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jrdurrant/insect_analysis
vision/io_functions.py
3
1853
import csv import glob import os import sys import skimage.io import matplotlib.pyplot as plt import numpy as np def read_image(filename, **kwargs): return plt.imread(filename, **kwargs)[:, :, :3] def write_image(filename, image, **kwargs): if image.dtype.type == np.bool_: image_out = 255 * image ...
gpl-2.0
QuantSoftware/QuantSoftwareToolkit
QSTK/qstkutil/DataAccess.py
4
39833
''' (c) 2011, 2012 Georgia Tech Research Corporation This source code is released under the New BSD license. Please see http://wiki.quantsoftware.org/index.php?title=QSTK_License for license details. Created on Jan 15, 2013 @author: Sourabh Bajaj @contact: sourabhbajaj@gatech.edu @summary: Data Access python library...
bsd-3-clause
pp-mo/iris
docs/iris/example_code/Meteorology/deriving_phenomena.py
2
3148
""" Deriving Exner Pressure and Air Temperature =========================================== This example shows some processing of cubes in order to derive further related cubes; in this case the derived cubes are Exner pressure and air temperature which are calculated by combining air pressure, air potential temperatu...
lgpl-3.0
unnikrishnankgs/va
venv/lib/python3.5/site-packages/mpl_toolkits/exceltools.py
10
3958
""" Some io tools for excel -- requires xlwt Example usage: import matplotlib.mlab as mlab import mpl_toolkits.exceltools as exceltools r = mlab.csv2rec('somefile.csv', checkrows=0) formatd = dict( weight = mlab.FormatFloat(2), change = mlab.FormatPercent(2), cost = mlab.Fo...
bsd-2-clause
akrherz/dep
scripts/util/compare_precip.py
2
4239
"""Something precip related.""" import datetime import pandas as pd from pandas.io.sql import read_sql import matplotlib.pyplot as plt from pyiem.network import Table as NetworkTable from pyiem.plot import MapPlot from pyiem.util import get_dbconn, mm2inch def two(year): """Compare yearly totals in a scatter plo...
mit
jm-begon/scikit-learn
examples/missing_values.py
233
3056
""" ====================================================== 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
ycaihua/scikit-learn
sklearn/metrics/cluster/__init__.py
312
1322
""" The :mod:`sklearn.metrics.cluster` submodule contains evaluation metrics for cluster analysis results. There are two forms of evaluation: - supervised, which uses a ground truth class values for each sample. - unsupervised, which does not and measures the 'quality' of the model itself. """ from .supervised import ...
bsd-3-clause
nikhilgahlawat/ThinkStats2
code/thinkplot.py
75
18140
"""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 math import matplotlib import matplotlib.pyplot as pyplot import numpy as...
gpl-3.0
matthiaskoenig/sbmlutils
src/sbmlutils/test/manipulation/test_interpolation.py
1
1441
"""Test interpolation.""" from pathlib import Path import pandas as pd import pytest import roadrunner from sbmlutils.manipulation import interpolation as ip from sbmlutils.manipulation.interpolation_example import interpolation_example x = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0] y = [0.0, 2.0, 1.0, 1.5, 2.5, 3.5] z = [10.0...
lgpl-3.0
anntzer/scikit-learn
sklearn/decomposition/tests/test_incremental_pca.py
12
14865
"""Tests for Incremental PCA.""" import numpy as np import pytest from sklearn.utils._testing import assert_almost_equal from sklearn.utils._testing import assert_array_almost_equal from sklearn.utils._testing import assert_allclose_dense_sparse from sklearn import datasets from sklearn.decomposition import PCA, Incr...
bsd-3-clause
michaelaye/scikit-image
doc/examples/plot_edge_filter.py
14
2258
""" ============== Edge operators ============== Edge operators are used in image processing within edge detection algorithms. They are discrete differentiation operators, computing an approximation of the gradient of the image intensity function. """ import numpy as np import matplotlib.pyplot as plt from skimage.d...
bsd-3-clause
mahak/spark
python/pyspark/pandas/data_type_ops/datetime_ops.py
5
4999
# # Licensed to the Apache Software Foundation (ASF) under one or more # contributor license agreements. See the NOTICE file distributed with # this work for additional information regarding copyright ownership. # The ASF licenses this file to You under the Apache License, Version 2.0 # (the "License"); you may not us...
