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15 values
luofan18/deep-learning
weight-initialization/helper.py
153
3649
import numpy as np import matplotlib.pyplot as plt import tensorflow as tf def hist_dist(title, distribution_tensor, hist_range=(-4, 4)): """ Display histogram of a TF distribution """ with tf.Session() as sess: values = sess.run(distribution_tensor) plt.title(title) plt.hist(values, ...
mit
has2k1/plotnine
setup.py
1
3346
""" plotnine is an implementation of a *grammar of graphics* in Python, it is based on ggplot2. The grammar allows users to compose plots by explicitly mapping data to the visual objects that make up the plot. Plotting with a grammar is powerful, it makes custom (and otherwise complex) plots are easy to think about an...
gpl-2.0
fmacias64/MoodJournalAmerica
viz_data/news_visualizations.py
2
19421
""" Update data underlying visualizations on Mood Journal America Some copy & paste from original qacprojects script Runs on crontab, daily_download -> topicmoddeling.py -> << this >> @authored malam,habdulkafi 31 June 2014 I/O,query functions originally by rpetchler,malam from qacprojects query script Changelog: @u...
bsd-3-clause
pgrinaway/yank
Yank/utils.py
1
61480
import os import re import sys import copy import glob import json import shutil import signal import pandas import inspect import logging import itertools import subprocess import collections from contextlib import contextmanager from pkg_resources import resource_filename import mdtraj import parmed import numpy as...
lgpl-3.0
WarrenWeckesser/scipy
scipy/stats/morestats.py
4
128655
from __future__ import annotations import math import warnings from collections import namedtuple import numpy as np from numpy import (isscalar, r_, log, around, unique, asarray, zeros, arange, sort, amin, amax, atleast_1d, sqrt, array, compress, pi, exp, ravel, count_nonzero, si...
bsd-3-clause
cojacoo/testcases_echoRD
gen_test1111.py
1
4398
import numpy as np import pandas as pd import scipy as sp import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt import os, sys try: import cPickle as pickle except: import pickle #connect echoRD Tools pathdir='../echoRD' #path to echoRD lib_path = os.path.abspath(pathdir) #sys.path.append(lib_pa...
gpl-3.0
davidam/python-examples
matplotlib/pyplot_text.py
1
1407
#!/usr/bin/python # -*- coding: utf-8 -*- # Copyright (C) 2018 David Arroyo Menéndez # Author: David Arroyo Menéndez <davidam@gnu.org> # Maintainer: David Arroyo Menéndez <davidam@gnu.org> # This file is free software; you can redistribute it and/or modify # it under the terms of the GNU General Public License as p...
gpl-3.0
sgraham/nope
ppapi/native_client/tests/breakpad_crash_test/crash_dump_tester.py
154
8545
#!/usr/bin/python # Copyright (c) 2012 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import os import subprocess import sys import tempfile import time script_dir = os.path.dirname(__file__) sys.path.append(os.path.join...
bsd-3-clause
sjperkins/tensorflow
tensorflow/examples/learn/mnist.py
45
3999
# 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
ehogan/iris
lib/iris/tests/test_trajectory.py
9
9235
# (C) British Crown Copyright 2010 - 2015, Met Office # # This file is part of Iris. # # Iris 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 l...
lgpl-3.0
buguen/pylayers
pylayers/antprop/examples/ex_antvsh.py
3
1481
from pylayers.antprop.antenna import * from pylayers.antprop.spharm import * from pylayers.antprop.antvsh import * from pylayers.util.pyutil import * import matplotlib.pyplot as plt from numpy import * import matplotlib.pyplot as plt import os _filename = 'S1R1.mat' A = Antenna(_filename,'ant/UWBAN/Matfile') filename=...
lgpl-3.0
subodhchhabra/pyxley
pyxley/charts/datamaps/datamaps.py
2
4075
from ..charts import Chart import pandas as pd from flask import request, jsonify, make_response _COLOR_MAP = { 'light blue':'#add8e6', "antique gold":'#fff4b0', "antique silver":'#d7cdc4', "beige": '#f5f5dc', "black":'#000000', "blue": '#8084ff', "bronze": '#c95a0b', "brown": '#864', ...
mit
olologin/scikit-learn
sklearn/decomposition/truncated_svd.py
19
7884
"""Truncated SVD for sparse matrices, aka latent semantic analysis (LSA). """ # Author: Lars Buitinck # Olivier Grisel <olivier.grisel@ensta.org> # Michael Becker <mike@beckerfuffle.com> # License: 3-clause BSD. import numpy as np import scipy.sparse as sp try: from scipy.sparse.linalg import svd...
