content
stringlengths 5
1.05M
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import datetime
import enum
RFC3339Nano = "%Y-%m-%dT%H:%M:%SZ"
USER_AGENT = "rmcl <https://github.com/rschroll/rmcl>"
DEVICE_TOKEN_URL = "https://webapp-production-dot-remarkable-production.appspot.com/token/json/2/device/new"
USER_TOKEN_URL = "https://webapp-production-dot-remarkable-production.appspot.com/token/json/2/user/new"
USER_TOKEN_VALIDITY = 24 * 60 * 60 # Guessing one day
DEVICE_REGISTER_URL = "https://my.remarkable.com/connect/desktop"
DEVICE = "desktop-windows"
SERVICE_MGR_URL = "https://service-manager-production-dot-remarkable-production.appspot.com/service/json/1/document-storage?environment=production&group=auth0%7C5a68dc51cb30df3877a1d7c4&apiVer=2" # noqa
# Number of bytes of file to request to get file size of source doc
# For notes, the central directory runs 5 pages / KB, as a rough guess
NBYTES = 1024*100
FILE_LIST_VALIDITY = datetime.timedelta(minutes=5)
ROOT_ID=''
TRASH_ID='trash'
class FileType(enum.Enum):
pdf = 'pdf'
epub = 'epub'
notes = 'notes'
unknown = 'unknown'
def __str__(self):
return self.name
|
# Ivan Carvalho
# Solution to https://www.urionlinejudge.com.br/judge/problems/view/1799
#!/usr/bin/env python2.7
# encoding : utf-8
from heapq import heappush,heappop
def dijkstra(graph,start):
a = {x:None for x in graph.keys()}
queue = [(0,start)]
while queue:
distance,v = heappop(queue)
if a[v] is None :
a[v] = distance
for w in graph[v]:
if a[w] is None:
heappush(queue,(distance+1,w))
return a
a,b = [int(i) for i in raw_input().split(" ")]
grafo = {}
for i in xrange(b):
c,d = raw_input().split(" ")
grafo[c] = grafo.get(c,[])+[d]
grafo[d] = grafo.get(d,[])+[c]
print dijkstra(grafo,"Entrada")["*"]+dijkstra(grafo,"*")["Saida"]
|
__author__ = 'Juxi Leitner, juxi@idsia.ch'
from pybrain.rl.environments import EpisodicTask
from docking import DockingEnvironment
from math import fabs
class DockingTask(EpisodicTask):
__name__ = "Docking Task"
logBuffer = None
logging = False
logfileName = None
timeNeuron_Threshold = 0.99
""" The task of ... """
def __init__(self, env = None, maxtime = 25, timestep = 0.1, logging = False):
"""
:key env: (optional) an instance of a DockingEnvironment (or a subclass thereof)
:key maxtime: (optional) maximum number per task (default: 25)
"""
if env == None:
env = DockingEnvironment()
EpisodicTask.__init__(self, env)
self.maxTime = maxtime
self.dt = timestep
self.env.dt = self.dt
self.t = 0
self.logging = logging
self.logfileName = 'logging_' + str() + '.txt'
# actions: u_l, u_r
self.actor_limits = [(-0.1, +0.1), (-0.1, +0.1), (0.0, 1.0)]
self.lastFitness = 0.0
self.bestFitness = 0.0
def reset(self):
EpisodicTask.reset(self)
self.t = 0
self.lastFitness = 0.0
self.bestFitness = 0.0
self.appendLog() # write first line!
def performAction(self, action):
EpisodicTask.performAction(self, action)
self.t += self.dt
self.appendLog()
def isFinished(self):
# TODO query self action!? time neuron that is
if self.t + self.dt >= self.maxTime or self.env.action[2] >= self.timeNeuron_Threshold :
# maximal timesteps
# self.appendLog("docking::objfun_: return value: %f\n", average);
self.writeLog()
return True
# stop neuron!
return False
def getTotalReward(self):
""" Return the accumulated reward since the start of the episode """
return self.lastFitness
# return self.bestFitness
def getReward(self):
# def evaluateFitness(self):
"""getReward, returns the fitness at the current time"""
fitness = 0.0
distance = self.env.getDistance()
speed = self.env.getSpeed()
theta = self.env.getOrientation()
## implementation 101
timeBonus = (self.maxTime - self.t)/self.maxTime
alpha = 1.0/((1+distance)*(1+fabs(theta))*(speed+1));
if distance < 0.5*self.env.init_distance :
if(distance < self.env.vicinity_distance and
abs(theta) < self.env.vicinity_orientation and
speed < self.env.vicinity_speed ):
fitness = 1 + timeBonus;
else:
fitness = alpha;
else: fitness = 0
self.lastFitness = fitness
if fitness > self.bestFitness :
self.bestFitness = fitness
return fitness
def clearLog(self):
"""clear the current logbuffer"""
self.logBuffer = None
def appendLog(self):
"""append the current state to the logbuffer"""
if self.logBuffer == None :
self.logBuffer = "Some header\nhere\n\n"
self.logBuffer += "\tx\ty\ttheta : ul\tur\tt-neur\n";
self.logBuffer += '%2.1f: %2.6f\t %2.6f\t %2.6f : ' % \
( self.t, self.env.state[0], self.env.state[2], self.env.state[4] )
self.logBuffer += '%1.3f\t %1.3f \t%1.2f \t' % \
( self.env.action[0], self.env.action[1], self.env.action[2] )
self.logBuffer += 'Dst/Theta/Speed: \t%f\t%f\t%f \tF: %.2f \n' % \
( self.env.getDistance(), self.env.getOrientation(), self.env.getDistance(), self.getReward() )
def writeLog(self):
"""write the state of the current task into a logfile"""
if self.logBuffer != None and self.logging :
f = open(self.logfileName, 'w')
self.logBuffer += "Final Fitness: %f\n" % self.getTotalReward()
self.logBuffer += "\n"
f.write(self.logBuffer)
f.close()
# def setMaxLength(self, n):
# self.N = n
|
# game.py
#IMPORTS
import random
#INTRODUCTION
print("Rock, Paper, Scissors, Shoot!")
print(" ")
# CAPTURE INPUTS
user_choice = input("Please choose one of the following options: 'rock', 'paper' or 'scissors' (without the quotes) ")
print("------------------")
print("You chose:", user_choice)
print(" ")
# VALIDATE INPUTS
options = ["rock", "paper", "scissors"]
if user_choice not in options:
print("Invalid selection. Please, try again")
exit()
# GENERATE COMPUTER SELECTION
computer_choice = random.choice(options)
print("------------------")
print(" ")
print("Generating...")
print(" ")
print("Computer chose:", computer_choice)
print(" ")
# DETERMINE THE WINNER
### rock beats scissors, paper beats rock and scissors beat paper
### or same is a tie
if user_choice == computer_choice:
print("Tie!")
elif user_choice == "rock" and computer_choice == "paper":
print("Computer wins!")
elif user_choice == "rock" and computer_choice == "scissors":
print("You win!")
elif user_choice == "paper" and computer_choice == "rock":
print("You win!")
elif user_choice == "paper" and computer_choice == "scissors":
print("Computer wins!")
elif user_choice == "scissors" and computer_choice == "rock":
print("Computer wins!")
elif user_choice == "scissors" and computer_choice == "paper":
print("You win!")
# DISPLAY FINAL OUTPUTS / OUTCOMES
|
'''
distance2clusters.py - RNAseq timeseries analysis
====================================================
:Author:
:Release: $Id$
:Date: |today|
:Tags: Python
Purpose
-------
Script for clustering analysis of distance matrices.
Script functions are:
* combine multiple clusterings by averaging distance matrix or consensus of
repeated clusterings
* perform consensus clustering on average or aggregated distance matrix
* calculate PCA and eigengene for each cluster
Usage
-----
TODO: insert usage example
Options
-------
Each set of options is dependent on the task applied. Not all options are
appropriate for all tasks. Please see details below for the exact intended
usage of these options.
task::
The task to perform on the input. This will determine which options will
be functional.
Choices are::
``cluster`` - assign gene ids to clusters using the dynamic tree cutting
algorithm. See WGCNA paper for details.
Active options::
--expression-file - file containing gene expression data
--cluster-file - file to output cluster labels to
--cluster-algorithm - hierarchical clustering algorithm
to apply
--split-clusters - apply deep splitting of dendrogram
after cutting.
--cluster-size - minimum number of items in a cluster
after tree cutting.
``clustagree`` - perform consensus clustering on either an averaged
distance matrix or across multiple clustering runs
Active options::
--method::
method applied to previous distance matrix calculation.
Either ``resample`` or ``replicate``. ``resample`` will
perform consensus clustering over cluster labels and
cluster assignments. ``replicate`` will calculate the
average distance matrix across replicates.
``consensus-cluster`` - cut dendrogram from consensus clustering and
assign genes to discrete clusters.
Active options::
--cut-height - if not 0, position at which to cut
the dendrogram to form clusters.
--cluster-algorithm - agglomerative clustering
algorithm to use for tree building. Choices
are single, average, complete or Wards.
--cluster-size - minimum number of genes in a
after tree cutting. Clusters smaller than this
are merged with adjacent clusters.
--split-clusters - apply deep splitting of
dendrogram for large clusters.
``pca`` - perform principal components analysis on gene expression data
within clusters. Output PC1, representative expression profiles
and loadings plot for each cluster.
Active options::
--cluster-file - input file of cluster assignments from tree
tree cutting or other cluster assignments.
--image-dir - directory to save plots to
Type::
python distance2clusters.py --help
for command line help.
Command line options
--------------------
'''
import sys
import CGAT.Experiment as E
import CGAT.Timeseries as TS
def main(argv=None):
"""script main.
parses command line options in sys.argv, unless *argv* is given.
"""
if argv is None:
argv = sys.argv
# setup command line parser
parser = E.OptionParser(version="%prog version: $Id$",
usage=globals()["__doc__"])
parser.add_option("-t", "--test", dest="test", type="string",
help="supply help")
parser.add_option("--task", dest="task", type="string",
help="analysis task to be executed")
parser.add_option("--infile", dest="infile", type="string",
help="input file path")
parser.add_option("--method", dest="method", type="choice",
choices=("replicate", "resample"),
help="whether to use replicate or resample "
"for consensus clustering.")
parser.add_option("--cluster-algorithm", dest="cluster", type="string",
help="hierarchical clustering algorithm")
parser.add_option("--expression-file", dest="express", type="string",
help="matching expression data from input"
" distance matrix")
parser.add_option("--cluster-file", dest="clustfile", type="string",
help="file to output cluster labels to")
parser.add_option("--output-file", dest="outfile", type="string",
help="output file to write to")
parser.add_option("--cut-height", dest="cutHeight", type="string",
help="threshold at which to define consensus clusters"
"as valid")
parser.add_option("--split-clusters", dest="split", action="store_true",
help="switch for using deepSplit in tree cutting")
parser.add_option("--cluster-size", dest="cluster_size", type="int",
help="minimum cluster size for tree cutting. Clusters "
"with fewer than this many objects will be merged with "
"nearest cluster. Default=30")
parser.add_option("--image-dir", dest="images_dir", type="string",
help="directory to write plots/figures to")
# add common options (-h/--help, ...) and parse command line
(options, args) = E.Start(parser, argv=argv)
infile = argv[-1]
parser.set_defaults(cutHeight=0,
conditions=None,
split=False,
cluster_size=30)
if options.task == "cluster":
data_frame = TS.treeCutting(infile=infile,
expression_file=options.express,
cluster_file=options.clustfile,
cluster_algorithm=options.cluster,
deepsplit=options.split)
elif options.task == "clustagree":
if options.method == "resample":
data_frame = TS.clusterAgreement(infile)
elif options.method == "replicate":
file_list = infile.split(",")
data_frame = TS.clusterAverage(file_list)
elif options.task == "consensus-cluster":
min_size = int(options.cluster_size)
data_frame = TS.consensusClustering(infile=infile,
cutHeight=float(options.cutHeight),
cluster_algorithm=options.cluster,
min_size=min_size,
deepsplit=options.split)
elif options.task == "pca":
files = infile.split(",")
infile = files[1]
cluster_file = files[0]
data_frame = TS.clusterPCA(infile=infile,
cluster_file=cluster_file,
image_dir=options.images_dir)
else:
pass
data_frame.to_csv(options.stdout,
sep="\t",
header=True,
index_label="gene_id")
# Write footer and output benchmark information.
E.Stop()
if __name__ == "__main__":
sys.exit(main(sys.argv))
|
# -*- coding: utf-8 -*- #
# Copyright 2017 Google LLC. 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 writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Command for creating partner customer interconnect attachments."""
from __future__ import absolute_import
from __future__ import division
from __future__ import unicode_literals
from googlecloudsdk.api_lib.compute import base_classes
from googlecloudsdk.api_lib.compute.interconnects.attachments import client
from googlecloudsdk.calliope import base
from googlecloudsdk.calliope import parser_errors
from googlecloudsdk.command_lib.compute import flags as compute_flags
from googlecloudsdk.command_lib.compute.interconnects.attachments import flags as attachment_flags
from googlecloudsdk.command_lib.compute.routers import flags as router_flags
from googlecloudsdk.core import log
def PrintPairingKeyEpilog(pairing_key):
"""Prints the pairing key help text upon command completion."""
message = """\
Please use the pairing key to provision the attachment with your partner:
{0}
""".format(pairing_key)
log.status.Print(message)
@base.ReleaseTracks(base.ReleaseTrack.GA, base.ReleaseTrack.BETA)
class Create(base.CreateCommand):
"""Create a Compute Engine partner interconnect attachment.
*{command}* is used to create partner interconnect attachments. A partner
interconnect attachment binds the underlying connectivity of a provider's
Interconnect to a path into and out of the customer's cloud network.
"""
INTERCONNECT_ATTACHMENT_ARG = None
INTERCONNECT_ARG = None
ROUTER_ARG = None
@classmethod
def Args(cls, parser):
cls.ROUTER_ARG = router_flags.RouterArgumentForOtherResources()
cls.ROUTER_ARG.AddArgument(parser)
cls.INTERCONNECT_ATTACHMENT_ARG = (
attachment_flags.InterconnectAttachmentArgument())
cls.INTERCONNECT_ATTACHMENT_ARG.AddArgument(parser, operation_type='create')
attachment_flags.AddAdminEnabled(parser, default_behavior=False)
attachment_flags.AddEdgeAvailabilityDomain(parser)
attachment_flags.AddDescription(parser)
attachment_flags.AddMtu(parser)
attachment_flags.AddEncryption(parser)
attachment_flags.GetIpsecInternalAddressesFlag().AddToParser(parser)
def Run(self, args):
holder = base_classes.ComputeApiHolder(self.ReleaseTrack())
attachment_ref = self.INTERCONNECT_ATTACHMENT_ARG.ResolveAsResource(
args,
holder.resources,
scope_lister=compute_flags.GetDefaultScopeLister(holder.client))
interconnect_attachment = client.InterconnectAttachment(
attachment_ref, compute_client=holder.client)
if args.router_region is None:
args.router_region = attachment_ref.region
if args.router_region != attachment_ref.region:
raise parser_errors.ArgumentException(
'router-region must be same as the attachment region.')
router_ref = None
if args.router is not None:
router_ref = self.ROUTER_ARG.ResolveAsResource(args, holder.resources)
ipsec_internal_addresses_urls = None
region = attachment_ref.region
if args.ipsec_internal_addresses is not None:
ipsec_internal_addresses_urls = [
attachment_flags.GetAddressRef(holder.resources, name, region,
attachment_ref.project).SelfLink()
for name in args.ipsec_internal_addresses
]
admin_enabled = attachment_flags.GetAdminEnabledFlag(args)
attachment = interconnect_attachment.CreateAlpha(
description=args.description,
router=router_ref,
attachment_type='PARTNER',
edge_availability_domain=args.edge_availability_domain,
admin_enabled=admin_enabled,
validate_only=getattr(args, 'dry_run', None),
mtu=getattr(args, 'mtu', None),
encryption=getattr(args, 'encryption', None),
ipsec_internal_addresses=ipsec_internal_addresses_urls)
self._pairing_key = attachment.pairingKey
return attachment
def Epilog(self, resources_were_displayed=True):
PrintPairingKeyEpilog(self._pairing_key)
@base.ReleaseTracks(base.ReleaseTrack.ALPHA)
class CreateAlpha(Create):
"""Create a Compute Engine partner interconnect attachment.
*{command}* is used to create partner interconnect attachments. A partner
interconnect attachment binds the underlying connectivity of a provider's
Interconnect to a path into and out of the customer's cloud network.
"""
@classmethod
def Args(cls, parser):
super(CreateAlpha, cls).Args(parser)
attachment_flags.AddDryRun(parser)
|
class BSTNode:
def __init__(self, data, left=None, right=None):
self.data = data
self.left = left
self.right = right
class BST:
def __init__(self, data=None):
if data is None:
self.root = None
else:
self.root = BSTNode(data)
def insert(self, data, cur):
if self.root is None:
self.root = BSTNode(data)
return
if cur is None:
return BSTNode(data)
if data > cur.data:
cur.right = self.insert(data, cur.right)
else:
cur.left = self.insert(data, cur.left)
return cur
def travel(self, cur):
if cur is None:
return
print(cur.data)
if cur.left:
self.travel(cur.left)
if cur.right:
self.travel(cur.right)
def search(self, data, cur):
if cur is None:
return False
if data == cur.data:
return True
if data > cur.data:
return self.search(data, cur.right)
else:
return self.search(data, cur.left)
def min(self, cur):
if cur is None:
return
if cur.left is None:
return cur.data
return self.min(cur.left)
def max(self, cur):
if cur is None:
return
if cur.right is None:
return cur.data
return self.min(cur.right)
def get_height(self, cur):
if cur is None:
return -1
return max(self.get_height(cur.left), self.get_height(cur.right)) + 1
def bfs(self):
if self.root is None:
return
temp = self.root
# initialize a queue which will help in level order traversal
q = [temp]
while q:
temp = q.pop(0)
if temp.data:
print(temp.data, end=', ')
if temp.left:
q.append(temp.left)
if temp.right:
q.append(temp.right)
|
#!usr/local/bin/python3
import scipy.io as scio
import numpy as np
import matplotlib.pyplot as plt
import random as random
import copy
from math import sqrt
## Node
class Node(object):
def __init__(self):
self.id_ = -1
self.position_ = np.array([-1.0, -1.0], dtype = int)
self.parent_ = -1
self.chidren_ = []
self.distance_threshold_ = 3.0
def __eq__(self, rhs):
if np.linalg.norm(self.position_ - rhs.position_) <=self.distance_threshold_:
return True
else:
return False
def __ne__(self, rhs):
if self.__eq__(rhs) == True:
return False
else:
return True
def printInfo(self):
print("ID: ", self.id_)
print("position : ", self.position_)
print("parent id : ", self.parent_)
print("chidren id : ", self.chidren_)
if __name__ == '__main__':
pass
|
# Copyright (c) 2017-2019 Neogeo-Technologies.
# 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 writing, software
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
# License for the specific language governing permissions and limitations
# under the License.
from abc import ABCMeta
from abc import abstractmethod
from importlib import import_module
from onegeo_manager.exception import ProtocolNotFoundError
import re
__all__ = ['IndexProfile', 'PropertyColumn']
not_searchable = lambda val: {
'index': False,
'store': False,
'type': val}
def fetch_mapping(p):
if p.column_type == 'text':
if not p.searchable:
return not_searchable(p.column_type)
d = {
'analyzer': p.analyzer,
'boost': p.weight,
# 'eager_global_ordinals'
# 'fielddata'
# 'fielddata_frequency_filter'
'fields': {
'keyword': {
# 'boost',
# 'doc_value'
# 'eager_global_ordinals'
# 'fields'
'ignore_above': 256,
# 'index': False,
# 'index_options': 'freqs',
# 'norms': True,
# 'null_value'
# 'store': False,
# 'similarity': 'classic',
'type': 'keyword'}},
# 'index': True,
# 'index_options': 'offsets',
# 'norms': True,
# 'position_increment_gap': 100,
# 'store': False,
# 'search_analyzer': p.search_analyzer,
# 'search_quote_analyzer'
# 'similarity': 'classic',
# 'term_vector': 'yes',
'type': 'text'}
if p.suggest:
d['fields']['suggest'] = {'type': 'completion'}
return d
if p.column_type == 'keyword':
return {
'boost': p.weight,
# 'doc_value'
# 'eager_global_ordinals'
# 'fields'
'ignore_above': 256,
# 'index': True,
# 'index_options': 'docs',
# 'norms': True,
# 'null_value'
# 'store': False,
# 'similarity': 'classic',
'type': 'keyword'}
if p.column_type in ('byte', 'double', 'double_range',
'float', 'float_range', 'half_float',
'integer', 'integer_range', 'long',
'long_range', 'scaled_float', 'short'):
return {
# 'coerce': True,
# 'boost': p.weight,
# 'doc_values': True,
# 'ignore_malformed': True,
# 'index': True,
# 'null_value'
# 'store': False,
'type': p.column_type}
# if p.type == 'scaled_float':
# props[p.name]['scaling_factor'] = 10
if p.column_type in ('date', 'date_range'):
return {
# 'boost': p.weight,
# 'doc_values': True,
'format': p.pattern or 'strict_date_optional_time||epoch_millis',
# 'locale'
'ignore_malformed': True,
# 'index': True,
# 'null_value': 'null',
# 'store': False,
'type': p.column_type}
if p.column_type == 'boolean':
return {
# 'boost': p.weight,
# 'doc_values': True,
# 'index': True,
# 'null_value'
# 'store': False,
'type': p.column_type}
if p.column_type == 'binary':
return {
# 'doc_values': True,
# 'store': False,
'type': p.column_type}
if p.column_type == 'geo_shape':
return {'type': p.column_type,
'tree': 'quadtree',
# 'precision': '',
# 'tree_levels': '',
# 'strategy': '',
# 'distance_error_pct': 0,
'orientation': 'counterclockwise',
'points_only': False}
class PropertyColumn(object):
COLUMN_TYPE = ['binary', 'boolean', 'byte', 'date', 'date_range',
'double', 'double_range', 'float', 'float_range',
'geo_shape', 'half_float', 'integer', 'integer_range',
'ip', 'keyword', 'long', 'long_range', 'scaled_float',
'short', 'text', 'object']
def __init__(self, name, alias=None, column_type=None, occurs=None,
rejected=False, searchable=True, weight=None, pattern=None,
analyzer=None, search_analyzer=None, count=None, rule=None,
suggest=False):
self._rule = rule
self._name = name
self._count = count
self._alias = alias
self._column_type = column_type or 'text'
self._occurs = occurs
self._rejected = rejected
self._searchable = searchable
self._weight = weight
self._pattern = pattern
self._analyzer = analyzer
self._search_analyzer = search_analyzer
self._suggest = suggest
def authorized_column_type(self, val):
return val in self.COLUMN_TYPE
@property
def name(self):
return self._name
@property
def count(self):
return self._count
@property
def alias(self):
return self._alias
@alias.setter
def alias(self, val):
self._alias = val
@property
def column_type(self):
return self._column_type
@column_type.setter
def column_type(self, val):
if not self.authorized_column_type(val):
raise ValueError("Column type '{0}' not authorized.".format(val))
self._column_type = val
@property
def occurs(self):
return self._occurs
@occurs.setter
def occurs(self, val):
self._occurs = val
@property
def rejected(self):
return self._rejected
@rejected.setter
def rejected(self, val):
if not type(val) is bool:
raise TypeError('Input should be a boolean.')
self._rejected = val
@property
def searchable(self):
return self._searchable
@searchable.setter
def searchable(self, val):
if not type(val) is bool:
raise TypeError('Input should be a boolean.')
self._searchable = val
@property
def suggest(self):
return self._suggest
@property
def weight(self):
return self._weight
@weight.setter
def weight(self, val):
if val is None:
return
if not type(val) in [float, int]:
raise TypeError('Input should be a float or int.')
self._weight = val
@property
def pattern(self):
return self._pattern
@pattern.setter
def pattern(self, val):
# if not self._column_type == 'date':
# raise Exception('Pattern attribute does not exist in this context.')
self._pattern = val
@property
def rule(self):
return self._rule
@rule.setter
def rule(self, val):
if val == '':
val = None
self._rule = val
@property
def analyzer(self):
return self._analyzer
@analyzer.setter
def analyzer(self, val):
if val == '':
val = None
self._analyzer = val
@property
def search_analyzer(self):
return self._search_analyzer
@search_analyzer.setter
def search_analyzer(self, val):
if val == '':
val = None
self._search_analyzer = val
def all(self):
# TODO: Utiliser vars() ou self.__dict__
return {'name': self._name,
'count': self._count,
'alias': self._alias,
'type': self._column_type,
'occurs': self._occurs,
'rejected': self._rejected,
'searchable': self._searchable,
'weight': self._weight,
'pattern': self._pattern,
'analyzer': self._analyzer,
'rule': self._rule,
'search_analyzer': self._search_analyzer,
'suggest': self._suggest}
class AbstractIndexProfile(metaclass=ABCMeta):
def __init__(self, name, resource):
self._name = name
if not resource.__class__.__qualname__ == 'Resource':
raise TypeError("Argument should be an instance of 'Resource'.")
self._resource = resource
self._properties = []
for c in self.resource.iter_columns():
self._properties.append(PropertyColumn(
c.get('name'), column_type=c.get('type'), count=c.get('count'),
occurs=c.get('occurs'), rule=c.get('rule')))
self._tags = []
@property
def name(self):
return self._name
@property
def resource(self):
return self._resource
def get_properties(self):
return [prop.all() for prop in self.iter_properties()]
def iter_properties(self, ignore=[]):
if isinstance(ignore, list) and ignore:
return iter(p for p in self._properties if p.name not in ignore)
return iter(self._properties)
def set_property(self, p):
if not p.__class__.__qualname__ == 'PropertyColumn':
raise TypeError(
"Argument should be an instance of 'PropertyColumn'.")
self._properties.append(p)
def get_property(self, name):
for p in self.iter_properties():
if p.name == name:
return p
def update_property(self, name, param, value):
for p in self.iter_properties():
if p.name == name:
if param == 'alias':
p.alias = value
if param in ('column_type', 'type'):
p.column_type = value
if param == 'occurs':
p.occurs = value
if param == 'rejected':
p.rejected = value
if param == 'searchable':
p.searchable = value
if param == 'weight':
p.weight = value
if param == 'pattern':
p.pattern = value
if param == 'rule':
p.rule = value
if param == 'analyzer':
p.analyzer = value
if param == 'search_analyzer':
p.search_analyzer = value
if param == 'suggest':
p.suggest = value
@property
def tags(self):
return self._tags
@tags.setter
def tags(self, lst):
if not isinstance(lst, list):
raise TypeError('Input should be a list.')
self._tags = lst
def iter_tags(self):
return iter(self._tags)
@abstractmethod
def generate_elastic_mapping(self):
raise NotImplementedError(
"This is an abstract method. You can't do anything with it.")
@abstractmethod
def get_collection(self, *args, **kwargs):
raise NotImplementedError(
"This is an abstract method. You can't do anything with it.")
class IndexProfile(object):
def __new__(self, name, resource):
protocol = resource.source.protocol
try:
ext = import_module(
'onegeo_manager.protocol.{0}'.format(protocol), __name__)
except Exception as e:
if e.__class__.__qualname__ == 'ModuleNotFoundError' \
and re.search("No module named 'onegeo_manager.protocol.\w+'", e.msg):
raise ProtocolNotFoundError(
"No protocol named '{}'".format(protocol))
raise e
self = object.__new__(ext.IndexProfile)
self.__init__(name, resource)
return self
|
# http.response
import datetime
import os
from .settings import HTML_ROOT
# status codes
# informational
CONTINUE = 100
SWITCHING_PROTOCOLS = 101
PROCESSING = 102
# successful
OK = 200
CREATED = 201
ACCEPTED = 202
NON_AUTHORITATIVE_INFORMATION = 203
NO_CONTENT = 204
RESET_CONTENT = 205
PARTIAL_CONTENT = 206
MULTI_STATUS = 207
IM_USED = 226
# redirection
MULTIPLE_CHOICES = 300
MOVED_PERMANENTLY = 301
FOUND = 302
SEE_OTHER = 303
NOT_MODIFIED = 304
USE_PROXY = 305
TEMPORARY_REDIRECT = 307
# client error
BAD_REQUEST = 400
UNAUTHORIZED = 401
PAYMENT_REQUIRED = 402
FORBIDDEN = 403
NOT_FOUND = 404
METHOD_NOT_ALLOWED = 405
NOT_ACCEPTABLE = 406
PROXY_AUTHENTICATION_REQUIRED = 407
REQUEST_TIMEOUT = 408
CONFLICT = 409
GONE = 410
LENGTH_REQUIRED = 411
PRECONDITION_FAILED = 412
REQUEST_ENTITY_TOO_LARGE = 413
REQUEST_URI_TOO_LONG = 414
UNSUPPORTED_MEDIA_TYPE = 415
REQUESTED_RANGE_NOT_SATISFIABLE = 416
EXPECTATION_FAILED = 417
UNPROCESSABLE_ENTITY = 422
LOCKED = 423
FAILED_DEPENDENCY = 424
UPGRADE_REQUIRED = 426
# server error
INTERNAL_SERVER_ERROR = 500
NOT_IMPLEMENTED = 501
BAD_GATEWAY = 502
SERVICE_UNAVAILABLE = 503
GATEWAY_TIMEOUT = 504
HTTP_VERSION_NOT_SUPPORTED = 505
INSUFFICIENT_STORAGE = 507
NOT_EXTENDED = 510
# Mapping status codes to official W3C names
responses = {
100: 'Continue',
101: 'Switching Protocols',
200: 'OK',
201: 'Created',
202: 'Accepted',
203: 'Non-Authoritative Information',
204: 'No Content',
205: 'Reset Content',
206: 'Partial Content',
300: 'Multiple Choices',
301: 'Moved Permanently',
302: 'Found',
303: 'See Other',
304: 'Not Modified',
305: 'Use Proxy',
306: '(Unused)',
307: 'Temporary Redirect',
400: 'Bad Request',
401: 'Unauthorized',
402: 'Payment Required',
403: 'Forbidden',
404: 'Not Found',
405: 'Method Not Allowed',
406: 'Not Acceptable',
407: 'Proxy Authentication Required',
408: 'Request Timeout',
409: 'Conflict',
410: 'Gone',
411: 'Length Required',
412: 'Precondition Failed',
413: 'Request Entity Too Large',
414: 'Request-URI Too Long',
415: 'Unsupported Media Type',
416: 'Requested Range Not Satisfiable',
417: 'Expectation Failed',
500: 'Internal Server Error',
501: 'Not Implemented',
502: 'Bad Gateway',
503: 'Service Unavailable',
504: 'Gateway Timeout',
505: 'HTTP Version Not Supported',
}
class Response(object):
def __init__(self, request):
self.request = request
self.body, self.status = self.get_response_body_and_status()
self.header = """\
HTTP/1.1 %s
Date: %s
Content-Type: text/html
""" % (self.status, str(datetime.datetime.now()))
self.http_response = self.header+self.body
def get_response_body_and_status(self):
try:
with open(os.path.join(HTML_ROOT+self.request.location[1:]), 'r') as response_file:
return "".join([line for line in response_file.readlines()]), "%d %s" % (OK, responses[OK])
except IOError:
return self.response_error(NOT_FOUND)
except:
return self.response_error(INTERNAL_SERVER_ERROR)
def response_error(self, error):
return 2 * ("%d %s" % (error, responses[error]),)
|
# -*- coding: utf-8 -*-
# © 2017-2019, ETH Zurich, Institut für Theoretische Physik
# Author: Dominik Gresch <greschd@gmx.ch>
"""
Defines a calculation to run the ``bands-inspect align`` command.
"""
import six
from aiida.engine import CalcJob
from aiida.common import CalcInfo, CodeInfo
from aiida.plugins import DataFactory
from .. import io
__all__ = ('AlignCalculation', )
class AlignCalculation(CalcJob):
"""
Calculation class for the ``bands-inspect align`` command.
Arguments
---------
bands1 : aiida.orm.data.array.bands.BandsData
First band structure to compare.
bands2 : aiida.orm.data.array.bands.BandsData
Second band structure to compare.
"""
_OUTPUT_FILE_NAME = 'out.txt'
_EV1_SHIFTED_FILENAME = 'eigenvals1_shifted.hdf5'
_EV2_SHIFTED_FILENAME = 'eigenvals2_shifted.hdf5'
@classmethod
def define(cls, spec):
super(AlignCalculation, cls).define(spec)
BandsData = DataFactory('array.bands')
spec.input(
'bands1',
valid_type=BandsData,
help='First bandstructure which is to be aligned'
)
spec.input(
'bands2',
valid_type=BandsData,
help='Second bandstructure which is to be aligned'
)
spec.input(
'metadata.options.parser_name',
valid_type=six.string_types,
default='bands_inspect.align'
)
Float = DataFactory('float')
spec.output('difference', valid_type=Float)
spec.output('shift', valid_type=Float)
spec.output('bands1_shifted', valid_type=BandsData)
spec.output('bands2_shifted', valid_type=BandsData)
spec.exit_code(
200,
'ERROR_NO_RETRIEVED_FOLDER',
message='The retrieved folder data node could not be accessed.'
)
spec.exit_code(
210,
'ERROR_OUTPUT_FILE_MISSING',
message=
'At least one of the expected output files is missing from the retrieved folder.'
)
spec.exit_code(
220,
'ERROR_OUTPUT_FILE_WRONG',
message='The text output file content is not in the expected format.'
)
def prepare_for_submission(self, tempfolder): # pylint: disable=arguments-differ
ev1_filename = 'eigenvals1.hdf5'
ev2_filename = 'eigenvals2.hdf5'
io.write(self.inputs.bands1, tempfolder.get_abs_path(ev1_filename))
io.write(self.inputs.bands2, tempfolder.get_abs_path(ev2_filename))
code = self.inputs.code
calcinfo = CalcInfo()
calcinfo.uuid = self.uuid
calcinfo.remote_copy_list = []
calcinfo.retrieve_list = [
self._OUTPUT_FILE_NAME, self._EV1_SHIFTED_FILENAME,
self._EV2_SHIFTED_FILENAME
]
codeinfo = CodeInfo()
codeinfo.cmdline_params = [
'align', '--input-files', ev1_filename, ev2_filename,
'--output-files', self._EV1_SHIFTED_FILENAME,
self._EV2_SHIFTED_FILENAME
]
codeinfo.stdout_name = self._OUTPUT_FILE_NAME
codeinfo.code_uuid = code.uuid
calcinfo.codes_info = [codeinfo]
return calcinfo
|
from trabalho_final.caches import cache
from numpy import inf
import json
class Config:
def __init__(
self,
file_path='default_config.json',
client2CacheRate = None,
client2CacheP = None,
timeoutRate = None,
cache2Server2CacheRate = None,
alternativeServerRate = None,
userRequestRate = None,
contentSize = None,
caches = None,
logger = None,
dataTypes = None
):
config = self.parse(file_path)
#mi
self.client2CacheRate = self.parse_inf(config['Client2CacheRate'] if client2CacheRate is None else client2CacheRate)
#P
self.client2CacheP = self.parse_inf(config['Client2CacheP'] if client2CacheP is None else client2CacheP)
#alpha
self.timeoutRate = self.parse_inf(config['TimeoutRate'] if timeoutRate is None else timeoutRate)
#theta
self.cache2Server2CacheRate = self.parse_inf(config['Cache2Server2CacheRate'] if cache2Server2CacheRate is None else cache2Server2CacheRate)
#gamma
self.alternativeServerRate = self.parse_inf(config['AlternativeServerRate'] if alternativeServerRate is None else alternativeServerRate)
#lambda
self.userRequestRate = self.parse_inf(config['UserRequestRate'] if userRequestRate is None else userRequestRate)
#N
self.contentSize = self.parse_inf(config['ContentSize'] if contentSize is None else contentSize)
#M
self.caches = config['Caches'] if caches is None else caches
self.dataTypes = config['DataTypes'] if dataTypes is None else dataTypes
self.logger = logger
def parse_inf(self, content):
return inf if content == 'inf' else content
def parse(self, config_name):
file = open(f'configs/{config_name}.json', 'r')
config = json.load(file)
file.close()
return config
|
# Copyright 2020 Pants project contributors (see CONTRIBUTORS.md).
# Licensed under the Apache License, Version 2.0 (see LICENSE).
from __future__ import absolute_import
import sys
from pex.tools.main import main as tools
sys.exit(tools())
|
def statusname(sid):
from app import app
return app.config["STATUSES"][sid]
|
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
Euler discovered the remarkable quadratic formula:
n² + n + 41
It turns out that the formula will produce 40 primes for the consecutive values n = 0 to 39. However, when n = 40, 402 + 40 + 41 = 40(40 + 1) + 41 is divisible by 41, and certainly when n = 41, 41² + 41 + 41 is clearly divisible by 41.
The incredible formula n² − 79n + 1601 was discovered, which produces 80 primes for the consecutive values n = 0 to 79. The product of the coefficients, −79 and 1601, is −126479.
Considering quadratics of the form:
n² + an + b, where |a| < 1000 and |b| < 1000
where |n| is the modulus/absolute value of n
e.g. |11| = 11 and |−4| = 4
Find the product of the coefficients, a and b, for the quadratic expression that produces the maximum number of primes for consecutive values of n, starting with n = 0.
"""
import math
def is_prime(n):
if n <= 1:
return False
if n <= 3:
return True
if n % 2 == 0 or n % 3 == 0:
return False
for m in range(5, int(math.ceil(math.sqrt(n))), 6):
if n % m == 0 or n % (m + 2) == 0:
return False
return True
def number_of_primes(expression):
n = 0
while is_prime(expression(n)):
n += 1
return n - 1
def find_coefficients(limit):
largest = 0
best_a = None
best_b = None
for a in range(-limit, limit):
for b in range(-limit, limit):
number = number_of_primes(lambda n: n*n + a*n + b)
if number > largest:
largest = number
best_a, best_b = a, b
return best_a, best_b, largest
def main():
print(find_coefficients(1000))
if __name__ == '__main__':
main()
|
import time
from google.protobuf.message import Message
from k8s.io.apimachinery.pkg.apis.meta.v1.generated_pb2 import ObjectMeta
from modela.common import ObjectReference
from modela.ModelaException import ResourceNotFoundException, ResourceExistsException, GrpcErrorException
class Resource:
"""
Base class for all classes representing Modela custom resources
"""
DefaultVersion = 'v0.0.1'
def __init__(self, resource: Message, client=None, name="", namespace="", version='v0.0.1'):
self._object: Message = resource
if client is not None:
self._client = client
if name != "" and namespace != "":
if hasattr(self._client, "get"):
try:
self._object = self._client.get(namespace, name).raw_message
except ResourceNotFoundException:
self._object.metadata.CopyFrom(ObjectMeta())
self._object.metadata.name = name
self._object.metadata.namespace = namespace
self.default()
if hasattr(self._object.spec, 'versionName'):
self._object.spec.versionName = version
else:
print("Unable to lookup resource: object has no client repository")
@property
def spec(self):
return self._object.spec
@property
def metadata(self) -> ObjectMeta:
return self._object.metadata
@property
def name(self) -> str:
return self.metadata.name
@property
def namespace(self) -> str:
return self.metadata.namespace
def has_label(self, label: str) -> bool:
return label in self.metadata.labels
def set_label(self, label: str, value: str):
self.metadata.labels[label] = value
def label(self, label: str) -> str:
return self.metadata.labels[label]
@property
def raw_message(self) -> Message:
return self._object
@property
def reference(self) -> ObjectReference:
return ObjectReference(Namespace=self.namespace, Name=self.name)
def submit(self, replace=False, **kwargs):
"""
Submit resource to the cluster
:param replace: Replace the resource if it already exists on the cluster.
"""
self.ensure_client_repository()
if replace:
self._client.delete(self.namespace, self.name)
name, namespace = self.name, self.namespace
self._object.metadata.Clear()
self._object.metadata.CopyFrom(ObjectMeta())
self._object.metadata.name = name
self._object.metadata.namespace = namespace
try:
self._client.create(self, **kwargs)
except GrpcErrorException as ex:
if not replace:
raise ex
time.sleep(0.5) # Avoid race condition
self._client.create(self, **kwargs)
def update(self):
""" Update the resource on the cluster with the latest data from the SDK """
self.ensure_client_repository()
self._client.update(self)
def delete(self):
""" Delete the resource on the cluster """
self.ensure_client_repository()
self._client.delete(self.namespace, self.name)
name, namespace = self.name, self.namespace
self._object.metadata.Clear()
self._object.metadata.CopyFrom(ObjectMeta())
self._object.metadata.name = name
self._object.metadata.namespace = namespace
def sync(self):
""" Update the resource with the latest information from the cluster """
self.ensure_client_repository()
self._object = self._client.get(self.namespace, self.name).raw_message
def ensure_client_repository(self):
""" Assert that the client repository exists """
assert hasattr(self, "_client")
def default(self):
print("Resource {0} is missing a default constructor; you may encounter errors upon creation.\n"
"Please file an issue at https://github.com/metaprov/modela-python-sdk/issues".format(
self.__class__.__name__))
def __repr__(self):
return "<{0} Resource at {1}/{2}>".format(self.__class__.__name__, self.namespace, self.name)
@staticmethod
def set_default_version(version):
Resource.DefaultVersion = version
|
"""
A library of pre-defined blocks.
- - - - - -
Docs: https://edzed.readthedocs.io/en/latest/
Home: https://github.com/xitop/edzed/
"""
|
import pandas as pd
import numpy as np
import re
import os
from collections import Counter
import pickle
import codecs
import pickle
from sklearn.preprocessing import LabelEncoder
import spacy
ids = []
sentences = []
titles = []
link = []
with open("Datasets/wikipedia-biography-dataset/train/train.id") as f:
ids.extend(f.read().split('\n'))
f1 = open("Datasets/wikipedia-biography-dataset/train/train.sent",encoding = 'utf-8')
for line in f1:
sentences.append(line)
f1 = open("Datasets/wikipedia-biography-dataset/train/train.title",encoding = 'utf-8')
for line in f1:
titles.append(line)
f1 = open("Datasets/wikipedia-biography-dataset/train/train.nb",encoding = 'utf-8')
for line in f1:
link.append(line)
ids = ids[:-1]
f1.close()
i = 0
j = 0
text = []
for i in link:
text.append(sentences[j:j+int(i)])
j = j+int(i)
for i in range(len(text)):
temp = ''
for j in text[i]:
temp += j.replace('\n',' ')
text[i] = re.findall(r'[a-zA-Z1-9.,]+',temp)
def build_vocab(data,len_vocab):
words=[]
for i in range(len(data)):
words.extend(data[i])
words=Counter(words).most_common(len_vocab)
vocab={}
for i in range(len(words)):
vocab[words[i][0]]=i
vocab['UNK']=len(vocab)
vocab['<start>'] = len(vocab)
vocab['<stop>'] = len(vocab)
vocab['<pad>'] = len(vocab)
reverse_vocab={}
for i in range(len(words)):
reverse_vocab[i]=words[i][0]
reverse_vocab[len(reverse_vocab)]='UNK'
reverse_vocab[len(reverse_vocab)]='<start>'
reverse_vocab[len(reverse_vocab)]='<stop>'
reverse_vocab[len(reverse_vocab)]='<pad>'
return vocab,reverse_vocab
vocab,reverse_vocab = build_vocab(text,50000)
with open("Vocabulary.p",'wb') as fp:
pickle.dump(vocab,fp,protocol=pickle.HIGHEST_PROTOCOL)
with open("Reverse_vocab.p",'wb') as fp:
pickle.dump(reverse_vocab,fp,protocol=pickle.HIGHEST_PROTOCOL)
tables = []
f1 = open("C:/Users/pdiwanj/Datasets/wikipedia-biography-dataset/test/test.box",encoding = 'utf-8')
for line in f1:
tables.append(line.split('\t'))
fields = []
inputs = []
for i in range(len(tables)):
fields.append([x.split(':')[0] for x in tables[i]])
inputs.append([x.split(':')[1] for x in tables[i]])
with open("fields.p","wb") as fp:
pickle.dump(fields,fp,protocol=pickle.HIGHEST_PROTOCOL)
with open("inputs.p","wb") as fp:
pickle.dump(inputs,fp,protocol=pickle.HIGHEST_PROTOCOL)
del sentences
del ids
del tables
del link
for i in range(len(text)):
text[i].insert(0,'<start>')
text[i].insert(len(text[i]),'<stop>')
for i in range(len(inputs)):
index = [x for x in range(len(inputs[i])) if inputs[i][x] in ('<none>',"","'","''"," ",",",", ","-","_")]
remove_f = [fields[i][x] for x in index]
for j in remove_f:
fields[i].remove(j)
inputs[i] = [x for x in inputs[i] if x not in ('<none>',"","'","''"," ",",",", ","-","_")]
del index
field = []
pos = []
for j in fields:
temp2 = []
for i in j:
temp = i.split('_')
temp1 = re.split(r'_+[0-9]+',i)
temp2.append((temp1[0],int(temp[-1])))
field.append(temp2)
all_fields = []
for i in range(len(field)):
for j in field[i]:
all_fields.append(j[0])
all_fields = list(set(all_fields))
le = LabelEncoder()
labels = le.fit_transform(all_fields)
labels = list(zip(all_fields,labels))
labels = dict(labels)
labeled_fields = []
temp = []
for j in range(len(field)):
labeled_fields.append([(labels[x[0]],x[1]) for x in field[j]])
def prep_data(fields,inputs,outputs,labels):
X_fields = []
X_inputs = []
y = []
max_output_len = max([len(outputs[x]) for x in range(len(outputs))])
max_input_len = max([len(fields[x]) for x in range(len(fields))])
max_output_len = 6332
max_input_len = 694
for i in range(len(fields)):
if len(fields[i])>max_input_len or len(outputs[i])>max_output_len:
continue
pads = [(len(labels),0) for x in range(max_input_len-len(fields[i]))]
X_fields.append(pads+fields[i])
pads = [vocab['<pad>'] for x in range(max_input_len-len(inputs[i]))]
X_inputs.append(pads+[vocab[x] if x in vocab.keys() else vocab['UNK'] for x in inputs[i]])
pads = [vocab['<pad>'] for x in range(max_output_len-len(outputs[i]))]
y.append([vocab[x] if x in vocab.keys() else vocab['UNK'] for x in text[i]]+pads)
X_fields = np.array(X_fields)
X_inputs = np.array(X_inputs)
y = np.array(y)
return X_fields,X_inputs,y
X_fields,X_inputs,y = prep_data(labeled_fields,inputs,text,labels)
with open("train_inputs.p","wb") as fp:
pickle.dump(X_inputs,fp,protocol=pickle.HIGHEST_PROTOCOL)
with open("train_outputs.p","wb") as fp:
pickle.dump(y,fp,protocol=pickle.HIGHEST_PROTOCOL)
with open("train_fields.p","wb") as fp:
pickle.dump(X_fields,fp,protocol=pickle.HIGHEST_PROTOCOL)
with open("final_labels.p","wb") as fp:
pickle.dump(labels,fp,protocol=pickle.HIGHEST_PROTOCOL)
fp.close()
model = spacy.load('en_core_web_md')
embeddings = []
for i in vocab.keys():
embeddings.append(model(i).vector)
np.save("Embeddings",embeddings,allow_pickle=False)
|
"""
This piece of source code is part of FADCIL project from Visibilia
More details about this project at: http://visibilia.net.br/fadcil
Last updated: 11/17/2020
"""
from tensorflow.keras import Model
from tensorflow.keras.layers import Input, BatchNormalization, Conv3D, Concatenate, Cropping3D, UpSampling3D, Dropout, Add, \
Multiply, Lambda, ZeroPadding3D, SpatialDropout3D, Flatten, Dense, Activation, Conv3DTranspose
from tensorflow.keras import regularizers
from tensorflow.keras.layers import MaxPooling3D
from tensorflow.keras import optimizers
from keras.utils import plot_model
from tensorflow.keras.activations import softmax, sigmoid
import numpy as np
from keras import backend as K
import config as gdrive
from model.helper_classes import Optimizers
from model.helper_classes import Winit
from model.helper_classes import LossName
from model.helper_classes import FActivation
import tensorflow as tf
import tensorflow_addons as tfa
tf.keras.backend.set_image_data_format('channels_first')
from model.segm3d import Segm3D
def unet_cropping(first_block=None, net=None):
""" Crops feature maps of different size, it keeps the center of both feature maps
"""
net_shape = (int(net.shape[2]), int(net.shape[3]), int(net.shape[4]))
first_block_shape = (int(first_block.shape[2]), int(first_block.shape[3]), int(first_block.shape[4]))
cropping = tuple(np.asarray(first_block_shape) - np.asarray(net_shape))
first_block = Cropping3D(cropping=((int(cropping[0] / 2), int(cropping[0] / 2)),
(int(cropping[1] / 2), int(cropping[1] / 2)),
(int(cropping[2] / 2), int(cropping[2] / 2))))(first_block)
return first_block
class UNet3DModel(Segm3D):
""" 3D U-Net network architecture.
It trains patches of 132x132x132 of the CT scan to produce an output of 44x44x44
Simmilarly, 108x108x108 patch produces output of 20x20x20
This implementation has the same field of view proposed by 3D U-Net (88)
"""
def down_path(self, tensor_in, nfilters, nonlinearity, initializer, do_bn, name_bottom=None):
""" Down path of the 3D U-Net
"""
kernel_regularizer = None if not self.do_l2 else regularizers.l2(0.00003)
if not do_bn:
conv1 = Conv3D(nfilters, (3, 3, 3), activation=nonlinearity, padding='valid',
kernel_initializer=initializer, kernel_regularizer=kernel_regularizer)(tensor_in)
conv1 = Conv3D(nfilters * 2, (3, 3, 3), activation=nonlinearity, padding='valid',
kernel_initializer=initializer, name=name_bottom)(conv1)
else:
conv1 = Conv3D(nfilters, (3, 3, 3), activation=None, padding='valid',
kernel_initializer=initializer, kernel_regularizer=kernel_regularizer)(tensor_in)
conv1 = tfa.layers.InstanceNormalization(axis=1, center=True, scale=True)(conv1)
# conv1 = BatchNormalization(axis=1, epsilon=1e-5, momentum=0.999)(conv1)
conv1 = Activation(activation=nonlinearity)(conv1)
conv1 = Conv3D(nfilters * 2, (3, 3, 3), activation=None, padding='valid', kernel_initializer=initializer,
name=name_bottom)(conv1)
conv1 = tfa.layers.InstanceNormalization(axis=1, center=True, scale=True)(conv1)
# conv1 = BatchNormalization(axis=1, epsilon=1e-5, momentum=0.999)(conv1)
conv1 = Activation(activation=nonlinearity)(conv1)
return conv1
def up_path(self, tensor_in, nfilters, nonlinearity, initializer, do_bn):
""" Up path of the 3D U-Net
"""
kernel_regularizer = None if not self.do_l2 else regularizers.l2(0.00003)
if not do_bn:
conv5 = Conv3D(nfilters, (3, 3, 3), activation=nonlinearity, padding='valid',
kernel_initializer=initializer, kernel_regularizer=kernel_regularizer)(tensor_in)
conv5 = Conv3D(nfilters, (3, 3, 3), activation=nonlinearity, padding='valid',
kernel_initializer=initializer)(conv5)
else:
conv5 = Conv3D(nfilters, (3, 3, 3), activation=None, padding='valid',
kernel_initializer=initializer, kernel_regularizer=kernel_regularizer)(tensor_in)
conv5 = tfa.layers.InstanceNormalization(axis=1, center=True, scale=True)(conv5)
#conv5 = BatchNormalization(axis=1, epsilon=1e-5, momentum=0.999)(conv5)
conv5 = Activation(activation=nonlinearity)(conv5)
conv5 = Conv3D(nfilters, (3, 3, 3), activation=None, padding='valid', kernel_initializer=initializer)(conv5)
conv5 = tfa.layers.InstanceNormalization(axis=1, center=True, scale=True)(conv5)
#conv5 = BatchNormalization(axis=1, epsilon=1e-5, momentum=0.999)(conv5)
conv5 = Activation(activation=nonlinearity)(conv5)
return conv5
@staticmethod
def concat_up_deconv(tensor_up, tensor_crop, do_dropout=False, num_filters=1):
""" Concatenates the transposed 3D convolution (better than upsampling) of the feature maps
"""
up5 = Conv3DTranspose(filters=tensor_up.shape[1], kernel_size=(3, 3, 3), strides=(2, 2, 2), padding='same',
data_format='channels_first', activation='relu')(tensor_up)
conv3_cropped = unet_cropping(first_block=tensor_crop, net=up5)
if do_dropout:
conv3_cropped = SpatialDropout3D(rate=0.2)(conv3_cropped)
up5 = Concatenate(axis=1)([up5, conv3_cropped])
return up5
def build_UNetCicek_deconv(self, nonlinearity, num_classes=2, do_dropout=False, do_bn=False, nfilters=32,
initializer=Winit.GLOROTUNI, activation=softmax_axis1):
""" This Model reproduces baseline 3D U-Net Cicek with transposed 3D convolutions
https://arxiv.org/abs/1606.06650
"""
conv1 = self.down_path(self.inputs, nfilters, nonlinearity, initializer, do_bn)
pool1 = MaxPooling3D(pool_size=self.pool_size)(conv1)
conv2 = self.down_path(pool1, nfilters * 2, nonlinearity, initializer, do_bn)
pool2 = MaxPooling3D(pool_size=self.pool_size)(conv2)
conv3 = self.down_path(pool2, nfilters * 4, nonlinearity, initializer, do_bn)
pool3 = MaxPooling3D(pool_size=self.pool_size)(conv3)
conv4 = self.down_path(pool3, nfilters * 8, nonlinearity, initializer, do_bn)
up5 = self.concat_up_deconv(conv4, conv3, do_dropout)
conv5 = self.up_path(up5, nfilters * 8, nonlinearity, initializer, do_bn)
up6 = self.concat_up_deconv(conv5, conv2, do_dropout)
conv6 = self.up_path(up6, nfilters * 4, nonlinearity, initializer, do_bn)
up7 = self.concat_up_deconv(conv6, conv1, do_dropout)
conv7 = self.up_path(up7, nfilters * 2, nonlinearity, initializer, do_bn)
output = Conv3D(num_classes, (1, 1, 1), activation=activation, padding='valid',
kernel_initializer=initializer, name='output_segm')(conv7)
self.model_segm = Model(inputs=self.inputs, outputs=output)
self.dl_network_name = 'build_UNetCicek_deconv'
return output
def __init__(self):
""" Initilizes the variables for the 3D U-Net
"""
self.inputs = None
self.pool_size = (2, 2, 2)
|
##
# This software was developed and / or modified by Raytheon Company,
# pursuant to Contract DG133W-05-CQ-1067 with the US Government.
#
# U.S. EXPORT CONTROLLED TECHNICAL DATA
# This software product contains export-restricted data whose
# export/transfer/disclosure is restricted by U.S. law. Dissemination
# to non-U.S. persons whether in the United States or abroad requires
# an export license or other authorization.
#
# Contractor Name: Raytheon Company
# Contractor Address: 6825 Pine Street, Suite 340
# Mail Stop B8
# Omaha, NE 68106
# 402.291.0100
#
# See the AWIPS II Master Rights File ("Master Rights File.pdf") for
# further licensing information.
##
##
# This is a base file that is not intended to be overridden.
##
##
# uengine is deprecated and will be removed from the system soon. Migrate your
# apps to using the Data Access Framework (DAF).
##
#
# Request of metar records (provides interface to pointdata)
#
#
# SOFTWARE HISTORY
#
# Date Ticket# Engineer Description
# ------------ ---------- ----------- --------------------------
# 06/03/09 chammack Initial Creation.
# 10/28/10 5705 cjeanbap Updated SfcObsPointDataTransform.MAN_PARAMS_LISTs
# 01/13/11 5705 cjeanbap Added makeNullResponse method.
# 12/05/13 2537 bsteffen Update package for the transform.
#
#
import PointDataQuery
from java.util import ArrayList
from com.raytheon.edex.plugin.sfcobs import SfcObsPointDataTransform
from com.raytheon.uf.common.message.response import ResponseMessageGeneric
class SfcObsRequest(PointDataQuery.PointDataQuery):
def __init__(self, pluginNameDummyVar):
PointDataQuery.PointDataQuery.__init__(self, "sfcobs")
def addParameter(self, name, value, operand="=",className=None):
self._pdq.addParameter(name, value, operand)
def addList(self, name, value,className=None):
self._pdq.addParameter(name, value, "in")
def setCount(self, count):
# self._pdq.setCount(count)
pass
def setSortValue(self, sortValue,order,className=None):
self._pdq.setSortBy(sortValue,order,className)
def setOrderByList(self,orderList,ascending,className=None):
self._pdq.setSortBy(orderList, ascending,className)
def execute(self):
print "SfcObsRequest.py"
self.requestAllLevels()
self._pdq.setParameters(SfcObsPointDataTransform.MAN_PARAMS_LIST)
self.queryResults = self._pdq.execute()
if self.queryResults is None:
return self.makeNullResponse()
else:
print "performing transform"
records = SfcObsPointDataTransform.toSfcObsRecords(self.queryResults)
size = len(records)
response = ArrayList()
for i in range(size):
response.add(ResponseMessageGeneric(records[i]))
return response
|
import numpy as np
from ConfigSpace.configuration_space import ConfigurationSpace
from ConfigSpace.hyperparameters import UniformFloatHyperparameter, \
CategoricalHyperparameter
from autosklearn.pipeline.components.base import AutoSklearnClassificationAlgorithm
from autosklearn.pipeline.constants import *
class BernoulliNB(AutoSklearnClassificationAlgorithm):
def __init__(self, alpha, fit_prior, random_state=None, verbose=0):
self.alpha = alpha
if fit_prior.lower() == "true":
self.fit_prior = True
elif fit_prior.lower() == "false":
self.fit_prior = False
else:
self.fit_prior = fit_prior
self.random_state = random_state
self.verbose = int(verbose)
self.estimator = None
def fit(self, X, y):
while not self.configuration_fully_fitted():
self.iterative_fit(X, y, n_iter=1)
return self
def iterative_fit(self, X, y, n_iter=1, refit=False):
import sklearn.naive_bayes
if refit:
self.estimator = None
if self.estimator is None:
self.n_iter = 0
self.fully_fit_ = False
self.estimator = sklearn.naive_bayes.BernoulliNB(
alpha=self.alpha, fit_prior=self.fit_prior)
self.classes_ = np.unique(y.astype(int))
# Fallback for multilabel classification
if len(y.shape) > 1 and y.shape[1] > 1:
import sklearn.multiclass
self.estimator.n_iter = self.n_iter
self.estimator = sklearn.multiclass.OneVsRestClassifier(
self.estimator, n_jobs=1)
self.estimator.fit(X, y)
self.fully_fit_ = True
else:
for iter in range(n_iter):
start = min(self.n_iter * 1000, y.shape[0])
stop = min((self.n_iter + 1) * 1000, y.shape[0])
# Upper limit, scipy.sparse doesn't seem to handle max > len(matrix)
stop = min(stop, y.shape[0])
if X[start:stop].shape[0] == 0:
self.fully_fit_ = True
break
self.estimator.partial_fit(X[start:stop], y[start:stop], self.classes_)
self.n_iter += 1
if stop >= len(y):
self.fully_fit_ = True
break
return self
def configuration_fully_fitted(self):
if self.estimator is None:
return False
elif not hasattr(self, 'fully_fit_'):
return False
else:
return self.fully_fit_
def predict(self, X):
if self.estimator is None:
raise NotImplementedError
return self.estimator.predict(X)
def predict_proba(self, X):
if self.estimator is None:
raise NotImplementedError()
return self.estimator.predict_proba(X)
@staticmethod
def get_properties(dataset_properties=None):
return {'shortname': 'BernoulliNB',
'name': 'Bernoulli Naive Bayes classifier',
'handles_regression': False,
'handles_classification': True,
'handles_multiclass': True,
'handles_multilabel': True,
'is_deterministic': True,
'input': (DENSE, SPARSE, UNSIGNED_DATA),
'output': (PREDICTIONS,)}
@staticmethod
def get_hyperparameter_search_space(dataset_properties=None):
cs = ConfigurationSpace()
# the smoothing parameter is a non-negative float
# I will limit it to 1000 and put it on a logarithmic scale. (SF)
# Please adjust that, if you know a proper range, this is just a guess.
alpha = UniformFloatHyperparameter(name="alpha", lower=1e-2, upper=100,
default=1, log=True)
fit_prior = CategoricalHyperparameter(name="fit_prior",
choices=["True", "False"],
default="True")
cs.add_hyperparameters([alpha, fit_prior])
return cs
|
#!/usr/bin/env python
# coding: utf-8
# In[1]:
import os, sys, time, random
from pathlib import Path
##############################################################################################################
##DO NOT change this part.
##../setup.py will update this variable
HTC_package_path = "C:/Users/tyang/Documents/Jupyter_workspace/HTC/python_3"
assert os.path.isdir(HTC_package_path), "Cannot find this VASP_HTC package under {}".format(HTC_package_path)
if HTC_package_path not in sys.path:
sys.path.append(HTC_package_path)
##############################################################################################################
from HTC_lib.VASP.Miscellaneous.Utilities import get_time_str, decorated_os_rename #, decorated_subprocess_check_output
from HTC_lib.VASP.Miscellaneous.Utilities import get_current_firework_from_cal_loc, get_mat_folder_name_from_cal_loc, write_cal_status
from HTC_lib.VASP.Miscellaneous.Execute_bash_shell_cmd import Execute_shell_cmd
from HTC_lib.VASP.Miscellaneous.change_signal_file import change_signal_file
from HTC_lib.VASP.Miscellaneous.Cal_status_dictionary_operation import Cal_status_dict_operation
from HTC_lib.VASP.Job_Management.Submit_and_Kill_job import Job_management, kill_error_jobs
from HTC_lib.VASP.Error_Checker.Error_checker import Write_and_read_error_tag
from HTC_lib.VASP.Error_Checker.Error_checker import Vasp_Error_Saver
from HTC_lib.VASP.Error_Checker.Error_checker import Queue_std_files
from HTC_lib.VASP.Error_Checker.Error_checker import Vasp_Error_checker
# In[5]:
def respond_to(signal_file, workflow):
main_dir = workflow[0]["htc_cwd"]
htc_job_status_file_path = os.path.join(main_dir, "htc_job_status.json")
job_status_dict = check_calculations_status(cal_folder=workflow[0]["cal_folder"], workflow=workflow)
if signal_file == "__update_now__":
write_cal_status(cal_status=job_status_dict, filename=htc_job_status_file_path)
os.remove(os.path.join(workflow[0]["htc_cwd"], "__update_now__"))
elif signal_file == "__change_signal_file__":
change_signal_file_path = os.path.join(main_dir, "__change_signal_file__")
cal_status = change_signal_file(job_status_dict, change_signal_file_path)
write_cal_status(cal_status, htc_job_status_file_path)
os.remove(change_signal_file_path)
else:
raise Exception("argument signal_file of function respond_to must be either '__update_now__' or '__change_signal_file__'")
# In[2]:
def update_job_status(cal_folder, workflow, which_status='all', job_list=[], rank=None):
"""
arguements:
- cal_folder: the path to the folder under which high-throughput calculations are performed.
- workflow: the workflow parsed by function read_HTC_calculation_setup_folder in HTC_lib/VASP/Preprocess_and_Postprocess/Parse_calculation_workflow.py
- which_status: tell this function that the calculations labelled by which status are going to be updated.
1. which_status could be 'manual_folder_list', 'running_folder_list', 'error_folder_list', 'killed_folder_list', 'sub_dir_cal_folder_list' and 'done_folder_list'
2. which_status could also be 'all' --> update all calculations labelled by any status above.
default: 'all'
- job_list: if which_status is in condition 1, you must provide a list of to-be-updated calculations labelled by which_status.
In the parallel mode, only process 0 checks the status of all calculations, evenly divides the to-be-updated calculations and send them to
different processes. This ensures each to-be-updated calculation to be updated by only one process.
default: []
"""
debugging = True
stop_file_path = os.path.join(workflow[0]["htc_cwd"], "__stop__")
htc_job_status_file_path = os.path.join(workflow[0]["htc_cwd"], "htc_job_status.json")
update_now_file_path = os.path.join(workflow[0]["htc_cwd"], "__update_now__")
change_signal_file_path = os.path.join(workflow[0]["htc_cwd"], "__change_signal_file__")
go_to_sub_signal_file_path = os.path.join(workflow[0]["htc_cwd"], "__go_to_submission__")
if which_status == "all":
job_status_dict = check_calculations_status(cal_folder=cal_folder, workflow=workflow)
#update_running_jobs_status(running_jobs_list=job_status_dict["running_folder_list"], workflow=workflow)
update_job_status(cal_folder, workflow, which_status="running_folder_list",
job_list=job_status_dict["running_folder_list"])
job_status_dict = check_calculations_status(cal_folder=cal_folder, workflow=workflow)
#kill_error_jobs(error_jobs=job_status_dict["error_folder_list"], workflow=workflow)
update_job_status(cal_folder, workflow, which_status="error_folder_list",
job_list=job_status_dict["error_folder_list"])
job_status_dict = check_calculations_status(cal_folder=cal_folder, workflow=workflow)
#update_killed_jobs_status(killed_jobs_list=job_status_dict["killed_folder_list"], workflow=workflow)
update_job_status(cal_folder, workflow, which_status="killed_folder_list",
job_list=job_status_dict["killed_folder_list"])
#update_sub_dir_cal_jobs_status(sub_dir_cal_jobs_list=job_status_dict["sub_dir_cal_folder_list"], workflow=workflow)
update_job_status(cal_folder, workflow, which_status="sub_dir_cal_folder_list",
job_list=job_status_dict["sub_dir_cal_folder_list"])
#clean_analyze_or_update_successfully_finished_jobs(done_jobs_list=job_status_dict["done_folder_list"], workflow=workflow)
update_job_status(cal_folder, workflow, which_status="done_folder_list",
job_list=job_status_dict["done_folder_list"])
elif which_status == "running_folder_list":
for cal_loc in job_list:
if debugging:
assert os.path.isfile(os.path.join(cal_loc, "__running__")), "{}: The status of the following job is not __running__: {}".format(get_time_str(), cal_loc)
update_running_jobs_status(running_jobs_list=job_list, workflow=workflow)
old_cal_status = {"running_folder_list": job_list}
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=job_list)
return Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status)
elif which_status == "error_folder_list":
for cal_loc in job_list:
if debugging:
assert os.path.isfile(os.path.join(cal_loc, "__error__")), "{}: The status of the following job is not __error__: {}".format(get_time_str(), cal_loc)
kill_error_jobs(error_jobs=[cal_loc], workflow=workflow)
old_cal_status = {"error_folder_list": job_list}
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=job_list)
return Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status)
elif which_status == "killed_folder_list":
for cal_loc in job_list:
if debugging:
assert os.path.isfile(os.path.join(cal_loc, "__killed__")), "{}: The status of the following job is not __killed__: {}".format(get_time_str(), cal_loc)
update_killed_jobs_status(killed_jobs_list=[cal_loc], workflow=workflow)
old_cal_status = {"killed_folder_list": job_list}
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=job_list)
return Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status)
elif which_status == "sub_dir_cal_folder_list":
cal_status_diff_list = []
for cal_loc in job_list:
if debugging:
if isinstance(rank, int):
print("{}: process {} checks sub-dir cal under {}".format(get_time_str(), rank, cal_loc), flush=True)
else:
print("{}: check sub-dir cal under {}".format(get_time_str(), cal_loc), flush=True)
assert os.path.isfile(os.path.join(cal_loc, "__sub_dir_cal__")), "{}: The status of the following job is not __sub_dir_cal__: {}".format(get_time_str(), cal_loc)
update_sub_dir_cal_jobs_status(sub_dir_cal_jobs_list=[cal_loc], workflow=workflow)
old_cal_status = {"sub_dir_cal_folder_list": [cal_loc]}
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=[cal_loc])
cal_status_diff_list.append(Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status))
if os.path.isfile(stop_file_path) or os.path.isfile(update_now_file_path) or os.path.isfile(change_signal_file_path) or os.path.isfile(go_to_sub_signal_file_path):
#update_sub_dir_cal_jobs_status may involve very slow external commands.
break #This if clause ensures a quick response to signal files
return Cal_status_dict_operation.merge_cal_status_diff(cal_status_diff_list)
elif which_status == "done_folder_list":
cal_status_diff_list = []
for cal_loc in job_list:
old_cal_status = {"done_folder_list": [cal_loc]}
if not os.path.isdir(cal_loc):
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=[])
cal_status_diff_list.append(Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status))
continue
if debugging:
if isinstance(rank, int):
print("{}: process {} cleans|analyzes complete cal under {}".format(get_time_str(), rank, cal_loc), flush=True)
else:
print("{}: cleans|analyzes complete cal under {}".format(get_time_str(), cal_loc), flush=True)
assert os.path.isfile(os.path.join(cal_loc, "__done__")), "{}: The status of the following job is not __done__: {}".format(get_time_str(), cal_loc)
clean_analyze_or_update_successfully_finished_jobs(done_jobs_list=[cal_loc], workflow=workflow)
#old_cal_status = {"done_folder_list": [cal_loc]}
if os.path.isfile(os.path.join(get_mat_folder_name_from_cal_loc(cal_loc), "__complete__")):
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=[])
else:
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=[cal_loc])
cal_status_diff_list.append(Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status))
if os.path.isfile(stop_file_path) or os.path.isfile(update_now_file_path) or os.path.isfile(change_signal_file_path) or os.path.isfile(go_to_sub_signal_file_path):
#clean_analyze_or_update_successfully_finished_jobs may involve very slow external commands.
break #This if clause ensures a quick response to signal files
return Cal_status_dict_operation.merge_cal_status_diff(cal_status_diff_list)
else:
old_cal_status = {which_status: job_list}
new_cal_status = check_calculations_status(cal_folder, workflow, cal_loc_list=job_list)
return Cal_status_dict_operation.diff_status_dict(old_cal_status_dict=old_cal_status, new_cal_status_dict=new_cal_status)
# In[3]:
def are_all_cal_for_a_material_complete(mat_folder, cal_name_list):
"""
input arguements:
- mat_folder (str): the absolute path to the folder under which a series of pre-defined calculations are run for a given material
- cal_name_list (list of str): a list of calculation folder names. E.g. ["step_1_xxx", "step_2_yyy", "step_3_zzz"]
return:
- True if all calculations in cal_name_list are complete as indicated by the presence of either of signal files below:
"__skipped__", "__done__", "__done_cleaned_analyzed__" and "__done_failed_to_clean_analyze__"
- False otherwise.
Note that
1. if all calculations in cal_name_list are complete, a file named as "__complete__" will be created under mat_folder. The existence of
"__complete__" tells check_calculations_status(cal_folder) to skip mat_folder. As htc goes on, the number of compelte calculations increases.
their status should either of the above and remains in most cases. It makes no sense to spend much time repeatedly checking the unchanged
status of these calculations. Skipping these complete mat_folder would save much time.
2. If you always want to check mat_folder, create a signal file "__incomplete__" under mat_folder. In this case, this function directly returns False
"""
sub_dir_list = os.listdir(mat_folder)
if "__complete__" in sub_dir_list:
return True
elif "__incomplete__" in sub_dir_list:
return False
signal_file_list = ["__done__", "__done_cleaned_analyzed__", "__done_failed_to_clean_analyze__", "__skipped__"]
for cal_name in cal_name_list:
if cal_name in sub_dir_list:
if not any([os.path.isfile(os.path.join(mat_folder, cal_name, signal_file)) for signal_file in signal_file_list]):
return False
else:
return False
open(os.path.join(mat_folder, "__complete__"), "w").close()
return True
# signal_file_list = ["__complete__", "__done__", "__done_cleaned_analyzed__", "__done_failed_to_clean_analyze__", "__manual__", "__test__", "__vis__",
# "__skipped__", "__ready__", "__prior_ready__", "__sub_dir_cal__", "__error__", "__running__", "__killed__"]
# job_status_folder_list = ["complete_folder_list", "done_folder_list", "done_cleaned_analyzed_folder_list", "done_failed_to_clean_analyze_folder_list",
# "manual_folder_list", "test_folder_list", "vis_folder_list", "skipped_folder_list", "ready_folder_list",
# "prior_ready_folder_list", "sub_dir_cal_folder_list", "error_folder_list", "running_folder_list",
# "killed_folder_list", "other_folder_list"]
#
# for sig_1, sig_2 in zip(signal_file_list, job_status_folder_list):
# sig_1 = sig_1.strip("_")
# sig_2 = sig_2.split("_folder_list")[0]
# print(sig_1 == sig_2, sig_1)
# In[2]:
def check_calculations_status(cal_folder, workflow, mat_folder_name_list=None, cal_loc_list=None):
"""
Check the status of all calculations under folder cal_folder
input argument:
- cal_folder (str): The absolute path to a directory under which the program creates a sub-directory for every to-be-calculated
materials. In the sub-directory, a series of DFT calculations predefined will be carried out.
This function checks the calculation status of all DFT calculations under the folder referenced by cal_folder/
- workflow: the workflow parsed by function read_HTC_calculation_setup_folder in HTC_lib/VASP/Preprocess_and_Postprocess/Parse_calculation_workflow.py
- mat_folder_name_list: a list of material folder under cal_folder or its sub-list. If it is provided, this function just checks calculations under these
material folders. Otherwise, check all calculations under cal_folder
- cal_loc_list: a list of absolute paths to calculations under material folders.
Scope of status checking:
- if cal_loc_list is provided, this function only checks the statuses of the calculations in this list.
- if cal_loc_list is not provided but mat_folder_name_list is provided, this function checks the status of all calculations
under each material folder listed in mat_folder_name_list
- if neither cal_loc_list nor mat_folder_name_list is provided, check all calculations under cal_folder.
return a dictionary having keys below:
- ready_folder_list (list): a list of absolute pathes where the calculations are ready.
Note that the pathes where instead file __prior_ready__ exists will be put at the beginning
of list read_folder_list.
- running_folder_list (list): a list of absolute pathes where the calculations are ongoing.
- done_folder_list (list): a list of absolute pathes where the calculations are done.
- error_folder_list (list): a list of absolute pathes where the calculations encounter errors.
- killed_folder_list (list): a list of absolute pathes where the calculation has been killed.
- manual_folder_list (list): a list of absolute pathes where the error can not be fixed automatically.
- vis_folder_list (list): a list of absolute pathes where the input files for calculations need to be prepared
- ...
"""
signal_file_list = ["__done__", "__done_cleaned_analyzed__", "__done_failed_to_clean_analyze__", "__manual__", "__test__", "__vis__",
"__skipped__", "__ready__", "__prior_ready__", "__sub_dir_cal__", "__error__", "__running__", "__killed__", "__nkx_gt_ikptd__"]
job_status_folder_list = [signal_file.strip("_") + "_folder_list" for signal_file in signal_file_list] + ["other_folder_list"]
#job_status_folder_list = ["done_folder_list", "done_cleaned_analyzed_folder_list", "done_failed_to_clean_analyze_folder_list",
# "manual_folder_list", "test_folder_list", "vis_folder_list", "skipped_folder_list", "ready_folder_list",
# "prior_ready_folder_list", "sub_dir_cal_folder_list", "error_folder_list", "running_folder_list",
# "killed_folder_list", "other_folder_list", "nkx_gt_ikptd_folder_list"]
job_status_dict = {key: [] for key in job_status_folder_list}
job_status_dict["complete_folder_list"] = []
directory_list = []
if cal_loc_list != None:
directory_list = [cal_loc for cal_loc in cal_loc_list if os.path.isdir(cal_loc)]
else:
cal_name_list = [firework["firework_folder_name"] for firework in workflow[::-1]]
if mat_folder_name_list == None:
mat_folder_name_list = os.listdir(cal_folder)
for mat_folder in mat_folder_name_list:
mat_folder = os.path.join(cal_folder, mat_folder)
if os.path.isdir(mat_folder):
if os.path.isfile(os.path.join(mat_folder, "__complete__")): #are_all_cal_for_a_material_complete(mat_folder=mat_folder, cal_name_list=cal_name_list):
job_status_dict["complete_folder_list"].append(mat_folder)
else:
directory_list.append(mat_folder)
job_list = []
for directory in directory_list:
for incar_loc in [str(incar_loc) for incar_loc in Path(directory).glob("**/INCAR")]:
if "step" in incar_loc and "error_folder" not in incar_loc:
job_list.append(os.path.split(incar_loc)[0])
#Old, slow but safe codes to obtain job_list
#jobs_in_str = decorated_subprocess_check_output("find %s -type f -name INCAR" % cal_folder)[0]
#job_list = []
#for job in jobs_in_str.split("\n"):
# job = job.strip()
# if job and "step" in job and "error_folder" not in job:
# job_list.append(os.path.split(job)[0])
for job in job_list:
file_list = os.listdir(job)
is_it_categorized = False
for signal_file, status_type in zip(signal_file_list, job_status_folder_list):
if signal_file in file_list:
job_status_dict[status_type].append(job)
is_it_categorized = True
break
if not is_it_categorized:
file_belong_to_other = True
#Also search for other unknown signal files starting and ending with double underscores ("__")
for file_ in file_list:
if file_.startswith("__") and file_.endswith("__"):
unknown_job_status = file_.strip("_") + "_folder_list"
if unknown_job_status not in job_status_dict.keys():
job_status_dict[unknown_job_status] = [job]
else:
job_status_dict[unknown_job_status].append(job)
file_belong_to_other = False
break
if file_belong_to_other:
job_status_dict["other_folder_list"].append(job)
for status in job_status_dict.keys():
job_status_dict[status] = sorted(job_status_dict[status])
#Sort the ready jobs such that the series of jobs associated with one material can be run continuously
#job_status_dict["ready_folder_list"] = sorted(job_status_dict["ready_folder_list"])
#job_status_dict["prior_ready_folder_list"] = sorted(job_status_dict["prior_ready_folder_list"])
return job_status_dict
# In[3]:
def update_running_jobs_status(running_jobs_list, workflow):
"""
Update jobs's status. for the running jobs, if any errors are detected, change __running__ to __error__ and
the error type will be written into __error__.
input arguments:
- running_jobs_list (list): a list of absolute pathes of running jobs.
