raises...
bsd-3-clause
suttond/MODOI
ase/calculators/jacapo/utils/bandstructure.py
2
7135
from __future__ import print_function import os import numpy as np import matplotlib.pyplot as plt from ase.calculators.jacapo import * from ase.dft.dos import DOS class BandStructure: '''outline of class to facilitate band structure calculations ''' def __init__(self, atoms, ...
lgpl-3.0
FernanOrtega/DAT210x
Module6/assignment3.py
1
2762
import pandas as pd from numpy import arange ## Question 1 # Step 1: Load data X = pd.read_csv('Datasets/parkinsons.data') # Step 2: splice state column and drop it out. Drop also the 'name' column y = X['status'] X = X.drop(labels=['name', 'status'], axis=1) # Step 3: Train&test splits from sklearn.model_selection...
mit
Lawrence-Liu/scikit-learn
sklearn/tests/test_multiclass.py
136
23649
import numpy as np import scipy.sparse as sp from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_false from sklearn.utils.testing ...
bsd-3-clause
icexelloss/arrow
python/benchmarks/streaming.py
3
2542
# 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
gevero/deap
deap/gp.py
9
46662
# This file is part of DEAP. # # DEAP 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) any later version. # # DEAP is distributed ...
lgpl-3.0
stylianos-kampakis/scikit-learn
examples/plot_digits_pipe.py
250
1809
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Pipelining: chaining a PCA and a logistic regression ========================================================= The PCA does an unsupervised dimensionality reduction, while the logistic regression does the predictio...
bsd-3-clause
Lawrence-Liu/scikit-learn
sklearn/datasets/twenty_newsgroups.py
126
13591
"""Caching loader for the 20 newsgroups text classification dataset The description of the dataset is available on the official website at: http://people.csail.mit.edu/jrennie/20Newsgroups/ Quoting the introduction: The 20 Newsgroups data set is a collection of approximately 20,000 newsgroup documents,...
bsd-3-clause
vermouthmjl/scikit-learn
sklearn/metrics/cluster/tests/test_supervised.py
41
8901
import numpy as np from sklearn.metrics.cluster import adjusted_rand_score from sklearn.metrics.cluster import homogeneity_score from sklearn.metrics.cluster import completeness_score from sklearn.metrics.cluster import v_measure_score from sklearn.metrics.cluster import homogeneity_completeness_v_measure from sklearn...
bsd-3-clause
abimannans/scikit-learn
sklearn/cluster/tests/test_spectral.py
262
7954
"""Testing for Spectral Clustering methods""" from sklearn.externals.six.moves import cPickle dumps, loads = cPickle.dumps, cPickle.loads import numpy as np from scipy import sparse from sklearn.utils import check_random_state from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_a...
bsd-3-clause
JohnWinter/ThinkStats2
code/timeseries.py
66
18035
"""This file contains code for use with "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function import pandas import numpy as np import statsmodels.formula.api as smf import st...
gpl-3.0
pprett/scikit-learn
examples/hetero_feature_union.py
81
6241
""" ============================================= Feature Union with Heterogeneous Data Sources ============================================= Datasets can often contain components of that require different feature extraction and processing pipelines. This scenario might occur when: 1. Your dataset consists of hetero...
bsd-3-clause
CurryBoy/ProtoML-Deprecated
protoml/viz/cv_plot.py
1
1111
from ..nodes.base_node import BaseNode from ..signal import SignalFunctionType import matplotlib.pyplot as plt class CrossValidationVisualizationNode(BaseNode): def __init__(self): pass def signal_types(self): return [SignalFunctionType('visualize_cross_validation', ...
bsd-3-clause
uclatommy/tweetfeels
tweetfeels/tweetdata.py
1
9551
import sqlite3 import os import pandas as pd import logging from datetime import datetime, timedelta class TweetBin(object): """ A container for a time-box of tweets. It includes information regarding the upper and lower datetime boundaries for the bin. :param df: The data associated with a bin. ...
bsd-3-clause
quheng/scikit-learn
sklearn/tests/test_discriminant_analysis.py
35
11709
try: # Python 2 compat reload except NameError: # Regular Python 3+ import from importlib import reload import numpy as np from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_equal from sklearn.utils.t...