bsd-3-clause
harisbal/pandas
asv_bench/benchmarks/groupby.py
3
18265
import warnings from string import ascii_letters from itertools import product from functools import partial import numpy as np from pandas import (DataFrame, Series, MultiIndex, date_range, period_range, TimeGrouper, Categorical, Timestamp) import pandas.util.testing as tm method_blacklist = { ...
bsd-3-clause
Blaffie/Hello-world
Programs/Firkant profil program.py
1
5693
#Program utregning av bøyningsspenning i Firkantprofil import math import matplotlib.pyplot as plt from matplotlib import style import numpy as np from tkinter import * #Brukes til GUI F = 1200 #N lengde_start = 0 lengde_slutt = 2500 #mm max_bøyespenning = 200 #N/mm2 #variabler lengde_mellom = int(lengde_slutt / 10) ...
mit
rmeertens/paparazzi
sw/misc/attitude_reference/test_att_ref.py
49
3485
#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright (C) 2014 Antoine Drouin # # This file is part of paparazzi. # # paparazzi 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, or (at y...
gpl-2.0
hansbrenna/NetCDF_postprocessor
plotter4.py
1
3593
# -*- coding: utf-8 -*- """ Created on Mon Oct 12 15:31:31 2015 @author: hanbre """ from __future__ import print_function import sys import numpy as np import pandas as pd import xray import datetime import netCDF4 from mpl_toolkits.basemap import Basemap import matplotlib from matplotlib.pylab import * import matplo...
gpl-3.0
devanshdalal/scikit-learn
sklearn/cluster/dbscan_.py
20
12730
# -*- coding: utf-8 -*- """ DBSCAN: Density-Based Spatial Clustering of Applications with Noise """ # Author: Robert Layton <robertlayton@gmail.com> # Joel Nothman <joel.nothman@gmail.com> # Lars Buitinck # # License: BSD 3 clause import numpy as np from scipy import sparse from ..base import BaseEst...
bsd-3-clause
vrmarcelino/Shape-4-Qiime
merge_fasta.py
1
2297
#!/usr/bin/env python # -*- coding: utf-8 -*- """ Concatenate different fasta files and add barcodes. Run this script after separate fasta and qual files (see onvert_fastaqual_fastq.py from qiime) Usage ex: merge_fasta.py samples_list.csv *.fna Created on Thu Jul 31 15:49:39 2014 @author: VanessaRM Still need to be...
mit
sunyihuan326/DeltaLab
shuwei_fengge/practice_one/model/SoftMax.py
1
5279
# coding:utf-8 ''' Created on 2017/11/15. @author: chk01 ''' # 读取数据 # 数据预处理-reshape-标准化 # 每一步迭代步骤 # 循环迭代步骤 import os import tensorflow as tf from tensorflow.python.framework import ops import numpy as np import matplotlib.pyplot as plt import scipy.io as scio from sklearn.model_selection import train_test_split def...
mit
nborggren/zipline
zipline/utils/data.py
1
15731
# # Copyright 2013 Quantopian, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in wr...
apache-2.0
rsignell-usgs/notebook
UGRID/NECOFS_wave_levels.py
1
4737
# coding: utf-8 # # Extract NECOFS data using NetCDF4-Python and analyze/visualize with Pandas # In[1]: # Plot forecast water levels from NECOFS model from list of lon,lat locations # (uses the nearest point, no interpolation) import netCDF4 import datetime as dt import pandas as pd import numpy as np import matplo...
mit
maxhutch/HighHolidayHonorDrafter
assign.py
1
7003
#!/usr/bin/env python3 import pandas as pd import numpy as np from hungarian_algorithm.hungarian import * from web_io import get_sheet from conf import members_url, honors_url, mhu_url, categories_url from conf import override_url honors = get_sheet(honors_url) print("Read honors") members = get_sheet(members_url) m...
gpl-3.0
cybercomgroup/Big_Data
Cloudera/Code/Titanic_Dataset/class_distr_gender_surv.py
1
1704
import pandas as pd import numpy as np import matplotlib.pyplot as plt # Path to file need to be changed. titanic_df = pd.read_csv("train.csv") classes = [] # We know there are First Class (1), Second (2) and Third (3) for i in range(1,4): classes.append( titanic_df[ titanic_df["Pclass"] == i ] ) fem = [] male ...