- workflow: the output of func Parse_calculation_workflow.parse_calculation_workflow
"""
#Check_after_cal = ["__electronic_divergence__", "__positive_energy__", "__ionic_divergence__"]
#Check_on_the_fly = ["__electronic_divergence__", "__positive_energy__"]
job_status_str = Job_management.check_jobs_in_queue_system(workflow=workflow, return_a_str=True)
#print()
#print(get_time_str())
#print(job_status_str)
#job_status_str = ""
#if job_status_list:
# for i in range(1, len(job_status_list)):
# job_status_str += job_status_list[i]
for job_path in running_jobs_list:
find_error = False
if Queue_std_files(cal_loc=job_path, workflow=workflow).find_std_files() != [None, None]:
#for func Vasp_Error_checker, error_type=["after_cal"] will automatically check errors after cal.
#If found, __running__ --> __error__ and the error info will be written into __error__ and return False
#If not found, return True
if Vasp_Error_checker(error_type=["after_cal"], cal_loc=job_path, workflow=workflow):
cal_name = os.path.split(job_path)[-1]
with open(os.path.join(job_path, "log.txt"), "a") as f:
f.write("{} INFO: Calculation successfully finishes at {}\n".format(get_time_str(), cal_name))
f.write("\t\t\t__running__ --> __done__\n")
decorated_os_rename(loc=job_path, old_filename="__running__", new_filename="__done__")
#os.rename(os.path.join(job_path, "__running__"), os.path.join(job_path, "__done__"))
else:
#for func Vasp_Error_checker, error_type=["on_the_fly"] will automatically check errors on the fly.
#If found, __running__ --> __error__ and the error info will be written into __error__ and return False
#If not found, return True
Vasp_Error_checker(error_type=["on_the_fly"], cal_loc=job_path, workflow=workflow)
if os.path.isfile(os.path.join(job_path, "__running__")):
if Queue_std_files(cal_loc=job_path, workflow=workflow).find_std_files() != [None, None]:
continue
queue_id = Job_management(cal_loc=job_path, workflow=workflow).find_queue_id()
#print(queue_id, queue_id in job_status_str)
if queue_id not in job_status_str:
if not os.path.isfile(os.path.join(job_path, "__no_of_times_not_in_queue__")):
with open(os.path.join(job_path, "__no_of_times_not_in_queue__"), "w") as f:
f.write("1")
else:
with open(os.path.join(job_path, "__no_of_times_not_in_queue__"), "r") as f:
times = int(next(f).strip())
if times <= 5:
with open(os.path.join(job_path, "__no_of_times_not_in_queue__"), "w") as f:
f.write(str(times+1))
continue
cal_name = os.path.split(job_path)[-1]
with open(os.path.join(job_path, "log.txt"), "a") as f:
f.write("{} Queue Error: {}\n".format(get_time_str(), cal_name))
f.write("\t\t\tThe running job is not found in queue.\n")
f.write("\t\t\t__running__ --> __manual__\n")
f.write("\t\t\tCreate file __running_job_not_in_queue__.\n")
open(os.path.join(job_path, "__running_job_not_in_queue__"), "w").close()
decorated_os_rename(loc=job_path, old_filename="__running__", new_filename="__manual__")
#os.rename(os.path.join(job_path, "__running__"), os.path.join(job_path, "__manual__"))
else:
if os.path.isfile(os.path.join(job_path, "__no_of_times_not_in_queue__")):
os.remove(os.path.join(job_path, "__no_of_times_not_in_queue__"))
# In[4]:
def update_killed_jobs_status(killed_jobs_list, workflow, max_error_times=5):
"""
Update killed jobs's status. If the error in __killed__ can be fixed, fix it and __killed__ --> __ready__;
Ohterwise __killed__ --> __manual__
input arguments:
- killed_jobs_list (list): a list of absolute pathes of killed jobs.
- workflow: the output of func Parse_calculation_workflow.parse_calculation_workflow
- max_error_times (int): the maximum error times. Beyond this value, __killed__ --> __manual__. Default: 5
"""
#Error_type_dict = ["__unfinished_OUTCAR__", "__electronic_divergence__",
# "__ionic_divergence__", "__positive_energy__"]
for killed_job in killed_jobs_list:
#The killed job won't be processed until the stdout & stderr files of the queue system appear.
if Queue_std_files(cal_loc=killed_job, workflow=workflow).find_std_files() == [None, None]:
continue
error_type = Write_and_read_error_tag(killed_job).read_error_tag("__killed__")
error_checker = Vasp_Error_checker(cal_loc=killed_job, error_type=error_type, workflow=workflow)
cal_name = os.path.split(killed_job)[-1]
if Vasp_Error_Saver(cal_loc=killed_job, workflow=workflow).find_error_times() >= max_error_times:
decorated_os_rename(loc=killed_job, old_filename="__killed__", new_filename="__manual__")
#os.rename(os.path.join(killed_job, "__killed__"), os.path.join(killed_job, "__manual__"))
with open(os.path.join(killed_job, "log.txt"), "a") as f:
f.write("{} Killed: {}\n".format(get_time_str(), cal_name))
f.write("\t\t\tThe error times hit the max_error_times ({})\n".format(max_error_times))
f.write("\t\t\t__killed__ -> __manual__\n")
else:
output = error_checker.correct()
if output == True:
#Queue_std_files(cal_loc=killed_job, workflow=workflow).remove_std_files()
#to_be_removed = ["OUTCAR", "OSZICAR", workflow[0]["vasp.out"]]
#for file_ in to_be_removed:
# if os.path.isfile(os.path.join(killed_job, file_)):
# os.remove(os.path.join(killed_job, file_))
os.remove(os.path.join(killed_job, "__killed__"))
open(os.path.join(killed_job, "__ready__"), "w").close()
with open(os.path.join(killed_job, "log.txt"), "a") as f:
f.write("{} Killed: Successfully correct the error {} under {}\n".format(get_time_str(), error_type, cal_name))
f.write("\t\t\t__killed__ --> __ready__\n")
elif output == "already_handled":
#This means that all loging and changing the signal file has been done by error_checker.correct.
#So no action is taken here.
pass
else:
decorated_os_rename(loc=killed_job, old_filename="__killed__", new_filename="__manual__")
#os.rename(os.path.join(killed_job, "__killed__"), os.path.join(killed_job, "__manual__"))
with open(os.path.join(killed_job, "log.txt"), "a") as f:
f.write("{} Killed: Fail to correct the error {} under {}\n".format(get_time_str(), error_type, cal_name))
f.write("\t\t\t__killed__ --> __manual__\n")
# In[4]:
def update_sub_dir_cal_jobs_status(sub_dir_cal_jobs_list, workflow):
"""
update the status of the sub-directoray calculations using the corresponding sub_dir_cal_cmd predefined in workflow.
Note that sub_dir_cal_cmd should be responsible for the job status switching from __sub_dir_cal__ to either __done__ or __manual__.
"""
for sub_dir_cal_path in sub_dir_cal_jobs_list:
current_firework = get_current_firework_from_cal_loc(sub_dir_cal_path, workflow)
Execute_shell_cmd(cal_loc=sub_dir_cal_path, user_defined_cmd_list=current_firework["sub_dir_cal_cmd"],
where_to_execute=sub_dir_cal_path, defined_by_which_htc_tag="sub_dir_cal_cmd")
# In[5]:
def clean_analyze_or_update_successfully_finished_jobs(done_jobs_list, workflow):
"""
For a calculation labelled by __done__, the operations defined by HTC tag cmd_to_process_finished_jobs will be called to
clean or analyze the calculation. After these operations are successfully called, __done__ --> __done_cleaned_analyzed__.
If any error happens, __done__ --> __done_failed_to_clean_analyze__
Of course, the calculation status remains at __done__ if no operation is defined by cmd_to_process_finished_jobs
Note that if you are going to delete files/folders, please make sure the command(s) capable of ingoring non-existent files/folders.
E.g. rm -rf file1 file2 file3 folder1
"""
for cal_loc in done_jobs_list:
current_firework = get_current_firework_from_cal_loc(cal_loc, workflow)
if not current_firework["cmd_to_process_finished_jobs"]:
#decorated_os_rename(loc=cal_loc, old_filename="__done__", new_filename="__done_not_clean_analyze__")
#with open(log_filename, "a") as log_f:
# log_f.write("\t{}: cmd_to_process_finished_jobs is empty: __done__ --> __done_not_clean_analyze__\n".format(get_time_str()))
continue
log_filename = os.path.join(cal_loc, "log.txt")
status = Execute_shell_cmd(cal_loc=cal_loc, user_defined_cmd_list=current_firework["cmd_to_process_finished_jobs"],
where_to_execute=cal_loc, defined_by_which_htc_tag="cmd_to_process_finished_jobs")
if status:
decorated_os_rename(loc=cal_loc, old_filename="__done__", new_filename="__done_cleaned_analyzed__")
with open(log_filename, "a") as log_f:
log_f.write("\tSuccessfully cleaned or analyzed the calculation: __done__ --> __done_cleaned_analyzed__\n")
else:
decorated_os_rename(loc=cal_loc, old_filename="__done__", new_filename="__done_failed_to_clean_analyze__")
os.remove(os.path.join(cal_loc, "__manual__")) #__manual__ is created by Execute_shell_cmd if an error happens
with open(log_filename, "a") as log_f:
log_f.write("\tFailed to clean or analyze the calculation. See above for the details\n")
log_f.write("\tdelete __manual__ && __done__ --> __done_failed_to_clean_analyze__")
|
"""Internal module that contains functions to handle datetime related operations."""
# ===============================================================
# Imports
# ===============================================================
# Standard Library
import logging
from typing import Optional
# Third Party
import pandas as pd
# Local
import pandemy
# ===============================================================
# Set Logger
# ===============================================================
# Initiate the module logger
# Handlers and formatters will be inherited from the root logger
logger = logging.getLogger(__name__)
# ===============================================================
# Functions
# ===============================================================
def datetime_columns_to_timezone(df: pd.DataFrame, localize_tz: str = 'UTC',
target_tz: Optional[str] = 'CET') -> None:
r"""Set a timezone to naive datetime columns.
Localize naive datetime columns of DataFrame `df` to the desired timezone.
Optionally convert the localized columns to desired target timezone.
Modifies DataFrame `df` inplace.
Parameters
----------
df : pd.DataFrame
The DataFrame with columns to convert to datetime.
localize_tz : str, default 'UTC'
Name of the timezone which to localize naive datetime columns into.
target_tz : str or None, default 'CET'
Name of the target timezone to convert datetime columns into after
they have been localized. If `target_tz` is None or `target_tz = `localize_tz`
no timezone conversion will be performed.
Returns
-------
None
Raises
------
pandemy.InvalidInputError
If an unknown timezone is supplied.
"""
# The datetime columns of the DataFrame
cols = df.select_dtypes(include=['datetime']).columns
for col in cols:
try:
df.loc[:, col] = df[col].dt.tz_localize(localize_tz)
if target_tz is not None or target_tz == localize_tz:
df.loc[:, col] = df[col].dt.tz_convert(target_tz)
except Exception as e:
raise pandemy.InvalidInputError(f'{type(e).__name__}: {e.args[0]}. '
f'localize_tz={localize_tz}, target_tz={target_tz}',
data=(e.args[0], localize_tz, target_tz)) from None
|
import os
import time
import argparse
import importlib.util
from scipy.integrate import ode
from cellsolver.codesamples import hodgkin_huxley_squid_axon_model_1952 as hh
from cellsolver.plot import plot_solution
KNOWN_SOLVERS = ['euler', 'dop853', 'vode']
class TimeExecution(object):
number = 10
run_timeit = False
def __init__(self, f):
self._f = f
def __call__(self, *args, **kwargs):
if TimeExecution.run_timeit:
ts = time.time()
for _ in range(TimeExecution.number):
self._f(*args, **kwargs)
te = time.time()
print('%r average = %2.2f ms' %
(self._f.__name__, ((te - ts) * 1000)/TimeExecution.number))
return self._f(*args, **kwargs)
def initialize_system(system):
rates = system.create_states_array()
states = system.create_states_array()
variables = system.create_variables_array()
system.initialize_states_and_constants(states, variables)
system.compute_computed_constants(variables)
return states, rates, variables
@TimeExecution
def solve_using_euler(system, step_size, interval):
states, rates, variables = initialize_system(system)
results = [[] for _ in range(len(states))]
x = []
t = interval[0]
end = interval[-1]
while t < end:
system.compute_rates(t, states, rates, variables)
delta = list(map(lambda var: var * step_size, rates))
states = [sum(x) for x in zip(states, delta)]
x.append(t)
for index, value in enumerate(states):
results[index].append(value)
t += step_size
return x, results
def update(voi, states, system, rates, variables):
system.compute_rates(voi, states, rates, variables)
return rates
@TimeExecution
def solve_using_dop853(system, step_size, interval):
return solve_using_scipy(system, "dop853", step_size, interval)
@TimeExecution
def solve_using_vode(system, step_size, interval):
return solve_using_scipy(system, "vode", step_size, interval)
def solve_using_scipy(system, method, step_size, interval):
states, rates, variables = initialize_system(system)
results = [[] for _ in range(len(states))]
x = []
solver = ode(update)
solver.set_integrator(method)
solver.set_initial_value(states, interval[0])
solver.set_f_params(system, rates, variables)
end = interval[-1]
while solver.successful() and solver.t < end:
solver.integrate(solver.t + step_size)
x.append(solver.t)
for index, value in enumerate(solver.y):
results[index].append(value)
return x, results
def module_from_file(module_name, file_path):
spec = importlib.util.spec_from_file_location(module_name, file_path)
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
return module
def is_valid_file(parser, arg):
expanded_path = os.path.expanduser(arg)
expanded_path = os.path.expandvars(expanded_path)
full_path = os.path.abspath(expanded_path)
if os.path.exists(full_path) and os.path.isfile(full_path):
module_name = os.path.splitext(os.path.basename(full_path))[0]
loaded_module = module_from_file(module_name, full_path)
return loaded_module # return the actual loaded module
else:
parser.error("The file %s does not exist!" % arg)
def process_arguments():
parser = argparse.ArgumentParser(description="Solve ODE's described by libCellML generated Python output.")
parser.add_argument('--solver', default=KNOWN_SOLVERS[0],
help='specify the solver: {0} (default: {1})'.format(KNOWN_SOLVERS, KNOWN_SOLVERS[0]))
parser.add_argument('--timeit', action='store', type=int, nargs='?', const=10, default=0,
help='number of iterations for evaluating execution elapsed time (default: 0)')
parser.add_argument('--interval', action='store', type=float, nargs=2, default=[0.0, 100.0],
help='interval to run the simulation for (default: [0.0, 100.0])')
parser.add_argument('--step-size', action='store', type=float, nargs=1, default=0.001,
help='the step size to output results at (default: 0.001)')
parser.add_argument('module', nargs='?', default=hh, type=lambda file_name: is_valid_file(parser, file_name),
help='a module of Python code generated by libCellML')
return parser
def main():
parser = process_arguments()
args = parser.parse_args()
TimeExecution.run_timeit = args.timeit > 0
if TimeExecution.run_timeit:
TimeExecution.number = args.timeit
valid_solution = True
if args.solver == "euler":
[x, y_n] = solve_using_euler(args.module, args.step_size, args.interval)
elif args.solver == "dop853":
[x, y_n] = solve_using_dop853(args.module, args.step_size, args.interval)
elif args.solver == "vode":
[x, y_n] = solve_using_vode(args.module, args.step_size, args.interval)
else:
x = []
y_n = []
valid_solution = False
print("Unknown solver '{0}'.".format(args.solver))
parser.print_help()
if valid_solution:
plot_solution(x, y_n, args.module.VOI_INFO, args.module.STATE_INFO, args.module.__name__)
if __name__ == "__main__":
main()
|
def atbash(string):
s2=''
for char in string:
if char.islower()==True:
s2+=chr(122-(ord(char)-97))
elif char.isupper()==True:
s2+=chr(90-(ord(char)-65))
else:
s2+=char
string=s2
return string
|
"""Test for parser.omega"""
import pytest
import fromconfig
@pytest.mark.parametrize(
"config, expected",
[
pytest.param(None, None, id="none"),
pytest.param({"foo": "bar"}, {"foo": "bar"}, id="none"),
pytest.param({"foo": "bar", "baz": "${foo}"}, {"foo": "bar", "baz": "bar"}, id="vanilla"),
],
)
def test_parser_omega(config, expected):
"""Test that OmegaConfParser accepts different types."""
parser = fromconfig.parser.OmegaConfParser()
assert parser(config) == expected
def hello(s):
return f"hello {s}"
@pytest.mark.parametrize(
"resolvers, error",
[
pytest.param({"hello": "hello"}, False),
pytest.param({"hello": {"_attr_": "fromconfig.utils.from_import_string", "_args_": ["hello"]}}, False),
pytest.param({"hello": ["hello"]}, True),
],
)
def test_parser_omega_resolvers(resolvers, error):
"""Test OmegaConfParser."""
config = {"hello_world": "${hello:world}", "date": "${now:}", "resolvers": resolvers}
parser = fromconfig.parser.OmegaConfParser()
if error:
with pytest.raises(Exception):
parsed = parser(config)
else:
parsed = parser(config)
assert parsed["hello_world"] == "hello world" # Custom resolver
assert "$" not in parsed["date"] # Make sure now was resolved
|
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Script to interpolate atmospheric data from UERRA: increase temporal resolution, and save into speed, cosine of angle and sine of angle, pressure and pressure gradient
Created on Mon Apr 11 15:01:26 2022
@author: Matias Duran-Matute (m.duran.matute@tue.nl)
"""
#%%
import pandas as pd
import time
import numpy as np
import matplotlib.pyplot as plt
from scipy.interpolate import interp1d
import datetime
#%% Load date
W = pd.read_csv('../data/uerra_1h_c.csv')
speed = np.array(W['wind_speed'])
angle = np.array(W['wind_direction'])
press = np.array(W['pressure'])
px = np.array(W['pressure'])
py = np.array(W['pressure'])
W.time = pd.to_datetime(W.time, format='%Y-%m-%d %H:%M:%S')
t = np.array((W.time - W.time.dt.floor('D')[0]).dt.total_seconds())
#%% Useful definitions
dt = 600 #dt for the new time series in seconds
gdr = np.pi/180 # useful to transform from degrees to radians
#%%
# Define interpolating functions
# For speed and pressure linear interpolation is used
# For the angle, the cosine of the angle is interpolated using the nearest neighbour.
# Then, the angle is recomputed and used to compute the sine
fs = interp1d(t,speed)
fp = interp1d(t,press)
fd = interp1d(t,np.cos(angle),kind='nearest')
#fpx = fp = interp1d(t,px)
#fpy = fp = interp1d(t,px)
# Perform the interpolation
t_i = np.arange(t[0],t[-1:],dt) # New time vector
speed_i = fs(t_i)
press_i = fp(t_i)
#px_i = fpx(t_i)
#py_i = fpy(t_i)
c_angle_i = fd(t_i)
angle_i = np.arccos(c_angle_i)
s_angle_i = np.sin(angle_i)
#%%
time = pd.to_datetime(t_i + W.time[0].timestamp()-3600, unit='s')
# %%
d = {'time': time, 'wind_speed': speed_i, 'sine_wind_angle': s_angle_i, 'cosine_wind_angle': c_angle_i, 'pressure': press_i}#, 'pressure_x_g': px_i, 'pressure_y_g': py_i}
df = pd.DataFrame(data=d)
df.to_csv('../data/uerra_10min_c.csv')
|
"""Scrape GADM website for geospatial package link."""
from bs4 import BeautifulSoup
from datetime import datetime as dt
from selenium import webdriver
from selenium.webdriver.support.ui import Select
import requests
import time
import pandas
url = 'https://gadm.org/download_country_v3.html'
base_url = 'https://biogeo.ucdavis.edu/data/gadm3.6/gpkg/'
def get_countries():
"""Get all countries and associated value."""
page = requests.get(url)
html = BeautifulSoup(page.text, 'html.parser')
select = html.find('select', {'id': 'countrySelect'})
options = select.find_all('option')
country_values = [x['value'] for x in options]
countries = [x.text for x in options]
return country_values, countries
def click():
"""Get all the gpkg links (index of links)."""
browser = webdriver.PhantomJS()
browser.set_window_size(1120, 550)
browser.get(url)
dropdown = Select(browser.find_element_by_id('countrySelect'))
li_text = [o.text for o in dropdown.options]
li_link = []
for v in li_text:
# Click option
dropdown.select_by_visible_text(v)
# Get html link
el = browser.find_elements_by_tag_name('a')
links = [x.get_attribute('href') for x in el]
link = links[5] # Get shp format
li_link.append(link)
print(f'{dt.now()} Click {v} {link}')
# # Save screenshot (testing purposes)
# browser.save_screenshot(f'test{v}.png')
browser.quit()
return li_link[1:]
if __name__ == "__main__":
# values, countries = get_countries()
links = click()
f = open('GADM-countries.txt', 'w+')
for i in links:
f.write(f'{i}\n')
f.close()
|
from easycore.common.network import download_file
import os
def test_download_file():
url = "https://github.com/YuxinZhaozyx/easycore/archive/v0.3.4.zip"
dir = os.path.dirname(__file__)
file_path = download_file(url, dir)
os.remove(file_path)
if __name__ == '__main__':
import logging
logging.basicConfig(level=logging.INFO)
test_download_file()
|
# coding: utf-8
import glob
import os
def matched_exclude(fn, patterns):
for pat in patterns.split(','):
if glob.fnmatch.fnmatch(fn, pat.strip()):
return True
return False
def count_lines(directory, ext=None,
exclude_patterns=None, exfuncs=None, detail=False):
'''Count lines in each file inside directory
ext: file extension to count
exclude_patterns: comma separated patterns to ignore
exfuncs: additional functions to exclude_patterns files from result
'''
if not exclude_patterns:
exclude_patterns = '*.swp'
if exfuncs is None:
exfuncs = []
if ext and not ext.startswith('.'):
ext = '.' + ext
exfuncs.append(lambda fn: not fn.endswith(ext))
total_lines = 0
for root, _, files in os.walk(directory):
for f in files:
c = 0
path = os.path.join(root, f)
if matched_exclude(path, exclude_patterns):
continue
if any(func(path) for func in exfuncs):
continue
try:
with open(path) as fi:
for line in fi:
c += 1
except UnicodeDecodeError as e:
# pyc files, binary files...
continue
if detail:
print("%7d: %s" % (c, path))
total_lines += c
return total_lines
def cli():
import argparse
argp = argparse.ArgumentParser()
argp.add_argument('directory', default=['.'], nargs='*')
argp.add_argument('-t', '--filetype', type=str, default='')
argp.add_argument('-d', '--debug', action='store_true')
argp.add_argument(
'-e', '--exclude_patterns', type=str, default='',
help='exclude_patterns: comma separated patterns to ignore'
)
args = argp.parse_args()
ignore_git = [lambda f: '.git/' in f]
for d in args.directory:
total_lines = count_lines(d, args.filetype, args.exclude_patterns,
detail=args.debug, exfuncs=ignore_git)
print('%7d: %s' % (total_lines, d))
|
from django import forms
from .models import Article
class ArticleForm(forms.ModelForm):
class Meta:
model = Article
fields = [
'title',
'date',
'abstract',
'body'
]
def clean_title(self):
title = self.cleaned_data.geta('title')
if title.lower() == 'abc':
raise forms.ValidationError("This is not a valid title")
return title
|
r"""Observables in $D$ meson decays."""
from . import dlnu
|
# -*- coding: utf-8 -*-
"""
@File : config.py
@Time : 2020/7/7 下午3:08
@Author : yizuotian
@Description : 配置类
"""
class Config(object):
def __init__(self, **kwargs):
super(Config, self).__init__(**kwargs)
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cfg = Config()
|
""" Making use of the REST API (NeuroMorpho.org v7) to query the database """
"""
Ahmad made two changes
1- added html = html.decode('ISO-8859-1') on line 99
2- changed open(fileName, 'w').write(response.read()) to open(fileName, 'wb').write(response.read())
"""
# python v2 or v3
try:
from urllib2 import urlopen, Request
except ImportError:
from urllib.request import urlopen, Request
import re, json, base64, sys
# pseudo-constants
NEUROMORPHO_URL = "http://neuromorpho.org"
MAX_NEURONS_PER_PAGE = 500
def validate_response_code(response):
""" Checks response code from JSON request and print warning then exits """
code = response.getcode()
# success
if code == 200: return
# error codes
if code == 400:
print ("Bad request, usually wrong parameters to select queries.")
elif code == 404:
print ("Resource not found or does not exist")
elif code == 405:
print ("Unsupported HTTP method used (No GET or POST request).")
elif code == 500:
print ("Internal Server Error. Contact admin for assistance.")
sys.exit()
def check_api_health():
""" Checks if the REST API is available """
url = "http://neuromorpho.org/api/health"
req = Request(url)
response = urlopen(req)
if (json.loads(response.read())['status'] != "UP"):
print("REST API not available.")
return False
return True
def get_num_neurons(numNeurons):
"""
Get number of neurons. API can handle only up to 500 neurons per page
Keyword arguments:
numNeurons -- number of neurons
"""
return numNeurons if (numNeurons != -1 and numNeurons < MAX_NEURONS_PER_PAGE) else MAX_NEURONS_PER_PAGE
def get_neuron_pages(numNeurons, totalPages):
"""
If more neurons (>500) than supported by API are requested,
multiple pages need to be retrieved, otherwise one page is retrieved.
Keyword arguments:
numNeurons -- number of neurons
totalPages -- number of pages available when using numNeurons per page
"""
return min(totalPages, numNeurons / MAX_NEURONS_PER_PAGE if numNeurons > MAX_NEURONS_PER_PAGE else 1)
def get_swc_by_neuron_index(neuronIndex):
"""Download a neuron by index and store it into a SWC file
Keyword arguments:
neronIndex -- the neuron index in the database
"""
if (not check_api_health()): return
url = "%s/api/neuron/id/%i" % (NEUROMORPHO_URL, neuronIndex)
req = Request(url)
response = urlopen(req)
validate_response_code(response)
neuronName = json.loads(response.read().decode("utf-8"))['neuron_name']
url = "%s/neuron_info.jsp?neuron_name=%s" % (NEUROMORPHO_URL, neuronName)
html = urlopen(url).read()
p = re.compile(r'<a href=dableFiles/(.*)>Morphology File \(Standardized\)</a>', re.MULTILINE)
m = re.findall(p, html)
for match in m:
fileName = match.replace("%20", " ").split("/")[-1]
response = urlopen("%s/dableFiles/%s" % (NEUROMORPHO_URL, match))
open(fileName, 'w').write(response.read())
def get_swc_by_neuron_name(neuronName):
""" Download the SWC file specified by the neuron's name
Keyword arguments:
neuronName -- the neuron index in the database
"""
if (not check_api_health()): return
url = "%s/neuron_info.jsp?neuron_name=%s" % (NEUROMORPHO_URL, neuronName)
html = urlopen(url).read()
html = html.decode('ISO-8859-1')
p = re.compile(r'<a href=dableFiles/(.*)>Morphology File \(Standardized\)</a>', re.MULTILINE)
m = re.findall(p, html)
for match in m:
fileName = match.replace("%20", " ").split("/")[-1]
response = urlopen("%s/dableFiles/%s" % (NEUROMORPHO_URL, match))
open(fileName, 'wb').write(response.read())
def get_swc_by_brain_region(brainRegion, numNeurons=-1):
""" Download a specific number of SWC files specified by a region name
Keyword arguments:
brainRegion -- the brain region
numNeurons -- how many neurons to retrieved (-1 means all neurons)
Note: Brain regions usually start in lowercase
"""
if (not check_api_health()): return
if (not brainRegion[0].islower()): print ("Warning: brain region does not start with lower case letter")
numNeurons = get_num_neurons(numNeurons)
url = "%s/api/neuron/select?q=brain_region:%s&size=%i" %(NEUROMORPHO_URL, brainRegion, numNeurons)
req = Request(url)
response = urlopen(req)
validate_response_code(response)
totalPages = json.loads(response.read().decode("utf-8"))['page']['totalPages']
numNeuronPages = get_neuron_pages(numNeurons, totalPages)
for page in range(0, numNeuronPages):
url = "%s/api/neuron/select?q=brain_region:%s&size=%i&page=%i" %(NEUROMORPHO_URL, brainRegion, numNeurons, page)
req = Request(url)
response = urlopen(req)
neurons = json.loads(response.read().decode("utf-8"))
numNeurons = len(neurons['_embedded']['neuronResources'])
for neuron in range(0, numNeurons):
get_swc_by_neuron_name(neurons['_embedded']['neuronResources'][neuron]['neuron_name'])
def get_swc_by_species(species, numNeurons=-1):
""" Download a specific number of SWC files specified by a region name
Keyword arguments:
brainRegion -- the brain region
numNeurons -- how many neurons to retrieved (-1 means all neurons)
Note: Brain regions usually start in lowercase
"""
if (not check_api_health()): return
if (not species[0].islower()): print ("Warning: brain region does not start with lower case letter")
numNeurons = get_num_neurons(numNeurons)
url = "%s/api/neuron/select?q=species:%s&size=%i" %(NEUROMORPHO_URL, species, numNeurons)
req = Request(url)
response = urlopen(req)
validate_response_code(response)
totalPages = json.loads(response.read().decode("utf-8"))['page']['totalPages']
numNeuronPages = get_neuron_pages(numNeurons, totalPages)
for page in range(0, numNeuronPages):
url = "%s/api/neuron/select?q=species:%s&size=%i&page=%i" %(NEUROMORPHO_URL, species, numNeurons, page)
req = Request(url)
response = urlopen(req)
neurons = json.loads(response.read().decode("utf-8"))
numNeurons = len(neurons['_embedded']['neuronResources'])
for neuron in range(0, numNeurons):
get_swc_by_neuron_name(neurons['_embedded']['neuronResources'][neuron]['neuron_name'])
def get_swc_by_archive_name(archiveName, numNeurons=-1):
""" Download a specific number of SWC files specified by an archive name
Keyword arguments:
archiveName -- the brain region
numNeurons -- how many neurons to retrieve (-1 means all neurons)
Note: Archive names usually start in uppercase
"""
if (not check_api_health()): return
if (not archiveName[0].isupper()): print ("Warning: archive name does not start with upper case letter")
numNeurons = get_num_neurons(numNeurons)
url = "%s/api/neuron/select?q=archive:%s&size=%i" %(NEUROMORPHO_URL, archiveName, numNeurons)
req = Request(url)
response = urlopen(req)
validate_response_code(response)
totalPages = json.loads(response.read().decode("utf-8"))['page']['totalPages']
numNeuronPages = get_neuron_pages(numNeurons, totalPages)
for page in range(0, numNeuronPages):
url = "%s/api/neuron/select?q=archive:%s&size=%i&page=%i" %(NEUROMORPHO_URL, archiveName, numNeurons, page)
req = Request(url)
response = urlopen(req)
neurons = json.loads(response.read().decode("utf-8"))
numNeurons = len(neurons['_embedded']['neuronResources'])
for neuron in range(0, numNeurons):
get_swc_by_neuron_name(neurons['_embedded']['neuronResources'][neuron]['neuron_name'])
|
#!/usr/bin/env python
# -*- coding: utf-8 -*-
from yosaipy2.web.registry.abcs import WebRegistry
from flask import request, g
from typing import Callable, Dict, Any
from werkzeug.exceptions import Forbidden, Unauthorized
import json
class FlaskWebRegistry(WebRegistry):
def __init__(self):
# type: (Callable[[Any], Dict]) -> None
super(FlaskWebRegistry, self).__init__(request)
@property
def remote_host(self):
return request.remote_addr
def resource_params(self):
# type: () -> Dict
"""
Obtains the resource-specific parameters of the HTTP request, returning
a dict that will be used to bind parameter values to dynamic permissions.
"""
resource = dict()
resource.update(request.values)
if request.json is not None:
resource.update(request.json)
return resource
def raise_forbidden(self, msg=None):
"""
This method is called to raise HTTP Error Code 403 (Forbidden).
"""
raise Forbidden(description=msg)
def raise_unauthorized(self, msg=None):
"""
This method is called to raise HTTP Error Code 401 (Unauthorized).
"""
raise Unauthorized(description=msg)
def _get_cookie(self, cookie_name, secret):
if cookie_name in request.cookies:
return request.cookies[cookie_name]
return None
def _set_cookie(self, response, cookie_name, cookie_val):
response.set_cookie(
key=cookie_name,
value=cookie_val,
max_age=self.set_cookie_attributes.get('cookie_max_age', None),
path=self.set_cookie_attributes.get('cookie_path', '/'),
domain=self.set_cookie_attributes.get('cookie_domain', None),
secure=self.set_cookie_attributes.get('cookie_secure', None),
httponly=self.set_cookie_attributes.get('cookie_httponly', False)
)
def _delete_cookie(self, response, cookie_name):
response.set_cookie(cookie_name, '', expires=0)
def register_response_callback(self):
g.registry = self
def __html__(self):
data = {
"secret": self.secret,
"cookies": {
'set_cookie': self.cookies['set_cookie'],
'delete_cookie': list(self.cookies['delete_cookie']),
},
"session_creation_enabled": self._session_creation_enabled,
"set_cookie_attributes": self.set_cookie_attributes,
}
return json.dumps(data)
def decode(self, data):
# type:(Dict) -> None
self.secret = data['secret']
self.cookies = {
'set_cookie': data['cookies']['set_cookie'],
'delete_cookie': set(data['cookies']['delete_cookie'])
}
self._session_creation_enabled = data['session_creation_enabled']
self.set_cookie_attributes = data['set_cookie_attributes']
|
import json
import click
import requests
import os
from fandogh_cli.config import get_user_config, get_cluster_config, get_user_token, get_cluster_namespace
from fandogh_cli.utils import convert_datetime, parse_key_values, TextStyle, format_text
cluster_url = [key['url'] for key in get_cluster_config() if key['active']][0] if get_cluster_config() else None
if cluster_url.startswith("https://api."):
cluster_url = cluster_url.replace("https://api.", "")
fandogh_host = os.getenv('FANDOGH_HOST', cluster_url if cluster_url else 'fandogh.cloud')
fandogh_ssh_host = os.getenv('FANDOGH_SSH_HOST', 'wss://ssh.{}'.format(fandogh_host))
base_url = "https://api.{}/api/".format(fandogh_host)
base_images_url = '%simages' % base_url
base_services_url = '%sservices' % base_url
base_managed_services_url = '%smanaged-services' % base_url
base_volume_url = '%svolumes' % base_url
base_schema_url = '%sschema' % base_url
max_workspace_size = 20 # MB
session = requests.Session()
def get_session():
session.headers.update({
'Authorization': 'JWT ' + get_stored_token(),
'ACTIVE-NAMESPACE': get_cluster_namespace()
})
return session
class TooLargeWorkspace(Exception):
pass
class FandoghAPIError(Exception):
message = "Server Error"
def __init__(self, response):
self.response = response
class AuthenticationError(Exception):
message = "Please login first. You can do it by running 'fandogh login' command"
def __init__(self, response=None):
self.response = response
class ResourceNotFoundError(FandoghAPIError):
message = "Resource Not found"
def __init__(self, response, message=None):
self.response = response
if message:
self.message = message
if hasattr(self.response, 'json'):
self.message = self.response.json().get('message', self.message)
class ExecutionForbidden(FandoghAPIError):
message = "Forbidden Execution"
def __init__(self, response, message=None):
self.response = response
if message:
self.message = message
if hasattr(self.response, 'json'):
self.message = self.response.json().get('message', self.message)
class FandoghInternalError(FandoghAPIError):
message = "Sorry, there is an internal error, the incident has been logged and we will fix it ASAP"
def __init__(self, response):
self.response = response
class FandoghBadRequest(FandoghAPIError):
def __init__(self, response):
self.response = response
try:
self.message = "Errors: \n{}".format(
"\n".join([" -> {}: {}".format(k, v) for k, v in response.json().items()]))
except AttributeError:
self.message = response.text
class CommandParameterException(Exception):
def __init__(self, error_dict):
try:
self.message = "Errors: \n{}".format(
"\n".join([" -> {}: {}".format(k, v) for k, v in error_dict.items()]))
except AttributeError:
self.message = json.dumps(error_dict, indent=' ')
def get_stored_token():
token_obj = get_user_token()
if token_obj is None:
raise AuthenticationError()
return token_obj
def get_exception(response):
exception_class = {
404: ResourceNotFoundError,
401: AuthenticationError,
400: FandoghBadRequest,
500: FandoghInternalError,
403: ExecutionForbidden,
}.get(response.status_code, FandoghAPIError)
return exception_class(response)
def create_image(image_name):
response = get_session().post(base_images_url, json={'name': image_name})
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def delete_image(image_name):
response = get_session().delete(base_images_url + '/' + image_name)
if response.status_code != 200:
raise get_exception(response)
return response.json()
def get_images():
response = get_session().get(base_images_url)
if response.status_code != 200:
raise get_exception(response)
else:
result = response.json()
for item in result:
item['last_version_version'] = (item.get('last_version', {}) or {}).get('version', '--')
item['last_version_date'] = (item.get('last_version', {}) or {}).get('date', '--')
return result
def get_image_build(image_name, version, image_offset):
response = get_session().get(
base_images_url + '/' + image_name + '/versions/' + version + '/builds', params={'image_offset': image_offset})
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
from requests_toolbelt.multipart import encoder
def create_version(image_name, version, workspace_path, monitor_callback):
with open(workspace_path, 'rb') as file:
e = encoder.MultipartEncoder(
fields={'version': version,
'source': ('workspace', file, 'text/plain')}
)
m = encoder.MultipartEncoderMonitor(e, monitor_callback)
response = get_session().post(base_images_url + '/' + image_name + '/versions', data=m,
headers={'Content-Type': m.content_type})
if response.status_code == 404:
raise ResourceNotFoundError(
response=response,
message="There is no image named {}, please check for typo".format(image_name)
)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def list_versions(image_name):
response = get_session().get(base_images_url + '/' + image_name + '/versions')
if response.status_code != 200:
raise get_exception(response)
else:
result = response.json()
for item in result:
item['size'] = str(item.get('size') / 1000 / 1000) + 'MB'
return result
def parse_port_mapping(port_mapping):
# validate and convert outside:inside:protocol to a nice dict
port_mapping = port_mapping.upper()
parts = port_mapping.split(":")
if len(parts) == 3:
outside, inside, protocol = parts
if protocol not in ('TCP', 'UDP'):
raise CommandParameterException(
{"internal_ports": [
"%s is not a valid protocol in %s, protocol can ba tcp or udp" % (protocol, port_mapping)]})
elif len(parts) == 2:
protocol = "TCP"
outside, inside = parts
else:
raise CommandParameterException(
{"internal_ports": ["{} is not a valid port mapping, use this form outsidePort:insidePort:protocol, "
"which protocol is optional and default protocol is tcp".format(port_mapping)]})
try:
return dict(outside=int(outside), inside=int(inside), protocol=protocol)
except ValueError:
raise CommandParameterException(
{"internal_ports": ["{} is not a valid port mapping, port numbers should be numbers".format(port_mapping)]})
def deploy_service(image_name, version, service_name, envs, hosts, port, internal, registry_secret, image_pull_policy,
internal_ports):
return deploy_manifest(
_generate_manifest(image_name, version, service_name, port, envs, hosts, internal, registry_secret,
image_pull_policy, internal_ports))
def list_services():
response = get_session().get(base_services_url)
if response.status_code != 200:
raise get_exception(response)
else:
json_result = response.json()
for service in json_result:
if 'start_date' in service:
service['start_date'] = convert_datetime(service['start_date'])
if 'last_update' in service:
service['last_update'] = convert_datetime(service['last_update'])
return json_result
def destroy_service(service_name):
response = get_session().delete(base_services_url + '/' + service_name)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json().get('message', "`{}` service has been destroyed successfully".format(service_name))
def get_token(username, password):
response = requests.post(base_url + 'tokens', json={'username': username, 'password': password})
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def get_logs(service_name, last_logged_time, max_logs, with_timestamp, previous):
response = get_session().get(base_services_url + '/' + service_name + '/logs',
params={'last_logged_time': last_logged_time,
'max_logs': max_logs,
'previous': previous,
'with_timestamp': with_timestamp})
if response.status_code == 200:
return response.json()
else:
raise get_exception(response)
def get_details(service_name):
response = get_session().get(base_services_url + '/' + service_name)
if response.status_code != 200:
raise get_exception(response)
else:
service = response.json()
import json
if 'start_date' in service:
service['start_date'] = convert_datetime(service['start_date'])
if 'last_update' in service:
service['last_update'] = convert_datetime(service['last_update'])
return service
def deploy_managed_service(service_name, version, configs):
configution = parse_key_values(configs)
response = get_session().post(base_managed_services_url,
json={'name': service_name,
'version': version,
'config': configution}
)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def help_managed_service():
response = get_session().get(base_managed_services_url)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def deploy_manifest(manifest):
response = get_session().post(base_services_url + '/manifests',
json=manifest
)
if response.status_code != 200:
if response.status_code == 400:
document = get_manifest_document(list(response.json().keys())[0])
click.echo(format_text(document, TextStyle.WARNING))
raise get_exception(response)
else:
return response.json()
def _generate_manifest(image, version, name, port, envs, hosts, internal, registry_secret, image_pull_policy,
internal_ports):
manifest = dict()
if internal:
manifest['kind'] = 'InternalService'
else:
manifest['kind'] = 'ExternalService'
if name:
manifest['name'] = name
spec = dict()
if image:
spec['image'] = '{}:{}'.format(image, version)
env_list = []
if envs:
env_variables = parse_key_values(envs)
for key in env_variables:
env_list.append({'name': key, 'value': env_variables[key]})
spec['env'] = env_list
if registry_secret:
spec['image_pull_secret'] = registry_secret
if image_pull_policy:
spec['image_pull_policy'] = image_pull_policy
if hosts:
spec['domains'] = [{'name': host} for host in hosts]
if port:
spec['port'] = port
if internal_ports:
internal_ports = list(internal_ports)
spec['internal_port_mapping'] = [parse_port_mapping(port_mapping) for port_mapping in internal_ports]
manifest['spec'] = spec
return manifest
def dump_manifest(service_name):
response = get_session().get(base_services_url + '/manifests',
params={'service_name': service_name}
)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()['data']
def request_service_history(service_name):
response = get_session().get(base_services_url + '/{}/history'.format(service_name))
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def remove_service_history(service_name, history_id):
response = get_session().delete(base_services_url + '/{}/history/{}'.format(service_name, history_id))
if response.status_code != 200:
return get_exception(response)
else:
return response.json().get('message', "`{}` service has been destroyed successfully".format(service_name))
def request_service_rollback(service_name, history_id):
body = dict({'service_name': service_name, 'history_id': history_id})
response = get_session().post(base_services_url + '/rollbacks', json=body)
if response.status_code != 200:
return get_exception(response)
else:
return response.json()
'''
Volume Requests Section
method list:
create_volume_claim
delete_volume_claim
list_volumes
'''
'''
Request to create a volume with:
- volume_name: name of the dedicated volume user requires to build
- capacity: size of the volume ended with 'Gi'
'''
def create_volume_claim(volume_name, capacity):
body = dict({'name': volume_name, 'capacity': capacity})
response = get_session().post(base_volume_url,
json=body
)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
'''
Request ro delete a volume with:
- volume_name: name of the volume to be deleted
'''
def delete_volume_claim(volume_name):
response = get_session().delete(base_volume_url + '/{}'.format(volume_name))
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()['message']
'''
Request ro expand a volume capacity with:
- volume_name: name of the volume to expand
- new_capacity: new size for specified volume
'''
def resize_volume_claim(volume_name, new_capacity):
data = {'capacity': new_capacity}
response = get_session().patch(base_volume_url + '/{}'.format(volume_name), data=data)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()['message']
'''
Request to fetch list of volumes for a user:
'''
def list_volumes():
response = get_session().get(base_volume_url)
if response.status_code != 200:
raise get_exception(response)
else:
return response.json()
def get_manifest_document(doc_key):
token = get_stored_token()
response = requests.get(base_schema_url + '/' + doc_key,
headers={'Authorization': 'JWT ' + token})
if response.status_code != 200:
return ''
else:
return response.json().get('document', '')
def get_fandogh_latest_version():
response = requests.get(base_url + "/api/latest-version", timeout=5)
if response.status_code != 200:
return None
else:
return response.json().get('latest_version', None)
|
import numpy as np
import fire
from utilities import parse_matrix
def tdma_solve(matrix: np.ndarray, rhs: np.ndarray) -> np.ndarray:
"""Решение СЛАУ с трёхдиагональной матрицей методом прогонки
:param matrix: матрица коэффициентов
:param rhs: вектор правых частей
:return: решение СЛАУ
"""
b = np.diagonal(matrix)
a = np.diagonal(matrix, offset=-1)
a = np.hstack([0, a])
c = np.diagonal(matrix, offset=1)
c = np.hstack([c, 0])
n = matrix.shape[0] # размерность матрицы
p = [-c[0] / b[0]]
q = [rhs[0] / b[0]]
for i in range(1, n):
denominator = b[i] + a[i] * p[i - 1]
p.append(-c[i] / denominator)
q.append((rhs[i] - a[i] * q[i - 1]) / denominator)
x = np.zeros(n)
x[-1] = q[-1]
for i in range(n - 2, -1, -1):
x[i] = p[i] * x[i + 1] + q[i]
return x
def main(src, test=False):
"""Решение СЛАУ с трёхдиагональной матрицей методом прогонки
:param src: путь к текстовому файлу с матрицей
:param test: флаг, запускающий тестирование
"""
# чтение файла
with open(src, "r") as file:
s = file.readlines()
matrix = parse_matrix(s)
m = matrix[:, :-1]
d = matrix[:, -1]
x = tdma_solve(m, d)
print(f"Решение СЛАУ: {x}")
if test:
xt = np.linalg.solve(m, d)
print("Тест пройден!" if np.allclose(x, xt) else f"Тест не пройден. Правильный ответ: {xt}")
if __name__ == "__main__":
fire.Fire(main)
|
from some_bandits.bandits.egreedy import egreedy
from some_bandits.bandits.EXP3 import EXP3
from some_bandits.bandits.EXP4 import EXP4
from some_bandits.bandits.UCB import UCB
from some_bandits.bandits.UCBImproved import UCBImproved
from some_bandits.bandits.UCBNorm import UCBNorm
from some_bandits.bandits.SWUCB import SWUCB
from some_bandits.bandits.EwS import EwS
from some_bandits.bandits.EXP3S import EXP3S
from some_bandits.bandits.DUCB import DUCB
def init_bandit(name, formula=""):
chosen_bandit = {
"egreedy": egreedy,
"UCB": UCB,
"EXP3": EXP3,
"UCBImproved": UCBImproved,
"UCBNorm": UCBNorm,
"SWUCB": SWUCB,
"EwS": EwS,
"EXP3S": EXP3S,
"EXP4": EXP4,
"DUCB": DUCB
}.get(name, None)
if(chosen_bandit):
return chosen_bandit(formula)
else:
raise RuntimeError("Specified Bandit " + str(chosen_bandit) + " did not exist")
|
import torch
import random
import numpy as np
import tensorrt as trt
from torchvision import datasets, transforms, models
from torch import nn, optim
import onnx
import torch.nn.functional as F
import pycuda.driver as cuda
import pycuda.autoinit
from PIL import Image
import argparse
from utils import preprocess_image, postprocess_output
import torch.nn.functional as F
def load_engine(engine_dir='model.engine'):
logger = trt.Logger(trt.Logger.WARNING)
runtime = trt.Runtime(logger)
with open(engine_dir, "rb") as f:
serialized_engine = f.read()
engine = runtime.deserialize_cuda_engine(serialized_engine)
context = engine.create_execution_context()
return engine, context
def inference(image,engine_dir='model.engine'):
engine, context = load_engine(engine_dir=engine_dir)
for binding in engine:
if engine.binding_is_input(binding):
input_shape = engine.get_binding_shape(binding)
input_size = trt.volume(input_shape) * engine.max_batch_size * np.dtype(np.float32).itemsize
device_input = cuda.mem_alloc(input_size)
else: # and one output
output_shape = engine.get_binding_shape(binding)
# create page-locked memory buffers (i.e. won't be swapped to disk)
host_output = cuda.pagelocked_empty(trt.volume(output_shape) * engine.max_batch_size, dtype=np.float32)
device_output = cuda.mem_alloc(host_output.nbytes)
stream = cuda.Stream()
host_input = np.array(image.cpu().numpy(), dtype=np.float32, order='C')
cuda.memcpy_htod_async(device_input, host_input, stream)
# run inference
context.execute_async(bindings=[int(device_input), int(device_output)], stream_handle=stream.handle)
cuda.memcpy_dtoh_async(host_output, device_output, stream)
stream.synchronize()
# postprocess results
output_data = torch.Tensor(host_output).reshape(engine.max_batch_size, output_shape[1])
return postprocess_output(output_data)
if __name__ == "__main__":
searchterms = []
parser = argparse.ArgumentParser(description='Create Inference from TensorRT Engine')
parser.add_argument('-i', '--image_dir', default='test_image.jpg', type=str, help='Image Directory')
parser.add_argument('-e', '--engine_dir', default='model.engine', type=str, help='TensorRT Engine Directory')
args = parser.parse_args()
image_dir = args.image_dir
engine_dir = args.engine_dir
image = preprocess_image(image_dir)
output = inference(image,engine_dir=engine_dir)
print("# The Image Contains:",output)
|
import logging.config
import os
from jans.pycloudlib import get_manager
from jans.pycloudlib import wait_for
from jans.pycloudlib import wait_for_persistence
from jans.pycloudlib.validators import validate_persistence_type
from jans.pycloudlib.validators import validate_persistence_hybrid_mapping
from jans.pycloudlib.validators import validate_persistence_sql_dialect
from settings import LOGGING_CONFIG
logging.config.dictConfig(LOGGING_CONFIG)
def main():
persistence_type = os.environ.get("CN_PERSISTENCE_TYPE", "ldap")
validate_persistence_type(persistence_type)
if persistence_type == "hybrid":
validate_persistence_hybrid_mapping()
if persistence_type == "sql":
sql_dialect = os.environ.get("CN_SQL_DB_DIALECT", "mysql")
validate_persistence_sql_dialect(sql_dialect)
manager = get_manager()
deps = ["config", "secret"]
wait_for(manager, deps)
wait_for_persistence(manager)
if __name__ == "__main__":
main()
|
"""
The conmon package for container monitoring.
"""
__all__ = []
|
class Student:
def __init__(self, name, score):
self.name = name
self.score = score
# for python2 use __cmp__
def __lt__(self, other):
return self.score < other.score
def __str__(self):
return "{}: {}".format(self.name, self.score)
class PriorityQueue:
def __init__(self):
self.items = []
def is_empty(self):
return self.items == []
def push(self, item):
self.items.append(item)
def pop(self):
pop_index = 0
for i in range(1, len(self.items)):
if self.items[i] > self.items[pop_index]:
pop_index = i
item = self.items[pop_index]
del self.items[pop_index]
return item
def print(self):
for i in range(0, len(self.items)):
print(self.items[i])
pq = PriorityQueue()
pq.push(12)
pq.push(11)
pq.push(12)
pq.push(120)
print(pq.pop())
print(pq.pop())
pq.print()
pq2 = PriorityQueue()
pq2.push(Student("Cuong", 10))
pq2.push(Student("Tuan", 8))
pq2.push(Student("Huy", 9))
pq2.push(Student("Manh", 9))
print(pq2.pop())
print(pq2.pop())
print(pq2.pop())
print(pq2.pop())
|
from distutils.core import setup
setup(
name='htmlparser',
packages=['htmlparser'],
version='1.0.0',
description='Parse html to extract required content',
author='Akhil Ramachandran',
author_email='akhilram@usc.edu',
url='https://github.com/akhilram/htmlparser',
classifiers=[
'Development Status :: 2 - Pre-Alpha',
'Intended Audience :: Developers',
'License :: OSI Approved :: MIT License',
'Programming Language :: Python :: 3',
'Topic :: Internet :: WWW/HTTP',
'Topic :: Software Development :: Libraries :: Python Modules'
],
requires=['html2text', 'bs4']
)
|
# -*- coding: utf-8 -*-
UNIVERSITY_DOMAINS = {
'um.edu.ar': [u'Universidad de Mendoza'],
'unsa.edu.ar': [u'Universidad Nacional de Salta'],
'uces.edu.ar': [u'Universidad de Ciencias Empresariales y Sociales'],
'unq.edu.ar': [u'Universidad Nacional de Quilmes'],
'ucel.edu.ar': [u'Universidad del Centro Educativo Latinoamericano Rosario'],
'unnoba.edu.ar': [u'Universidad Nacional del Noroeste de la Provincia de Buenos Aires'],
'itba.edu.ar': [u'Instituto Tecnológico de Buenos Aires'],
'unibo.edu.ar': [u'Universidad de Bologna - Representación en Buenos Aires'],
'maimonides.edu.ar': [u'Universidad Maimónides'],
'utn.edu.ar': [u'Universidad Tecnológica Nacional'],
'unlar.edu.ar': [u'Universidad Nacional de La Rioja'],
'uner.edu.ar': [u'Universidad Nacional de Entre Ríos'],
'atlantida.edu.ar': [u'Universidad Atlantida Argentina'],
'unse.edu.ar': [u'Universidad Nacional de Santiago del Estero'],
'unlz.edu.ar': [u'Universidad Nacional de Lomas de Zamora'],
'uccuyo.edu.ar': [u'Universidad Católica de Cuyo'],
'iese.edu.ar': [u'Instituto de Enseñanza Superior del Ejército'],
'unf.edu.ar': [u'Universidad Nacional de Formosa'],
'unicen.edu.ar': [u'Universidad Nacional del Centro de la Provincia de Buenos Aires'],
'unsta.edu.ar': [u'Universidad del Norte Santo Tomás de Aquino'],
'unimoron.edu.ar': [u'Universidad de Morón'],
'uda.edu.ar': [u'Universidad del Aconcagua'],
'unrc.edu.ar': [u'Universidad Nacional de Río Cuarto'],
'palermo.edu.ar': [u'Universidad de Palermo'],
'universidad-policial.edu.ar': [u'Instituto Universitario de la Policia Federal'],
'salvador.edu.ar': [u'Universidad del Salvador'],
'uncoma.edu.ar': [u'Universidad Nacional del Comahue', u'Instituto Universitario de Ciencias de la Salud - Buenos Aires'],
'unr.edu.ar': [u'Universidad Nacional de Rosario'],
'unne.edu.ar': [u'Universidad Nacional del Nordeste'],
'ubp.edu.ar': [u'Universidad Blas Pascal'],
'ucp.edu.ar': [u'Universidad de la Cuenca del Plata'],
'cema.edu.ar': [u'Instituto Universitario CEMA'],
'unla.edu.ar': [u'Universidad Nacional de Lanus'],
'unju.edu.ar': [u'Universidad Nacional de Jujuy'],
'udesa.edu.ar': [u'Universidad de San Andres'],
'unp.edu.ar': [u'Universidad Nacional de la Patagonia San Juan Bosco'],
'uncu.edu.ar': [u'Universidad Nacional de Cuyo'],
'ufasta.edu.ar': [u'Universidad de la Fraternidad de Agrupaciones Santo Tomas de Aquino (FASTA)'],
'uade.edu.ar': [u'Universidad Argentina de la Empresa'],
'iua.edu.ar': [u'Instituto Universitario Aeronáutico'],
'unl.edu.ar': [u'Universidad Nacional del Littoral'],
'austral.edu.ar': [u'Universidad Austral Buenos Aires'],
'kennedy.edu.ar': [u'Universidad Argentina John F. Kennedy'],
'ucalp.edu.ar': [u'Universidad Católica de La Plata'],
'uflo.edu.ar': [u'Universidad de Flores - Buenos Aires'],
'unlu.edu.ar': [u'Universidad Nacional de Luján', u'Instituto Nacional de Educación Física General Manuel Belgrano'],
'unsl.edu.ar': [u'Universidad Nacional de San Luis'],
'ucongres.edu.ar': [u'Universidad de Congreso'],
'vaneduc.edu.ar': [u'Universidad Abierta Interamericana'],
'ucsf.edu.ar': [u'Universidad Católica de Santa Fé'],
'unsj.edu.ar': [u'Universidad Nacional de San Juan'],
'unt.edu.ar': [u'Universidad Nacional de Tucumán'],
'ucine.edu.ar': [u'Universidad del Cine - Buenos Aires'],
'uca.edu.ar': [u'Universidad Católica Argentina Santa Maria de los Buenos Aires'],
'unsam.edu.ar': [u'Universidad Nacional de General San Martín'],
'unpa.edu.ar': [u'Universidad Nacional de la Patagonia Austral'],
'uns.edu.ar': [u'Universidad Nacional del Sur'],
'uccor.edu.ar': [u'Universidad Católica de Córdoba'],
'untref.edu.ar': [u'Universidad Nacional de Tres de Febrero'],
'unca.edu.ar': [u'Universidad Nacional de Catamarca'],
'iuna.edu.ar': [u'Instituto Universitario Nacional del Arte'],
'udemm.edu.ar': [u'Universidad de la Marina Mercante'],
'uch.edu.ar': [u'Universidad Champagnat'],
'ucu.edu.ar': [u'Universidad de Concepción del Uruguay'],
'caece.edu.ar': [u'Universidad CAECE, Buenos Aires'],
'unc.edu.ar': [u'Universidad Nacional de Córdoba'],
'umsa.edu.ar': [u'Universidad del Museo Social Argentino'],
'unlpam.edu.ar': [u'Universidad Nacional de La Pampa'],
'uesiglo21.edu.ar': [u'Universidad Empresarial Siglio 21'],
'uader.edu.ar': [u'Universidad Autónoma de Entre Ríos'],
'umaza.edu.ar': [u'Universidad Juan Agustín Maza'],
'unlp.edu.ar': [u'Universidad Nacional de La Plata'],
'unam.edu.ar': [u'Universidad Nacional de Misiones'],
'ungs.edu.ar': [u'Universidad Nacional de General Sarmiento'],
'universidadnotarial.edu.ar': [u'Universidad Notarial Argentina'],
'mdp.edu.ar': [u'Universidad Nacional de Mar del Plata'],
'ucse.edu.ar': [u'Universidad Católica de Santiago del Estero'],
'ub.edu.ar': [u'Universidad de Belgrano'],
'inun.edu.ar': [u'Instituto Universitario de Estudios Navales y Marítimos'],
'unlam.edu.ar': [u'Universidad Nacional de La Matanza'],
'ioe.ac.uk': [u'Institute of Education, University of London'],
'napier.ac.uk': [u'Napier University'],
'gre.ac.uk': [u'University of Greenwich'],
'ssees.ac.uk': [u'School of Slavonic and East European Studies, University of London'],
'roehampton.ac.uk': [u'Roehampton University of Surrey'],
'city.ac.uk': [u'City University'],
'rfhsm.ac.uk': [u'Royal Free Hospital School of Medicine, University of London'],
'lgu.ac.uk': [u'London Guildhall University'],
'derby.ac.uk': [u'University of Derby'],
'anglia.ac.uk': [u'Anglia Ruskin University'],
'port.ac.uk': [u'University of Portsmouth'],
'cardiff.ac.uk': [u'Cardiff University'],
'nottingham.ac.uk': [u'University of Nottingham'],
'dur.ac.uk': [u'University of Durham'],
'heythrop.ac.uk': [u'Heythrop College, University of London'],
'rhbnc.ac.uk': [u'Royal Holloway and Bedford New College'],
'bcu.ac.uk': [u'Birmingham City University'],
'dmu.ac.uk': [u'De Montfort University Leicester'],
'buck.ac.uk': [u'University of Buckingham'],
'worc.ac.uk': [u'University of Worcester'],
'glos.ac.uk': [u'University of Gloucestershire'],
'uel.ac.uk': [u'University of East London'],
'bucks.ac.uk': [u'Buckinghamshire New University'],
'tvu.ac.uk': [u'Thames Valley University'],
'le.ac.uk': [u'University of Leicester'],
'gsa.ac.uk': [u'Glasgow School of Art'],
'bton.ac.uk': [u'University of Brighton'],
'sas.ac.uk': [u'Institute of Germanic Studies, University of London', u'Institute of Advanced Legal Studies, University of London', u'Institute of Classical Studies, University of London', u'Institue of Historical Research, University of London', u'Institute of Latin American Studies, University of London', u'Warburg Institute, University of London', u'Institute of Commonwealth Studies, University of London'],
'shef.ac.uk': [u'University of Sheffield'],
'sheffield.ac.uk': [u'University of Sheffield'],
'salford.ac.uk': [u'University of Salford'],
'bcom.ac.uk': [u'British College of Osteopathic Medicine'],
'ed.ac.uk': [u'University of Edinburgh'],
'aber.ac.uk': [u'University of Wales, Aberystwyth'],
'ic.ac.uk': [u'Imperial College London', u'Imperial College School of Medicine'],
'staffs.ac.uk': [u'Staffordshire University'],
'eselondon.ac.uk': [u'European School of Economics'],
'wimbledon.ac.uk': [u'Wimbledon School of Art'],
'courtauld.ac.uk': [u'Courtauld Institute of Art, University of London'],
'bangor.ac.uk': [u'University of Wales, Bangor'],
'lse.ac.uk': [u'London School of Economics and Political Science, University of London'],
'sunderland.ac.uk': [u'University of Sunderland'],
'st-patricks.ac.uk': [u'St.Patrick\'s International College, London'],
'bham.ac.uk': [u'University of Birmingham'],
'wales.ac.uk': [u'University of Wales'],
'beds.ac.uk': [u'University of Bedfordshire'],
'hw.ac.uk': [u'Heriot-Watt University'],
'imperial.ac.uk': [u'Imperial College London'],
'uwcm.ac.uk': [u'University of Wales College of Medicine'],
'bris.ac.uk': [u'University of Bristol'],
'bristol.ac.uk': [u'University of Bristol'],
'rca.ac.uk': [u'Royal College of Art'],
'brad.ac.uk': [u'University of Bradford'],
'york.ac.uk': [u'University of York'],
'shu.ac.uk': [u'Sheffield Hallam University'],
'coventry.ac.uk': [u'Coventry University'],
'lancs.ac.uk': [u'University of Lancaster'],
'soton.ac.uk': [u'University of Southampton'],
'brooklands.ac.uk': [u'Brooklands College'],
'lincoln.ac.uk': [u'University of Lincoln'],
'strath.ac.uk': [u'University of Strathclyde'],
'linst.ac.uk': [u'Camberwell College of Arts', u'Central Saint Martins College of Art & Design', u'Chelsea College of Art and Design'],
'hud.ac.uk': [u'University of Huddersfield'],
'ncl.ac.uk': [u'Newcastle University, Medicine Malaysia', u'University of Newcastle-upon-Tyne'],
'livjm.ac.uk': [u'Liverpool John Moores University'],
'tcm.ac.uk': [u'Trinity College of Music'],
'lboro.ac.uk': [u'Loughborough University'],
'ex.ac.uk': [u'University of Exeter'],
'ukc.ac.uk': [u'University of Kent at Canterbury', u'Brussels School of International Studies'],
'chester.ac.uk': [u'University of Chester'],
'ntu.ac.uk': [u'Nottingham Trent University'],
'manchester.ac.uk': [u'University of Manchester'],
'schillerlondon.ac.uk': [u'Schiller International University, London'],
'hope.ac.uk': [u'Liverpool Hope University College'],
'cam.ac.uk': [u'University of Cambridge'],
'essex.ac.uk': [u'University of Essex'],
'westminster.ac.uk': [u'University of Westminster'],
'brookes.ac.uk': [u'Oxford Brookes University'],
'swan.ac.uk': [u'University of Wales, Swansea'],
'glam.ac.uk': [u'University of Glamorgan'],
'tees.ac.uk': [u'University of Teesside'],
'uclan.ac.uk': [u'University of Central Lancashire'],
'lmu.ac.uk': [u'Leeds Metropolitan University'],
'ucl.ac.uk': [u'University College London, University of London'],
'bath.ac.uk': [u'University of Bath'],
'ulst.ac.uk': [u'University of Ulster'],
'sbu.ac.uk': [u'South Bank University'],
'ram.ac.uk': [u'Royal Academy of Music, University of London'],
'unl.ac.uk': [u'University of North London'],
'smu.ac.uk': [u'Swansea Metropolitan University'],
'gcal.ac.uk': [u'Glasgow Caledonian University'],
'lon.ac.uk': [u'London Business School', u'University of London', u'British Institute in Paris, University of London'],
'warwick.ac.uk': [u'University of Warwick'],
'ucs.ac.uk': [u'University Campus Suffolk'],
'bournemouth.ac.uk': [u'Bournemouth University'],
'rgu.ac.uk': [u'The Robert Gordon University'],
'solent.ac.uk': [u'Southampton Solent University'],
'kcl.ac.uk': [u'King\'s College London, University of London'],
'herts.ac.uk': [u'University of Hertfordshire'],
'lshtm.ac.uk': [u'London School of Hygiene & Tropical Medicine, University of London'],
'st-and.ac.uk': [u'University of St. Andrews'],
'rdg.ac.uk': [u'University of Reading'],
'wlv.ac.uk': [u'University of Wolverhampton'],
'abdn.ac.uk': [u'University of Aberdeen'],
'rcm.ac.uk': [u'Royal College of Music, University of London'],
'man.ac.uk': [u'University of Manchester'],
'lamp.ac.uk': [u'University of Wales, Lampeter'],
'canterbury.ac.uk': [u'Canterbury Christ Church University'],
'sussex.ac.uk': [u'University of Sussex'],
'uwe.ac.uk': [u'University of the West of England, Bristol'],
'huron.ac.uk': [u'Huron University USA in London'],
'kingston.ac.uk': [u'Kingston University'],
'unn.ac.uk': [u'University of Northumbria at Newcastle'],
'uwic.ac.uk': [u'University of Wales Institute, Cardiff'],
'abertay.ac.uk': [u'University of Abertay Dundee'],
'keele.ac.uk': [u'Keele University'],
'surrey.ac.uk': [u'University of Surrey'],
'richmond.ac.uk': [u'Richmond University - The American International University in London'],
'gla.ac.uk': [u'University of Glasgow'],
'aston.ac.uk': [u'Aston University'],
'soas.ac.uk': [u'School of Oriental and African Studies, University of London'],
'gold.ac.uk': [u'Goldsmiths College, University of London'],
'northampton.ac.uk': [u'University of Northampton'],
'dundee.ac.uk': [u'University of Dundee'],
'mmu.ac.uk': [u'The Manchester Metropolitan University'],
'brunel.ac.uk': [u'Brunel University Uxbridge'],
'mdx.ac.uk': [u'Middlesex University'],
'umds.ac.uk': [u'United Medical and Dental Schools, University of London'],
'stir.ac.uk': [u'University of Stirling'],
'newport.ac.uk': [u'University of Wales, Newport'],
'plymouth.ac.uk': [u'University of Plymouth'],
'qmw.ac.uk': [u'Queen Mary University of London'],
'qmul.ac.uk': [u'Queen Mary University of London'],
'bbk.ac.uk': [u'Birkbeck College, University of London'],
'uea.ac.uk': [u'University of East Anglia'],
'ulsop.ac.uk': [u'School of Pharmacy, University of London'],
'open.ac.uk': [u'Open University'],
'sghms.ac.uk': [u'Saint George\'s Hospital Medical School, University of London'],
'liv.ac.uk': [u'University of Liverpool'],
'trinity-cm.ac.uk': [u'Trinity College Carmarthen'],
'londonmet.ac.uk': [u'London Metropolitan University'],
'ox.ac.uk': [u'University of Oxford'],
'paisley.ac.uk': [u'University of Paisley'],
'hull.ac.uk': [u'University of Hull'],
'leeds.ac.uk': [u'University of Leeds'],
'cranfield.ac.uk': [u'Cranfield University'],
'qub.ac.uk': [u'The Queen\'s University Belfast'],
'terapia.or.cr': [u'Universidad Santa Paula'],
'ucb.edu.pr': [u'Universidad Central de Bayamón'],
'edu.na': [u'Ilsa Independent College', u'International University of Management', u'Polytechnic of Namibia'],
'unam.na': [u'University of Namibia'],
'evis.net.ph': [u'Leyte Normal University'],
'www.nt.gov.au': [u'Batchelor Institute of Indigenous Tertiary Education'],
'ceaprc.org': [u'Centro de Estudios Avanzados de Puerto Rico y el Caribe'],
'ucnh.org': [u'Université Chrétienne du Nord d\'Haiti'],
'univ-ndjamena.org': [u'Université de N\'Djamena'],
'internationaluniversity-schoolofmedicine.org': [u'International University School of Medicine (IUSOM)'],
'forestinstitute.org': [u'Forest Institute of Professional Psychology'],