apache-2.0
ajylee/gpaw-rtxs
gpaw/test/ut_tddft.py
1
11101
#!/usr/bin/env python import os, sys, time import numpy as np try: # Matplotlib is not a dependency import matplotlib as mpl mpl.use('Agg') # force the antigrain backend except (ImportError, RuntimeError): mpl = None from ase import Atoms from ase.structure import molecule from ase.parallel import p...
gpl-3.0
ibis-project/ibis
ibis/backends/pandas/execution/window.py
1
16879
"""Code for computing window functions with ibis and pandas.""" import functools import operator import re from typing import Any, List, NoReturn, Optional, Union import pandas as pd import toolz from pandas.core.groupby import SeriesGroupBy import ibis.common.exceptions as com import ibis.expr.operations as ops imp...
apache-2.0
Iecom-Lab/aps2016
_exp_weibull_phase_plots.py
1
1316
import numpy as np import matplotlib.pyplot as plt from exp_weibull import phase_pdf from exp_weibull import phase_hist Omega = 1.0 alpha = 1.0 K = 1000000 t1 = np.linspace(0, 2 * np.pi / alpha, 1000) graph = plt.gca(projection='polar') graph.axes.get_yaxis().set_ticks([]) for m in [1.0, 1.25, 1.5, 1.8, 2.3, 3.0, 4....
mit
sanchestm/mitotic-index-calc
dev python code/texture.py
1
1562
import matplotlib.pyplot as plt import numpy as np from skimage.feature import greycomatrix, greycoprops from scipy import misc from skimage import exposure def texture(img): def local(image, value): a = np.where(image == value) minimum = np.array([(a[0][i]-55)**2 + (a[1][i]-55)**2 for i in range(l...
mit
fredhusser/scikit-learn
examples/neighbors/plot_nearest_centroid.py
264
1804
""" =============================== Nearest Centroid Classification =============================== Sample usage of Nearest Centroid classification. It will plot the decision boundaries for each class. """ print(__doc__) import numpy as np import matplotlib.pyplot as plt from matplotlib.colors import ListedColormap f...
bsd-3-clause
magnastrazh/NEUCOGAR
nest/noradrenaline/nest-2.10.0/pynest/nest/voltage_trace.py
12
6711
# -*- coding: utf-8 -*- # # voltage_trace.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
hitszxp/scikit-learn
examples/cluster/plot_lena_compress.py
271
2229
#!/usr/bin/python # -*- coding: utf-8 -*- """ ========================================================= Vector Quantization Example ========================================================= The classic image processing example, Lena, an 8-bit grayscale bit-depth, 512 x 512 sized image, is used here to illustrate how ...
bsd-3-clause
daniel-muthukrishna/DASH
astrodash/restore_model.py
1
5185
import os import pickle from astrodash.input_spectra import * from astrodash.multilayer_convnet import convnet_variables try: import tensorflow.compat.v1 as tf tf.disable_v2_behavior() except ModuleNotFoundError: import tensorflow as tf def get_training_parameters(data_files='models_v06'): scriptDire...
mit
LiaoPan/scikit-learn
examples/bicluster/plot_spectral_coclustering.py
276
1736
""" ============================================== A demo of the Spectral Co-Clustering algorithm ============================================== This example demonstrates how to generate a dataset and bicluster it using the the Spectral Co-Clustering algorithm. The dataset is generated using the ``make_biclusters`` f...
bsd-3-clause
unicef/rhizome
rhizome/api/resources/date_datapoint.py
1
11561
from tastypie import fields from tastypie.resources import ALL from pandas import DataFrame from rhizome.api.serialize import CustomSerializer from rhizome.api.resources.base_model import BaseModelResource from rhizome.api.exceptions import RhizomeApiException from rhizome.models.location_models import Location, Locat...
agpl-3.0
dials/dials
algorithms/indexing/nearest_neighbor.py
1
5934
import math class NeighborAnalysis: def __init__( self, reflections, step_size=45, tolerance=1.5, max_height_fraction=0.25, percentile=None, histogram_binning="linear", nn_per_bin=5, ): self.tolerance = tolerance # Margin of error for ma...
bsd-3-clause
energy725/eecom
eecom/point.py
1
2648
import pandas as pd from pandas import Series from pandas.tseries.index import DatetimeIndex class Point(object): """ The basic representation unit of energy data, usually refers to monitoring or measurement point of meters or sensors. """ def __init__(self, data, p_name=None, p_type='cumulative'...