gpl-3.0
arcyfelix/ML-DL-AI
Supervised Learning/GANs/dcgan-tensorflayer/tensorlayer/utils.py
1
21433
#! /usr/bin/python # -*- coding: utf8 -*- import tensorflow as tf import tensorlayer as tl from . import iterate import numpy as np import time import math import random def fit(sess, network, train_op, cost, X_train, y_train, x, y_, acc=None, batch_size=100, n_epoch=100, print_freq=5, X_val=None, y_val=None,...
apache-2.0
dryadb11781/machine-learning-python
Classification/py_source/plot_lda.py
70
2413
""" ==================================================================== Normal and Shrinkage Linear Discriminant Analysis for classification ==================================================================== Shows how shrinkage improves classification. """ from __future__ import division import numpy as np import...
bsd-3-clause
martinahogg/machinelearning
linear-regression/l1-regularisation.py
1
1108
import numpy as np import matplotlib.pyplot as plt # Create some training samples # To demonstrate L1 regularisation we fabricate training data # with 50 dimensions in our X matrix, where only 3 of which # contribute significantly to the values in our Y vector. # Construct X X = (np.random.random((50,50)) - 0.5) * ...
apache-2.0
zorojean/scikit-learn
examples/text/hashing_vs_dict_vectorizer.py
284
3265
""" =========================================== FeatureHasher and DictVectorizer Comparison =========================================== Compares FeatureHasher and DictVectorizer by using both to vectorize text documents. The example demonstrates syntax and speed only; it doesn't actually do anything useful with the e...
bsd-3-clause
DavidTingley/ephys-processing-pipeline
installation/klustaviewa-0.3.0/build/lib.linux-x86_64-2.7/kwiklib/dataio/tests/test_kwikloader.py
2
6909
"""Unit tests for loader module.""" # ----------------------------------------------------------------------------- # Imports # ----------------------------------------------------------------------------- import os from collections import Counter import numpy as np import numpy.random as rnd import pandas ...
gpl-3.0
zzcclp/spark
python/pyspark/pandas/tests/test_spark_functions.py
11
2127
# # 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
tensorflow/models
research/lfads/plot_lfads.py
12
6564
# Copyright 2017 Google Inc. 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 a...
apache-2.0
MicheleDamian/ConnectopicMapping
scripts/run.py
1
3900
#!/usr/bin/env python """ Run the pipeline for Haak connectopic mapping. Consider changing the parameters contained in config.json to set input and output folder and experiment with different behaviors of the algorithm. """ import json import os import numpy from connectopic_mapping import haak, utils f...
apache-2.0
jseabold/scipy
scipy/special/basic.py
9
62504
# # Author: Travis Oliphant, 2002 # from __future__ import division, print_function, absolute_import import warnings import numpy as np from scipy._lib.six import xrange from numpy import (pi, asarray, floor, isscalar, iscomplex, real, imag, sqrt, where, mgrid, sin, place, issubdtype, extract, ...
bsd-3-clause
lancezlin/ml_template_py
lib/python2.7/site-packages/jupyter_core/tests/dotipython/profile_default/ipython_console_config.py
24
21691
# Configuration file for ipython-console. c = get_config() #------------------------------------------------------------------------------ # ZMQTerminalIPythonApp configuration #------------------------------------------------------------------------------ # ZMQTerminalIPythonApp will inherit config from: TerminalIP...
mit
LeeKamentsky/CellProfiler
cellprofiler/modules/saveimages.py
1
60223
'''<b>Save Images </b> saves image or movie files. <hr> Because CellProfiler usually performs many image analysis steps on many groups of images, it does <i>not</i> save any of the resulting images to the hard drive unless you specifically choose to do so with the <b>SaveImages</b> module. You can save any of the proc...
gpl-2.0
jseabold/statsmodels
statsmodels/tsa/statespace/tests/test_dynamic_factor.py
4
38900
""" Tests for VARMAX models Author: Chad Fulton License: Simplified-BSD """ import os import re import warnings import numpy as np from numpy.testing import assert_equal, assert_raises, assert_allclose import pandas as pd import pytest from statsmodels.tsa.statespace import dynamic_factor from .results import result...
bsd-3-clause
JKarathiya/Lean
Algorithm.Framework/Portfolio/BlackLittermanOptimizationPortfolioConstructionModel.py
1
14679
# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. # Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect 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 Lice...