'unibl.org': [u'University of Banja Luka'],
'upou.org': [u'University of the Philippines Open University'],
'islahonline.org': [u'Al-Islah University'],
'polytechnic-kabul.org': [u'Polytechnical University of Kabul'],
'tusol.org': [u'University of Sierra Leone'],
'bihe.org': [u'Baha\'i Institute for Higher Education', u'The Bahá\'í Institute For Higher Education (BIHE)'],
'lios.org': [u'The Leadership Institute of Seattle'],
'thiqaruni.org': [u'Thi Qar University'],
'upra.org': [u'Athenaeum Pontificium Regina Apostolorum'],
'rightchoice.org': [u'Community College of Denver'],
'hawlermu.org': [u'Hawler Medical University'],
'pusa-sy.org': [u'Private University of Science and Arts'],
'amouduniversity.org': [u'Amoud University'],
'almamonuc.org': [u'Mamon University College'],
'icu-edu.org': [u'International Culture University'],
'unesco-ihe.org': [u'UNESCO-IHE Institute for Water Education'],
'cavendishza.org': [u'Cavendish University'],
'sjsm.org': [u'St.James\'s School of Medicine, Bonaire'],
'bsu-edu.org': [u'Baku Slavic University'],
'avu.org': [u'African Virtual University'],
'spartanmed.org': [u'Spartan University of Health Sciences'],
'astu.org': [u'Astrahan State Technical University'],
'daystarus.org': [u'Daystar University'],
'pmlrru.org': [u'PML University'],
'tusom.org': [u'Trinity University School of Medicine'],
'ipiaget.org': [u'Instituto Piaget'],
'ucapanama.org': [u'Universidad de Cartago'],
'aabfs.org': [u'Arab Academy for Banking and Financial Sciences'],
'secupv.org': [u'Universidad Pedagógica Veracruzana'],
'ovidunivconstanta-edu.org': [u'University of Constanta Medical School'],
'svuonline.org': [u'Syrian Virtual University'],
'mtsm.org': [u'Athenaeum of Ohio'],
'libopenuniv-edu.org': [u'Libya Open University'],
'ghanacu.org': [u'Ghana Christian University College'],
'upeace.org': [u'University for Peace'],
'pafa.org': [u'Pennsylvania Academy of the Fine Arts'],
'az-npu.org': [u'Nakhchivan Private University'],
'centraluniversity.org': [u'Central University College'],
'univ-dschang.org': [u'Université de Dschang'],
'sekuco.org': [u'Sebatian Kolowa University College'],
'uits-bd.org': [u'University of Information Technology & Sciences (UITS)'],
'cihanuniversity.org': [u'Cihan University'],
'liccsalsl.org': [u'LICCSAL Business College'],
'khazar.org': [u'Khazar University'],
'universityliberia.org': [u'University of Liberia'],
'usenghor-francophonie.org': [u'Université Senghor d\'Alexandrie'],
'auamed.org': [u'American University of Antigua'],
'hertie-school.org': [u'Hertie School of Governance'],
'udesmontagnes.org': [u'Université des Montagnes'],
'scicu.org': [u'Claflin College', u'Allen University', u'Morris College'],
'uhsa.ag': [u'University of Health Sciences Antigua'],
'nmu.org.ua': [u'National Mining University'],
'kse.org.ua': [u'Kiev School Of Economics'],
'kspu.kaluga.ru': [u'Kaluga State Pedagogical University'],
'upng.ac.pg': [u'University of Papua New Guinea'],
'uog.ac.pg': [u'University of Goroka'],
'dwu.ac.pg': [u'Divine Word University'],
'pau.ac.pg': [u'Pacific Adventist University'],
'unitech.ac.pg': [u'Papua New Guinea University of Technology'],
'kii.gov.by': [u'Institute for Command Engineers of The Ministry for Emergency Situations'],
'senshu-u.jp': [u'Senshu University'],
'naist.jp': [u'Nara Institute of Science and Technology'],
'keio.jp': [u'Keio University'],
'oecu.jp': [u'Osaka Electro-Communication University'],
'sendai-nct.jp': [u'Sendai National College of Technology'],
'waseda.jp': [u'WASEDA University'],
'insa-tlse.fr': [u'Institut National des Sciences Appliquées de Toulouse'],
'uhb.fr': [u'Université Rennes II - Haute-Bretagne'],
'univ-paris5.fr': [u'Université Paris Descartes (Paris V)'],
'parisdescartes.fr': [u'Université Paris Descartes (Paris V)'],
'u-paris2.fr': [u'Université Panthéon-Assas (Paris II)'],
'isep.fr': [u'Institut Supérieure d\'Electronique de Paris'],
'ensae-paristech.fr': [u'Paris Graduate School of Economics'],
'supco-montpellier.fr': [u'Groupe Sup de Co Montpellier'],
'univ-paris13.fr': [u'Université Paris Nord (Paris XIII)'],
'meteo.fr': [u'Ecole Nationale de la Météorologie'],
'univ-mulhouse.fr': [u'Ecole Nationale Supérieure de Chimie de Mulhouse', u'Université de Haute-Alsace'],
'univ-paris8.fr': [u'Université Vincennes Saint-Denis (Paris VIII)'],
'ec-nantes.fr': [u'Ecole Centrale de Nantes'],
'hei.fr': [u'Ecole des Hautes Etudes Industrielles de Lille'],
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'eivp-paris.fr': [u'Ecole des Ingénieurs de la Ville de Paris'],
'ensea.fr': [u'Ecole Nationale Supérieure de l\'Electronique et de ses Applications'],
'esc-rouen.fr': [u'Ecole Supérieure de Commerce de Rouen'],
'insa-rennes.fr': [u'Institut National des Sciences Appliquées de Rennes'],
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'univ-lyon2.fr': [u'Université Lumiére (Lyon II)'],
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'insa-lyon.fr': [u'Institut National des Sciences Appliquées de Lyon'],
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'ensai.fr': [u'Ecole Nationale de la Statistique et de l\'Analyse de l\'information'],
'ece.fr': [u'Ecole Centrale d\'Electronique - ECE'],
'utt.fr': [u'Université de Technologie de Troyes'],
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'uhp-nancy.fr': [u'Université Henri Poincaré (Nancy I)'],
'unice.fr': [u'Université de Nice-Sophia Antipolis'],
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'efrei.fr': [u'Ecole Française d\'Electronique et d\'Informatique'],
'univ-lr.fr': [u'Université de La Rochelle'],
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'ensica.fr': [u'Ecole Nationale Supérieur d\'Ingénieurs de Constructions Aéronautique', u'École Nationale Supérieure d\'Ingénieurs de Constructions Aéronautiques'],
'sorbon.fr': [u'Ecole Superieure Robert de Sorbon'],
'espci.fr': [u'Ecole Supérieure de Physique et de Chimie Industrielles'],
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'riviera.fr': [u'University of Southern Europe (Monaco Business School)'],
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'vet-lyon.fr': [u'Ecole Nationale Vétérinaire de Lyon'],
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'esa-purpan.fr': [u'Ecole Supérieure d\'Agriculture de Purpan'],
'devinci.fr': [u'Ecole Superieur d\'Ingenieurs Leonard de Vinci'],
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'ismcm-cesti.fr': [u'Centre d\'Etudes Supérieures des Techniques Industrielles'],
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'supco-amiens.fr': [u'Groupe Sup de Co Amiens Picardie'],
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'snu.edu.ua': [u'East Ukrainian National University'],
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'donntu.edu.ua': [u'Donetsk National Technical University'],
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'diit.edu.ua': [u'Dnepropetrovsk National University of Railway Transport'],
'tane.edu.ua': [u'Ternopil Academy of National Economy'],
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'donnu.edu.ua': [u'Donetsk National University'],
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'tribhuvan-university.edu.np': [u'Tribhuvan University Kathmandu'],
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'bgu.ac.il': [u'Ben-Gurion University of the Negev'],
'galilcol.ac.il': [u'Galillee College'],
'biu.ac.il': [u'Bar-Ilan University'],
'bezalel.ac.il': [u'Bezalel Academy of Art and Design'],
'wgalil.ac.il': [u'Western Galilee College'],
'ash-college.ac.il': [u'Ashkelon Academic College'],
'afeka.ac.il': [u'Afeka Tel Aviv Academic College of Engineering'],
'colman.ac.il': [u'College of Management'],
'arabou.org.sa': [u'Arab Open University'],
'qu.edu.qa': [u'University of Qatar'],
'o6u.edu.eg': [u'October 6 university'],
'ufe.edu.eg': [u'Université Française d\'Égypte'],
'mti.edu.eg': [u'Modern University For Technology and Information'],
'alex.edu.eg': [u'Alexandria University'],
'guc.edu.eg': [u'German University in Cairo'],
'cu.edu.eg': [u'Cairo University'],
'azhar.edu.eg': [u'Al Azhar University'],
'hti.edu.eg': [u'Higher Technological Institute'],
'mtc.edu.eg': [u'Military Technical College'],
'bu.edu.eg': [u'Benha University'],
'kfs.edu.eg': [u'Kafr El-Sheikh University'],
'sohag-univ.edu.eg': [u'Sohag University'],
'suez.edu.eg': [u'Suez Canal University'],
'pua.edu.eg': [u'Pharos International University'],
'bsu.edu.eg': [u'Beni Suef University'],
'shams.edu.eg': [u'Ain Shams University'],
'minia.edu.eg': [u'Minia University'],
'zu.edu.eg': [u'Zagazig University'],
'aun.edu.eg': [u'Assiut University'],
'aou.edu.eg': [u'Arab Open University'],
'elshoroukacademy.edu.eg': [u'El Shorouk Academy'],
'futureuniversity.edu.eg': [u'Future University'],
'svu.edu.eg': [u'South Valley University'],
'helwan.edu.eg': [u'Helwan University'],
'mans.edu.eg': [u'Mansoura University'],
'fayoum.edu.eg': [u'Fayoum University'],
'tanta.edu.eg': [u'Tanta University'],
'sadatacademy.edu.eg': [u'Sadat Academy for Management Sciences'],
'must.edu.eg': [u'Misr University for Sience and Technology'],
'menofia.edu.eg': [u'Menoufia University'],
'miuegypt.edu.eg': [u'Misr International University'],
'nileu.edu.eg': [u'Nile University'],
'su.edu.eg': [u'Sinai University'],
'iub.edu.bd': [u'Independent University, Bangladesh'],
'jkkniu.edu.bd': [u'Jatiya Kabi Kazi Nazrul Islam University'],
'ustc.edu.bd': [u'University of Science & Technology Chittagong (USTC)'],
'nu.edu.bd': [u'National University'],
'ulab.edu.bd': [u'University of Liberal Arts'],
'presidency.edu.bd': [u'Presidency University'],
'bangladeshuniversity.edu.bd': [u'Bangladesh University'],
'atishdipankaruniversity.edu.bd': [u'Atish Dipankar University'],
'asaub.edu.bd': [u'Asa University Bangladesh'],
'bup.edu.bd': [u'Bangladesh University of Professionals'],
'nstu.edu.bd': [u'Noakhali University Of Science And Technology'],
'cityuniversity.edu.bd': [u'City University'],
'easternuni.edu.bd': [u'Eastern University'],
'siu.edu.bd': [u'Sylhet International University'],
'sylhetagrivarsity.edu.bd': [u'Sylhet Agricultural University'],
'daffodilvarsity.edu.bd': [u'Daffodil International University'],
'metrouni.edu.bd': [u'Metropolitan University'],
'bubt.edu.bd': [u'Bangladesh University of Business & Technology'],
'iuse.edu.es': [u'International University of Southern Europe'],
'edu.nu': [u'St Clements University - Higher Education School'],
'uan.ao': [u'Univesidade Agostinho Neto'],
'unia.ao': [u'Universidade Independente de Angola'],
'rgata.yaroslavl.ru': [u'Rybinsk State Academy of Aviational Technology'],
'sysu.edu.cn': [u'Sun Yat-sen University'],
'njfu.edu.cn': [u'Nanjing Forestry University'],
'njtu.edu.cn': [u'Northern Jiaotong University'],
'hzau.edu.cn': [u'Huazhong Agricultural University'],
'nenu.edu.cn': [u'Northeast Normal University'],
'qhrtvu.edu.cn': [u'Qinghai Radio & Television University'],
'xiju.edu.cn': [u'Xijiang University'],
'sdju.edu.cn': [u'Shanghai Dainji University'],
'lnnu.edu.cn': [u'Liaoning Normal University'],
'wxuli.edu.cn': [u'Wuxi University of Light Industry'],
'gdin.edu.cn': [u'Guangdong Polytechnic Normal University'],
'xhcom.edu.cn': [u'Xinghai Conservatory of Music'],
'hbu.edu.cn': [u'Hebei University'],
'swjtu.edu.cn': [u'Southwest Jiaotong University'],
'shisu.edu.cn': [u'Shanghai International Studies University'],
'ustc.edu.cn': [u'University of Science and Technology of China'],
'njue.edu.cn': [u'Nanjing University of Economics'],
'cpu.edu.cn': [u'China Pharmaceutical University Nanjing'],
'sicau.edu.cn': [u'Sichuan Agricultural University'],
'tjufe.edu.cn': [u'Tianjin University of Finance & Economics'],
'hrbust.edu.cn': [u'Harbin University of Science and Technology'],
'ibub.edu.cn': [u'International Business University of Beijing'],
'cuc.edu.cn': [u'Communication University of China'],
'hlaflru.edu.cn': [u'Heilongjiang August 1st Reclamation University'],
'wtusm.edu.cn': [u'Wuhan Technical University of Surveying and Mapping'],
'shfu.edu.cn': [u'Shanghai Fisheries University'],
'jmu.edu.cn': [u'Jimei University'],
'jsu.edu.cn': [u'Jishou University'],
'shspu.edu.cn': [u'Shanghai Second Polytechnic University'],
'bjpeu.edu.cn': [u'Beijing Petroleum University'],
'nankai.edu.cn': [u'Nankai University'],
'tjnu.edu.cn': [u'Tianjin Normal University'],
'syu.edu.cn': [u'Shenyang University'],
'njutcm.edu.cn': [u'Nanjing University of Traditional Chinese Medicine'],
'syphu.edu.cn': [u'Shenyang Pharmaceutical University'],
'impu.edu.cn': [u'Inner Mongolia Polytechnic University'],
'xauat.edu.cn': [u'Xi\'an University of Architecture and Technology'],
'xaut.edu.cn': [u'Xi\'an University of Technology'],
'njnu.edu.cn': [u'Nanjing Normal University'],
'blcu.edu.cn': [u'Beijing Language and Culture University'],
'tjmu.edu.cn': [u'Tongji Medical University'],
'nbu.edu.cn': [u'Ningbo University'],
'cqit.edu.cn': [u'Chongqing Institute of Technology'],
'sgu.edu.cn': [u'Shaoguan University'],
'imau.edu.cn': [u'Inner Mongolia Agricultural University'],
'uestc.edu.cn': [u'University of Electronic Science and Technology of China'],
'jnu.edu.cn': [u'Jinan University'],
'dlut.edu.cn': [u'Dalian University of Technology'],
'xjtu.edu.cn': [u'Xi\'an Jiaotong University'],
'sdutcm.edu.cn': [u'Shandong University of Triaditional Chinese Medicine'],
'jut.edu.cn': [u'Jilin University of Technology'],
'scau.edu.cn': [u'South China Agricultural University'],
'gzsums.edu.cn': [u'Sun Yat-Sen University of Medical Sciences'],
'ouc.edu.cn': [u'Ocean University of China'],
'shtu.edu.cn': [u'Shanghai Normal University'],
'gzhu.edu.cn': [u'Guangzhou University'],
'bhu.edu.cn': [u'Bohai University'],
'qzu.edu.cn': [u'Qiongzhou University'],
'scut.edu.cn': [u'South China University of Technology'],
'stu.edu.cn': [u'Shantou University'],
'tjrtvu.edu.cn': [u'Tianjin Open University'],
'tijmu.edu.cn': [u'Tianjin Medical University'],
'swfc.edu.cn': [u'Southwest Forestry University'],
'cun.edu.cn': [u'Central University for Nationalities'],
'sccu.edu.cn': [u'South China Construction University'],
'jlau.edu.cn': [u'Jilin Agricultural University'],
'hust.edu.cn': [u'Huazhong University of Science and Technology'],
'hubu.edu.cn': [u'Hubei University'],
'hhuc.edu.cn': [u'Hohai University Changzhou'],
'njau.edu.cn': [u'Nanjing Agricultural University'],
'gzhtcm.edu.cn': [u'Guangzhou University of Traditional Chinese Medicine'],
'biti.edu.cn': [u'Beijing Information Science and Technology University'],
'ctgu.edu.cn': [u'China Three Gorges University'],
'hqu.edu.cn': [u'Huaqiao University Quanzhuo'],
'hdpu.edu.cn': [u'University of Petroleum (East China)'],
'tsinghua.edu.cn': [u'Tsinghua University'],
'kmust.edu.cn': [u'Kunmimg University of Science and Technology'],
'sbs.edu.cn': [u'Shanghai Business School'],
'cmu.edu.cn': [u'China Medical University Shenyang'],
'gxtcmu.edu.cn': [u'Guangxi Traditional Chinese Medical University'],
'bjfu.edu.cn': [u'Beijing Forestry University'],
'gzu.edu.cn': [u'Guizhou University'],
'shutcm.edu.cn': [u'Shanghai University of Traditional Chinese Medicine and Pharmacology'],
'sdut.edu.cn': [u'Shandong University of Technology'],
'snnu.edu.cn': [u'Shaanxi Normal University', u'Shanxi Normal University'],
'qhu.edu.cn': [u'Qinghai University'],
'csfu.edu.cn': [u'Central South Forestry University'],
'ahu.edu.cn': [u'Anhui University'],
'xjnu.edu.cn': [u'Xinjiang Normal University'],
'buct.edu.cn': [u'Beijing University of Chemical Technology'],
'hhu.edu.cn': [u'Hehai University'],
'neuq.edu.cn': [u'Northeast University at Qinhuangdao Campus'],
'whut.edu.cn': [u'Wuhan University of Technology'],
'hunnu.edu.cn': [u'Hunan Normal University'],
'xahu.edu.cn': [u'Xi\'an Highway University'],
'ccnu.edu.cn': [u'Central China Normal University'],
'nwnu.edu.cn': [u'Northwest Normal University Lanzhou'],
'crtvu.edu.cn': [u'Central Radio and TV University'],
'dlmu.edu.cn': [u'Dalian Martime University'],
'guangztc.edu.cn': [u'Guangzhou Normal University'],
'cupl.edu.cn': [u'China University of Political Science and Law'],
'zju.edu.cn': [u'Zhejiang University'],
'lntu.edu.cn': [u'Liaoning Technical University'],
'cafa.edu.cn': [u'Central Academy of Fine Art'],
'fzu.edu.cn': [u'Fuzhou University'],
'ncut.edu.cn': [u'North China University of Technology'],
'cqums.edu.cn': [u'Chongqing University of Medical Science'],
'uvu.edu.cn': [u'Urumqi Vocational University'],
'shu.edu.cn': [u'Shanghai University'],
'csu.edu.cn': [u'Central South University'],
'bjmu.edu.cn': [u'Beijing Medical University'],
'gxnu.edu.cn': [u'Guangxi Normal University'],
'cugb.edu.cn': [u'China University of Geoscience Beijing'],
'ustb.edu.cn': [u'University of Science and Technology Beijing', u'Beijing University of Science and Technology'],
'cquc.edu.cn': [u'Chongqing University of Communications'],
'bj.edu.cn': [u'Beijing New Asia University'],
'bjaeu.edu.cn': [u'China Agriculture University East'],
'imnu.edu.cn': [u'Inner Mongolia Normal University'],
'shmu.edu.cn': [u'Shanghai Medical University'],
'qhnu.edu.cn': [u'Qinghai Normal University'],
'gxun.edu.cn': [u'Guangxi University for Nationalities'],
'gsut.edu.cn': [u'Gansu University of Technology'],
'hhtc.edu.cn': [u'Huaihua University'],
'sdau.edu.cn': [u'Shandong Agricultural University'],
'shtvu.edu.cn': [u'Shanghai Television University'],
'qust.edu.cn': [u'Qingdao University of Science and Technology'],
'nwpu.edu.cn': [u'Northwest Polytechnical University Xi\'an'],
'ruc.edu.cn': [u'Renmin University of China'],
'ccut.edu.cn': [u'Changchun University of Technology'],
'njuct.edu.cn': [u'Nanjing University of Chemical Technology'],
'xjau.edu.cn': [u'Xinjiang Agriculture University'],
'cau.edu.cn': [u'China Agricultural University'],
'fjnu.edu.cn': [u'Fujian Normal University'],
'fjmu.edu.cn': [u'Fujian Medical University'],
'hzu.edu.cn': [u'Huizhou University'],
'sdmu.edu.cn': [u'Shandong Medical University'],
'fimmu.edu.cn': [u'Southern Medial University'],
'hrbeu.edu.cn': [u'Harbin Engineering University'],
'hebust.edu.cn': [u'Hebei University of Science and Technology'],
'smmu.edu.cn': [u'2nd Military Medical University'],
'scnu.edu.cn': [u'South China Normal University'],
'heuet.edu.cn': [u'Hebei University of Economics and Trade'],
'tyut.edu.cn': [u'Taiyuan University of Technology'],
'qdu.edu.cn': [u'Qingdao University'],
'henau.edu.cn': [u'Henan Agriculture University'],
'swnu.edu.cn': [u'Southwest Normal University'],
'henannu.edu.cn': [u'Henan Normal University'],
'shmtu.edu.cn': [u'Shanghai Maritime University'],
'fosu.edu.cn': [u'Foshan University'],
'neijtc.edu.cn': [u'Neijiang Teacher University'],
'syict.edu.cn': [u'Shenyang Institute of Chemical Technology'],
'nwau.edu.cn': [u'Northwest A&F University'],
'xidian.edu.cn': [u'Xi\'an University of Electronic Science and Technology'],
'fmmu.edu.cn': [u'4th Military Medical University'],
'fudan.edu.cn': [u'Fudan University'],
'gdufs.edu.cn': [u'Guangdong University of Foreign Studies'],
'cppsu.edu.cn': [u'Chinese People\'s Public Security University'],
'sjtu.edu.cn': [u'Shanghai Jiaotong University'],
'nxmc.edu.cn': [u'Ningxia Medical College'],
'dlmedu.edu.cn': [u'Dalian Medical University'],
'swufe.edu.cn': [u'Southwest University of Finance and Economics'],
'swau.edu.cn': [u'Southwest Agricultural University'],
'utibet.edu.cn': [u'Tibet University'],
'usc.edu.cn': [u'South China University'],
'suda.edu.cn': [u'Suzhou University'],
'sdu.edu.cn': [u'Shandong University'],
'sandau.edu.cn': [u'Shanghai Sanda University'],
'hunu.edu.cn': [u'Hunan University'],
'cqupt.edu.cn': [u'Chongqing University of Post and Telecommunications'],
'csuep.edu.cn': [u'Changsha University of Electric Power'],
'jxufe.edu.cn': [u'Jiangxi University of Finance and Economics'],
'sytu.edu.cn': [u'Southern Yangtze University'],
'nudt.edu.cn': [u'National University of Defense Technology'],
'njust.edu.cn': [u'Nanjing University of Science and Technology'],
'xtu.edu.cn': [u'Xiangtan University'],
'hfut.edu.cn': [u'Hefei University of Technology'],
'bjucmp.edu.cn': [u'Beijing University of Chinese Medicine and Pharmacology'],
'bjpu.edu.cn': [u'Beijing Polytechnic University'],
'gznu.edu.cn': [u'Guizhou Normal University'],
'jyu.edu.cn': [u'Jiaying University'],
'ujn.edu.cn': [u'University of Jinan'],
'wyu.edu.cn': [u'Wuyi University'],
'uheeyc.edu.cn': [u'University of Hydraulic Electric Engineering'],
'nju.edu.cn': [u'Nanjing University'],
'sisu.edu.cn': [u'Sichuan International Studies University'],
'hainnu.edu.cn': [u'Hainan Normal University'],
'cufe.edu.cn': [u'Central University of Finance and Economics'],
'ahtcm.edu.cn': [u'Anhui University of Traditional Chinese Medicine'],
'hhstu.edu.cn': [u'Huanghe Science & Technology University'],
'njmu.edu.cn': [u'Nanjing Medical University'],
'dufe.edu.cn': [u'Dongbei University of Finance And Economics'],
'hrbmu.edu.cn': [u'Harbin Medical University'],
'sxau.edu.cn': [u'Shanxi Agricultural University'],
'whu.edu.cn': [u'Wuhan University', u'Wuhan University School of Medicine'],
'jxnu.edu.cn': [u'Jiangxi Normal University'],
'hljcu.edu.cn': [u'Heilongjiang Commercial University'],
'hebut.edu.cn': [u'Hebei University of Technology'],
'jlu.edu.cn': [u'Jilin University'],
'bac.edu.cn': [u'Beijing University of Agriculture'],
'cncnc.edu.cn': [u'Changchun Teachers College'],
'swupl.edu.cn': [u'Southwest University of Political Science and Law'],
'fjau.edu.cn': [u'Fujian Agricultural University'],
'neau.edu.cn': [u'Northeast Agricultural University'],
'neu.edu.cn': [u'Northeastern University'],
'szu.edu.cn': [u'Shenzhen University'],
'uibe.edu.cn': [u'University of International Business and Economics'],
'nefu.edu.cn': [u'Northeast Forest University'],
'sjzu.edu.cn': [u'Shenyang Jianzhu University'],
'sues.edu.cn': [u'Shanghai University of Engineering Science'],
'sypu.edu.cn': [u'Shenyang Polytechnic University'],
'nwu.edu.cn': [u'Northwest University Xi\'an'],
'seu.edu.cn': [u'Southeast University'],
'hebnu.edu.cn': [u'Hebei Normal University'],
'sdnu.edu.cn': [u'Shandong Normal University'],
'tjut.edu.cn': [u'Tianjin University of Technology'],
'cueb.edu.cn': [u'Capital University of Economics and Business'],
'sdie.edu.cn': [u'Shandong Economic University'],
'lctu.edu.cn': [u'Liaocheng Teachers University'],
'ncu.edu.cn': [u'Nanchang University'],
'imu.edu.cn': [u'Inner Mongolia University'],
'scu.edu.cn': [u'Sichuan University'],
'njupt.edu.cn': [u'Nanjing University of Posts and Telecommunications'],
'cumt.edu.cn': [u'China University of Mining Technology - Xuzhou'],
'cyc.edu.cn': [u'China youth college for political science'],
'hlju.edu.cn': [u'Heilongjiang University'],
'bit.edu.cn': [u'Beijing Institute of Technology'],
'whtu.edu.cn': [u'Wuhan Transportation University'],
'shsmu.edu.cn': [u'Shanghai Second Medical University'],
'whapu.edu.cn': [u'Wuhan Automobile Polytechnical University'],
'cpums.edu.cn': [u'Capital University of Medical Sciences'],
'dhu.edu.cn': [u'Donghua University, Shanghai'],
'tmmu.edu.cn': [u'3rd Military Medical University'],
'cdut.edu.cn': [u'Chengdu University of Technology'],
'usst.edu.cn': [u'Shanghai University of Science and Technology'],
'shanghaitech.edu.cn': [u'ShanghaiTech University'],
'nxu.edu.cn': [u'Ningxia University'],
'gdut.edu.cn': [u'Guangdong University of Technology'],
'pzhu.edu.cn': [u'Panzhihua University'],
'sxu.edu.cn': [u'Shanxi University'],
'lnu.edu.cn': [u'Liaoning University'],
'shufe.edu.cn': [u'Shanghai University of Finance and Economics'],
'buaa.edu.cn': [u'Beijing University of Aeronautics and Astronautics'],
'jsust.edu.cn': [u'Jiangsu University of Science and Technology'],
'fspu.edu.cn': [u'Fushun Petroleum University'],
'ahnu.edu.cn': [u'Anhui Normal University'],
'hrbucea.edu.cn': [u'Harbin University of Civil Engineering & Architecture'],
'ah.edu.cn': [u'Anhui Technical College of Water Resources and Hydroelectric Power'],
'hebmu.edu.cn': [u'Hebei Medical University'],
'ahmu.edu.cn': [u'Anhui Medical University'],
'ecust.edu.cn': [u'East China University of Science and Technology'],
'ecnu.edu.cn': [u'East China Normal University'],
'xhu.edu.cn': [u'Xihua University'],
'cqnu.edu.cn': [u'Chongqing Normal University'],
'cqu.edu.cn': [u'Chongqing University'],
'tongji.edu.cn': [u'Tongji University'],
'hebau.edu.cn': [u'Hebei Agricultural University'],
'cumtb.edu.cn': [u'China University of Mining Technology - Beijing'],
'hit.edu.cn': [u'Harbin Institute of Technology'],
'bnu.edu.cn': [u'Beijing Normal University'],
'shift.edu.cn': [u'Shanghai Institue of Foreign Trade'],
'bfsu.edu.cn': [u'Beijing Foreign Studies University'],
'bupt.edu.cn': [u'Beijing University of Posts and Telecommunications'],
'nuaa.edu.cn': [u'Nanjing University of Aeronautics and Astronautics'],
'tju.edu.cn': [u'Tianjin University'],
'wcums.edu.cn': [u'West China University of Medical Sciences'],
'henu.edu.cn': [u'Henan University'],
'csru.edu.cn': [u'Changsha Railway University'],
'xmu.edu.cn': [u'Xiamen University'],
'jxau.edu.cn': [u'Jiangxi Agricultural University'],
'ncepubj.edu.cn': [u'North China Electric Power University'],
'lzu.edu.cn': [u'Lanzhou University'],
'hainu.edu.cn': [u'Hainan University'],
'gsau.edu.cn': [u'Gansu Agricultural University'],
'hrbnu.edu.cn': [u'Harbin Normal University'],
'xtnu.edu.cn': [u'Xiangtan Normal University'],
'njim.edu.cn': [u'Nanjing Institute of Meteorology'],
'gdrtvu.edu.cn': [u'Guangdong Radio & TV University'],
'tjpu.edu.cn': [u'Tianjin Polytechnic University'],
'gxu.edu.cn': [u'Guangxi University'],
'tjcu.edu.cn': [u'Tianjin University of Commerce'],
'shtdu.edu.cn': [u'Shanghai TieDao University'],
'cnu.edu.cn': [u'Capital Normal University'],
'wuhee.edu.cn': [u'Wuhan University of Hydraulic and Electric Engineering'],
'sicnu.edu.cn': [u'Sichuan Normal University'],
'fjtcm.edu.cn': [u'Fujian University of Traditional Chinese Medicine'],
'cdutcm.edu.cn': [u'Chengdu University of Traditional Chinese Medicine'],
'bupe.edu.cn': [u'Beijing University of Physical Education'],
'dlu.edu.cn': [u'Dalian University'],
'cug.edu.cn': [u'China University of Geosciences Wuhan'],
'qfnu.edu.cn': [u'Qufu Normal University'],
'pku.edu.cn': [u'Peking University'],
'mzuni.ac.mw': [u'Mzuzu University'],
'ifdtung.if.ua': [u'Ivano-Frankivsk National University of Oli and Gas'],
'pu.if.ua': [u'Precarpathian University'],
'uob.ga': [u'Université Omar Bongo'],
'usp.ph': [u'University of Southern Philippines Foundation'],
'educ.ph': [u'University of Eastern Philippines'],
'iacademy.ph': [u'Information and Communications Technology Academy'],
'csu.ph': [u'Cagayan State University'],
'dlsu.ph': [u'De La Salle University - Manila'],
'pma.ph': [u'Philippine Military Academy'],
'meduniv.lviv.ua': [u'Lviv Medical University', u'Lviv National Medical University'],
'forest.lviv.ua': [u'Ukrainian National Forestry University'],
'franko.lviv.ua': [u'Lviv National University Ivan Franko'],
'ap.siedlce.pl': [u'Akademia Podlaska'],
'termnet.co.jp': [u'Fuji University'],
'usm.my': [u'Universiti Sains Malaysia'],
'unimas.my': [u'Universiti Malaysia Sarawak'],
'ukm.my': [u'Universiti Kebangsaan Malaysia'],
'utm.my': [u'Universiti Teknologi Malaysia'],
'uma.co.ao': [u'Universidade Metodista de Angola'],
'utanga.co.ao': [u'Universidade Tecnica de Angola'],
'alhosnu.ae': [u'Alhosn University'],
'agu.ae': [u'Al Ghurair University'],
'sorbonne.ae': [u'Paris-Sorbonne University Abu Dhabi'],
'aue.ae': [u'American University in the Emirates'],
'dgit.gob.mx': [u'Dirección General de Institutos Tecnológicos'],
'unica.cu': [u'Universidad de Ciego de Avila'],
'co.cu': [u'Universidad de Granma'],
'uh.cu': [u'Universidad de La Habana'],
'umcc.cu': [u'Universidad de Matanzas Camilo Cienfuegos'],
'rimed.cu': [u'Universidad Pedagógica José Martí, Camagüey'],
'univ.uzhgorod.ua': [u'Uzhgorod National University'],
'rub.edu.bt': [u'Royal University of Bhutan'],
'vstu.vinnica.ua': [u'Vinnica National Technical University'],
'ut.pr': [u'Universidad del Turabo'],
'www.mil.lv': [u'National Defence Academy of Latvia'],
'marcusoldham.vic.edu.au': [u'Marcus Oldham College'],
'umb.no': [u'Norwegian University of Life Sciences'],
'hibo.no': [u'Bodo Regional University'],
'uio.no': [u'University of Oslo'],
'nhh.no': [u'Norwegian School of Economics and Business Administration'],
'aho.no': [u'Oslo School of Architecture'],
'hin.no': [u'Narvik University College'],
'hibu.no': [u'Buskerud University College'],
'khio.no': [u'National College of Art and Design', u'National Academy of Fine Arts'],
'nlh.no': [u'Agricultural University of Norway'],
'hioa.no': [u'Høgskolen i Oslo og Akershus'],
'hil.no': [u'Lillehammer University College'],
'nith.no': [u'Norway\'s Information Technology University College'],
'uit.no': [u'University of Tromsø'],
'nmh.no': [u'Norwegian State Academy of Music'],
'ntnu.no': [u'Norwegian University of Science and Technology'],
'bi.no': [u'Norwegian School of Management BI'],
'hig.no': [u'Gjøvik University College'],
'hia.no': [u'Agder University College'],
'hive.no': [u'Vestfold University College'],
'himolde.no': [u'Molde University College'],
'hist.no': [u'Sør-Trøndelag University College'],
'hib.no': [u'Bergen University College'],
'veths.no': [u'Norwegian College of Veterinary Medicine'],
'nih.no': [u'Norwegian University of Sport and Physical Education'],
'hifm.no': [u'Finnmark University College'],
'nla.no': [u'Norwegian Teacher Academy for Studies in Religion and Education'],
'uia.no': [u'University of Agder'],
'uib.no': [u'University of Bergen'],
'uis.no': [u'University of Stavanger'],
'uth.hn': [u'Universidad Tecnológica de Honduras'],
'cgu.ac.jp': [u'Chuo Gakuin University'],
'hirokoku-u.ac.jp': [u'Hiroshima International University'],
'kyoto-wu.ac.jp': [u'Kyoto Women\'s University'],
'shoin.ac.jp': [u'Kobe Shoin Women\'s University'],
'hokkai-s-u.ac.jp': [u'Hokkaigakuen University'],
'fukui-med.ac.jp': [u'Fukui Medical School'],
'mejiro.ac.jp': [u'Mejiro University'],
'shitennoji.ac.jp': [u'International Buddhist University'],
'musabi.ac.jp': [u'Musashino Art University'],
'fukushima-u.ac.jp': [u'Fukushima University'],
'miyazaki-mu.ac.jp': [u'Miyazaki Municipal University'],
'hokkai-k-u.ac.jp': [u'Hokkaigakuen University of Kitami'],
'eiyo.ac.jp': [u'Kagawa Institute of Nutrition'],
'kobe-kiu.ac.jp': [u'Kobe International University'],
'kwc-u.ac.jp': [u'Kagoshima Women\'s College'],
'kiu.ac.jp': [u'Kyushu International University'],
'kushiro-pu.ac.jp': [u'Kushiro Public University of Economics'],
'kinjo-u.ac.jp': [u'Kinjo Gakuin University'],
'kufs.ac.jp': [u'Kyoto University of Foreign Studies'],
'cuc.ac.jp': [u'Chiba University of Commerce'],
'kuins.ac.jp': [u'Kansai University of International Studies'],
'fukuoka-pu.ac.jp': [u'Fukuoka Prefectural University'],
'jichi.ac.jp': [u'Jichi Medical School'],
'ksu.ac.jp': [u'Kurashiki Sakuyo University'],
'gpwu.ac.jp': [u'Gunma Prefectural Women\'s University'],
'aomori-u.ac.jp': [u'Aomori University'],
'edogawa-u.ac.jp': [u'Edogawa University'],
'aomoricgu.ac.jp': [u'Aomori Chuoh Gakuin University'],
'aichi-pu.ac.jp': [u'Aichi Prefectural University'],
'mie-u.ac.jp': [u'Mie University'],
'hit-u.ac.jp': [u'Hitotsubashi University'],
'meio-u.ac.jp': [u'Meio University'],
'kuis.ac.jp': [u'Kanda University of International Studies'],
'kurume-u.ac.jp': [u'Kurume University'],
'miyazaki-u.ac.jp': [u'Miyazaki University'],
'u-keiai.ac.jp': [u'Keiai University'],
'u-tokai.ac.jp': [u'Hokkaido Tokai University'],
'kansai-gaidai-u.ac.jp': [u'Kansai Gaidai University'],
'hiu.ac.jp': [u'Heisei International University'],
'hi-tech.ac.jp': [u'Hachinohe Institute of Technology'],
'it-chiba.ac.jp': [u'Chiba Institute of Technology'],
'mgu.ac.jp': [u'Miyagi Gakuin Women\'s College'],
'himeji-tech.ac.jp': [u'Himeji Institute of Technology'],
'jwu.ac.jp': [u'Japan Women\'s University'],
'ashitech.ac.jp': [u'Ashikaga Institute of Technology'],
'kanto-gakuen.ac.jp': [u'Kanto Gakuen University'],
'beppu-u.ac.jp': [u'Beppu University'],
'tachibana-u.ac.jp': [u'Kyoto Tachibana Women\'s University'],
'chikushi.ac.jp': [u'Chikushi Jogakuen University'],
'mukogawa-u.ac.jp': [u'Mukogawa Women\'s University'],
'kanazawa-med.ac.jp': [u'Kanazawa Medical University'],
'fukuoka-int-u.ac.jp': [u'Fukuoka International University'],
'ferris.ac.jp': [u'Ferris University'],
'kobe-u.ac.jp': [u'Kobe University'],
'gunma-u.ac.jp': [u'Gunma University'],
'miyakyo-u.ac.jp': [u'Miyagi University of Education'],
'fwu.ac.jp': [u'Fukuoka Women\'s University'],
'kcua.ac.jp': [u'Kyoto City University of Arts'],
'musashi.ac.jp': [u'Musashi University'],
'mimasaka.ac.jp': [u'Mimasaka Women\'s College'],
'keiwa-c.ac.jp': [u'Keiwa College'],
'aitech.ac.jp': [u'Aichi Institute of Technology'],
'eichi-u.ac.jp': [u'Eichi University'],
'shudo-u.ac.jp': [u'Hiroshima Shudo University'],
'korea-u.ac.jp': [u'Korea University'],
'k-junshin.ac.jp': [u'Kagoshima Immaculate Heart University'],
'asahikawa-u.ac.jp': [u'Asahikawa University'],
'kwassui.ac.jp': [u'Kwassui Women\'s College'],
'kmu.ac.jp': [u'Kansai Medical University'],
'konan-u.ac.jp': [u'Konan University'],
'kanazawa-it.ac.jp': [u'Kanazawa Institute of Technology'],
'muroran-it.ac.jp': [u'Muroran Institute of Technology'],
'chubu.ac.jp': [u'Chubu University'],
'kanazawa-gu.ac.jp': [u'Kanazawa Gakuin University'],
'kumamoto-u.ac.jp': [u'Kumamoto University'],
'kyoto-su.ac.jp': [u'Kyoto Sangyo University'],
'asia-u.ac.jp': [u'Asia University'],
'eum.ac.jp': [u'Elisabeth University of Music'],
'tonichi-kokusai-u.ac.jp': [u'Higashi Nippon International University'],
'konan-wu.ac.jp': [u'Konan Women\'s University'],
'gifu-keizai.ac.jp': [u'Gifu Keizai University'],
'kanto-gakuin.ac.jp': [u'Kanto Gakuin University'],
'kgwu.ac.jp': [u'Kawamura Gakuen Woman\'s University'],
'kanazawa-bidai.ac.jp': [u'Kanazawa College of Art'],
'kwuc.ac.jp': [u'Kyushu Women\'s University'],
'hakodate-u.ac.jp': [u'Hakodate University'],
'hokuyakudai.ac.jp': [u'Hokkaido Institute of Pharmaceutical Sciences'],
'nebuta.ac.jp': [u'Aomori Public College'],
'gifu-u.ac.jp': [u'Gifu University'],
'kokugakuin.ac.jp': [u'Kokugakuin University'],
'kiui.ac.jp': [u'Kibi International University'],
'nagasakipu.ac.jp': [u'Nagasaki Prefectural University'],
'fdcnet.ac.jp': [u'Fukuoka Dental College'],
'chuo-u.ac.jp': [u'Chuo University'],
'iwate-med.ac.jp': [u'Iwate Medical University'],
'gifu-pu.ac.jp': [u'Gifu Pharmaceutical University'],
'aoyama.ac.jp': [u'Aoyama Gakuin University'],
'kobe-shinwa.ac.jp': [u'Kobe Shinwa Women\'s University'],
'meiji.ac.jp': [u'Meiji University'],
'chukyo-u.ac.jp': [u'Chukyo University'],
'hoku-iryo-u.ac.jp': [u'Hokkaido University of Health Sciences'],
'kochi-ms.ac.jp': [u'Kochi Medical School'],
'auhw.ac.jp': [u'Aomori University of Health and Welfare'],
'gakushuin.ac.jp': [u'Gakushuin University'],
'kogakkan-u.ac.jp': [u'Kogakkan University'],
'kitasato-u.ac.jp': [u'Kitasato University'],
'kamakura-u.ac.jp': [u'Kamakura Women\'s College'],
'kpu-m.ac.jp': [u'Kyoto Prefectural University of Medicine'],
'kdcnet.ac.jp': [u'Kanagawa Dental College'],
'aasa.ac.jp': [u'Aichi Shukutoku University'],
'kyoritsu-ph.ac.jp': [u'Kyoritsu Pharmaceutical University'],
'kyoto-phu.ac.jp': [u'Kyoto Pharmaceutical University'],
'hokuriku-u.ac.jp': [u'Hokuriku University'],
'soken.ac.jp': [u'Graduate University for Advanced Studies'],
'kokushikan.ac.jp': [u'Kokushikan University'],
'mpu.ac.jp': [u'Miyazaki Prefectural Nursing University'],
'kochi-u.ac.jp': [u'Kochi University'],
'kbu.ac.jp': [u'Kyoto Bunkyo University'],
'hosei.ac.jp': [u'Hosei University'],
'hkg.ac.jp': [u'Hiroshima Kokusai Gakuin University'],
'kyu-dent.ac.jp': [u'Kyushu Dental College'],
'nagaokaut.ac.jp': [u'Nagaoka University of Technology'],
'koyasan-u.ac.jp': [u'Koyasan University'],
'kogakuin.ac.jp': [u'Kogakuin University'],
'hamamatsu-u.ac.jp': [u'Hamamatsu University'],
'kyoto-seika.ac.jp': [u'Kyoto Seika University'],
'fujijoshi.ac.jp': [u'Fuji Women\'s College'],
'isenshu-u.ac.jp': [u'Ishinomaki Senshu University'],
'iuk.ac.jp': [u'International University of Kagoshima'],
'kyoto-u.ac.jp': [u'Kyoto University'],
'hyogo-dai.ac.jp': [u'Hyogo University'],
'chubu-gu.ac.jp': [u'Chubu Gakuin University & Chubu Women\'s College'],
'nagano.ac.jp': [u'Nagano University'],
'jobu.ac.jp': [u'Jobu University'],
'fukuyama-u.ac.jp': [u'Fukuyama University'],
'kyokyo-u.ac.jp': [u'Kyoto University of Education'],
'hue.ac.jp': [u'Hiroshima University of Economics'],
'kyoritsu-wu.ac.jp': [u'Kyoritsu Woman\'s University'],
'redcross.ac.jp': [u'Japanese Red Cross College of Nursing'],
'kobe-c.ac.jp': [u'Kobe Jogakuin University'],
'nias.ac.jp': [u'Nagasaki Institute of Applied Science'],
'kusw.ac.jp': [u'Kansai University of Social Welfare'],
'h-bunkyo.ac.jp': [u'Hiroshima Bunkyo Women\'s University'],
'ashiya-u.ac.jp': [u'Ashiya University'],
'azabu-u.ac.jp': [u'Azabu University'],
'doho.ac.jp': [u'Doho University'],
'daito.ac.jp': [u'Daito Bunka University'],
'iwate-u.ac.jp': [u'Iwate University'],
'himeji-du.ac.jp': [u'Himeji Dokkyo University'],
'u-tokyo.ac.jp': [u'University of Tokyo'],
'meiji-u.ac.jp': [u'Meiji University of Oriental Medicine'],
'kyushu-ns.ac.jp': [u'Kyushu University of Nursing and SocialWelfare'],
'koriyama-kgc.ac.jp': [u'Koriyama Women\'s University and College'],
'asahikawa-med.ac.jp': [u'Asahikawa Medical College'],
'asahi-u.ac.jp': [u'Asahi University'],
'meisei-u.ac.jp': [u'Meisei University'],
'dohto.ac.jp': [u'Dohto University'],
'hyogo-u.ac.jp': [u'Hyogo University of Education'],
'morioka-u.ac.jp': [u'Morioka College'],
'ktokai-u.ac.jp': [u'Kyushu Tokai University'],
'daiichi-koudai.ac.jp': [u'Dai Ichi University, College of Technology'],
'kms.ac.jp': [u'Kagawa Medical School'],
'kobe-du.ac.jp': [u'Kobe Design University'],
'nagoya-cu.ac.jp': [u'Nagoya City University'],
'josai.ac.jp': [u'Josai University'],
'fukui-u.ac.jp': [u'Fukui University'],
'aichi-med-u.ac.jp': [u'Aichi Medical University'],
'jiu.ac.jp': [u'Josai International University'],
'icu.ac.jp': [u'International Christian University'],
'kochi-wu.ac.jp': [u'Kochi Women\'s University'],
'kawasaki-m.ac.jp': [u'Kawasaki Medical School', u'Kawasaki University of Medical Care'],
'aue-okinawa.ac.jp': [u'American University Extension, Okinawa'],
'oist.jp': [u'Okinawa Institute of Science and Technology'],
'kitakyu-u.ac.jp': [u'Kitakyushu University'],
'kobegakuin.ac.jp': [u'Kobe Gakuin University'],
'kurume-it.ac.jp': [u'Kurume Institute of Technology'],
'musashi-tech.ac.jp': [u'Musashi Institute of Technology'],
'meikai.ac.jp': [u'Meikai University'],
'kyushu-id.ac.jp': [u'Kyushu Institute of Design'],
'kyushu-u.ac.jp': [u'Kyushu University'],
'it-hiroshima.ac.jp': [u'Hiroshima Institute of Technology'],
'dokkyo.ac.jp': [u'Dokkyo University'],
'kunitachi.ac.jp': [u'Kunitachi College of Music'],
'kagawa-u.ac.jp': [u'Kagawa University'],
'hiroshima-u.ac.jp': [u'Hiroshima University'],
'knct.ac.jp': [u'Kumamoto Institute of Technology'],
'hakuoh.ac.jp': [u'Hakuoh University'],
'kanazawa-eco.ac.jp': [u'Kanazawa College of Economics'],
'hiroshima-pu.ac.jp': [u'Hiroshima Prefectural University'],
'hiroshima-cu.ac.jp': [u'Hiroshima City University'],
'iuj.ac.jp': [u'International University of Japan'],
'kobepharma-u.ac.jp': [u'Kobe Pharmaceutical University'],
'ibaraki.ac.jp': [u'Ibaraki University'],
'shakaijigyo.ac.jp': [u'Japan College of Social Work'],
'do-johodai.ac.jp': [u'Hokkaido Information University'],
'kumagaku.ac.jp': [u'Kumamoto Gakuen University'],
'heisei-u.ac.jp': [u'Fukuyama Heisei University'],
'hanazono.ac.jp': [u'Hanazono University'],
'bunkyo.ac.jp': [u'Bunkyo University'],
'aichi-gakuin.ac.jp': [u'Aichi Gakuin University'],
'fit.ac.jp': [u'Fukuoka Institute of Technology'],
'ipu.ac.jp': [u'Ibaraki Prefectural University of Health Sciences'],
'chujo-u.ac.jp': [u'Chukyo Women\'s University'],
'keio.ac.jp': [u'Keio University'],
'meijo-u.ac.jp': [u'Meijo University'],
'hama-med.ac.jp': [u'Hamamatsu University School of Medicine'],
'gifu-kyoiku.ac.jp': [u'Gifu University for Education and Languages'],
'kyotogakuen-u.ac.jp': [u'Kyoto Gakuen University'],
'hokusei.ac.jp': [u'Hokusei Gakuen University'],
'kobe-cufs.ac.jp': [u'Kobe City University of ForeignStudies'],
'gijodai.ac.jp': [u'Gifu Women\'s University'],
'kyorin-u.ac.jp': [u'Kyorin University'],
'baiko.ac.jp': [u'Baiko Women\'s College'],
'hoshi.ac.jp': [u'Hoshi University'],
'fukui-ut.ac.jp': [u'Fukui University of Technology'],
'jikei.ac.jp': [u'Jikei University School of Medicine'],
'hirogaku-u.ac.jp': [u'Hirosaki Gakuin University'],
'iwakimu.ac.jp': [u'Iwaki Meisei University'],
'gakusen.ac.jp': [u'Aichi Gakusen University'],
'daiichi-ue.ac.jp': [u'Daiichi University of Economics'],
'hju.ac.jp': [u'Hiroshima Jogakuin University'],
'cku.ac.jp': [u'Chiba Keizai University'],
'miyazaki-med.ac.jp': [u'Miyazaki Medical College'],
'akeihou-u.ac.jp': [u'Akita University of Economics and Law'],
'kanagawa-it.ac.jp': [u'Kanagawa Institute of Technology'],
'matsuyama-u.ac.jp': [u'Matsuyama University'],
'hyo-med.ac.jp': [u'Hyogo College of Medicine'],
'aichi-fam-u.ac.jp': [u'Aichi Prefectural University of Fine Arts & Music'],
'komazawa-u.ac.jp': [u'Komazawa University'],
'kpu.ac.jp': [u'Kyoto Prefectural University'],
'fukuoka-edu.ac.jp': [u'Fukuoka University of Education'],
'doshisha.ac.jp': [u'Doshisha Women\'s College of Liberal Arts', u'Doshisha University'],
'my-pharm.ac.jp': [u'Meiji College of Pharmacy'],
'daiichi-cps.ac.jp': [u'Daiichi College of Pharmaceutical Sciences'],
'icc.ac.jp': [u'Ibaraki Christian College'],
'hijiyama-u.ac.jp': [u'Hijiyama University'],
'dokkyomed.ac.jp': [u'Dokkyo University School of Medicine'],
'osaka-cu.ac.jp': [u'Osaka City University'],
'bunka-wu.ac.jp': [u'Bunka Women\'s University'],
'kochi-tech.ac.jp': [u'Kochi University of Technology'],
'chiba-u.ac.jp': [u'Chiba University'],
'koshien.ac.jp': [u'Koshien University'],
'chukyogakuin-u.ac.jp': [u'Chukyo Gakuin University'],
'kitami-it.ac.jp': [u'Kitami Institute of Technology'],
'fujita-hu.ac.jp': [u'Fujita Health University'],
'kanagawa-u.ac.jp': [u'Kanagawa University'],
'atomi.ac.jp': [u'Atomi College'],
'mie-chukyo-u.ac.jp': [u'Matsusaka University'],
'kyutech.ac.jp': [u'Kyushu Institute of Technology'],
'kobe-wu.ac.jp': [u'Kobe Women\'s University'],
'keisen.ac.jp': [u'Keisen Jogaku-en College'],
'kanazawa-u.ac.jp': [u'Kanazawa University'],
'kansai-u.ac.jp': [u'Kansai University'],
'kindai.ac.jp': [u'Kinki University'],
'musashino-wu.ac.jp': [u'Musashino Women\'s University'],
'juen.ac.jp': [u'Joetsu University of Education'],
'fpu.ac.jp': [u'Fukui Prefectural University'],
'aichi-u.ac.jp': [u'Aichi University'],
'meijigakuin.ac.jp': [u'Meiji Gakuin University'],
'kyoto-art.ac.jp': [u'Kyoto University of Art and Design'],
'hokkyodai.ac.jp': [u'Hokkaido University of Education'],
'musashino-music.ac.jp': [u'Musashino Academy of Music'],
'iwate-pu.ac.jp': [u'Iwate Prefectural University'],
'myu.ac.jp': [u'Miyagi University'],
'aikoku-u.ac.jp': [u'Aikoku Gakuen University'],
'mdu.ac.jp': [u'Matsumoto Dental University'],
'shinshu-u.ac.jp': [u'Shinshu University'],
'kwansei.ac.jp': [u'Kwansei Gakuin University'],
'pu-kumamoto.ac.jp': [u'Kumamoto Prefectural University'],
'jaist.ac.jp': [u'Japan Advanced Institute of Science and Technology'],
'akita-u.ac.jp': [u'Akita University'],
'kshosen.ac.jp': [u'Kobe University of Mercantile Marine'],
'kit.ac.jp': [u'Kyoto Institute of Technology'],
'asu.ac.jp': [u'Aichi Sangyo University'],
'fmu.ac.jp': [u'Fukushima Medical College'],
'jissen.ac.jp': [u'Jissen Women\'s University'],
'hit.ac.jp': [u'Hokkaido Institute of Technology'],
'abu.ac.jp': [u'Aichi Bunkyo University'],
'ehime-u.ac.jp': [u'Ehime University'],
'shotoku.ac.jp': [u'Gifu Shotoku Gakuen University'],
'nagasaki-u.ac.jp': [u'Nagasaki University'],
'fukuoka-u.ac.jp': [u'Fukuoka University'],
'hannan-u.ac.jp': [u'Hannan University'],
'nankyudai.ac.jp': [u'Minamikyushu University'],
'iuhw.ac.jp': [u'International University of Health and Welfare'],
'hirosaki-u.ac.jp': [u'Hirosaki University'],
'bukkyo-u.ac.jp': [u'Bukkyo University'],
'koka.ac.jp': [u'Koka Women\'s College'],
'kure-u.ac.jp': [u'Kure University'],
'aichi-edu.ac.jp': [u'Aichi University of Education'],
'daido-it.ac.jp': [u'Daido Institute of Technology'],
'hokudai.ac.jp': [u'Hokkaido University'],
'juntendo.ac.jp': [u'Juntendo University'],
'kusa.ac.jp': [u'Kurashiki University of Science and the Arts'],
'budo-u.ac.jp': [u'International Budo University'],
'kyusan-u.ac.jp': [u'Kyushu Sangyo University'],
'tut.ac.jp': [u'Toyohashi University of Technology'],
'kyukyo-u.ac.jp': [u'Kyushu Kyoritsu University'],
'baika.ac.jp': [u'Baika Women\'s College'],
'hachinohe-u.ac.jp': [u'Hachinohe University'],
'hirojo-u.ac.jp': [u'Hiroshima Women\'s University'],
'kagoshima-u.ac.jp': [u'Kagoshima University'],
'yukoncollege.yk.ca': [u'Yukon College'],
'uda.ad': [u'University of Andorra'],
'sgh.waw.pl': [u'Warsaw School of Economics'],
'wsub.waw.pl': [u'University of Insurance and Banking in Warsaw'],
'wsps.waw.pl': [u'Maria Grzegorzewska College for Special Education'],
'asp.waw.pl': [u'Fine Arts Academy in Warsaw'],
'sggw.waw.pl': [u'Agricultural University of Warsaw'],
'ugd.edu.mk': [u'University Goce Delcev'],
'seeu.edu.mk': [u'See University at Tetovo'],
'fon.edu.mk': [u'FON University'],
'uist.edu.mk': [u'University for Information Science and Technology St. Paul The Apostle'],
'ukim.edu.mk': [u'St.Cyril and Methodius University'],
'uklo.edu.mk': [u'St.Kliment Ohridski University'],
'nyus.edu.mk': [u'New York University In Skopje'],
'unite.edu.mk': [u'State University of Tetova'],
'unilus.ac.zm': [u'University of Lusaka'],
'zambianopenuniversity.ac.zm': [u'Zambian Open University'],
'mu.ac.zm': [u'Mulungushi University'],
'msa.eun.eg': [u'Modern Sciences & Arts University'],
'sseriga.edu.lv': [u'Stockholm School of Economics in Riga'],
'lka.edu.lv': [u'Latvian Academy of Culture'],
'polak.edu.lv': [u'Police Academy of Latvia'],
'bsa.edu.lv': [u'Baltic International Academy'],
'icci.edu.ky': [u'International College of the Cayman Islands'],
'ub.edu.bz': [u'University of Belize'],
'emanuel.ro': [u'Emanuel University'],
'uem.ro': [u'University of Resita'],
'umftgm.ro': [u'University of Medicine and Pharmacy of Targu Mures'],
'sibiu.ro': [u'University of Sibiu'],
'unatc.ro': [u'National University of Theater and Film Arts'],
'ubbcluj.ro': [u'Babes-Bolyai University of Cluj-Napoca'],
'utt.ro': [u'Technical University of Timisoara'],
'spiruharet.ro': [u'Spiru Haret University'],
'utcb.ro': [u'Technical University of Civil Engineering Bucharest'],
'umfcluj.ro': [u'University of Medicine and Pharmacy of Cluj-Napoca'],
'unibuc.ro': [u'University of Bucharest'],
'upg-ploiesti.ro': [u'University Oil- Gas Ploiesti'],
'valahia.ro': [u'Valahia University of Targoviste'],
'uoradea.ro': [u'University of Oradea'],
'rau.ro': [u'Romanian-American University'],
'univcb.ro': [u'Constantin Brancoveanu University Pitesti'],
'upit.ro': [u'University of Pitesti'],
'usv.ro': [u'University of Suceava'],
'usab-tm.ro': [u'Banat\'s University of Agricultural Sciences', u'University of Agriculture and Veterinary Medicine Timisoara'],
'uat.ro': [u'Targu-Mures University of Theatre'],
'uav.ro': [u'University Aurel Vlaicu Arad'],
'aistedaab.ro': [u'AISTEDA'],
'umfiasi.ro': [u'University of Medicine and Pharmacy of Iasi'],
'uvvg.ro': [u'Universitatea de Vest "Vasile Goldis" din Arad'],
'univermed-cdgm.ro': [u'University of Medicine and Pharmacy of Bucharest'],
'utcluj.ro': [u'Technical University of Cluj-Napoca'],
'anefs-edu.ro': [u'National Academy for Physical Education and Sports Bucharest'],
'ugal.ro': [u'University of Galatzi'],
'snspa.ro': [u'National School of Political and Administrative Studies Bucharest'],
'umft.ro': [u'University of Medicine and Pharmacy of Timisoara'],
'ucv.ro': [u'University of Craiova'],
'uvt.ro': [u'West University of Timisoara'],
'unmb.ro': [u'National University of Music'],
'ase.ro': [u'Academia de Studii Economice din Bucuresti'],
'usab.ro': [u'University of Agriculture and Veterinary Medicine Bucharest'],
'tuiasi.ro': [u'Technical University of Iasi'],
'upm.ro': [u'Petru Maior University of Targu Mures'],
'pub.ro': [u'University Politehnica of Bucharest'],
'univagro-iasi.ro': [u'University of Agriculture and Veterinary Medicine Iasi'],
'mta.ro': [u'Academia Tehnica Militara'],
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'eieonline.com': [u'European Institute of Education'],
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'fullsail.com': [u'Full Sail University'],
'oradeauniversity.com': [u'Oradea University', u'University of Medicine and Pharmacology of Oradea'],
'westcoastuniversity-edu.com': [u'West Coast University (WCU)'],
'uniedpa.com': [u'Universidad Interamericana de Educacion a Distancia de Panama'],
'shannoncollege.com': [u'Shannon College of Hotel Management'],
'buraouniversity.com': [u'University of Burao'],
'bmcmedcollege.com': [u'Al-Batterjee Medical College'],
'foundationuniversity.com': [u'Foundation University'],
'univ-douala.com': [u'Université de Douala'],
'rcsi-mub.com': [u'RCSI-Medical University of Bahrain'],
'atc2u.com': [u'Advance Tertiary College'],
'ahlulbaitonline.com': [u'Ahlulbait International University'],
'sbjacksonville.com': [u'Sanford-Brown Institute'],
'columbusu.com': [u'Columbus University'],
'unimetroangola.com': [u'Universidade Metropolitana de Angola'],
'schillerstrasbourg.com': [u'Schiller International University, Strasbourg'],
'scbaghdad.com': [u'College of Science, Baghdad University'],
'jpcatholic.com': [u'John Paul the Great Catholic University'],
'khawarizmi.com': [u'Al Khawarizmi International College'],
'almaarifah.com': [u'Knowledge International University'],
'westcoastuniversity.com': [u'West Coast University'],
'puntlandstateuniversity.com': [u'Puntland State University'],
'imi-luzern.com': [u'International Hotel Management Institute'],
'em-lyon.com': [u'Ecole Supérieure de Commerce de Lyon'],
'iu-travnik.com': [u'International University of Travnik'],
'emc-campus.com': [u'European Management Center Paris'],
'breyerstate.com': [u'Breyer State University (Virtual University)'],
'ici-luzern.com': [u'International Culinary Institute (ICI)'],
'suh-edu.com': [u'Salahddin University (Kurdistan Region)'],
'umi-pk.com': [u'University of Munawwar-ul-Islam'],
'saadcollege.com': [u'Saad College of Nursing and Allied Health Sciences'],
'lsmu.com': [u'Luhansk State Medical University'],
'cfpj.com': [u'Centre de Formation et de Perfectionnement des Journalistes'],
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'ftmsglobal.com': [u'FTMS Global Academy'],
'vsavm.com': [u'Vitebsk State Academy of Veterinary Medicine'],
'crsmu.com': [u'Crimea State Medical University'],
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'mogadishuuniversity.com': [u'Mogadishu University'],
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'ctleuro.ac.cy': [u'The CTL Eurocollege'],
'frederick.ac.cy': [u'Frederick University'],
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'iitr.ac.in': [u'Indian Institute of Technology, Roorkee'],
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'becs.ac.in': [u'Bengal Engineering and Science University'],
'du.ac.in': [u'University of Delhi'],
'ac.sy': [u'Arab European University'],
'iap.li': [u'Internationle Akademie für Philosophie'],
'uni.li': [u'Universität Liechtenstein'],
'unipe.br': [u'Centro Universitário de João Pessoa'],
'epm.br': [u'Universidade Federal de São Paulo'],
'uema.br': [u'Universidade Estadual do Maranhão'],
'ugf.br': [u'Universidade Gama Filho'],
'univali.br': [u'Univali'],
'baraodemaua.br': [u'Centro Universitário Barao de Maua'],
'uem.br': [u'Universidade Estadual de Maringá'],
'unicsul.br': [u'Universidade Cruzeiro do Sul'],
'usp.br': [u'Universidade de São Paulo'],
'emescam.br': [u'EMESCAM - Escola Superior de Ciências da Santa Casa de Misericórdia de Vitória'],
'castelobranco.br': [u'Universidade Castelo Branco'],
'ita.br': [u'Instituto Tecnológico de Aeronáutica'],
'unaerp.br': [u'Universidade de Ribeirão Preto'],
'ufrrj.br': [u'Universidade Federal Rural do Rio de Janeiro'],
'unb.br': [u'Universidade de Brasília'],
'ufac.br': [u'Universidade Federal do Acre'],
'unip-objetivo.br': [u'Universidade Paulista'],
'unig.br': [u'Universidade de Nova Iguaçu'],
'uel.br': [u'Universidade Estadual de Londrina'],
'ufpe.br': [u'Universidade Federal de Pernambuco'],
'unibosco.br': [u'Universidade Católica Dom Bosco'],
'unisul.br': [u'Universidade do Sul de Santa Catarina'],
'ucsal.br': [u'Universidade Católica de Salvador'],
'creupi.br': [u'Centro Regional Universitário de Espiríto Santo do Pinhal'],
'estacio.br': [u'Universidade Estácio de Sá'],
'puc-rio.br': [u'Pontifícia Universidade Católica do Rio de Janeiro'],
'ufsm.br': [u'Universidade Federal de Santa Maria'],
'unit.br': [u'Universidade Tiradentes'],
'upis.br': [u'Faculdades Integradas UPIS'],
'unisc.br': [u'Universidade de Santa Cruz do Sul'],
'unifor.br': [u'Universidade de Fortaleza'],
'saojudas.br': [u'Universidade São Judas Tadeu'],
'ufpa.br': [u'Universidade Federal do Pará'],
'unitau.br': [u'Universidade de Taubaté'],
'fua.br': [u'Universidade do Amazonas'],
'unicamp.br': [u'Universidade Estadual de Campinas'],
'uerj.br': [u'Universidade do Estado do Rio de Janeiro'],
'uff.br': [u'Universidade Federal Fluminense'],
'umc.br': [u'Universidade de Mogi das Cruzes'],
'udesc.br': [u'Universidade do Estado de Santa Catarina'],
'unifacs.br': [u'Universidade Salvador'],
'usf.br': [u'Universidade São Francisco'],
'unoeste.br': [u'Universidade do Oeste Paulista'],
'unioeste.br': [u'Universidade Estadual do Oeste do Paraná'],
'uvanet.br': [u'Universidade Estadual do Vale do Acaraú'],
'univap.br': [u'Universidade Vale do Paraiba'],
'puccamp.br': [u'Pontifícia Universidade Católica de Campinas'],
'uefs.br': [u'Universidade Estadual de Feira de Santana'],
'pucminas.br': [u'Pontifícia Universidade Católica de Minas Gerais'],
'impa.br': [u'Instituto Nacional de Matemática Pura e Aplicada - IMPA'],
'ufg.br': [u'Universidade Federal de Goiás'],
'ucp.br': [u'Universidade Católica de Petrópolis'],
'ufal.br': [u'Universidade Federal de Alagoas'],
'ufmt.br': [u'Universidade Federal de Mato Grosso'],
'unicap.br': [u'Universidade Católica de Pernambuco'],
'ufms.br': [u'Universidade Federal de Mato Grosso do Sul'],
'ufla.br': [u'Universidade Federal de Lavras'],
'ufrpe.br': [u'Universidade Federal Rural de Pernambuco'],
'unesp.br': [u'Universidade Estadual Paulista'],
'pucpr.br': [u'Pontificia Universidade Católica do Paraná'],
'ung.br': [u'Universidade de Guarulhos'],
'tche.br': [u'Universidade Católica de Pelotas', u'Universidade de Cruz Alta', u'Universidade Regional do Noroeste do Estado do Rio Grande do Sul', u'Universidade Federal de Pelotas', u'Universidade da Região da Campanha', u'Universidade de Caxias do Sul', u'Universidade de Passo Fundo'],
'uniban.br': [u'Universidade Bandeirante de São Paulo'],
'unib.br': [u'Universidade Ibirapuera'],
'ufs.br': [u'Universidade Federal de Sergipe'],
'ufes.br': [u'Universidade Federal do Espírito Santo'],
'unp.br': [u'Universidade Potiguar'],
'uesc.br': [u'Universidade Estadual de Santa Cruz'],
'usc.br': [u'Universidade do Sagrado Coração'],
'univale.br': [u'Universidade Vale do Rio Doce'],
'ufsc.br': [u'Universidade Federal de Santa Catarina'],
'fic.br': [u'Faculdade Integradas do Ceará'],
'uesb.br': [u'Universidade Estadual Sudoeste da Bahia'],
'faculdadescuritiba.br': [u'Faculdades Integradas Curitiba'],
'stcecilia.br': [u'Universidade Santa Cecília dos Bandeirantes'],
'unicid.br': [u'Universidade Cidade de São Paulo'],
'unifap.br': [u'Universidade Federal do Amapá'],
'pucrs.br': [u'Pontifícia Universidade Católica do Rio Grande do Sul'],
'uri.br': [u'Universidade Regional Integrada do Alto Uruguai e das Missões'],
'uva.br': [u'Universidade Veiga de Almeida'],
'ufc.br': [u'Universidade Federal do Ceará'],
'ufjf.br': [u'Universidade Federal de Juiz de Fora'],
'uespi.br': [u'Universidade Estadual do Piauí'],
'unir.br': [u'Universidade Federal de Rondônia'],
'ufrj.br': [u'Universidade Federal do Rio de Janeiro'],
'unisa.br': [u'Universidade de Santo Amaro'],
'ufpb.br': [u'Universidade Federal da Paraíba'],
'ufv.br': [u'Universidade Federal de Viçosa'],
'urca.br': [u'Universidade Regional do Cariri'],
'unimar.br': [u'Universidade de Marília'],
'unigranrio.br': [u'Universidade do Grande Rio'],
'upe.br': [u'Universidade de Pernambuco'],
'candidomendes.br': [u'Universidade Candido Mendes'],
'senac.br': [u'Centro Universitário Senac'],
'ucb.br': [u'Universidade Católica de Brasília'],
'ufma.br': [u'Universidade Federal do Maranhão'],
'ufrn.br': [u'Universidade Federal do Rio Grande do Norte'],
'unisinos.br': [u'Universidade Vale do Rio dos Sinos'],
'ufu.br': [u'Universidade Federal de Uberlândia'],
'uece.br': [u'Universidade Estadual do Ceará'],
'uneb.br': [u'Universidade do Estado da Bahia'],
'ufpr.br': [u'Universidade Federal do Paraná'],
'unimontes.br': [u'Universidade Estadual de Montes Claros'],
'ufba.br': [u'Universidade Federal da Bahia'],
'unifenas.br': [u'Universidade de Alfenas'],
'universo.br': [u'Universidade Salgado de Oliveira'],
'ulbra.br': [u'Universidade Luterana do Brasil'],
'ufmg.br': [u'Universidade Federal de Minas Gerais'],
'uepg.br': [u'Universidade Estadual de Ponta Grossa'],
'unicastelo.br': [u'Universidade Camilo Castelo Branco'],
'brazcubas.br': [u'Universidade Braz Cubas'],
'rct-sc.br': [u'Universidade para o Desenvolvimento do Alto Vale do Itajaí', u'Universidade do Extremo Sul Catarinense', u'Universidade do Vale do Itajaí', u'Universidade Regional de Blumenau'],
'uniube.br': [u'Universidade de Uberaba'],
'unifran.br': [u'Universidade de Franca'],
'usu.br': [u'Universidade Santa Úrsula'],
'ufpi.br': [u'Universidade Federal do Piauí'],
'italo.br': [u'Faculdade Italo Brasileira'],
'mackenzie.br': [u'Universidade Mackenzie'],
'newtonpaiva.br': [u'Centro Universitário Newton Paiva'],
'faap.br': [u'FAAP - Fundação Armando Alvares Penteado'],
'pucsp.br': [u'Pontifícia Universidade Católica de São Paulo'],
'toledo.br': [u'Faculdades Integradas Toledo'],
'unimep.br': [u'Universidade Metodista de Piracicaba'],
'ucg.br': [u'Universidade Católica de Goiás'],
'uern.br': [u'Universidade do Estado do Rio Grande do Norte'],
'unama.br': [u'Universidade da Amazônia'],
'uenf.br': [u'Universidade Estadual do Norte Fluminense'],
'unimonte.br': [u'Centro Universitário Monte Serrat'],
'unirio.br': [u'Universidade do Rio de Janeiro'],
'smarcos.br': [u'Universidade São Marcos'],
'ufscar.br': [u'Universidade Federal de São Carlos'],
'furg.br': [u'Universidade do Rio Grande'],
'ufop.br': [u'Universidade Federal de Ouro Preto'],
'rnp.br': [u'Universidade de Tocantins'],
'ufrgs.br': [u'Universidade Federal do Rio Grande do Sul'],
'nkzu.kz': [u'North Kazakhstan State University'],
'vkgu.kz': [u'East Kazakhstan State University'],
'ksu.kz': [u'Karaganda State Buketov University'],
'kau.kz': [u'Kazak American University'],
'zhez.kz': [u'Zhezkazgan Baikonurov University'],
'almaty.kz': [u'Kazak State University of Agriculture'],
'eurazir.kz': [u'Eurasian Institute of market'],
'turkistan.kz': [u'International Kazakh-Turkish University'],
'kstu.kz': [u'Karaganda State Technical University'],
'atyrauuniv.kz': [u'Atyrau State University'],
'kst.kz': [u'Kostanai State University'],
'ektu.kz': [u'East Kazakstan State Technical University'],
'pau.kz': [u'Pavlodar University'],
'wkau.kz': [u'Western Kazakhstan Agricultural University'],
'aktsu.kz': [u'Aktau State University'],
'sci.kz': [u'Almaty Abai State University', u'Kazak National Technical University'],
'adilet.kz': [u'Adilet Higher Law School'],
'emu.kz': [u'Eurasia National University'],
'kbtu.kz': [u'Kazakh British Technical University'],
'kimep.kz': [u'Kazakhstan Institute of Management, Economics, and Strategic Research'],
'uib.kz': [u'University of international business'],
'kaznu.kz': [u'Al-Farabi Kazakh National University'],
'ismm.edu.cu': [u'Instituto Superior Minero Metalúrgico Dr. Antonio Núñez Jiménez'],
'uho.edu.cu': [u'Universidad de Holguín'],
'cujae.edu.cu': [u'Instituto Superior Politécnico José Antonio Echeverría'],
'reduc.edu.cu': [u'Universidad de Camagüey'],
'ucf.edu.cu': [u'Universidad de Cienfuegos'],
'uo.edu.cu': [u'Universidad de Oriente'],
'uclv.edu.cu': [u'Universidad Central de Las Villas'],
'upr.edu.cu': [u'Universidad de Pinar del Río'],
'ptcdb.edu.ps': [u'Palestine Technical College-Dier Elbalah'],
'alazhar.edu.ps': [u'Al-Azhar University of Gaza'],
'alaqsa.edu.ps': [u'Al-Aqsa University'],
'up.edu.ps': [u'University of Palestine'],
'uou.edu.ps': [u'Ummah University'],
'ucas.edu.ps': [u'University College of Applied Sciences'],
'iugaza.edu.ps': [u'Islamic University of Gaza'],
'hotelschool.com.au': [u'Blue Mountains Hotel School'],
'zpsb.szczecin.pl': [u'West Pomeranian Business School in Szczecin'],
'ar.szczecin.pl': [u'Agricultural University of Szczecin'],
'tuniv.szczecin.pl': [u'Technical University of Szczecin'],
'univ.szczecin.pl': [u'University of Szczecin'],
'pam.szczecin.pl': [u'Pomeranian Academy of Medicine in Szczecin'],
'wsm.szczecin.pl': [u'Maritime University in Szczecin'],
'wsm.gdynia.pl': [u'Gdynia Maritime Academy'],
'burkes-university.org.uk': [u'Burkes University'],
'niu.org.uk': [u'Newport International University'],
'bercol.bm': [u'Bermuda College'],
'pb.bialystok.pl': [u'Technical University of Bialystok'],
'ucbukavu.cd': [u'Université Catholique de Bukavu'],
'unikis-ac.cd': [u'Université de Kisangani'],
'ac.cd': [u'Université de Lubumbashi'],
'upc-rdc.cd': [u'Université Protestante au Congo'],
'unikin.cd': [u'Université de Kinshasa'],
'vgtu.lt': [u'Vilnius Gediminas Technical University'],
'lva.lt': [u'Lithunian Veterinary Academy'],
'lzua.lt': [u'Lithunian University of Agriculture'],
'vdu.lt': [u'Vytautas Magnus University'],
'ku.lt': [u'Klaipeda University'],
'vu.lt': [u'Vilnius University'],
'ktu.lt': [u'Kaunas University of Technology'],
'lmta.lt': [u'Lithunian Academy of Music and Theatre'],
'vpu.lt': [u'Vilnius Pedagogical University'],
'mii.lt': [u'Vilnius Academy of Arts'],
'lka.lt': [u'Military academy of Lithuania'],
'kma.lt': [u'Kaunas Medical Academy'],
'su.lt': [u'Siauliai University'],
'ism.lt': [u'International School of Management'],
'lkka.lt': [u'Lithunian Institute of Physical Education'],
'lcc.lt': [u'Lithuania Christian College'],
'taibahu.edu.sa': [u'Taibah University'],
'nu.edu.sa': [u'Najran University'],
'ksu.edu.sa': [u'King Saud University'],
'cba.edu.sa': [u'College of Busniess Admnistration'],
'gotevot.edu.sa': [u'College of Technology at Kharj', u'College of Technology at Abha', u'College of Technology at Dammam'],
'nbu.edu.sa': [u'Northern Border University'],
'bmc.edu.sa': [u'Batterjee Medical College'],
'alyamamah.edu.sa': [u'Al-Yamamah College'],
'kau.edu.sa': [u'King Abdul Aziz University'],
'ju.edu.sa': [u'Aljouf University'],
'effatcollege.edu.sa': [u'Effat College'],
'bu.edu.sa': [u'Al-baha University'],
'kaust.edu.sa': [u'King Abdullah University of Science and Technology'],
'ibnsina.edu.sa': [u'Ibn Sina National College for Medical Studies'],
'jazanu.edu.sa': [u'Jazan University'],
'imamu.edu.sa': [u'Al-Imam Mohamed Ibn Saud Islamic University'],
'ku.edu.sa': [u'Alkharj University'],
'jct.edu.sa': [u'College of Technology at Jeddah'],
'daralhekma.edu.sa': [u'Dar al Hekma College'],
'dau.edu.sa': [u'Dar Al-Uloom Colleges'],
'cti.edu.sa': [u'College of Telecommunication & Information'],
'ut.edu.sa': [u'University of Tabuk'],
'psu.edu.sa': [u'Prince Sultan University'],
'tu.edu.sa': [u'Taif University'],
'riyadh.edu.sa': [u'Riyadh College of Dentistry and Pharmacy'],
'uqu.edu.sa': [u'Umm Al-Qura University'],
'nauss.edu.sa': [u'Naif Arab University for Security Sciences'],
'uoh.edu.sa': [u'University of Hail'],
'ucj.edu.sa': [u'Jubail University College'],
'pmu.edu.sa': [u'Prince Mohammad Bin Fahd University'],
'pcdp.edu.sa': [u'Private College of Dentistry and Pharmacy'],
'mcst.edu.sa': [u'Knowledge College for Science and Technology'],
'kfu.edu.sa': [u'King Faisal University'],
'fbsc.edu.sa': [u'Fahad Bin Sultan University'],
'ksau-hs.edu.sa': [u'King Saud bin Abdulaziz University for Health Sciences'],
'pscabha.edu.sa': [u'Prince Sultan College for Tourism and Hotel Scinces'],
'rct.edu.sa': [u'College of Technology at Riyadh'],
'qu.edu.sa': [u'Qassim University'],
'kfupm.edu.sa': [u'King Fahad University of Petroleum and Minerals'],
'su.edu.sa': [u'Shaqra University'],
'ud.edu.sa': [u'University of Dammam'],
'yic.edu.sa': [u'Yanbu Industrial College'],
'bpc.edu.sa': [u'Buraydah College for Applied Medical Sciences'],
'kku.edu.sa': [u'King Khaled University'],
'dcc.edu.sa': [u'Dammam Community College'],
'iu.edu.sa': [u'Islamic University of Medinah'],
'kfsc.edu.sa': [u'King Fahd Security College'],
'qc.edu.sa': [u'Qassim Private College'],
'jic.edu.sa': [u'Jubail Industrial College'],
'rug.edu.sa': [u'Princess Nora Bint Abdulrahman University'],
'ipa.edu.sa': [u'Institute of Public Administration'],
'yyu.edu.tr': [u'Yüzüncü Yil (Centennial) University'],
'dicle.edu.tr': [u'Dicle (Tirgris) University'],
'boun.edu.tr': [u'Bogazici University'],
'ibu.edu.tr': [u'Abant Izzet Baysal University'],