mit
jmschrei/scikit-learn
sklearn/metrics/tests/test_classification.py
20
50188
from __future__ import division, print_function import numpy as np from scipy import linalg from functools import partial from itertools import product import warnings from sklearn import datasets from sklearn import svm from sklearn.datasets import make_multilabel_classification from sklearn.preprocessing import la...
bsd-3-clause
MSeifert04/astropy
astropy/visualization/tests/test_norm.py
3
9643
# Licensed under a 3-clause BSD style license - see LICENSE.rst import pytest import numpy as np from numpy import ma from numpy.testing import assert_allclose, assert_equal from astropy.visualization.mpl_normalize import ImageNormalize, simple_norm, imshow_norm from astropy.visualization.interval import ManualInterv...
bsd-3-clause
tensorflow/estimator
tensorflow_estimator/python/estimator/canned/v1/linear_testing_utils_v1.py
1
91108
# 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
bnaul/scikit-learn
benchmarks/bench_plot_incremental_pca.py
40
5977
""" ======================== IncrementalPCA benchmark ======================== Benchmarks for IncrementalPCA """ import numpy as np import gc from time import time from collections import defaultdict import matplotlib.pyplot as plt from sklearn.datasets import fetch_lfw_people from sklearn.decomposition import Incre...
bsd-3-clause
chase-qi/workload-automation
wlauto/utils/doc.py
4
10459
# Copyright 2014-2015 ARM Limited # # 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 w...
apache-2.0
aflaxman/scikit-learn
examples/ensemble/plot_adaboost_multiclass.py
38
4126
""" ===================================== Multi-class AdaBoosted Decision Trees ===================================== This example reproduces Figure 1 of Zhu et al [1]_ and shows how boosting can improve prediction accuracy on a multi-class problem. The classification dataset is constructed by taking a ten-dimensional...
bsd-3-clause
yu4u/age-gender-estimation
utkface/detect_face_regions.py
1
1422
import argparse from pathlib import Path from tqdm import tqdm import pandas as pd import cv2 import dlib def get_args(): parser = argparse.ArgumentParser(description="This script detect faces using dlib and save detected face rects", formatter_class=argparse.ArgumentDefaultsH...
mit
sumspr/scikit-learn
sklearn/preprocessing/data.py
113
56747
# Authors: Alexandre Gramfort <alexandre.gramfort@inria.fr> # Mathieu Blondel <mathieu@mblondel.org> # Olivier Grisel <olivier.grisel@ensta.org> # Andreas Mueller <amueller@ais.uni-bonn.de> # Eric Martin <eric@ericmart.in> # License: BSD 3 clause from itertools import chain, combina...
bsd-3-clause
devanshdalal/scikit-learn
examples/linear_model/plot_theilsen.py
100
3846
""" ==================== 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
rsivapr/scikit-learn
sklearn/utils/tests/test_extmath.py
4
12928
# Authors: Olivier Grisel <olivier.grisel@ensta.org> # Mathieu Blondel <mathieu@mblondel.org> # Denis Engemann <d.engemann@fz-juelich.de> # # License: BSD 3 clause import warnings import numpy as np from scipy import sparse from scipy import linalg from scipy import stats from sklearn.utils.testing i...
bsd-3-clause
cojacoo/echoRD_model
echoRD/partdyn_d2.py
1
43305
# coding=utf-8 import numpy as np import scipy as sp import matplotlib.pyplot as plt import scipy.constants as const import scipy.ndimage as spn import dataread as dr import vG_conv as vG #particle dynamics #macropore mc.soilmatrix interaction def cellgrid(lat,z,mc): '''Calculate cell number from given position o...
gpl-3.0
victorbergelin/scikit-learn
sklearn/tests/test_common.py
127
7665
""" General tests for all estimators in sklearn. """ # Authors: Andreas Mueller <amueller@ais.uni-bonn.de> # Gael Varoquaux gael.varoquaux@normalesup.org # License: BSD 3 clause from __future__ import print_function import os import warnings import sys import pkgutil from sklearn.externals.six import PY3 fr...
bsd-3-clause
hsuantien/scikit-learn
examples/svm/plot_separating_hyperplane_unbalanced.py
329
1850
""" ================================================= SVM: Separating hyperplane for unbalanced classes ================================================= Find the optimal separating hyperplane using an SVC for classes that are unbalanced. We first find the separating plane with a plain SVC and then plot (dashed) the ...