bsd-3-clause
sigma-random/numpy
numpy/doc/creation.py
118
5507
""" ============== Array Creation ============== Introduction ============ There are 5 general mechanisms for creating arrays: 1) Conversion from other Python structures (e.g., lists, tuples) 2) Intrinsic numpy array array creation objects (e.g., arange, ones, zeros, etc.) 3) Reading arrays from disk, either from...
bsd-3-clause
eqcorrscan/EQcorrscan
eqcorrscan/utils/plotting.py
1
94525
""" Utility code for most of the plots used as part of the EQcorrscan package. :copyright: EQcorrscan developers. :license: GNU Lesser General Public License, Version 3 (https://www.gnu.org/copyleft/lesser.html) """ import numpy as np import logging import datetime as dt import copy import os import matp...
gpl-3.0
xperroni/Dejavu
script/plot_shift.py
1
3646
#!/usr/bin/env python from itertools import count, izip from math import exp from os.path import join as joinpath from sys import float_info from matplotlib import pyplot, cm from numpy import array, arange from numpy import min as amin from numpy import max as amax from numpy import sum as asum from numpy import ar...
gpl-3.0
warmspringwinds/scikit-image
doc/examples/plot_watershed.py
4
2335
""" ====================== Watershed segmentation ====================== The watershed is a classical algorithm used for **segmentation**, that is, for separating different objects in an image. Starting from user-defined markers, the watershed algorithm treats pixels values as a local topography (elevation). The algo...
bsd-3-clause
959YLX/ComputerNetworkProjectThree
ExperimentOne/executecommand.py
1
5768
#! /usr/local/bin/python3 import subprocess import multiprocessing import math import json import sys import matplotlib.pyplot as plt import numpy as np def run(command, argv): p = subprocess.Popen(([command] + argv), stdout=subprocess.PIPE, stderr=open('/dev/null', 'w')) res = p.wait() if res == 0 or res ...
gpl-3.0
lthurlow/Network-Grapher
proj/external/matplotlib-1.2.1/doc/mpl_examples/pylab_examples/fonts_demo.py
12
2765
#!/usr/bin/env python """ Show how to set custom font properties. For interactive users, you can also use kwargs to the text command, which requires less typing. See examples/fonts_demo_kw.py """ from matplotlib.font_manager import FontProperties from pylab import * subplot(111, axisbg='w') font0 = FontProperties()...
mit
DGrady/pandas
pandas/core/ops.py
2
54277
""" Arithmetic operations for PandasObjects This is not a public API. """ # necessary to enforce truediv in Python 2.X from __future__ import division import operator import warnings import numpy as np import pandas as pd import datetime from pandas._libs import (lib, index as libindex, tsli...
bsd-3-clause
lambday/shogun
examples/undocumented/python/graphical/util.py
10
2667
""" Utilities for matplotlib examples """ import pylab from numpy import ones, array, double, meshgrid, reshape, linspace, \ concatenate, ravel, pi, sinc from numpy.random import randn, rand from shogun import BinaryLabels, RegressionLabels, RealFeatures, SparseRealFeatures QUITKEY='q' NUM_EXAMPLES=100 DISTANCE=2 d...
bsd-3-clause
dirkjot/pingpongcam
pirate/pirate_main.py
1
10756
# coding: utf-8 """ Whiteboard-Pirate Because pirates say AR a lot. dirk p. janssen, fall 2017 """ import cv2 import numpy as np import matplotlib.pyplot as plt import os import time def imshow(img): plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB)) def tightbluemask(image, clean=True): """ ...
gpl-3.0
gtnx/pandas-highcharts
pandas_highcharts/tests.py
1
5332
# -*- coding: utf-8 -*- from __future__ import absolute_import import datetime import json import pandas from unittest import TestCase from .core import serialize, json_encode df = pandas.DataFrame([ {'a': 1, 'b': 2, 'c': 3, 't': datetime.datetime(2015, 1, 1), 's': 's1'}, {'a': 2, 'b': 4, 'c': 6, 't': datet...