'khas.edu.tr': [u'Kadir Has University'],
'atilim.edu.tr': [u'Atilim University'],
'adu.edu.tr': [u'Adnan Menderes University'],
'ahievran.edu.tr': [u'Ahi Evran University'],
'ksu.edu.tr': [u'Kahramanmaras Sütcü Imam University'],
'trakya.edu.tr': [u'Trakya University'],
'atauni.edu.tr': [u'Atatürk University'],
'cumhuriyet.edu.tr': [u'Cumhuriyet (Republik) University'],
'cu.edu.tr': [u'Cukurova University'],
'yildiz.edu.tr': [u'Yildiz Technical University'],
'inonu.edu.tr': [u'Inönü University'],
'cankaya.edu.tr': [u'Cankaya University'],
'akdeniz.edu.tr': [u'Akdeniz University'],
'odtu.edu.tr': [u'Middle East Technical University'],
'fatih.edu.tr': [u'Fatih University'],
'arel.edu.tr': [u'Istanbul Arel University'],
'bilkent.edu.tr': [u'Bilkent University'],
'metu.edu.tr': [u'Middle East Technical University'],
'mku.edu.tr': [u'Mustafa Kemal University'],
'anadolu.edu.tr': [u'Anadolu University'],
'kafkas.edu.tr': [u'Kafkas University'],
'karaelmas.edu.tr': [u'Zonguldak Karaelmas University'],
'sehir.edu.tr': [u'İstanbul Şehir University'],
'bahcesehir.edu.tr': [u'Bahcesehir University'],
'hun.edu.tr': [u'Hacettepe University'],
'yalova.edu.tr': [u'Yalova University'],
'mersin.edu.tr': [u'Mersin University'],
'gyte.edu.tr': [u'Gebze Institute of Technology'],
'yeditepe.edu.tr': [u'Yeditepe University'],
'comu.edu.tr': [u'Canakkale (18th March) University'],
'ku.edu.tr': [u'Koc University'],
'beykent.edu.tr': [u'Beykent University'],
'dogus.edu.tr': [u'Dogus University'],
'izmirekonomi.edu.tr': [u'Izmir Economic University'],
'gantep.edu.tr': [u'Gaziantep University'],
'gazi.edu.tr': [u'Gazi University Ankara'],
'ciu.edu.tr': [u'Cyprus International University'],
'balikesir.edu.tr': [u'Balikesir University'],
'sabanciuniv.edu.tr': [u'Sabanci University'],
'yasar.edu.tr': [u'Iasar University', u'Yasar University'],
'msu.edu.tr': [u'Mimar Sinan University'],
'nku.edu.tr': [u'Namik Kemal University'],
'baskent.edu.tr': [u'Baskent University'],
'selcuk.edu.tr': [u'Selcuk University'],
'ankara.edu.tr': [u'Ankara University'],
'bilecik.edu.tr': [u'Bilecik University'],
'lefke.edu.tr': [u'European University of Lefke'],
'itu.edu.tr': [u'Istanbul Technical University'],
'nigde.edu.tr': [u'Nigde University'],
'maltepe.edu.tr': [u'Maltepe University'],
'kou.edu.tr': [u'Kocaeli University'],
'iku.edu.tr': [u'Istanbul Kultur University'],
'sdu.edu.tr': [u'Suleyman Demirel University'],
'omu.edu.tr': [u'Ondokuz Mayis University Samsun'],
'aku.edu.tr': [u'Afyon Kocatepe University'],
'cag.edu.tr': [u'Cag University'],
'halic.edu.tr': [u'Halic University'],
'harran.edu.tr': [u'Harran University'],
'dho.edu.tr': [u'Turkish Naval Academy'],
'pamukkale.edu.tr': [u'Pamukkale University'],
'sau.edu.tr': [u'Sakarya University'],
'neu.edu.tr': [u'Near East University'],
'iticu.edu.tr': [u'Istanbul Ticaret University'],
'firat.edu.tr': [u'Firat (Euphrates) University'],
'erciyes.edu.tr': [u'Erciyes University'],
'ktu.edu.tr': [u'Karadeniz Technical University'],
'gsu.edu.tr': [u'Galatasaray University'],
'isikun.edu.tr': [u'Isik University'],
'deu.edu.tr': [u'Dokuz Eylül University'],
'gau.edu.tr': [u'Girne American University'],
'gop.edu.tr': [u'Gaziosmanpasa University'],
'ufuk.edu.tr': [u'Ufuk University'],
'ogu.edu.tr': [u'Osmangazi University'],
'ibun.edu.tr': [u'Istanbul Bilgi University'],
'bilgi.edu.tr': [u'Istanbul Bilgi University'],
'emu.edu.tr': [u'Eastern Mediterranean University'],
'kku.edu.tr': [u'Kirikkale University'],
'dumlupinar.edu.tr': [u'Dumlupinar University'],
'ege.edu.tr': [u'Ege University'],
'iyte.edu.tr': [u'Izmir Institute of Technology'],
'mu.edu.tr': [u'Mugla University'],
'istanbul.edu.tr': [u'Istanbul University'],
'etu.edu.tr': [u'Tobb Economics and Technology University'],
'marmara.edu.tr': [u'Marmara University'],
'bayar.edu.tr': [u'Celal Bayar University'],
'uludag.edu.tr': [u'Uludag University'],
'num.edu.kh': [u'National University of Management'],
'rupp.edu.kh': [u'Royal University of Phnom Penh'],
'bbu.edu.kh': [u'Build Bright University'],
'utpp.edu.kh': [u'University of Technology Phnom Penh'],
'ine.edu.kh': [u'National Institute of Education'],
'uc.edu.kh': [u'University of Cambodia'],
'cup.edu.kh': [u'Chamreun University of Poly Technology'],
'rule.edu.kh': [u'Royal University of Law and Economics'],
'sru.edu.kh': [u'Svey Reong University'],
'puc.edu.kh': [u'Pannnasatra University of Cambodia'],
'mekong.edu.kh': [u'Cambodian Mekong University'],
'norton.edu.kh': [u'Norton University'],
'rua.edu.kh': [u'Royal University of Agriculture'],
'angkor.edu.kh': [u'Angkor University'],
'western.edu.kh': [u'Western University'],
'cus.edu.kh': [u'Cambodia University of Specialties'],
'aeu.edu.kh': [u'Asia Europe University'],
'iu.edu.kh': [u'International University'],
'rufa.edu.kh': [u'Royal University of Fine Arts'],
'univ-sante.edu.kh': [u'University of Health and Science'],
'shouhua.net.cn': [u'Shanghai Ouhua Vocational Technical College'],
'cshl.edu': [u'Cold Spring Harbor Laboratory'],
'nycc.edu': [u'New York Chiropractic College'],
'nbc.edu': [u'Nazarene Bible College'],
'warnerpacific.edu': [u'Warner Pacific College'],
'liunet.edu': [u'Long Island University, C.W. Post Campus', u'Long Island University, Southampton College', u'Long Island University'],
'sherman.edu': [u'Sherman College of Straight Chiropractic'],
'cgu.edu': [u'Claremont Graduate University'],
'nwciowa.edu': [u'Northwestern College Iowa'],
'bethany.edu': [u'Bethany College California'],
'westga.edu': [u'State University of West Georgia'],
'iub.edu': [u'Indiana University at Bloomington'],
'panam.edu': [u'University of Texas Pan American'],
'georgetowncollege.edu': [u'Georgetown College'],
'sosu.edu': [u'Southeastern Oklahoma State University'],
'nyaa.edu': [u'New York Academy of Art, Graduate School of Figurative Art'],
'lasierra.edu': [u'La Sierra University'],
'upstate.edu': [u'State University of New York Upstate Medical University'],
'albanylaw.edu': [u'Albany Law School'],
'uiw.edu': [u'University of the Incarnate World'],
'bic.edu': [u'Baltimore International College'],
'itp.edu': [u'Institute of Transpersonal Psychology'],
'argosy.edu': [u'Argosy University'],
'lakeviewcol.edu': [u'Lakeview College of Nursing'],
'umuc.edu': [u'University of Maryland University College'],
'noctrl.edu': [u'North Central College'],
'amc.edu': [u'Albany Medical Center'],
'usm.edu': [u'University of Southern Mississippi'],
'alquds.edu': [u'Al-Quds University - The Arab University in Jerusalem'],
'ccis.edu': [u'Columbia College of Missouri'],
'earlham.edu': [u'Earlham College'],
'ocac.edu': [u'Oregon College of Arts and Crafts'],
'boisebible.edu': [u'Boise Bible College'],
'schillermadrid.edu': [u'Schiller International University, Madrid'],
'rowan.edu': [u'Rowan University'],
'sienahts.edu': [u'Siena Heights University'],
'smcm.edu': [u'St. Mary\'s College of Maryland'],
'gmc.edu': [u'Gwynedd-Mercy College'],
'prin.edu': [u'Principia College'],
'usma.edu': [u'United States Military Academy'],
'bryant.edu': [u'Bryant University'],
'troy.edu': [u'Troy University, Phenix City', u'Troy University, Troy', u'Troy University, Montgomery', u'Troy University', u'Troy University, Dothan'],
'northpark.edu': [u'North Park University'],
'faulkner.edu': [u'Faulkner University'],
'ugf.edu': [u'University of Great Falls'],
'uw.edu': [u'University of Washington'],
'mines.edu': [u'Colorado School of Mines'],
'nhmccd.edu': [u'Tomball College'],
'act.edu': [u'American College of Thessaloniki'],
'sduis.edu': [u'San Diego University for Integrative Studies'],
'unh.edu': [u'University of New Hampshire - Manchester', u'University of New Hampshire'],
'bridgew.edu': [u'Bridgewater State College'],
'spsu.edu': [u'Southern Polytechnic State Univerisity'],
'hsu.edu': [u'Henderson State Univerisity'],
'capella.edu': [u'Capella University'],
'sfbc.edu': [u'South Florida Bible College & Theological Seminary'],
'flsouthern.edu': [u'Florida Southern College'],
'bradley.edu': [u'Bradley University'],
'alverno.edu': [u'Alverno College'],
'missouri.edu': [u'University of Missouri - Columbia'],
'albright.edu': [u'Albright College'],
'hbu.edu': [u'Houston Baptist University'],
'astate.edu': [u'Arkansas State University'],
'palmer.edu': [u'Palmer College of Chiropractic West', u'Palmer College of Chiropractic'],
'colotechu.edu': [u'Colorado Technical University'],
'millersv.edu': [u'Millersville University of Pennsylvania'],
'saintmeinrad.edu': [u'St. Meinrad College'],
'ictcollege.edu': [u'ICT College'],
'wm.edu': [u'College of William and Mary'],
'cw.edu': [u'The College of Westchester'],
'calarts.edu': [u'California Institute of the Arts'],
'sfai.edu': [u'San Francisco Art Institute'],
'ecok.edu': [u'East Central University'],
'utampa.edu': [u'University of Tampa'],
'njcu.edu': [u'New Jersey City University'],
'cchs.edu': [u'California College for Health Sciences'],
'redlands.edu': [u'University of Redlands'],
'concordia-ny.edu': [u'Concordia College, Bronxville'],
'aucegypt.edu': [u'American University in Cairo'],
'uvm.edu': [u'University of Vermont'],
'nwcc.edu': [u'Northwest Christian College'],
'ucop.edu': [u'University of California, Oakland'],
'macalstr.edu': [u'Macalester College'],
'leeuniversity.edu': [u'Lee University'],
'ccac-art.edu': [u'California College of Arts and Crafts'],
'utsi.edu': [u'University of Tennessee Space Institute'],
'wsu.edu': [u'Washington State University, Tri-Cities', u'Washington State University, Spokane', u'Washington State University', u'Washington State University, Vancouver'],
'shorter.edu': [u'Shorter College'],
'dcl.edu': [u'Detroit College of Law'],
'simpson.edu': [u'Simpson College Iowa'],
'jcu.edu': [u'John Carroll University'],
'uncwil.edu': [u'University of North Carolina at Wilmington'],
'wright.edu': [u'Wright State University'],
'jonesinternational.edu': [u'Jones International University'],
'lacc.edu': [u'Los Angeles College of Chiropractic'],
'trinity.edu': [u'Trinity University'],
'africau.edu': [u'Africa University'],
'llu.edu': [u'Loma Linda University'],
'cuc.edu': [u'Columbia Union College'],
'wintu.edu': [u'Western International University'],
'pacificoaks.edu': [u'Pacific Oaks College'],
'linfield.edu': [u'Linfield College'],
'shawnee.edu': [u'Shawnee State University'],
'tnstate.edu': [u'Tennessee State University'],
'aamu.edu': [u'Alabama Agricultural and Mechanical University'],
'stac.edu': [u'St. Thomas Aquinas College'],
'nd.edu': [u'University of Notre Dame'],
'impacu.edu': [u'IMPAC University'],
'mispp.edu': [u'Michigan School of Professional Psychology'],
'medaille.edu': [u'Medaille College'],
'defiance.edu': [u'The Defiance College'],
'sulross.edu': [u'Sul Ross State University'],
'wsulaw.edu': [u'Western State University College of Law - Orange County', u'Western State University College of Law'],
'csld.edu': [u'Conway School of Landscape Design'],
'methodistcollege.edu': [u'Nebraska Methodist College of Nursing and Allied Health'],
'kcom.edu': [u'Kirksville College of Osteopathic Medicine'],
'nysid.edu': [u'New York School of Interior Design'],
'whittier.edu': [u'Whittier College'],
'mcphu.edu': [u'Medical College of Pennsylvania and Hahnemann University'],
'calbaptist.edu': [u'California Baptist College'],
'msmc.edu': [u'Mount St. Mary College'],
'utmem.edu': [u'University of Tennessee - Memphis'],
'ohsu.edu': [u'Oregon Health Sciences University'],
'twu.edu': [u'Texas Woman\'s University'],
'sbc.edu': [u'Sweet Briar College'],
'bloomfield.edu': [u'Bloomfield College'],
'pdx.edu': [u'Portland State University'],
'jmu.edu': [u'James Madison University'],
'uprutuado.edu': [u'Universidad de Puerto Rico, Utuado'],
'jsu.edu': [u'Jacksonville State University'],
'emmaus.edu': [u'Emmaus Bible College'],
'asumh.edu': [u'Arkansas State University, Mountain Home'],
'saxion.edu': [u'Saxion Universities'],
'mccks.edu': [u'Manhattan Christian College'],
'usouthal.edu': [u'University of South Alabama'],
'goucher.edu': [u'Goucher College'],
'ndc.edu': [u'Notre Dame College of Ohio'],
'mcad.edu': [u'Minneapolis College of Art and Design'],
'grace.edu': [u'Grace College'],
'semo.edu': [u'Southeast Missouri State University'],
'juc.edu': [u'Jerusalem University College'],
'sc.edu': [u'University of South Carolina - Aiken', u'University of South Carolina - Union', u'University of South Carolina - Beaufort', u'University of South Carolina - Salkehatchie', u'University of South Carolina - Lancaster', u'University of South Carolina'],
'tui.edu': [u'The Union Institute'],
'trincoll.edu': [u'Trinity College Connecticut'],
'tufts.edu': [u'Tufts University'],
'tuftsmedicalcenter.org': [u'Tufts Medical Center'],
'plu.edu': [u'Pacific Lutheran University'],
'holycross.edu': [u'College of the Holy Cross'],
'limcollege.edu': [u'Laboratory Institute of Merchandising'],
'mci.edu': [u'MCI-Management Center Innsbruck'],
'aus.edu': [u'American University of Sharjah'],
'bennington.edu': [u'Bennington College'],
'wvsc.edu': [u'West Virginia State College'],
'nu.edu': [u'National University'],
'ksu.edu': [u'Kansas State University'],
'ewubd.edu': [u'East-West University, Mohakhali', u'East West University'],
'sjsu.edu': [u'San Jose State University'],
'biblecollege.edu': [u'Circleville Bible College'],
'clarku.edu': [u'Clark University'],
'nsuok.edu': [u'Northeastern State University'],
'sjcsf.edu': [u'St. John\'s College New Mexico'],
'gettysburg.edu': [u'Gettysburg College'],
'augsburg.edu': [u'Augsburg College'],
'msubillings.edu': [u'Montana State University - Billings'],
'fisk.edu': [u'Fisk University'],
'ship.edu': [u'Shippensburg University of Pennsylvania'],
'vsc.edu': [u'Castleton State College', u'Johnson State College', u'Vermont Technical College', u'Lyndon State College'],
'coe.edu': [u'Coe College'],
'ashland.edu': [u'Ashland University'],
'uncp.edu': [u'University of North Carolina at Pembroke'],
'stvincent.edu': [u'St. Vincent College'],
'msj.edu': [u'College of Mount St. Joseph'],
'gbc.edu': [u'Goldey-Beacom College'],
'pcb.edu': [u'Philadelphia College of Bible'],
'loyola.edu': [u'Loyola College in Maryland'],
'vanderbilt.edu': [u'Vanderbilt University'],
'davidson.edu': [u'Davidson College'],
'au.edu': [u'Assumption University of Thailand'],
'edinboro.edu': [u'Edinboro University of Pennsylvania'],
'ucla.edu': [u'University of California, Los Angeles'],
'nhu.edu': [u'National Hispanic University'],
'ringling.edu': [u'Ringling College of Art and Design'],
'louisville.edu': [u'University of Louisville'],
'mills.edu': [u'Mills College'],
'uoregon.edu': [u'University of Oregon'],
'berne.edu': [u'Berne University'],
'secollege.edu': [u'Southeastern College of the Assemblies of God'],
'hputx.edu': [u'Howard Payne University'],
'pnc.edu': [u'Purdue University North Central'],
'westernu.edu': [u'College of Osteopathic Medicine of the Pacific (Western University of Health Sciences)'],
'westmont.edu': [u'Westmont College'],
'vennard.edu': [u'Vennard College'],
'wcupa.edu': [u'West Chester University of Pennsylvania'],
'christendom.edu': [u'Christendom College'],
'davenport.edu': [u'Davenport College of Business, Grand Rapids', u'Davenport College of Business, Kalamazoo', u'Detroit College of Business - Flint', u'Detroit College of Business - Warren', u'Davenport College of Business, Lansing'],
'mcrest.edu': [u'Marycrest International University'],
'vic.edu': [u'Virginia Intermont College'],
'arizona.edu': [u'University of Arizona'],
'wtamu.edu': [u'West Texas A&M University'],
'bsc.edu': [u'Birmingham-Southern College'],
'msoe.edu': [u'Milwaukee School of Engineering'],
'uwrf.edu': [u'University of Wisconsin - River Falls'],
'colacoll.edu': [u'Columbia College South Carolina'],
'awu.edu': [u'American World University'],
'cnr.edu': [u'College of New Rochelle'],
'mc.edu': [u'Mississippi College'],
'bryantstratton.edu': [u'Bryant and Stratton College'],
'albion.edu': [u'Albion College'],
'sgu.edu': [u'St. George\'s University'],
'flagler.edu': [u'Flagler College'],
'suagm.edu': [u'Sistema Universitario Ana G. Méndez', u'Universidad Metropolitana'],
'miad.edu': [u'Milwaukee Institute of Art and Design'],
'drake.edu': [u'Drake University'],
'pcpm.edu': [u'Temple University School of Podiatric Medicine'],
'lifewest.edu': [u'Life Chiropractic College West'],
'soka.edu': [u'Soka University of America'],
'luc.edu': [u'Loyola University of Chicago'],
'park.edu': [u'Park College'],
'fae.edu': [u'FAE Business School - Faculdade de Administração e Economia'],
'bmc.edu': [u'Blue Mountain College'],
'mville.edu': [u'Manhattanville College'],
'tusk.edu': [u'Tuskegee University'],
'swc.edu': [u'Southwestern College Santa Fe'],
'idbsu.edu': [u'Boise State University'],
'cortland.edu': [u'State University of New York College at Cortland'],
'rice.edu': [u'Rice University'],
'benedictine.edu': [u'Benedictine College'],
'umary.edu': [u'University of Mary'],
'graceland.edu': [u'Graceland College'],
'cuw.edu': [u'Concordia University, Mequon'],
'wesleyan.edu': [u'Wesleyan University'],
'csj.edu': [u'College of St. Joseph'],
'talladega.edu': [u'Talladega College'],
'caribbean.edu': [u'Caribbean University'],
'egs.edu': [u'European Graduate School, Media & Communications'],
'aiu.edu': [u'Atlantic International University'],
'neiu.edu': [u'Northeastern Illinois University'],
'uwgb.edu': [u'University of Wisconsin - Green Bay'],
'wmcarey.edu': [u'William Carey College'],
'apsu.edu': [u'Austin Peay State University'],
'daemen.edu': [u'Daemen College'],
'centralstate.edu': [u'Central State University'],
'millsaps.edu': [u'Millsaps College'],
'eastwest.edu': [u'East-West University'],
'ohiou.edu': [u'Ohio University - Eastern', u'Ohio University - Lancaster', u'Ohio University', u'Ohio University - Zanesville', u'Ohio University - Southern', u'Ohio University - Chillicothe'],
'aauj.edu': [u'Arab American University - Jenin'],
'sfc.edu': [u'St. Francis College, Fort Wayne'],
'pacific.edu': [u'University of the Pacific'],
'nich.edu': [u'Nicholls State University'],
'knoxvillecollege.edu': [u'Knoxville College'],
'strose.edu': [u'College of St. Rose'],
'lcsc.edu': [u'Lewis-Clark State College'],
'belhaven.edu': [u'Belhaven College'],
'esf.edu': [u'State University of New York College of Environmental Science and Forestry'],
'palmbeachstate.edu': [u'Palm Beach State College'],
'mercynet.edu': [u'Mercy College'],
'farmingdale.edu': [u'State University of New York College of Technology at Farmingdale'],
'wnmu.edu': [u'Western New Mexico University'],
'siue.edu': [u'Southern Illinois University at Edwardsville'],
'tiffin.edu': [u'Tiffin University'],
'newchurch.edu': [u'Bryn Athyn College of the New Church'],
'dominion.edu': [u'Dominion College'],
'kennesaw.edu': [u'Kennesaw State University'],
'whitman.edu': [u'Whitman College'],
'widener.edu': [u'Widener University'],
'csp.edu': [u'Concordia College, St. Paul'],
'morgan.edu': [u'Morgan State University'],
'anna-maria.edu': [u'Anna Maria College'],
'olemiss.edu': [u'University of Mississippi'],
'b-sc.edu': [u'Barber-Scotia College'],
'hcc-nd.edu': [u'Holy Cross College'],
'sapc.edu': [u'St. Andrews Presbyterian College'],
'salk.edu': [u'Salk Institute for Biological Studies'],
'euruni.edu': [u'European University', u'European University, Athens Campus'],
'slcc4ministry.edu': [u'St. Louis Christian College'],
'benedict.edu': [u'Benedict College'],
'hiu.edu': [u'Hope International University'],
'mainemaritime.edu': [u'Maine Maritime Academy'],
'monterey.edu': [u'California State University, Monterey Bay'],
'umd.edu': [u'Frostburg State University', u'University of Maryland at College Park'],
'scco.edu': [u'Southern California College of Optometry'],
'tamu-commerce.edu': [u'Texas A&M University - Commerce'],
'udallas.edu': [u'University of Dallas'],
'mlc-wels.edu': [u'Martin Luther College'],
'spalding.edu': [u'Spalding University'],
'mssm.edu': [u'Mount Sinai School of Medicine'],
'hillsdale.edu': [u'Hillsdale College'],
'lanecollege.edu': [u'Lane College'],
'dne.edu': [u'Davis and Elkins College'],
'subr.edu': [u'Southern University - Baton Rouge'],
'fgcu.edu': [u'Florida Gulf Coast University'],
'mgu.edu': [u'Mills Grae University'],
'reinhardt.edu': [u'Reinhardt College'],
'iona.edu': [u'Iona College'],
'lmc.edu': [u'Lees-McRae College'],
'crown.edu': [u'Crown College'],
'usip.edu': [u'University of the Sciences in Philadelphia'],
'nwc.edu': [u'Northwestern College St. Paul'],
'colum.edu': [u'Columbia College Chicago'],
'lhup.edu': [u'Lock Haven University of Pennsylvania'],
'marymount.edu': [u'Marymount University'],
'greenmtn.edu': [u'Green Mountain College'],
'sunysb.edu': [u'State University of New York at Stony Brook'],
'oakwood.edu': [u'Oakwood College'],
'brockport.edu': [u'State University of New York College at Brockport'],
'cwsl.edu': [u'California Western School of Law'],
'jwu.edu': [u'Johnson & Wales University', u'Johnson & Wales University, Charleston'],
'chiropractic.edu': [u'National College of Chiropractic'],
'rmcad.edu': [u'Rocky Mountain College of Art and Design'],
'emiratesacademy.edu': [u'The Emirates Academy of Hotel Managment'],
'umbc.edu': [u'University of Maryland Baltimore County'],
'methodist.edu': [u'Methodist College'],
'fhsu.edu': [u'Fort Hays State University'],
'sifc.edu': [u'Saskatchewan Indian Federated College'],
'hscsyr.edu': [u'State University of New York Health Sience Centre Syracuse'],
'uncfsu.edu': [u'Fayetteville State University'],
'rockefeller.edu': [u'The Rockefeller University'],
'uiuc.edu': [u'University of Illinois at Urbana-Champaign'],
'uchsc.edu': [u'University of Colorado Health Sciences Center'],
'thechicagoschool.edu': [u'The Chicago School of Professional Psychology'],
'poly.edu': [u'Polytechnic University, Westchester Graduate Center', u'Polytechnic University', u'Polytechnic University, Long Island Campus'],
'etsu.edu': [u'East Tennessee State University'],
'lesroches.edu': [u'Les Roches International School of Hotel Management'],
'opsu.edu': [u'Oklahoma Panhandle State University'],
'butler.edu': [u'Butler University'],
'cmsv.edu': [u'College of Mount St. Vincent'],
'saintpauls.edu': [u'St. Paul\'s College'],
'king.edu': [u'King College'],
'bnkst.edu': [u'Bank Street College of Education'],
'esu.edu': [u'East Stroudsburg State University'],
'bju.edu': [u'Bob Jones University'],
'burlcol.edu': [u'Burlington College'],
'njit.edu': [u'New Jersey Institute of Technology'],
'alcorn.edu': [u'Alcorn State University'],
'erau.edu': [u'Embry Riddle Aeronautical University, Prescott'],
'tbc2day.edu': [u'Trinity Bible College'],
'swarthmore.edu': [u'Swarthmore College'],
'ccsj.edu': [u'Calumet College of St. Joseph'],
'tamucc.edu': [u'Texas A&M University - Corpus Christi'],
'swu.edu': [u'Southern Wesleyan University'],
'cheyney.edu': [u'Cheyney University of Pennsylvania'],
'nodak.edu': [u'Valley City State University', u'Mayville State University', u'Dickinson State University', u'Minot State University', u'University of North Dakota', u'North Dakota State University', u'Tri-College University'],
'csufresno.edu': [u'California State University, Fresno'],
'csuci.edu': [u'California State University, Channel Islands'],
'trevecca.edu': [u'Trevecca Nazarene University'],
'eou.edu': [u'Eastern Oregon University'],
'csuniv.edu': [u'Charleston Southern University'],
'fpc.edu': [u'Franklin Pierce College'],
'muhlberg.edu': [u'Muhlenberg College'],
'ualr.edu': [u'University of Arkansas at Little Rock'],
'bhu.edu': [u'Baltimore Hebrew University'],
'mvnc.edu': [u'Mount Vernon Nazarene College'],
'aiuniv.edu': [u'American InterContinental University - Georgia', u'American InterContinental University - Atlanta', u'American InterContinental University - Ft. Lauderdale', u'American InterContinental University - London'],
'mtsu.edu': [u'Middle Tennessee State University'],
'ncwc.edu': [u'North Carolina Wesleyan College'],
'rossmed.edu': [u'Ross University, School of Medicine'],
'marylhurst.edu': [u'Marylhurst University'],
'barton.edu': [u'Barton College'],
'dominican.edu': [u'Dominican College of San Rafael'],
'devrycols.edu': [u'DeVry Institute of Technology, Columbus'],
'thiel.edu': [u'Thiel College'],
'bowiestate.edu': [u'Bowie State University'],
'nebraska.edu': [u'University of Nebraska (System)'],
'wcu.edu': [u'Western Carolina University'],
'saintleo.edu': [u'St. Leo College'],
'ehc.edu': [u'Emory & Henry College'],
'alc.edu': [u'Alice Lloyd College'],
'devry-phx.edu': [u'DeVry Institute of Technology, Phoenix'],
'hamline.edu': [u'Hamline University'],
'cameron.edu': [u'Cameron University'],
'ju.edu': [u'Jacksonville University'],
'stu.edu': [u'St. Thomas University'],
'mcm.edu': [u'McMurry University'],
'fontbonne.edu': [u'Fontbonne College'],
'brooks.edu': [u'Brooks Institute of Photography'],
'ferris.edu': [u'Ferris State University'],
'pepperdine.edu': [u'Pepperdine University'],
'upra.edu': [u'Universidad de Puerto Rico, Arecibo'],
'lycoming.edu': [u'Lycoming College'],
'lourdes.edu': [u'Lourdes College'],
'ucsb.edu': [u'University of California, Santa Barbara'],
'ollusa.edu': [u'Our Lady of the Lake University'],
'wayne.edu': [u'Wayne State University'],
'regent.edu': [u'Regent University'],
'indtech.edu': [u'Indiana Institute of Technologyy'],
'uh.edu': [u'University of Houston, Clear Lake', u'University of Houston, Downtown', u'University of Houston', u'University of Houston, Victoria'],
'salemiu.edu': [u'Salem International University'],
'unk.edu': [u'University of Nebraska - Kearney'],
'uwec.edu': [u'University of Wisconsin - Eau Claire'],
'rit.edu': [u'Rochester Institute of Technology, Dubai', u'Rochester Institute of Technology'],
'ngc.edu': [u'North Greenville College'],
'lcu.edu': [u'Lubbock Christian University'],
'bpkihs.edu': [u'B.P.Koirala Institute of Health Sciences'],
'bhc.edu': [u'Black Hawk College'],
'fredonia.edu': [u'State University of New York College at Fredonia'],
'mcw.edu': [u'Medical College of Wisconsin'],
'uwlax.edu': [u'University of Wisconsin - La Crosse'],
'kent.edu': [u'Kent State University - Stark', u'Kent State University - Salem', u'Kent State University - Tuscarawas', u'Kent State University - Ashtabula', u'Kent State University - East Liverpool', u'Kent State University', u'Kent State University - Trumbull'],
'collegeamerica.edu': [u'CollegeAmerica, Phoenix', u'CollegeAmerica, Denver'],
'mhc.edu': [u'Mars Hill College'],
'williamtyndale.edu': [u'William Tyndale College'],
'sccu.edu': [u'Southern California College'],
'mcg.edu': [u'Medical College of Georgia'],
'muohio.edu': [u'Miami University of Ohio - Middletown', u'Miami University of Ohio', u'Miami University of Ohio - Hamilton'],
'byu.edu': [u'Brigham Young University'],
'cnd.edu': [u'College of Notre Dame'],
'bethelks.edu': [u'Bethel College Newton'],
'bowdoin.edu': [u'Bowdoin College'],
'judson.edu': [u'Judson College Marion'],
'cedarcrest.edu': [u'Cedar Crest College'],
'duq.edu': [u'Duquesne University'],
'beaver.edu': [u'Beaver College'],
'campbell.edu': [u'Campbell University'],
'ulm.edu': [u'University of Louisiana at Monroe'],
'indiana.edu': [u'Indiana University - Northwest', u'Indiana University - Southeast', u'Indiana University (System)', u'Indiana University - East'],
'iu.edu': [u'Indiana University School of Medicine'],
'acu.edu': [u'Abilene Christian University'],
'olivet.edu': [u'Olivet Nazarene University'],
'cornell-iowa.edu': [u'Cornell College'],
'iupui.edu': [u'Indiana University-Purdue University at Indianapolis', u'Indiana University-Purdue University at Columbus'],
'ahgaff.edu': [u'Alahgaff University'],
'highpoint.edu': [u'High Point University'],
'bu.edu': [u'Boston University'],
'txchiro.edu': [u'Texas Chiropractic College'],
'ic.edu': [u'Illinois College'],
'sbi.edu': [u'St. Bernard\'s Institute'],
'cwu.edu': [u'Central Washington University'],
'alaskapacific.edu': [u'Alaska Pacific University'],
'stedwards.edu': [u'St. Edwards University'],
'occ.edu': [u'Ozark Christian College'],
'jones.edu': [u'Jones College'],
'salem.edu': [u'Salem College'],
'ie.edu': [u'IE University'],
'alfredadler.edu': [u'Alfred Adler Graduate School'],
'mca.edu': [u'Memphis College of Art'],
'utb.edu': [u'University of Texas at Brownsville'],
'the-bac.edu': [u'Boston Architectural Center'],
'rush.edu': [u'Rush University'],
'sdc.edu': [u'Sojourner-Douglass College'],
'cia.edu': [u'Cleveland Institute of Art'],
'bridgewater.edu': [u'Bridgewater College'],
'etf.edu': [u'Evangelische Theologische Faculteit, Leuven'],
'hws.edu': [u'Hobart and William Smith Colleges'],
'fontys.edu': [u'Fontys University of Applied Sciences'],
'brcn.edu': [u'Blessing-Rieman College of Nursing'],
'seattleu.edu': [u'Seattle University'],
'hlg.edu': [u'Hannibal-Lagrange College'],
'ttu.edu': [u'Texas Tech University'],
'virginia.edu': [u'University of Virginia'],
'lambuth.edu': [u'Lambuth University'],
'midwestern.edu': [u'Midwestern University'],
'upal.edu': [u'Universidad Privada Abierta Latinoamericana'],
'sullivan.edu': [u'Sullivan College'],
'oakton.edu': [u'Oakton Community College'],
'sheldonjackson.edu': [u'Sheldon Jackson College'],
'uscs.edu': [u'University of South Carolina - Spartanburg'],
'culver.edu': [u'Culver-Stockton College'],
'columbiacollege.edu': [u'Columbia College Hollywood'],
'hendrix.edu': [u'Hendrix College'],
'intelliteccollege.edu': [u'IntelliTec College - Grand Junction'],
'mtmc.edu': [u'Mount Marty College'],
'cmc.edu': [u'Central Methodist College'],
'gatech.edu': [u'Georgia Institute of Technology'],
'sco.edu': [u'Southern College of Optometry'],
'usls.edu': [u'University of Saint La Salle'],
'fscwv.edu': [u'Fairmont State College'],
'mnsfld.edu': [u'Mansfield University of Pennsylvania'],
'kendall.edu': [u'Kendall College'],
'unitec.edu': [u'Universidad Tecnológica Centroamericana'],
'austinc.edu': [u'Austin College'],
'antiochsea.edu': [u'Antioch University Seattle'],
'peru.edu': [u'Peru State College'],
'sbs.edu': [u'Swiss Business School Zurich (SBS)'],
'unai.edu': [u'Universitas Advent Indonesia'],
'lunet.edu': [u'Langston University'],
'chaminade.edu': [u'Chaminade University of Honolulu'],
'cmu.edu': [u'Carnegie Mellon University'],
'carnegiescience.edu': [u'Carnegie Institution for Science'],
'jewell.edu': [u'William Jewell College'],
'mssc.edu': [u'Missouri Southern State College'],
'utsystem.edu': [u'University of Texas'],
'cccb.edu': [u'Central Christian College of the Bible'],
'siam.edu': [u'Siam University'],
'bethel-in.edu': [u'Bethel College Mishawaka'],
'fordham.edu': [u'Fordham University'],
'sewanee.edu': [u'University of the South'],
'unf.edu': [u'University of North Florida'],
'humanpsych.edu': [u'Center for Humanistic Studies'],
'nsula.edu': [u'Northwestern State University of Louisiana'],
'marywood.edu': [u'Marywood University'],
'runet.edu': [u'Radford University'],
'gborocollege.edu': [u'Greensboro College'],
'laroche.edu': [u'La Roche College'],
'lehigh.edu': [u'Lehigh Univervsity'],
'wbc.edu': [u'Western Baptist College'],
'ltu.edu': [u'Lawrence Technological University'],
'academy.edu': [u'International Academy of Merchandising and Design Tampa'],
'depaul.edu': [u'DePaul University'],
'uwstout.edu': [u'University of Wisconsin - Stout'],
'haverford.edu': [u'Haverford College'],
'gannon.edu': [u'Gannon University'],
'tesc.edu': [u'Thomas A. Edison State College'],
'lincolnu.edu': [u'Lincoln University Missouri'],
'uic.edu': [u'University of Illinois at Chicago'],
'pakaims.edu': [u'Pak-AIMS (American Institute of Management Sciences)'],
'fscj.edu': [u'Florida State College at Jacksonville'],
'pml.edu': [u'Progressive Meritocracy Limited (Heriot -Watt University, UK)'],
'erskine.edu': [u'Erskine College'],
'dom.edu': [u'Dominican University'],
'motech.edu': [u'Missouri Tech'],
'umass.edu': [u'University of Massachusetts Amherst'],
'umassmed.edu': [u'University of Massachusetts Medical School'],
'mit.edu': [u'Massachusetts Institute of Technology'],
'harvard.edu': [u'Harvard University'],
'cwru.edu': [u'Case Western Reserve University'],
'case.edu': [u'Case Western Reserve University'],
'aut.edu': [u'American University College of Technology'],
'carroll.edu': [u'Carroll College Helena'],
'bard.edu': [u'Bard Graduate Center for Studies in the Decorative Arts', u'Bard College'],
'tristate.edu': [u'Tri-State University'],
'rpi.edu': [u'Rensselaer Polytechnic Institute'],
'hnc.edu': [u'Holy Names College'],
'woodburyu.edu': [u'Woodbury University'],
'gsw.edu': [u'Georgia Southwestern University'],
'viterbo.edu': [u'Viterbo College'],
'cleary.edu': [u'Cleary College'],
'rwc.edu': [u'Roberts Wesleyan College'],
'usi.edu': [u'University of Southern Indiana'],
'cauc.edu': [u'Civil Aviation University of China'],
'tulane.edu': [u'The Tulane University of New Orleans'],
'stamford.edu': [u'Stamford International University'],
'mccn.edu': [u'Mount Carmel College of Nursing'],
'samuelmerritt.edu': [u'Samuel Merritt College'],
'omsk.edu': [u'Omsk State Pedagogical University'],
'unw.edu': [u'University of Northern Washington'],
'setonhill.edu': [u'Seton Hill College'],
'gwc.edu': [u'George Wythe College'],
'columbus.edu': [u'Columbus University'],
'fst.edu': [u'Franciscan School of Theology'],
'nebrwesleyan.edu': [u'Nebraska Wesleyan University'],
'harding.edu': [u'Harding University'],
'disd.edu': [u'Design Institute of San Diego'],
'lemoyne.edu': [u'Le Moyne College'],
'rochester.edu': [u'University of Rochester'],
'warnborough.edu': [u'Warnborough University'],
'dtc.edu': [u'Denver Technical College'],
'umhb.edu': [u'University of Mary Hardin-Baylor'],
'calvin.edu': [u'Calvin College'],
'acc.edu': [u'Atlanta Christian College'],
'planwel.edu': [u'Planwel University'],
'nyls.edu': [u'New York Law School'],
'nova.edu': [u'Nova Southeastern University'],
'life.edu': [u'Life University'],
'fcc.edu': [u'Florida Christian College'],
'rosemont.edu': [u'Rosemont College'],
'campbellsvil.edu': [u'Campbellsville College'],
'usw.edu': [u'University of the Southwest'],
'sjchristiancol.edu': [u'San Jose Christian College'],
'creighton.edu': [u'Creighton University'],
'centenary.edu': [u'Centenary College of Louisiana'],
'cudenver.edu': [u'University of Colorado at Denver'],
'lamar.edu': [u'Lamar University', u'Lamar University - Port Arthur'],
'bates.edu': [u'Bates College'],
'belmont.edu': [u'Belmont University'],
'wilmcoll.edu': [u'Wilmington College'],
'utoledo.edu': [u'University of Toledo'],
'colostate.edu': [u'Colorado State University'],
'fullerton.edu': [u'California State University, Fullerton'],
'wrightinst.edu': [u'Wright Institute'],
'thomas.edu': [u'Thomas College Maine'],
'xu.edu': [u'Xavier University'],
'oldwestbury.edu': [u'State University of New York College at Old Westbury'],
'wpunj.edu': [u'William Paterson University'],
'tarleton.edu': [u'Tarleton State University'],
'mwsc.edu': [u'Missouri Western State College'],
'alleg.edu': [u'Allegheny College'],
'emich.edu': [u'Eastern Michigan University'],
'gratzcollege.edu': [u'Gratz College'],
'lakeerie.edu': [u'Lake Erie College'],
'maufl.edu': [u'Millennia Atlantic University'],
'aul.edu': [u'The American University in London'],
'utep.edu': [u'University of Texas at El Paso'],
'utdallas.edu': [u'University of Texas at Dallas'],
'morningside.edu': [u'Morningside College'],
'wfu.edu': [u'Wake Forest University'],
'wakehealth.edu': [u'Wake Forest School of Medicine'],
'umt.edu': [u'University of Montana'],
'umc.edu': [u'University of Mississippi Medical Center'],
'moody.edu': [u'Moody Bible Institute'],
'ilstu.edu': [u'Illinois State University', u'Mennonite College of Nursing'],
'saintjoe.edu': [u'St. Joseph\'s College'],
'fc.edu': [u'Franklin College Switzerland'],
'tcnj.edu': [u'The College of New Jersey'],
'bethanylb.edu': [u'Bethany College Kansas'],
'schiller.edu': [u'Schiller International University'],
'unmc.edu': [u'University of Nebraska Medical Center'],
'coa.edu': [u'College of the Atlantic'],
'georgefox.edu': [u'George Fox University'],
'adlsom.edu': [u'Arthur D. Little Management Education Institute'],
'hscbklyn.edu': [u'State University of New York Downstate Medical Center'],
'uaf.edu': [u'University of Alaska - Fairbanks'],
'olivetcollege.edu': [u'Olivet College'],
'alaska.edu': [u'University of Alaska - Anchorage', u'University of Alaska (System)', u'University of Alaska - Southeast'],
'desales.edu': [u'DeSales University'],
'famu.edu': [u'Florida Agricultural and Mechanical University'],
'reformed.edu': [u'Reformed Bible College'],
'thomasaquinas.edu': [u'Thomas Aquinas College'],
'ormed.edu': [u'Pacific College of Oriental Medicine'],
'miles.edu': [u'Miles College'],
'multnomah.edu': [u'Multnomah Bible College'],
'tayloru.edu': [u'Taylor University', u'Taylor University, Fort Wayne Campus'],
'dcb.edu': [u'Detroit College of Business'],
'sju.edu': [u'St. Joseph\'s University'],
'ptloma.edu': [u'Point Loma Nazarene College'],
'union.edu': [u'Union College'],
'uwa.edu': [u'University of West Alabama'],
'dpc.edu': [u'Dubai Pharmacy College'],
'pgi.edu': [u'Phillips Graduate Institute'],
'union-psce.edu': [u'Union Theological Seminary (UTS)'],
'ucsu.edu': [u'Utica College'],
'okstate.edu': [u'Oklahoma State University', u'Oklahoma State University Center for Health Sciences'],
'lafayette.edu': [u'Lafayette College'],
'cspp.edu': [u'California School of Professional Psychology - Fresno', u'California School of Professional Psychology - San Diego', u'California School of Professional Psychology - Berkley/Alameda', u'California School of Professional Psychology - Los Angels'],
'mariancoll.edu': [u'Marian College of Fond Du Lac'],
'smcvt.edu': [u'St. Michael\'s College'],
'neumont.edu': [u'Morrison College'],
'maine.edu': [u'University of Southern Maine', u'University of Maine, Fort Kent', u'University of Maine (System)', u'University of Maine, Presque Isle', u'University of Maine, Augusta', u'University of Maine, Farmington', u'University of Maine, Machias'],
'snc.edu': [u'St. Norbert College'],
'cahsu.edu': [u'Central America Health Sciences University (Belize Medical College)'],
'deltast.edu': [u'Delta State University'],
'usao.edu': [u'University of Science and Arts of Oklahoma'],
'aspp.edu': [u'Minnesota School of Professional Psychology', u'Illinois School of Professional Psychology - Meadows Campus', u'Georgia School of Professional Psychology', u'Illinois School of Professional Psychology - Chicago Campus'],
'cod.edu': [u'College of DuPage'],
'scripps.edu': [u'The Scripps Research Institute'],
'elmira.edu': [u'Elmira College'],
'ivcc.edu': [u'Illinois Valley Community College'],
'ucsc.edu': [u'University of California, Santa Cruz'],
'wmwoods.edu': [u'William Woods University'],
'maryvillecollege.edu': [u'Maryville College'],
'clarkson.edu': [u'Clarkson University'],
'wittenberg.edu': [u'Wittenberg University'],
'otterbein.edu': [u'Otterbein College'],
'chatham.edu': [u'Chatham College'],
'fsu.edu': [u'Florida State University'],
'dickinson.edu': [u'Dickinson College'],
'dsu.edu': [u'Dakota State University'],
'usf.edu': [u'University of South Florida'],
'middlebury.edu': [u'Middlebury College'],
'jcsu.edu': [u'Johnson C. Smith University'],
'pacificu.edu': [u'Pacific University'],
'upi.edu': [u'Universitas Pendidikan Indonesia'],
'ohio-state.edu': [u'Ohio State University - Mansfield', u'Ohio State University - Newark', u'Ohio State University', u'Ohio State University - Marion', u'Ohio State University - Lima'],
'osu.edu': [u'Ohio State University'],
'osumc.edu': [u'Ohio State University'],
'oxy.edu': [u'Occidental College'],
'evms.edu': [u'Eastern Virginia Medical School'],
'buffalo.edu': [u'State University of New York School of Engineering and Applied Sciences', u'State University of New York at Buffalo'],
'kirkwood.edu': [u'Kirkwood Community College'],
'uwsuper.edu': [u'University of Wisconsin - Superior'],
'sagrado.edu': [u'Universidad del Sagrado Corazon'],
'lbc.edu': [u'Lancaster Bible College'],
'berkeley.edu': [u'University of California, Berkeley'],
'morainevalley.edu': [u'Moraine Valley Community College'],
'fielding.edu': [u'Fielding Institute'],
'asurams.edu': [u'Albany State University'],
'emory.edu': [u'Emory University'],
'rockford.edu': [u'Rockford College'],
'uchastings.edu': [u'University of California, Hastings College of Law'],
'duep.edu': [u'Alfred Nobel University of Economics and Law'],
'uofa.edu': [u'University of Alanta'],
'alfred.edu': [u'Alfred University'],
'calpoly.edu': [u'California Polytechnic State University - San Luis Obispo'],
'msus.edu': [u'Moorhead State University', u'Southwest State University', u'Winona State University', u'Mankato State University', u'Metropolitan State University', u'Bemidji State University'],
'maryvillestl.edu': [u'Maryville University of St. Louis'],
'msun.edu': [u'Montana State University - Northern'],
'doane.edu': [u'Doane College'],
'collegeofidaho.edu': [u'College of Idaho'],
'unr.edu': [u'University of Nevada - Reno'],
'parsons.edu': [u'Parsons School of Design'],
'nymc.edu': [u'New York Medical College'],
'trinitycollege.edu': [u'Trinity College of Florida'],
'htc.edu': [u'Huston-Tillotson College'],
'hssc.edu': [u'Harris-Stowe State College'],
'uno.edu': [u'University of New Orleans'],
'ccaa.edu': [u'Concordia College, Ann Arbor'],
'iufs.edu': [u'International University of Fundamental Studies, St. Petersburg'],
'ndnu.edu': [u'Notre Dame de Namur University'],
'bsu.edu': [u'Ball State University'],
'clayton.edu': [u'Clayton College & State University'],
'mica.edu': [u'The Maryland Institute, College of Art'],
'pgsp.edu': [u'Pacific Graduate School of Psychology'],
'adler.edu': [u'Adler School of Professional Psychology'],
'utulsa.edu': [u'University of Tulsa'],
'york.edu': [u'York College Nebraska'],
'moravian.edu': [u'Moravian College'],
'philander.edu': [u'Philander Smith College'],
'fullsail.edu': [u'Full Sail University'],
'milligan.edu': [u'Milligan College'],
'ambassador.edu': [u'Ambassador University'],
'syr.edu': [u'Syracuse University'],
'felician.edu': [u'Felician College'],
'waldenu.edu': [u'Walden University'],
'colstate.edu': [u'Columbus State University'],
'shu.edu': [u'Seton Hall University'],
'fmc.edu': [u'Florida Memorial College'],
'csu.edu': [u'Chicago State University'],
'roosevelt.edu': [u'Roosevelt University'],
'tci.edu': [u'The College of Insurance'],
'une.edu': [u'University of New England', u'University of New England, Westbrook College Campus'],
'uasys.edu': [u'University of Arkansas (System)'],
'unva.edu': [u'University of Northern Virginia'],
'twcnet.edu': [u'Tennessee Wesleyan College'],
'trnty.edu': [u'Trinity Christian College'],
'trinityvt.edu': [u'Trinity College of Vermont'],
'appbibco.edu': [u'Appalachian Bible College'],
'ncarts.edu': [u'North Carolina School of the Arts'],
'wilkes.edu': [u'Wilkes University'],
'stthomas.edu': [u'University of St. Thomas, St. Paul'],
'mcgregor.edu': [u'The McGregor School of Antioch University'],
'uc.edu': [u'University of Cincinnati'],
'ocpm.edu': [u'Ohio College of Podiatric Medicine'],
'northwestu.edu': [u'Northwest University'],
'bvu.edu': [u'Buena Vista University'],
'ppc.edu': [u'Point Park College'],
'ku.edu': [u'University of Kansas'],
'stillman.edu': [u'Stillman College'],
'hartford.edu': [u'Hartford College for Women', u'University of Hartford'],
'amman.edu': [u'Amman University'],
'msmary.edu': [u'Mount St. Mary\'s College Maryland'],
'champlain.edu': [u'Champlain College'],
'liberty.edu': [u'Liberty University'],
'bible.edu': [u'Washington Bible College'],
'uap-bd.edu': [u'University of Asia Pacific, Dhanmondi'],
'evansville.edu': [u'University of Evansville'],
'queens.edu': [u'Queens College'],
'cumberland.edu': [u'Cumberland University'],
'baker.edu': [u'Baker College of Muskegon', u'Baker College of Flint', u'Baker College of Cadillac', u'Baker College of Mount Clemens', u'Baker College of Auburn Hills', u'Baker College of Owosso', u'Baker College of Port Huron'],
'shoreline.edu': [u'Shoreline Community College'],
'swcu.edu': [u'Southwestern Christian University'],
'tntech.edu': [u'Tennessee Technological University'],
'emmanuel-college.edu': [u'Emmanuel College Georgia'],
'hsbc.edu': [u'Hobe Sound Bible College'],
'utexas.edu': [u'University of Texas at Austin'],
'mdanderson.org': [u'University of Texas MD Anderson Cancer Center'],
'pitzer.edu': [u'Pitzer College'],
'st-aug.edu': [u'St. Augustine\'s College North Carolina'],
'viu.edu': [u'Virginia International University'],
'ewc.edu': [u'Edward Waters College'],
'wilberforce.edu': [u'Wilberforce University'],
'sfsu.edu': [u'San Francisco State University'],
'ccsf.edu': [u'City College of San Francisco'],
'hodges.edu': [u'Hodges University'],
'westernbible.edu': [u'Western Bible College'],
'stlcop.edu': [u'St. Louis College of Pharmacy'],
'usna.edu': [u'United States Naval Academy'],
'uctm.edu': [u'University of Chemical Technology and Metallurgy'],
'jinnah.edu': [u'Mohammad Ali Jinnah University, Karachi'],
'univnorthco.edu': [u'University of Northern Colorado'],
'louisiana.edu': [u'University of Louisiana at Lafayette'],
'uog.edu': [u'University of Guam'],
'maconstate.edu': [u'Macon State College'],
'mwc.edu': [u'Mary Washington College'],
'uwsp.edu': [u'University of Wisconsin - Stevens Point'],
'lincoln.edu': [u'Lincoln University Pennsylvania'],
'villanova.edu': [u'Villanova University'],
'malone.edu': [u'Malone College'],
'academyart.edu': [u'Academy of Art College'],
'upesh.edu': [u'University of Peshawar'],
'meredith.edu': [u'Meredith College'],
'peace.edu': [u'Peace College'],
'tamut.edu': [u'Texas A&M University - Texarkana'],
'carleton.edu': [u'Carleton College'],
'antioch.edu': [u'Antioch University'],
'northface.edu': [u'Northface University'],
'uapar.edu': [u'Universidad Adventista del Plata'],
'ysu.edu': [u'Youngstown State University'],
'concord.edu': [u'Concord College'],
'wub.edu': [u'World University of Bangladesh (WUB)'],
'cu-portland.edu': [u'Concordia University, Portland'],
'caltech.edu': [u'California Institute of Technology'],
'fhda.edu': [u'Foothill-De Anza Community College District'],
'ciis.edu': [u'California Institute of Integral Studies'],
'suny.edu': [u'Fashion Institute of New York'],
'csm.edu': [u'College of St. Mary'],
'ums.edu': [u'University of Maryland (System)'],
'dwu.edu': [u'Dakota Wesleyan University'],
'warren-wilson.edu': [u'Warren Wilson College'],
'graceu.edu': [u'Grace University'],
'ovc.edu': [u'Ohio Valley College'],
'sek.edu': [u'Universidad Internacional SEK, Quito'],
'piedmont.edu': [u'Piedmont College'],
'pfeiffer.edu': [u'Pfeiffer University'],
'uprm.edu': [u'Universidad de Puerto Rico, Mayaguez'],
'chowan.edu': [u'Chowan College'],
'nmt.edu': [u'New Mexico Institute of Mining and Technology'],
'pbc.edu': [u'Piedmont Baptist College'],
'umaine.edu': [u'University of Maine, Orono'],
'webster.edu': [u'Webster University North Florida', u'Webster University'],
'newhaven.edu': [u'University of New Haven'],
'snu.edu': [u'Southern Nazarene University'],
'luther.edu': [u'Luther College'],
'emporia.edu': [u'Emporia State University'],
'ciu.edu': [u'Columbia International University'],
'cup.edu': [u'California University of Pennsylvania'],
'laurus.edu': [u'Laurus Technical Institute'],
'wofford.edu': [u'Wofford College'],
'cga.edu': [u'United States Coast Guard Academy'],
'csbsju.edu': [u'College of St. Benedict and St. John\'s University'],
'mscd.edu': [u'Metropolitan State College of Denver'],
'pwu.edu': [u'Philippine Women\'s University'],
'uprrp.edu': [u'Universidad de Puerto Rico, Rio Pedras'],
'tcu.edu': [u'Texas Christian University'],
'baldwinw.edu': [u'Baldwin-Wallace College'],
'biola.edu': [u'Biola University'],
'morrisbrown.edu': [u'Morris Brown College'],
'etbu.edu': [u'East Texas Baptist University'],
'ncnm.edu': [u'National College of Naturopathic Medicine'],
'apu.edu': [u'Azusa Pacific University'],
'naz.edu': [u'Nazareth College'],
'tuiu.edu': [u'Tui Online University'],
'cn.edu': [u'Carson-Newman College'],
'ico.edu': [u'Illinois College of Optometry'],
'northern.edu': [u'Northern State University'],
'miseri.edu': [u'College Misericordia'],
'mursuky.edu': [u'Murray State University'],
'utsouthwestern.edu': [u'University of Texas Southwestern Medical Center'],
'utsw.edu': [u'University of Texas Southwestern Medical Center'],
'preston.edu': [u'Preston University'],
'sunyopt.edu': [u'State University of New York College of Optometry'],
'stjohnsem.edu': [u'St. John\'s Seminary'],
'cau.edu': [u'Clark Atlanta University'],
'lynchburg.edu': [u'Lynchburg College'],
'dordt.edu': [u'Dordt College'],
'stmarytx.edu': [u'St. Mary\'s University of San Antonio'],
'smwc.edu': [u'St. Mary-of-the-Woods College'],
'sru.edu': [u'Slippery Rock University'],
'csudh.edu': [u'California State University, Dominguez Hills'],
'urbe.edu': [u'Universidad Dr. Rafael Belloso Chacín'],
'geneva.edu': [u'Geneva College'],
'fp.edu': [u'College for Financial Planning'],
'asun.edu': [u'Arkansas State University, Newport'],
'regent-college.edu': [u'Regent College'],
'grand-canyon.edu': [u'Grand Canyon University'],
'csuhayward.edu': [u'California State University, Hayward'],
'rivier.edu': [u'Rivier College'],
'iuk.edu': [u'Indiana University at Kokomo'],
'aquinas-university.edu': [u'Aquinas University'],
'carthage.edu': [u'Carthage College'],
'sciarc.edu': [u'Southern California Institute of Architecture'],
'boricuacollege.edu': [u'Boricua College'],
'keuka.edu': [u'Keuka College'],
'brenau.edu': [u'Brenau University'],
'tmc.edu': [u'Baylor College of Medicine', u'University of Texas Health Science Center at Houston'],
'bcm.edu': [u'Baylor College of Medicine'],
'cedarville.edu': [u'Cedarville College'],
'lsumc.edu': [u'Louisiana State University Medical Center'],
'hsc.edu': [u'Hampden-Sydney College'],
'ucf.edu': [u'University of Central Florida'],
'ici.edu': [u'ICI University'],
'covenant.edu': [u'Covenant College'],
'iusb.edu': [u'Indiana University at South Bend'],
'psu.edu': [u'Pennsylvania State University'],
'bluffton.edu': [u'Bluffton College'],
'cll.edu': [u'College for Lifelong Learning'],
'amberu.edu': [u'Amber University'],
'coker.edu': [u'Coker College'],
'csun.edu': [u'California State University, Northridge'],
'ntu.edu': [u'National Technological University'],
'walshcol.edu': [u'Walsh College of Accountancy and Business Administration'],
'udayton.edu': [u'University of Dayton'],
'masters.edu': [u'The Master\'s College'],
'ucdavis.edu': [u'University of California, Davis'],
'finlandia.edu': [u'Finlandia University'],
'trin.edu': [u'Trinity International University'],
'ttuhsc.edu': [u'Texas Tech University Health Science Center'],
'armstrong-u.edu': [u'Armstrong University'],
'uindy.edu': [u'University of Indianapolis'],
'ccpm.edu': [u'California College of Podiatric Medicine'],
'manchester.edu': [u'Manchester College'],
'coastal.edu': [u'Coastal Carolina University'],
'regis.edu': [u'Regis University'],
'univalle.edu': [u'Universidad Privada del Valle'],
'uillinois.edu': [u'University of Illinois'],
'illinois.edu': [u'University of Illinois at Urbana Champaign'],
'cofc.edu': [u'College of Charleston', u'University of Charleston South Carolina'],
'txlutheran.edu': [u'Texas Lutheran University'],
'sjc.edu': [u'St. Joseph College'],
'wwu.edu': [u'Western Washington University'],
'ccsu.edu': [u'Central Connecticut State University'],
'pvamu.edu': [u'Prairie View Agricultural and Mechanical University'],
'pucpr.edu': [u'Pontificia Universidad Catolica de Puerto Rico'],
'birzeit.edu': [u'Birzeit University'],
'mscfs.edu': [u'Mount Senario College'],
'warner.edu': [u'Warner Southern College'],
'mst.edu': [u'Missouri University of Science and Technology'],
'tu.edu': [u'Touro University'],
'asbury.edu': [u'Asbury College'],
'marian.edu': [u'Marian College'],
'nechristian.edu': [u'Nebraska Christian College'],
'csc.edu': [u'Chadron State College'],
'hamilton.edu': [u'Hamilton College'],
'hope.edu': [u'Hope College'],
'ferrum.edu': [u'Ferrum College'],
'lwc.edu': [u'Longwood College'],
'uccaribe.edu': [u'Universidad Central del Caribe'],
'tougaloo.edu': [u'Tougaloo College'],
'sunyit.edu': [u'State University of New York Institute of Technology at Utica/Rome'],
'byuh.edu': [u'Brigham Young University Hawaii'],
'montana.edu': [u'Montana State University'],
'princeton.edu': [u'Princeton University'],
'sierranevada.edu': [u'Sierra Nevada College'],
'augustana.edu': [u'Augustana College'],
'sfcm.edu': [u'San Francisco Conservatory of Music'],
'oc.edu': [u'Oklahoma Christian University'],
'uph.edu': [u'Universitas Pelita Harapan'],
'bentley.edu': [u'Bentley College'],
'aurora.edu': [u'Aurora University'],
'drew.edu': [u'Drew University'],
'wileyc.edu': [u'Wiley College'],
'humboldt.edu': [u'Humboldt State University'],
'iitoic-dhaka.edu': [u'Islamic Institute of Technology (I.I.T)'],
'washcoll.edu': [u'Washington College'],
'duke.edu': [u'Duke University'],
'owu.edu': [u'Ohio Wesleyan University'],
'msu.edu': [u'Michigan State University'],
'uat.edu': [u'University of Advancing Technology (UAT)'],
'gmu.edu': [u'George Mason University'],
'ulaverne.edu': [u'University of La Verne'],
'swlaw.edu': [u'Southwestern University School of Law'],
'yu.edu': [u'Yeshiva University'],
'valpo.edu': [u'Valparaiso University'],
'lsu.edu': [u'Louisiana State University and Agricultural and Mechanical College'],
'sl.edu': [u'Silver Lake College'],
'lakeland.edu': [u'Lakeland College'],
'rhodes.edu': [u'Rhodes College'],
'stfranciscollege.edu': [u'St. Francis College, Brooklyn Heights'],
'ksnewman.edu': [u'Newman University'],
'musc.edu': [u'Medical University of South Carolina'],
'roanokebible.edu': [u'Roanoke Bible College'],
'stlawu.edu': [u'St. Lawrence University'],
'martinmethodist.edu': [u'Martin Methodist College'],
'nku.edu': [u'Northern Kentucky University'],
'mobap.edu': [u'Missouri Baptist College'],
'bluefield.edu': [u'Bluefield College'],
'westminster.edu': [u'Westminster College New Wilmington'],
'conncoll.edu': [u'Connecticut College'],
'auburn.edu': [u'Auburn University'],
'capitol-college.edu': [u'Capitol College'],
'fandm.edu': [u'Franklin and Marshall College'],
'juniv.edu': [u'Jahangirnagar University'],
'rmc.edu': [u'Randolph-Macon College'],
'paine.edu': [u'Paine College'],
'wgu.edu': [u'Western Governors University'],
'nau.edu': [u'Northern Arizona University'],
'sfasu.edu': [u'Stephen F. Austin State University'],
'stthom.edu': [u'University of St. Thomas, Houston'],
'spelman.edu': [u'Spelman College'],
'uams.edu': [u'University of Arkansas for Medical Sciences'],
'cmich.edu': [u'Central Michigan University'],
'una.edu': [u'University of North Alabama'],
'geneseo.edu': [u'State University of New York College at Geneseo'],
'rwu.edu': [u'Roger Williams University'],
'georgian.edu': [u'Georgian Court College'],
'mountunion.edu': [u'Mount Union College'],
'imtu.edu': [u'International Medical & Technological University'],
'ucsd.edu': [u'University of California, San Diego'],
'hgc.edu': [u'Hartford Graduate Center (Rensselaer at Hartford)'],
'sustech.edu': [u'Sudan University for Science and Technology'],
'utc.edu': [u'University of Tennessee - Chattanooga'],
'ncat.edu': [u'North Carolina Agricultural and Technical State University'],
'lgc.edu': [u'Lagrange College'],
'muskingum.edu': [u'Muskingum College'],
'uhs.edu': [u'University of Health Sciences'],
'mtmary.edu': [u'Mount Mary College'],
'berea.edu': [u'Berea College'],
'uofport.edu': [u'University of Portland'],
'cooper.edu': [u'The Cooper Union for the Advancement of Science and Art'],
'csustan.edu': [u'California State University, Stanislaus'],
'sjcme.edu': [u'St. Joseph\'s College of Maine'],
'juilliard.edu': [u'The Juilliard School'],
'smsu.edu': [u'Southwest Missouri State University', u'Southwest Missouri State University - West Plains'],
'cc.edu': [u'Carroll College Waukesha'],
'uksw.edu': [u'Universitas Kristen Satya Wacana'],
'umi-mdn.edu': [u'Universitas Methodist Indonesia'],
'uiowa.edu': [u'University of Iowa'],
'gardner-webb.edu': [u'Gardner Webb University'],
'capital.edu': [u'Capital University Law School', u'Capital University'],
'willamette.edu': [u'Willamette University'],
'uniq.edu': [u'Université Quisqueya'],
'sust.edu': [u'Shahjalal University of Science and Technology (SUST)'],
'rose-hulman.edu': [u'Rose-Hulman Institute of Technology'],
'urgrgcc.edu': [u'University of Rio Grande'],
'ncbc.edu': [u'North Central Bible College'],
'adelphi.edu': [u'Adelphi University'],
'sagu.edu': [u'Southwestern Assemblies of God University'],
'wilson.edu': [u'Wilson College'],
'lmu.edu': [u'Loyola Marymount University'],
'uthouston.edu': [u'University of Texas Health Science Center at Houston'],
'utah.edu': [u'University of Utah'],
'pace.edu': [u'Pace University', u'Pace University Pleasantville-Briarcliff'],
'vmi.edu': [u'Virginia Military Institute'],
'villanueva.edu': [u'Centro Universitario Villanueva'],
'audrey-cohen.edu': [u'Audrey Cohen College'],
'finchcms.edu': [u'Finch University of Health Sciences - The Chicago Medical School'],
'iutoic-dhaka.edu': [u'Islamic University of Technology'],
'qou.edu': [u'Al-Quds Open University'],
'thomasmore.edu': [u'Thomas More College'],
'nescom.edu': [u'New England School of Communications'],
'glcc.edu': [u'Great Lakes Christian College'],
'gonzaga.edu': [u'Gonzaga University'],
'sfcpa.edu': [u'St. Francis College, Loretto'],
'sandiego.edu': [u'University of San Diego'],
'puc.edu': [u'Pacific Union College'],
'dartmouth.edu': [u'Dartmouth College'],
'uvs.edu': [u'Anton de Kom University'],
'uchc.edu': [u'University of Connecticut Health Center'],
'nca.edu': [u'Northwest College of Art'],
'bennett.edu': [u'Bennett College'],
'keene.edu': [u'Keene State College'],
'colby-sawyer.edu': [u'Colby-Sawyer College'],
'tamiu.edu': [u'Texas A&M International University'],
'cbu.edu': [u'Christian Brothers University'],
'nlu.edu': [u'Northeast Louisiana University'],
'iwc.edu': [u'Iowa Wesleyan College'],
'gac.edu': [u'Gustavus Adolphus College'],
'stritch.edu': [u'Cardinal Stritch University'],
'shc.edu': [u'Spring Hill College'],
'fresnocitycollege.edu': [u'Fresno City College'],
'rockhurst.edu': [u'Research College of Nursing - Rockhurst University', u'Rockhurst College'],
'ua.edu': [u'University of Alabama - Tuscaloosa'],
'wvsom.edu': [u'West Virginia School of Osteopathic Medicine'],
'cuea.edu': [u'Catholic University of Eastern Africa'],
'calcoast.edu': [u'California Coast University'],
'univdhaka.edu': [u'University of Dhaka'],
'houghton.edu': [u'Houghton College'],
'oakland.edu': [u'Oakland University'],
'nwalva.edu': [u'Northwestern Oklahoma State University'],
'amercoll.edu': [u'The American College'],
'post.edu': [u'Post University of Waterbury'],
'neumann.edu': [u'Neumann College'],
'swau.edu': [u'Southwestern Adventist University'],
'umtweb.edu': [u'University of Management & Technology'],
'sbu.edu': [u'St. Bonaventure University'],
'vcu.edu': [u'Virginia Commonwealth University'],
'blackburn.edu': [u'Blackburn College'],
'mountainstate.edu': [u'Mountain State University'],
'uccr.edu': [u'University Center César Ritz'],
'fwbbc.edu': [u'Free Will Baptist Bible College'],
'newberry.edu': [u'Newberry College'],
'najah.edu': [u'An-Najah National University'],
'dyc.edu': [u'D\'Youville College'],
'bryan.edu': [u'Bryan College'],
'mnu.edu': [u'Mid-America Nazarene University'],
'nec.edu': [u'New England College'],
'olc.edu': [u'Oglala Lakota College'],
'akbible.edu': [u'Alaska Bible College'],
'usc.edu': [u'University of Southern California'],
'wbcoll.edu': [u'Williams Baptist College'],
'clarksoncollege.edu': [u'Clarkson College'],
'hastings.edu': [u'Hastings College'],
'csus.edu': [u'California State University, Sacramento'],
'pcom.edu': [u'Philadelphia College of Osteopathic Medicine'],
'truman.edu': [u'Truman State University'],
'upao.edu': [u'Universidad Privada Antenor Orrego'],
'saintmarys.edu': [u'St. Mary\'s College Indiana'],
'gvsu.edu': [u'Grand Valley State University'],
'uah.edu': [u'University of Alabama - Huntsville'],
'phillips.edu': [u'Phillips University'],
'hollins.edu': [u'Hollins University'],
'i-b-c.edu': [u'International Bible College'],
'oit.edu': [u'Oregon Institute of Technology'],
'uww.edu': [u'University of Wisconsin - Whitewater'],
'fortlewis.edu': [u'Fort Lewis College'],
'cumber.edu': [u'Cumberland College'],
'nmhu.edu': [u'New Mexico Highlands University'],
'heritage.edu': [u'Heritage College'],
'christianheritage.edu': [u'Christian Heritage College'],
'bridgeport.edu': [u'University of Bridgeport'],
'orst.edu': [u'Oregon State University'],
'towson.edu': [u'Towson University'],
'ncsu.edu': [u'North Carolina State University'],
'knox.edu': [u'Knox College'],
'cc-sd.edu': [u'California College San Diego'],
'unl.edu': [u'University of Nebraska - Lincoln'],
'marietta.edu': [u'Marietta College'],
'ouhsc.edu': [u'University of Oklahoma Health Sciences Center'],
'msstate.edu': [u'Mississippi State University'],
'nur.edu': [u'Universidad NUR'],
'mmm.edu': [u'Marymount Manhattan College'],
'washburn.edu': [u'Washburn University'],
'appstate.edu': [u'Appalachian State University'],
'ggu.edu': [u'Golden Gate University'],
'nycpm.edu': [u'New York College of Podiatric Medicine'],
'smcks.edu': [u'St. Mary College'],
'antiochsb.edu': [u'Antioch University Santa Barbara'],
'wcslc.edu': [u'Westminster College of Salt Lake City'],
'cubu.edu': [u'China USA Business University'],
'ogi.edu': [u'Oregon Graduate Institute of Science and Technology'],
'lrc.edu': [u'Lenoir-Rhyne College'],
'uwosh.edu': [u'University of Wisconsin - Oshkosh'],
'gbs.edu': [u'God\'s Bible School and College'],
'alfredtech.edu': [u'State University of New York College of Technology at Alfred'],
'greenville.edu': [u'Greenville College'],
'smu.edu': [u'Southern Methodist University'],
'csuchico.edu': [u'California State University, Chico'],
'dbumn.edu': [u'Duluth Business University'],
'lyon.edu': [u'Lyon College'],
'unem.edu': [u'Universidad Empresarial'],
'mtaloy.edu': [u'Mount Aloysius College'],
'wmitchell.edu': [u'William Mitchell College of Law'],
'atu.edu': [u'Arkansas Tech University'],
'uomhs.edu': [u'University of Osteopathic Medicine and Health Science'],
'devalcol.edu': [u'Delaware Valley College'],
'dspt.edu': [u'Dominican School of Philosophy and Theology'],
'uarts.edu': [u'University of the Arts'],
'olhcc.edu': [u'Our Lady of Holy Cross College'],
'wagner.edu': [u'Wagner College'],
'umn.edu': [u'University of Minnesota - Twin Cities Campus', u'University of Minnesota - Duluth', u'University of Minnesota - Morris', u'University of Minnesota - Crookston'],
'unlv.edu': [u'University of Nevada - Las Vegas'],
'goshen.edu': [u'Goshen College'],
'hpu.edu': [u'Hawaii Pacific University'],
'abconline.edu': [u'Arlington Baptist College'],
'dana.edu': [u'Dana College'],
'nyackcollege.edu': [u'Nyack College'],
'mayo.edu': [u'Mayo Medical School', u'Mayo Graduate School', u'Mayo Clinic'],
'hmc.edu': [u'Harvey Mudd College'],
'uamont.edu': [u'University of Arkansas at Monticello'],
'plattsburgh.edu': [u'State University of New York College at Plattsburgh'],
'ssmc.edu': [u'Sir Salimullah Medical Medical College'],
'dsc.edu': [u'Delaware State University'],
'marlboro.edu': [u'Marlboro College'],
'nl.edu': [u'National-Louis University'],
'savstate.edu': [u'Savannah State University'],
'mcneese.edu': [u'McNeese State University'],
'mvsu.edu': [u'Mississippi Valley State University'],
'oak.edu': [u'Oakland City University'],
'strathmore.edu': [u'Strathmore University'],
'ric.edu': [u'Rhode Island College'],
'hsutx.edu': [u'Hardin-Simmons University'],
'ucmo.edu': [u'University of Central Missouri'],
'pacifica.edu': [u'Pacifica Graduate Institute'],
'furman.edu': [u'Furman University'],
'cbc.edu': [u'Central Baptist College'],
'uru.edu': [u'Universidad Rafael Urdaneta'],
'ccad.edu': [u'Columbus College of Art and Design'],
'utmb.edu': [u'University of Texas Medical Branch Galveston'],
'ppu.edu': [u'Palestine Polytechnic University'],
'uprb.edu': [u'Universidad de Puerto Rico, Bayamon'],
'ubi.edu': [u'United Business Institute'],
'ujmv.edu': [u'Universidad José Maria Vargas'],
'vwc.edu': [u'Virginia Wesleyan College'],
'urich.edu': [u'University of Richmond'],
'lmunet.edu': [u'Lincoln Memorial University'],
'espoch.edu': [u'Escuela Politécnica de Chimborazo'],
'keller.edu': [u'Keller Graduate School of Management'],
'mtmercy.edu': [u'Mount Mercy College'],
'immaculata.edu': [u'Immaculata University'],
'cityu.edu': [u'City University'],
'potsdam.edu': [u'State University of New York College at Potsdam'],
'dbq.edu': [u'University of Dubuque'],
'artcenter.edu': [u'Art Center College of Design'],
'muw.edu': [u'Mississippi University for Women'],
'national.edu': [u'National American University', u'National American University, Roseville', u'National American University, Colorado Springs', u'National American University, Sioux Falls', u'National American University, Kansas City', u'National American University, Denver', u'National American University, Albuquerque'],
'twsu.edu': [u'Wichita State University'],
'berklee.edu': [u'Berklee College of Music'],
'tusculum.edu': [u'Tusculum College'],
'brunswickcc.edu': [u'Brunswick Community College'],
'kettering.edu': [u'Kettering University (GMI)'],
'huntcol.edu': [u'Huntington College'],
'thomasmorecollege.edu': [u'Thomas More College of Liberal Arts'],
'stephens.edu': [u'Stephens College'],
'wesleyan-college.edu': [u'Wesleyan College'],