bsd-3-clause
Benedicto/ML-Learning
em_utilities.py
7
5273
from scipy.sparse import csr_matrix from scipy.sparse import spdiags from scipy.stats import multivariate_normal import graphlab import numpy as np import sys import time from copy import deepcopy from sklearn.metrics import pairwise_distances from sklearn.preprocessing import normalize def sframe_to_scipy(x, column_n...
gpl-3.0
lconceicao/son-cli
src/son/monitor/profiler.py
3
27754
""" Copyright (c) 2015 SONATA-NFV ALL RIGHTS RESERVED. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in...
apache-2.0
myron0330/caching-research
section_cmab/simulation/simu_mem_comp.py
1
6851
# -*- coding: UTF-8 -*- # **********************************************************************************# # File: # **********************************************************************************# from __future__ import division import pickle from collections import OrderedDict from os import listdir impor...
mit
eickenberg/scikit-learn
examples/applications/wikipedia_principal_eigenvector.py
41
7742
""" =============================== Wikipedia principal eigenvector =============================== A classical way to assert the relative importance of vertices in a graph is to compute the principal eigenvector of the adjacency matrix so as to assign to each vertex the values of the components of the first eigenvect...
bsd-3-clause
zrisher/webapp-public
webapp/apps/taxbrain/tasks.py
4
2624
import taxcalc import pandas as pd import os import json from taxcalc import * import dropq from celery import Celery import time import boto from boto.s3.connection import S3Connection import os from .helpers import * AWS_KEY_ID = os.environ['AWS_KEY_ID'] AWS_SECRET_ID = os.environ['AWS_SECRET_ID'] NUM_BUDGET_YEAR...
mit
hstorm/nn_spatial
src/models/run00_003.py
1
1986
#%% from importlib import reload import Model reload(Model) from Model import Model import ModRun reload(ModRun) from ModRun import Run import numpy as np import pandas as pd from keras.models import Sequential from keras.layers import Dense, Dropout, Activation from keras.optimizers import SGD,RMSprop from sklea...
mit
blbarker/spark-tk
regression-tests/sparktkregtests/testcases/models/linear_regression_test.py
10
6006
# 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
cloudera/ibis
ibis/backends/pandas/execution/window.py
1
15409
"""Code for computing window functions with ibis and pandas.""" import functools import operator import re from typing import Any, List, NoReturn, Optional import pandas as pd import toolz from pandas.core.groupby import SeriesGroupBy import ibis.common.exceptions as com import ibis.expr.operations as ops import ibi...
apache-2.0
Chuban/moose
python/peacock/PostprocessorViewer/plugins/LineGroupWidget.py
4
12247
import collections from PyQt5 import QtCore, QtWidgets from LineSettingsWidget import LineSettingsWidget import peacock import mooseutils class LineGroupWidget(peacock.base.MooseWidget, QtWidgets.QGroupBox): """ A GroupBox containing the artist toggles for each postprocessor in the supplied data object. ...
lgpl-2.1
allenlavoie/tensorflow
tensorflow/contrib/learn/python/learn/estimators/dnn_linear_combined_test.py
30
70017
# 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
flightgong/scikit-learn
sklearn/tests/test_hmm.py
31
28118
from __future__ import print_function import numpy as np from numpy.testing import assert_array_equal, assert_array_almost_equal from unittest import TestCase from sklearn.datasets.samples_generator import make_spd_matrix from sklearn import hmm from sklearn import mixture from sklearn.utils.extmath import logsumexp ...
bsd-3-clause
quantumlib/Cirq
cirq-google/cirq_google/calibration/xeb_wrapper_test.py
1
4677
# Copyright 2021 The Cirq Developers # # 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 # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in ...
apache-2.0
astroJeff/dart_board
dart_board/plot_system_evolution.py
1
10918
import numpy as np import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt import matplotlib.gridspec as gridspec import matplotlib.patches as mpatches from .utils import A_to_P, P_to_A N_times = 500 # Colors C0 = 'C0' C1 = 'C1' def func_Roche_radius(M1, M2, A): """ Get Roche lobe radius (Egg...