mit
lewisc/spark-tk
regression-tests/sparktkregtests/testcases/models/arimax_test.py
12
4674
# vim: set encoding=utf-8 # Copyright (c) 2016 Intel Corporation  # # 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
willhess/aima-python
submissions/Johnson/myNN.py
13
4766
import traceback from sklearn.neural_network import MLPClassifier from submissions.Johnson import education class DataFrame: data = [] feature_names = [] target = [] target_names = [] moneyvsthings = DataFrame() joint = {} educations = education.get_all_states() for each in educations: try: ...
mit
treycausey/scikit-learn
sklearn/neighbors/tests/test_kde.py
11
4720
import numpy as np from sklearn.utils.testing import (assert_allclose, assert_raises, assert_equal) from sklearn.neighbors import KernelDensity, KDTree, NearestNeighbors from sklearn.neighbors.ball_tree import kernel_norm def compute_kernel_slow(Y, X, kernel, h): d = np.sqrt(((Y...
bsd-3-clause
ndingwall/scikit-learn
sklearn/utils/tests/test_random.py
10
7360
import numpy as np import pytest import scipy.sparse as sp from scipy.special import comb from numpy.testing import assert_array_almost_equal from sklearn.utils.random import _random_choice_csc, sample_without_replacement from sklearn.utils._random import _our_rand_r_py ##############################################...
bsd-3-clause
Clyde-fare/scikit-learn
examples/mixture/plot_gmm_pdf.py
284
1528
""" ============================================= Density Estimation for a mixture of Gaussians ============================================= Plot the density estimation of a mixture of two Gaussians. Data is generated from two Gaussians with different centers and covariance matrices. """ import numpy as np import ma...
bsd-3-clause
ZenDevelopmentSystems/scikit-learn
examples/classification/plot_digits_classification.py
289
2397
""" ================================ Recognizing hand-written digits ================================ An example showing how the scikit-learn can be used to recognize images of hand-written digits. This example is commented in the :ref:`tutorial section of the user manual <introduction>`. """ print(__doc__) # Autho...
bsd-3-clause
tejasnikumbh/AllSAT
lib/python2.7/site-packages/numpy/core/tests/test_multiarray.py
23
175667
from __future__ import division, absolute_import, print_function import tempfile import sys import os import shutil import warnings import operator import io if sys.version_info[0] >= 3: import builtins else: import __builtin__ as builtins from decimal import Decimal import numpy as np from nose import SkipT...
mit
bhargav/scikit-learn
sklearn/preprocessing/tests/test_data.py
6
59260
# Authors: # # Giorgio Patrini # # License: BSD 3 clause import warnings import numpy as np import numpy.linalg as la from scipy import sparse from distutils.version import LooseVersion from sklearn.externals.six import u from sklearn.utils import gen_batches from sklearn.utils.testing import assert_almost...
bsd-3-clause
zhenv5/scikit-learn
benchmarks/bench_plot_neighbors.py
287
6433
""" Plot the scaling of the nearest neighbors algorithms with k, D, and N """ from time import time import numpy as np import pylab as pl from matplotlib import ticker from sklearn import neighbors, datasets def get_data(N, D, dataset='dense'): if dataset == 'dense': np.random.seed(0) return np....
bsd-3-clause
glouppe/scikit-learn
sklearn/neural_network/tests/test_rbm.py
225
6278
import sys import re import numpy as np from scipy.sparse import csc_matrix, csr_matrix, lil_matrix from sklearn.utils.testing import (assert_almost_equal, assert_array_equal, assert_true) from sklearn.datasets import load_digits from sklearn.externals.six.moves import cStringIO as ...
bsd-3-clause
dkasak/pacal
pacal/utils.py
1
22224
# PaCal - the probabilistic calculator # Copyright (C) 2009 Szymon Jaroszewicz, Marcin Korzen # # 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, o...
gpl-3.0
PythonCharmers/bokeh
examples/plotting/file/unemployment.py
46
1846
from collections import OrderedDict import numpy as np from bokeh.plotting import ColumnDataSource, figure, show, output_file from bokeh.models import HoverTool from bokeh.sampledata.unemployment1948 import data # Read in the data with pandas. Convert the year column to string data['Year'] = [str(x) for x in data['Y...