'uchaswv.edu': [u'University of Charleston'],
'ben.edu': [u'Benedictine University', u'Illinois Benedictine University'],
'anselm.edu': [u'St. Anselm College'],
'montreat.edu': [u'Montreat College'],
'uconn.edu': [u'University of Connecticut'],
'roanoke.edu': [u'Roanoke College'],
'temple.edu': [u'Temple University'],
'etown.edu': [u'Elizabethtown College'],
'johnwesley.edu': [u'John Wesley College'],
'menlo.edu': [u'Menlo College'],
'sunymaritime.edu': [u'State University of New York Maritime College'],
'ursuline.edu': [u'Ursuline College'],
'elon.edu': [u'Elon College'],
'jccc.edu': [u'Johnson County Community College'],
'albizu.edu': [u'Carlos Albizu University'],
'csusb.edu': [u'California State University, San Bernadino'],
'wvnet.edu': [u'Glenville State College', u'Salem Teikyo University', u'West Liberty State College', u'Bethany College West Virginia', u'West Virginia University Institute of Technology', u'Bluefield State College'],
'aku.edu': [u'Aga Khan University'],
'pitt.edu': [u'University of Pittsburgh at Bradford', u'University of Pittsburgh at Johnstown', u'University of Pittsburgh at Greensburg', u'University of Pittsburgh'],
'mco.edu': [u'Medical College of Ohio'],
'vuu.edu': [u'Virginia Union University'],
'wssu.edu': [u'Winston-Salem State University'],
'berean.edu': [u'Berean University of the Assemblies of God'],
'stevens-tech.edu': [u'Stevens Institute of Technology'],
'hfc.edu': [u'Holy Family College'],
'wmdc.edu': [u'Western Maryland College'],
'aum.edu': [u'Auburn University at Montgomery'],
'iastate.edu': [u'Iowa State University of Science and Technology'],
'mckendree.edu': [u'McKendree College'],
'bbc.edu': [u'Baptist Bible College of Pennsylvania'],
'cuny.edu': [u'City University of New York, Graduate School and University Center', u'City University of New York, Bernard M. Baruch College', u'City University of New York, School of Law at Queens College', u'City University of New York Medical School / Sophie Davis School of Biomedical Education', u'City University of New York, Lehman College', u'City University of New York (CUNY) System', u'City University of New York, College of Staten Island', u'City University of New York, Brooklyn College', u'City University of New York, City College', u'City University of New York, York College', u'City University of New York, Hunter College', u'City University of New York, Medgar Evers College', u'City University of New York, New York City Technical College', u'City University of New York, John Jay College of Criminal Justice'],
'bucknell.edu': [u'Bucknell University'],
'bc.edu': [u'Boston College'],
'utdt.edu': [u'Universidad Torcuato di Tella'],
'aiub.edu': [u'American International University - Bangladesh'],
'jbu.edu': [u'John Brown University'],
'wmich.edu': [u'Western Michigan University'],
'uky.edu': [u'University of Kentucky'],
'kings.edu': [u'King\'s College'],
'mmc.edu': [u'Meharry Medical College'],
'winthrop.edu': [u'Winthrop University'],
'uri.edu': [u'University of Rhode Island'],
'gbcn.edu': [u'Georgia Baptist College of Nursing'],
'avila.edu': [u'Avila College'],
'mtu.edu': [u'Michigan Technological University'],
'stefan-university.edu': [u'Stefan University'],
'mancol.edu': [u'Manhattan College'],
'schoolofvisualarts.edu': [u'School of the Visual Arts'],
'barclaycollege.edu': [u'Barclay College'],
'inter.edu': [u'Universidad Interamericana de Puerto Rico', u'Universidad Interamericana de Puerto Rico, Bayamón', u'Universidad Interamericana de Puerto Rico, San Germán'],
'gbcol.edu': [u'Grace Bible College'],
'western.edu': [u'Western State College'],
'uapb.edu': [u'University of Arkansas at Pine Bluff'],
'la.edu': [u'Mount St. Mary\'s College California'],
'bellarmine.edu': [u'Bellarmine College'],
'eureka.edu': [u'Eureka College'],
'esc.edu': [u'State University of New York Empire State College'],
'okbu.edu': [u'Oklahoma Baptist University'],
'yale.edu': [u'Yale University'],
'upb.edu': [u'Universidad Privada Boliviana'],
'uet.edu': [u'University of Engineering and Technology Lahore'],
'curtis.edu': [u'The Curtis Institute of Music'],
'aic.edu': [u'American International College'],
'eni.edu': [u'EarthNet Institute'],
'iubat.edu': [u'International University of Business Agriculture and Technology'],
'nhc.edu': [u'New Hampshire College'],
'ups.edu': [u'University of Puget Sound'],
'uiu.edu': [u'Upper Iowa University'],
'uci.edu': [u'University of California, Irvine'],
'ucollege.edu': [u'Union College Nebraska'],
'albany.edu': [u'State University of New York at Albany'],
'ibais.edu': [u'IBAIS University'],
'chc.edu': [u'Chestnut Hill College'],
'saumag.edu': [u'Southern Arkansas University'],
'notredame.edu': [u'Notre Dame College'],
'cranbrookart.edu': [u'Cranbrook Academy of Art'],
'spc.edu': [u'St. Peter\'s College'],
'iamd.edu': [u'International Academy of Merchandising and Design Chicago'],
'windsor.edu': [u'Windsor University School of Medicine'],
'coleman.edu': [u'Coleman College'],
'converse.edu': [u'Converse College'],
'pnca.edu': [u'Pacific Northwest College of Art'],
'prescott.edu': [u'Prescott College', u'Prescott College, Center for Indian Bilingual Teacher Education'],
'ucsf.edu': [u'University of California, San Francisco'],
'acp.edu': [u'Albany College of Pharmacy'],
'govst.edu': [u'Governors State University'],
'csubak.edu': [u'California State University, Bakersfield'],
'ussa.edu': [u'United States Sports Academy'],
'csusm.edu': [u'California State University, San Marcos'],
'columbia.edu': [u'Columbia University'],
'rocky.edu': [u'Rocky Mountain College'],
'rossu.edu': [u'Ross University Caribbean School of Medicine', u'Ross University Caribbean School of Veterinary Medicine'],
'usaim.edu': [u'University of Seychelles - American Institute of Medicine'],
'kenyon.edu': [u'Kenyon College'],
'lander.edu': [u'Lander University'],
'eastern.edu': [u'Eastern College'],
'drury.edu': [u'Drury College'],
'southern.edu': [u'Southern Adventist University'],
'ccu.edu': [u'Colorado Christian University'],
'amunet.edu': [u'American Military University'],
'dbu.edu': [u'Dallas Baptist University'],
'philau.edu': [u'Philadelphia University'],
'southernchristian.edu': [u'The Southern Christian University'],
'stolaf.edu': [u'St. Olaf College'],
'uthct.edu': [u'University of Texas Health Center at Tyler'],
'findlay.edu': [u'University of Findlay'],
'albertus.edu': [u'Albertus Magnus College'],
'sunycentral.edu': [u'State University of New York (SUNY)'],
'elmhurst.edu': [u'Elmhurst College'],
'stfrancis.edu': [u'University of St. Francis', u'St. Joseph College of Nursing'],
'stanford.edu': [u'Stanford University'],
'ncf.edu': [u'New College of Florida'],
'gia.edu': [u'Gemological Institute of America'],
'aisc.edu': [u'Art Institute of Southern California'],
'asianuniversity.edu': [u'Asian University of Bangladesh (AUB)'],
'purchase.edu': [u'State University of New York College at Purchase'],
'latech.edu': [u'Louisiana Tech University'],
'fit.edu': [u'Florida Institute of Technology'],
'cobleskill.edu': [u'State University of New York College of Agriculture and Technology at Cobleskill'],
'wingate.edu': [u'Wingate University'],
'rmwc.edu': [u'Randolph-Macon Woman\'s College'],
'cookman.edu': [u'Bethune-Cookman College'],
'heidelberg.edu': [u'Heidelberg College'],
'csupomona.edu': [u'California State Polytechnic University - Pomona'],
'antiochne.edu': [u'Antioch New England Graduate School'],
'iwu.edu': [u'Illinois Wesleyan University'],
'miami.edu': [u'University of Miami'],
'stmatthews.edu': [u'St. Matthews University'],
'umm.edu': [u'University of Maryland Medicine'],
'artic.edu': [u'The School of the Art Institute of Chicago'],
'csf.edu': [u'The College of Santa Fe'],
'ucmerced.edu': [u'University of California, Merced'],
'webber.edu': [u'Webber College'],
'ramapo.edu': [u'Ramapo College of New Jersey'],
'mnbc.edu': [u'Minnesota Bible College'],
'bac.edu': [u'Belmont Abbey College'],
'oswego.edu': [u'State University of New York at Oswego'],
'lacollege.edu': [u'Louisiana College'],
'columbiasouthern.edu': [u'Columbia Southern University'],
'sanjuanbautista.edu': [u'San Juan Bautista School of Medicine'],
'hebron.edu': [u'Hebron University'],
'ubaguio.edu': [u'University of Baguio'],
'uthscsa.edu': [u'University of Texas Health Science Center at San Antonio'],
'ucok.edu': [u'University of Central Oklahoma'],
'wooster.edu': [u'The College of Wooster'],
'niagara.edu': [u'Niagara University'],
'fiu.edu': [u'Florida International University'],
'miis.edu': [u'Monterey Institute of International Studies'],
'unt.edu': [u'University of North Texas'],
'swt.edu': [u'Southwest Texas State University'],
'lawrence.edu': [u'Lawrence University'],
'fau.edu': [u'Florida Atlantic University'],
'edgewood.edu': [u'Edgewood College'],
'valdosta.edu': [u'Valdosta State University'],
'brevard.edu': [u'Brevard College'],
'uca.edu': [u'University of Central Arkansas'],
'carlow.edu': [u'Carlow College'],
'sdstate.edu': [u'South Dakota State University'],
'stmartin.edu': [u'St. Martin\'s College'],
'thomasu.edu': [u'Thomas University'],
'uvsc.edu': [u'Utah Valley State College'],
'loras.edu': [u'Loras College'],
'itttech.edu': [u'ITT Technical Institute Fort Wayne', u'ITT Technical Institute Indianapolis', u'ITT Technical Institute West Covina', u'ITT Technical Institute Maitland', u'ITT Technical Institute Portland'],
'uidaho.edu': [u'University of Idaho'],
'ipst.edu': [u'Institute of Paper Science and Technology'],
'mcpherson.edu': [u'McPherson College'],
'scsu.edu': [u'South Carolina State University'],
'iup.edu': [u'Indiana University of Pennsylvania'],
'franuniv.edu': [u'Franciscan University of Steubenville'],
'naropa.edu': [u'The Naropa Institute'],
'jbc.edu': [u'Johnson Bible College'],
'uscsumter.edu': [u'University of South Carolina - Sumter'],
'sdsmt.edu': [u'South Dakota School of Mines and Technology'],
'wesley.edu': [u'Wesley College'],
'drexel.edu': [u'Drexel University'],
'rustcollege.edu': [u'Rust College'],
'tamuk.edu': [u'Texas A&M University - Kingsville'],
'sau.edu': [u'St. Ambrose University'],
'touro.edu': [u'Touro College'],
'nmsu.edu': [u'New Mexico State University'],
'atlanticuc.edu': [u'Atlantic Union College'],
'weber.edu': [u'Weber State University'],
'spertus.edu': [u'Spertus Institute of Jewish Studies'],
'cos.edu': [u'College of the Sequoias'],
'dc.edu': [u'Dominican College'],
'pit.edu': [u'Pennsylvania Institute of Technology'],
'scrippscol.edu': [u'Scripps College'],
'cim.edu': [u'Cleveland Institute of Music'],
'nsu.edu': [u'Norfolk State University'],
'tamu.edu': [u'Texas A&M University'],
'brescia.edu': [u'Brescia University'],
'uwla.edu': [u'University of West Los Angeles'],
'hofstra.edu': [u'Hofstra University'],
'vanguard.edu': [u'Vanguard University of Southern California'],
'livingstone.edu': [u'Livingstone College'],
'concordia.edu': [u'Concordia University, Austin'],
'alasu.edu': [u'Alabama State University'],
'rasmussen.edu': [u'Rasmussen College, North Dakota Campuses', u'Rasmussen College, Florida Campuses', u'Rasmussen College, Illinois Campuses', u'Rasmussen College, Minnesota Campuses', u'Rasmussen College, Wisconsin Campuses'],
'jfku.edu': [u'John F. Kennedy University'],
'wwc.edu': [u'Walla Walla College'],
'ufl.edu': [u'University of Florida'],
'mesastate.edu': [u'Mesa State College'],
'lvc.edu': [u'Lebanon Valley College'],
'nwchiro.edu': [u'Northwestern College of Chiropractic'],
'lindenwood.edu': [u'Lindenwood University'],
'mcbc.edu': [u'Mid-Continent Baptist Bible College'],
'fdu.edu': [u'Fairleigh Dickinson University, Teaneck-Hackensack Campus', u'Fairleigh Dickinson University, Florham-Madison Campus'],
'bellevue.edu': [u'Bellevue University'],
'vsu.edu': [u'Virginia State University'],
'alfaisal.edu': [u'Alfaisal University'],
'darton.edu': [u'Darton College'],
'slu.edu': [u'St. Louis University'],
'ecsu.edu': [u'Elizabeth City State University'],
'newschool.edu': [u'The New School'],
'pratt.edu': [u'Pratt Institute'],
'northwestern.edu': [u'Northwestern University In Qatar'],
'lipscomb.edu': [u'Lipscomb University'],
'cornish.edu': [u'Cornish College of the Arts'],
'colorado.edu': [u'University of Colorado at Boulder', u'Colorado College'],
'yorkcol.edu': [u'York College of Pennsylvania'],
'kcai.edu': [u'Kansas City Art Institute'],
'shepherd.edu': [u'Shepherd College'],
'csuohio.edu': [u'Cleveland State University'],
'amherst.edu': [u'Amherst College'],
'cornell.edu': [u'Cornell University'],
'unm.edu': [u'University of New Mexico'],
'bhsu.edu': [u'Black Hills State University'],
'unomaha.edu': [u'University of Nebraska - Omaha'],
'nwu.edu': [u'Northwestern University'],
'neu.edu': [u'Northeastern University'],
'unionky.edu': [u'Union College Kentucky'],
'mckenna.edu': [u'Claremont McKenna College'],
'usmma.edu': [u'United States Merchant Marine Academy'],
'millikin.edu': [u'Millikin University'],
'mountolivecollege.edu': [u'Mount Olive College'],
'pqc.edu': [u'Paul Quinn College'],
'wsc.edu': [u'Wayne State College'],
'oru.edu': [u'Oral Roberts University'],
'nwmissouri.edu': [u'Northwest Missouri State University'],
'colostate-pueblo.edu': [u'Colorado State University-Pueblo'],
'simpsonca.edu': [u'Simpson College'],
'uta.edu': [u'University of Texas at Arlington'],
'ottawa.edu': [u'Ottawa University'],
'dwc.edu': [u'Daniel Webster College'],
'sbuniv.edu': [u'Southwest Baptist University'],
'vjc.edu': [u'Villa Julie College'],
'tabor.edu': [u'Tabor College'],
'peachnet.edu': [u'Fort Valley State College', u'North Georgia College'],
'umes.edu': [u'University of Maryland Eastern Shore'],
'ssu.edu': [u'Salisbury State University'],
'aca.edu': [u'Atlanta College of Art'],
'umsl.edu': [u'University of Missouri - Saint Louis'],
'embryriddle.edu': [u'Embry-Riddle Aeronautical University'],
'aud.edu': [u'American University in Dubai'],
'bwc.edu': [u'Bartlesville Wesleyan College'],
'uncg.edu': [u'University of North Carolina at Greensboro'],
'internationalcollege.edu': [u'International College'],
'siu.edu': [u'Southern Illinois University at Carbondale'],
'shsu.edu': [u'Sam Houston State University'],
'unca.edu': [u'University of North Carolina at Asheville'],
'sit.edu': [u'School for International Training'],
'kutztown.edu': [u'Kutztown University of Pennsylvania'],
'umich.edu': [u'University of Michigan'],
'uvi.edu': [u'University of the Virgin Islands'],
'pco.edu': [u'Pennsylvania College of Optometry'],
't-bird.edu': [u'American Graduate School of International Management'],
'kaplan.edu': [u'Kaplan University'],
'cambridge.edu': [u'Cambridge College'],
'ccscad.edu': [u'College for Creative Studies'],
'sjfc.edu': [u'St. John Fisher College'],
'mwsu.edu': [u'Midwestern State University'],
'usfca.edu': [u'University of San Francisco'],
'sonoma.edu': [u'Sonoma State University'],
'husson.edu': [u'Husson College'],
'hamptonu.edu': [u'Hampton University'],
'gsu.edu': [u'Georgia State University'],
'usiu.edu': [u'United States International University'],
'aicag.edu': [u'American Indian College of the Assemblies of God'],
'rutgers.edu': [u'Rutgers, The State University of New Jersey'],
'schreiner.edu': [u'Schreiner College'],
'ust.edu': [u'University of Science and Technology Sana\'a'],
'aug.edu': [u'Augusta State University'],
'clearwater.edu': [u'Clearwater Christian College'],
'alma.edu': [u'Alma College'],
'anderson.edu': [u'Anderson University'],
'kcc.edu': [u'Kentucky Christian College'],
'clare.edu': [u'Mount St. Clare College'],
'slc.edu': [u'Sarah Lawrence College'],
'dowling.edu': [u'Dowling College'],
'txwesleyan.edu': [u'Texas Wesleyan University'],
'utk.edu': [u'University of Tennessee - Knoxville'],
'vtu.edu': [u'Free University (Virginia Theological University)'],
'reed.edu': [u'Reed College'],
'newcollege.edu': [u'New College of California'],
'mtech.edu': [u'Montana Tech'],
'wells.edu': [u'Wells College'],
'wvwc.edu': [u'West Virginia Wesleyan College'],
'cogswell.edu': [u'Cogswell Polytechnical College'],
'ajula.edu': [u'American Jewish University'],
'glendalelaw.edu': [u'Glendale University College of Law'],
'pupr.edu': [u'Universidad Politecnica de Puerto Rico'],
'aero.edu': [u'College of Aeronautics'],
'uofs.edu': [u'University of Scranton'],
'ncu.edu': [u'Northcentral University'],
'lclark.edu': [u'Lewis and Clark College'],
'suno.edu': [u'Southern University - New Orleans'],
'nmu.edu': [u'Northern Michigan University'],
'scu.edu': [u'Santa Clara University'],
'huron.edu': [u'Huron University'],
'ab.edu': [u'Alderson Broaddus College'],
'suu.edu': [u'Southern Utah University'],
'lemoyne-owen.edu': [u'Le Moyne-Owen College'],
'thecoo.edu': [u'University of Sioux Falls'],
'css.edu': [u'The College of St. Scholastica', u'College of St. Scholastica'],
'nyit.edu': [u'New York Institute of Technology'],
'washington.edu': [u'University of Washington'],
'kzoo.edu': [u'Kalamazoo College'],
'kwu.edu': [u'Kansas Wesleyan University'],
'nnu.edu': [u'Northwest Nazarene University'],
'denison.edu': [u'Denison University'],
'fhu.edu': [u'Freed-Hardeman University'],
'tsmu.edu': [u'Tbilisi State Medical University'],
'moore.edu': [u'Moore College of Art and Design'],
'quinnipiac.edu': [u'Quinnipiac College'],
'uwplatt.edu': [u'University of Wisconsin - Platteville'],
'kingston.edu': [u'Kingston College'],
'webb-institute.edu': [u'Webb Institute'],
'grinnell.edu': [u'Grinnell College'],
'uu.edu': [u'Union University'],
'brandeis.edu': [u'Brandeis University'],
'garyounis.edu': [u'Garyounis University'],
'wvu.edu': [u'West Virginia University'],
'antiochla.edu': [u'Antioch University Los Angeles'],
'obu.edu': [u'Ouachita Baptist University'],
'uchicago.edu': [u'University of Chicago'],
'marygrove.edu': [u'Marygrove College'],
'cord.edu': [u'Concordia College, Moorhead'],
'unc.edu': [u'University of North Carolina at Chapel Hill'],
'ripon.edu': [u'Ripon College'],
'byui.edu': [u'Brigham Young University'],
'stmarys-ca.edu': [u'St. Mary\'s College of California'],
'uni.edu': [u'University of Northern Iowa'],
'calstatela.edu': [u'California State University, Los Angeles'],
'bethlehem.edu': [u'Bethlehem University'],
'whitworth.edu': [u'Whitworth College'],
'utpb.edu': [u'University of Texas of the Permian Basin'],
'humphreys.edu': [u'Humphreys College'],
'omorecollege.edu': [u'O\'More College of Design'],
'stonybrook.edu': [u'State University of New York, Stony Brook'],
'itt.edu': [u'Institute of Textile Technology'],
'uttyl.edu': [u'University of Texas at Tyler'],
'aquinas.edu': [u'Aquinas College'],
'limestone.edu': [u'Limestone College'],
'vassar.edu': [u'Vassar College'],
'risd.edu': [u'Rhode Island School of Design'],
'memphis.edu': [u'University of Memphis'],
'uwm.edu': [u'University of Wisconsin - Milwaukee'],
'chapman.edu': [u'Chapman University'],
'gcsu.edu': [u'Georgia College & State University'],
'uakron.edu': [u'University of Akron'],
'molloy.edu': [u'Molloy College'],
'dsl.edu': [u'The Dickinson School of Law'],
'barat.edu': [u'Barat College'],
'transy.edu': [u'Transylvania University'],
'wabash.edu': [u'Wabash College'],
'averett.edu': [u'Averett College'],
'srttu.edu': [u'Shaheed Rajaei Teacher Training University'],
'nyu.edu': [u'New York University'],
'bayantech.edu': [u'Bayan College for Science & Technology'],
'morehouse.edu': [u'Morehouse College'],
'swbts.edu': [u'Southwestern Baptist Theological Seminary'],
'ithaca.edu': [u'Ithaca College'],
'cui.edu': [u'Concordia University, Irvine'],
'mum.edu': [u'Maharishi University of Management'],
'ozarks.edu': [u'University of the Ozarks'],
'montclair.edu': [u'Montclair State University'],
'gtu.edu': [u'Graduate Theological Union'],
'dillard.edu': [u'Dillard University'],
'jsums.edu': [u'Jackson State University'],
'isu.edu': [u'Idaho State University'],
'catawba.edu': [u'Catawba College'],
'ucam.edu': [u'Universidad Católica San Antonio'],
'walsh.edu': [u'Walsh University'],
'dixie.edu': [u'Dixie College'],
'meca.edu': [u'Maine College of Art'],
'baylor.edu': [u'Baylor University'],
'central.edu': [u'Central College'],
'msm.edu': [u'Morehouse School of Medicine'],
'purdue.edu': [u'Purdue University', u'Purdue University Calumet'],
'lsus.edu': [u'Louisiana State University in Shreveport'],
'hilbert.edu': [u'Hilbert College'],
'westwood.edu': [u'Westwood College'],
'centenarycollege.edu': [u'Centenary College'],
'babson.edu': [u'Babson College'],
'deaconess.edu': [u'Deaconess College of Nursing'],
'lasalle.edu': [u'La Salle University'],
'sou.edu': [u'Southern Oregon University'],
'wmpenn.edu': [u'William Penn College'],
'caldwell.edu': [u'Caldwell College'],
'providence.edu': [u'Providence College'],
'lfgsm.edu': [u'Lake Forest Graduate School of Management'],
'jarvis.edu': [u'Jarvis Christian College'],
'uncc.edu': [u'University of North Carolina at Charlotte'],
'umkc.edu': [u'University of Missouri - Kansas City'],
'wlu.edu': [u'Washington and Lee University'],
'sci.edu': [u'Benedictine University, Springfield College in Illinois'],
'udmercy.edu': [u'University of Detroit Mercy'],
'assumption.edu': [u'Assumption College'],
'marymt.edu': [u'Marymount College New York'],
'utesa.edu': [u'Universidad Tecnológica de Santiago'],
'hawaii.edu': [u'University of Hawaii'],
'fairfield.edu': [u'Fairfield University'],
'eustatiusmed.edu': [u'University of Sint Eustatius School of Medicine'],
'du.edu': [u'University of Denver'],
'dmcg.edu': [u'Dubai Medical College for Girls'],
'andrews.edu': [u'Andrews University'],
'grantham.edu': [u'Grantham University'],
'odc.edu': [u'Ohio Dominican College'],
'udi.edu': [u'Universidad del Istmo'],
'bbcnet.edu': [u'Baptist Bible College of Missouri'],
'samford.edu': [u'Samford University'],
'ctu.edu': [u'Catholic Theological Union'],
'regents.edu': [u'Excelsior College'],
'hugsr.edu': [u'Harding University Graduate School of Religion'],
'fplc.edu': [u'Franklin Pierce Law Center'],
'cosc.edu': [u'Charter Oak State College'],
'kwc.edu': [u'Kentucky Wesleyan College'],
'rider.edu': [u'Rider University'],
'sacredheart.edu': [u'Sacred Heart University'],
'newpaltz.edu': [u'State University of New York at New Paltz'],
'bastyr.edu': [u'Bastyr University'],
'vermontlaw.edu': [u'Vermont Law School'],
'iiucbd.edu': [u'Islamic University Chittagong'],
'mercer.edu': [u'Mercer University, Cecil B. Day Campus', u'Mercer University'],
'sxu.edu': [u'St. Xavier University'],
'pittstate.edu': [u'Pittsburg State University'],
'southwestern.edu': [u'Southwestern University'],
'berry.edu': [u'Berry College'],
'bircham.edu': [u'Bircham International University'],
'utsa.edu': [u'University of Texas at San Antonio'],
'northsouth.edu': [u'North South University'],
'stcloudstate.edu': [u'St. Cloud State University'],
'aucmed.edu': [u'American University of the Caribbean, Sint Maarten', u'American University of the Caribbean, School of Medicine'],
'oneonta.edu': [u'State University of New York College at Oneonta'],
'franklincoll.edu': [u'Franklin College'],
'colgate.edu': [u'Colgate University'],
'stcl.edu': [u'South Texas College of Law'],
'bakeru.edu': [u'Baker University'],
'wlc.edu': [u'Wisconsin Lutheran College'],
'mlc.edu': [u'Midland Lutheran College'],
'tambcd.edu': [u'Baylor College of Dentistry'],
'rollins.edu': [u'Rollins College'],
'callutheran.edu': [u'California Lutheran University'],
'wisc.edu': [u'University of Wisconsin - Madison'],
'barry.edu': [u'Barry University'],
'ipfw.edu': [u'Indiana University-Purdue University at Fort Wayne'],
'logan.edu': [u'Logan College of Chiropractic'],
'bauder.edu': [u'Bauder College'],
'uprag.edu': [u'Universidad de Puerto Rico, Aguadilla'],
'martin.edu': [u'Martin University'],
'northland.edu': [u'Northland College'],
'wartburg.edu': [u'Wartburg College'],
'morehead-st.edu': [u'Morehead State University'],
'argosyu.edu': [u'Argosy University - Hawaii'],
'svsu.edu': [u'Saginaw Valley State University'],
'augie.edu': [u'Augustana College'],
'tiu.edu': [u'Trinity International University (Excel), Miami'],
'ccc.edu': [u'Wilbur Wright College', u'Olive-Harvey College'],
'asub.edu': [u'Arkansas State University, Beebe'],
'aii.edu': [u'The Art Institutes International San Francisco', u'The Art Institutes International Portland'],
'su.edu': [u'Shenandoah University'],
'aast.edu': [u'Arab Academy for Science & Technology'],
'lewisu.edu': [u'Lewis University'],
'binghamton.edu': [u'State University of New York at Binghamton'],
'aust.edu': [u'Ahsanullah University of Science & Technology'],
'artacademy.edu': [u'Art Academy of Cincinnati'],
'bgsu.edu': [u'Bowling Green State University', u'Bowling Green State University, Firelands'],
'adams.edu': [u'Adams State College'],
'upr.edu': [u'Universidad de Puerto Rico, Cayey', u'Universidad de Puerto Rico, Ciencias Medicas', u'Universidad de Puerto Rico, Ponce'],
'centre.edu': [u'Centre College'],
'pillsbury.edu': [u'Pillsbury Baptist Bible College'],
'jhu.edu': [u'Johns Hopkins University'],
'jhsph.edu': [u'Johns Hopkins University'],
'jhmi.edu': [u'Johns Hopkins University'],
'apus.edu': [u'American Public University'],
'ctstateu.edu': [u'Western Connecticut State University', u'Southern Connecticut State University', u'Eastern Connecticut State University'],
'cabrini.edu': [u'Cabrini College'],
'msmnyc.edu': [u'Manhattan School of Music'],
'ctsem.edu': [u'Continental Theological Seminary'],
'maranatha.edu': [u'Universitas Kristen Maranatha'],
'hbbc.edu': [u'Heartland Baptist Bible College'],
'guilford.edu': [u'Guilford College'],
'ndm.edu': [u'College of Notre Dame of Maryland'],
'franklin.edu': [u'Franklin University'],
'montevallo.edu': [u'University of Montevallo'],
'galileo.edu': [u'Universidad Galileo'],
'stkate.edu': [u'College of St. Catherine'],
'wschiro.edu': [u'Western States Chiropractic College'],
'mbbc.edu': [u'Maranatha Baptist Bible College'],
'scottlan.edu': [u'Agnes Scott College'],
'sage.edu': [u'Sage Graduate School', u'Russel Sage College'],
'bpc.edu': [u'Brewton-Parker College'],
'sjcny.edu': [u'St. Joseph\'s College New York, Suffolk Campus', u'St. Joseph\'s College New York'],
'emu.edu': [u'Eastern Mennonite University'],
'st-elizabeth.edu': [u'College of St. Elizabeth'],
'uvmnet.edu': [u'Universidad del Valle de México'],
'calvary.edu': [u'Calvary Bible College'],
'clemson.edu': [u'Clemson University'],
'jc.edu': [u'Jamestown College'],
'cbcag.edu': [u'Central Bible College'],
'onu.edu': [u'Ohio Northern University'],
'neit.edu': [u'New England Institute of Technology'],
'lssu.edu': [u'Lake Superior State University'],
'ebc.edu': [u'Eugene Bible College'],
'cdrewu.edu': [u'Charles R. Drew University of Medicine and Science'],
'fresno.edu': [u'Fresno Pacific University'],
'uwp.edu': [u'University of Wisconsin - Parkside'],
'uwyo.edu': [u'University of Wyoming'],
'eckerd.edu': [u'Eckerd College'],
'kcad.edu': [u'Kendall College of Art and Design'],
'brooklaw.edu': [u'Brooklyn Law School'],
'csulb.edu': [u'California State University, Long Beach'],
'lynn.edu': [u'Lynn University'],
'csum.edu': [u'California Maritime Academy'],
'vandercook.edu': [u'VanderCook College of Music'],
'clu.edu': [u'Universidad de Puerto Rico, Humacao', u'Universidad de Puerto Rico'],
'indstate.edu': [u'Indiana State University'],
'vt.edu': [u'Virginia Polytechnic Institute and State University (Virginia Tech)'],
'devry.edu': [u'DeVry Institute of Technology, DuPage', u'DeVry Institute of Technology, Chicago', u'DeVry Institute of Technology, Kansas City', u'DeVry Institute of Technology, Irving', u'DeVry Institute of Technology, Decatur', u'DeVry Institute of Technology, Pomona'],
'asu.edu': [u'Arizona State University'],
'fmu.edu': [u'Florida Metropolitan University, Tampa College', u'Florida Metropolitan University, Tampa College Lakeland', u'Florida Metropolitan University, Tampa College Brandon', u'Florida Metropolitan University, Fort Lauderdale College'],
'lfc.edu': [u'Lake Forest College'],
'evangel.edu': [u'Evangel University'],
'ccwu.edu': [u'Columbia Commonwealth University'],
'sdsu.edu': [u'San Diego State University'],
'upc.edu': [u'Universidad Politécnica de Cataluna'],
'hkapa.edu': [u'Hong Kong Academy for Performing Arts'],
'loyno.edu': [u'Loyola University New Orleans'],
'artinstitutes.edu': [u'The Illinois Institute of Art-Chicago', u'Art Institute of Charlotte'],
'interiordesign.edu': [u'Harrington Institute of Interior Design'],
'quincy.edu': [u'Quincy University'],
'vc.edu': [u'Virginia College'],
'pc.edu': [u'Pikeville College'],
'usu.edu': [u'Utah State University'],
'plymouth.edu': [u'Plymouth State College'],
'wustl.edu': [u'Washington University in St. Louis'],
'wcmo.edu': [u'Westminster College Fulton'],
'okcu.edu': [u'Oklahoma City University'],
'smumn.edu': [u'St. Mary\'s University of Minnesota'],
'norwich.edu': [u'Norwich University'],
'dallas.edu': [u'Dallas Christian College'],
'gcc.edu': [u'Grove City College'],
'kean.edu': [u'Kean University of New Jersey'],
'hksyc.edu': [u'Hong Kong Shue Yan College'],
'swosu.edu': [u'Southwestern Oklahoma State University'],
'mbc.edu': [u'Mary Baldwin College'],
'adrian.edu': [u'Adrian College'],
'umwestern.edu': [u'University of Montana Western'],
'stjohns.edu': [u'St. John\'s University'],
'salve.edu': [u'Salve Regina University'],
'uark.edu': [u'University of Arkansas at Fayetteville'],
'mu.edu': [u'Marquette University'],
'mac.edu': [u'MacMurray College'],
'sckans.edu': [u'Southwestern College Kansas'],
'judson-il.edu': [u'Judson College Elgin'],
'georgiasouthern.edu': [u'Georgia Southern University'],
'taliesin.edu': [u'Frank Lloyd Wright School of Architecture'],
'fmarion.edu': [u'Francis Marion University'],
'hartwick.edu': [u'Hartwick College'],
'oberlin.edu': [u'Oberlin College'],
'cune.edu': [u'Concordia College, Seward'],
'brynmawr.edu': [u'Bryn Mawr College'],
'canisius.edu': [u'Canisius College'],
'texascollege.edu': [u'Texas College'],
'brown.edu': [u'Brown University'],
'nayanova.edu': [u'Nayanova University'],
'tju.edu': [u'Thomas Jefferson University'],
'atlanticuniv.edu': [u'Atlantic University'],
'stetson.edu': [u'Stetson University'],
'gvc.edu': [u'Grand View College'],
'lindsey.edu': [u'Lindsey Wilson College'],
'unicah.edu': [u'Universidad Católica de Honduras'],
'ou.edu': [u'University of Oklahoma'],
'enmu.edu': [u'Eastern New Mexico University'],
'monmouth.edu': [u'Monmouth University'],
'bloomu.edu': [u'Bloomsburg University of Pennsylvania'],
'ursinus.edu': [u'Ursinus College'],
'uga.edu': [u'University of Georgia'],
'southwesterncollege.edu': [u'Southwestern College'],
'coppin.edu': [u'Coppin State College'],
'ubalt.edu': [u'University of Baltimore'],
'wou.edu': [u'Western Oregon University'],
'robert-morris.edu': [u'Robert Morris College'],
'nccu.edu': [u'North Carolina Central University'],
'indwes.edu': [u'Indiana Wesleyan University'],
'scholl.edu': [u'Scholl College of Podiatric Medicine'],
'briar-cliff.edu': [u'Briar Cliff College'],
'bethel-college.edu': [u'Bethel College McKenzie'],
'sebc.edu': [u'Southeastern Bible College'],
'gram.edu': [u'Grambling State University'],
'messiah.edu': [u'Messiah College'],
'shawuniversity.edu': [u'Shaw University'],
'southeasternbaptist.edu': [u'Southeastern Baptist College'],
'spu.edu': [u'Seattle Pacific University'],
'uprc.edu': [u'Universidad de Puerto Rico, Carolina'],
'friends.edu': [u'Friends University'],
'marshall.edu': [u'Marshall University'],
'angelo.edu': [u'Angelo State University'],
'sacn.edu': [u'St. Anthony College of Nursing'],
'presby.edu': [u'Presbyterian College'],
'pomona.edu': [u'Pomona College'],
'qvius.edu': [u'Quantum-Veritas International University'],
'ecu.edu': [u'East Carolina University'],
'marist.edu': [u'Marist College'],
'siena.edu': [u'Siena College'],
'selu.edu': [u'Southeastern Louisiana University'],
'goddard.edu': [u'Goddard College'],
'usd.edu': [u'University of South Dakota'],
'cofo.edu': [u'College of the Ozarks'],
'northwood.edu': [u'Northwood University, Florida Campus', u'Northwood University, Texas Campus', u'Northwood University'],
'skidmore.edu': [u'Skidmore College'],
'edison.edu': [u'Edison Community College'],
'bethel.edu': [u'Bethel College St. Paul'],
'susla.edu': [u'Southern University - Shreveport'],
'stockton.edu': [u'Richard Stockton College of New Jersey'],
'kysu.edu': [u'Kentucky State University'],
'glion.edu': [u'Glion Institute of Higher Education'],
'hiram.edu': [u'Hiram College'],
'waynesburg.edu': [u'Waynesburg College'],
'diu.edu': [u'Darul Ihsan University'],
'lbi.edu': [u'Lutheran Bible Institute of Seattle'],
'rmcil.edu': [u'Robert Morris College of Chicago'],
'xula.edu': [u'Xavier University of Louisiana'],
'newschoolarch.edu': [u'Newschool of Architecture and Design'],
'utm.edu': [u'University of Tennessee - Martin'],
'tsu.edu': [u'Texas Southern University'],
'evergreen.edu': [u'Evergreen State College'],
'ewu.edu': [u'Eastern Washington University'],
'curf.edu': [u'Concordia University, River Forest', u'West Suburban College of Nursing'],
'hood.edu': [u'Hood College'],
'esc-reims.edu': [u'Ecole Supérieure de Commerce de Reims'],
'aju.edu': [u'Andrew Jackson University'],
'depauw.edu': [u'DePauw University'],
'rc.edu': [u'Rochester College'],
'neoucom.edu': [u'Northeastern Ohio University College of Medicine'],
'anderson-college.edu': [u'Anderson College'],
'susqu.edu': [u'Susquehanna University'],
'wju.edu': [u'Wheeling Jesuit University'],
'cpuic.edu': [u'Central Philippine University'],
'letu.edu': [u'Letourneau University'],
'udel.edu': [u'University of Delaware'],
'zamorano.edu': [u'Escuela Agricola Panamericana Zamorano'],
'upenn.edu': [u'University of Pennsylvania'],
'wbu.edu': [u'Wayland Baptist University'],
'uab.edu': [u'University of Alabama - Birmingham'],
'svc.edu': [u'Southern Vermont College'],
'midway.edu': [u'Midway College'],
'voorhees.edu': [u'Voorhees College'],
'umobile.edu': [u'University of Mobile'],
'tntemple.edu': [u'Tennessee Temple University'],
'urbana.edu': [u'Urbana University'],
'wiu.edu': [u'Western Illinois University'],
'hesser.edu': [u'Hesser College'],
'beloit.edu': [u'Beloit College'],
'intercol.edu': [u'Intercollege'],
'scad.edu': [u'Savannah College of Art and Design'],
'uofk.edu': [u'University of Khartoum'],
'lincolnuca.edu': [u'Lincoln University San Francisco'],
'qc.edu': [u'City University of New York, Queens College'],
'clevelandchiropractic.edu': [u'Cleveland Chiropractic College, Kansas City', u'Cleveland Chiropractic College, Los Angeles'],
'cva.edu': [u'College of Visual Arts'],
'ggc.edu': [u'Georgia Gwinnett College'],
'alvernia.edu': [u'Alvernia College'],
'ucr.edu': [u'University of California, Riverside'],
'ceram.edu': [u'Ecole Supérieure de Commerce de Sophia Antipolis'],
'rgs.edu': [u'Rand Graduate School of Policy Studies'],
'clarke.edu': [u'Clarke College'],
'universityofcalifornia.edu': [u'University of California System'],
'wku.edu': [u'Western Kentucky University'],
'juniata.edu': [u'Juniata College'],
'umdnj.edu': [u'University of Medicine and Dentistry of New Jersey'],
'niu.edu': [u'Northern Illinois University'],
'ucan.edu': [u'Universidade Católica de Angola'],
'cnu.edu': [u'Christopher Newport University'],
'pcc.edu': [u'Portland Community College'],
'hanover.edu': [u'Hanover College'],
'sjca.edu': [u'St. John\'s College Maryland'],
'vesalius.edu': [u'Vesalius College'],
'athens.edu': [u'Athens State College'],
'iit.edu': [u'Illinois Institute of Technology'],
'khai.edu': [u'National Aerospace University Kharkov Aviation Institute'],
'urbaniana.edu': [u'Pontifcia Università Urbaniana'],
'oglethorpe.edu': [u'Oglethorpe University'],
'jmls.edu': [u'John Marshall Law School'],
'uwf.edu': [u'University of West Florida'],
'eku.edu': [u'Eastern Kentucky University'],
'otisart.edu': [u'Otis College of Art & Design'],
'hightech.edu': [u'Ecole Supérieure d\'Informatique et de Management'],
'unity.edu': [u'Unity College'],
'pba.edu': [u'Palm Beach Atlantic University'],
'sterling.edu': [u'Sterling College'],
'vfcc.edu': [u'Valley Forge Christian College'],
'uis.edu': [u'University of Illinois at Springfield'],
'shimer.edu': [u'Shimer College'],
'johncabot.edu': [u'John Cabot University'],
'uccs.edu': [u'University of Colorado at Colorado Springs', u'Beth-El College of Nursing and Health Sciences'],
'odu.edu': [u'Old Dominion University'],
'armstrong.edu': [u'Armstrong Atlantic State University'],
'mercyhurst.edu': [u'Mercyhurst College'],
'uophx.edu': [u'University of Phoenix'],
'toccoafalls.edu': [u'Toccoa Falls College'],
'arbor.edu': [u'Spring Arbor College'],
'eiu.edu': [u'Eastern Illinois University'],
'crichton.edu': [u'Crichton College'],
'colby.edu': [u'Colby College'],
'clarion.edu': [u'Clarion University'],
'uni.kn': [u'University of Konstanz'],
'unigambia.gm': [u'University of the Gambia'],
'kee.hu': [u'University of Horticulture and Food Industry'],
'tkbf.hu': [u'Budapest Buddhist University'],
'sote.hu': [u'Semmelweis University of Medical Sciences'],
'ceu.hu': [u'Central European University'],
'drk.hu': [u'Reformed Theological Academy of Debrecen'],
'sze.hu': [u'Séchenyi István University'],
'jpte.hu': [u'Janus Pannonius University'],
'avicenna.hu': [u'Avicenna International College'],
'hiete.hu': [u'Haynal Imre University of Health Sciences Budapest'],
'andrassyuni.hu': [u'Andrassy Gyula German Speaking University Budapest'],
'nyme.hu': [u'University of West Hungary'],
'bme.hu': [u'Technical University of Budapest'],
'pte.hu': [u'University of Pecs'],
'arts7.hu': [u'Hungarian Academy of Fine Arts Budapest'],
'klte.hu': [u'Kossuth Lajos University'],
'univet.hu': [u'University of Veterinary Science'],
'hupe.hu': [u'Hungarian University of Physical Education'],
'kodolanyi.hu': [u'Kodolanyi Janos University College'],
'bke.hu': [u'Budapest University of Economic Sciences and Public Administration'],
'ehf.hu': [u'Esztergom Theological College'],
'uni-pannon.hu': [u'University of Pannonia'],
'kgre.hu': [u'Károl Gáspár University of the Reformed Church'],
'ppke.hu': [u'Pázmány Péter Catholic University'],
'szie.hu': [u'Szent István University'],
'uni-miskolc.hu': [u'University of Miskolc'],
'unideb.hu': [u'Debrecen University of Agricultural Sciences', u'University of Debrecen'],
'filmacademy.hu': [u'Academy of Drama and Film'],
'mif.hu': [u'Hungarian Academy of Craft and Design'],
'efe.hu': [u'University of Sopron'],
'elte.hu': [u'Eötvös Lorand University'],
'duf.hu': [u'College of Dunaujvaros'],
'dote.hu': [u'University Medical School of Debrecen'],
'bdtf.hu': [u'Dániel Berzsenyi Teacher Training College'],
'u-szeged.hu': [u'University of Szeged'],
'pote.hu': [u'University Medical School of Pécs'],
'lfze.hu': [u'Liszt Ferenc Academy of Music Budapest'],
'limt.co.uk': [u'London Institute of Management and Technology'],
'iubs.co.uk': [u'Irish University Business School, Cebu'],
'williamgilbert.co.uk': [u'William Gilbert College'],
'kiu.ac.ug': [u'Kampala International University'],
'umu.ac.ug': [u'Uganda Martyr\'s University'],
'mak.ac.ug': [u'Makerere University'],
'busitema.ac.ug': [u'Busitema University'],
'bugemauniv.ac.ug': [u'Bugema University'],
'nkumbauniversity.ac.ug': [u'Nkumba University'],
'mru.ac.ug': [u'Mutesa 1 Royal University'],
'ku.ac.ug': [u'Kampala University'],
'kyu.ac.ug': [u'Kyambogo University'],
'ndejjeuniversity.ac.ug': [u'Ndejje University'],
'gu.ac.ug': [u'Gulu University'],
'ucu.ac.ug': [u'Uganda Christian University'],
'must.ac.ug': [u'Mbarara University of Science and Technology'],
'busogauniversity.ac.ug': [u'Busoga University'],
'mmu.ac.ug': [u'Mountains of the Moon University'],
'iuiu.ac.ug': [u'Islamic University in Uganda'],
'uop.gr': [u'University of Peloponnese'],
'tuc.gr': [u'Technical University of Crete'],
'teipir.gr': [u'Technological Education Institute of Piraeus'],
'ntua.gr': [u'National Technical University of Athens'],
'uowm.gr': [u'University of Western Macedonia'],
'sse.gr': [u'Hellenic Army Academy'],
'duth.gr': [u'Dimocritus University of Thrace'],
'forthnet.gr': [u'Harokopio University'],
'teiath.gr': [u'Technological Education Institute of Athens'],
'unipi.gr': [u'University of Piraeus'],
'teiser.gr': [u'Technological Education Institute of Serres'],
'imese.gr': [u'Institute of Management & Enteurpreneurship of South East Europe'],
'teilar.gr': [u'Technological Education Institute of Larissa'],
'acg.gr': [u'American College of Greece'],
'upatras.gr': [u'University of Patras'],
'teilam.gr': [u'Technological Education Institute of Lamia'],
'panteion.gr': [u'Panteios University of Economics and Political Sciences Athens'],
'upnet.gr': [u'University of Patra'],
'uth.gr': [u'University of Thessaly'],
'uoi.gr': [u'University of Ioannina'],
'cityu.gr': [u'City University Athens'],
'teikal.gr': [u'Technological Education Institute of Kalamata'],
'teiep.gr': [u'Technological Education Institute of Epiros'],
'uoc.gr': [u'University of Crete'],
'aua.gr': [u'Agricultural University of Athens'],
'teithe.gr': [u'Technological Education Institute of Thessaloniki'],
'uoa.gr': [u'University of Athens'],
'teiher.gr': [u'Technological Education Institute of Heraklion'],
'eap.gr': [u'Hellenic Open University'],
'teipat.gr': [u'Technological Education Institute of Patras'],
'uom.gr': [u'University of Macedonia'],
'auth.gr': [u'Aristotle University of Thessaloniki'],
'aegean.gr': [u'Aegean University'],
'ucg.gr': [u'University of Central Greece'],
'teikoz.gr': [u'Technological Education Institute of Kozani'],
'agsm.gr': [u'Athens Graduate School of Management (AGSM)'],
'aueb.gr': [u'Athens University of Economics and Business'],
'teihal.gr': [u'Technological Education Institute of Halkida, Euboea'],
'asfa.gr': [u'Athens School of Fine Arts'],
'teimes.gr': [u'Technological Education Institute of Mesologgi'],
'uba.ar': [u'Universidad de Buenos Aires'],
'uac.bj': [u'Université d\'Abomey-Calavi (UAC)'],
'ueh.edu.ht': [u'Université d\'Etat d\'Haiti'],
'pwsz.pila.pl': [u'Staszic Pila College'],
'giuedu.bz': [u'Greenford International University'],
'mruni.eu': [u'Mykolo Romerio university'],
'carolus-magnus-university.eu': [u'European Carolus Magnus University'],
'coleurope.eu': [u'College of Europe'],
'pwsz.eu': [u'Walcz College'],
'wittenborg.eu': [u'Wittenborg University'],
'telecom-bretagne.eu': [u'Telecom Bretagne'],
'amgd.eu': [u'Academy of Music Georghe Dima Cluj-Napoca'],
'barcelonagse.eu': [u'Barcelona Graduate School of Economics'],
'it-sudparis.eu': [u'Télécom SudParis'],
'ensam.eu': [u'Arts et Métiers ParisTech'],
'vumk.eu': [u'International University College'],
'ibss.eu': [u'International Business School of Scandinavia'],
'escpeurope.eu': [u'ESCP Europe'],
'brexgata.eu': [u'Brexgata University Academy'],
'seua.am': [u'State Engineering University of Armenia'],
'armmed.am': [u'Mehrabyan Medical Institute and Medical College'],
'rau.am': [u'Russian-Armenian (Slavonic) State University'],
'ysmu.am': [u'Yerevan State Medical University'],
'ysu.am': [u'Yerevan State University'],
'eriicta.am': [u'European Regional Educational Academy of Armenia'],
'saua.am': [u'State Agrarian University of Armenia'],
'ufar.am': [u'French University in Armenia (UFAR)'],
'aua.am': [u'American University of Armenia'],
'eiu.am': [u'Eurasia International University'],
'ub.edu.bi': [u'University of Burundi'],
'www.luz.ve': [u'Universidad del Zulia'],
'setur.fo': [u'University of the Faroe Islands'],
'llu.lv': [u'Latvian University of Agriculture'],
'tsi.lv': [u'Transport and Telecommunication Institute'],
'lma.lv': [u'Latvian Academy of Arts'],
'rau.lv': [u'Riga Aviation University'],
'dau.lv': [u'Daugavpils University'],
'lmuza.lv': [u'Latvian Academy of Music'],
'psy.lv': [u'Higher School of Psychology'],
'aml.lv': [u'Medical Academy of Latvia'],
'va.lv': [u'Vidzeme University College'],
'rtu.lv': [u'Riga Technical University'],
'ru.lv': [u'Rezekne Higher School'],
'lama.lv': [u'Latvian Maritime Academy'],
'lpu.lv': [u'Liepaja Pedagogical Higher School'],
'lu.lv': [u'University of Latvia'],
'lanet.lv': [u'Latvian Academy of Sports Education'],
'rpiva.lv': [u'Riga Teacher Training and Educational Management Academy'],
'ubt.edu.al': [u'Agricultural University of Tirane'],
'uniel.edu.al': [u'University of Elbasan Aleksander Xhuvani'],
'epoka.edu.al': [u'Epoka University'],
'unyt.edu.al': [u'University of New York Tirana'],
'unitir.edu.al': [u'University of Tirana'],
'univlora.edu.al': [u'University of Vlora Ismail Qemali'],
'uat.edu.al': [u'American University of Tirana'],
'akademiaearteve.edu.al': [u'Academy of Arts'],
'aefs.edu.al': [u'Academy of Sports and Physical Training'],
'unkorce.edu.al': [u'University of Korca Fan Noli'],
'unishk.edu.al': [u'University of Shkodra Luigj Gurakuqi'],
'uogj.edu.al': [u'University of Gjirokstra Eqerem Cabej'],
'unipavaresia.edu.al': [u'University “Pavaresia” Vlore'],
'umc.edu.dz': [u'Université Mentouri Constantine'],
'cuhk.hk': [u'Chinese University of Hong Kong'],
'ust.hk': [u'Hong Kong University of Science and Technology'],
'hku.hk': [u'University of Hong Kong'],
'univ-nkc.mr': [u'University of Nouakchott'],
'upf.pf': [u'Université de la Polynésie Française'],
'ucem.ac.cr': [u'Universidad Centroamericana de Ciencias Empresariales'],
'ufederada.ac.cr': [u'Universidad Federada de Costa Rica'],
'ucentral.ac.cr': [u'Universidad Central'],
'usj.ac.cr': [u'Universidad de San José'],
'ulatina.ac.cr': [u'Universidad Latina de Costa Rica'],
'usam.ac.cr': [u'Universidad San Marcos'],
'uaca.ac.cr': [u'Universidad Autónoma de Centro América'],
'ucatolica.ac.cr': [u'Universidad Católica Anselmo Llorente'],
'uveritas.ac.cr': [u'Universidad Veritas'],
'ufidelitas.ac.cr': [u'Universidad Fidélitas'],
'uned.ac.cr': [u'Universidad Estatal a Distancia'],
'ulasalle.ac.cr': [u'Universidad de La Salle'],
'una.ac.cr': [u'Universidad Nacional'],
'fundepos.ac.cr': [u'Universidad Fundepos Alma Mater'],
'uhispanoamericana.ac.cr': [u'Universidad Hispanoamericana'],
'ulacit.ac.cr': [u'Universidad Latinoamericana de Ciencia y Tecnología'],
'unidis.ac.cr': [u'Universidad del Diseño'],
'uci.ac.cr': [u'Universidad para la Cooperación Internacional'],
'utur.ac.cr': [u'Universidad del Turismo'],
'uicr.ac.cr': [u'Universidad Interamericana de Costa Rica'],
'uca.ac.cr': [u'Universidad de Cartago Florencio del Castillo'],
'ulicori.ac.cr': [u'Universidad Libre de Costa Rica'],
'itcr.ac.cr': [u'Instituto Tecnológico de Costa Rica'],
'unam.ac.cr': [u'Universidad Autonoma Monterrey'],
'ucr.ac.cr': [u'Universidad de Costa Rica'],
'uia.ac.cr': [u'Universidad Internacional de las Américas'],
'usm.edu.ph': [u'University of Southern Mindanao'],
'uerm.edu.ph': [u'University of the East, Ramon Magsaysay Memorial Medical Center'],
'ndmu.edu.ph': [u'Notre Dame of Marbel University'],
'nu.edu.ph': [u'National University'],
'aupen.edu.ph': [u'Araullo University'],
'mmsu.edu.ph': [u'Mariano Marcos State University'],
'wesleyan.edu.ph': [u'Wesleyan University Philippines'],
'wvsu.edu.ph': [u'West Visayas State University'],
'swu.edu.ph': [u'Southwestern University'],
'ceu.edu.ph': [u'Centro Escolar University'],
'universityofcebu.edu.ph': [u'University of Cebu'],
'plm.edu.ph': [u'University of the City of Manila'],
'mlqu.edu.ph': [u'Manuel L. Quezon University'],
'cmu.edu.ph': [u'Central Mindanao University'],
'wmsu.edu.ph': [u'Western Mindanao State University'],
'holyspirit.edu.ph': [u'College of the Holy Spirit'],
'ue.edu.ph': [u'University of the East, Manila', u'University of the East, Coloocan'],
'xu.edu.ph': [u'Xavier University'],
'adzu.edu.ph': [u'Ateneo de Zamboanga University'],
'usa.edu.ph': [u'University of San Agustin'],
'bsu.edu.ph': [u'Benguet State University'],
'adnu.edu.ph': [u'Ateneo de Naga University'],
'arellano.edu.ph': [u'Arellano University'],
'msumain.edu.ph': [u'Mindanao State University'],
'dmmmsu.edu.ph': [u'Don Mariano Marcos Memorial State University'],
'adamson.edu.ph': [u'Adamson University'],
'uno-r.edu.ph': [u'University of Negros Occidental-Recoletos'],
'lsu-visca.edu.ph': [u'Leyte State University'],
'psu.edu.ph': [u'Pangasinan State University'],
'bicol-u.edu.ph': [u'Bicol University'],
'phinma.edu.ph': [u'University of lloilo'],
'uphighschoolcebu.edu.ph': [u'University of the Philippines Visayas - Cebu High School'],
'mseuf.edu.ph': [u'Manuel S. Enverga University Foundation'],
'cu-cdo.edu.ph': [u'Capitol University'],
'upang.edu.ph': [u'University of Pangasinan'],
'pcu.edu.ph': [u'Philippine Christian University'],
'unp.edu.ph': [u'University of Northern Philippines'],
'ua.edu.ph': [u'University of the Assumption'],
'auf.edu.ph': [u'Angeles University'],
'msuiit.edu.ph': [u'Mindanao State University - Iligan Institute of Technology'],
'usc.edu.ph': [u'University of San Carlos'],
'sanbeda.edu.ph': [u'San Beda College'],
'smu.edu.ph': [u'Saint Mary\'s University'],
'aup.edu.ph': [u'Adventist University of the Philippines'],
'upd.edu.ph': [u'University of the Philippines Diliman'],
'usjr.edu.ph': [u'University of San Jose Recoletos'],
'upb.edu.ph': [u'University of the Philippines Baguio'],
'urc.edu.ph': [u'University of Regina Carmeli'],
'upm.edu.ph': [u'University of the Philippines Manila'],
'ldcu.edu.ph': [u'Liceo de Cagayan University'],
'feu.edu.ph': [u'Far Eastern University'],
'neu.edu.ph': [u'New Era University'],
'slu.edu.ph': [u'Saint Louis University'],
'uphr.edu.ph': [u'University of Perpetual Help'],
'mcu.edu.ph': [u'Manila Central University'],
'ssu.edu.ph': [u'Samar State University'],
'dlsu.edu.ph': [u'De La Salle University, Araneta', u'De La Salle University'],
'vmuf.edu.ph': [u'Virgen Milagrosa University Foundation'],
'ust.edu.ph': [u'University of Santo Tomas'],
'uplb.edu.ph': [u'University of the Philippines Los Banos'],
'unc.edu.ph': [u'University of Nueva Caceres'],
'mvc.edu.ph': [u'Mountain View College'],
'isu.edu.ph': [u'Isabela State University'],
'unep.edu.ph': [u'University of Northeastern Philippines'],
'umindanao.edu.ph': [u'University of Mindanao'],
'hau.edu.ph': [u'Holy Angel University'],
'upv.edu.ph': [u'University of the Philippines Visayas'],
'su.edu.ph': [u'Silliman University'],
'tup.edu.ph': [u'Technological University of the Philippines'],
'bulsu.edu.ph': [u'Bulacan State University'],
'uv.edu.ph': [u'University of the Visayas'],
'uap.edu.ph': [u'University of Asia and the Pacific'],
'usep.edu.ph': [u'University of Southeastern Philippines'],
'spu.edu.ph': [u'Saint Paul University'],
'davaodoctors.edu.ph': [u'Davao Doctors College'],
'pup.edu.ph': [u'Polytechnic University of the Philippines'],
'featiu.edu.ph': [u'Feati University'],
'ub.edu.ph': [u'University of Batangas'],
'upmin.edu.ph': [u'University of the Philippines Mindanao'],
'univman.edu.ph': [u'University of Manila'],
'addu.edu.ph': [u'Ateneo de Davao University'],
'psu-online.edu.ph': [u'Palawan State University'],
'admu.edu.ph': [u'Ateneo de Manila University'],
'qdpi.uz': [u'Kokand State Pedagogical Institute'],
'ibs.uz': [u'International Business School Kelajak ILMI'],
'nuu.uz': [u'National University of Uzbekistan'],
'uzpak.uz': [u'Namangan Engineering-Pedagogical Institute'],
'tfi.uz': [u'Tashkent School of Finance'],
'tuit.uz': [u'Tashkent University of Information Technologies'],
'farpi.uz': [u'Ferghana Politechnical Institute'],
'tdshi.uz': [u'Tashkent State University of Oriental Studies'],
'andmii.uz': [u'Andijan Engineering and Economical Institute'],
'wiut.uz': [u'Westminster International University in Tashkent'],
'tma.uz': [u'Tashkent Medical Academy'],
'uzswlu.uz': [u'Uzbek State World Languages University'],
'samdu.uz': [u'Samarkand State University'],
'tcti.uz': [u'Tashkent Chemical Technological Institute'],
'tstu.uz': [u'Tashkent State Technical University'],
'mdis.uz': [u'Management Development Institute of Singapore, Tashkent'],
'tiim.uz': [u'Tashkent Institute of Irrigation and Melioration'],
'tayi.uz': [u'Tashkent Automobile and Roads Institute'],
'tiu.uz': [u'Tashkent Islam University'],
'tsue.uz': [u'Tashkent State University of Economics'],
'uwed.uz': [u'University of World Economy & Diplomacy'],
'tsau.uz': [u'Tashkent State Agrarian University'],
'pharmi.uz': [u'Tashkent Pharmaceutical Institute'],
'nuds.mn': [u'University of Social Sciences'],
'hsum-ac.mn': [u'Health sciences University of Mongolia'],
'humanities.mn': [u'University of the Humanities'],
'khan-uul.mn': [u'Khan-Uul Institute'],
'kma.mk.ua': [u'Petro Mohyla Black Sea State University'],
'tart.spb.ru': [u'St. Petersburg State Theatre Arts Academy'],
'spbgau.spb.ru': [u'St. Petersburg State Agrarian University'],
'eu.spb.ru': [u'European University at St.Petersburg'],
'ibi.spb.ru': [u'International Banking Institute, St. Petersburg'],
'gturp.spb.ru': [u'St. Petersburg State Technological University of Plant Polymers'],
'gti.spb.ru': [u'St. Petersburg State Institute of Technology (Technological University)'],
'herzen.spb.ru': [u'Herzen State Pedagogical University of Russia'],
'smolny-un.spb.ru': [u'Smolny University'],
'nilc.spb.ru': [u'Nevsky Institute of Language and Culture'],
'mechnik.spb.ru': [u'St. Petersburg State Medical Academy'],
'artacademy.spb.ru': [u'St. Petersburg Repin State Academic Institute of Painting Sculpture and Achitecture'],
'drbit.com.ru': [u'Novosibirsk State Academy of Economics and Mangement'],
'ustboniface.mb.ca': [u'University College of Saint-Boniface'],
'itbmu.org.mm': [u'International Theravada Buddhist Missionary University'],
'pz.zgora.pl': [u'Technical University of Zielona Gora'],
'wsp.zgora.pl': [u'Pedagogical University of Zielona Gora'],
'www.unza.zm': [u'University of Zambia'],
'sdu.edu.kz': [u'Suleyman Demirel University'],
'univ-mngb.net': [u'University Marien Ngouabi Brazzaville'],
'uoit.net': [u'University of Ontario Institute of Technology'],
'eastafricauniversity.net': [u'East Africa University Bosaso'],
'gitis.net': [u'Russian Academy of Theatre Arts'],
'sabauni.net': [u'Saba University'],
'bracuniversity.net': [u'Brac University'],
'universityofsomalia.net': [u'University of Somalia'],
'iraquniversity.net': [u'Iraq University College'],
'gulfuniversity.net': [u'Gulf University College'],
'shu-bg.net': [u'Shoumen University Konstantin Preslavski'],
'rusoil.net': [u'Ufa State Petroleum Technological University'],
'regentghana.net': [u'Regent University College', u'Regent University College Of Science And Technology'],
'ubuea.net': [u'University of Buéa'],
'kumsa.net': [u'Khurasan University'],
'lasalleuniversities.net': [u'La Salle Universities - International Programmes'],
'ishikuniversity.net': [u'Ishik University'],
'maakhiruniversity.net': [u'Maakhir University'],
'ucasal.net': [u'Universidad Católica de Salta'],
'sas-sd.net': [u'Sudan Academy of Sciences'],
'nuk.edu.tw': [u'National University of Kaohsiung'],
'cgu.edu.tw': [u'Chang Gung University'],
'npttc.edu.tw': [u'National Pingtung Teachers College'],
'cpu.edu.tw': [u'Central Police University'],
'nctu.edu.tw': [u'National Chiao Tung University'],
'ncku.edu.tw': [u'National Cheng Kung University'],
'csmc.edu.tw': [u'Chung Shan Medical and Dental College'],
'ntca.edu.tw': [u'National Taiwan College of the Arts', u'National Taiwan College of Arts'],
'ksu.edu.tw': [u'Kun Shan University'],
'npust.edu.tw': [u'National Pingtung University of Science and Technology'],
'au.edu.tw': [u'Aletheia University'],
'nhu.edu.tw': [u'Nanhua University'],
'nuu.edu.tw': [u'National United University'],
'pccu.edu.tw': [u'Chinese Culture University'],
'kmc.edu.tw': [u'Kaohsiung Medical College'],
'ntntc.edu.tw': [u'National Tainan Teachers College'],
'tnca.edu.tw': [u'Tainan National College of the Arts'],
'ltc.edu.tw': [u'Ling Tung University'],
'ttu.edu.tw': [u'TaTung University'],
'cmc.edu.tw': [u'China Medical College'],
'cyut.edu.tw': [u'Chao Yang University of Science and Technology'],
'sjsmit.edu.tw': [u'St. John\'s & St. Mary\'s Institute of Technology'],
'ndhu.edu.tw': [u'National Dong Hwa University'],
'tmtc.edu.tw': [u'Taipei Municipal Teachers College'],
'fju.edu.tw': [u'Fu Jen Catholic University'],
'fcu.edu.tw': [u'Feng Chia University'],
'ntptc.edu.tw': [u'National Taipei Teachers College'],
'pu.edu.tw': [u'Providence University'],
'thmu.edu.tw': [u'TaiChung Healthcare and Management University'],
'shu.edu.tw': [u'Shih Hsin University'],
'dyu.edu.tw': [u'Da-Yeh University'],
'chna.edu.tw': [u'Chia Nana College of Pharmacy and Science'],
'yuntech.edu.tw': [u'National Yunlin University of Science and Technology'],
'tcu.edu.tw': [u'Tzu Chi College of Medicine and Humanities'],
'tmc.edu.tw': [u'Taipei Medical College'],
'ntu.edu.tw': [u'National Taiwan University'],
'ksit.edu.tw': [u'Kung Shan Institute of Technology'],
'ncpes.edu.tw': [u'National College of Physical Education and Sports'],
'ncyu.edu.tw': [u'National Chiayi University'],
'lhu.edu.tw': [u'LungHwa University of Science and Technology'],
'ntnu.edu.tw': [u'National Taiwan Normal University'],
'nchu.edu.tw': [u'National Chung Hsing University, Taichung'],
'nia.edu.tw': [u'National Institute of the Arts'],
'kuas.edu.tw': [u'National Kaohsiung University of Applied Sciences'],
'thu.edu.tw': [u'Tunghai University'],
'ntcpe.edu.tw': [u'National Taiwan College of Physical Education and Sports'],
'nhctc.edu.tw': [u'National Hsin-Chu Teachers College'],
'ntttc.edu.tw': [u'National Taitung Teachers College'],
'nknu.edu.tw': [u'National Kaohsiung Normal University'],
'nthu.edu.tw': [u'National Tsinghua University'],
'ccu.edu.tw': [u'National Chung Cheng University'],
'nkfu.edu.tw': [u'National Kaohsiung First University of Science and Technology'],
'nchulc.edu.tw': [u'National Chung Hsing University, Taipei'],
'nhltc.edu.tw': [u'National Hualien Teachers College'],
'ntust.edu.tw': [u'National Taiwan University of Science and Technology'],
'scc.edu.tw': [u'Shih Chien University'],
'cku.edu.tw': [u'Ching Kuo Institue of Management & Health'],
'mcu.edu.tw': [u'Ming Chuan University'],
'cycu.edu.tw': [u'Chung Yuan Christian University'],
'nsysu.edu.tw': [u'National Sun Yat-Sen University'],
'ncu.edu.tw': [u'National Central University'],
'scu.edu.tw': [u'Soochow University'],
'ncnu.edu.tw': [u'National Chi Nan University'],
'isu.edu.tw': [u'I-Shou University'],
'ym.edu.tw': [u'National Yang Ming Medical College'],
'nfu.edu.tw': [u'National Formosa University'],
'hfu.edu.tw': [u'Huafan University'],
'tpec.edu.tw': [u'Taipei Physical Education College'],
'yzu.edu.tw': [u'Yuan Ze University'],
'ntou.edu.tw': [u'National Taiwan Ocean University'],
'ttit.edu.tw': [u'Tatung Institute of Technology'],
'stut.edu.tw': [u'Southern Taiwan University of Technology'],
'hcu.edu.tw': [u'Hsuan Chuang University'],
'ntcn.edu.tw': [u'National Taipei College of Nursing'],
'ntpu.edu.tw': [u'National Taipei University'],
'nccu.edu.tw': [u'National Chengchi University'],
'ncue.edu.tw': [u'National Changhua University of Education'],
'nou.edu.tw': [u'National Open University'],
'cju.edu.tw': [u'Chang Jung University'],
'ntut.edu.tw': [u'National Taipei University of Technology'],
'ouk.edu.tw': [u'Kaohsuing Open University'],
'niu.edu.tw': [u'National Ilan University'],
'tku.edu.tw': [u'Tamkang University'],
'chu.edu.tw': [u'Chung Hua University'],
'ntctc.edu.tw': [u'National Taichung Teachers College'],
'jgu.edu.ly': [u'Al-Jabal Al-Gharbi University'],
'camhi.edu.ly': [u'Civil Aviation and Meteorology Higher Institute'],
'hoon-institute.edu.ly': [u'Higher Institute for Engineering Science'],
'alfateh.edu.ly': [u'Al-Fateh University'],
'7aprilu.edu.ly': [u'Seventh of April University'],
'limu.edu.ly': [u'Libyan International Medical University (LIMU)'],
'omu.edu.ly': [u'Omar Al-Mukhtar University'],
'asmarya.edu.ly': [u'Asmarya University for Islamic Studies'],
'aums.edu.ly': [u'Alfatah University for Medical Science'],
'altahadi.edu.ly': [u'Al-Tahadi University'],
'amu.edu.ly': [u'Arab Medical University'],
'hiitengila.edu.ly': [u'Higher Institute of Industrial Technology'],
'alacademia.edu.ly': [u'Academy of Graduate Studies'],
'7ou.edu.ly': [u'7th October Misurata University'],
'sebhau.edu.ly': [u'Sebha University'],
'hieb.edu.ly': [u'Higher Institute of Electronics Bani-Walid'],
'elmergib.edu.ly': [u'Elmergib University'],
'unizh.ch': [u'University of Zürich'],
'usz.ch': [u'University Hospital Zürich'],
'zhaw.ch': [u'Zurich University of Applied Sciences'],
'gbs-ge.ch': [u'Geneva Business School'],
'phzh.ch': [u'Pädagogische Hochschule Zürich (Zurich School of Education)'],
'unifr.ch': [u'University of Fribourg'],
'uniludes.ch': [u'Libera Università degli Studi di Scienze Umane e Tecnologiche'],
'he-arc.ch': [u'Haute Ecole Arc'],
'unige.ch': [u'University of Geneva'],
'epfl.ch': [u'Swiss Federal Institute of Technology, Lausanne'],
'unibe.ch': [u'University of Berne'],
'fh-aargau.ch': [u'University of Applied Sciences Aargau'],
'hgkz.ch': [u'Hochschule für Gestaltung und Kunst Zürich'],
'unil.ch': [u'University of Lausanne'],
'ehl.ch': [u'Lausanne Hotel School (EHL)'],
'lrguas.ch': [u'Les Roches Gruyère University of Applied Sciences'],
'fhnw.ch': [u'University of Applied Sciences and Arts Northwestern Switzerland'],
'heig-vd.ch': [u'The School of Engineering and Business Vaud'],
'fh-htachur.ch': [u'University of Applied Sciences Chur'],
'webster.ch': [u'Webster University Geneva'],
'swissmc.ch': [u'Swiss Management Center'],
'unibas.ch': [u'University of Basel'],
'unisg.ch': [u'University of St. Gallen'],
'ini.ch': [u'Institute of Neuroinformatics'],
'iun.ch': [u'International University in Geneva'],
'ntb.ch': [u'NTB Interstate University of Applied Sciences of Technology'],
'bfh.ch': [u'Bern University of Applied Sciences'],
'ffhs.ch': [u'Fernfachhochschule Switzerland'],
'zhwin.ch': [u'Zurich University of Applied Sciences Winterthur'],
'bhms.ch': [u'Business and Hotel Management School'],
'hesge.ch': [u'University of Applied Sciences (HES-SO)'],
'fhso.ch': [u'University of Applied Sciences Solothurn Northwestern Switzerland'],
'hsr.ch': [u'University of Applied Sciences Rapperswil'],
'cern.ch': [u'European Organization for Nuclear Research'],
'unine.ch': [u'University of Neuchatel'],
'unilu.ch': [u'University of Lucerne'],
'hslu.ch': [u'Lucerne University of Applied Sciences and Arts'],
'uzh.ch': [u'University of Zurich'],
'dct.ch': [u'DCT International Hotel & Business Management School'],
'unisi.ch': [u'University of the Italian-speaking Part of Switzerland'],
'gsba.ch': [u'Graduate School of Business Administration Zurich (GSBA Zurich)'],
'fhbb.ch': [u'University of Applied Sciences Basel (FHBB )'],
'ethz.ch': [u'Swiss Federal Institute of Technology, Zurich'],
'bsl-lausanne.ch': [u'Business School Lausanne (BSL)'],
'victoria-uni.ch': [u'Victoria University'],
'academy.sumy.ua': [u'Ukrainian Academy of Banking'],
'sau.sumy.ua': [u'Sumy National Agrarian University'],
'prz.rzeszow.pl': [u'Technical University of Rzeszow'],
'wsiz.rzeszow.pl': [u'University of Information Technology and Management in Rzeszow'],
'univ.rzeszow.pl': [u'Pedagogical University of Rzeszow'],
'uokerbala.edu.iq': [u'Kerbala University'],
'uokirkuk.edu.iq': [u'University of Kirkuk'],
'qadissuni.edu.iq': [u'University of Al-Qadisiyah'],
'uodiyala.edu.iq': [u'Diyala University'],
'auis.edu.iq': [u'American University of Iraq, Sulaimani (Kurdistan Region)'],
'uomisan.edu.iq': [u'Misan University'],
'uowasit.edu.iq': [u'University of Wassit'],
'uotechnology.edu.iq': [u'University of Technology - Iraq'],
'uob.edu.iq': [u'University of Baghdad'],
'uobasrah.edu.iq': [u'University of Basrah'],
'uomustansiriyah.edu.iq': [u'University of Mustansiriyah'],
'uoanbar.edu.iq': [u'University of Anbar'],
'tikrituniversity.edu.iq': [u'Tikrit University'],
'uobabylon.edu.iq': [u'Uinversity of Babylon'],
'uokufa.edu.iq': [u'University of Kufa'],
'uomosul.edu.iq': [u'University of Mosul'],
'muc.edu.iq': [u'Mansour University College'],
'nahrainuniv.edu.iq': [u'Al Nahrain University'],
'iust.edu.sy': [u'International University for Science & Technology'],
'alepuniv.edu.sy': [u'University of Aleppo'],
'tishreen.edu.sy': [u'Tishreen University'],
'albaath-univ.edu.sy': [u'Al-Baath University'],
'uok.edu.sy': [u'University of Kalamoon'],
'siust.edu.sy': [u'Syrian International Private University for Science & Technology'],
'must.edu.sy': [u'Mamoun Private University for Science and Technology'],
'ypu.edu.sy': [u'Yarmouk Private University'],
'damascusuniversity.edu.sy': [u'Damascus University'],
'wiu.edu.sy': [u'Wadi International University'],
'hiba.edu.sy': [u'Higher Institute of Business Administration'],
'usm.md': [u'Moldova State University'],
'uccm.md': [u'Moldova Cooperative Trade University'],
'kdu.md': [u'Comrat State University'],
'moldnet.md': [u'Pedagogical State University Ion Creanga'],
'usam.md': [u'University of Applied Sciences of Moldova'],
'ulim.md': [u'Free International University of Moldova'],
'usmf.md': [u'Moldova State University of Medicine and Pharmacy N. Testemitsanu'],
'ase.md': [u'Academy of Economic Studies of Moldova'],
'ust.md': [u'Tiraspol State University'],
'uasm.md': [u'Moldova State Agricultural University'],
'usb.md': [u'Balti State University Alecu Russo'],
'utm.md': [u'Moldova Technical University'],
'kneu.kiev.ua': [u'Kiev National Economic University'],
'btsau.kiev.ua': [u'Bila Cerkva State Agrarian University'],
'usuft.kiev.ua': [u'National University of Food Technologies'],
'ukma.kiev.ua': [u'National University of Kiev-Mohyla Academy'],
'nauu.kiev.ua': [u'National Agricultural University'],
'univ.kiev.ua': [u'National Taras Shevchenko University of Kiev'],
'uwimona.edu.jm': [u'University of the West Indies, Mona'],