mit
youprofit/scikit-image
doc/examples/plot_register_translation.py
14
2463
""" ===================================== Cross-Correlation (Phase Correlation) ===================================== In this example, we use phase correlation to identify the relative shift between two similar-sized images. The ``register_translation`` function uses cross-correlation in Fourier space, optionally emp...
bsd-3-clause
shahankhatch/scikit-learn
examples/applications/plot_tomography_l1_reconstruction.py
204
5442
""" ====================================================================== Compressive sensing: tomography reconstruction with L1 prior (Lasso) ====================================================================== This example shows the reconstruction of an image from a set of parallel projections, acquired along dif...
bsd-3-clause
jakobworldpeace/scikit-learn
sklearn/feature_selection/variance_threshold.py
123
2572
# Author: Lars Buitinck # License: 3-clause BSD import numpy as np from ..base import BaseEstimator from .base import SelectorMixin from ..utils import check_array from ..utils.sparsefuncs import mean_variance_axis from ..utils.validation import check_is_fitted class VarianceThreshold(BaseEstimator, SelectorMixin): ...
bsd-3-clause
louispotok/pandas
pandas/core/indexes/accessors.py
2
10282
""" datetimelike delegation """ import numpy as np from pandas.core.dtypes.generic import ABCSeries from pandas.core.dtypes.common import ( is_period_arraylike, is_datetime_arraylike, is_integer_dtype, is_datetime64_dtype, is_datetime64tz_dtype, is_timedelta64_dtype, is_categorical_dtype, is_list_...
bsd-3-clause
waterponey/scikit-learn
sklearn/preprocessing/tests/test_data.py
15
61914
# 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.utils import gen_batches from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing im...
bsd-3-clause
wazeerzulfikar/scikit-learn
examples/ensemble/plot_adaboost_multiclass.py
354
4124
""" ===================================== Multi-class AdaBoosted Decision Trees ===================================== This example reproduces Figure 1 of Zhu et al [1] and shows how boosting can improve prediction accuracy on a multi-class problem. The classification dataset is constructed by taking a ten-dimensional ...
bsd-3-clause
nelson-liu/scikit-learn
sklearn/decomposition/base.py
313
5647
"""Principal Component Analysis Base Classes""" # Author: Alexandre Gramfort <alexandre.gramfort@inria.fr> # Olivier Grisel <olivier.grisel@ensta.org> # Mathieu Blondel <mathieu@mblondel.org> # Denis A. Engemann <d.engemann@fz-juelich.de> # Kyle Kastner <kastnerkyle@gmail.com> # # Licen...
bsd-3-clause
ChanderG/scikit-learn
sklearn/covariance/tests/test_graph_lasso.py
272
5245
""" Test the graph_lasso module. """ import sys import numpy as np from scipy import linalg from sklearn.utils.testing import assert_array_almost_equal from sklearn.utils.testing import assert_array_less from sklearn.covariance import (graph_lasso, GraphLasso, GraphLassoCV, empirical_...
bsd-3-clause
pombredanne/dask
dask/dataframe/tests/test_io.py
1
25136
import gzip import pandas as pd import numpy as np import pandas.util.testing as tm import os import dask from operator import getitem import pytest from toolz import valmap import tempfile import shutil from time import sleep import threading import dask.array as da import dask.dataframe as dd from dask.dataframe.io ...
bsd-3-clause
G-Node/nix-demo
utils/video_player.py
1
3613
# !/usr/bin/env python # -*- coding: utf-8 -*- from __future__ import print_function, division import nixio as nix import math import cv2 import numpy as np import matplotlib.pyplot as plt import matplotlib.animation as animation import matplotlib matplotlib.use('TkAgg') class Playback(object): def __init__...
bsd-3-clause
kklmn/xrt
examples/withRaycing/11_Waves/waveGrating.py
1
27261
# -*- coding: utf-8 -*- r""" .. !!! select one of the three functions to run at the very bottom !!! .. _gratingDiffraction: Diffraction from grating ------------------------ Various gratings described in [Boots]_ have been tested with xrt for diffraction efficiency. The efficiency curves in [Boots]_ were calculated...
mit
5GExchange/mapping
simulation/create_plots.py
1
52735
#!/usr/bin/python import matplotlib.pyplot as plt from matplotlib import * import sys, getopt import copy import time import datetime import random import sys import os import statistics def get_data(file_list, start, finish, nice, count_vnf, stat_file, return_stat_refused=False): mapped_reqs, runnin...