apache-2.0
sarunya-w/CS402-PROJECT
Project/feature_extraction/feature_extraction_local/hog_local.py
1
4739
# -*- coding: utf-8 -*- """ Created on Sun Apr 19 14:19:50 2015 @author: Sarunya """ import os import sys import numpy as np from PIL import Image import scipy.ndimage import pickle from skimage.feature import hog from skimage import data, color, exposure import scipy.ndimage import time from cv2 import HOGDescriptor...
mit
abhishekkrthakur/scikit-learn
sklearn/linear_model/ridge.py
3
38867
""" Ridge regression """ # Author: Mathieu Blondel <mathieu@mblondel.org> # Reuben Fletcher-Costin <reuben.fletchercostin@gmail.com> # Fabian Pedregosa <fabian@fseoane.net> # Michael Eickenberg <michael.eickenberg@nsup.org> # License: BSD 3 clause from abc import ABCMeta, abstractmethod impor...
bsd-3-clause
Barmaley-exe/scikit-learn
examples/exercises/plot_cv_diabetes.py
231
2527
""" =============================================== Cross-validation on diabetes Dataset Exercise =============================================== A tutorial exercise which uses cross-validation with linear models. This exercise is used in the :ref:`cv_estimators_tut` part of the :ref:`model_selection_tut` section of ...
bsd-3-clause
alurban/mentoring
tidal_disruption/scripts/kepler_angular_momentum.py
1
2501
# Imports. import numpy as np from numpy import pi import matplotlib.pyplot as plt import matplotlib.patheffects as PE from matplotlib import ticker # Physical constants. G = 6.67408e-11 # Newton's constant in m^3 / kg / s MSun = 1.989e30 # Solar mass in kg M = 1.4 * MSun # Mass of each neutron star in this exampl...
gpl-3.0
louispotok/pandas
pandas/tests/reshape/merge/test_join.py
3
31341
# pylint: disable=E1103 from warnings import catch_warnings from numpy.random import randn import numpy as np import pytest import pandas as pd from pandas.compat import lrange import pandas.compat as compat from pandas.util.testing import assert_frame_equal from pandas import DataFrame, MultiIndex, Series, Index, me...
bsd-3-clause
shoyer/xarray
xarray/core/pdcompat.py
2
2346
# The remove_unused_levels defined here was copied based on the source code # defined in pandas.core.indexes.muli.py # For reference, here is a copy of the pandas copyright notice: # (c) 2011-2012, Lambda Foundry, Inc. and PyData Development Team # All rights reserved. # Copyright (c) 2008-2011 AQR Capital Managemen...
apache-2.0
Interoute/API-fun-and-education
widget-cpu-graphs.py
1
5450
#! /usr/bin/env python # Python script for the Interoute Virtual Data Centre API: # Name: widget-cpu-graphs.py # Purpose: GUI widget to display graphs of CPU loads on VMs in a VDC # Requires: class VDCApiCall in the file vdc_api_call.py # Use the repo: https://github.com/Interoute/API-fun-and-education # Copyrig...
apache-2.0
MartinDelzant/scikit-learn
examples/ensemble/plot_gradient_boosting_regularization.py
355
2843
""" ================================ Gradient Boosting regularization ================================ Illustration of the effect of different regularization strategies for Gradient Boosting. The example is taken from Hastie et al 2009. The loss function used is binomial deviance. Regularization via shrinkage (``lear...
bsd-3-clause
NicoRahm/CGvsPhoto
CGvsPhoto/model.py
1
57552
""" The ``model`` module ====================== Contains the class Model which implements the core model for CG detection, training, testing and visualization functions. """ import os import time import random from . import image_loader as il import tensorflow as tf import matplotlib.pyplot as plt ...
mit
gundramleifert/exp_tf
models/lp/bdlstm_lp_v12.py
1
13753
''' Author: Tobi and Gundram ''' from __future__ import print_function import tensorflow as tf from tensorflow.python.ops import ctc_ops as ctc from tensorflow.python.ops import rnn_cell from tensorflow.python.ops.rnn import bidirectional_rnn from util.LoaderUtil import read_image_list, get_list_vals from random impo...
apache-2.0
xlhtc007/blaze
blaze/server/server.py
10
11382
from __future__ import absolute_import, division, print_function import socket import functools import re import flask from flask import Blueprint, Flask, request, Response try: from bokeh.server.crossdomain import crossdomain except ImportError: def crossdomain(*args, **kwargs): def wrapper(f): ...