'utech.edu.jm': [u'University of Technology Jamaica'],
'ncu.edu.jm': [u'Northern Caribbean University'],
'tstu.tver.ru': [u'Tver State Technical University'],
'isae.ac.rw': [u'Higher Institute of Agriculture and Animal Husbandry'],
'kie.ac.rw': [u'Kigali Institute of Education'],
'auca.ac.rw': [u'Adventist University of Central Africa'],
'uck.ac.rw': [u'Kabgayi Catholic University'],
'nur.ac.rw': [u'National University of Rwanda'],
'khi.ac.rw': [u'Kigali Health Institute'],
'umutarapolytech.ac.rw': [u'Umutara Polytechnic'],
'kist.ac.rw': [u'Kigali Institute of Science & Technology'],
'ulk.ac.rw': [u'Kigali Independent University'],
'sfb.ac.rw': [u'School of Finance and Banking'],
'www.ucv.ve': [u'Universidad Central de Venezuela'],
'kingsu.ab.ca': [u'King\'s University College'],
'augustana.ab.ca': [u'Augustana University College'],
'concordia.ab.ca': [u'Concordia University College of Alberta'],
'mtroyal.ab.ca': [u'Mount Royal College'],
'www.unbi.ba': [u'University of Bihac'],
'kstuca.kharkov.ua': [u'Kharkiv State Technical University of Construction and Architecture'],
'ksmu.kharkov.ua': [u'Kharkiv State Medical University'],
'kpi.kharkov.ua': [u'National Technical University (Kharkiv Polytechnical Institute)'],
'khadi.kharkov.ua': [u'Kharkiv State Transport Technical University'],
'kture.kharkov.ua': [u'Kharkiv National University of Radio Electronics'],
'univer.kharkov.ua': [u'Kharkiv National University'],
'ukrfa.kharkov.ua': [u'Ukrainian Academy of Pharmacy'],
'uni.udm.ru': [u'Udmurt State University'],
'ieeu.udm.ru': [u'International East-European University'],
'aau.edu.et': [u'Addis Ababa University'],
'jju.edu.et': [u'Jigjiga University'],
'ju.edu.et': [u'Jimma University'],
'hu.edu.et': [u'Hawassa University'],
'uog.edu.et': [u'Gondar University'],
'bdu.edu.et': [u'Bahir Dar University'],
'haramaya.edu.et': [u'Haramaya University'],
'wuni.edu.et': [u'Wollega University'],
'ambou.edu.et': [u'Ambo University'],
'amu.edu.et': [u'Arba Minch University'],
'mu.edu.et': [u'Mekelle University'],
'dillauniversity.edu.et': [u'Dilla University'],
'krsu.edu.kg': [u'Kyrgyz Russian Slavic University'],
'kspu.edu.kg': [u'Arabaev Kyrgyz State Pedagogical University'],
'ami.edu.kg': [u'Asian Medical Institute'],
'iaau.edu.kg': [u'International Ataturk Alatoo University'],
'ksnu.edu.kg': [u'Kyrgyz State National University'],
'unah.edu.hn': [u'Universidad Nacional Autónoma de Honduras'],
'usps.edu.hn': [u'Universidad de San Pedro Sula'],
'upnfm.edu.hn': [u'Universidad Pedagógica Nacional Francisco Morazán'],
'unimetro.edu.hn': [u'Universidad Metropolitana de Honduras'],
'ujcv.edu.hn': [u'Universidad José Cecilio del Valle'],
'um.edu.uy': [u'Universidad de Montevideo'],
'claeh.edu.uy': [u'Insituto Universitario - Centro Latinoamericano de Economia Humana - IU Claeh'],
'rau.edu.uy': [u'Universidad de la República'],
'ei.edu.uy': [u'Universitario Autonomo del Sur'],
'ort.edu.uy': [u'Universidad ORT Uruguay'],
'ucu.edu.uy': [u'Universidad Católica del Uruguay'],
'ude.edu.uy': [u'Universidad de la Empresa (UDE)'],
'ntu.edu.sg': [u'Nanyang Technological University'],
'sim.edu.sg': [u'Singapore Institute of Management (SIM)'],
'smu.edu.sg': [u'Singapore Management University'],
'aventis.edu.sg': [u'Aventis School of Management'],
'nus.edu.sg': [u'National University of Singapore'],
'nus.edu': [u'National University of Singapore'],
'edu.gy': [u'University of Guyana'],
'adenuniversity.edu.ye': [u'University of Aden'],
'hust.edu.ye': [u'Hadhramout University of Science and Technology'],
'hoduniv.edu.ye': [u'Hodeidah University'],
'eman-univ.edu.ye': [u'Al-Eman University'],
'su.edu.ye': [u'Sana\'a University'],
'queenarwauniversity.edu.ye': [u'Queen Arwa University'],
'royalroads.ca': [u'Royal Roads University'],
'ustpaul.ca': [u'St. Paul University'],
'umoncton.ca': [u'University of Moncton'],
'capilanou.ca': [u'Capilano University'],
'uoit.ca': [u'University of Ontario Institute of Technology'],
'twu.ca': [u'Trinity Western University'],
'uqac.ca': [u'Université du Québec à Chicoutimi'],
'mun.ca': [u'Memorial University of Newfoundland'],
'questu.ca': [u'Quest University'],
'nait.ca': [u'Northern Alberta Institute of Technology'],
'unb.ca': [u'University of New Brunswick'],
'nscc.ca': [u'Nova Scotia Community College'],
'queensu.ca': [u'Queen\'s University'],
'centennialcollege.ca': [u'Centennial College'],
'ulaval.ca': [u'Université Laval'],
'uqo.ca': [u'Université du Québec en Outaouais'],
'humbermail.ca': [u'Humber College'],
'mcgill.ca': [u'McGill University'],
'columbiacollege.ca': [u'Columbia College'],
'trentu.ca': [u'Trent University'],
'ubc.ca': [u'Sauder School of Business', u'University of British Columbia'],
'mcmaster.ca': [u'McMaster University'],
'unbc.ca': [u'University of Northern British Columbia'],
'ucalgary.ca': [u'University of Calgary'],
'mohawkcollege.ca': [u'Mohawk College'],
'uqtr.ca': [u'Université du Québec à Trois-Rivières'],
'vcc.ca': [u'Vancouver Community College'],
'laurentian.ca': [u'Laurentian University of Sudbury'],
'myseneca.ca': [u'Seneca College'],
'hec.ca': [u'École des Hautes Études Commerciales'],
'cuslm.ca': [u'University of Moncton, Edmundston'],
'stthomasu.ca': [u'St. Thomas University'],
'carleton.ca': [u'Carleton University'],
'uottawa.ca': [u'University of Ottawa'],
'bcit.ca': [u'British Columbia Institute of Technology'],
'lakeheadu.ca': [u'Lakehead University'],
'umontreal.ca': [u'Université de Montréal'],
'dal.ca': [u'Dalhousie University'],
'brocku.ca': [u'Brock University'],
'uwo.ca': [u'University of Western Ontario', u'Brescia College', u'King\'s College'],
'rmc.ca': [u'Royal Military College of Canada'],
'etsmtl.ca': [u'École de technologie supérieure, Université du Québec'],
'brandonu.ca': [u'Brandon University'],
'uwinnipeg.ca': [u'University of Winnipeg'],
'bcou.ca': [u'British Columbia Open University'],
'sfu.ca': [u'Simon Fraser University'],
'ualberta.ca': [u'University of Alberta'],
'uwindsor.ca': [u'University of Windsor'],
'redeemer.ca': [u'Redeemer College'],
'boothcollege.ca': [u'William and Catherine Booth College'],
'uquebec.ca': [u'Université du Québec à Trois-Rivières', u'University of Québec', u'Université du Québec à Rimouski', u'École nationale d\'administration publique, Université du Québec', u'Université du Québec en Abitibi-Témiscamingue', u'Institut National de la Recherche Scientifique, Université du Québec', u'Télé-université, Université du Québec'],
'cus.ca': [u'University of Moncton, Shippagan'],
'ccbc.ca': [u'Canadian College of Business & Computers'],
'uleth.ca': [u'University of Lethbridge'],
'polymtl.ca': [u'École Polytechnique de Montréal, Université de Montréal'],
'uqam.ca': [u'Université du Québec à Montréal'],
'universitycanadawest.ca': [u'University Canada West'],
'ryerson.ca': [u'Ryerson Polytechnic University'],
'utoronto.ca': [u'University of Toronto'],
'unbsj.ca': [u'University of New Brunswick, Saint John'],
'firstnationsuniversity.ca': [u'First Nations University of Canada'],
'tru.ca': [u'Thompson Rivers University'],
'mta.ca': [u'Mount Allison University'],
'ufv.ca': [u'University of the Fraser Valley'],
'concordia.ca': [u'Concordia University'],
'liveconcordia.onmicrosoft.com': [u'Concordia University'],
'stfx.ca': [u'St. Francis Xavier University'],
'sait.ca': [u'Southern Alberta Institute of Technology'],
'usherbrooke.ca': [u'Université de Sherbrooke'],
'athabascau.ca': [u'Athabasca University'],
'upei.ca': [u'University of Prince Edward Island'],
'acadiau.ca': [u'Acadia University'],
'uvic.ca': [u'University of Victoria'],
'uregina.ca': [u'University of Regina', u'Campion College'],
'umanitoba.ca': [u'University of Manitoba'],
'wlu.ca': [u'Wilfrid Laurier University'],
'uwaterloo.ca': [u'University of Waterloo'],
'bowvalleycollege.ca': [u'Bow Valley College'],
'rrc.ca': [u'Red River College'],
'ocad.ca': [u'Ontario College of Art and Design'],
'assumptionu.ca': [u'Assumption University'],
'inrs.ca': [u'Institut Armand-Frappier, Université du Québec'],
'picollege.ca': [u'Pacific International College'],
'nipissingu.ca': [u'Nipissing University'],
'devry.ca': [u'DeVry Institute of Technology'],
'usherb.ca': [u'Université de Sherbrooke'],
'ecuad.ca': [u'Emily Carr University of Art and Design'],
'ubishops.ca': [u'Bishop\'s University'],
'msvu.ca': [u'Mount Saint Vincent University'],
'yorku.ca': [u'York University'],
'usask.ca': [u'University of Saskatchewan'],
'stmarys.ca': [u'St. Mary\'s University'],
'uoguelph.ca': [u'University of Guelph'],
'wsz-pou.edu.pl': [u'Polish Open University in Warsaw (WSZ/POU)'],
'wsms.edu.pl': [u'Academy of International Economic and Political Relations, Gdynia'],
'amb.edu.pl': [u'Medical Academy in Bialystok'],
'wsh.edu.pl': [u'Aleksander Gieysztor School of Humanities in Pultusk'],
'eas.edu.pl': [u'European Academy of Arts in Warsaw'],
'wsfiz.edu.pl': [u'University of Finance and Management in Bialystok'],
'ksw.edu.pl': [u'Andrzej Frycz Modrzewski Cracow College'],
'swps.edu.pl': [u'Warsaw School of Social Psychology'],
'amwaw.edu.pl': [u'Medical Academy in Warszawa'],
'pjwstk.edu.pl': [u'Polish-Japanese Institute of Information Technology in Warsaw'],
'zut.edu.pl': [u'Zachodniopomorska School of Science and Engineering'],
'wszim.edu.pl': [u'University of Management and Marketing'],
'uw.edu.pl': [u'University of Warsaw'],
'utp.edu.pl': [u'University of Technology and Life Sciences'],
'aspkat.edu.pl': [u'Fine Arts Academy in Katowice'],
'uksw.edu.pl': [u'Cardinal Stefan Wyszynski University in Warsaw'],
'uj.edu.pl': [u'Jagiellonian University Cracow'],
'agh.edu.pl': [u'AGH University of Science and Technology'],
'wsptwpwaw.edu.pl': [u'Pedagogical University of the Polish Association for Adult Education in Warsaw'],
'awf.edu.pl': [u'Physical Education Academy Jozef Pilsudski in Warsaw'],
'wspiz.edu.pl': [u'Leon Kozminski Academy of Entrepreneurship and Mangement', u'Leon Kozminski Academy of Entrepreneurship and Mangement in Warsaw'],
'pk.edu.pl': [u'Technical University of Cracow'],
'collegium.edu.pl': [u'Collegium Civitas'],
'wsinf.edu.pl': [u'College of Computer Science in Lodz'],
'ap.edu.pl': [u'Polonia University in Czêstochowa'],
'pw.edu.pl': [u'Technical University of Warsaw'],
'wsisiz.edu.pl': [u'Warsaw School of Information Technology'],
'uwm.edu.pl': [u'University of Wamia and Masuria in Olsztyn'],
'wship.edu.pl': [u'Ryszard Lazarski University of Commerce and Law in Warsaw'],
'at.edu.pl': [u'Aleksander Zelwerowicz State Theatre Academy'],
'tyszkiewicz.edu.pl': [u'Józef Tyszkiewicz College of Business and Computer Science in Bielsko-Biala'],
'amu.edu.pl': [u'Adam Mickiewicz University of Poznan'],
'us.edu.pl': [u'University of Silesia'],
'puls.edu.pl': [u'Poznan University of Life Sciences'],
'ahe.edu.pl': [u'Academy of Humanities and Economics in Lodz'],
'ub.edu.pl': [u'University of Bialystok'],
'chopin.edu.pl': [u'Music Academy Fryderyk Chopin in Warszaw'],
'wsb-nlu.edu.pl': [u'Higher School o Business/National Louis University(WSB/NLU) in Nowy Sacz'],
'sevntu.com.ua': [u'Sevastopol National Technical University'],
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'ifg.com.pl': [u'French Institute of Management'],
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'koszalin.pl': [u'Technical University of Koszalin'],
'polsl.pl': [u'Silesian University of Technology'],
'wsz.pl': [u'Gdansk Management College'],
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'gwsh.pl': [u'Katowice School of Economics'],
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'tarnow.pl': [u'Higher School o Business in Tarnow'],
'torun.pl': [u'Nicolaus Copernicus University of Torun'],
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'cuet.ac.bd': [u'Chittagong University of Engineering and Technology (CUET)'],
'sec.ac.bd': [u'Sylhet Engineering College'],
'duet.ac.bd': [u'Dhaka University of Engineering and Technology'],
'mbstu.ac.bd': [u'Mawlana Bhashani Science And Technology University'],
'ku.ac.bd': [u'Khulna University'],
'iiuc.ac.bd': [u'International Islamic University Chittagong(IIUC)', u'International Islamic University Chittagong'],
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'ruet.ac.bd': [u'Rajshahi University of Engineering And Technology'],
'thepub.ac.bd': [u'People\'s University of Bangladesh'],
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'ru.ac.bd': [u'University of Rajshahi'],
'seu.ac.bd': [u'Southeast University'],
'brur.ac.bd': [u'Begum Rokeya University, Rangpur'],
'cou.ac.bd': [u'Comilla University'],
'kuet.ac.bd': [u'Khulna University of Engineering And Technology'],
'lus.ac.bd': [u'Leading University'],
'pust.ac.bd': [u'Pabna University of Science And Technology'],
'nub.ac.bd': [u'Northern University Bangladesh'],
'pstu.ac.bd': [u'Patuakhali Science and Technology University'],
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'ucentral.edu.ec': [u'Universidad Central del Ecuador'],
'ucsg.edu.ec': [u'Universidad Católica de Santiago de Guayaquil'],
'utn.edu.ec': [u'Universidad Técnica del Norte'],
'brookdale.edu.ec': [u'Brookdale Community College'],
'utelvt.edu.ec': [u'Universidad Técnica de Esmeraldas Luis Vargas Torres'],
'utb.edu.ec': [u'Universidad Técnica de Babahoyo'],
'uasb.edu.ec': [u'Universidad Andina Simón Bolívar'],
'indoamerica.edu.ec': [u'Universidad Tecnológica Indoamérica'],
'ug.edu.ec': [u'Universidad de Guayaquil'],
'usfq.edu.ec': [u'Universidad San Francisco de Quito'],
'epn.edu.ec': [u'Escuela Politécnica Nacional'],
'uteq.edu.ec': [u'Universidad Técnica Estatal de Quevedo'],
'ucacue.edu.ec': [u'Universidad Católica de Cuenca'],
'utc.edu.ec': [u'Universidad Técnica de Cotopaxi'],
'ucaazo.edu.ec': [u'Universidad Catolica de Azogues'],
'uleam.edu.ec': [u'Universidad Laica Eloy Alfaro de Manabi'],
'unl.edu.ec': [u'Universidad Nacional de Loja'],
'utpl.edu.ec': [u'Universidad Técnica Particular de Loja'],
'espol.edu.ec': [u'Escuela Superior Politécnica del Litoral'],
'ups.edu.ec': [u'Universidad Politécnica Salesiana'],
'espe.edu.ec': [u'Escuela Politécnica del Ejercito'],
'uct.edu.ec': [u'Universidad de Especialidades Turísticas'],
'unach.edu.ec': [u'Universidad Nacional de Chimborazo'],
'uagraria.edu.ec': [u'Universidad Agraria del Ecuador'],
'uees.edu.ec': [u'Universidad de Especialidades del Espíritu Santo'],
'casagrande.edu.ec': [u'Universidad Casa Grande'],
'ute.edu.ec': [u'Universidad Tecnológica Equinoccial'],
'uta.edu.ec': [u'Universidad Técnica de Ambato'],
'ucuenca.edu.ec': [u'Universidad de Cuenca'],
'uazuay.edu.ec': [u'Universidad del Azuay'],
'utmachala.edu.ec': [u'Universidad Técnica de Machala'],
'unita.edu.ec': [u'Universidad Tecnológica América'],
'utsam.edu.ec': [u'Universidad Tecnológica San Antonio de Machala'],
'internacional.edu.ec': [u'Universidad Internacional del Ecuador'],
'utm.edu.ec': [u'Universidad Técnica de Manabí'],
'puce.edu.ec': [u'Pontificia Universidad Católica del Ecuador'],
'upacifico.edu.ec': [u'Universidad del Pacifico'],
'floret.edu.pa': [u'Floret Global University'],
'viu.edu.pa': [u'Victoria International University'],
'ednet.ns.ca': [u'St. Anne University'],
'ukings.ns.ca': [u'University of King\'s College'],
'uccb.ns.ca': [u'University College of Cape Breton'],
'nsac.ns.ca': [u'Nova Scotia Agricultural College'],
'nscad.ns.ca': [u'Nova Scotia College of Art and Design'],
'usin.edu.sv': [u'Universidad Isaac Newton'],
'upan.edu.sv': [u'Universidad Panamericana de San Salvador'],
'cdb.edu.sv': [u'Universidad Don Bosco'],
'utec.edu.sv': [u'Universidad Tecnológica de El Salvador'],
'ujmd.edu.sv': [u'Universidad Dr. Jose Matias Delgado'],
'usam.edu.sv': [u'Universidad Salvadorena Alberto Masferrer'],
'ugb.edu.sv': [u'Universidad Capitain General Gerardo Barrios'],
'unab.edu.sv': [u'Universidad Dr. Andreas Bello'],
'unssa.edu.sv': [u'Universidad Nueva San Salvador'],
'ufg.edu.sv': [u'Universidad Francisco Gavidia'],
'ucad.edu.sv': [u'Universidad Cristiana de las Asambleas de Dios'],
'utla.edu.sv': [u'Universidad Técnica Latinoamericana'],
'uma.edu.sv': [u'Universidad Modular Abierta'],
'uae.edu.sv': [u'Universidad Albert Einstein'],
'usonsonate.edu.sv': [u'Universidad de Sonsonate'],
'upes.edu.sv': [u'Universidad Politécnica de El Salvador'],
'uca.edu.sv': [u'Universidad Centroamericana José Simeón Canas'],
'uees.edu.sv': [u'Universidad Evangélica de El Salvador'],
'ues.edu.sv': [u'Universidad de El Salvador'],
'unico.edu.sv': [u'Universidad Católica de Occidente'],
'univo.edu.sv': [u'Universidad de Oriente'],
'unasa.edu.sv': [u'Universidad Autónoma de Santa Ana'],
'umoar.edu.sv': [u'Universidad Monsenor Oscar Arnulfo Romeo'],
'usat.ms': [u'University of Science, Arts and Technology'],
'ul.edu.lb': [u'Lebanese University'],
'mut.edu.lb': [u'Al-Manar University'],
'usj.edu.lb': [u'St. Joseph University Beirut'],
'ndu.edu.lb': [u'Notre Dame University'],
'lau.edu.lb': [u'Lebanese American University'],
'theonest.edu.lb': [u'Near East School of Theology'],
'matnu.edu.lb': [u'Matn University'],
'aul.edu.lb': [u'Arts, Sciences and Technology University'],
'hu.edu.lb': [u'Business & Computer University College'],
'gu.edu.lb': [u'Global University'],
'haigazian.edu.lb': [u'Haigazian University'],
'cut.edu.lb': [u'Centre Universitaire de Technologie'],
'aub.edu.lb': [u'American University of Beirut'],
'arabou-lb.edu.lb': [u'Arab Open University'],
'bau.edu.lb': [u'Beirut Arab University'],
'aust.edu.lb': [u'American University of Science and Technology'],
'balamand.edu.lb': [u'Balamand University'],
'liu.edu.lb': [u'Lebanese International University'],
'jinan.edu.lb': [u'Jinan University'],
'hariricanadian.edu.lb': [u'Hariri Canadian University'],
'usek.edu.lb': [u'Holy Spirit University of Kaslik'],
'ngha.med.sa': [u'College of Nursing and Allied Health Scinces'],
'sabi.eu.com': [u'Scandinavian Art and Business Institute'],
'uod.ac': [u'University of Dohuk (Kurdistan Region)'],
'halifaxuni.ac': [u'University of Halifax, Birmingham Campus'],
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'lcst.ac': [u'London College of Science & Technology'],
'ukh.ac': [u'University of Kurdistan - Hawler'],
'bca.bw': [u'Botswana College of Agriculture'],
'ub.bw': [u'University of Botswana'],
'ul.ac.za': [u'University of Limpopo'],
'wsu.ac.za': [u'Walter Sisulu University for Technology and Science'],
'nmmu.ac.za': [u'Nelson Mandela Metropolitan University'],
'univen.ac.za': [u'University of Venda'],
'cput.ac.za': [u'Cape Peninsula University of Technology'],
'uzulu.ac.za': [u'University of Zululand'],
'uj.ac.za': [u'University of Johannesburg'],
'uwc.ac.za': [u'University of the Western Cape'],
'vut.ac.za': [u'Vaal University of Technology'],
'uniwest.ac.za': [u'University of North West'],
'up.ac.za': [u'University of Pretoria'],
'cut.ac.za': [u'Central University of Technology, Free State'],
'uct.ac.za': [u'University of Cape Town'],
'unisa.ac.za': [u'University of South Africa'],
'ru.ac.za': [u'Rhodes University'],
'sun.ac.za': [u'University of Stellenbosch'],
'wits.ac.za': [u'University of Witwatersrand'],
'ukzn.ac.za': [u'University of KwaZulu-Natal'],
'dit.ac.za': [u'Durban Institute of Technology'],
'tut.ac.za': [u'Tshwane University of Technology'],
'ufh.ac.za': [u'University of Fort Hare'],
'uovs.ac.za': [u'University of the Free State'],
'sakhgu.sakhalin.ru': [u'Sakhalin State University'],
'uod.edu.do': [u'Universidad Odontológica Dominicana'],
'udoym.edu.do': [u'Universidad Dominicana O&M'],
'unica.edu.do': [u'Universidad Interamericana'],
'unphu.edu.do': [u'Universidad Nacional Pedro Henríquez Ureña'],
'ucne.edu.do': [u'Universidad Católica Nordestana'],
'unev-rd.edu.do': [u'Universidad Nacional Evangélica'],
'ufhec.edu.do': [u'Universidad Ulises Francisco Espaillat', u'Universidad Federico Henríquez y Carvajal'],
'unibe.edu.do': [u'Universidad Iberoamericana'],
'icda.edu.do': [u'Universidad Dominico-Americana'],
'uapa.edu.do': [u'Universidad Abierta Para Adultos'],
'uniremhos.edu.do': [u'Universidad Eugenio Maria de Hostos'],
'unapec.edu.do': [u'Universidad APEC'],
'uasd.edu.do': [u'Universidad Autónoma de Santo Domingo'],
'uafam.edu.do': [u'Universidad Agroforestal Fernando A.Meriño'],
'unad.edu.do': [u'Universidad Adventista Dominicana'],
'uce.edu.do': [u'Universidad Central del Este'],
'utesur.edu.do': [u'Universidad Tecnológica del Sur'],
'ucsd.edu.do': [u'Universidad Católica de Santo Domingo'],
'ucateci.edu.do': [u'Universidad Católica Tecnológica del Cibao'],
'unicaribe.edu.do': [u'Universidad del Caribe'],
'ute.edu.do': [u'Universidad de la Tercera Edad'],
'unefa.edu.do': [u'Universidad Experimental Felix Adam'],
'pucmm.edu.do': [u'Universidad Católica Madre y Maestra', u'Pontificia Universidad Católica Madre y Maestra (PUCMM)'],
'intec.edu.do': [u'Instituto Tecnológico de Santo Domingo'],
'kuniv.edu.kw': [u'Kuwait University'],
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'kmbs.edu.kw': [u'Kuwait Maastricht Business School'],
'auk.edu.kw': [u'American University of Kuwait'],
'gust.edu.kw': [u'Gulf University for Science and Technology'],
'umu.se': [u'Umea University'],
'hb.se': [u'University College of Borås'],
'ki.se': [u'Karolinska Institute Stockholm'],
'kau.se': [u'Karlstad University'],
'it-gymnasiet.se': [u'IT College Sweden'],
'nhv.se': [u'Nordic School of Public Health'],
'konstfack.se': [u'University College of Arts, Crafts and Design'],
'ltu.se': [u'Luleå University of Technology'],
'hik.se': [u'Kalmar University College'],
'bth.se': [u'Blekinge Institute of Technology'],
'lth.se': [u'Lund University'],
'miun.se': [u'Mid-Sweden University'],
'chalmers.se': [u'Chalmers University of Technology'],
'lhs.se': [u'Stockholm Institute of Education'],
'sh.se': [u'Södertörn University College'],
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'mah.se': [u'Malmö University College'],
'hig.se': [u'University College of Gävle'],
'hkr.se': [u'University College of Kristianstad'],
'gu.se': [u'Göteborg University'],
'wmu.se': [u'World Maritime University'],
'slu.se': [u'Swedish University of Agricultural Sciences'],
'oru.se': [u'Örebro University'],
'kth.se': [u'Royal lnstitute of Technology'],
'uu.se': [u'Uppsala University'],
'hj.se': [u'Jönköping University College of Health Sciences', u'Jönköping University College'],
'du.se': [u'Dalarna University College'],
'lnu.se': [u'Linnaeus University'],
'su.se': [u'Stockholm University'],
'hhs.se': [u'Stockholm School of Economics'],
'lu.se': [u'Lund University'],
'vxu.se': [u'Växjö University'],
'liu.se': [u'Linköping University'],
'htu.se': [u'University College of Trollhättan/Uddevalla'],
'hh.se': [u'Halmstad University College'],
'his.se': [u'University College of Skövde'],
'mdh.se': [u'Mälardalen University'],
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'aztu.az': [u'Azerbaijan Technical University'],
'jis.az': [u'Azerbaijan State Oil Academy'],
'aseu.az': [u'Azerbaijan State Economic University'],
'gsu.az': [u'Ganja State University'],
'abu.az': [u'Azerbaijan International University'],
'wsp.slupsk.pl': [u'Pedagogical University of Slupsk'],
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'uvipro.cl': [u'Universidad Tecnologica Vicente Perez Rosales'],
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'ucentral.cl': [u'Universidad Central'],
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'utem.cl': [u'Universidad Tecnológica Metropolitana'],
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'utfsm.cl': [u'Universidad Técnica Federico Santa María'],
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'tue.nl': [u'Eindhoven University of Technology'],
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'tudelft.nl': [u'Delft University of Technology'],
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'maastrichtuniversity.nl': [u'Maastricht University'],
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'uva.nl': [u'University of Amsterdam'],
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'han.nl': [u'HAN University of Applied Sciences'],
'itc.nl': [u'International Institute for Geo - Information Science and Earth Observation'],
'ru.nl': [u'Radboud University of Nijmegen'],
'hr.nl': [u'Rotterdam University'],
'hro.nl': [u'Hogeschool Rotterdam'],
'uu.nl': [u'Utrecht University'],
'rocvantwente.nl': [u'Regional Community College of Twente'],
'uvh.nl': [u'University for Humanistics (UH)'],
'ddu.nl': [u'Dutch Delta University'],
'tilburguniversity.nl': [u'Tilburg University'],
'hsleiden.nl': [u'University of Applied Sciences Leiden'],
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'ou.nl': [u'Open University of the Netherlands'],
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'ucad.sn': [u'Université Cheikh Anta Diop'],
'unida.edu.py': [u'Universidad de la Integración de las Americas (UNIDAD)'],
'ucom.edu.py': [u'Universidad Comunera'],
'une.edu.py': [u'Universidad Nacional del Este'],
'uc.edu.py': [u'Universidad Católica Nuestra Senora de la Asunción'],
'uma.edu.py': [u'Universidad Metropolitana de Asunción'],
'ucsa.edu.py': [u'Universidad del Cono Sur de las Américas'],
'uaa.edu.py': [u'Universidad Autónoma de Asunción'],
'columbia.edu.py': [u'Universidad Columbia del Paraguay'],
'upe.edu.py': [u'Universidad Privada del Este'],
'uap.edu.py': [u'Universidad Autónoma del Paraguay'],
'uninorte.edu.py': [u'Universidad del Norte'],
'uamericana.edu.py': [u'Universidad Americana'],
'kuzstu.ac.ru': [u'Kuzbass State Technical University'],
'yma.ac.ru': [u'Yaroslavl State Medical Academy'],
'uni-vologda.ac.ru': [u'Vologda State Pedagogical University'],
'stup.ac.ru': [u'Penza State Technical University'],
'ivanovo.ac.ru': [u'Ivanovo State University'],
'csu.ac.ru': [u'Cheljabinsk State University'],
'tu-chel.ac.ru': [u'Southern Ural State University'],
'novsu.ac.ru': [u'Novgorod State University'],
'pspu.ac.ru': [u'Perm State Pedagogical University'],
'mgul.ac.ru': [u'Moscow State University of Forestry Engineering'],
'vorstu.ac.ru': [u'Voronezh State Technical University'],
'vspu.ac.ru': [u'Voronezh State Pedagogical University'],
'urc.ac.ru': [u'Cheljabinsk University of Agricultural Engineering', u'Cheljabinsk State Institute of Teacher Training'],
'unn.ac.ru': [u'Nizhny Novgorod State University'],
'mpei.ac.ru': [u'Moscow Power Engineering Institute (Technical University)'],
'uniyar.ac.ru': [u'Yaroslavl State University'],
'ugatu.ac.ru': [u'Ufa State Aviation Technical University'],
'pstu.ac.ru': [u'Perm State Academy of Agriculture', u'Perm State Technical University'],
'cbu.edu.zm': [u'Copperbelt University'],
'shawnee.cc.il.us': [u'Shawnee Community College'],
'triton.cc.il.us': [u'Triton College'],
'rvc.cc.il.us': [u'Rock Valley College'],
'lc.cc.il.us': [u'Lewis & Clark Community College'],
'dacc.cc.il.us': [u'Danville Area Community College'],
'univ-toliara.mg': [u'Université de Toliary'],
'univ-toamasina.mg': [u'Université de Toamasina'],
'univ-antananarivo.mg': [u'Université d\'Antananarivo'],
'univ-fianar.mg': [u'Université de Fianarantsoa'],
'univ-antsiranana.mg': [u'Université d\'Antsiranana'],
'univ-mahajanga.mg': [u'Université de Mahajanga'],
'man.radom.pl': [u'Technical University of Radom'],
'uwichill.edu.bb': [u'University of the West Indies, Cave Hill'],
'uninet.cm': [u'Université de Yaoundé I'],
'buc.edu.om': [u'Al-Buraimi University College'],
'suc.edu.om': [u'Sur University College'],
'muscatcollege.edu.om': [u'Muscat College'],
'squ.edu.om': [u'Sultan Qaboos University'],
'majancollege.edu.om': [u'Majan University College'],
'aou.edu.om': [u'Arab Open University'],
'omancollege.edu.om': [u'Oman College Of Management & Technology'],
'soharuni.edu.om': [u'Sohar University'],
'unizwa.edu.om': [u'University of Nizwa'],
'ict.edu.om': [u'Ibra College of Technology'],
'du.edu.om': [u'Dhofar University'],
'aou.org.bh': [u'Arab Open University'],
'isave.edu.pt': [u'Instituto Superior de Saúde do Alto Ave'],
'www.unsa.ba': [u'University of Sarajevo'],
'praguecollege.cz': [u'Prague College'],
'jcu.cz': [u'University of South Bohemia'],
'vsp.cz': [u'University of Education Hradec Kralove'],
'vslib.cz': [u'Technical University of Liberec'],
'zcu.cz': [u'University of West Bohemia'],
'utb.cz': [u'Tomas Bata University in Zlin'],
'mendelu.cz': [u'Mendel University of Agriculture and Forestry'],
'famu.cz': [u'Academy of Performing Arts, Film and TV Fakulty'],
'upce.cz': [u'University of Pardubice'],
'unva.cz': [u'University of Northern Virginia, Prague Campus'],
'vse.cz': [u'University of Economics Prague'],
'vutbr.cz': [u'Brno University of Technology'],
'vsfs.cz': [u'The University of Finance and Administration'],
'czu.cz': [u'Czech University of Agriculture Prague'],
'upol.cz': [u'Palacky University'],
'vfu.cz': [u'University of Veterinary and Pharmaceutical Science'],
'unyp.cz': [u'University of New York in Prague'],
'mpu-prague.cz': [u'Prague International University'],
'cuni.cz': [u'Charles University Prague'],
'cvut.cz': [u'Czech Technical University of Prague'],
'muni.cz': [u'Masaryk University'],
'osu.cz': [u'University of Ostrava'],
'slu.cz': [u'Silesian University'],
'vsci.cz': [u'Cevro Institut College'],
'vscht.cz': [u'Prague Institute of Chemical Technology'],
'ujep.cz': [u'University of Jan Evangelista Purkyne'],
'vsb.cz': [u'Technical University of Mining and Metallurgy Ostrava'],
'tiffinprague.cz': [u'Tiffin University Prague'],
'www.uem.mz': [u'Universidade Eduardo Mondlane'],
'ttc.ryazan.ru': [u'Ryazan State Pedagogical University'],
'stamforduniversity.info': [u'Stamford University'],
'phw.info': [u'Fachhochschule Pur'],
'bcltedu.info': [u'Bangladesh College of Leather Technology'],
'usfx.info': [u'Universidad San Francisco Xavier'],
'unisilvaner.info': [u'University of Silvaner'],
'ucna.info': [u'University College of Nabi Akram'],
'hiiraanuniversity.info': [u'Hiiraan University'],
'vsma.info': [u'Voronezh State Medical Academy'],
'sgma.info': [u'Smolensk State Medical Academy'],
'hstu.info': [u'Hajee Mohammad Danesh Science and Technology University (HSTU)'],
'southern-bd.info': [u'Southern University Bangladesh'],
'untagcirebon.info': [u'Universitas 17 Agustus 1945 Cirebon'],
'uoa.edu.er': [u'University of Asmara'],
'edu.tm': [u'International Turkmen Turkish University'],
'fsm.ac.fj': [u'Fiji School of Medicine'],
'usp.ac.fj': [u'University of the South Pacific Centre', u'University of the South Pacific School of Agriculture', u'University of the South Pacific'],
'unifiji.ac.fj': [u'University of Fiji'],
'fnu.ac.fj': [u'Fiji National University'],
'nuol.edu.la': [u'National University of Laos'],
'simt.edu.la': [u'Soutsaka Institute of management and Technology'],
'ksucta.kg': [u'Kyrgyz State University of Construction, Transportation and Architecture'],
'auca.kg': [u'American University of Central Asia'],
'freenet.kg': [u'Kyrgyz Technical University', u'Jalal-Abad State University', u'Osh State University', u'Bishkek Humanities University'],
'iuk.kg': [u'International University of Kyrgyzstan'],
'manas.kg': [u'Kyrgyz Turkish Manas University'],
'ilisimatusarfik.gl': [u'University of Greenland'],
'tarena.tj': [u'Tajik National University'],
'tajagroun.tj': [u'Tajik Agrarian University'],
'tiu.tj': [u'Tajikistan International University'],
'uniswa.sz': [u'University of Swaziland'],
'ush.sd': [u'Shendi University'],
'openpolytechnic.ac.nz': [u'Open Polytechnic'],
'massey.ac.nz': [u'Massey University'],
'aut.ac.nz': [u'Auckland University of Technology'],
'vuw.ac.nz': [u'Victoria University of Wellington'],
'waikato.ac.nz': [u'University of Waikato'],
'lincoln.ac.nz': [u'Lincoln University'],
'auckland.ac.nz': [u'University of Auckland'],
'canterbury.ac.nz': [u'University of Canterbury'],
'uclive.ac.nz': [u'University of Canterbury'],
'otago.ac.nz': [u'University of Otago'],
'kubsu.ru': [u'Kuban State University'],
'msuie.ru': [u'Moscow State University of Ecological Engineering'],
'hse.ru': [u'Higher School of Economics'],
'chat.ru': [u'Moscow External University of the Humanities'],
'kalmsu.ru': [u'Kalmyk State University'],
'uni-dubna.ru': [u'Dubna International University for Nature, Society and Man'],
'kemsu.ru': [u'Kemerovo State University'],
'kcn.ru': [u'Kazan State University of Medicine'],
'indi.ru': [u'Ivanovo State Academy of Medicine'],
'sut.ru': [u'St. Petersburg State University of Telecommunication'],
'ibp-moscow.ru': [u'Institute of Business and Politics'],
'rsu.ru': [u'Rostov State University'],
'avtlg.ru': [u'Volgograd Medical Academy'],
'skolkovotech.ru': [u'Skolkovo Institute of Science and Technology'],
'gukit.ru': [u'St. Petersburg State Cinema and TV University'],
'omgau.ru': [u'Omsk State Agrarian University'],
'dvgu.ru': [u'Far Eastern State University'],
'kiu.ru': [u'Kurgan International University'],
'timacad.ru': [u'Timirjazev Moscow Academy of Agricultutre'],
'gpma.ru': [u'St. Petersburg State Pediatric Medical Academy'],
'ael.ru': [u'Khabarovsk State Academy of Economics and Law'],
'ksfei.ru': [u'Kazan State Finance and Economics Institute'],
'spbstu.ru': [u'St. Petersburg State Polytechnical University'],
'ksu.ru': [u'Kazan State University'],
'chuvsu.ru': [u'Chuvash State University'],
'conservatory.ru': [u'St. Petersburg State Conservatory'],
'usmga.ru': [u'Ural State Academy of Mining and Geology'],
'adygnet.ru': [u'Adygeja State University'],
'usfea.ru': [u'Ural State Forestry Technical Academy'],
'sgu.ru': [u'Saratov State University', u'Saratov State Medical University'],
'centro.ru': [u'Maxim Gorky Institute of Literature'],
'mrsu.ru': [u'Mordovian State University'],
'klgtu.ru': [u'Kaliningrad State Technical University'],
'sapanet.ru': [u'Siberian Academy of Public Services'],
'mgimo.ru': [u'Moscow State Institute of International Relations MFA Russia (MGIMO-University)'],
'jum.ru': [u'Jewish University in Moscow'],
'tgsha.ru': [u'Tyumen State Agricultural Academy'],
'spbtei.ru': [u'St. Petersburg Institute of Sales Management and Economics'],
'msaab.ru': [u'Moscow State Academy of Applied Biotechnology'],
'vvsu.ru': [u'Vladivostock State University of Economics'],
'stu.ru': [u'Siberian State Transport University'],
'ulstu.ru': [u'Ulyanovsk State Technical University'],
'usla.ru': [u'Ural State Academy of Law'],
'mtuci.ru': [u'Moscow Technical University of Informatics and Communication'],
'kazanconservatory.ru': [u'Kazan State Music Conservatory'],
'ssmu.ru': [u'Siberian State Medical University'],
'madi.ru': [u'Moscow State Automobile and Road Technical University'],
'ncstu.ru': [u'Stavropol State Technical University'],
'eltech.ru': [u'St. Petersburg State Electrotechnical University'],
'knastu.ru': [u'Komsomolsk-on-Amur State Technical University'],
'volsu.ru': [u'Volgograd State University'],
'nwpi.ru': [u'North-West State Technical University'],
'norna.ru': [u'Moscow State University of Civil Engineering'],
'tpu.ru': [u'Tomsk Polytechnic University'],
'ssau.ru': [u'Samara State Aerospace University'],
'sstu-edu.ru': [u'Saratov State Technical University'],
'bsaa.ru': [u'Belgorod State Agricultural Academy'],
'amursu.ru': [u'Amur State University'],
'ame.ru': [u'Academy of Management and Entrepreneurship'],
'istu.ru': [u'Izhevsk State Technical University'],
'vlsu.ru': [u'Vladimir State University'],
'tusur.ru': [u'Tomsk State University of Control Systems and Radioelectronics'],
'asmu.ru': [u'Altai State Medical University'],
'orun.ru': [u'Oriental University'],
'omsk-osma.ru': [u'Omsk State Medicical Academy'],
'dgu.ru': [u'Dagestan State University'],
'rsmu.ru': [u'Russian State Medical University'],
'kursknet.ru': [u'Kursk State Medical University'],
'sgau.ru': [u'Saratov State Agrarian University'],
'pu.ru': [u'Saint Petersburg State University'],
'mirea.ru': [u'Moscow State Institute of Radiotechnics, Electronics and Automation (Technical University)'],
'theatrins-yar.ru': [u'Yaroslavl State Theatre Institute'],
'rea.ru': [u'Plekhanov Russian Academy of Economics'],
'tuvsu.ru': [u'Tuva State University'],
'yar.ru': [u'Yaroslavl State Pedagogical University', u'Yaroslavl International University of Business and New Technologies', u'Yaroslavl State Technical University'],
'uapa.ru': [u'Ural Academy of Public Administration'],
'vsau.ru': [u'Voronezh State Agricultural University'],
'vgafk.ru': [u'Volgograd State Academy of Physical Education'],
'tversu.ru': [u'Tver State University'],
'spbu.ru': [u'St. Petersburg State University'],
'sutd.ru': [u'St. Petersburg State University of Technology and Design'],
'engec.ru': [u'St. Petersburg State University of Engineering and Economics', u'St. Petersburg State Academy for Engineering Economics (ENGECON)'],
'tsure.ru': [u'Taganrog State University of Radioengineering'],
'ysu.ru': [u'Yakutsk State University'],
'gubkin.ru': [u'Gubkin Russian State University of Oil and Gas'],
'ttn.ru': [u'Taganrog State Pedagogical Institute'],
'kantiana.ru': [u'Immanuel Kant State University of Russia'],
'miu.ru': [u'International University of Engineering, Moscow'],
'gma.ru': [u'State Maritine Academy'],
'mgavm.ru': [u'Skrjabin Moscow State Academy of Veterinary Medicine and Biotechnology'],
'academiaga.ru': [u'St. Petersburg State University of Civil Aviation'],
'samiit.ru': [u'Samara State Academy for Railway Transportation'],
'psu.ru': [u'Perm State University'],
'kai.ru': [u'Kazan State University of Technology'],
'stankin.ru': [u'Moscow State University of Technology (Stankin)'],
'usue.ru': [u'Ural State University of Economics'],
'bstu.ru': [u'Belgorod State Technical University'],
'msu.ru': [u'Moscow State University', u'Moscow State University M.V. Lomonosov'],
'aptu.ru': [u'St. Petersburg Academic University'],
'pomorsu.ru': [u'Pomorsk State University', u'Pomor State University'],
'iet.ru': [u'Institute for the Economy in Transition'],
'ksaba.ru': [u'Kazan State Academy of Architecture and Civil Engineering'],
'miit.ru': [u'Moscow State University of Railway Transport'],
'miigaik.ru': [u'Moscow State University of Geodesy and Cartography'],
'runnet.ru': [u'Krasnoyarsk State Technical University', u'Saratov State Socio-Economic University'],
'omgups.ru': [u'Omsk State Transport University'],
'kubagro.ru': [u'Kuban State University of Agriculture'],
'smr.ru': [u'Samara State Academy of Architecture and Civil Engineering'],
'ssaa.ru': [u'Samara State Agricultural Academy'],
'sever.ru': [u'Ukhta State Technical University'],
'burnet.ru': [u'East-Siberian State Institute of Culture', u'Burjat State University'],
'mipt.ru': [u'Moscow Institute of Physics and Technology'],
'phystech.edu': [u'Moscow Institute of Physics and Technology'],
'nsc.ru': [u'Novosibirsk State Medical Academy'],
'da.ru': [u'Rostov State Medical University'],
'psma.ru': [u'Perm State Medical Academy'],
'mstuca.ru': [u'Moscow State Technical University of Civil Aviation'],
'tstu.ru': [u'Tambov State Technical University'],
'misis.ru': [u'Moscow State Institute of Steel and Alloys'],
'kubstu.ru': [u'Kuban State University of Technology'],
'gorny-ins.ru': [u'St. Petersburg State Mountain Institut'],
'vgasa.ru': [u'Volgograd State University of Architecture and Civil Engineering (VolgGASU)'],
'nstu.ru': [u'Novosibirsk State Technical University'],
'smtu.ru': [u'St. Petersburg State Marine Technical University'],
'sseu.ru': [u'Samara State University of Economics'],
'aspu.ru': [u'Astrakhan State University'],
'vspu.ru': [u'Volgograd State Pedagogical University'],
'masu.ru': [u'Magnitogorsk State University'],
'tu-bryansk.ru': [u'Brjansk State Technical University'],
'usart.ru': [u'Ural State Academy of Railway Transport'],
'kpfu.ru': [u'Kazan Federal University'],
'mirbis.ru': [u'Moscow International Higher Business School (MIRBIS)'],
'biysk.ru': [u'Biysk State Padagogical University after V.M. Shukshin'],
'isuct.ru': [u'Ivanovo State University of Chemistry and Technology'],
'uvauga.ru': [u'Ulyanovsk Higher School of Civil Aviation'],
'spbgasu.ru': [u'St. Petersburg State University of Architecture and Civil Engineering'],
'tsogu.ru': [u'Tyumen State University of Gas and Oil'],
'gasu.ru': [u'Gorno-Altaisk State University'],
'omgtu.ru': [u'Omsk State Technical University'],
'sci-nnov.ru': [u'Nizhny Novgorod State Architectural - Building University', u'Nizhny Novgorod State Technical University', u'Linguistic University of Nizhny Novgorod', u'Volga State Academy of Water Transport'],
'touro.ru': [u'Moscow University Touro'],
'sgap.ru': [u'Saratov State Academy of Law'],
'secna.ru': [u'Altai State Technical University'],
'nsu.ru': [u'Novosibirsk State University'],
'pglu.ru': [u'Pjatigorsk State Linguistic University'],
'vsu.ru': [u'Voronezh State University'],
'osu.ru': [u'Orenburg State University'],
'tltsu.ru': [u'Togliatti State University'],
'fa.ru': [u'Finance Academy'],
'kbsu.ru': [u'Kabardino-Balkarian State University'],
'gnesin-academy.ru': [u'Gnesins Russian Academy of Music'],
'isea.ru': [u'Baikal National University of Economics and Law'],
'nsmu.ru': [u'Northern State Medical University'],
'iitp.ru': [u'Institute for Information Transmission Problems'],
'ispu.ru': [u'Ivanovo State Power University'],
'psfa.ru': [u'Perm State Pharmaceutical Academy'],
'rsuh.ru': [u'Russian State University for the Humanities'],
'uven.ru': [u'Ulyanovsk State University'],
'samsmu.ru': [u'Samara State Medical University'],
'tsma.ru': [u'Tver State Medical Academy'],
'vieup.ru': [u'NGO Vladikavkaz Institute of Economics, Management, and Law'],
'astranet.ru': [u'Astrahan State Medical Academy'],
'isu.ru': [u'Irkutsk State University'],
'festu.ru': [u'Far Eastern State Technical University'],
'uscon.ru': [u'Ural State Conservatory'],
'irk.ru': [u'Irkutsk State Academy of Economics', u'Irkutsk State Technical University'],
'msuee.ru': [u'Moscow State University of Environmental Engineering'],
'bashedu.ru': [u'Bashkir State Agrarian University', u'Bashkir State Pedagogical Institute', u'Birsk State Pedagogical Institute', u'Ufa State Institute of Arts', u'Bashkir State Medical University', u'Bashkir State University', u'Sterlitamak State Pedagogical Institute'],
'spbguki.ru': [u'St. Petersburg State University of Culture and Arts'],
'usaaa.ru': [u'Ural State Academy of Architecture and Arts'],
'nosu.ru': [u'North Ossetian State University'],
'ustu.ru': [u'Ural State Technical University'],
'obninsk.ru': [u'Obninsk State Technical University for Nuclear Power Engineering'],
'uef.ru': [u'St. Petersburg State University of Economics and Finance'],
'guu.ru': [u'State University of Management'],
'tsuab.ru': [u'Tomsk State University of Architecture and Building'],
'mesi.ru': [u'Moscow State University of Economics, Statistics and Informatics'],
'asu.ru': [u'Altai State University'],
'spbuwc.ru': [u'St. Petersburg State University of Waterway Communications'],
'usu.ru': [u'Ural Gorkij State University'],
'kgpu.ru': [u'Kazan State Pedagogical University'],
'spcpa.ru': [u'St. Petersburg State Chemical Pharmaceutical Academy'],
'stavsu.ru': [u'Stavropol State University'],
'rshu.ru': [u'Russian State Hydrometeorological University'],
'mosconsv.ru': [u'Moscow P. I. Tchaikovsky Conservatory'],
'nes.ru': [u'New Economic School'],
'brstu.ru': [u'Bratsk State Technical University'],
'wsnet.ru': [u'Surgut State University'],
'esstu.ru': [u'East-Siberian State University of Technology'],
'rah.ru': [u'Russian Academy of Arts'],
'tmn.ru': [u'Tyumen State University'],
'bmstu.ru': [u'Bauman Moscow State Technical University'],
'muh.ru': [u'Modern University for the Humanities'],
'ime.ru': [u'Institute of Management and Economy'],
'suai.ru': [u'St. Petersburg State University of Aerospace Instrumentation'],
'vstu.ru': [u'Volgograd State Technical University'],
'eastsib.ru': [u'East-Siberian State University'],
'kursk-uni.ru': [u'Kursk State University'],
'khstu.ru': [u'Khabarovsk State University of Technology'],
'tsu.ru': [u'Tomsk State University'],
'mma.ru': [u'I.M. Sechenov Moscow Medical Academy'],
'msiu.ru': [u'Moscow State Industrial University'],
'ifmo.ru': [u'St. Petersburg State University of Information Technologies, Mechanics and Optics'],
'kamgu.ru': [u'Kamchatka State University Vitus Bering'],
'agtu.ru': [u'Arhangelsk State Technical University'],
'ftacademy.ru': [u'St. Petersburg State Forest-Technical Academy'],
'neva.ru': [u'St. Petersburg State Technical University'],
'conservatoire.ru': [u'Novosibirsk State Music Academy M. Glinka'],
'vgta.vrn.ru': [u'Voronezh State Academy of Technology'],
'nv.cc.va.us': [u'Northern Virginia Community College'],
'austin.cc.tx.us': [u'Austin Community College'],
'unist.hr': [u'University of Split'],
'foi.hr': [u'Faculty of Organization and Informatics'],
'unios.hr': [u'University of Osijek'],
'unipu.hr': [u'University of Pula'],
'unidu.hr': [u'University of Dubrovnik'],
'fer.hr': [u'University of Zagreb Faculty of Electrical Engineering and Computing'],
'unizd.hr': [u'University of Zadar'],
'unizg.hr': [u'University of Zagreb'],
'uniri.hr': [u'University of Rijeka'],
'uq.net.au': [u'University of Queensland'],
'stu.lipetsk.ru': [u'Lipeck State Technical University'],
'tup.km.ua': [u'Khmelnitsky National University', u'Technological University of Podillya'],
'www.usb.ve': [u'Universidad Simón Bolivar'],
'hem.ac.ma': [u'Institut des Hautes Etudes de Management'],
'emi.ac.ma': [u'Ecole Mohammadia d\'Ingénieurs'],
'uh2m.ac.ma': [u'Université Hassan II - Mohammadia'],
'inpt.ac.ma': [u'Institut National des Postes et Télécommunications'],
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'iihem.ac.ma': [u'International Institute for Higher Education'],
'archi.ac.ma': [u'Ecole Nationale d\'Architecture'],
'edhec.ac.ma': [u'Ecole des Hautes Etudes en Gestion Informatique et Communication'],
'ucd.ac.ma': [u'Université Chouaib Doukkali'],
'hec.ac.ma': [u'Ecole des Hautes Etudes Commerciales MAROC'],
'um5s.ac.ma': [u'Université Mohammed V - Souissi'],
'esca.ac.ma': [u'Ecole Supérieure de Commerce et des Affaires'],
'isfort.ac.ma': [u'ISFORT - Institut de Formation en Technologie Alimentaire'],
'usmba.ac.ma': [u'Université Sidi Mohammed Ben Abdellah'],
'rumi.ac.ma': [u'Université Moulay Ismail Meknès'],
'uae.ac.ma': [u'Université Abdelmalek Essadi'],
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'matci.ac.ma': [u'Institut Supérieur de Management et de Technologie (MATCI)'],
'univ-ibntofail.ac.ma': [u'Université Ibn Toufail'],
'ucam.ac.ma': [u'Université Cadi Ayyad'],
'enameknes.ac.ma': [u'Ecole National d\'Agriculture de Meknes'],
'uh1.ac.ma': [u'Université Hassan Ier - Settat'],
'esta.ac.ma': [u'Université Ibn Zohr Agadir'],
'um5a.ac.ma': [u'Université Mohammed V - Agdal'],
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'unasam.edu.pe': [u'Universidad Nacional Santiago Antúnez de Mayolo'],
'usp.edu.pe': [u'Universidad San Pablo'],
'uigv.edu.pe': [u'Universidad Particular Inca Garcilaso de la Vega'],
'unica.edu.pe': [u'Universidad Nacional San Luis Gonzaga'],
'upla.edu.pe': [u'Universidad Privada Los Andes'],
'uncp.edu.pe': [u'Universidad Nacional del Centro del Perú'],
'upsp.edu.pe': [u'Universidad Privada San Pedro'],
'udh.edu.pe': [u'Universidad de Huánuco'],
'upnorte.edu.pe': [u'Universidad Privada del Norte'],
'unsaac.edu.pe': [u'Universidad Nacional de San Antonio Abad'],
'champagnat.edu.pe': [u'Universidad Marcelino Champagnat'],
'upsjb.edu.pe': [u'Universidad Privada San Juan Bautista'],
'unas.edu.pe': [u'Universidad Nacional Agraria La Selva'],
'urp.edu.pe': [u'Universidad Ricardo Palma'],
'unu.edu.pe': [u'Universidad Nacional de Ucayali'],
'une.edu.pe': [u'Universidad Nacional de Educación Enrique Guzmán y Valle'],
'udch.edu.pe': [u'Universidad Particular de Chiclayo'],
'utp.edu.pe': [u'Universidad Tecnológica del Peru'],
'unitru.edu.pe': [u'Universidad Nacional de La Libertad, Trujillo'],
'unheval.edu.pe': [u'Universidad Nacional Hermilio Valdizan'],
'sil.edu.pe': [u'Universidad San Ignacio de Loyola'],
'unjbg.edu.pe': [u'Universidad Nacional Jorge Basadre Grohmann'],
'ucsm.edu.pe': [u'Universidad Católica de Santa María'],
'unac.edu.pe': [u'Universidad Nacional del Callao'],
'upt.edu.pe': [u'Universidad Privada de Tacna'],
'unp.edu.pe': [u'Universidad Nacional de Piura'],
'utea.edu.pe': [u'Universidad Tecnológica de los Andes de Apurímac'],
'uwiener.edu.pe': [u'Universidad Norbert Wienner'],
'lamolina.edu.pe': [u'Universidad Nacional Agraria La Molina'],
'ucv.edu.pe': [u'Universidad César Vallejo'],
'up.edu.pe': [u'Universidad del Pacifico'],
'unife.edu.pe': [u'Universidad Femenina del Sagrado Corazón'],
'untumbes.edu.pe': [u'Universidad Nacional de Tumbes'],
'upeu.edu.pe': [u'Universidad Peruana Union'],
'uladech.edu.pe': [u'Universidad Los Angeles de Chimbote'],
'unjfsc.edu.pe': [u'Universidad Nacional José Faustino Sánchez Carrión'],
'usmp.edu.pe': [u'Universidad San Martin de Porres'],
'uns.edu.pe': [u'Universidad Nacional de Santa - Chimbote'],
'unc.edu.pe': [u'Universidad Nacional de Cajamarca'],
'unmsm.edu.pe': [u'Universidad Nacional Mayor de San Marcos'],
'uni.edu.pe': [u'Universidad Nacional de Ingeniería'],
'unsm.edu.pe': [u'Universidad Nacional de San Martín'],
'pucp.edu.pe': [u'Pontificia Universidad Católica del Perú'],
'ulima.edu.pe': [u'Universidad de Lima'],
'upch.edu.pe': [u'Universidad Peruana Cayetano Heredia'],
'unap.edu.pe': [u'Universidad Nacional del Altiplano'],
'uap.edu.pe': [u'Universidad Alas Peruanas'],
'upc.edu.pe': [u'Universidad Peruana de Ciencias Aplicadas'],
'udep.edu.pe': [u'Universidad de Piura'],
'uniamazonia.edu.pe': [u'Universidad Nacional de la Amazonía Peruana'],
'ucsur.edu.pe': [u'Universidad Cientifica del Sur'],
'unfv-bib.edu.pe': [u'Universidad Nacional Federico Villarreal'],
'itb.edu.bn': [u'Institut Teknologi Brunei'],
'unissa.edu.bn': [u'Universiti Islam Sultan Sharif Ali'],
'ubd.edu.bn': [u'University of Brunei Darussalam'],
'ses.ac.ir': [u'School of Economic Sciences'],
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'sut.ac.ir': [u'Sahand University of Technology'],
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'um.ac.ir': [u'Ferdowsi University of Mashhad'],
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'iautb.ac.ir': [u'Islamic Azad University, Tafresh'],
'piau.ac.ir': [u'Islamic Azad University, Parand'],
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'sums.ac.ir': [u'Shiraz University of Medical Sciences'],
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'tbzmed.ac.ir': [u'Tabriz University of Medical Sciences'],
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'iau-tnb.ac.ir': [u'Islamic Azad University, North Tehran'],
'sttu.ac.ir': [u'Sabzevar Teacher Training University'],
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'sharif.ac.ir': [u'Sharif University of Technology'],
'iausr.ac.ir': [u'Islamic Azad University, Shahr-e-rey Branch'],
'sku.ac.ir': [u'Shahrekord University'],
'iausdj.ac.ir': [u'Islamic Azad University, Sanandaj'],
'iau-arak.ac.ir': [u'Islamic Azad University, Arak'],
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'aut.ac.ir': [u'Amirkabir University of Technology'],
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'iau-saveh.ac.ir': [u'Islamic Azad University, Saveh'],
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'malayeru.ac.ir': [u'Malayer University'],
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'znu.ac.ir': [u'Zanjan University'],
'uk.ac.ir': [u'Shahid Bahonar University of Kerman'],
'tiau.ac.ir': [u'Takestan Islamic Azad University'],
'iau-shirvan.ac.ir': [u'Islamic Azad University, Shirvan'],
'pwit.ac.ir': [u'Power and Water Institute of Technology'],
'umsha.ac.ir': [u'Hamadan University of Medical Sciences'],
'kaums.ac.ir': [u'Kashan University of Medical Sciences'],
'mshdiau.ac.ir': [u'Islamic Azad University, Mashhad'],
'uast.ac.ir': [u'University of Applied Science and Technology'],
'tmu.ac.ir': [u'Tehran University of Teacher Training'],
'mofidu.ac.ir': [u'Mofid University'],
'arakmu.ac.ir': [u'Arak University of Medical Sciences'],
'tabrizu.ac.ir': [u'Tabriz University'],
'shirazu.ac.ir': [u'Shiraz University'],
'iauctb.ac.ir': [u'Islamic Azad University, Central Tehran Branch'],
'imamreza.ac.ir': [u'Imam Reza University'],
'iau-garmsar.ac.ir': [u'Islamic Azad University, Garmsar'],
'kiau.ac.ir': [u'Islamic Azad University, Karaj'],
'srbiau.ac.ir': [u'Islamic Azad University, Tehran Science & Research Branch'],
'isfpnu.ac.ir': [u'Khomeinishahr Payame Noor University'],
'miu.ac.ir': [u'Mustafa International University'],
'uma.ac.ir': [u'University of Mohaghegh'],
'vru.ac.ir': [u'Vali-e-Asr University'],
'pnum.ac.ir': [u'University of Mashhad Pnu'],
'ut.ac.ir': [u'University of Tehran'],
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'mums.ac.ir': [u'Mashhad University of Medical Sciences'],
'sutech.ac.ir': [u'Shiraz University of Technology'],
'sbmu.ac.ir': [u'Shaheed Beheshti University of Medical Sciences'],
'gmu.ac.ir': [u'Gonabad University of Medical Sciences'],
'tabriziau.ac.ir': [u'Tabriz Islamic Art University'],
'yu.ac.ir': [u'Yasuj University'],
'medsab.ac.ir': [u'Sabzevar School of Medical Sciences'],
'dubs.ac.ir': [u'Damghan University of Basic Sciences'],
'put.ac.ir': [u'Petroleum University of Technology'],
'uok.ac.ir': [u'University of Kurdistan'],
'ui.ac.ir': [u'Isfahan University'],
'ustmb.ac.ir': [u'Mazandaran University of Science & Technology'],
'skums.ac.ir': [u'Shahrekord University of Medical Sciences'],
'azzahra.ac.ir': [u'Azzahra University'],
'tums.ac.ir': [u'Tehran University of Medical Sciences'],
'iauq.ac.ir': [u'Islamic Azad University, Quchan'],
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'qazviniau.ac.ir': [u'Islamic Azad University, Qazvin'],
'sbu.ac.ir': [u'Shaheed Beheshti University'],
'mui.ac.ir': [u'Isfahan University of Medical Sciences'],
'usc.ac.ir': [u'University of Science and Culture'],
'mazums.ac.ir': [u'Mazandaran University of Medical Science'],
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'iauba.ac.ir': [u'Islamic Azad University, Bandar Abbas'],
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'atu.ac.ir': [u'Allameh Tabatabaie University'],
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'sadjad.ac.ir': [u'Sadjad Institute of Technology'],
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'umsu.ac.ir': [u'Urmia University of Medical Sciences'],
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'iaushiraz.ac.ir': [u'Islamic Azad University, Shiraz'],
'cua.ac.ir': [u'Shaheed Chamran University'],
'aliabadiau.ac.ir': [u'Islamic Azad University, Aliabad'],
'ilam.ac.ir': [u'Ilam University'],
'bmsu.ac.ir': [u'Baghyatoolah Medical Sciences University'],
'iaun.ac.ir': [u'Islamic Azad University, Najaf Abad'],
'pnu.ac.ir': [u'Payame Noor University'],
'guilan.ac.ir': [u'Guilan University'],
'iautmu.ac.ir': [u'Islamic Azad University, Tehran Medical'],
'mamasaniiau.ac.ir': [u'Mamasani University of Technology'],
'yums.ac.ir': [u'Yasuj University of Medical Sciences'],
'mahshahriau.ac.ir': [u'Islamic Azad University, Mahshar'],
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'iau-lahijan.ac.ir': [u'Islamic Azad University, Lahijan'],
'araku.ac.ir': [u'Arak University'],
'birjand.ac.ir': [u'Birjand University'],
'falavarjan.ac.ir': [u'Islamic Azad University, Falavarjan'],
'umz.ac.ir': [u'Mazandaran University of Iran'],
'iauvaramin.ac.ir': [u'Islamic Azad University, Varamin'],
'ssu.ac.ir': [u'Yazd Medical University'],
'basu.ac.ir': [u'Bu Ali Sina University'],
'tct.ac.ir': [u'Tabriz College of Technology'],
'semnan.ac.ir': [u'Semnan University'],
'iaushab.ac.ir': [u'Islamic Azad University, Shabestar', u'Azad University of Shabestar'],
'maybod.ac.ir': [u'Islamic Azad University, Maybod'],
'jami.ac.ir': [u'Jami Institute of Technology'],
'shahryariau.ac.ir': [u'Islamic Azad University, Shahryar'],
'modares.ac.ir': [u'Tarbiat Modares University'],
'adiban.ac.ir': [u'Adiban Higher Education Institue'],
'urmia.ac.ir': [u'Urmia University'],
'uoz.ac.ir': [u'Zabol University'],
'nit.ac.ir': [u'Babol Noshirvani University of Technology'],
'iauh.ac.ir': [u'Islamic Azad University, Hamedan'],
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'isu.ac.ir': [u'Imam Sadiq University'],
'rums.ac.ir': [u'Rafsanjan University of Medical Sciences'],
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'iums.ac.ir': [u'Iran University of Medical Sciences'],
'iaumajlesi.ac.ir': [u'Islamic Azad University, Majlesi'],
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'kgut.ac.ir': [u'Kerman Graduate University of Technology'],
'qums.ac.ir': [u'Qazvin University of Medical Sciences'],
'lu.ac.ir': [u'Lorestan University'],
'sadra.ac.ir': [u'Sadra University'],
'spnu.ac.ir': [u'Shiraz Payamnoor University'],
'usb.ac.ir': [u'Sistan & Balouchestan University'],
'acmt.ac.ir': [u'Amirkabir College of Managmant & Technology'],
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'shahed.ac.ir': [u'Shahed University'],
'shbu.ac.ir': [u'Sheikhbahaee University'],
'iauk.ac.ir': [u'Islamic Azad University, Kerman'],
'shomal.ac.ir': [u'Shomal University'],
'ikiu.ac.ir': [u'Imam Khomeini International University'],
'semnaniau.ac.ir': [u'Islamic Azad University, Semnan'],
'yazduni.ac.ir': [u'Yazd University'],
'iau-shahrood.ac.ir': [u'Islamic Azad University, Shahrood'],
'kspu.ptz.ru': [u'Karelian State Pedagogical University'],
'um.edu.mt': [u'University of Malta'],
'most.gov.mm': [u'Monywa Technological University', u'Sittwe Technological University', u'Taunggyi Technological University', u'Dawei Technological University', u'Kalay Technological University', u'Hpaan Technological University', u'Yangon Technological University', u'Magway Technological University', u'Mandalay Technological University', u'Meikhtila Technological University', u'Pakokku Technological University', u'Hinthada Technological University', u'Maubin Technological University', u'Loikaw Technological University', u'Kyaukse Technological University', u'Taungoo Technological University', u'Mawlamyaing Technological University', u'Pathein Technological University', u'Myeik Technological University', u'Pyay Technological University', u'Myitkyina Technological University'],
'nsau.edu.ru': [u'Novosibirsk State Agricultural University'],
'pfu.edu.ru': [u'People\' s Friendship University of Russia'],
'bsu.edu.ru': [u'Belgorod State University'],
'kstu.edu.ru': [u'Kostroma State Technological University'],
'tspu.edu.ru': [u'Tomsk State Pedagogical University'],
'dstu.edu.ru': [u'Don State Technical University'],
'mstu.edu.ru': [u'Murmansk State Technical University'],
'spmi.edu.ru': [u'St. Petersburg State Mining Institute (Technical University)'],
'muctr.edu.ru': [u'Mendeleev Russian University of Chemical Technology'],
'msuc.edu.ru': [u'Moscow State University of Culture'],
'feituverava.com.br': [u'Fundação Educacional de Ituverava'],
'technet.com.br': [u'Universidade Federal de Roraima'],
'unipli.com.br': [u'Centro Universitário Plinio Leite'],
'unibrasil.com.br': [u'Faculdades Integradas do Brasil - UNIBRASIL'],
'unimes.com.br': [u'Universidade Metropolitana de Santos'],
'mackenzista.com.br': [u'Mackenzie Presbyterian University'],
'uniara.com.br': [u'Centro Universitário de Araraquara'],
'prover.com.br': [u'Universidade de Itaúna'],
'unisantos.com.br': [u'Universidade Católica de Santos'],
'vspu.kirov.ru': [u'Vyatka State Pedagogical University'],
'tnu.crimea.ua': [u'Taurida National V.I.Vernadsky University'],
'uninp.edu.rs': [u'International University of Novi Pazar'],
'singidunum.edu.rs': [u'Singidunum University'],
'privrednaakademija.edu.rs': [u'Privredna Akademija (Business Academy)'],
'metropolitan.edu.rs': [u'Metropolitan University'],
'musik-kons.dk': [u'Royal Academy of Music'],
'cbs.dk': [u'Copenhagen Business School'],
'db.dk': [u'Royal School of Library and Information Science'],
'aau.dk': [u'Aalborg University'],
'au.dk': [u'Aarhus University'],
'dfh.dk': [u'Royal Danish School of Pharmacy'],
'teologi.dk': [u'Lutheran School Of Theology In Aarhus'],
'ucn.dk': [u'University College of Northern Denmark'],
'ihk.dk': [u'Engineering College of Copenhagen'],
'auc.dk': [u'Aalborg University'],
'ku.dk': [u'Copenhagen University'],
'cphbusiness.dk': [u'Copenhagen Business Academy'],
'ruc.dk': [u'Roskilde University'],
'karch.dk': [u'Royal Danish Academy of Fine Arts, School of Architecture'],
'kvl.dk': [u'Royal Veterinary and Agricultural University'],
'diku.dk': [u'University of Copenhagen'],
'itu.dk': [u'IT University of Copenhagen'],
'sdu.dk': [u'University of Southern Denmark'],
'ddea.dk': [u'Danish Business Academy'],
'iha.dk': [u'Engineering College of Aarhus'],
'easv.dk': [u'Business Academy SouthWest'],
'ihk-edu.dk': [u'Engineering College of Copenhagen'],
'akademiaarhus.dk': [u'Business Academy Aarhus'],
'dkdm.dk': [u'Royal Danish Academy of Music'],
'ats.dk': [u'Aarhus Technical College'],
'a-aarhus.dk': [u'Aarhus School of Architecture'],
'ipc.dk': [u'International People\'s College'],
'kunstakademiet.dk': [u'Royal Danish Academy of Fine Arts, School of Visual Art'],
'hha.dk': [u'Aarhus School of Business'],
'ah.dk': [u'Aalborg Business College'],
'hhs.dk': [u'Southern Denmark Business School'],
'tietgen.dk': [u'Tietgen Business College'],
'ou.dk': [u'Odense University'],
'dtu.dk': [u'Technical University of Denmark'],
'dpu.dk': [u'Danish University of Education'],
'dlh.dk': [u'Royal Danish School of Educational Sciences'],
'suptelecom.net.ma': [u'Ecole Superieure des Télécommunications'],
'chnu.cv.ua': [u'Chernivci National University'],
'iliauni.edu.ge': [u'Ilia Chavchavadze State University'],
'cu.edu.ge': [u'Caucasus University'],
'ibsu.edu.ge': [u'International Blacksea University'],
'gruni.edu.ge': [u'University of Grigol Robakidze'],
'atsu.edu.ge': [u'Akaki Tsereteli State University'],
'gtu.edu.ge': [u'Georgian Technical University'],
'saba.edu.ge': [u'Tbilisi Pedagogical University'],
'tsu.edu.ge': [u'Tbilisi State University'],
'gsau.edu.ge': [u'Georgian Agricultural University'],
'tiaa.edu.ge': [u'Tbilisi Institute of Asia and Africa'],
'amb.bydgoszcz.pl': [u'Medical Academy Ludwik Rydygier in Bydgoszcz'],
'wsp.bydgoszcz.pl': [u'Pedagogical University of Bydgoszcz'],
'amuz.bydgoszcz.pl': [u'Music Academy Felix Nowowiejski in Bydgoszcz'],
'dnu.dp.ua': [u'Dnepropetrovsk National University'],
'dstu.dp.ua': [u'Dneprodzerzhinsk State Technical University'],
'tuks.co.za': [u'University of Pretoria'],
'fh-joanneum.at': [u'Fachhochschule JOANNEUM'],
'umit.at': [u'Private Universität für Medizinische Informatik und Technik Tirol'],
'meduni-graz.at': [u'Medizinische Universität Graz'],
'uni-graz.at': [u'University of Graz'],
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'fhv.at': [u'Fachhochschule Vorarlberg'],
'meduniwien.at': [u'Medizinische Universität Wien'],
'technikum-wien.at': [u'Technikum Wien'],
'fadi.at': [u'BRG Fadingerstraße Linz, Austria'],
'fh-steyr.at': [u'Fachhochschulstudiengänge Steyr'],
'fh-burgenland.at': [u'Fachhochschule Burgenland'],
'fh-wels.at': [u'Fachhochschulstudiengänge Wels'],
'fhw.at': [u'Fachhochschulstudiengänge der Wiener Wirtschaft'],
'tugraz.at': [u'Technische Universität Graz'],
'jku.at': [u'Johannes Kepler University Linz'],
'num.edu.mn': [u'Mongolian National University'],
'ulaanbaatar.edu.mn': [u'Ulaanbaatar University'],
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'must.edu.mn': [u'Mongolian University of Science and Technology'],
'orkhon.edu.mn': [u'Orkhon University'],
'icb.edu.mn': [u'Institute of Commerce and Business'],
'uimp.es': [u'Universidad Internacional Menéndez Pelayo'],
'um.es': [u'Universidad de Murcia'],
'uem.es': [u'Universidad Europea de Madrid'],
'upco.es': [u'Universidad Pontificia Comillas'],
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'ull.es': [u'Universidad de La Laguna'],
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'upf.edu': [u'Universitat Pompeu Fabra'],
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'ceu.es': [u'Universidad de San Pablo CEU', u'Universidad Cardenal Herrera-CEU'],
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'ual.es': [u'University of Almeria'],
'url.es': [u'Universitat Rámon Llull'],
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'esic.es': [u'Escuela Superior de Gestion Comercial y Marketing (ESIC)'],
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'ehu.es': [u'Universidad del País Vasco'],
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'uned.es': [u'Universidad Nacional de Educación a Distancia'],
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'usc.es': [u'Universidad de Santiago de Compostela'],
'uah.es': [u'Universidad de Alcalá de Henares'],
'udg.es': [u'Universidad de Gerona'],
'unnet.es': [u'Universidad Antonio de Nebrija'],
'ualm.es': [u'Universidad de Almería'],
'urjc.es': [u'Universidad Rey Juan Carlos'],
'ucv.es': [u'Universidad Católica de Valencia'],
'uva.es': [u'Universidad de Valladolid'],
'unavarra.es': [u'Universidad Pública de Navarra'],
'upm.es': [u'Universidad Politécnica de Madrid'],
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'ucm.es': [u'Universidad Complutense de Madrid'],
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'deusto.es': [u'Universidad de Deusto'],
'upo.es': [u'Universidad Pablo de Olavide'],
'unileon.es': [u'Universidad de León'],
'uia.es': [u'Universidad Internacional de Andalucía', u'Universidad Internacional de Andalucía, Sede Antonio Machado de Baeza', u'Universidad Internacional de Andalucía, Sede La Rábida'],