apache-2.0
xavierwu/scikit-learn
sklearn/decomposition/tests/test_nmf.py
47
8566
import numpy as np from scipy import linalg from sklearn.decomposition import nmf from scipy.sparse import csc_matrix from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_false from sklearn.utils.testing import assert_raise_message from sklearn.utils.testing import assert_array_almost...
bsd-3-clause
rallured/PyXFocus
examples/axro/WSverify.py
1
7501
import traces.PyTrace as PT import numpy as np import traces.conicsolve as con import sys,pdb import matplotlib.pyplot as plt def traceChaseParam(num,psi,theta,alpha,L1,z0,bestFocus=False,chaseFocus=False): """Trace a WS mirror pair using the parameters in Eq. 13 of Chase & VanSpeybroeck Return the RMS rad...
mit
jinzishuai/learn2deeplearn
deeplearning.ai/C1.NN_DL/week2/Logistic+Regression+with+a+Neural+Network+mindset+v4.py
1
29517
# coding: utf-8 # # Logistic Regression with a Neural Network mindset # # Welcome to your first (required) programming assignment! You will build a logistic regression classifier to recognize cats. This assignment will step you through how to do this with a Neural Network mindset, and so will also hone your intuiti...
gpl-3.0
d-grossman/magichour
deprecated/StringKernel/kernel_kmeans.py
2
4996
"""Kernel K-means""" # Author: Mathieu Blondel <mathieu@mblondel.org> # License: BSD 3 clause import logging import numpy as np import time from sklearn.base import BaseEstimator, ClusterMixin from sklearn.metrics.pairwise import pairwise_kernels from sklearn.utils import check_random_state logger = logging.getLogg...
apache-2.0
IndraVikas/scikit-learn
sklearn/tests/test_qda.py
155
3481
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_true from sklearn.utils.testing import assert_greater from sklearn.utils.testing import assert_raises from sklearn.utils.testing import ignore_war...
bsd-3-clause
jmmease/pandas
pandas/tests/indexes/test_range.py
3
35978
# -*- coding: utf-8 -*- import pytest from datetime import datetime from itertools import combinations import operator from pandas.compat import range, u, PY3 import numpy as np from pandas import (isna, notna, Series, Index, Float64Index, Int64Index, RangeIndex) import pandas.util.testing as ...
bsd-3-clause
ksk5429/ksk5429.github.io
DBNanoServer/demo.py
3
2488
# -*- coding: utf-8 -*- """ Demo for DBNanoServer """ import requests import json import numpy as np import datetime import matplotlib.pyplot as plt def main(): # Generate a sine and cosine wave Fs = 800 f = 60 sample = 50 x = np.arange(sample) y_sin = np.sin(2 * np.pi * f * x / Fs) y_...
apache-2.0
timsnyder/bokeh
bokeh/util/sampledata.py
1
7454
#----------------------------------------------------------------------------- # Copyright (c) 2012 - 2019, Anaconda, Inc., and Bokeh Contributors. # All rights reserved. # # The full license is in the file LICENSE.txt, distributed with this software. #-------------------------------------------------------------------...
bsd-3-clause
Martin09/E-BeamPatterns
111 Wafers - 1.2cm Triangles/111A Nanowires/v1.0/gdsCAD_v045/core.py
4
74577
# -*- coding: utf-8 -*- """ The primary geometry elements, layout and organization classes. The objects found here are intended to correspond directly to elements found in the GDSII specification. The fundamental gdsCAD object is the Layout, which contains all the information to be sent to the mask shop. A Layout can...
gpl-3.0
has2k1/plotnine
plotnine/themes/theme_xkcd.py
1
3535
from copy import copy, deepcopy from matplotlib import patheffects from .elements import (element_line, element_rect, element_blank, element_text) from .theme import theme from .theme_gray import theme_gray class theme_xkcd(theme_gray): """ xkcd theme Parameters ---------- ...
gpl-2.0
guorendong/iridium-browser-ubuntu
native_client/buildbot/buildbot_pnacl.py
2
10251
#!/usr/bin/python # Copyright (c) 2013 The Native Client Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import os import sys from buildbot_lib import ( BuildContext, BuildStatus, Command, ParseStandardCommandLine, RemoveScons...