bsd-3-clause
inkenbrandt/WellApplication
wellapplication/chem.py
1
20675
# -*- coding: utf-8 -*- """ Created on Tue Jan 05 09:50:51 2016 @author: paulinkenbrandt """ from __future__ import absolute_import, division, print_function, unicode_literals import pandas as pd from datetime import datetime import numpy as np import requests class WQP(object): """Downloads Water Qu...
mit
rtavenar/tslearn
tslearn/docs/examples/metrics/plot_lb_keogh.py
1
2786
# -*- coding: utf-8 -*- r""" LB_Keogh ======== This example illustrates the principle of time series envelope and its relationship to the "LB_Keogh" lower bound [1]. The envelope of a time series consists of two time series such that the original time series is between the two time series. Denoting the original time ...
bsd-2-clause
CforED/Machine-Learning
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
ahye/FYS2140-Resources
src/TUSL/infinitewell.py
1
3632
#################################################################################### ### ### Program to find eigenenergies of the infinite square well. ### #################################################################################### # Importing useful stuff from numpy import * from matplotlib.pyplot import *...
mit
zaxtax/scikit-learn
sklearn/cluster/birch.py
18
22732
# 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
lateral/hyperplane-hasher
test_classes/test_key_value_store.py
2
21404
from nn.hh_ensemble_lookup import * from nn.dictionary_store import * from ann.hyperplane_hasher import HyperplaneHasher, NORMAL_VECTOR_ID, NUM_NORMAL_VECS_ID, CHAMBER_ID import unittest, copy, string, numpy as np, random as rd, pandas as pd RANK = 10 NAME = 'test_HHENL' METRIC = 'l2' NNV = 5 NHH = 4 NUM_VECS = 30 cl...
mit
B3AU/waveTree
sklearn/decomposition/tests/test_dict_learning.py
8
7108
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 SkipTest from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_less from ...
bsd-3-clause
gauthiier/mailinglists
analysis/archive.py
1
4681
import numpy as np import pandas as pd import email, email.parser import os, datetime, json, gzip, re import analysis.util import analysis.query import search.archive ## circular... def filter_date(msg, archive_name): time_tz = analysis.util.format_date(msg, archive_name) if not time_tz: return None dt = dat...
gpl-3.0
bmazin/ARCONS-pipeline
mosaicing/test/Mosaic_matchFinder.py
1
1859
import math import numpy as np from util import ObsFileSeq as ObsFileSeq from util import utils import pyfits from util.popup import PopUp, plotArray import matplotlib.pyplot as plt import pickle import astrometry.CentroidCalc as cc import mosaicing.matchFinder as mf #import obsfileViewerTest as ovt # Define a set of ...
gpl-2.0
flightgong/scikit-learn
sklearn/ensemble/forest.py
2
52025
"""Forest of trees-based ensemble methods Those methods include random forests and extremely randomized trees. The module structure is the following: - The ``BaseForest`` base class implements a common ``fit`` method for all the estimators in the module. The ``fit`` method of the base ``Forest`` class calls the ...
bsd-3-clause
ds-hwang/deeplearning_udacity
python_practice/01_basics.py
1
4919
# coding: utf-8 # In[ ]: """Summary of tensorflow basics. Parag K. Mital, Jan 2016.""" # In[13]: # %% Import tensorflow and pyplot import numpy as np import tensorflow as tf import matplotlib.pyplot as plt # In[ ]: # %% tf.Graph represents a collection of tf.Operations # You can create operations by writing o...
mit
thesuperzapper/tensorflow
tensorflow/contrib/learn/python/learn/learn_io/data_feeder_test.py
71
12923
# 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
keitaroyam/yamtbx
yamtbx/dataproc/auto/command_line/auto_data_proc_gui.py
1
84315
""" (c) RIKEN 2015. All rights reserved. Author: Keitaro Yamashita This software is released under the new BSD License; see LICENSE. """ from yamtbx.dataproc.auto import gui_config as config from yamtbx.dataproc.auto import gui_logger as mylog from yamtbx.dataproc.auto import html_report from yamtbx.dataproc.xds impo...