bsd-3-clause
huzq/scikit-learn
sklearn/neighbors/tests/test_dist_metrics.py
5
6349
import itertools import pickle import numpy as np from numpy.testing import assert_array_almost_equal import pytest from scipy.spatial.distance import cdist from sklearn.neighbors import DistanceMetric from sklearn.neighbors import BallTree from sklearn.utils import check_random_state from sklearn.utils._testing imp...
bsd-3-clause
kenshay/ImageScript
ProgramData/SystemFiles/Python/Lib/site-packages/dask/dataframe/tests/test_reshape.py
2
9042
import numpy as np import pandas as pd import pandas.util.testing as tm import pytest import dask.dataframe as dd from dask.dataframe.utils import assert_eq, make_meta, PANDAS_VERSION skip_if_no_get_dummies_sparse = pytest.mark.skipif(PANDAS_VERSION < '0.23.0', rea...
gpl-3.0
Haunter17/MIR_SU17
exp1/exp1g.py
1
252251
import numpy as np import tensorflow as tf import h5py from sklearn.preprocessing import OneHotEncoder import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt import time startTime = time.time() print('==> Experiment 1g') def loadData(filepath): print('==> Loading data from {}'.format(filepath)) f...
mit
squirrelo/qiita
qiita_pet/handlers/study_handlers/tests/test_artifact.py
1
7373
# ----------------------------------------------------------------------------- # Copyright (c) 2014--, The Qiita Development Team. # # Distributed under the terms of the BSD 3-clause License. # # The full license is in the file LICENSE, distributed with this software. # ------------------------------------------------...
bsd-3-clause
gpersistence/tstop
scripts/simple_time_series_plotter.py
1
1050
#TSTOP # #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. # #This program is distributed in the hope that it will be useful, ...
gpl-3.0
tomvansteijn/openradar
setup.py
1
2099
from setuptools import setup version = '0.5.dev0' long_description = '\n\n'.join([ open('README.rst').read(), open('CHANGES.rst').read(), ]) install_requires = [ 'Pillow', 'celery', 'celery[redis]', 'gdal', 'h5py>=2.3.1', 'matplotlib', 'numpy', 'pandas', 'psycopg2', ...
gpl-3.0
lekshmideepu/nest-simulator
pynest/nest/lib/hl_api_spatial.py
11
45204
# -*- coding: utf-8 -*- # # hl_api_spatial.py # # This file is part of NEST. # # Copyright (C) 2004 The NEST Initiative # # NEST is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 2 of the License,...
gpl-2.0
buddyd16/Structural-Engineering
Code/snow_drift_by_polygons.py
1
29825
''' BSD 3-Clause License Copyright (c) 2019, Donald N. Bockoven III All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this l...
bsd-3-clause
NDKoehler/DataScienceBowl2017_7th_place
dsb3_networks/classification/resnet2D_0.7res_100/config_2Dfinal.py
1
3207
from collections import defaultdict from datetime import datetime import json import tensorflow as tf import os, sys import pandas as pd #config dic H = defaultdict(lambda: None) #All possible config options: H['optimizer'] = 'MomentumOptimizer'#'RMSPropOptimizer' H['learning_rate'] = 0.001 H['momentum'] = 0.9 #0.9...
mit
scimusmn/energy_tools
graph.py
1
1696
"""Graph CSV energy data Usage: graph.py <input_file> graph.py (-h | --help) graph.py --version Options: -h --help Show this help. --version Show version number. """ from docopt import docopt import csv import matplotlib.pyplot as plt import matplotlib.dates as mdates import dateutil def ...
mit
kashif/scikit-learn
sklearn/ensemble/tests/test_iforest.py
19
6625
""" Testing for Isolation Forest algorithm (sklearn.ensemble.iforest). """ # Authors: Nicolas Goix <nicolas.goix@telecom-paristech.fr> # Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr> # License: BSD 3 clause import numpy as np from sklearn.utils.testing import assert_array_equal from sklearn....