bsd-3-clause
GCerar/PythonTecaj
LTFE/staticne_slike.py
1
3336
from PIL import Image, ImageEnhance, ImageOps import matplotlib as mpl import matplotlib.pyplot as plt def histogram(slika, pokazi=True): """Izriše histogram za dano sliko. Ta je lahko sivinska ali barvna. Args: slika (object): PIL/Pillow objekt pokazi (bool): Če želimo takoj videti graf. (De...
mit
boomsbloom/dtm-fmri
DTM/for_gensim/lib/python2.7/site-packages/sklearn/model_selection/_validation.py
5
36967
""" The :mod:`sklearn.model_selection._validation` module includes classes and functions to validate the model. """ # Author: Alexandre Gramfort <alexandre.gramfort@inria.fr>, # Gael Varoquaux <gael.varoquaux@normalesup.org>, # Olivier Grisel <olivier.grisel@ensta.org> # License: BSD 3 clause from __...
mit
mlyundin/scikit-learn
examples/cluster/plot_dict_face_patches.py
337
2747
""" Online learning of a dictionary of parts of faces ================================================== This example uses a large dataset of faces to learn a set of 20 x 20 images patches that constitute faces. From the programming standpoint, it is interesting because it shows how to use the online API of the sciki...
bsd-3-clause
jdmcbr/geopandas
geopandas/tools/geocoding.py
2
5897
from collections import defaultdict import time import pandas as pd from shapely.geometry import Point import geopandas def _get_throttle_time(provider): """ Amount of time to wait between requests to a geocoding API, for providers that specify rate limits in their terms of service. """ import ...
bsd-3-clause
UBOdin/jitd-synthesis
treetoaster_scripts/generate_graphs_11_13.py
1
8921
import gzip import json import sys import os import io import copy import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np import matplotlib.patches as mpatches import math from matplotlib.patches import Patch from matplotlib.lines import Line2D runcount = 10 #xdim = 22 #ydim = 12 #xdim = 10 #...
apache-2.0
simongibbons/numpy
numpy/core/numeric.py
3
72030
import functools import itertools import operator import sys import warnings import numbers import numpy as np from . import multiarray from .multiarray import ( _fastCopyAndTranspose as fastCopyAndTranspose, ALLOW_THREADS, BUFSIZE, CLIP, MAXDIMS, MAY_SHARE_BOUNDS, MAY_SHARE_EXACT, RAISE, WRAP, arange, arr...
bsd-3-clause
ustroetz/python-osrm
tests.py
1
27075
# -*- coding: utf-8 -*- import unittest try: from unittest import mock except: import mock try: from urllib.request import URLError except: from urllib2 import URLError from pandas import DataFrame from geopandas import GeoDataFrame import numpy import os import osrm class MockReadable: def __i...
mit
ky822/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
maximus009/kaggle-galaxies
try_convnet_cc_multirotflip_3x69r45_8433n_maxout2048_extradense_pysex.py
7
17687
import numpy as np # import pandas as pd import theano import theano.tensor as T import layers import cc_layers import custom import load_data import realtime_augmentation as ra import time import csv import os import cPickle as pickle from datetime import datetime, timedelta # import matplotlib.pyplot as plt # plt.i...
bsd-3-clause
Pedals2Paddles/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
vortex-ape/scikit-learn
examples/applications/plot_topics_extraction_with_nmf_lda.py
39
4820
""" ======================================================================================= Topic extraction with Non-negative Matrix Factorization and Latent Dirichlet Allocation ======================================================================================= This is an example of applying :class:`sklearn.deco...
bsd-3-clause
erdc-cm/air-water-vv
3d/floating_bar/suboff.py
2
16114
#! /usr/bin/env python import proteus from proteus import Domain import numpy def discretize_yz_plane(y,z,r,theta): y[:] = r*numpy.cos(theta) z[:] = r*numpy.sin(theta) def test_cylinder(nx,ntheta): """ work on building mesh of a cylinder """ from math import sqrt,pow,pi import n...
mit
blbarker/spark-tk
regression-tests/sparktkregtests/testcases/models/naive_bayes_test.py
10
6233
# 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
haudren/scipy
scipy/stats/_binned_statistic.py
28
25272
from __future__ import division, print_function, absolute_import import warnings import numpy as np from scipy._lib.six import callable, xrange from collections import namedtuple __all__ = ['binned_statistic', 'binned_statistic_2d', 'binned_statistic_dd'] BinnedStatisticResult = namedtuple('B...