'uib.es': [u'Universitat de les Illes Balears'],
'uji.es': [u'Universitat Jaume I de Castellón'],
'refer.ne': [u'Université Abdou Moumouni de Niamey'],
'tourism.edu.az': [u'Azerbaijan Toursim Institute'],
'adu.edu.az': [u'Azerbaijan University ol Languages'],
'au.edu.az': [u'Azerbaijan University'],
'ndu.edu.az': [u'Nakhchivan State University'],
'bbu.edu.az': [u'Baki Business University'],
'oyu.edu.az': [u'Odlar Yurdu University'],
'wu.edu.az': [u'Western University'],
'aztu.edu.az': [u'Azerbaijan Technology University'],
'dia.edu.az': [u'Academy of Public Administration'],
'lsu.edu.az': [u'Lankaran State University'],
'sdu.edu.az': [u'Sumgait State University'],
'naa.edu.az': [u'National Aviation Academy'],
'pa.edu.az': [u'Police Academy'],
'ada.edu.az': [u'Azerbaijan Diplomatic Academy'],
'qafqaz.edu.az': [u'Qafqaz University'],
'amu.edu.az': [u'Azerbaijan Medical University'],
'unisob.na.it': [u'University Institute of Teacher Training Suor Orsola Benincasa'],
'chiangmai.ac.th': [u'Chiang Mai University'],
'mut.ac.th': [u'Mahanakorn University of Technology'],
'sut.ac.th': [u'Suranaree University of Technology'],
'rsu.ac.th': [u'Rangsit University'],
'rmutl.ac.th': [u'Rajamangala University of Technology, Lanna Nan', u'Rajamangala University of Technology, Lanna Chiang Rai'],
'cpu.ac.th': [u'Chaopraya University'],
'kmutt.ac.th': [u'King Mongkut\'s University of Technology Thonburi'],
'nu.ac.th': [u'Naresuan University'],
'dusit.ac.th': [u'Suan Dusit Rajabhat University'],
'kmutnb.ac.th': [u'King Mongkut\'s University of Technology North Bangkok'],
'lcat.ac.th': [u'Lamphun College of Agriculture and Technology'],
'swu.ac.th': [u'Srinakharinwirot University'],
'buu.ac.th': [u'Burapha University'],
'stou.ac.th': [u'Sukhothai Thammathirat Open University'],
'bu.ac.th': [u'Bangkok University'],
'nida.ac.th': [u'National Institute of Development Administration'],
'stjohn.ac.th': [u'St. John\'s University'],
'wu.ac.th': [u'Walailak University'],
'krirk.ac.th': [u'Krirk University'],
'hu.ac.th': [u'Hatyai University'],
'ku.ac.th': [u'Kasetsart University'],
'kbu.ac.th': [u'Kasem Bundit University'],
'mbu.ac.th': [u'Mahamakut Buddhist University'],
'webster.ac.th': [u'Webster University, Thailand'],
'vu.ac.th': [u'Vongchavalitkul University'],
'nivadhana.ac.th': [u'Nivadhana University'],
'cmru.ac.th': [u'Chiang Mai Rajabhat University'],
'lpru.ac.th': [u'Lampang Rajabhat University'],
'psu.ac.th': [u'Prince of Songkla University'],
'rmutp.ac.th': [u'Rajamangala University of Technology, Phra Nakhon'],
'tu.ac.th': [u'Thammasat University'],
'shinawatra.ac.th': [u'Shinawatra University'],
'msu.ac.th': [u'Mahasarakham University'],
'eau.ac.th': [u'Eastern Asia University'],
'kmitl.ac.th': [u'King Mongkut\'s University of Technology Ladkrabang'],
'ptu.ac.th': [u'Pathumthani University'],
'aru.ac.th': [u'Phranakhon Si Ayutthaya Rajabhat University'],
'lcct.ac.th': [u'Lampang College of Commerce and Technology'],
'yonok.ac.th': [u'Yonok University'],
'chula.ac.th': [u'Chulalongkorn University'],
'sau.ac.th': [u'South-East Asia University'],
'ru.ac.th': [u'Ramkhamhaeng University'],
'utcc.ac.th': [u'University of the Thai Chamber of Commerce'],
'mju.ac.th': [u'Maejo University'],
'mcu.ac.th': [u'Mahachulalongkorn Buddhist University'],
'cmvc.ac.th': [u'Chiang Mai Vocational College'],
'asianust.ac.th': [u'Asian University of Science and Technology'],
'ait.ac.th': [u'Asian Institute of Technology'],
'su.ac.th': [u'Silpakorn University'],
'mfu.ac.th': [u'Mae Fah Luang University'],
'kku.ac.th': [u'Khon Kaen University'],
'payap.ac.th': [u'Payap University Chaiang Mai'],
'ubu.ac.th': [u'Ubonratchathani University'],
'lampangvc.ac.th': [u'Lampang Vocational College'],
'hcu.ac.th': [u'Huachiew Chalermprakiet University'],
'spu.ac.th': [u'Sripatum University'],
'mahidol.ac.th': [u'Mahidol University', u'Mahidol University International College'],
'tsu.ac.th': [u'Thaksin University'],
'dpu.ac.th': [u'Dhurakijpundit University'],
'ied.edu.hk': [u'Hong Kong Institute of Education'],
'chuhai.edu.hk': [u'Chu Hai College'],
'ln.edu.hk': [u'Lingnan University'],
'polyu.edu.hk': [u'Hong Kong Polytechnic University'],
'cityu.edu.hk': [u'City University of Hong Kong'],
'ouhk.edu.hk': [u'Open University of Hong Kong'],
'hkbu.edu.hk': [u'Hong Kong Baptist University'],
'www.una.py': [u'Universidad Nacional de Asunción'],
'university.kherson.ua': [u'Kherson State University'],
'udl.cat': [u'University of Lleida'],
'uab.cat': [u'Autonomous University of Barcelona'],
'kudqi.net.my': [u'Darul Quran Islamic College University'],
'ucc.edu.gh': [u'University of Cape Coast'],
'vvu.edu.gh': [u'Valley View University'],
'accrapolytechnic.edu.gh': [u'Accra Polytechnic'],
'kpoly.edu.gh': [u'Kumasi Polytechnic'],
'presbyuniversity.edu.gh': [u'Presbyterian University College'],
'ug.edu.gh': [u'University of Ghana'],
'pacuc.edu.gh': [u'Pan African Christian University College'],
'cpoly.edu.gh': [u'Cape Coast Polytechnic'],
'gimpa.edu.gh': [u'Ghana Institute of Management and Public Administration (GIMPA)'],
'koforiduapoly.edu.gh': [u'Koforidua Polytechnic'],
'tpoly.edu.gh': [u'Takoradi Polytechnic'],
'ashesi.edu.gh': [u'Ashesi University'],
'uew.edu.gh': [u'University of Education,Winneba'],
'gtuc.edu.gh': [u'Ghana Telecom University College'],
'uds.edu.gh': [u'University for Development Studies'],
'knust.edu.gh': [u'Kwame Nkrumah University of Science and Technology'],
'univ-mosta.dz': [u'Université de Mostaganem'],
'univ-skikda.dz': [u'Université de Skikda'],
'univ-guelma.dz': [u'Université de Guelma'],
'univ-saida.dz': [u'Université de Saida'],
'univ-sba.dz': [u'Université de Sidi-Bel-Abbès (Djillali Liabès)'],
'univ-annaba.dz': [u'Université Badji Mokhtar'],
'univ-oran.dz': [u'Université d\'Oran Es-Senia'],
'univ-msila.dz': [u'Université de M\'sila'],
'ummto.dz': [u'Université Mouloud Mammeri de Tizi Ouzou'],
'univ-alger.dz': [u'Université d\'Alger'],
'lagh-univ.dz': [u'Université Amar Telidji'],
'univ-usto.dz': [u'Université des Sciences et de la Technologie d\'Oran'],
'univ-batna.dz': [u'Université de Batna'],
'usthb.dz': [u'Université des Sciences et de la Technologie Houari Boumediène'],
'univ-alger3.dz': [u'Université d\'Alger 3'],
'univ-blida.dz': [u'Université de Blida'],
'ouargla-univ.dz': [u'Université de Ouargla'],
'umbb.dz': [u'Université M\'hamed Bouguerra de Boumerdes'],
'univ-emir.dz': [u'Universite des Sciences Islamiques de Constantine'],
'univ-tiaret.dz': [u'Centre Universitaire de Tiaret'],
'univ-chlef.dz': [u'Université de Chlef'],
'univ-setif.dz': [u'Université de Sétif'],
'univ-oeb.dz': [u'Centre Universitaire d\'Oum El Bouaghi'],
'univ-tlemcen.dz': [u'Université Abou Bekr Belkaid, Tlemcen'],
'univ-biskra.dz': [u'Université de Biskra'],
'univ-jijel.dz': [u'Centre Universitaire de Jijel'],
'univ-tebessa.dz': [u'Centre Universitaire de Tebessa'],
'univ-bejaia.dz': [u'Université de Béjaia'],
'ku.edu.bh': [u'The Kingdom University'],
'uob.edu.bh': [u'University of Bahrain'],
'amaiu.edu.bh': [u'Ama International University'],
'agu.edu.bh': [u'Arabian Gulf University'],
'ucb.edu.bh': [u'University College Bahrain'],
'nyit.edu.bh': [u'New York Instiute of Technology'],
'asu.edu.bh': [u'Applied Science University'],
'kemerovo.su': [u'Siberian State Industrial University'],
'omsk.su': [u'Omsk State University'],
'smolensk.su': [u'Smolensk Humanitarian University'],
'nsk.su': [u'Siberian State University of Telecommunications and Informatics'],
'ucc.mx': [u'Universidad Cristóbal Colón'],
'colmex.mx': [u'El Colegio de México'],
'ujsierra.mx': [u'Universidad Justo Sierra'],
'univillarica.mx': [u'Universidad Autónoma de Veracruz Villa Rica'],
'uas.mx': [u'Universidad Anáhuac del Sur'],
'uaq.mx': [u'Universidad Autónoma de Querétaro'],
'udlap.mx': [u'Universidad de las Américas - Puebla'],
'un.mx': [u'Universidad de Norteamerica'],
'ipn.mx': [u'National Polytechnic Institute'],
'uaslp.mx': [u'Universidad Autónoma de San Luis Potosí'],
'uabcs.mx': [u'Universidad Autónoma de Baja California Sur'],
'uan.mx': [u'Universidad Autónoma de Nayarit'],
'reduaeh.mx': [u'Universidad Autónoma del Estado de Hidalgo'],
'ita.mx': [u'Instituto Tecnológico de Aguascalientes'],
'cetys.mx': [u'CETYS Universidad'],
'uqroo.mx': [u'Universidad de Quintana Roo'],
'uam.mx': [u'Universidad Autónoma Metropolitana - Iztapalapa', u'Universidad Autónoma Metropolitana - Azcapotzalco', u'Universidad Autónoma Metropolitana - Xochimilco', u'Universidad Autónoma Metropolitana'],
'unikino.mx': [u'Universidad Kino'],
'ual.mx': [u'Universidad Autónoma de la Laguna'],
'itam.mx': [u'Instituto Tecnológico Autonómo de México'],
'uach.mx': [u'Universidad Autónoma de Chihuahua'],
'itesm.mx': [u'Instituto Tecnológico y de Estudios Superiores de Monterrey (ITESM)'],
'reduaz.mx': [u'Universidad Autónoma de Zacatecas'],
'uaem.mx': [u'Universidad Autónoma del Estado de Morelos'],
'uasnet.mx': [u'Universidad Autónoma de Sinaloa'],
'unitec.mx': [u'Universidad Tecnológica de México'],
'cimat.mx': [u'Centro de Investigación en Matemáticas'],
'umar.mx': [u'Universidad del Mar'],
'uaf.mx': [u'Universidad Autónoma de Fresnillo'],
'iteso.mx': [u'Instituto Tecnológico y de Estudios Superiores de Occidente'],
'uno.mx': [u'Universidad del Noroeste'],
'uatx.mx': [u'Universidad Autónoma de Tlaxcala'],
'buap.mx': [u'Benemerita Universidad Autónoma de Puebla'],
'uagro.mx': [u'Universidad Autónoma de Guerrero'],
'univa.mx': [u'Universidad del Valle de Atemajac'],
'ceux.mx': [u'Centro de Estudios Universitarios Xochicalco'],
'chapingo.mx': [u'Universidad Autónoma de Chapingo'],
'anahuac.mx': [u'Universidad Anáhuac'],
'uadec.mx': [u'Universidad Autónoma de Coahuila'],
'itson.mx': [u'Instituto Tecnológico de Sonora'],
'uat.mx': [u'Universidad Autónoma de Tamaulipas'],
'udla.mx': [u'Universidad de las Américas'],
'uacj.mx': [u'Universidad Autónoma de Ciudad Juárez'],
'uady.mx': [u'Universidad Autónoma de Yucatán'],
'udg.mx': [u'Universidad de Guadalajara'],
'uaemex.mx': [u'Universidad Autónoma del Estado de México'],
'up.mx': [u'Universidad Panamericana'],
'upaep.mx': [u'Universidad Popular Autonóma del Estado de Puebla'],
'ucol.mx': [u'Universidad de Colima'],
'uacam.mx': [u'Universidad Autónoma de Campeche'],
'itc.mx': [u'Instituto Tecnológico de Celaya'],
'uaaan.mx': [u'Universidad Autónoma Agraria Antonio Narro'],
'uson.mx': [u'Universidad de Sonora'],
'ceti.mx': [u'Centro de Enseñanza Técnica Industrial'],
'unach.mx': [u'Universidad Autónoma de Chiapas'],
'unadmexico.mx': [u'Universidad Abierta y a Distancia de México'],
'ur.mx': [u'Universidad Regiomontana'],
'umich.mx': [u'Universidad Michoacana de San Nicolás de Hidalgo'],
'ujed.mx': [u'Universidad Juárez del Estado de Durango'],
'uabjo.mx': [u'Universidad Autónoma Benito Juárez de Oaxaca'],
'uag.mx': [u'Universidad Autónoma de Guadalajara'],
'upn.mx': [u'Universidad Pedagógica Nacional'],
'ugto.mx': [u'Universidad de Guanajuato'],
'tecbc.mx': [u'Tecnologico de Baja California, Universidad'],
'ujat.mx': [u'Universidad Juárez Autónoma de Tabasco'],
'unacar.mx': [u'Universidad Autónoma del Carmen'],
'ebc.mx': [u'Escuela Bancaria y Comercial'],
'uv.mx': [u'Universidad Veracruzana'],
'unam.mx': [u'Universidad Nacional Autónoma de México'],
'unison.mx': [u'Universidad de Sonora'],
'uanl.mx': [u'Universidad Autónoma de Nuevo León'],
'uanl.edu.mx': [u'Universidad Autónoma de Nuevo León'],
'utm.mx': [u'Universidad Tecnologica de la Mixteca'],
'uabc.mx': [u'Universidad Autónoma de Baja California'],
'anahuacmayab.mx': [u'Universidad Anáhuac Mayab'],
'uia.mx': [u'Universidad Iberoamericana'],
'udo.mx': [u'Universidad de Occidente'],
'unssa.rs.ba': [u'University of East Srarajevo'],
'ae.krakow.pl': [u'Academy of Economics in Cracow'],
'uek.krakow.pl': [u'Cracow University of Economics'],
'ar.krakow.pl': [u'Agricultural University of Cracow'],
'wszib.krakow.pl': [u'School of Banking and Management in Cracow'],
'wsp.krakow.pl': [u'Pedagogical University of Krakow'],
'pwst.krakow.pl': [u'Ludwik Solski State Academy of Theatre in Cracow'],
'awf.krakow.pl': [u'University School of Physical Education'],
'amuz.krakow.pl': [u'Music Academy in Cracow'],
'iit.com.na': [u'Institute of Information Technology'],
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'unri.ac.id': [u'Universitas Riau'],
'untag.ac.id': [u'Universitas 17 Agustus 1945 Surabaya'],
'usm.ac.id': [u'Universitas Semarang'],
'untad.ac.id': [u'Universitas Tadulako'],
'unpak.ac.id': [u'Universitas Pakuan'],
'yai.ac.id': [u'Universitas Persada Indonesia Y.A.I'],
'unismuh.ac.id': [u'Universitas Muhammadiyah Makassar'],
'ukdw.ac.id': [u'Universitas Kristen Duta Wacana'],
'wima.ac.id': [u'Universitas Katolik Widya Manadala'],
'pmbs.ac.id': [u'Prasetiya Mulya Business School'],
'unmer-madiun.ac.id': [u'Universitas Merdeka Madiun'],
'sgu.ac.id': [u'Swiss German University'],
'trisakti.ac.id': [u'Universitas Trisakti'],
'yarsi.ac.id': [u'Universitas Yarsi'],
'unikom.ac.id': [u'Universitas Komputer Indonesia'],
'unsyiah.ac.id': [u'Universitas Syiah Kuala'],
'ubhara.ac.id': [u'Universitas Bhayangkara Surabaya'],
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'undip.ac.id': [u'Universitas Diponegoro'],
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'ista.ac.id': [u'Institut Sains dan Teknologi Al Kamal'],
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'machung.ac.id': [u'Universitas Ma Chung'],
'umk.ac.id': [u'Universitas Muria Kudus'],
'stan.ac.id': [u'Sekolah Tinggi Akuntansi Negara (STAN)'],
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'ummgl.ac.id': [u'Universitas Muhammadiyah Magelang'],
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'its.ac.id': [u'Institut Teknologi Sepuluh Nopember'],
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'itb.ac.id': [u'Institut Teknologi Bandung'],
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'moestopo.ac.id': [u'Universitas Dr. R. Moestopo'],
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'stttelkom.ac.id': [u'Institut Teknologi Telkom'],
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'janabadra.ac.id': [u'Universitas Janabadra'],
'dinus.ac.id': [u'Universitas Dian Nuswantoro'],
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'usd.ac.id': [u'Universitas Sanata Dharma'],
'itats.ac.id': [u'Institut Teknologi Adhi Tama Surabaya'],
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'ub.ac.id': [u'Universitas Brawijaya'],
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'ma.odessa.ua': [u'Odessa National Maritime Academy'],
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'ttu.edu.jo': [u'Tafila Technical University'],
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'nyit.edu.jo': [u'New York Institute of Technology'],
'wise.edu.jo': [u'The World Islamic Sciences & Education University'],
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'meu.edu.jo': [u'Middle East University'],
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'dit.ac.tz': [u'Dares Salaam Institute of Technology'],
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'arteveldehs.be': [u'Artevelde University College Ghent'],
'khk.be': [u'Katholieke Hogeschool Kempen'],
'ecam.be': [u'ECAM - Institut Supérieur Industriel'],
'howest.be': [u'Hogeschool West-Vlaanderen (TU)'],
'hzs.be': [u'Hogere Zeevaartschool - Maritime Academy'],
'vlekho.be': [u'Hogeschool voor Wetenschap en Kunst (VLEKHO), Brussel'],
'katho.be': [u'KATHO University of Applied Sciences'],
'vlerick.be': [u'Vlerick Leuven Gent Management School'],
'kuleuven.be': [u'KU Leuven'],
'hogent.be': [u'University College Ghent'],
'uams.be': [u'Universiteit Antwerpen Management School'],
'ehsal.be': [u'EHSAL - Europese Hogeschool Brussel'],
'ichec.be': [u'Brussels Management School (ICHEC)'],
'ha.be': [u'Hogeschool Antwerpen'],
'gent.be': [u'Ghent University'],
'wenk.be': [u'Hogeschool voor Wetenschap & Kunst'],
'xios.be': [u'XIOS Hogeschool Limburg'],
'uhasselt.be': [u'Hasselt University'],
'khbo.be': [u'Catholic College Bruges-Ostend'],
'kdg.be': [u'Karel De Grote Hogeschool'],
'khleuven.be': [u'Katholieke Hogeschool Leuven'],
'sstu.samara.ru': [u'Samara State Technical University'],
'ssttu.samara.ru': [u'Samara State University of Teacher Training'],
'ssu.samara.ru': [u'Samara State University'],
'ceunix.com.mx': [u'Centro Universitario Ixtlahuaca'],
'motolinia.com.mx': [u'Universidad Motolinía del Pedregal'],
'ties.com.mx': [u'Instituto de Estudios Superiores de la Sierra'],
'iub.edu.pk': [u'Islamia University of Bahawalpur'],
'ulhr.edu.pk': [u'University of Lahore'],
'wahmedicalcollege.edu.pk': [u'Wah Medical College'],
'global.edu.pk': [u'The Global College Lahore'],
'iiee.edu.pk': [u'Institute of Industrial Electronics Engineering'],
'hajvery.edu.pk': [u'Hajvery University Lahore for Women'],
'gist.edu.pk': [u'Gangdara Institute Of Science & Technology'],
'kiu.edu.pk': [u'Karakoram International University'],
'duhs.edu.pk': [u'Dow University of Health Sciences'],
'cosmiq.edu.pk': [u'COSMIQ Institute of Technology'],
'nu.edu.pk': [u'FAST - National University of Computer and Emerging Sciences (NUCES)', u'National University of Computer & Emerging Sciences'],
'riphah.edu.pk': [u'Riphah International University'],
'au.edu.pk': [u'Air University'],
'indus.edu.pk': [u'Indus Institute of Higher Education'],
'neduet.edu.pk': [u'NED University of Engineering and Technology Karachi'],
'ksa.edu.pk': [u'Karachi School of Art'],
'kust.edu.pk': [u'Kohat University of Science and Technology (KUST)'],
'ajku.edu.pk': [u'Azad Jammu and Kashmir University'],
'biztek.edu.pk': [u'Institute of Business & Technology'],
'suit.edu.pk': [u'Sarhad University of Science & Information Technology, Peshawar'],
'ciit-atd.edu.pk': [u'COMSATS Institute of Information Technology, Abbottabad'],
'auh.edu.pk': [u'American University of Hawaii, Punjab Campus'],
'juw.edu.pk': [u'Jinnah University for Women'],
'numl.edu.pk': [u'National University of Modern Languages'],
'pakaims.edu.pk': [u'Institute of Management Sciences, Lahore (IMS)'],
'aiou.edu.pk': [u'Allama Iqbal Open University'],
'unw.edu.pk': [u'University of NorthWest'],
'pics.edu.pk': [u'Punjab Institute of Computer science'],
'uettaxila.edu.pk': [u'University of Engineering and Technology Taxila'],
'nwfpuet.edu.pk': [u'University of Engineering and Technology Peshawar'],
'cbm.edu.pk': [u'College of Business Management ( CBM )'],
'ue.edu.pk': [u'University of Education'],
'umt.edu.pk': [u'University of Management and Technology'],
'uaf.edu.pk': [u'University of Agriculture Faisalabad'],
'usa.edu.pk': [u'University of South Asia'],
'szabist.edu.pk': [u'Shaheed Zulifkar Ali Bhutto Institute of Science and Technology'],
'pucit.edu.pk': [u'Punjab University College of Information Tecnology'],
'tuf.edu.pk': [u'University of Faisalabad'],
'dcet.edu.pk': [u'Dawood College of Engineering and Technology'],
'pu.edu.pk': [u'University of the Punjab'],
'bzu.edu.pk': [u'Bahauddin Zakariya University, Multan'],
'kasbit.edu.pk': [u'KASB Institute of Technology'],
'hu.edu.pk': [u'Hazara University'],
'ustb.edu.pk': [u'University of Science & Technology Bannu'],
'uw.edu.pk': [u'University of Wah'],
'ucp.edu.pk': [u'University of Central Punjab'],
'muet.edu.pk': [u'Mehran University of Engineering & Technology'],
'lcwu.edu.pk': [u'Lahore College for Women University'],
'jinnah.edu.pk': [u'Mohammad Ali Jinnah University'],
'uog.edu.pk': [u'University of Gujrat'],
'tip.edu.pk': [u'Textile Institute of Pakistan'],
'gcu.edu.pk': [u'Government College University Lahore', u'GC University Lahore'],
'bahria.edu.pk': [u'Bahria University'],
'miu.edu.pk': [u'Mohi-ud-Din Islamic University'],
'vu.edu.pk': [u'Virtual University of Pakistan', u'Pakistan Virtual University'],
'salu.edu.pk': [u'Shah Abdul Latif University Khairpur'],
'gcuf.edu.pk': [u'Government College University Faisalabad'],
'kiit.edu.pk': [u'Karachi Institute of Information Technology'],
'buitms.edu.pk': [u'Balochistan University of Information Technology & Management Sciences'],
'qurtuba.edu.pk': [u'Qurtuba University of Science and Infromation Technology'],
'uok.edu.pk': [u'University of Karachi'],
'dadabhoy.edu.pk': [u'Dadabhoy Institute of Higher Education'],
'nca.edu.pk': [u'National College of Arts'],
'lums.edu.pk': [u'Lahore University of Management Sciences'],
'isra.edu.pk': [u'Isra University'],
'pedu.edu.pk': [u'Pyramid Education Center'],
'apiit.edu.pk': [u'Asia Pacific Institute of Information Technology Pakistan (APIIT PAK)'],
'uos.edu.pk': [u'University of Sargodha'],
'ciit-wah.edu.pk': [u'COMSATS Institute of Information Technology, Wah'],
'aup.edu.pk': [u'North West Frontier Province Agricultural University'],
'zawiya.edu.pk': [u'Zawiya Academy'],
'lumhs.edu.pk': [u'Liaquat University of Medical & Health Sciences Jamshoro'],
'uoe.edu.pk': [u'University of East'],
'gandhara.edu.pk': [u'Gandhara Institute of Medical Sciences'],
'hamdard.edu.pk': [u'Hamdard University'],
'iiu.edu.pk': [u'International Islamic University'],
'abasyn.edu.pk': [u'Abasyn University Peshawar'],
'gu.edu.pk': [u'Gomal University'],
'ami.edu.pk': [u'Asian Management Institute'],
'ciit.edu.pk': [u'COMSATS Institute of Information Technology'],
'prestonpak.edu.pk': [u'Preston University, Pakistan Campus'],
'alphaomega.edu.pk': [u'Alpha Omega University'],
'sau.edu.pk': [u'Sindh Agricultural University'],
'gift.edu.pk': [u'Gift University'],
'aldirasat.edu.pk': [u'University of Islamic Studies'],
'qau.edu.pk': [u'Quaid-i-Azam University'],
'ciitlahore.edu.pk': [u'COMSATS Institute of Information Technology, Lahore'],
'uaar.edu.pk': [u'University of Arid Agriculture Rawalpindi'],
'iba-suk.edu.pk': [u'Institute Of Business Administration Sukkur'],
'uom.edu.pk': [u'University of Malakand'],
'ciit-attock.edu.pk': [u'COMSATS Institute of Information Technology, Attock'],
'fitfd.edu.pk': [u'Faisalabad Institute of Textile and Fashion Design'],
'buetk.edu.pk': [u'Balochistan University of Engineering and Technology Khuzdar'],
'guic.edu.pk': [u'Greenwich University'],
'kmdc.edu.pk': [u'Karachi Medical and Dental College'],
'giki.edu.pk': [u'Ghulam Ishaq Khan Institute of Science & Technology'],
'ssuet.edu.pk': [u'Sir Syed University of Engineering and Technology'],
'hitecuni.edu.pk': [u'Hitec University'],
'fuuast.edu.pk': [u'Federal Urdu University of Arts,Science and Technology'],
'cecos.edu.pk': [u'Cecos University of Information Technology'],
'nust.edu.pk': [u'National University of Science and Technology'],
'ssms.edu.pk': [u'Sir Syed Institute Of Technology Islamabad'],
'superior.edu.pk': [u'The Superior College'],
'iba.edu.pk': [u'Institute of Business Administration (IBA)'],
'pafkiet.edu.pk': [u'Karachi Institute Of Economics And Technology'],
'usindh.edu.pk': [u'University of Sindh'],
'uvas.edu.pk': [u'University of Veterinary & Animal Science'],
'alkhair.edu.pk': [u'Al-Khair University'],
'pugc.edu.pk': [u'University of the Punjab, Gujranwala Campus'],
'ipdbuu.com.cn': [u'Beijing Union University'],
'uisrael.ec': [u'Universidad Tecnologica Israel'],
'lgpu.lg.ua': [u'Luhansk Taras Shevchenko National Pedagogical University'],
'ecjtu.jx.cn': [u'East China Jiao Tong University'],
'hallym.ac.kr': [u'Hallym University'],
'kwangju.ac.kr': [u'Kwangju University'],
'taeshin.ac.kr': [u'Taeshin Christian University'],
'kwangju-e.ac.kr': [u'Kwangju National University of Education'],
'kwangwoon.ac.kr': [u'Kwangwoon University'],
'cheju.ac.kr': [u'Cheju National University'],
'chongju-e.ac.kr': [u'Chongju National University of Education'],
'taegu.ac.kr': [u'Taegu University'],
'keimyung.ac.kr': [u'Keimyung University'],
'kdischool.ac.kr': [u'KDI School of Public Policy and Management'],
'sangmyung.ac.kr': [u'Sang Myung University'],
'ssu.ac.kr': [u'Soongsil University'],
'syu.ac.kr': [u'Sahmyook University'],
'sookmyung.ac.kr': [u'Sookmyung Women\'s University'],
'kyungwon.ac.kr': [u'Kyungwon University'],
'samchok.ac.kr': [u'Samchok National University'],
'dongguk.ac.kr': [u'Dongguk University'],
'swu.ac.kr': [u'Seoul Women\'s University'],
'hongik.ac.kr': [u'Hongik University'],
'kyungpook.ac.kr': [u'Kyungpook National University'],
'howon.ac.kr': [u'Chonbuk Sanup University of Technology (Howon University)'],
'kunsan.ac.kr': [u'Kunsan National Universiy'],
'stu.ac.kr': [u'Seoul Teological University'],
'inje.ac.kr': [u'Inje University'],
'dongduk.ac.kr': [u'Dongduk Women\'s University'],
'cheju-e.ac.kr': [u'Cheju National University of Education'],
'dankook.ac.kr': [u'Dankook University'],
'yonsei.ac.kr': [u'Yonsei University'],
'kyungsung.ac.kr': [u'Kyungsung University'],
'hanseo.ac.kr': [u'Hanseo University'],
'daebul.ac.kr': [u'Daebul University'],
'sogang.ac.kr': [u'Sogang University'],
'sch.ac.kr': [u'Soonchunhyang University'],
'hyupsung.ac.kr': [u'Hyupsung University'],
'kongju-e.ac.kr': [u'Kongju National University of Education'],
'chodang.ac.kr': [u'Chodang University'],
'kosin.ac.kr': [u'Kosin University'],
'cuk.ac.kr': [u'Catholic University of Korea'],
'skku.ac.kr': [u'Sung Kyun Kwan University'],
'kyonggi.ac.kr': [u'Kyonggi University'],
'wonkwang.ac.kr': [u'Wonkwang University'],
'chongju.ac.kr': [u'Chongju University'],
'yeungnam.ac.kr': [u'Yeungnam University'],
'seoul-e.ac.kr': [u'Seoul National University of Education'],
'taegu-e.ac.kr': [u'Taegu National University of Education'],
'donga.ac.kr': [u'Dong-A University'],
'jeonju.ac.kr': [u'Jeonju University'],
'mokwon.ac.kr': [u'Mokwon University Taejon'],
'skuniv.ac.kr': [u'Seokyeong University'],
'taejon.ac.kr': [u'Taejon University'],
'postech.ac.kr': [u'Pohang University of Science and Technology'],
'postech.edu': [u'Pohang University of Science and Technology'],
'chungju.ac.kr': [u'Chung-Ju National University'],
'snu.ac.kr': [u'Seoul National University'],
'knou.ac.kr': [u'Korea National Open University'],
'dongshinu.ac.kr': [u'Dongshin University'],
'kangwon.ac.kr': [u'Kangwon National University'],
'ptuniv.ac.kr': [u'Pyongtaek University'],
'cau.ac.kr': [u'Chung-Ang University'],
'cnue-e.ac.kr': [u'Chunchon National University of Education'],
'kmaritime.ac.kr': [u'Korea Maritime University'],
'kaya.ac.kr': [u'Kaya University'],
'seonam.ac.kr': [u'Seonam University'],
'kookmin.ac.kr': [u'Kookmin University'],
'chonju-e.ac.kr': [u'Chonju National University of Education'],
'chosun.ac.kr': [u'Chosun University'],
'sejong.ac.kr': [u'Sejong University'],
'hansung.ac.kr': [u'Hansung University Seoul'],
'yosu.ac.kr': [u'Yosu National University'],
'myongji.ac.kr': [u'Myongji University'],
'kwandong.ac.kr': [u'Kwan Dong University'],
'honam.ac.kr': [u'Honam University'],
'korea.ac.kr': [u'Korea University'],
'pknu.ac.kr': [u'Pukyong National University'],
'icu.ac.kr': [u'Information and Communications University'],
'uos.ac.kr': [u'Seoul City University'],
'ulsan.ac.kr': [u'Ulsan University'],
'paichai.ac.kr': [u'Paichai University'],
'kumoh.ac.kr': [u'Kumoh National University of Technology'],
'sungshin.ac.kr': [u'Sungshin Women\'s University'],
'sunmoon.ac.kr': [u'Sunmoon University'],
'mokpo.ac.kr': [u'Mokpo National University'],
'dytc.ac.kr': [u'Dong Yang University of Technology'],
'pwc.ac.kr': [u'Pusan Women\'s University'],
'knua.ac.kr': [u'Korea National University of Arts'],
'dongeui.ac.kr': [u'Dong Eui University'],
'chungbuk.ac.kr': [u'Chungbuk National University'],
'chinju-e.ac.kr': [u'Chinju National University of Education'],
'duksung.ac.kr': [u'Duksung Women\'s University'],
'hanyang.ac.kr': [u'Hanyang University'],
'suwon.ac.kr': [u'Suwon University'],
'kaist.ac.kr': [u'Korea Advanced Institute of Science & Technology'],
'inchon-e.ac.kr': [u'Inchon National University of Education'],
'ewha.ac.kr': [u'Ewha Women\'s University'],
'hannam.ac.kr': [u'Hannam University'],
'hangkong.ac.kr': [u'Hankuk Aviation University'],
'changwon.ac.kr': [u'Changwon National University'],
'pusan.ac.kr': [u'Pusan National University'],
'chinju.ac.kr': [u'Chinju National University'],
'kangnam.ac.kr': [u'Kangnam University'],
'tnut.ac.kr': [u'Taejon National University of Technology'],
'gsnu.ac.kr': [u'Gyeongsang National University'],
'kyongju.ac.kr': [u'Kongju National University', u'Kyongju University'],
'andong.ac.kr': [u'Andong National University'],
'hanshin.ac.kr': [u'Hanshin University'],
'chungnam.ac.kr': [u'Chungnam National University'],
'pusan-e.ac.kr': [u'Pusan National University of Education'],
'tit.ac.kr': [u'Tongmyung University of Information Technology'],
'cataegu.ac.kr': [u'Catholic University of Taegu-Hyosung'],
'inchon.ac.kr': [u'Inchon University'],
'konyang.ac.kr': [u'Konyang University'],
'miryang.ac.kr': [u'Miryang National University'],
'konkuk.ac.kr': [u'Konkuk University'],
'silla.ac.kr': [u'Silla University'],
'inha.ac.kr': [u'Inha University'],
'sungkyul.ac.kr': [u'Sungkyul University'],
'chonbuk.ac.kr': [u'Chonbuk National University'],
'mmu.ac.kr': [u'Mokpo National Maritime University'],
'kangnung.ac.kr': [u'Kangnung National University'],
'knupe.ac.kr': [u'Korea National University of Physical Education'],
'woosuk.ac.kr': [u'Woosuk University'],
'hoseo.ac.kr': [u'Hoseo University'],
'kyungil.ac.kr': [u'Kyungil University'],
'hufs.ac.kr': [u'Hankuk University of Foreign Studies'],
'knue.ac.kr': [u'Korea National University of Education'],
'snut.ac.kr': [u'Seoul National University of Technology'],
'dongseo.ac.kr': [u'Dongseo University'],
'chonnam.ac.kr': [u'Chonnam National University'],
'kyungnam.ac.kr': [u'Kyungnam University'],
'ajou.ac.kr': [u'Ajou University'],
'sangji.ac.kr': [u'Sang Ji University'],
'kyunghee.ac.kr': [u'Kyunghee University'],
'semyung.ac.kr': [u'Semyung University'],
'hansei.ac.kr': [u'Hansei University'],
'pufs.ac.kr': [u'Pusan University of Foreign Studies'],
'seowon.ac.kr': [u'Seowon University'],
'eulji.ac.kr': [u'Eulji University'],
'ibu.edu.ba': [u'International Burch University'],
'unvi.edu.ba': [u'University Vitez In Travnik'],
'ius.edu.ba': [u'International University of Sarajevo'],
'ae.katowice.pl': [u'Academy of Economics in Katowice'],
'am.katowice.pl': [u'Music Academy Karol Szymanowski in Katowice'],
'awf.katowice.pl': [u'Physical Education Academy in Katowice'],
'slam.katowice.pl': [u'Silesian Academy of Medicine in Katowice'],
'margu.mari.ru': [u'Marij State University'],
'marstu.mari.ru': [u'Marij State Technical University'],
'srmuniv.edu.in': [u'SRM University'],
'gtu.edu.in': [u'Gujarat Technological University'],
'unirsm.sm': [u'University of San Marino'],
'adfa.oz.au': [u'Australian Defence Force Academy'],
'ispu.ac.mz': [u'Instituto Superior Politécnico e Universitário'],
'ucm.ac.mz': [u'Universidade Católica de Moçambique'],
'isri.ac.mz': [u'Instituto Superior de Relações Internacionais (ISRI)'],
'ufgd.edu.br': [u'Universidade Federal da Grande Dourados'],
'uepb.edu.br': [u'Universidade Estadual da Paraíba'],
'claretiano.edu.br': [u'Centro Universitário Claretiano'],
'ufabc.edu.br': [u'Universidade Federal do ABC'],
'unoesc.edu.br': [u'Universidade do Oeste de Santa Catarina'],
'univasf.edu.br': [u'Universidade Federal do Vale do São Francisco'],
'ufcg.edu.br': [u'Universidade Federal de Campina Grande'],
'catolicasc.org.br': [u'Centro Universitário - Católica de Santa Catarina'],
'adu.ac.ae': [u'Abu Dhabi University'],
'ece.ac.ae': [u'Etisalat University College'],
'uowdubai.ac.ae': [u'University of Wollongong - Dubai Campus'],
'ku.ac.ae': [u'Khalifa University of Science, Technology and Research'],
'pi.ac.ae': [u'The Petroleum Institute'],
'hct.ac.ae': [u'Higher Colleges of Technology'],
'buid.ac.ae': [u'British University in Dubai'],
'zu.ac.ae': [u'Zayed University'],
'alainuniversity.ac.ae': [u'Alain University of Science and Technology'],
'gmu.ac.ae': [u'Gulf Medical University'],
'sharjah.ac.ae': [u'University of Sharjah'],
'masdar.ac.ae': [u'Masdar University Of Science And Technology'],
'ittihad.ac.ae': [u'Ittihad University'],
'uaeu.ac.ae': [u'United Arab Emirates University'],
'ud.ac.ae': [u'University Of Dubai'],
'ajman.ac.ae': [u'Ajman University of Science & Technology'],
'univ-lome.tg': [u'Université de Lomé'],
'vitebsk.by': [u'Vitebsk State Medical University', u'Vitebsk State Technological University'],
'grsmu.by': [u'Grodno State Medical University'],
'mia.by': [u'Academy of the Ministry of Internal Affairs of the Republic of Belarus'],
'brest.by': [u'Brest State University'],
'bsu.by': [u'Belarussian State University'],
'edu.by': [u'Belarussian State Academy of Music', u'Belarussian State Agrarian Technical University'],
'gomel.by': [u'Gomel State Medical University', u'Belarussian State University of Transport', u'Gomel State Technical University Pavel Sukhoi', u'Mozyr State Pedagogical Institute'],
'bseu.by': [u'Belarussian State Economic University'],
'miu.by': [u'Minsk Institute of Management'],
'psu.by': [u'Polotsk State University'],
'bstu.by': [u'Brest State Technical University'],
'unibel.by': [u'Belarussian State Pedagogical University M. Tanka', u'Belarussian State Technological University', u'Belarussian State Polytechnical Academy', u'Gomel State University Francisk Scarnia'],
'grodno.by': [u'Grodno State Agrarian University'],
'baa.by': [u'Belarussian State Agricultural Academy'],
'mslu.by': [u'Minsk State Linguistic University'],
'vsu.by': [u'Vitebsk State University'],
'grsu.by': [u'Grodno State University Yanka Kupaly'],
'minsk.by': [u'European Humanities University'],
'bsmu.by': [u'Belarussian State Medical University'],
'bsuir.by': [u'Belarussian State University of Informatics and Radioelectronics'],
'buk.by': [u'Belarussian State University of Culture and Arts'],
'iseu.by': [u'International Sakharov Environmental University'],
'mogilev.by': [u'Mogilev State University A.A. Kuleshov', u'Belarusian-Russian University'],
'um.rnu.tn': [u'Université de Monastir'],
'univ-k.rnu.tn': [u'Université de Kairouan'],
'uc.rnu.tn': [u'Université du Centre, Sousse'],
'uz.rnu.tn': [u'Université Ez-Zitouna'],
'ugaf.rnu.tn': [u'Université de Gafsa'],
'uma.rnu.tn': [u'Université de la Manouba'],
'uj.rnu.tn': [u'Université de Jendouba'],
'isetr.rnu.tn': [u'Instituts Supérieurs des Etudes Technologiques'],
'uvt.rnu.tn': [u'Université de 7 Novembre à Carthage', u'Université Virtuelle de Tunis'],
'utunis.rnu.tn': [u'Université de Tunis'],
'isg.rnu.tn': [u'Institut Supérieur de Gestion de Tunis'],
'disfm.rnu.tn': [u'Instituts Supérieurs de Formation des Maîtres'],
'uss.rnu.tn': [u'Université de Sfax'],
'univgb.rnu.tn': [u'Université de Gabès'],
'utm.rnu.tn': [u'Université de Tunis El Manar'],
'mediadesign.school.nz': [u'Media Design School'],
'amg.gda.pl': [u'Medical Academy in Gdansk'],
'pg.gda.pl': [u'Technical University of Gdansk'],
'asp.gda.pl': [u'Fine Arts Academy in Gdansk'],
'awf.gda.pl': [u'Physical Education Academy Jedrzej Sniadecki in Gdansk'],
'amuz.gda.pl': [u'Music Academy Stanislaw Moniuszko in Gdansk'],
'univ.gda.pl': [u'University of Gdansk'],
}
|
#!/usr/bin/env python
# -*- coding: UTF-8 -*-
import rospy
import dynamic_reconfigure.client
import serial
from PyQt5 import QtCore, QtGui, QtWidgets
from PyQt5.QtWidgets import QMainWindow, QApplication, QPushButton, QWidget, QLabel, QMessageBox
import sys
class Q_Window(QWidget):
def __init__(self):
super(Q_Window, self).__init__()
self.open_success = False
self.init_success = False
self.serial = serial.Serial('/dev/ttyUSB0', 57600, timeout=0.5) # /dev/ttyUSB0
if self.serial.isOpen():
print("open succeeded")
self.open_success = True
else:
print("open failed. Will try again")
self.client = dynamic_reconfigure.client.Client("ground_reconfigure_server")
self.param_dic = self.client.get_configuration()
self.initUI()
def initUI(self):
self.instruction = QLabel(u'请在调节完参数后点击下方按钮更新参数', self)
self.instruction.move(120, 50)
self.send_Button = QPushButton(u'发送', self)
self.send_Button.clicked.connect(self.send)
self.send_Button.resize(200, 50)
self.send_Button.move(200, 120)
self.send_Button.setEnabled(False)
self.msg_label = QLabel(u'', self)
self.msg_label.resize(200, 50)
self.msg_label.move(200, 200)
self.msg_label.setAlignment(QtCore.Qt.AlignHCenter | QtCore.Qt.AlignVCenter)
self.timer = QtCore.QTimer()
self.timer.timeout.connect(self.init_timer_thread_operation)
self.timer.start(500)
self.setGeometry(500, 500, 600, 300)
self.setWindowTitle('Ground PVA PID Parameters Reconfigure')
self.show()
def closeEvent(self, event):
return_code = QMessageBox.information(self, u'注意', u'确定关闭程序吗?', QMessageBox.Yes | QMessageBox.No)
if return_code == QMessageBox.No:
event.ignore()
else:
event.accept()
def init_timer_thread_operation(self):
if not self.open_success: ### Try to open serial
self.msg_label.setText(u'连接中...')
if self.serial.isOpen():
print("open succeeded")
self.open_success = True
else:
print("open failed")
elif not self.init_success: ### Try to synchronize parameters to those in onboard computer
self.msg_label.setText(u'等待初始化参数...')
self.timer.setInterval(10)
data = self.serial.read_all()
if data != "":
print(data)
if data == 'init':
self.timer.stop()
self.msg_label.setText(u'初始化参数接收中...')
counter = 0
param_dict_received = {}
flag = 'name'
name = ''
check_flag = 0
while counter < 100:
rospy.sleep(0.1)
counter += 1
recv = self.serial.read_all()
# print(recv)
if recv == 'complete':
self.init_success = True
break
elif recv != '':
if flag == 'name':
name = recv
flag = 'data'
else:
try:
data = float(recv)
param_dict_received[name] = data
check_flag += data
flag = 'name'
except Exception as e:
print(e)
break
if self.init_success:
print('Initialize succeeded!')
self.msg_label.setText(u'初始化成功！')
self.send_Button.setEnabled(True)
self.serial.write(str(check_flag)) ## Send to check if initialization is successful
rospy.sleep(0.2)
self.client.update_configuration(param_dict_received) # Update to initialized parameters
else:
self.timer.start(500)
else:
self.timer.stop()
def send(self):
return_code = QMessageBox.information(self, u'注意', u'确定发送吗?', QMessageBox.Yes | QMessageBox.No)
if return_code == QMessageBox.No:
self.msg_label.setText(u'发送已取消')
self.msg_label.repaint()
else:
self.send_Button.setEnabled(False)
self.msg_label.setText(u'发送中...')
self.msg_label.repaint()
param_dic_to_set = self.client.get_configuration()
# Start flag
data = "start"
self.serial.write(data)
rospy.sleep(0.1)
check_flag = 0
for k in param_dic_to_set.keys():
if k != 'groups':
self.serial.write(k)
print(k)
rospy.sleep(0.1)
self.serial.write(str(param_dic_to_set[k]))
check_flag += param_dic_to_set[k]
print(param_dic_to_set[k])
rospy.sleep(0.1)
# End flag
data = 'complete'
self.serial.write(data)
rospy.sleep(0.1)
data = str(check_flag)
self.serial.write(data)
rospy.sleep(0.1)
# Waiting for Feedback
update_succeed = False
for i in range(20):
data = self.serial.readline()
try:
if data != '':
if abs(float(data) - check_flag) < 0.01:
self.msg_label.setText(u'参数更改成功！')
self.msg_label.repaint()
update_succeed = True
break
else:
self.msg_label.setText(u'校验失败！')
self.msg_label.repaint()
except Exception as e:
print(e)
break
rospy.sleep(0.1)
if not update_succeed:
self.msg_label.setText(u'发送失败，请重试！')
self.send_Button.setEnabled(True)
if __name__ == '__main__':
rospy.init_node('ground_reconfigure', anonymous=True)
app = QApplication(sys.argv)
ex = Q_Window()
sys.exit(app.exec_())
|
# -*- coding: utf-8 -*-
from south.db import db
from south.v2 import SchemaMigration
from ..compat import get_user_model
User = get_user_model()
user_orm_label = '%s.%s' % (User._meta.app_label, User._meta.object_name)
user_model_label = '%s.%s' % (User._meta.app_label, User._meta.module_name)
class Migration(SchemaMigration):
def forwards(self, orm):
db.add_column(u'badgify_badge', 'users_count',
self.gf('django.db.models.fields.IntegerField')(default=0),
keep_default=False)
def backwards(self, orm):
db.delete_column(u'badgify_badge', 'users_count')
models = {
user_model_label: {
'Meta': {
'object_name': User.__name__,
'db_table': "'%s'" % User._meta.db_table
},
User._meta.pk.attname: (
'django.db.models.fields.AutoField', [],
{'primary_key': 'True',
'db_column': "'%s'" % User._meta.pk.column}
),
},
u'auth.group': {
'Meta': {'object_name': 'Group'},
u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}),
'name': ('django.db.models.fields.CharField', [], {'unique': 'True', 'max_length': '80'}),
'permissions': ('django.db.models.fields.related.ManyToManyField', [], {'to': u"orm['auth.Permission']", 'symmetrical': 'False', 'blank': 'True'})
},
u'auth.permission': {
'Meta': {'ordering': "(u'content_type__app_label', u'content_type__model', u'codename')", 'unique_together': "((u'content_type', u'codename'),)", 'object_name': 'Permission'},
'codename': ('django.db.models.fields.CharField', [], {'max_length': '100'}),
'content_type': ('django.db.models.fields.related.ForeignKey', [], {'to': u"orm['contenttypes.ContentType']"}),
u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}),
'name': ('django.db.models.fields.CharField', [], {'max_length': '50'})
},
'badgify.award': {
'Meta': {'unique_together': "(('user', 'badge'),)", 'object_name': 'Award'},
'awarded_at': ('django.db.models.fields.DateTimeField', [], {'auto_now_add': 'True', 'blank': 'True'}),
'badge': ('django.db.models.fields.related.ForeignKey', [], {'related_name': "'awards'", 'to': "orm['badgify.Badge']"}),
u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}),
'user': ('django.db.models.fields.related.ForeignKey', [], {'related_name': "'badges'", 'to': "orm['%s']" % user_orm_label})
},
'badgify.badge': {
'Meta': {'object_name': 'Badge'},
'description': ('django.db.models.fields.TextField', [], {'blank': 'True'}),
u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}),
'image': ('django.db.models.fields.files.ImageField', [], {'max_length': '100', 'null': 'True', 'blank': 'True'}),
'manual_assignment': ('django.db.models.fields.BooleanField', [], {'default': 'False'}),
'name': ('django.db.models.fields.CharField', [], {'max_length': '255'}),
'slug': ('django.db.models.fields.SlugField', [], {'unique': 'True', 'max_length': '255', 'blank': 'True'}),
'users': ('django.db.models.fields.related.ManyToManyField', [], {'to': "orm['%s']" % user_orm_label, 'through': "orm['badgify.Award']", 'symmetrical': 'False'}),
'users_count': ('django.db.models.fields.IntegerField', [], {'default': '0'})
},
u'contenttypes.contenttype': {
'Meta': {'ordering': "('name',)", 'unique_together': "(('app_label', 'model'),)", 'object_name': 'ContentType', 'db_table': "'django_content_type'"},
'app_label': ('django.db.models.fields.CharField', [], {'max_length': '100'}),
u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}),
'model': ('django.db.models.fields.CharField', [], {'max_length': '100'}),
'name': ('django.db.models.fields.CharField', [], {'max_length': '100'})
},
}
complete_apps = ['badgify']
|
#! -*- coding: utf-8 -*-
import jieba
import numpy as np
import tensorflow as tf
import datetime
from bert4keras.models import build_transformer_model
from bert4keras.snippets import AutoRegressiveDecoder
from bert4keras.tokenizers import Tokenizer
config_path = './chinese_t5_pegasus_base/config.json'
checkpoint_path = './chinese_t5_pegasus_base/model.ckpt'
dict_path = './chinese_t5_pegasus_base/vocab.txt'
if __name__ == '__main__':
starttime = datetime.datetime.now()
gpus = tf.config.experimental.list_physical_devices('GPU') ##获取可用GPU
for gpu in (gpus):
tf.config.experimental.set_memory_growth(gpu, True) ##设置显存使用方式
# bert4keras版本
max_c_len = 500
max_t_len = 200
tokenizer = Tokenizer(
dict_path,
do_lower_case=True,
pre_tokenize=lambda s: jieba.cut(s, HMM=False)
)
t5 = build_transformer_model(
config_path=config_path,
checkpoint_path=checkpoint_path,
model='t5.1.1',
return_keras_model=False,
name='T5',
)
encoder = t5.encoder
decoder = t5.decoder
model = t5.model
# model.load_weights('./best_model.weights')
text = '蓝蓝的天上有一朵白白的云'
x1 = '原文 来源|零壹财经作者|任俊东12月1日，国家互联网信息办公室发布关于《常见类型移动互联网应用程序（App）必要个人信息范围》公开征求意见的通知。此次《意见稿》规定了支付、借贷、银行等38类常见类型App必要个人信息范围，明确App必要个人信息界限，不得因非必要信息拒绝用户安装使用。零壹财经自今年3月起开展了手机App评测工作，通过对金融、购物、视频等10大类300多款App评测发现，9成以上APP都存在违规收集信息问题，其中违反必要原则，收集与其业务无关的个人信息、用户拒绝同意就无法安装使用等问题最为严重。上月，全国App个人信息保护监管会召开。会上阿里、腾讯、字节等互联网巨头遭监管点名批评：在App个人信息保护工作方面，存在思想漠视、侥幸心理、技术对抗三类问题。1.对38类App必要个人信息范围向社会征求意见针对此次《意见稿》，国家网信办表示，近年来App广泛应用在促进经济社会发展、服务民生等方面发挥了重要作用。同时，App超范围收集、强制收集用户个人信息普遍存在，用户拒绝同意就无法安装使用。为落实《中华人民共和国网络安全法》关于个人信息收集合法、正当、必要的原则，规范App个人信息收集行为，因而明确常见App收集必要个人信息范围。意见反馈时间截止到2020年12月16日。2.12类App无须个人信息，即可使用基本功能服务根据《意见稿》，国家网信办拟规定网络直播、在线影音、短视频、新闻资讯、运动健身、浏览器、输入法、安全管理、电子图书、拍摄美化、应用商店、实用工具类共12类App无须个人信息，即可使用基本功能服务。3.零壹App评测：9成以上App存在违规收集信息问题为规范收集APP信息收集和使用、加强个人信息保护，切实维护收集APP消费者合法权益，并依据相关监管政策法规，零壹财经App评测中心于2020年3月2日启动App评测专项工作。中心相关评测工作得到了App消费者、监管部门、相关企业、行业从业者等多方的广泛关注和支持。通过对金融、购物、视频等10大类300多款App评测发现，9成以上APP都存在违规收集信息问题，其中违反必要原则，收集与其业务无关的个人信息、用户拒绝同意就无法安装使用等问题最为严重。4.阿里、腾讯、字节等遭监管点名批评，App个人信息保护进入新的发展阶段11月27日，全国App个人信息保护监管会在北京召开，工信部召集国内互联网行业的头部企业，总结过去半年来App个人信息保护专项整治行动的成果，部署下一阶段整治行动。工信部信息通信管理局副局长鲁春从在会上表示，工信部针对大企业的App进行了全覆盖检测，对阿里巴巴的40余款、字节跳动30余款，腾讯30余款、百度20余款、网易10余款、小米10余款用户下载量大、使用率高的App进行了重点检测，发现存在思想漠视、侥幸心理、技术对抗三类问题。互联网个人信息数据野蛮生长时代已成过去，APP个人信息保护正在迎来新的发展阶段。切实维护用户合法权益，严厉惩处互联网企业违法违规行为是今后互联网监管的常态。企业只有从思想上重视、行动上遵守，把用户的利益作为企业的核心关切，才能持续发展。添加作者微信：daodao0312，可获取《常见类型移动互联网应用程序（App）必要个人信息范围（征求意见稿）》，或您有App评测需求请联系作者。'
x2 = '嗯，它的黑胡椒味道非常浓郁的路口，之后有顾问威拉还有骨牛肉的消息，非常好吃，听一家这个范式查看分开中的，但是他这个社会一块钱的包装竟然还能让将只露出来范围这个包装的蜜蜂做得一点都不好去一下企业家你犯比较好吃，颗粒饱满，野蛮圆润的，有点像那种山东大米的口感，还有点侵权的味道，只是他这个包装可以让我究竟很久，还收了我一块钱。'
class AutoTitle(AutoRegressiveDecoder):
"""seq2seq解码器
"""
@AutoRegressiveDecoder.wraps(default_rtype='probas')
def predict(self, inputs, output_ids, states):
c_encoded = inputs[0]
return self.last_token(decoder).predict([c_encoded, output_ids])
def generate(self, text, topk=1):
c_token_ids, _ = tokenizer.encode(text, maxlen=max_c_len)
c_encoded = encoder.predict(np.array([c_token_ids]))[0]
output_ids = self.beam_search([c_encoded], topk=topk) # 基于beam search
return tokenizer.decode(output_ids)
autotitle = AutoTitle(
start_id=tokenizer._token_start_id,
end_id=tokenizer._token_end_id,
maxlen=max_t_len
)
for i in [x1, x2, ]:
print('原文', i)
print('bert4keras预测' + '\t' + autotitle.generate(i))
# long running
endtime = datetime.datetime.now()
print (endtime - starttime)
|
import sys
import os
import math
from dataclasses import dataclass
from typing import overload
import time
from tkinter import Tk
from tkinter.filedialog import askopenfile
from editor_utils.font import font
from editor_utils.atlas import atlas
_stdout = sys.stdout
sys.stdout = open(os.devnull,'w')
import pygame
import pygame.freetype
from pygame.locals import *
sys.stdout = _stdout
del(_stdout)
DEBUG:bool = False
@dataclass
class tile:
spr_index:int = 0
#class _map:
# def __init__(self):
# self.tiles = [
#
# ]
"""class atlas_panel(pygame.Surface):
def __init__(
self,
w:int,
h:int
) -> None:
self.w = w
#super(atlas_panel, self).__init__((w,h))
self.panel = pygame.Surface((w,h))"""
class editor(object):
def __init__(self):
# 128 wide, 64 tall,
# 128 columns, 64 rows
self.tiles = [
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
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tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),tile(0),
]
if DEBUG: print(f' number of tiles: {len(self.tiles)}')
self.print_ver_info()
self.initialize()
def export(self):
data = ''
tiles = [tile.spr_index for tile in self.tiles]
for index, tile in enumerate(tiles,start=0):
if index % 128 == 0 and not index==0:
data += '\n'
data+='{},'.format(tile)
with open('map.data','w') as data_file:
data_file.write(data)
def importer(self):
if os.path.isfile('map.data'):
with open('map.data','r') as map_data:
data = map_data.read().replace('\n','').split(',')
new_data = list(filter(None,data))
for index,d in enumerate(new_data,start=0):
self.tiles[index].spr_index = int(d)
def main(self):
self._init()
main_loop:bool = True
while main_loop:
self.pump()
self.cls()
self.reg_events()
self.main_loop_checks()
self._update()
self._draw()
self.clr_events()
self.flip()
self.clock.tick(self.framerate)
def main_loop_checks(self):
if 0x100 in self.events:
self.shutdown()
def _init(self):
self.imported:bool = False
self.exported:int = 0
self.selected_sprite:int = 0
self.failed_import:int = 0
self.global_offset_x:int = 0
self.global_offset_y:int = 0
self.importer()
#self.atlas_panel = atlas_panel(146*self.scale_factor,512*self.scale_factor)
def _update(self):
if not self.imported:
# pressed import button
if self.btn(0):
Tk().withdraw()
try:
atlas_file = askopenfile().name
except AttributeError:
return
try:
atlas0 = atlas(atlas_file) if atlas_file != None else None
#print(atlas0)
except:
self.failed_import = 60
return
del(atlas_file)
self.gfx = atlas0.load(self.scale_factor*2) if not atlas0 == None else []
del(atlas0)
self.imported = not self.imported
#atlas0.convert(8)
return
if self.btn(1) and self.exported <= 0:
self.export()
self.exported = 45
fake_m_x, fake_m_y = pygame.mouse.get_pos()
m_x, m_y = fake_m_x - self.global_offset_x, fake_m_y - self.global_offset_y
cell_wh = 8 *self.scale_factor
if (
m_x+self.global_offset_x > (self.base_wh[0] - 200) * self.scale_factor
):
#print('k')
minfo = pygame.mouse.get_pos()
mx, my = minfo[0],minfo[1]
if (
self.mse(0) and mx > (self.base_wh[0] - 180) * self.scale_factor
): # selecting a sprite
#print('even better')
#print(f'{mx} {my}')
x = math.ceil( (mx - ((self.base_wh[0] - 180) * self.scale_factor) ) / self.scale_factor / 2 / 8) - 1
y = math.floor( (my - ((self.base_wh[1] - 50) * self.scale_factor) ) / self.scale_factor / 2 / 8) + 26
tile_n = (y * 11) + x
if (
x >= 0 and x < 11 and
y >= 0 and y < 12 and # y < 12 used to be y < 11
tile_n > 0 and tile_n < 128
):
self.selected_sprite = tile_n
#y = math.floor( (my + ((self.base_wh[1] - 50) * self.scale_factor)) ) / self.scale_factor / 2)
#x = math.floor((mx - (self.base_wh[0] - 180) * self.scale_factor) / self.scale_factor / 2 / 11)# (column)
#y = math.floor((my - (self.base_wh[1] - 50) * self.scale_factor) / self.scale_factor / 2 / 11) # (row)
#print(f'x: {x} y: {y}')
elif (
m_x < self.base_wh[0]*self.scale_factor*2 and m_x > 0 and
m_y > 0 and m_y < self.base_wh[1]*self.scale_factor*2
):
if self.mse(0): # left click (set)
row = math.floor(m_y / self.scale_factor / 2 / 8) # y
column = math.floor(m_x / self.scale_factor / 2 / 8) # x
tile_n = (row * 128) + column
self.tiles[tile_n].spr_index = self.selected_sprite
if DEBUG:
print(f'left || x: {m_x} y: {m_y}')
print(f'y: {row}')
print(f'x: {column}')
elif self.mse(2): # right click (remove)
row = math.floor(m_y / self.scale_factor / 2 / 8) # y
column = math.floor(m_x / self.scale_factor / 2 / 8) # x
tile_n = (row * 128) + column
self.tiles[tile_n].spr_index = 0
if DEBUG:
print(f'right || x: {m_x} y: {m_y}')
cell_wh = 8 * self.scale_factor
if self.btn(2): # up
self.global_offset_y += cell_wh * self.scale_factor
#print(self.global_offset_y)
self.sleep(0.06)
elif self.btn(3): # down
self.global_offset_y -= (8 * self.scale_factor) * self.scale_factor
self.sleep(0.06)
elif self.btn(4): # left
self.global_offset_x += (8 * self.scale_factor) * self.scale_factor
self.sleep(0.06)
elif self.btn(5): # right
self.global_offset_x -= (8 * self.scale_factor) * self.scale_factor
self.sleep(0.06)
def _draw(self):
if not self.imported:
if self.failed_import > 0:
self.print(' INVALID FILE TYPE -=- MUST BE 8-BIT BMP ',105,245,7,8,size=25)
self.failed_import-=1
return
self.print(' No sprite atlas currently loaded ',170,220,7,5,size=25)
self.print(' Press \'I\' to load an atlas ',225,256,7,5,size=25)
return
cell_wh = 8*self.scale_factor
for row in range(64):
# row means y-axis
# draw row
if DEBUG:print(f'row: {row}')
self.line(
0,
row*cell_wh,
128*cell_wh,
row*cell_wh,
7
)
for column in range(128):
# column means x
# draw column
if DEBUG:print(f'column: {row}')
_column = column*cell_wh
self.line(
_column,
0,
_column,
64*cell_wh,
7
)
# draw tiles . . .
start_x = 0 - self.global_offset_x
start_y = 0 - self.global_offset_y
#on_screen = ((start_x + (self.base_wh[0])) / cell_wh) * ((start_y + (self.base_wh[1])) / cell_wh)
on_scr_x = (start_x + self.base_wh[0]) / cell_wh + 4
on_scr_y = (start_y + self.base_wh[1]) / cell_wh + 4
for index, tile in enumerate(self.tiles,start=0):
x = index % 128
y = math.floor(index / 128)
#create_x = x * self.scale_factor * cell_wh
#create_y = y * self.scale_factor * cell_wh
#if create_x < on_scr_x and create_y < on_scr_y:
# self.screen.blit(self.gfx[tile.spr_index],(x,y))
if x < on_scr_x and y < on_scr_y:
self.screen.blit(
self.gfx[tile.spr_index],
(
(x*self.scale_factor*cell_wh) - start_x,
(y*self.scale_factor*cell_wh) - start_y
)
#(0,0,cell_wh*self.scale_factor,cell_wh*self.scale_factor)
)
#print(f'x: {x} y: {y}')
#self.screen.blit(self.gfx[tile.spr_index].convert(),(x,y))
# draw atlas panel
x0 = self.base_wh[0] - 180
x1 = self.base_wh[0]
y0 = 0
y1 = self.base_wh[1]
self.rectfill(x0-20,y0,x1,y1,1)
#self.rectfill(True,x0,y0,x1,y1)#,5)
rect = pygame.Rect(
x0*self.scale_factor,
y0*self.scale_factor,
(x1 - x0) * self.scale_factor,
(y1 - y0) * self.scale_factor
)
pygame.draw.rect(
self.screen,
pygame.Color(20,20,20,a=255),
rect,
width=0
)
selected_len = len(str(self.selected_sprite))
prefix = ''
for i in range(3-selected_len):
prefix+='0'
x = self.base_wh[0] - 170
y = 5
self.print('selected: {}'.format(prefix+str(self.selected_sprite)),x,y,7,0,size=15)
sx = self.base_wh[0] - 180
sy = 0 + 50
sprite_wh = 8 * self.scale_factor
# 11 per row ** correction: 12
for row in range(16):
for sprite in range(11):
gfx_index = (row * 11) + sprite
try:
self.screen.blit(
self.gfx[gfx_index],
(
((sx * self.scale_factor) + (sprite * self.scale_factor * sprite_wh)),
( (sy * self.scale_factor) + (row * self.scale_factor * sprite_wh) )
)
)
except IndexError:
pass
if gfx_index == self.selected_sprite:
rect = pygame.Rect(
((sx * self.scale_factor) + (sprite * self.scale_factor * sprite_wh)),
( (sy * self.scale_factor) + (row * self.scale_factor * sprite_wh) ),
8*self.scale_factor * 2,
8*self.scale_factor * 2
)
pygame.draw.rect(
self.screen,
self.colours[7],
rect,
width=2*self.scale_factor,
border_radius=3*self.scale_factor
)
if self.exported > 0:
self.print(' exported ',350,420,7,8,size=35)
self.exported -= 1
def initialize(self) -> None:
try:
pygame.init()
pygame.display.init()
pygame.freetype.init()
except RuntimeError:
self.shutdown('ERROR: pygame failed to initialize')
self.init_display()
self.init_colour()
self.init_font()
self.init_mouse()
self.init_time()
self.configure()
def init_display(self) -> None:
base_wh:tuple[int,int] = (1024,512)
self.base_wh = base_wh
display_inf = pygame.display.Info()
c_w = display_inf.current_w
c_h = display_inf.current_h
self.scale_factor = math.ceil(c_h / base_wh[1]) - 1
dimens = (base_wh[0] * self.scale_factor,base_wh[1] * self.scale_factor)
pygame.display.set_caption('Hagia Map Editor')
try:
icon = pygame.image.load('hagia.png')
except FileNotFoundError:
icon = None
pygame.display.set_icon(icon) if icon != None else None
self.screen = pygame.display.set_mode(dimens,depth=8)
del(base_wh)
del(display_inf)
del(c_w)
del(c_h)
del(dimens)
del(icon)
def init_colour(self) -> None:
self.colours = [
pygame.Color(0,0,0,a=255), # black / 0
pygame.Color(29,43,83,a=255), # dark blue / 1
pygame.Color(126,37,83,a=255), # dark purple / 2
pygame.Color(0,135,81,a=255), # dark green / 3
pygame.Color(171,82,54,a=255), # brown / 4
pygame.Color(95,87,79,a=255), # dark-grey / 5
pygame.Color(194,195,199,a=255), # light-grey / 6
pygame.Color(255,241,232,a=255), # white / 7
pygame.Color(255,0,77,a=255), # red / 8
pygame.Color(255,163,0,a=255), # orange / 9
pygame.Color(255,236,39,a=255), # yellow / 10
pygame.Color(0,228,54,a=255), # green / 11
pygame.Color(41,173,255,a=255), # blue / 12
pygame.Color(131,118,156,a=255), # lavender / 13
pygame.Color(255,119,168,a=255), # pink / 14
pygame.Color(255,204,170,a=255) # light-peach / 15
]
def init_font(self) -> None:
self.font = font().load()
def init_mouse(self) -> None:
pygame.mouse.set_visible(True)
def init_time(self) -> None:
self.clock = pygame.time.Clock()
self.framerate:int = 15
def configure(self) -> None:
"""
I - for importing a sprite atlas
E - exporting map data
LEFT_MOUSE_BUTTON - setting sprite on map
RIGHT_MOUSE_BUTTON - deleting sprite (setting to sprite 0)
"""
self.keys = [
105, # i
101, # e
1073741906, # up arrow
1073741905, # down arrow
1073741904, # left arrow
1073741903 # right arrow
]
def shutdown(self,error_msg='Exited successfully.'):
pygame.quit()
sys.exit(error_msg)
def print_ver_info(self) -> None:
print('\nMap Editor 6243 ZX 0.1.0-alpha')
SDL_ver = pygame.get_sdl_version()
print(f'SDL {SDL_ver[0]}.{SDL_ver[1]}.{SDL_ver[2]}')
py_impl:str = str(sys.implementation.name)
py_cachetag:str = str(sys.implementation.cache_tag)
py_ver_inf = sys.version_info
print(py_impl+' '+str(py_ver_inf[0])+'.'+str(py_ver_inf[1])+'.'+str(py_ver_inf[2])+'-'+str(py_ver_inf[3])+' / '+py_cachetag+'\n')
del(py_impl)
del(py_cachetag)
del(py_ver_inf)
del(SDL_ver)
def flip(self) -> None:
pygame.display.flip()
def pump(self) -> None:
pygame.event.pump()
def reg_events(self) -> None:
self.events = [ev.type for ev in pygame.event.get()]
self.mouse_events = pygame.mouse.get_pressed(num_buttons=3)
self.key_events = pygame.key.get_pressed()
def clr_events(self) -> None:
pygame.event.clear()
del(self.events)
del(self.mouse_events)
del(self.key_events)
def cls(self,x:int=0) -> None:
self.screen.fill(self.colours[x])
def sleep(self,x) -> None:
time.sleep(x)
def btn(self,x) -> bool:
return self.key_events[self.keys[x]]
def mse(self,x) -> bool:
return self.mouse_events[x]
def print(
self,
text:str,
x:int,
y:int,
fgcolor:int=0,
bgcolor:int=0,
#style=pygame.STYLE_DEFAULT,
#rotation=0,
size=4
):
# make sure to remove global offset from print for this
self.font.render_to(self.screen,((x*self.scale_factor)+0,(y*self.scale_factor)+0),text,fgcolor=self.colours[fgcolor],bgcolor=self.colours[bgcolor],
#style=style,
#rotation=rotation,
size=size*self.scale_factor
)
def line(
self,
x0,
y0,
x1,
y1,
col:int=0,
width:int=1
) -> None:
pygame.draw.line(
self.screen,
self.colours[col],
((x0*self.scale_factor)+self.global_offset_x,(y0*self.scale_factor)+self.global_offset_y),
((x1*self.scale_factor)+self.global_offset_x,(y1*self.scale_factor)+self.global_offset_y),
width=width*self.scale_factor
)
def rect(
self,
x0,
y0,
x1,
y1,
col:int=0,
width:int=1
) -> None:
rect = pygame.Rect(
x0*self.scale_factor,
y0*self.scale_factor,
(x1 - x0) * self.scale_factor,
(y1 - y0) * self.scale_factor
)
pygame.draw.rect(
self.screen,
self.colours[col],
rect,
width=width*self.scale_factor
)
"""@overload
def rectfill(
self,
nice:bool,
x0,
y0,
x1,
y1,
col=pygame.Color(20,20,20,a=255)
) -> None:
if type(nice) == bool:
rect = pygame.Rect(
x0*self.scale_factor,
y0*self.scale_factor,
(x1 - x0) * self.scale_factor,
(y1 - y0) * self.scale_factor
)
pygame.draw.rect(
self.screen,
col,
rect,
width=0
)"""
def rectfill(
self,
x0,
y0,
x1,
y1,
col:int=0
) -> None:
rect = pygame.Rect(
x0*self.scale_factor,
y0*self.scale_factor,
(x1 - x0) * self.scale_factor,
(y1 - y0) * self.scale_factor
)
pygame.draw.rect(
self.screen,
self.colours[col],
rect,
width=0
)
def main():
e = editor()
e.main()
if __name__ == '__main__':
main()
|
# uncompyle6 version 3.7.4
# Python bytecode 3.7 (3394)
# Decompiled from: Python 3.7.9 (tags/v3.7.9:13c94747c7, Aug 17 2020, 18:58:18) [MSC v.1900 64 bit (AMD64)]
# Embedded file name: T:\InGame\Gameplay\Scripts\Server\carry\put_down_strategy.py
# Compiled at: 2019-01-17 03:59:06
# Size of source mod 2**32: 5644 bytes
from sims.sim_info_types import Species
from sims4.tuning.instances import TunedInstanceMetaclass
from sims4.tuning.tunable import HasTunableReference, OptionalTunable, Tunable, TunableList, TunableReference, TunableMapping, TunableEnumEntry, AutoFactoryInit, HasTunableSingletonFactory, TunableVariant, TunableRange
from singletons import DEFAULT
import services, sims4.resources
class PutDownStrategyOverride(HasTunableSingletonFactory, AutoFactoryInit):
class _TunablePutDownOverrideVariant(TunableVariant):
def __init__(self, *args, **kwargs):
(super().__init__)(args, cost_override=TunableRange(description="\n A cost multiplier to apply to the generic cost. A multiplier\n that's less than 1 makes the choice more optimal, while a\n multiplier greater than 1 makes the choice less optimal.\n ",
tunable_type=float,
minimum=0,
default=1),
locked_args={'dont_override':DEFAULT,
'disallow':None,
'heavily_discouraged':100},
default='dont_override', **kwargs)
FACTORY_TUNABLES = {'slot_cost_override':_TunablePutDownOverrideVariant(),
'object_inventory_cost_override':_TunablePutDownOverrideVariant()}
class PutDownStrategy(HasTunableReference, metaclass=TunedInstanceMetaclass, manager=services.get_instance_manager(sims4.resources.Types.STRATEGY)):
INSTANCE_TUNABLES = {'preferred_slot_cost':OptionalTunable(enabled_by_default=True,
tunable=Tunable(description='\n Base cost for a slot that this object prefers.\n ',
tunable_type=float,
default=0)),
'normal_slot_cost':OptionalTunable(enabled_by_default=True,
tunable=Tunable(description='\n Base score for a slot that this object does not prefer.\n ',
tunable_type=float,
default=1)),
'object_inventory_cost':OptionalTunable(enabled_by_default=True,
tunable=Tunable(description='\n Base cost for a sim putting the object in a valid object\n inventory.\n ',
tunable_type=float,
default=5)),
'floor_cost':OptionalTunable(enabled_by_default=True,
tunable=Tunable(description='\n The base cost used to compare putting an object on the ground\n with other options.\n ',
tunable_type=float,
default=15)),
'inventory_cost':OptionalTunable(enabled_by_default=True,
tunable=Tunable(description='\n Cost for how likely a sim puts the object in their inventory\n instead of putting it down.\n ',
tunable_type=float,
default=20)),
'affordances':TunableList(description='\n A list of interactions that should be considered to be an\n alternative to putting the object down.\n ',
tunable=TunableReference(manager=(services.get_instance_manager(sims4.resources.Types.INTERACTION)))),
'put_down_on_terrain_facing_sim':Tunable(description="\n If true, the object will face the Sim when placing it on terrain.\n Guitars and violins will enable this so they don't pop 180 degrees\n after the Sim puts it down.\n ",
tunable_type=bool,
default=False),
'ideal_slot_type_set':OptionalTunable(tunable=TunableReference(description="\n If specified, this set of slots will have the cost specified in\n the 'preferred_slot_cost' field in put_down_tuning.\n \n This allows us to tell Sims to weight specific slot types higher\n than others when considering where to put down this object.\n ",
manager=(services.get_instance_manager(sims4.resources.Types.SLOT_TYPE_SET))))}
class TunablePutDownStrategySpeciesMapping(TunableMapping):
def __init__(self, *args, **kwargs):
(super().__init__)(args, key_type=TunableEnumEntry(description="\n The Sim's species.\n ",
tunable_type=Species,
default=(Species.HUMAN),
invalid_enums=(
Species.INVALID,)),
value_type=PutDownStrategy.TunableReference(), **kwargs)
|
from __future__ import absolute_import
import hashlib
import hmac
import logging
import six
from django.http import HttpResponse
from django.utils.crypto import constant_time_compare
from django.utils.decorators import method_decorator
from django.views.decorators.csrf import csrf_exempt
from simplejson import JSONDecodeError
from sentry import options
from sentry.utils import json
from sentry.api.base import Endpoint
logger = logging.getLogger('sentry.integrations.github-enterprise')
class GitHubEnterpriseAppsEndpoint(Endpoint):
authentication_classes = ()
permission_classes = ()
@method_decorator(csrf_exempt)
def dispatch(self, request, *args, **kwargs):
return super(GitHubEnterpriseAppsEndpoint, self).dispatch(request, *args, **kwargs)
def get_secret(self):
# todo(maxbittker)
return options.get('github-enterprise-app.webhook-secret')
def is_valid_signature(self, method, body, secret, signature):
if method != 'sha1':
raise NotImplementedError('signature method %s is not supported' % (method, ))
mod = hashlib.sha1
expected = hmac.new(
key=secret.encode('utf-8'),
msg=body,
digestmod=mod,
).hexdigest()
return constant_time_compare(expected, signature)
def post(self, request, *kwargs):
secret = self.get_secret()
if secret is None:
logger.error('github-enterpise.webhook.missing-secret',)
return HttpResponse(status=401)
body = six.binary_type(request.body)
if not body:
logger.error('github-enterpise.webhook.missing-body',)
return HttpResponse(status=400)
try:
method, signature = request.META['HTTP_X_HUB_SIGNATURE'].split('=', 1)
except (KeyError, IndexError):
logger.error('github-enterpise.webhook.missing-signature',)
return HttpResponse(status=400)
if not self.is_valid_signature(method, body, self.get_secret(), signature):
logger.error('github-enterpise.webhook.invalid-signature',)
return HttpResponse(status=401)
try:
json.loads(body.decode('utf-8'))
except JSONDecodeError:
logger.error(
'github-enterpise.webhook.invalid-json',
exc_info=True,
)
return HttpResponse(status=400)
return HttpResponse(status=200)
|
# Enter your code here. Read input from STDIN. Print output to STDOUT
x,k=map(int,input().split())
p=input()
if eval(p)==k:
print(True)
else:
print(False)
|
# -*- coding: utf-8 -*-
"""
1385. Find the Distance Value Between Two Arrays
Given two integer arrays arr1 and arr2, and the integer d, return the distance value between the two arrays.
The distance value is defined as the number of elements arr1[i] such that there is not any element arr2[j]
where |arr1[i]-arr2[j]| <= d.