bsd-3-clause
mlperf/training_results_v0.6
Google/benchmarks/transformer/implementations/tpu-v3-128-transformer/dataset_preproc/data_generators/video_generated.py
7
5683
# coding=utf-8 # Copyright 2018 The Tensor2Tensor Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
apache-2.0
sachinpro/sachinpro.github.io
tensorflow/contrib/learn/__init__.py
1
1880
# pylint: disable=g-bad-file-header # 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/LICENS...
apache-2.0
xumi1993/seispy
seispy/sviewerui.py
1
6007
import sys import os import argparse # matplotlib.use("Qt5Agg") from PyQt5.QtGui import QIcon, QKeySequence from PyQt5.QtWidgets import QApplication, QMainWindow, QVBoxLayout, \ QSizePolicy, QWidget, QDesktopWidget, \ QPushButton, QHBoxLayout, QFileDialog, \ ...
gpl-3.0
rrohan/scikit-learn
examples/calibration/plot_calibration.py
225
4795
""" ====================================== Probability calibration of classifiers ====================================== When performing classification you often want to predict not only the class label, but also the associated probability. This probability gives you some kind of confidence on the prediction. However,...
bsd-3-clause
bikong2/scikit-learn
sklearn/metrics/classification.py
95
67713
"""Metrics to assess performance on classification task given classe prediction Functions named as ``*_score`` return a scalar value to maximize: the higher the better Function named as ``*_error`` or ``*_loss`` return a scalar value to minimize: the lower the better """ # Authors: Alexandre Gramfort <alexandre.gram...
bsd-3-clause
daeilkim/refinery
refinery/bnpy/bnpy-dev/bnpy/__init__.py
1
2170
''' bnpy module __init__ file ''' import data import distr import util import suffstats import allocmodel import obsmodel from HModel import HModel import ioutil load_model = ioutil.ModelReader.load_model save_model = ioutil.ModelWriter.save_model import init import learnalg import Run from Run import run import o...
mit
pylayers/pylayers
pylayers/location/geometric/Scenario_base.py
2
39343
# -*- coding:Utf-8 -*- import numpy as np import scipy as sp import time import pdb import os import sys import pickle as pk import matplotlib.pyplot as plt from matplotlib.collections import PolyCollection # scenario CDF mode 3D from matplotlib.colors import colorConverter # scenario CDF mode 3D from pylayers.l...
mit
hsiaoyi0504/scikit-learn
examples/manifold/plot_swissroll.py
330
1446
""" =================================== Swiss Roll reduction with LLE =================================== An illustration of Swiss Roll reduction with locally linear embedding """ # Author: Fabian Pedregosa -- <fabian.pedregosa@inria.fr> # License: BSD 3 clause (C) INRIA 2011 print(__doc__) import matplotlib.pyplot...
bsd-3-clause
josherick/bokeh
bokeh/charts/builder/horizon_builder.py
43
12508
"""This is the Bokeh charts interface. It gives you a high level API to build complex plot is a simple way. This is the Horizon class which lets you build your Horizon charts just passing the arguments to the Chart class and calling the proper functions. """ from __future__ import absolute_import, division import mat...
bsd-3-clause
emhuff/regularizedInversion
reweightDES.py
1
8538
#!/usr/bin/env python import matplotlib as mpl mpl.use('Agg') import argparse import matplotlib.pyplot as plt import cfunc import mapfunc import sys import numpy as np import healpy as hp import esutil import atpy import sklearn import numpy.lib.recfunctions as rf from sklearn.neighbors import NearestNeighbors as NN ...
mit
EDUlib/eTracesX
Translation_software/edx_to_MOOCdb/extractor.py
1
6316
#import MySQLdb import csv import os import pickle import json import pandas as pd import config as cfg import edxTrackLogJSONParser import gzip def get_events(): src = cfg.INPUT_SOURCE if src=='csv': return CSVExtractor(cfg.EDX_TRACK_EVENT) elif src=='mysql': return MySQLExtractor() el...
agpl-3.0
abimannans/scikit-learn
sklearn/metrics/tests/test_score_objects.py
138
14048
import pickle import numpy as np from sklearn.utils.testing import assert_almost_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_raises from sklearn.utils.testing import assert_raises_regexp from sklearn.utils.testing import assert_true from sklearn.utils.testing im...
bsd-3-clause
ym-bob/TensorFlowBook
Titanic/03_skflow.py
2
1255
import pandas as pd import tensorflow.contrib.learn as skflow from sklearn import metrics from sklearn.model_selection import train_test_split from data_processing import get_test_data, get_train_data train_data = get_train_data() X = train_data[['Sex', 'Age', 'Pclass', 'SibSp', 'Parch', 'Fare', 'Child', ...