bsd-3-clause
mne-tools/mne-python
mne/io/fieldtrip/tests/test_fieldtrip.py
4
13768
# -*- coding: UTF-8 -*- # Authors: Thomas Hartmann <thomas.hartmann@th-ht.de> # Dirk Gütlin <dirk.guetlin@stud.sbg.ac.at> # # License: BSD (3-clause) import mne import os.path import pytest import copy import itertools import numpy as np from mne.datasets import testing from mne.io.fieldtrip.utils import NOIN...
bsd-3-clause
azjps/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
kod3r/topic_space
topic_space/app/wordcloud_generator.py
4
4772
"""Visualizations of the material science research files""" import cPickle import os import os.path import pandas as pd import pattern.vector as pv from wordcloud import WordCloud from elasticsearch import Elasticsearch from elasticsearch.helpers import scan from config import ELASTICSEARCH_HOST, ELASTICSEARCH_INDE...
apache-2.0
jeepsterboy/waveletanalysis
wavelet_analy_plot_goa.py
1
3588
#!/usr/bin/env """ wavelet_analy_plots_goa.py to be used with Wavelet_analy_GOA_yearstitch.py For P. Stabeno Using Anaconda packaged Python modifications for confidence intervals based on wave_matlab at http://paos.colorado.edu/research/wavelets/ """ #Standard packages import os #Science packages i...
mit
jblackburne/scikit-learn
examples/model_selection/plot_roc_crossval.py
21
3477
""" ============================================================= Receiver Operating Characteristic (ROC) with cross validation ============================================================= Example of Receiver Operating Characteristic (ROC) metric to evaluate classifier output quality using cross-validation. ROC curv...
bsd-3-clause
hrichstein/phys_50733
rh_project/fiver.py
1
4014
import numpy as np import matplotlib.pyplot as plt # from scipy.constants import G # Setting plotting parameters from matplotlib import rc,rcParams rc('text', usetex=True) rc('axes', linewidth=2) rc('font', weight='bold') rc('font', **{'family': 'serif', 'serif':['Computer Modern']}) def find_vel_init(M1, M2, a): pe...
mit
RalphBariz/RalphsDotNet
Old/RalphsDotNet.Apps.OptimizationStudio/Resources/PyLib/numpy/doc/creation.py
94
5411
""" ============== 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...
gpl-3.0
jmetzen/scikit-learn
sklearn/gaussian_process/kernels.py
18
66251
"""Kernels for Gaussian process regression and classification. The kernels in this module allow kernel-engineering, i.e., they can be combined via the "+" and "*" operators or be exponentiated with a scalar via "**". These sum and product expressions can also contain scalar values, which are automatically converted to...
bsd-3-clause
r-mart/scikit-learn
sklearn/linear_model/tests/test_randomized_l1.py
214
4690
# Authors: Alexandre Gramfort <alexandre.gramfort@inria.fr> # License: BSD 3 clause import numpy as np from scipy import sparse from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.linear_model.randomized_l1 i...
bsd-3-clause
jayhetee/auto-sklearn
test/automl/test_start_automl.py
5
1938
import cPickle import multiprocessing import os import shutil import unittest import mock import numpy as np import ParamSklearn.util as putil import autosklearn.automl from autosklearn.constants import * class AutoMLTest(unittest.TestCase): def setUp(self): self.test_dir = os.path.dirname(__file__) ...
bsd-3-clause
ville-k/tensorflow
tensorflow/examples/learn/iris_custom_model.py
50
2613
# 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...
apache-2.0
vybstat/scikit-learn
sklearn/tests/test_grid_search.py
53
28730
""" Testing for grid search module (sklearn.grid_search) """ from collections import Iterable, Sized from sklearn.externals.six.moves import cStringIO as StringIO from sklearn.externals.six.moves import xrange from itertools import chain, product import pickle import sys import numpy as np import scipy.sparse as sp ...
bsd-3-clause
sniemi/SamPy
astronomy/polarimetry.py
1
9696
""" Functions related to polarimetry, especially HST ACS WFC. :requires: NumPy :requires: SciPy :requires: matplotlib :requires: Kapteyn Python package :author: Sami-Matias Niemi :contact: sammy@sammyniemi.com :version: 0.5 """ from time import time import os, os.path import numpy as np import pyfits as pf import sc...
bsd-2-clause