bsd-3-clause
fridewald/QEdark_1k
tools/bandsndos/bandsndos_Ge.py
4
20068
# # Adrian Soto # 22-12-2014 # Stony Brook University # ################################################ # Plot band structure and DOS from the # output of the bands.x program in the # Quantum Espresso package. # # Features: # 1) Allows for scissor correction (band shift) # 2) # ###################################...
gpl-2.0
grehx/spark-tk
regression-tests/sparktkregtests/testcases/scoretests/logistic_regression_test.py
1
2428
# vim: set encoding=utf-8 # Copyright (c) 2016 Intel Corporation  # # 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
fredhusser/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
wangzw/tushare
tushare/stock/reference.py
27
25190
# -*- coding:utf-8 -*- """ 投资参考数据接口 Created on 2015/03/21 @author: Jimmy Liu @group : waditu @contact: jimmysoa@sina.cn """ from __future__ import division from tushare.stock import cons as ct from tushare.stock import ref_vars as rv from tushare.util import dateu as dt import pandas as pd import time i...
bsd-3-clause
panmari/tensorflow
tensorflow/contrib/skflow/python/skflow/io/data_feeder.py
1
15959
"""Implementations of different data feeders to provide data for TF trainer.""" # Copyright 2015-present 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 Li...
apache-2.0
abali96/Shapely
docs/code/convex_hull.py
6
1191
from matplotlib import pyplot from shapely.geometry import MultiPoint from descartes.patch import PolygonPatch from figures import SIZE fig = pyplot.figure(1, figsize=SIZE, dpi=90) fig.set_frameon(True) # 1 ax = fig.add_subplot(121) points2 = MultiPoint([(0, 0), (2, 2)]) for p in points2: ax.plot(p.x, p.y, 'o'...
bsd-3-clause
sinhrks/scikit-learn
sklearn/feature_extraction/tests/test_feature_hasher.py
258
2861
from __future__ import unicode_literals import numpy as np from sklearn.feature_extraction import FeatureHasher from nose.tools import assert_raises, assert_true from numpy.testing import assert_array_equal, assert_equal def test_feature_hasher_dicts(): h = FeatureHasher(n_features=16) assert_equal("dict",...
bsd-3-clause
paninski-lab/yass
src/yass/pd_split.py
1
20722
import logging import os import numpy as np import torch from tqdm import tqdm from sklearn.decomposition import PCA from sklearn.mixture import GaussianMixture from diptest import diptest as dp import yass from yass import read_config from yass.reader import READER from yass.residual.residual_gpu import RESIDUAL_GPU...
apache-2.0
gfyoung/pandas
pandas/tests/frame/methods/test_quantile.py
1
18363
import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd from pandas import DataFrame, Series, Timestamp import pandas._testing as tm pytestmark = td.skip_array_manager_not_yet_implemented class TestDataFrameQuantile: @pytest.mark.parametrize( "df,expected", ...
bsd-3-clause
clemkoa/scikit-learn
examples/linear_model/plot_theilsen.py
76
3848
""" ==================== Theil-Sen Regression ==================== Computes a Theil-Sen Regression on a synthetic dataset. See :ref:`theil_sen_regression` for more information on the regressor. Compared to the OLS (ordinary least squares) estimator, the Theil-Sen estimator is robust against outliers. It has a breakd...
bsd-3-clause
skyie/codecomplete
src/python/visualize/xsl_tool.py
1
1406
#!/usr/bin/env python # -*- coding: utf-8 -*- import matplotlib.pyplot as plt import numpy as np from xlrd import open_workbook class XslTool(object): def __init__(self): pass @classmethod def read(cls, filepath): u""" 关于ASCII,unicode,UTF-8编码关系 htt...
apache-2.0
TheGrimmScientist/pyDAEDALUS
Automated_Design/dna_info.py
1
26100
import math from copy import deepcopy import mpmath import numpy as np from Automated_Design.constants import VERMILLION, REDPURPLE, WHITE, BLU, ORANG from Automated_Design.util import intersect_lists # parameters d = 3.4 # angstroms, distance between two nucleotides IHD = 20 # angstroms, inter-helical distance r...
mit