apache-2.0
DSLituiev/scikit-learn
examples/gaussian_process/plot_gpr_co2.py
131
5705
""" ======================================================== Gaussian process regression (GPR) on Mauna Loa CO2 data. ======================================================== This example is based on Section 5.4.3 of "Gaussian Processes for Machine Learning" [RW2006]. It illustrates an example of complex kernel engine...
bsd-3-clause
raghavrv/scikit-learn
examples/ensemble/plot_bias_variance.py
357
7324
""" ============================================================ Single estimator versus bagging: bias-variance decomposition ============================================================ This example illustrates and compares the bias-variance decomposition of the expected mean squared error of a single estimator again...
bsd-3-clause
bxlab/HiFive_Paper
Scripts/HiCLib/mirnylab-hiclib-460c3fbc0f72/src/hiclib/fragmentHiC.py
2
93010
# (c) 2012 Massachusetts Institute of Technology. All Rights Reserved # Code written by: Maksim Imakaev (imakaev@mit.edu) """ This is a module class for fragment-level Hi-C data analysis. The base class "HiCdataset" can load, save and merge Hi-C datasets, perform certain filters, and save binned heatmaps. Additional c...
bsd-3-clause
DSLituiev/scikit-learn
examples/calibration/plot_calibration.py
33
4794
""" ====================================== Probability calibration of classifiers ====================================== When performing classification you often want to predict not only the class label, but also the associated probability. This probability gives you some kind of confidence on the prediction. However,...
bsd-3-clause
sintetizzatore/ThinkStats2
code/thinkstats2.py
68
68825
"""This file contains code for use with "Think Stats" and "Think Bayes", both 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, division """This file contains class definitions for: H...
gpl-3.0
andrew0harney/Semantic-encoding-model
ldaUtils.py
1
4140
import glob import re import pickle import numpy as np import pandas as pd import logging from GridRegression import Encoder logging.basicConfig(level=logging.INFO) logger = logging.getLogger('__ldaUtils__') """Utility functions and classes for working with event(epoch) encodings""" __author__ = 'Andrew O\Harney' c...
mit
dolremi/PiperLearn
piperlearn/analysis/process.py
1
4743
import pickle import pickle import matplotlib.pyplot as plt import numpy as np import scipy.stats as st import seaborn as sns from scipy.special import boxcox1p from scipy.stats import norm class FeatureBuilder(object): def __init__(self, inputfile, output): _check_file(inputfile) s...
mit
stefanodoni/mtperf
statistics/LiveStatsGenerator.py
2
3271
from database import DBConstants from parsers.Parser import Parser import pandas as pd import numpy as np import sys class LiveStatsGenerator: # The normalize_perf parameter is needed to correctly compute the number of perf metrics accordingly to the measurement interval def extract(self, table, DBconn, start...
gpl-2.0
ephes/scikit-learn
sklearn/tests/test_grid_search.py
83
28713
""" 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
jpmml/sklearn2pmml
sklearn2pmml/ensemble/tests/__init__.py
1
1997
from pandas import DataFrame from sklearn.base import clone from sklearn.dummy import DummyClassifier from sklearn.linear_model import ElasticNet, LinearRegression, LogisticRegression, SGDClassifier, SGDRegressor from sklearn.svm import LinearSVC from sklearn2pmml.ensemble import _checkLM, _checkLR, _step_params, Selec...
agpl-3.0
jreback/pandas
pandas/tests/series/methods/test_align.py
2
5341
import numpy as np import pytest import pytz import pandas as pd from pandas import Series, date_range, period_range import pandas._testing as tm @pytest.mark.parametrize( "first_slice,second_slice", [ [[2, None], [None, -5]], [[None, 0], [None, -5]], [[None, -5], [None, 0]], ...
bsd-3-clause
Averroes/statsmodels
examples/incomplete/wls_extended.py
33
16137
""" Weighted Least Squares example is extended to look at the meaning of rsquared in WLS, at outliers, compares with RLM and a short bootstrap """ from __future__ import print_function import numpy as np import statsmodels.api as sm import matplotlib.pyplot as plt data = sm.datasets.ccard.load() data.exog = sm.add_c...
bsd-3-clause
anntzer/scikit-learn
sklearn/neighbors/_lof.py
2
21119
# Authors: Nicolas Goix <nicolas.goix@telecom-paristech.fr> # Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr> # License: BSD 3 clause import numpy as np import warnings from ._base import NeighborsBase from ._base import KNeighborsMixin from ..base import OutlierMixin from ..utils.validation im...
bsd-3-clause
bloyl/mne-python
examples/decoding/ssd_spatial_filters.py
10
5433
""" =========================================================== Compute Spectro-Spatial Decomposition (SSD) spatial filters =========================================================== In this example, we will compute spatial filters for retaining oscillatory brain activity and down-weighting 1/f background signals as ...
bsd-3-clause
procoder317/scikit-learn
sklearn/linear_model/tests/test_omp.py
272
7752
# Author: Vlad Niculae # Licence: BSD 3 clause import numpy as np from sklearn.utils.testing import assert_raises from sklearn.utils.testing import assert_true from sklearn.utils.testing import assert_equal from sklearn.utils.testing import assert_array_equal from sklearn.utils.testing import assert_array_almost_equa...
bsd-3-clause
hyperspy/hyperspy
hyperspy/_signals/eds_tem.py
1
40736
# -*- coding: utf-8 -*- # Copyright 2007-2021 The HyperSpy developers # # This file is part of HyperSpy. # # HyperSpy 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...
gpl-3.0
icdishb/scikit-learn
sklearn/utils/tests/test_testing.py
33
3783
import warnings import unittest import sys from nose.tools import assert_raises from sklearn.utils.testing import ( _assert_less, _assert_greater, assert_less_equal, assert_greater_equal, assert_warns, assert_no_warnings, assert_equal, set_random_state, assert_raise_message) from ...
bsd-3-clause
PuchatekwSzortach/printed_characters_net
scripts/debugging/visualize_net_training.py
1
2148
""" A simple program for visualizing networks development as it is trained """ import shelve import configobj import matplotlib.pyplot as plt import seaborn def plot_training_data(training_data): epochs = sorted(training_data.keys()) statistics_count = 2 layers_count = len(training_data[0]['weights_perc...
mit
deepakantony/sms-tools
lectures/07-Sinusoidal-plus-residual-model/plots-code/hprModelFrame.py
22
2847
import numpy as np import matplotlib.pyplot as plt from scipy.signal import hamming, triang, blackmanharris import math from scipy.fftpack import fft, ifft, fftshift import sys, os, functools, time sys.path.append(os.path.join(os.path.dirname(os.path.realpath(__file__)), '../../../software/models/')) import dftModel a...
agpl-3.0
gary159/Cure_Gun_Violence
gunviolence/gunviolence/views.py
1
2167
from gunviolence import app from flask import Flask, render_template, url_for, jsonify from werkzeug.serving import run_simple from ConfigUtil import config from ChicagoData import comm import pandas as pd import numpy as np import random def gen_hex_colour_code(): return ''.join([random.choice('0123456789ABCDEF') ...
apache-2.0
B3AU/waveTree
benchmarks/bench_plot_nmf.py
5
5815
""" Benchmarks of Non-Negative Matrix Factorization """ from __future__ import print_function import gc from time import time import numpy as np from collections import defaultdict from sklearn.decomposition.nmf import NMF, _initialize_nmf from sklearn.datasets.samples_generator import make_low_rank_matrix from skle...
bsd-3-clause
jordancheah/zipline
zipline/transforms/ta.py
32
7988
# # Copyright 2013 Quantopian, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in wr...
apache-2.0
Sunhick/ThinkStats2
code/regression.py
62
9652
"""This file contains code used in "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2010 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function, division import math import pandas import random import numpy as np import statsmode...
gpl-3.0
convexopt/gpkit
gpkit/interactive/plotting.py
2
2075
"""Plotting methods""" import matplotlib.pyplot as plt import numpy as np from .plot_sweep import assign_axes from .. import GPCOLORS def compare(models, sweeps, posys, tol=0.001): """Compares the values of posys over a sweep of several models. If posys is of the same length as models, this will plot differe...
mit
CanisMajoris/ThinkStats2
code/hypothesis.py
75
10162
"""This file contains code used in "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2010 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function, division import nsfg import nsfg2 import first import thinkstats2 import thinkplot ...
gpl-3.0
mirestrepo/voxels-at-lems
registration_eval/results/pert_compute_transformation_error.py
1
8494
#!/usr/bin/env python # encoding: utf-8 """ compute_transformation_error.py Created by Maria Isabel Restrepo on 2012-09-24. Copyright (c) 2012 . All rights reserved. This script computes the distances betweeen an estimated similarity transformation and its ground truth The transformation is used to transform a "source...
bsd-2-clause