Constraints:
1 <= arr1.length, arr2.length <= 500
-10^3 <= arr1[i], arr2[j] <= 10^3
0 <= d <= 100
"""
class Solution:
def findTheDistanceValue(self, arr1, arr2, d: int) -> int:
res = 0
for val1 in arr1:
valid = True
for val2 in arr2:
if abs(val1 - val2) <= d:
valid = False
break
if valid:
res += 1
return res
|
import pandas as pd
import numpy as np
import argparse
parser = argparse.ArgumentParser()
parser.add_argument("--model_prefix", default=None, type=str, required=True)
parser.add_argument("--out_path", default=None, type=str, required=True)
args = parser.parse_args()
df = pd.read_csv('data/test.csv', sep=',')
temp = pd.read_csv(f'{args.model_prefix}/sub.csv', sep='\t')
res = pd.DataFrame([])
res['label'] = np.argmax(temp[['label_0', 'label_1']].values, -1)
res['id'] = temp['id']
res[['id', 'label']].to_csv(args.out_path, index=False, sep=',')
|
import sys
import argparse
import os
import Utils
import SeriesModel
import Results
import pickle
def CmdLine( args ):
seriesFileName = None
if args.series:
seriesFileName = args.series
try:
with open(seriesFileName, 'rb') as fp:
SeriesModel.model = pickle.load( fp, encoding='latin1', errors='replace' )
except IOError:
print( 'cannot open series file "{}".'.format(seriesFileName) )
return 1
SeriesModel.model.postReadFix()
races = []
for r in args.races:
# Parse the points structure.
pos = r.rfind( '=' )
if pos >= 0:
pointStructuresName = r[pos+1:].strip()
r = r[:pos]
else:
pointStructuresName = None
fileName, sheetName = None, None
# Now, parse the file reference.
if r.endswith( '.cmn' ):
# This is a crossmgr file.
fileName = r
else:
# This must be a spreadsheet.
components = r.split( '::' )
if len(components) == 2:
fileName, sheetName = components
else:
fileName = components[0]
if not any( fileName.endswith(suffix) for suffix in ('.xlsx', 'xlsm', '.xls') ):
print( 'unrecognized file suffix "{}".'.format(fileName) )
return 2
pointStructures = None
for ps in SeriesModel.model.pointStructures:
if pointStructuresName is None or ps.name == pointStructuresName:
pointStructures = ps
break
if pointStructures is None:
print( 'cannot find points structure "{}".'.format(pointStructuresName) )
return 3
races.append( SeriesModel.Race(fileName, pointStructures) )
if races:
SeriesModel.model.races = races
score_by_points, score_by_time, score_by_percent = True, False, False
if args.score_by_time:
score_by_points, score_by_time, score_by_percent = False, True, False
if args.score_by_percent:
score_by_points, score_by_time, score_by_percent = False, False, True
output_file = args.output or ((os.path.splitext(args.series)[0] + '.html') if args.series else 'SeriesMgr.html')
with open( output_file, 'w' ) as f:
f.write( Results.getHtml(seriesFileName) )
return 0
|
import datetime
from django.db import models
# Create your models here.
class Doctor(models.Model):
name = models.CharField(max_length = 100)
specialization = models.CharField(max_length = 40)
def __str__(self):
return 'Врач {0}, {1}'.format(self.name, self.specialization)
def appointments_month(self):
today = datetime.datetime.today()
return Appointment.objects.filter(
appointment_time__year=today.year,
appointment_time__month=today.month
)
class Appointment(models.Model):
patient_name = models.CharField('Ваше имя:', max_length=40)
patient_middlename = models.CharField('Ваше отчество:', max_length=40)
patient_surname = models.CharField('Ваша фамилия:', max_length=40)
doctor = models.ForeignKey(Doctor, verbose_name="Выберите врача:")
appointment_time = models.DateTimeField('Дата записи:')
def __str__(self):
return '[{0} {1} {2} записан на прием у {3}, {4} на {5}'.format(
self.patient_name,
self.patient_middlename,
self.patient_surname,
self.doctor.name,
self.doctor.specialization,
self.appointment_time)
def get_absolute_url(self):
return "/"
|
from threading import Thread
import cv2
from Constants import Constants
class ImageThread(Thread):
def __init__(self, mat):
super(ImageThread, self).__init__()
self.mat = mat
def run(self):
print("Starting Proccessing\n")
hsv = cv2.cvtColor(self.mat, cv2.COLOR_BGR2HSV)
mask = cv2.inRange(hsv, Constants.lower_red, Constants.upper_red)
im2, contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
cv2.drawContours(self.mat, contours, -1, (0, 255, 0), 3)
|
# Copyright 2019 Xilinx 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 writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
import sys
from tensorflow.python.eager import context
from tensorflow.python.util import nest
# Inheritance chain:
# tf.Module -> keras.Layer -> keras.Dense -> tf_nndct.Dense
# -> Inspectable -> QuantizedDense
# TODO(yuwang):
# 1. Use names without ambiguity.
# 2. Design a better machinism for Inspectable.
def make_quantized(base):
class Inspectable(base):
class Attr:
SavingOutputs = '_saving_outputs'
SavedOutputs = '_saved_outputs'
def __call__(self, *args, **kwargs):
outputs = super(Inspectable, self).__call__(*args, **kwargs)
if getattr(self, self.Attr.SavingOutputs, False) and context.executing_eagerly():
self._save(outputs)
return outputs
def enable_saving_outputs(self):
setattr(self, self.Attr.SavingOutputs, True)
def disable_saving_outputs(self):
setattr(self, self.Attr.SavingOutputs, False)
def _save(self, tensors):
if not hasattr(self, self.Attr.SavedOutputs):
setattr(self, self.Attr.SavedOutputs, [])
batch_outputs = []
for tensor in nest.flatten(tensors):
batch_outputs.append(tensor.numpy())
saved_outputs = getattr(self, self.Attr.SavedOutputs)
saved_outputs.append(batch_outputs)
def saved_outputs(self):
return getattr(self, self.Attr.SavedOutputs, [])
cls_name = base.__name__
quantized_cls = type(cls_name, (Inspectable,), {})
# Use base class __init__ directly so that the `KerasWriter` can inspect init args
# automatically and write them out correctly.
quantized_cls.__init__ = base.__init__
setattr(sys.modules[__name__], cls_name, quantized_cls)
return quantized_cls
|
from textwrap import dedent
import unittest.mock as mock
from pathlib import Path
from typing import Annotated
import pytest
from .exceptions import *
from .parser import *
from .transformers import *
def assert_type_value(value, assert_type: type, assert_value):
__tracebackhide__ = True
assert isinstance(value, assert_type)
assert value == assert_value
def dedent_strip(str_: str) -> str:
return dedent(str_).strip()
class TestMisc:
def test_no_annotated(self):
with pytest.raises(ConfigSchemaError, match=r'Annotated'):
class C(ConfigSchema):
field: FromType(int, str)
def test_bad_origin(self):
with pytest.raises(ConfigSchemaError):
class C(ConfigSchema):
field: Annotated[Path, '']
@pytest.mark.skip(
"I'm not sure how to handle this yet, but it's a bit of an edge case"
)
def test_bounded_before_fromtype(self):
with pytest.raises(ConfigSchemaError):
class C(ConfigSchema):
field: Annotated[int, Bounded(5, 6), FromType(str, int)]
def test_transform_back_chain(self):
class C(ConfigSchema):
# noinspection PyTypeHints
field: Annotated[
Path,
FromType(str, float), FromType(float, int), FromType(int, str),
MaybeRelativePath(Path('/root/dir'))
]
parsed = C('{"field": "5.3"}')
assert parsed.field == Path('/root/dir/5')
serialized = parsed.serialize()
assert_type_value(
serialized, str,
dedent_strip('''
{
"field": "5.0"
}
''')
)
class TestFromType:
def test_implicit_to(self):
class C(ConfigSchema):
field: Annotated[str, FromType(int)]
parsed = C('{"field": 123}')
assert_type_value(parsed.field, str, "123")
with pytest.raises(TypeError):
C('{"field": "123"}')
def test_multiple_implicit_to_type_err(self):
with pytest.raises(ConfigSchemaError, match='implicit'):
class C(ConfigSchema):
field: Annotated[str, FromType(int), FromType(str)]
def test_explicit_to(self):
class C(ConfigSchema):
field: Annotated[str, FromType(int, str)]
parsed = C('{"field": 123}')
assert_type_value(parsed.field, str, "123")
def test_explicit_to_chained(self):
class C(ConfigSchema):
field: Annotated[str, FromType(int, float), FromType(float, str)]
parsed = C('{"field": 123}')
assert_type_value(parsed.field, str, "123.0")
def test_explicit_to_type_mismatch(self):
with pytest.raises(ConfigSchemaError):
class C(ConfigSchema):
field: Annotated[str, FromType(int, float)]
def test_implicit_with_bounded_after(self):
# I want the shorthand implicit notation available if it's used at
# the last FromType, however I think it's difficult to understand
# what's going on if more transformers come after it
with pytest.raises(ConfigSchemaError):
class C(ConfigSchema):
field: Annotated[int, FromType(str), Bounded(2, 4)]
def test_explicit_with_bounded_after(self):
class C(ConfigSchema):
field: Annotated[int, FromType(str, int), Bounded(2, 4)]
parsed = C('{"field": "3"}')
assert_type_value(parsed.field, int, 3)
with pytest.raises(ValueError):
parsed = C('{"field": "5"}')
def test_invalid_from_type(self):
with pytest.raises(ConfigSchemaError):
class C(ConfigSchema):
field: Annotated[int, FromType(Path, int)]
def test_back(self):
trans = FromType(int, str)
back = trans.transform_back("5")
assert_type_value(back, int, 5)
def test_back_err(self):
trans = FromType(int, str)
with pytest.raises(TypeError):
back = trans.transform_back(True)
class TestBounded:
def test_min(self):
class C(ConfigSchema):
field: Annotated[int, Bounded(5, None)]
with pytest.raises(ValueError):
C('{"field": 4}')
parsed = C('{"field": 5}')
assert_type_value(parsed.field, int, 5)
parsed = C('{"field": 6}')
assert_type_value(parsed.field, int, 6)
def test_max(self):
class C(ConfigSchema):
field: Annotated[int, Bounded(None, 10)]
parsed = C('{"field": 9}')
assert_type_value(parsed.field, int, 9)
parsed = C('{"field": 10}')
assert_type_value(parsed.field, int, 10)
with pytest.raises(ValueError):
C('{"field": 11}')
def test_min_max(self):
class C(ConfigSchema):
field: Annotated[int, Bounded(2, 4)]
with pytest.raises(ValueError):
C('{"field": 1}')
parsed = C('{"field": 2}')
assert_type_value(parsed.field, int, 2)
parsed = C('{"field": 3}')
assert_type_value(parsed.field, int, 3)
parsed = C('{"field": 4}')
assert_type_value(parsed.field, int, 4)
with pytest.raises(ValueError):
C('{"field": 5}')
def test_min_equal_to_max(self):
class C(ConfigSchema):
field: Annotated[int, Bounded(2, 2)]
with pytest.raises(ValueError):
C('{"field": 1}')
parsed = C('{"field": 2}')
assert_type_value(parsed.field, int, 2)
with pytest.raises(ValueError):
C('{"field": 3}')
def test_min_greater_than_max(self):
with pytest.raises(ValueError):
class C(ConfigSchema):
field: Annotated[int, Bounded(2, 1)]
def test_back(self):
trans = Bounded(2, 4)
back = trans.transform_back(3)
assert_type_value(back, int, 3)
def test_back_err(self):
trans = Bounded(2, 4)
with pytest.raises(ValueError):
back = trans.transform_back(5)
# Let's use Posix paths for our tests
@mock.patch('pathlib.os.name', 'posix')
@mock.patch('pathlib._PosixFlavour.is_supported', True)
class TestMaybeRelativePath:
def test_relative(self):
class C(ConfigSchema):
# noinspection PyTypeHints
field: Annotated[Path, MaybeRelativePath(Path('/root/dir'))]
parsed = C('{"field": "relative/path"}')
assert parsed.field == Path('/root/dir/relative/path')
def test_relative_with_dot(self):
class C(ConfigSchema):
# noinspection PyTypeHints
field: Annotated[Path, MaybeRelativePath(Path('/root/dir'))]
parsed = C('{"field": "./relative/path"}')
assert parsed.field == Path('/root/dir/relative/path')
def test_absolute(self):
class C(ConfigSchema):
# noinspection PyTypeHints
field: Annotated[Path, MaybeRelativePath(Path('/root/dir'))]
parsed = C('{"field": "/absolute/path"}')
assert parsed.field == Path('/absolute/path')
def test_back_relative(self):
trans = MaybeRelativePath(Path('/root/dir'))
path = Path('/root/dir/relative/path')
back = trans.transform_back(path)
assert_type_value(back, str, 'relative/path')
def test_back_absolute(self):
trans = MaybeRelativePath(Path('/root/dir'))
path = Path('/absolute/path')
back = trans.transform_back(path)
assert_type_value(back, str, '/absolute/path')
|
# -*- coding: utf-8 -*-
"""Utilities for getting and initializing KGE models."""
import logging
import random
import timeit
from typing import Any, Iterable, List, Mapping, Optional, Union
import numpy as np
import pykeen.constants as pkc
import rdflib
import torch
import torch.optim as optim
from pykeen.constants import (
CORRUPTION,
EMBEDDING_DIM,
GPU,
LEARNING_RATE,
MARGIN_LOSS,
NUM_ENTITIES,
NUM_RELATIONS,
PREFERRED_DEVICE,
)
from pykeen.utilities.triples_creation_utils import (
create_mapped_triples,
create_mappings,
)
from torch import nn
from tqdm import trange
from .negative_sampling import NegativeSampler
from .utils import slice_triples
__all__ = ["BaseModule"]
log = logging.getLogger(__name__)
class BaseModule(nn.Module):
"""A base class for all of the models."""
margin_ranking_loss_size_average: bool = ...
entity_embedding_max_norm: Optional[int] = None
entity_embedding_norm_type: int = 2
hyper_params = [EMBEDDING_DIM, MARGIN_LOSS, LEARNING_RATE]
neg_sampling = CORRUPTION
def __init__(
self,
margin_loss: float,
embedding_dim: int,
random_seed: Optional[int] = None,
preferred_device: str = "cpu",
) -> None:
super().__init__()
# Device selection
self._get_device(preferred_device)
self.random_seed = random_seed
# Random seeds have to set before the embeddings are initialized
if self.random_seed is not None:
np.random.seed(seed=self.random_seed)
torch.manual_seed(seed=self.random_seed)
random.seed(self.random_seed)
# Loss
self.margin_loss = margin_loss
self.criterion = nn.MarginRankingLoss(
margin=self.margin_loss,
reduction="mean" if self.margin_ranking_loss_size_average else "sum",
)
# Entity dimensions
#: The number of entities in the knowledge graph
self.num_entities = None
#: The number of unique relation types in the knowledge graph
self.num_relations = None
#: The dimension of the embeddings to generate
self.embedding_dim = embedding_dim
# Default optimizer for all classes
self.default_optimizer = optim.SGD
# Instance attributes that are defined when calling other functions
# Calling data load function
self.entity_label_to_id = None
self.relation_label_to_id = None
# Calling fit function
self.entity_embeddings = None
self.relation_embeddings = None
self.learning_rate = None
self.num_epochs = None
self.batch_size = None
def __init_subclass__(cls, **kwargs): # noqa: D105
if not getattr(cls, "model_name", None):
raise TypeError("missing model_name class attribute")
def _get_device(self, device: str = "cpu") -> None:
"""Get the Torch device to use."""
if device == "gpu":
if torch.cuda.is_available():
self.device = torch.device("cuda")
else:
self.device = torch.device("cpu")
print("No cuda devices were available. The model runs on CPU")
else:
self.device = torch.device("cpu")
def _to_cpu(self):
"""Transfer the entire model to CPU"""
self._get_device("cpu")
self.to(self.device)
torch.cuda.empty_cache()
def _to_gpu(self):
"""Transfer the entire model to GPU"""
self._get_device("gpu")
self.to(self.device)
torch.cuda.empty_cache()
def _compute_loss(
self, positive_scores: torch.Tensor, negative_scores: torch.Tensor
) -> torch.Tensor:
y = torch.FloatTensor([-1])
y = y.expand(negative_scores.shape[0]).to(self.device)
if self.num_negs > 1:
positive_scores = positive_scores.repeat(self.num_negs, self.num_negs)
loss = self.criterion(positive_scores, negative_scores, y)
return loss
def load_triples(self, data_paths: Union[str, Iterable[str]]):
"""
Loads triples from files given their paths, creates mappings and
returns the mapped triples
:param data_paths: The paths for all files that are going to be used for training and testing
:return: List where each items represents the mapped triples of a file
"""
if isinstance(data_paths, str):
all_triples = load_data(data_paths)
self.entity_label_to_id, self.relation_label_to_id = create_mappings(
triples=all_triples
)
mapped_triples, _, _ = create_mapped_triples(
triples=all_triples,
entity_label_to_id=self.entity_label_to_id,
relation_label_to_id=self.relation_label_to_id,
)
else:
triples_list = [load_data(data_path) for data_path in data_paths]
all_triples: np.ndarray = np.concatenate(triples_list, axis=0)
self.entity_label_to_id, self.relation_label_to_id = create_mappings(
triples=all_triples
)
mapped_triples = [
create_mapped_triples(
triples=triples,
entity_label_to_id=self.entity_label_to_id,
relation_label_to_id=self.relation_label_to_id,
)[0]
for triples in triples_list
]
self.num_entities = len(self.entity_label_to_id)
self.num_relations = len(self.relation_label_to_id)
return mapped_triples
def map_triples(self, data_paths: Union[str, Iterable[str]]):
"""
Loads triples and returns the mapped triples given the mappings of the model
:param data_paths: The paths for the triples files that should be mapped
:return: List where each items represents the mapped triples of a file
"""
if isinstance(data_paths, str):
all_triples = load_data(data_paths)
mapped_triples, _, _ = create_mapped_triples(
triples=all_triples,
entity_label_to_id=self.entity_label_to_id,
relation_label_to_id=self.relation_label_to_id,
)
else:
triples_list = [load_data(data_path) for data_path in data_paths]
mapped_triples = [
create_mapped_triples(
triples=triples,
entity_label_to_id=self.entity_label_to_id,
relation_label_to_id=self.relation_label_to_id,
)[0]
for triples in triples_list
]
return mapped_triples
def _init_embeddings(self):
self.entity_embeddings = nn.Embedding(
self.num_entities,
self.embedding_dim,
max_norm=self.entity_embedding_max_norm,
norm_type=self.entity_embedding_norm_type,
)
def _get_triple_embeddings(self, triples):
heads, relations, tails = slice_triples(triples)
return (
self._get_entity_embeddings(heads),
self._get_relation_embeddings(relations),
self._get_entity_embeddings(tails),
)
def _get_entity_embeddings(self, entities):
return self.entity_embeddings(entities)
def _get_relation_embeddings(self, relations):
return self.relation_embeddings(relations)
def predict_object(self, subject: str, relation: str) -> str:
""""""
subject_id = self.entity_label_to_id[subject]
relation_id = self.relation_label_to_id[relation]
object_ids = np.array(list(self.entity_label_to_id.values()))
object_values = np.array(list(self.entity_label_to_id.keys()))
# Filter the subject out of the entity
indexing = object_ids == subject_id
object_ids = object_ids[~(indexing)]
object_values = object_values[~(indexing)]
subject_ids = np.full_like(object_ids, subject_id)
relation_ids = np.full_like(object_ids, relation_id)
triples = np.vstack((subject_ids, relation_ids, object_ids)).T
scores = self.predict(
torch.tensor(triples, dtype=torch.long, device=self.device)
)
best_object_arg = scores.argmin()
best_object = object_values[best_object_arg]
return best_object
def predict_subject(self, obj: str, relation: str) -> str:
""""""
return self.predict_object(obj, relation)
def fit(
self,
pos_triples: np.ndarray,
learning_rate: float,
num_epochs: int,
batch_size: int,
num_negs: int = 1,
optimizer: Optional[torch.optim.Optimizer] = None,
tqdm_kwargs: Optional[Mapping[str, Any]] = None,
) -> List[float]:
"""
Trains the kge model with the given parameters
:param pos_triples: Positive triples to train on
:param learning_rate: Learning rate for the optimizer
:param num_epochs: Number of epochs to train
:param batch_size: Batch size for training
:param num_negs: Numbers of negative samples to generate per positive sample
:param optimizer: Pytorch optimizer class to use for training
:param tqdm_kwargs: Keyword arguments that should be used for the tdqm.trange class
:return: loss_per_epoch: The loss of each epoch during training
"""
self._init_embeddings()
self.to(self.device)
self.learning_rate = learning_rate
self.num_epochs = num_epochs
self.batch_size = batch_size
self.num_negs = num_negs
if optimizer is None:
# Initialize the standard optimizer with the correct parameters
self.optimizer = self.default_optimizer(
self.parameters(), lr=self.learning_rate
)
else:
# Initialize the optimizer given as attribute
self.optimizer = optimizer(self.parameters(), lr=self.learning_rate)
log.info(f"****Run Model On {str(self.device).upper()}****")
loss_per_epoch = []
neg_sampler = NegativeSampler(
self.neg_sampling, pos_triples, self.num_entities, self.num_relations
)
start_training = timeit.default_timer()
_tqdm_kwargs = dict(desc="Training epoch")
if tqdm_kwargs:
_tqdm_kwargs.update(tqdm_kwargs)
for epoch in trange(self.num_epochs, **_tqdm_kwargs):
np.random.shuffle(pos_triples)
pos_batches = _split_list_in_batches(
input_list=pos_triples, batch_size=self.batch_size // 2
)
current_epoch_loss = 0.0
for pos_batch in pos_batches:
current_batch_size = len(pos_batch)
neg_batch = neg_sampler.sample(pos_batch, self.num_negs)
pos_batch = torch.tensor(
pos_batch, dtype=torch.long, device=self.device
)
neg_batch = torch.tensor(
neg_batch, dtype=torch.long, device=self.device
)
# Recall that torch *accumulates* gradients. Before passing in a
# new instance, you need to zero out the gradients from the old instance
self.optimizer.zero_grad()
loss = self(pos_batch, neg_batch)
current_epoch_loss += loss.item() * current_batch_size
loss.backward()
self.optimizer.step()
# log.info(f"Epoch {str(epoch)} took {str(round(stop - start))} seconds \n")
# Track epoch loss
loss_per_epoch.append(current_epoch_loss / len(pos_triples))
stop_training = timeit.default_timer()
log.info(
f"Training took {str(round(stop_training - start_training))} seconds \n"
)
return loss_per_epoch
def _split_list_in_batches(input_list: np.ndarray, batch_size: int):
return [
input_list[i : i + batch_size] for i in range(0, len(input_list), batch_size)
]
def load_data(path: Union[str, Iterable[str]]) -> np.ndarray:
"""Load data given the *path*."""
if isinstance(path, str):
return _load_data_helper(path)
return np.concatenate([_load_data_helper(p) for p in path])
def _load_data_helper(path: str) -> np.ndarray:
for prefix, handler in pkc.IMPORTERS.items():
if path.startswith(f"{prefix}:"):
return handler(path[len(f"{prefix}:") :])
if path.endswith(".tsv"):
return np.reshape(
np.loadtxt(
fname=path,
dtype=str,
comments="@Comment@ Subject Predicate Object",
delimiter="\t",
),
newshape=(-1, 3),
)
if path.endswith(".nt"):
g = rdflib.Graph()
g.parse(path, format="nt")
return np.array([[str(s), str(p), str(o)] for s, p, o in g], dtype=np.str)
raise ValueError(
"""The argument to _load_data must be one of the following:
- A string path to a .tsv file containing 3 columns corresponding to subject, predicate, and object
- A string path to a .nt RDF file serialized in N-Triples format
- A string NDEx network UUID prefixed by "ndex:" like in ndex:f93f402c-86d4-11e7-a10d-0ac135e8bacf
"""
)
|
categories = [
"floating_point",
"integer",
]
microcode = '''
# AVX512 instructions
'''
for category in categories:
exec("from . import {s} as cat".format(s=category))
microcode += cat.microcode
|
import numpy as np
def solve_matrix(augmented_matrix: np.ndarray) -> (np.ndarray, np.ndarray):
augmented_matrix = np.array(augmented_matrix.copy())
# Split matrix to matrix and results_vector
results_vector: np.ndarray = augmented_matrix[:, -1]
matrix: np.ndarray = np.delete(augmented_matrix, -1, axis=1)
# check is matrix square
if matrix.shape[0] != matrix.shape[1]:
raise WrongInputException
check_if_matrix_has_solution(augmented_matrix, matrix)
# Create identity matrix
reversed_matrix: np.ndarray = np.zeros(matrix.shape)
np.fill_diagonal(reversed_matrix, 1)
# sort rows
matrix, reversed_matrix, results_vector = \
sort_for_pivots(matrix, reversed_matrix, results_vector)
for i in range(matrix.shape[1]):
factor = matrix[i, i]
# pivot cannot equal to zero
if factor == 0:
raise NoneSolutionException
# Transform row to have one on diagonal
matrix[i] /= factor
results_vector[i] /= factor
reversed_matrix[i] /= factor
# Subtract this row from rest of the rows
for j in range(i + 1, matrix.shape[1]):
factor = matrix[j, i]
matrix[j] -= matrix[i] * factor
results_vector[j] -= results_vector[i] * factor
reversed_matrix[j] -= reversed_matrix[i] * factor
# Subtract rows from end to make matrix diagonal
for i in range(matrix.shape[1])[::-1]:
for j in range(i):
factor = matrix[j, i]
matrix[j] -= matrix[i] * factor
results_vector[j] -= results_vector[i] * factor
reversed_matrix[j] -= reversed_matrix[i] * factor
return results_vector, reversed_matrix
def check_if_matrix_has_solution(augmented_matrix, matrix):
# Check if matrix has solutions by comparing ranks
matrix_rank = np.linalg.matrix_rank(matrix)
augmented_matrix_rank = np.linalg.matrix_rank(augmented_matrix)
if matrix_rank != augmented_matrix_rank:
raise NoneSolutionException
if matrix_rank == augmented_matrix_rank and matrix_rank < matrix.shape[1]:
raise InfiniteSolutionException
if np.linalg.det(matrix) == 0:
raise DeterminantIsZeroException
def sort_for_pivots(matrix: np.ndarray, reversed_matrix: np.ndarray, results_vector: np.ndarray) \
-> (np.ndarray, np.ndarray, np.ndarray):
# perform column swap
for col in range(matrix.shape[1] - 1):
index_max_in_col = matrix[col:, col].argmax() + col
swap_vector = [index_max_in_col, col]
for change_matrix in (matrix, reversed_matrix, results_vector):
change_matrix[swap_vector] = change_matrix[swap_vector[::-1]]
return matrix, reversed_matrix, results_vector
class NoneSolutionException(Exception):
pass
class InfiniteSolutionException(Exception):
pass
class WrongInputException(Exception):
pass
class DeterminantIsZeroException(Exception):
pass
|
# Copyright 2018/2019 The RLgraph 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 applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from rlgraph import get_backend
from rlgraph.components.distributions.distribution import Distribution
from rlgraph.utils import util
from rlgraph.utils.decorators import rlgraph_api, graph_fn
if get_backend() == "tf":
import tensorflow as tf
import tensorflow_probability as tfp
elif get_backend() == "pytorch":
import torch
class Categorical(Distribution):
"""
A categorical distribution object defined by a n values {p0, p1, ...} that add up to 1, the probabilities
for picking one of the n categories.
"""
def __init__(self, scope="categorical", **kwargs):
super(Categorical, self).__init__(scope=scope, **kwargs)
@rlgraph_api
def _graph_fn_get_distribution(self, parameters):
if get_backend() == "tf":
return tfp.distributions.Categorical(probs=parameters, dtype=util.convert_dtype("int"))
elif get_backend() == "pytorch":
return torch.distributions.Categorical(probs=parameters)
@graph_fn
def _graph_fn_sample_deterministic(self, distribution):
if get_backend() == "tf":
return tf.argmax(input=distribution.probs, axis=-1, output_type=util.convert_dtype("int"))
elif get_backend() == "pytorch":
return torch.argmax(distribution.probs, dim=-1).int()
|
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import configure_mappers, create_session
from literature.database.main import Base
from literature.models.author_model import AuthorModel
from literature.models.cross_reference_model import CrossReferenceModel
from literature.models.editor_model import EditorModel
from literature.models.file_model import FileModel
from literature.models.mesh_detail_model import MeshDetailModel
from literature.models.mod_reference_type_model import ModReferenceTypeModel
from literature.models.note_model import NoteModel
from literature.models.person_model import PersonModel
from literature.models.person_orcid_cross_reference_link_model import \
PersonOrcidCrossReferenceLinkModel
from literature.models.person_reference_link_model import \
PersonReferenceLinkModel
from literature.models.reference_automated_term_tag_model import \
ReferenceAutomatedTermTagModel
from literature.models.reference_comment_and_correction_model import \
ReferenceCommentAndCorrectionModel
from literature.models.reference_manual_term_tag_model import \
ReferenceManualTermTagModel
from literature.models.reference_model import ReferenceModel
from literature.models.reference_tag_model import ReferenceTagModel
from literature.models.resource_descriptor_models import (
ResourceDescriptorModel, ResourceDescriptorPageModel)
from literature.models.resource_model import ResourceModel
from literature.models.user_model import UserModel
configure_mappers()
|
"""
Tests for the custom jupyter contents manager
"""
import sys
import os
from pathlib import Path
from unittest.mock import Mock
import yaml
from ipython_genutils.tempdir import TemporaryDirectory
from notebook.services.contents.tests.test_manager import TestContentsManager
from notebook.notebookapp import NotebookApp
import jupytext
import parso
import nbformat
import pytest
from jupyter_server import serverapp
from ploomber import DAG
from ploomber.jupyter.manager import derive_class
from ploomber.jupyter.dag import JupyterDAGManager
from ploomber.spec import DAGSpec
from jupytext.contentsmanager import TextFileContentsManager
PloomberContentsManager = derive_class(TextFileContentsManager)
class PloomberContentsManagerTestCase(TestContentsManager):
"""
This runs the original test suite from jupyter to make sure our
content manager works ok
https://github.com/jupyter/notebook/blob/b152dd314decda6edbaee1756bb6f6fc50c50f9f/notebook/services/contents/tests/test_manager.py#L218
Docs: https://jupyter-notebook.readthedocs.io/en/stable/extending/contents.html#testing
""" # noqa
def setUp(self):
self._temp_dir = TemporaryDirectory()
self.td = self._temp_dir.name
self.contents_manager = PloomberContentsManager(root_dir=self.td)
# the following tests check our custom logic
def get_injected_cell(nb):
injected = None
for cell in nb['cells']:
if 'injected-parameters' in cell['metadata'].get('tags', []):
injected = cell
return injected
def test_manager_initialization(tmp_directory):
dir_ = Path('some_dir')
dir_.mkdir()
dir_ = dir_.resolve()
dir_ = str(dir_)
app = serverapp.ServerApp()
app.initialize(argv=[])
app.root_dir = dir_
assert app.contents_manager.root_dir == dir_
def test_cell_injection_if_using_notebook_dir_option(tmp_nbs):
Path('jupyter_init').mkdir()
os.chdir('jupyter_init')
app = serverapp.ServerApp()
app.initialize(argv=[])
# simulate doing: jupyter lab --notebook-dir path/to/dir
app.root_dir = str(tmp_nbs.resolve())
model = app.contents_manager.get(str('plot.py'))
assert get_injected_cell(model['content'])
def test_does_not_log_error_dag_when_getting_a_directory(
tmp_directory, capsys):
Path('pipeline.yaml').touch()
app = serverapp.ServerApp()
app.initialize(argv=[])
# jupyter refreshes the current directory every few seconds
# (by calling.get('')), we simulate taht here
app.contents_manager.get('')
app.contents_manager.get('')
captured = capsys.readouterr()
lines = captured.err.splitlines()
log_with_skip_message = [
line for line in lines if '[Ploomber] An error occured' in line
]
assert not len(log_with_skip_message)
def test_does_not_log_skip_dag_when_getting_a_directory(tmp_directory, capsys):
app = serverapp.ServerApp()
app.initialize(argv=[])
# jupyter refreshes the current directory every few seconds
# (by calling.get('')), we simulate that here
app.contents_manager.get('')
app.contents_manager.get('')
captured = capsys.readouterr()
lines = captured.err.splitlines()
log_with_skip_message = [
line for line in lines
if '[Ploomber] Skipping DAG initialization' in line
]
assert not len(log_with_skip_message)
def test_does_not_log_again_if_using_the_same_spec(tmp_nbs):
# NOTE: unlike other tests that check logs, we're not using the capsys
# fixture here. For some reason, the output isn't captured.
app = serverapp.ServerApp()
app.initialize(argv=[])
app.contents_manager.log.info = Mock()
app.contents_manager.get('plot.py')
# Jupyter constantly requests the current file, so we simulate here
app.contents_manager.get('plot.py')
lines = [
call[0][0] for call in app.contents_manager.log.info.call_args_list
]
log_messages = [
line for line in lines if '[Ploomber] Using dag defined at:' in line
or '[Ploomber] Pipeline mapping keys:' in line
]
# since the spec is still the same, we should not log the spec info again
# and there must only be one record to log the spec location and another
# one for the mapping keys
assert len(log_messages) == 2
def test_logs_if_spec_keys_change(tmp_directory):
Path('one.py').write_text("""
# + tags=["parameters"]
upstream = None
# +
1 + 1
""")
Path('another.py').write_text("""
# + tags=["parameters"]
upstream = None
# +
1 + 1
""")
Path('pipeline.yaml').write_text("""
tasks:
- source: one.py
product: one.ipynb
""")
app = serverapp.ServerApp()
app.initialize(argv=[])
app.contents_manager.log.info = Mock()
app.contents_manager.get('one.py')
Path('pipeline.yaml').write_text("""
tasks:
- source: one.py
product: one.ipynb
- source: another.py
product: another.ipynb
""")
app.contents_manager.get('one.py')
lines = [
call[0][0] for call in app.contents_manager.log.info.call_args_list
]
log_messages = [
line for line in lines if '[Ploomber] Using dag defined at:' in line
or '[Ploomber] Pipeline mapping keys:' in line
]
assert len(log_messages) == 4
def test_logs_if_spec_location_changes(tmp_directory):
Path('one').mkdir()
Path('another').mkdir()
Path('script.py').write_text("""
# + tags=["parameters"]
upstream = None
# +
1 + 1
""")
Path('one', 'one.py').write_text("""
# + tags=["parameters"]
upstream = None
# +
1 + 1
""")
Path('another', 'another.py').write_text("""
# + tags=["parameters"]
upstream = None
# +
1 + 1
""")
Path('pipeline.yaml').write_text("""
tasks:
- source: script.py
product: another.ipynb
""")
Path('one', 'pipeline.yaml').write_text("""
tasks:
- source: ../script.py
product: one.ipynb
""")
Path('another', 'pipeline.yaml').write_text("""
tasks:
- source: ../script.py
product: another.ipynb
""")
app = serverapp.ServerApp()
app.initialize(argv=[])
app.contents_manager.log.info = Mock()
app.contents_manager.get('one/one.py')
app.contents_manager.get('another/another.py')
lines = [
call[0][0] for call in app.contents_manager.log.info.call_args_list
]
log_messages = [
line for line in lines if '[Ploomber] Using dag defined at:' in line
or '[Ploomber] Pipeline mapping keys:' in line
]
# note that this logs 8 times because each call to contents_manager.get
# calls load dag twice. see the implementation of get for details
assert len(log_messages) == 8
def test_cell_injection_if_using_notebook_dir_option_nested_script(tmp_nbs):
Path('jupyter_init').mkdir()
os.chdir('jupyter_init')
app = serverapp.ServerApp()
app.initialize(argv=[])
# simulate doing: jupyter lab --notebook-dir path/to/dir
app.root_dir = str(Path(tmp_nbs).resolve().parent)
model = app.contents_manager.get(str('content/plot.py'))
assert get_injected_cell(model['content'])
def test_injects_cell_if_file_in_dag(tmp_nbs):
def resolve(path):
return str(Path('.').resolve() / path)
cm = PloomberContentsManager()
model = cm.get('plot.py')
injected = get_injected_cell(model['content'])
assert injected
upstream_expected = {
"clean": {
"nb": resolve("output/clean.ipynb"),
"data": resolve("output/clean.csv")
}
}
product_expected = resolve("output/plot.ipynb")
upstream = None
product = None
for node in parso.parse(injected['source']).children:
code = node.get_code()
if 'upstream' in code:
upstream = code.split('=')[1]
elif 'product' in code:
product = code.split('=')[1]
assert upstream_expected == eval(upstream)
assert product_expected == eval(product)
def test_injects_cell_even_if_pipeline_yaml_in_subdirectory(tmp_nbs):
os.chdir('..')
cm = PloomberContentsManager()
model = cm.get(str('content/plot.py'))
injected = get_injected_cell(model['content'])
assert injected
def test_injects_cell_even_if_there_are_dag_level_hooks(tmp_nbs, tmp_imports):
Path('hooks.py').write_text("""
def some_hook():
pass
""")
Path('pipeline.yaml').write_text("""
on_render: hooks.some_hook
on_failure: hooks.some_hook
on_finish: hooks.some_hook
tasks:
- source: load.py
product:
nb: output/load.ipynb
data: output/data.csv
""")
cm = PloomberContentsManager()
model = cm.get(str('load.py'))
assert get_injected_cell(model['content'])
def test_injects_cell_even_if_there_are_task_level_hooks(tmp_nbs, tmp_imports):
Path('hooks.py').write_text("""
def some_hook():
pass
""")
Path('pipeline.yaml').write_text("""
tasks:
- source: load.py
product:
nb: output/load.ipynb
data: output/data.csv
on_render: hooks.some_hook
on_failure: hooks.some_hook
on_finish: hooks.some_hook
""")
cm = PloomberContentsManager()
model = cm.get(str('load.py'))
assert get_injected_cell(model['content'])
def test_dag_from_directory(monkeypatch, tmp_nbs):
# remove files we don't need for this test case
Path('pipeline.yaml').unlink()
Path('factory.py').unlink()
monkeypatch.setenv('ENTRY_POINT', '.')
cm = PloomberContentsManager()
model = cm.get('plot.py')
injected = get_injected_cell(model['content'])
assert injected
def test_switch_env_file(tmp_directory, monkeypatch):
Path('script.py').write_text("""
# + tags=['parameters']
upstream = None
some_param = None
# +
1 + 1
""")
Path('env.yaml').write_text("""
some_param: value
""")
Path('env.another.yaml').write_text("""
some_param: another
""")
Path('pipeline.yaml').write_text("""
tasks:
- source: script.py
product: out.ipynb
params:
some_param: '{{some_param}}'
""")
cm = PloomberContentsManager()
model = cm.get('script.py')
injected = get_injected_cell(model['content'])
assert 'param = "value"' in injected['source']
monkeypatch.setenv('PLOOMBER_ENV_FILENAME', 'env.another.yaml')
model = cm.get('script.py')
injected = get_injected_cell(model['content'])
assert 'param = "another"' in injected['source']
# TODO: turn fns as notebooks ON, then ensure that it correctly
# imports the module in pipeline.yaml even if there is already
# a module with such a name in sys.modules
def test_ignores_module_in_cache_when_importing_functions():
pass
def test_ignores_function_tasks_if_fns_as_nbs_is_turned_off(
tmp_fns_and_scripts, tmp_imports):
path = Path('project', 'fns_and_scripts.py')
source = path.read_text()
# add a import to a non existing module to make the test fail if it
# attempts to import
path.write_text('import not_a_module\n' + source)
cm = PloomberContentsManager()
model = cm.get('project/another.py')['content']
# should not import module
assert 'fns_and_scripts' not in sys.modules
# but cell injection should still work
assert get_injected_cell(model)
def test_loads_functions_from_the_appropriate_directory(
tmp_fns_and_scripts, tmp_imports):
cm = PloomberContentsManager()
assert cm.get('project/another.py')
assert callable(cm.dag['get'].source.primitive)
def test_dag_from_dotted_path(monkeypatch, tmp_nbs, add_current_to_sys_path,
no_sys_modules_cache):
monkeypatch.setenv('ENTRY_POINT', 'factory.make')
cm = PloomberContentsManager()
model = cm.get('plot.py')
injected = get_injected_cell(model['content'])
assert injected
@pytest.mark.parametrize('cwd, file_to_get', [
['.', 'clean/clean.py'],
['clean', 'clean.py'],
],
ids=['from_root', 'from_subdirectory'])
def test_dag_from_env_var_with_custom_name(monkeypatch, tmp_nbs_nested, cwd,
file_to_get):
monkeypatch.setenv('ENTRY_POINT', 'pipeline.another.yaml')
os.chdir(cwd)
cm = PloomberContentsManager()
model = cm.get(file_to_get)
assert get_injected_cell(model['content'])
def test_save(tmp_nbs):
cm = PloomberContentsManager()
model = cm.get('plot.py')
# I found a bug when saving a .py file in jupyter notebook: the model
# received by .save does not have a path, could not reproduce this issue
# when running this test so I'm deleting it on purpose to simulate that
# behavior - not sure why this is happening
del model['path']
source = model['content']['cells'][0]['source']
model['content']['cells'][0]['source'] = '# modification\n' + source
cm.save(model, path='/plot.py')
nb = jupytext.read('plot.py')
code = Path('plot.py').read_text()
assert get_injected_cell(nb) is None
assert '# modification' in code
def test_does_not_delete_injected_cell_on_save_if_manually_injected(tmp_nbs):
dag = DAGSpec('pipeline.yaml').to_dag().render()
dag['load'].source.save_injected_cell()
cm = PloomberContentsManager()
model = cm.get('load.py')
cm.save(model, path='/load.py')
nb = jupytext.read('load.py')
assert get_injected_cell(nb)
def test_deletes_metadata_on_save(tmp_nbs):
Path('output').mkdir()
metadata = Path('output/.plot.ipynb.metadata')
metadata.touch()
cm = PloomberContentsManager()
model = cm.get('plot.py')
cm.save(model, path='/plot.py')
assert not metadata.exists()
def test_deletes_metadata_on_save_for_file_used_multiple_times(tmp_directory):
Path('my-task.py').write_text("""
# + tags=['parameters']
upstream = None
param = None
# +
1 + 1
""")
# generate two tasks with the same script (but different params)
spec = {
'tasks': [{
'source': 'my-task.py',
'name': 'my-task-',
'product': 'my-task.ipynb',
'grid': {
'param': [1, 2]
}
}]
}
Path('pipeline.yaml').write_text(yaml.dump(spec))
m1 = Path('.my-task-0.ipynb.metadata')
m2 = Path('.my-task-1.ipynb.metadata')
m1.touch()
m2.touch()
cm = PloomberContentsManager()
model = cm.get('my-task.py')
cm.save(model, path='/my-task.py')
assert not m1.exists()
assert not m2.exists()
def test_skips_if_file_not_in_dag(tmp_nbs):
cm = PloomberContentsManager()
model = cm.get('dummy.py')
nb = jupytext.read('dummy.py')
# this file is not part of the pipeline, the contents manager should not
# inject cells
assert len(model['content']['cells']) == len(nb.cells)
def test_import(tmp_nbs):
# make sure we are able to import modules in the current working
# directory
Path('pipeline.yaml').unlink()
os.rename('pipeline-w-location.yaml', 'pipeline.yaml')
PloomberContentsManager()
def test_injects_cell_when_initialized_from_sub_directory(tmp_nbs_nested):
# simulate initializing from a directory where we have to recursively
# look for pipeline.yaml
os.chdir('load')
cm = PloomberContentsManager()
model = cm.get('load.py')
injected = get_injected_cell(model['content'])
assert injected
def test_shows_error_if_dag_fails_to_render(tmp_nbs, monkeypatch):
cm = PloomberContentsManager()
mock_render = Mock(side_effect=Exception('some error'))
mock_log, mock_reset = Mock(), Mock(wraps=cm.reset_dag)
monkeypatch.setattr(DAG, 'render', mock_render)
monkeypatch.setattr(cm.log, 'exception', mock_log)
monkeypatch.setattr(cm, 'reset_dag', mock_reset)
# should catch the exception
cm.get('load.py')
msg = ("[Ploomber] An error ocurred when rendering your DAG, cells won't "
"be injected until the issue is resolved")
cm.log.exception.assert_called_with(msg)
cm.reset_dag.assert_called()
def test_hot_reload(tmp_nbs):
# modify base pipeline.yaml to enable hot reload
with open('pipeline.yaml') as f:
spec = yaml.load(f, Loader=yaml.SafeLoader)
spec['meta']['jupyter_hot_reload'] = True
spec['meta']['extract_upstream'] = True
for t in spec['tasks']:
t.pop('upstream', None)
with open('pipeline.yaml', 'w') as f:
yaml.dump(spec, f)
# init content manager to simulate running "jupyter notebook"
cm = PloomberContentsManager()
# this must have an injected cell
model = cm.get('plot.py')
assert get_injected_cell(model['content'])
# replace upstream dependency with a task that does not exist
path = Path('plot.py')
original_code = path.read_text()
new_code = original_code.replace("{'clean': None}", "{'no_task': None}")
path.write_text(new_code)
# no cell should be injected this time
model = cm.get('plot.py')
assert not get_injected_cell(model['content'])
# fix it, must inject cell again
path.write_text(original_code)
model = cm.get('plot.py')
assert get_injected_cell(model['content'])
def test_server_extension_is_initialized():
app = NotebookApp()
app.initialize()
assert hasattr(app.contents_manager, 'load_dag')
def test_ignores_tasks_whose_source_is_not_a_file(monkeypatch, capsys,
tmp_directory,
no_sys_modules_cache):
"""
Context: jupyter extension only applies to tasks whose source is a script,
otherwise it will break, trying to get the source location. This test
checks that a SQLUpload (whose source is a data file) task is ignored
from the extension
"""
monkeypatch.setattr(sys, 'argv', ['jupyter'])
spec = {
'meta': {
'extract_product': False,
'extract_upstream': False,
'product_default_class': {
'SQLUpload': 'SQLiteRelation'
}
},
'clients': {
'SQLUpload': 'db.get_client',
'SQLiteRelation': 'db.get_client'
},
'tasks': [{
'source': 'some_file.csv',
'name': 'task',
'class': 'SQLUpload',
'product': ['some_table', 'table']
}]
}
with open('pipeline.yaml', 'w') as f:
yaml.dump(spec, f)
Path('db.py').write_text("""
from ploomber.clients import SQLAlchemyClient
def get_client():
return SQLAlchemyClient('sqlite://')
""")
Path('file.py').touch()
app = NotebookApp()
app.initialize()
app.contents_manager.get('file.py')
out, err = capsys.readouterr()
assert 'Traceback' not in err
def test_dag_manager(backup_spec_with_functions, no_sys_modules_cache):
dag = DAGSpec('pipeline.yaml').to_dag().render()
m = JupyterDAGManager(dag)
assert set(m) == {
'my_tasks/raw/functions.py (functions)',
'my_tasks/raw/functions.py (functions)/raw',
'my_tasks/clean/functions.py (functions)',
'my_tasks/clean/functions.py (functions)/clean'
}
# TODO: test other methods
def test_dag_manager_flat_structure(backup_spec_with_functions_flat):
dag = DAGSpec('pipeline.yaml').to_dag().render()
m = JupyterDAGManager(dag)
assert set(m) == {
'my_tasks_flat/raw.py (functions)',
'my_tasks_flat/raw.py (functions)/raw',
'my_tasks_flat/raw.py (functions)/raw2',
'my_tasks_flat/clean.py (functions)',
'my_tasks_flat/clean.py (functions)/clean',
}
assert 'my_tasks_flat/raw.py (functions)/' in m
assert '/my_tasks_flat/raw.py (functions)/' in m
assert '/my_tasks_flat/raw.py (functions)/' in m
# TODO: test other methods
# TODO: test folders are not created
def test_dag_manager_root_folder(backup_simple):
dag = DAGSpec('pipeline.yaml').to_dag().render()
m = JupyterDAGManager(dag)
# jupyter represents the root folder with the empty string '', make sure
# that correctly retuns the appropriate models
content = m.get_by_parent('')
assert len(content) == 1
assert content[0]['name'] == 'tasks_simple.py (functions)'
assert content[0]['type'] == 'directory'
def test_jupyter_workflow_with_functions(backup_spec_with_functions,
no_sys_modules_cache):
"""
Tests a typical workflow with a pieline where some tasks are functions
"""
cm = PloomberContentsManager()
def get_names(out):
return {model['name'] for model in out['content']}
assert get_names(cm.get('')) == {'my_tasks', 'pipeline.yaml'}
assert get_names(cm.get('my_tasks')) == {'__init__.py', 'clean', 'raw'}
# check new notebooks appear, which are generated from the function tasks
assert get_names(cm.get('my_tasks/raw')) == {
'__init__.py',
'functions.py',
'functions.py (functions)',
}
assert get_names(cm.get('my_tasks/clean')) == {
'__init__.py',
'functions.py',
'functions.py (functions)',
'util.py',
}
# get notebooks generated from task functions
raw = cm.get('my_tasks/raw/functions.py (functions)/raw')
clean = cm.get('my_tasks/clean/functions.py (functions)/clean')
# add some new code
cell = nbformat.versions[nbformat.current_nbformat].new_code_cell('1 + 1')
raw['content']['cells'].append(cell)
clean['content']['cells'].append(cell)
# overwrite the original function
cm.save(raw, path='my_tasks/raw/functions.py (functions)/raw')
cm.save(clean, path='my_tasks/clean/functions.py (functions)/clean')
# make sure source code was updated
raw_source = (backup_spec_with_functions / 'my_tasks' / 'raw' /
'functions.py').read_text()
clean_source = (backup_spec_with_functions / 'my_tasks' / 'clean' /
'functions.py').read_text()
assert '1 + 1' in raw_source
assert '1 + 1' in clean_source
def test_hot_reload_when_adding_function_task(backup_spec_with_functions_flat,
no_sys_modules_cache):
# setup: configure jupyter settings and save spec
with open('pipeline.yaml') as f:
spec = yaml.safe_load(f)
spec['meta']['jupyter_functions_as_notebooks'] = True
spec['meta']['jupyter_hot_reload'] = True
Path('pipeline.yaml').write_text(yaml.dump(spec))
# initialize contents manager (simulates user starting "jupyter notebook")
cm = PloomberContentsManager()
# user adds a new task...
Path('new_task.py').write_text("""
def new_task(product):
pass
""")
spec['tasks'].append({
'source': 'new_task.new_task',
'product': 'file.csv'
})
Path('pipeline.yaml').write_text(yaml.dump(spec))
# content manager should now display the function
assert 'new_task.py (functions)' in [
c['name'] for c in cm.get('')['content']
]
assert ['new_task'] == [
c['name'] for c in cm.get('new_task.py (functions)')['content']
]
@pytest.mark.xfail
def test_hot_reload_when_adding_function_task_in_existing_module(
backup_spec_with_functions_flat, no_sys_modules_cache):
# setup: configure jupyter settings and save spec
with open('pipeline.yaml') as f:
spec = yaml.safe_load(f)
spec['meta']['jupyter_functions_as_notebooks'] = True
spec['meta']['jupyter_hot_reload'] = True
Path('pipeline.yaml').write_text(yaml.dump(spec))
# initialize contents manager (simulates user starting "jupyter notebook")
cm = PloomberContentsManager()
# user adds a new task in existing module...
path = Path('my_tasks_flat', 'raw.py')
source = path.read_text()
new = 'def function_new(product):\n pass\n'
path.write_text(source + new)
spec['tasks'].append({
'source': 'my_tasks_flat.raw.function_new',
'product': 'file.csv'
})
Path('pipeline.yaml').write_text(yaml.dump(spec))
# content manager should now display the function
assert 'raw.py (functions)' in [
c['name'] for c in cm.get('my_tasks_flat')['content']
]
def test_disable_functions_as_notebooks(backup_spec_with_functions):
"""
Tests a typical workflow with a pieline where some tasks are functions
"""
with open('pipeline.yaml') as f:
spec = yaml.safe_load(f)
spec['meta']['jupyter_functions_as_notebooks'] = False
Path('pipeline.yaml').write_text(yaml.dump(spec))
cm = PloomberContentsManager()
def get_names(out):
return {model['name'] for model in out['content']}
assert get_names(cm.get('')) == {'my_tasks', 'pipeline.yaml'}
assert get_names(cm.get('my_tasks')) == {'__init__.py', 'clean', 'raw'}
# check new notebooks appear, which are generated from the function tasks
assert get_names(cm.get('my_tasks/raw')) == {
'__init__.py',
'functions.py',
}
assert get_names(cm.get('my_tasks/clean')) == {
'__init__.py',
'functions.py',
'util.py',
}
def test_injected_cell_with_resources(tmp_directory):
resource = Path('file.txt')
resource.touch()
Path('notebooks').mkdir()
path = Path('notebooks', 'nb.py')
path.write_text("""
from pathlib import Path
# + tags=["parameters"]
upstream = None
resources_ = None
# +
Path(resources_['file']).read_text()
""")
Path('pipeline.yaml').write_text("""
tasks:
- source: notebooks/nb.py
product: out.ipynb
params:
resources_:
file: file.txt
""")
cm = PloomberContentsManager()
model = cm.get('notebooks/nb.py')
absolute = str(resource.resolve())
if sys.platform == 'win32':
absolute = absolute.replace('\\', '\\\\')
cell = get_injected_cell(model['content'])
assert absolute in cell['source']
def test_ignores_static_analysis_failure(tmp_nbs):
Path('pipeline.yaml').write_text("""
tasks:
- source: load.py
product:
nb: output/load.ipynb
data: output/data.csv
params:
some_param: some_value
""")
cm = PloomberContentsManager()
model = cm.get(str('load.py'))
assert get_injected_cell(model['content'])
def test_does_not_initialize_clients(tmp_nbs, tmp_imports):
# initializing cients is an expensive operation, we shouldn't do it
# when loading the DAG in the Jupyter plugin
Path('clients.py').write_text("""
def get():
raise Exception
""")
Path('pipeline.yaml').write_text("""
clients:
File: clients.get
tasks:
- source: load.py
product:
nb: output/load.ipynb
data: output/data.csv
params:
some_param: some_value
""")
cm = PloomberContentsManager()
model = cm.get(str('load.py'))
assert get_injected_cell(model['content'])
|
from .augmentations import augment
from .types import Data, Batch, AugmentationColumns, AugmentationProbability, BatchSize
def next(data: Data, augmentation_columns: AugmentationColumns, augmentation_probability: AugmentationProbability, batch_size: BatchSize) -> Batch:
'''This function implements the batch generation and augmentation functionality of the package.
It can be called without using the generator class if required.'''
data_shuffled = data.sample(frac=1)
batch = data_shuffled.iloc[0:batch_size]
return augment(batch, augmentation_columns, augmentation_probability)
|
################################
# @Time : 5/7/2021
# @Author : Yenchia Yu
# @Mail : jiafish@outlook.com
# @Github : https://github.com/Rexyyj
# @Note : None
################################
|
n=int(input("ENTER A DAY NUMBER IN RANGE 2 TO 365 "))
fdy=input("ENTER THE FIRST DAY OF YEAR ")
w=['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']
ws=[]
while len(ws)!=7:
for a in w:
if a==fdy and a not in ws:
ws.append(a)
if a not in ws:
if a==fdy:
break
if fdy in ws:
ws.append(a)
c=n%7
print("THE DAY ON THE DAY NUMBER ",n, "IS ",ws[c-1])
|
s = set({11, 22, 33, 44, 55, 66, 77, 66, 55, 44, 33, 22, 11})
# print(s)
# for val in s:
# print('Set Values: ', val)
# Add method in Set
s.add(5)
# print(s)
# Remove method in Set
s.remove(5)
# clear
s.clear()
python_class = {'Taher', 'Fatima', 'Mustafa', 'Mameet'}
web_class = {'Zainab', 'Qaidjohar', 'Taher', 'Mustafa'}
# Union
students = python_class | web_class
# Intersection
students = python_class & web_class
# set comprehension
sc = {val**2 for val in range(10)}
print(sc)
|
from django.test import TestCase
from casexml.apps.case.dbaccessors import get_open_case_docs_in_domain, \
get_open_case_ids_in_domain
from casexml.apps.case.models import CommCareCase
from casexml.apps.case.util import create_real_cases_from_dummy_cases
from corehq.apps.hqcase.dbaccessors import get_number_of_cases_in_domain, \
get_case_ids_in_domain, get_case_types_for_domain, get_cases_in_domain, \
get_case_ids_in_domain_by_owner, get_number_of_cases_in_domain_by_owner, \
get_all_case_owner_ids, get_case_properties
from couchforms.models import XFormInstance
class DBAccessorsTest(TestCase):
@classmethod
def setUpClass(cls):
cls.domain = 'lalksdjflakjsdf'
cases = [
CommCareCase(domain=cls.domain, type='type1', name='Alice', user_id='XXX',
prop_a=True, prop_b=True),
CommCareCase(domain=cls.domain, type='type2', name='Bob', user_id='XXX',
prop_a=True, prop_c=True),
CommCareCase(domain=cls.domain, type='type1', name='Candice', user_id='ZZZ'),
CommCareCase(domain=cls.domain, type='type1', name='Derek', user_id='XXX', closed=True),
CommCareCase(domain='maleficent', type='type1', name='Mallory', user_id='YYY',
prop_y=True)
]
cls.forms, cls.cases = create_real_cases_from_dummy_cases(cases)
assert len(cls.cases) == len(cases)
@classmethod
def tearDownClass(cls):
CommCareCase.get_db().bulk_delete(cls.cases)
XFormInstance.get_db().bulk_delete(cls.forms)
def test_get_number_of_cases_in_domain(self):
self.assertEqual(
get_number_of_cases_in_domain(self.domain),
len([case for case in self.cases if case.domain == self.domain])
)
def test_get_number_of_cases_in_domain__type(self):
self.assertEqual(
get_number_of_cases_in_domain(self.domain, type='type1'),
len([case for case in self.cases
if case.domain == self.domain and case.type == 'type1'])
)
def test_get_case_ids_in_domain(self):
self.assertEqual(
set(get_case_ids_in_domain(self.domain)),
{case.get_id for case in self.cases if case.domain == self.domain}
)
def test_get_case_ids_in_domain__type(self):
self.assertEqual(
set(get_case_ids_in_domain(self.domain, type='type1')),
{case.get_id for case in self.cases
if case.domain == self.domain and case.type == 'type1'}
)
def assert_doc_list_equal(self, doc_list_1, doc_list_2, raw_json=False):
if not raw_json:
doc_list_1 = [doc.to_json() for doc in doc_list_1]
doc_list_2 = [doc.to_json() for doc in doc_list_2]
doc_list_1 = sorted(doc_list_1, key=lambda doc: doc['_id'])
doc_list_2 = sorted(doc_list_2, key=lambda doc: doc['_id'])
self.assertEqual(doc_list_1, doc_list_2)
def test_get_cases_in_domain(self):
self.assert_doc_list_equal(
get_cases_in_domain(self.domain),
[case for case in self.cases if case.domain == self.domain]
)
def test_get_cases_in_domain__type(self):
self.assert_doc_list_equal(
get_cases_in_domain(self.domain, type='type1'),
[case for case in self.cases
if case.domain == self.domain and case.type == 'type1'],
)
def test_get_open_case_ids_in_domain(self):
# this is actually in the 'case' app, but testing here
self.assertEqual(
set(get_open_case_ids_in_domain(self.domain, 'type1')),
{case.get_id for case in self.cases
if case.domain == self.domain and case.type == 'type1'
and not case.closed},
)
def test_get_open_case_ids_in_domain__owner_id(self):
# this is actually in the 'case' app, but testing here
self.assertEqual(
set(get_open_case_ids_in_domain(self.domain, 'type1', owner_id='XXX')),
{case.get_id for case in self.cases
if case.domain == self.domain and case.type == 'type1'
and not case.closed and case.user_id == 'XXX'},
)
self.assertEqual(
set(get_open_case_ids_in_domain(self.domain, owner_id='XXX')),
{case.get_id for case in self.cases
if case.domain == self.domain
and not case.closed and case.user_id == 'XXX'},
)
def test_get_open_case_docs_by_type(self):
# this is actually in the 'case' app, but testing here
self.assert_doc_list_equal(
get_open_case_docs_in_domain(self.domain, 'type1'),
[case.to_json() for case in self.cases
if case.domain == self.domain and case.type == 'type1'
and not case.closed],
raw_json=True
)
def test_get_open_case_docs_by_type__owner_id(self):
# this is actually in the 'case' app, but testing here
self.assert_doc_list_equal(
get_open_case_docs_in_domain(self.domain, 'type1', owner_id='XXX'),
[case.to_json() for case in self.cases
if case.domain == self.domain and case.type == 'type1'
and not case.closed and case.user_id == 'XXX'],
raw_json=True
)
def test_get_case_types_for_domain(self):
self.assertEqual(
set(get_case_types_for_domain(self.domain)),
{case.type for case in self.cases if case.domain == self.domain}
)
def test_get_case_ids_in_domain_by_owner(self):
self.assertEqual(
set(get_case_ids_in_domain_by_owner(self.domain, owner_id='XXX')),
{case.get_id for case in self.cases
if case.domain == self.domain and case.user_id == 'XXX'}
)
self.assertEqual(
set(get_case_ids_in_domain_by_owner(
self.domain, owner_id__in=['XXX'])),
{case.get_id for case in self.cases
if case.domain == self.domain and case.user_id == 'XXX'}
)
self.assertEqual(
set(get_case_ids_in_domain_by_owner(self.domain, owner_id='XXX',
closed=False)),
{case.get_id for case in self.cases
if case.domain == self.domain and case.user_id == 'XXX'
and case.closed is False}
)
self.assertEqual(
set(get_case_ids_in_domain_by_owner(self.domain, owner_id='XXX',
closed=True)),
{case.get_id for case in self.cases
if case.domain == self.domain and case.user_id == 'XXX'
and case.closed is True}
)
def test_get_number_of_cases_in_domain_by_owner(self):
self.assertEqual(
get_number_of_cases_in_domain_by_owner(self.domain, owner_id='XXX'),
len([case for case in self.cases
if case.domain == self.domain and case.user_id == 'XXX'])
)
def test_get_all_case_owner_ids(self):
self.assertEqual(
get_all_case_owner_ids(self.domain),
set(case.user_id for case in self.cases
if case.domain == self.domain)
)
# sanity check!
self.assertEqual(
get_all_case_owner_ids(self.domain),
{'XXX', 'ZZZ'},
)
def test_get_case_properties(self):
self.assertItemsEqual(
get_case_properties(self.domain),
{prop
for case in self.cases if case.domain == self.domain
for action in case.actions
for prop in (action.updated_known_properties.keys() +
action.updated_unknown_properties.keys())}
)
|
#!/usr/bin/python
import subprocess
def main():
layout_map = {"us":"EN", "il":"HE", "ru":"RU"}
layout = subprocess.Popen("/home/lxgreen/scripts/wm"
"/language_bar/xkb-switch",
stdout=subprocess.PIPE).stdout.read()
print layout_map[layout[:2]]
if __name__ == '__main__':
main()
|
#setting the domain size for the problem to be solved
domain_size = 3
##################################################################
##################################################################
## ATTENTION: here the order is important
#including kratos path
kratos_libs_path = '../../../../libs/' ##kratos_root/libs
kratos_applications_path = '../../../../applications/' ##kratos_root/applications
import sys
sys.path.append(kratos_libs_path)
sys.path.append(kratos_applications_path)
#importing Kratos main library
from Kratos import *
kernel = Kernel() #defining kernel
#importing applications
import applications_interface
applications_interface.Import_IncompressibleFluidApplication = True
applications_interface.Import_ALEApplication = True
applications_interface.ImportApplications(kernel, kratos_applications_path)
## from now on the order is not anymore crucial
##################################################################
##################################################################
import math
def SelectNodes(moving_nodes,model_part):
for node in model_part.Nodes:
if(node.Y > 0.49 and node.Y < 0.51):
if(node.X > 0.0001 and node.X < 0.99999 and node.Z > 0.0001 and node.Z < 0.99999 ):
moving_nodes.append(node)
node.Fix(DISPLACEMENT_X);
node.Fix(DISPLACEMENT_Y);
node.Fix(DISPLACEMENT_Z);
def ApplyDisplacementConditions(model_part):
for node in model_part.Nodes:
if(node.Y > 0.9999 or node.Y < 0.0001 or node.X < 0.0001 or node.X > 0.999 or node.Z < 0.0001 or node.Z > 0.999):
node.Fix(DISPLACEMENT_X);
node.Fix(DISPLACEMENT_Y);
node.Fix(DISPLACEMENT_Z);
def MoveNodes(moving_nodes,time):
disp = Vector(3)
disp[0] = 0.0; disp[2] = 0.0
disp[1] = 0.05*math.sin(time*0.2)
print disp
for node in moving_nodes:
node.SetSolutionStepValue(DISPLACEMENT,0,disp);
#defining a model part
model_part = ModelPart("FluidPart");
#importing the solver files
import incompressible_fluid_solver
import mesh_solver
#adding variables
incompressible_fluid_solver.AddVariables(model_part)
mesh_solver.AddVariables(model_part)
#reading a model
gid_mode_flag = GiDPostMode.GiD_PostBinary
use_multifile = MultiFileFlag.MultipleFiles
deformed_print_flag = WriteDeformedMeshFlag.WriteUndeformed
write_conditions = WriteConditionsFlag.WriteElementsOnly
gid_io = GidIO("cavity3D", gid_mode_flag, use_multifile, deformed_print_flag, write_conditions)
gid_io.ReadModelPart(model_part)
mesh_name = 0.0 #if we want the mesh to change at each time step then ****mesh_name = time****
gid_io.InitializeMesh(mesh_name)
gid_io.WriteMesh(model_part.GetMesh())
gid_io.FinalizeMesh()
print model_part
#the buffer size should be set up here after the mesh is read for the first time
model_part.SetBufferSize(3)
#importing the solver files
incompressible_fluid_solver.AddDofs(model_part)
mesh_solver.AddDofs(model_part)
#creating a fluid solver object
fluid_solver = incompressible_fluid_solver.IncompressibleFluidSolver(model_part,domain_size)
fluid_solver.laplacian_form =1;
fluid_solver.vel_toll = 1e-3
fluid_solver.time_order = 2
##pILUPrecond = ILU0Preconditioner()
##fluid_solver.pressure_linear_solver = BICGSTABSolver(1e-3, 5000,pILUPrecond)
fluid_solver.Initialize()
#creating a mesh solver
print "qui"
import mesh_solver
reform_dofs_at_each_step = False
mesh_sol = mesh_solver.MeshSolver(model_part,domain_size,reform_dofs_at_each_step)
mesh_sol.Initialize()
#settings to be changed
Re = 100.0
nsteps = 100
output_step = 1
Dt = 1000.0/Re
if(Dt > 0.1):
Dt = 0.1
out = 0
for node in model_part.Nodes:
node.SetSolutionStepValue(VISCOSITY,0,1.0/Re)
#selecting nodes to be moved
moving_nodes = []
SelectNodes(moving_nodes,model_part);
ApplyDisplacementConditions(model_part);
print len(moving_nodes);
gid_io.InitializeResults(mesh_name , model_part.GetMesh()) #gid_io.InitializeResults(time , model_part.GetMesh()) if gid_io.InitializeMesh( time )
#solve
for step in range(0,nsteps):
time = Dt*step
model_part.CloneTimeStep(time)
print time
#print model_part.ProcessInfo()[TIME]
#solving the fluid problem
if(step > 3):
MoveNodes(moving_nodes,time)
mesh_sol.Solve();
fluid_solver.Solve()
#print the results
if(out == output_step):
#results writing options
gid_io.WriteNodalResults(PRESSURE,model_part.Nodes,time,0)
gid_io.WriteNodalResults(VELOCITY,model_part.Nodes,time,0)
## gid_io.WriteNodalResults(MESH_VELOCITY,model_part.Nodes,time,0)
## gid_io.WriteNodalResults(DISPLACEMENT,model_part.Nodes,time,0)
out = 0
out = out + 1
gid_io.FinalizeResults()
|
# -*- coding: utf-8 -*-
import random
from collections import deque, namedtuple
Transition = namedtuple('Transition', ('state', 'action', 'reward', 'policy'))
class EpisodicReplayMemory():
def __init__(self, capacity, max_episode_length):
# Max number of transitions possible will be the memory capacity, could be much less
self.num_episodes = capacity // max_episode_length
self.memory = deque(maxlen=self.num_episodes)
self.memory.append([]) # List for first episode
self.position = 0
def append(self, state, action, reward, policy):
self.memory[self.position].append(Transition(state, action, reward, policy)) # Save s_i, a_i, r_i+1, µ(·|s_i)
# Terminal states are saved with actions as None, so switch to next episode
if action is None:
self.memory.append([])
self.position = min(self.position + 1, self.num_episodes - 1)
# Samples random trajectory
def sample(self, maxlen=0):
while True:
e = random.randrange(len(self.memory))
mem = self.memory[e]
T = len(mem)
if T > 0:
# Take a random subset of trajectory if maxlen specified, otherwise return full trajectory
if maxlen > 0 and T > maxlen + 1:
t = random.randrange(T - maxlen - 1) # Include next state after final "maxlen" state
return mem[t:t + maxlen + 1]
else:
return mem
# Samples batch of trajectories, truncating them to the same length
def sample_batch(self, batch_size, maxlen=0):
batch = [self.sample(maxlen=maxlen) for _ in range(batch_size)]
minimum_size = min(len(trajectory) for trajectory in batch)
batch = [trajectory[:minimum_size] for trajectory in batch] # Truncate trajectories
return list(map(list, zip(*batch))) # Transpose so that timesteps are packed together
def __len__(self):
return sum(len(episode) for episode in self.memory)
|
"""
This notebook plots the Magpie feature space for the Gaultois database with
several dimensional reduction algorithms (t-SNE, UMAP, PCA) to check for clustering.
"""
# %%
import matplotlib.pyplot as plt
import pandas as pd
from plotly import express as px
from sklearn.decomposition import PCA
from sklearn.manifold import TSNE
from umap import UMAP
from thermo.data import load_gaultois
# %%
magpie_features, targets = load_gaultois(
target_cols=["T", "formula", "rho", "seebeck", "kappa", "zT"]
)
# temperature is by far the most indicative feature for thermoelectric performance
# but not specific to any material, consider removing it from clustering
magpie_features = magpie_features.drop(columns="T")
# %% [markdown]
# # TSNE feature space embedding
# %% 2D
tsne_2d = TSNE(n_components=2).fit_transform(magpie_features)
tsne_cols = ["tsne_1", "tsne_2"]
tsne_2d = pd.DataFrame(tsne_2d, columns=tsne_cols)
# %%
tsne_2d[targets.columns] = targets
px.scatter(tsne_2d, *tsne_cols, hover_data=targets.columns)
# %%
tsne_2d.assign(**targets).dropna().plot.scatter(
x="tsne_1", y="tsne_2", c="zT", cmap="hot", alpha=0.5, figsize=[12, 8], s=100
)
# %%
fig, axs = plt.subplots(2, 2, figsize=(10, 8))
fig.suptitle("2d TSNE of Magpie features for Gaultois dataset by temperatures")
for ax, [key, group] in zip(
axs.flat, tsne_2d.assign(**targets).dropna().groupby("T", as_index=False)
):
ax.scatter(group["tsne_1"], group["tsne_2"], c=group["zT"], cmap="hot", alpha=0.5)
ax.set_title(f"{key} K")
# plt.savefig("2d-tsne-of-magpie-features-for-gaultois-dataset-by-temps.pdf")
# %% 3D
tsne_cols = ["tsne_1", "tsne_2", "tsne_3"]
tsne_3d = TSNE(n_components=3).fit_transform(magpie_features)
tsne_3d = pd.DataFrame(tsne_3d, columns=tsne_cols)
# %%
# Consider using IHS transformation to shrink outlier spread.
# tsne_3d = np.arcsinh(tsne_3d)
tsne_3d[targets.columns] = targets
px.scatter_3d(tsne_3d, *tsne_cols, hover_data=targets.columns)
# %% [markdown]
# # UMAP feature space embedding
# %% 2D
umap_2d = UMAP(n_components=2).fit_transform(magpie_features)
umap_cols = ["umap_1", "umap_2"]
umap_2d = pd.DataFrame(umap_2d, columns=umap_cols)
# %%
umap_2d[targets.columns] = targets
px.scatter(umap_2d, *umap_cols, hover_data=targets.columns)
# %% 3D
umap_cols = ["umap_1", "umap_2", "umap_3"]
umap_3d = UMAP(n_components=3).fit_transform(magpie_features)
umap_3d = pd.DataFrame(umap_3d, columns=umap_cols)
# %%
umap_3d[targets.columns] = targets
px.scatter_3d(umap_3d, *umap_cols, hover_data=targets.columns)
# %% [markdown]
# # PCA feature space embedding
# %% 2D
pca_2d = PCA(n_components=2).fit_transform(magpie_features)
pca_cols = ["pca_1", "pca_2"]
pca_2d = pd.DataFrame(pca_2d, columns=pca_cols)
# %%
pca_2d[targets.columns] = targets
px.scatter(pca_2d, *pca_cols, hover_data=targets.columns)
# %% 3D
pca_cols = ["pca_1", "pca_2", "pca_3"]
pca_3d = PCA(n_components=3).fit_transform(magpie_features)
pca_3d = pd.DataFrame(pca_3d, columns=pca_cols)
# %%
pca_3d[targets.columns] = targets
px.scatter_3d(pca_3d, *pca_cols, hover_data=targets.columns)
|
def counter_effect(hit_count):
return [range(int(i)+1) for i in hit_count]
|
import json
import unittest
from django.core.mail.message import EmailMessage
import django_gearman_proxy.settings
django_gearman_proxy.settings.GEARMAN_EMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend'
django_gearman_proxy.settings.GEARMAN_EMAIL_SERIALIZER = 'django_gearman_proxy.serializers.mail.json.serialize'
django_gearman_proxy.settings.GEARMAN_EMAIL_UNSERIALIZER = 'django_gearman_proxy.serializers.mail.json.unserialize'
from django_gearman_proxy import load_object
EmailBackend = load_object(django_gearman_proxy.settings.GEARMAN_EMAIL_BACKEND)
class TestMailJsonSerializer(unittest.TestCase):
def setUp(self):
self.email_message = EmailMessage(subject=u'test subject', body=u'test body', from_email='from@test.sk',
to=['to@test.sk'], bcc=['bcc@test.sk'], attachments=['/path/to/file'],
headers={'Extra-Header': 'extra-value'}, cc=['cc@test.sk'])
serializer = load_object(django_gearman_proxy.settings.GEARMAN_EMAIL_SERIALIZER)
self.serialized = json.loads(serializer(self.email_message))
def test_serialize(self):
self.assertIsInstance(self.serialized, dict)
self.assertEqual(self.serialized['subject'], u'test subject')
self.assertEqual(self.serialized['body'], u'test body')
self.assertEqual(self.serialized['from_email'], 'from@test.sk')
self.assertEqual(self.serialized['to'], ['to@test.sk'])
self.assertEqual(self.serialized['bcc'], ['bcc@test.sk'])
self.assertEqual(self.serialized['attachments'], ['/path/to/file'])
self.assertEqual(self.serialized['headers'], {'Extra-Header': 'extra-value'})
self.assertEqual(self.serialized['cc'], ['cc@test.sk'])
self.assertEqual(self.serialized['connection'], django_gearman_proxy.settings.GEARMAN_EMAIL_BACKEND)
class TestMailJsonUnserializer(unittest.TestCase):
def setUp(self):
self.serialized = '{"body": "test body", "to": ["to@test.sk"],' \
' "connection": "django.core.mail.backends.smtp.EmailBackend",' \
' "attachments": ["/path/to/file"], "bcc": ["bcc@test.sk"], "cc": ["cc@test.sk"],' \
' "headers": {"Extra-Header": "extra-value"}, "from_email": "from@test.sk",' \
' "subject": "test subject"}'
unserializer = load_object(django_gearman_proxy.settings.GEARMAN_EMAIL_UNSERIALIZER)
self.email_message = unserializer(self.serialized)
def test_unserialize(self):
self.assertIsInstance(self.email_message, EmailMessage)
self.assertEqual(self.email_message.subject, u'test subject')
self.assertEqual(self.email_message.body, u'test body')
self.assertEqual(self.email_message.from_email, 'from@test.sk')
self.assertEqual(self.email_message.to, ['to@test.sk'])
self.assertEqual(self.email_message.bcc, ['bcc@test.sk'])
self.assertEqual(self.email_message.attachments, ['/path/to/file'])
self.assertEqual(self.email_message.extra_headers, {'Extra-Header': 'extra-value'})
self.assertEqual(self.email_message.cc, ['cc@test.sk'])
self.assertIsInstance(self.email_message.get_connection(), EmailBackend)
|
import data_importer
from models.model_base import ModelBase
LM_POSITIVE_WORDS, LM_NEGATIVE_WORDS = data_importer.import_lm_dictionary()
NEGATE = {
"aint",
"arent",
"cannot",
"cant",
"couldnt",
"darent",
"didnt",
"doesnt",
"ain't",
"aren't",
"can't",
"couldn't",
"daren't",
"didn't",
"doesn't",
"dont",
"hadnt",
"hasnt",
"havent",
"isnt",
"mightnt",
"mustnt",
"neither",
"don't",
"hadn't",
"hasn't",
"haven't",
"isn't",
"mightn't",
"mustn't",
"neednt",
"needn't",
"never",
"none",
"nope",
"nor",
"not",
"nothing",
"nowhere",
"oughtnt",
"shant",
"shouldnt",
"uhuh",
"wasnt",
"werent",
"oughtn't",
"shan't",
"shouldn't",
"uh-uh",
"wasn't",
"weren't",
"without",
"wont",
"wouldnt",
"won't",
"wouldn't",
"rarely",
"seldom",
"despite",
"n't"
}
def check_negation(token_index, tokens, n=3):
"""Check if the n tokens before the a specific token is a negation token"""
for prepending_token in range(1, n+1):
i = token_index - prepending_token
if i >= 0 and tokens[i] in NEGATE:
return True
return False
class Model(ModelBase):
def article_sentiment(self, article):
"""Returns the positive and negative sentiment scores of a list of tokens as a tuple"""
tokens = article.body_tokenized()
positive_tokens, negative_tokens, neutral_tokens = 0, 0, 0
for index, token in enumerate(tokens):
token = token.upper()
negation = check_negation(index, tokens)
positive = token in LM_POSITIVE_WORDS
negative = token in LM_NEGATIVE_WORDS
if positive or (negative and negation):
positive_tokens += 1
elif negative or (positive and negation):
negative_tokens += 1
else:
neutral_tokens += 1
positivity = positive_tokens / len(tokens)
negativity = negative_tokens / len(tokens)
neutrality = neutral_tokens / len(tokens)
return positivity, negativity, neutrality
|
import sys
verbose = False
def newLine():
info("")
def critical(msg):
""" Print critical message to stderr """
sys.stderr.write(msg)
sys.stderr.write('\n')
def info(msg):
infoWithoutNewLine(msg + '\n')
def infoWithoutNewLine(msg):
if verbose:
sys.stdout.write(msg)
|
from threading import Thread
import requests
from constants import BATCH_SIZE, NUMBER_REQUESTS, URL_FASTER
def crawler(url):
response = requests.get(url)
if response.status_code != 200:
print('error')
return response.status_code
if __name__ == '__main__':
size = int(NUMBER_REQUESTS/BATCH_SIZE)
for quantity in range(size):
threads = []
for i in range(BATCH_SIZE):
t = Thread(target=crawler, args=(URL_FASTER,))
threads.append(t)
for t in threads:
t.start()
for t in threads:
t.join()
|
# -*- coding: utf-8 -*-
#
# Copyright (c) 2016 - 2022 -- Lars Heuer
# All rights reserved.
#
# License: BSD License
#
"""\
SVG related tests for multicolor support.
"""
from __future__ import absolute_import, unicode_literals
import io
import xml.etree.ElementTree as etree
import pytest
import segno
from segno import writers as colors
_SVG_NS = 'http://www.w3.org/2000/svg'
def _get_svg_el(root, name):
return root.find('{%s}%s' % (_SVG_NS, name))
def _get_group(root):
return _get_svg_el(root, 'g')
def _parse_xml(buff):
"""\
Parses XML and returns the root element.
"""
buff.seek(0)
return etree.parse(buff).getroot()
def test_merge_colors():
qr = segno.make_qr('test')
out = io.BytesIO()
qr.save(out, kind='svg', dark='green', finder_dark='green',
dark_module='green')
green = colors._color_to_webcolor('green')
assert green in out.getvalue().decode('utf-8')
root = _parse_xml(out)
paths = root.findall('.//{%s}path' % _SVG_NS)
assert 1 == len(paths)
def test_merge_colors2():
qr = segno.make_qr('test')
out = io.BytesIO()
qr.save(out, kind='svg', dark='green', finder_dark='green',
dark_module='blue', alignment_light='yellow',
quiet_zone='yellow')
green = colors._color_to_webcolor('green')
yellow = colors._color_to_webcolor('yellow')
blue = colors._color_to_webcolor('blue')
res = out.getvalue().decode('utf-8')
assert green in res
assert yellow in res
assert blue in res
root = _parse_xml(out)
paths = root.findall('.//{%s}path' % _SVG_NS)
assert 3 == len(paths)
assert not any(p.attrib.get('transform') for p in paths)
def test_nogroup():
qr = segno.make_qr('test')
out = io.BytesIO()
qr.save(out, kind='svg', dark='green', finder_dark='green',
dark_module='blue', alignment_light='yellow', quiet_zone='yellow',
scale=1.0)
root = _parse_xml(out)
paths = root.findall('.//{%s}path' % _SVG_NS)
assert 3 == len(paths)
assert all(p.attrib.get('transform') is None for p in paths)
group = _get_group(root)
assert not group
def test_scale():
qr = segno.make_qr('test')
out = io.BytesIO()
qr.save(out, kind='svg', dark='green', finder_dark='green',
dark_module='blue', alignment_light='yellow', quiet_zone='yellow',
scale=1.5)
root = _parse_xml(out)
paths = root.findall('.//{%s}path' % _SVG_NS)
assert 3 == len(paths)
assert all(p.attrib.get('transform') is None for p in paths)
group = _get_group(root)
assert group is not None
assert 'scale(1.5)' == group.attrib.get('transform')
if __name__ == '__main__':
pytest.main([__file__])
|
import hashlib
import envi
import envi.archs.amd64 as e_amd64
from vivisect.symboliks.common import *
import vivisect.symboliks.archs.i386 as vsym_i386
import vivisect.symboliks.analysis as vsym_analysis
import vivisect.symboliks.callconv as vsym_callconv
from envi.archs.amd64.vmcslookup import VMCS_NAMES
class VMCS_Field(Var):
def __init__(self, offset, width):
SymbolikBase.__init__(self)
self.offset = offset
self.width = width
def __repr__(self):
return 'VMCS_Field(%s,width=%d)' % (self.offset, self.width)
def __str__(self):
if self._strval:
return self._strval
if not self.offset.isDiscrete():
return 'VMCS::%s' % self.offset
self._strval = 'VMCS_%s' % VMCS_NAMES.get(self.offset.solve())
return self._strval
def _solve(self, emu=None):
name = 'vmcs%s' % self.offset
if emu is not None:
name += emu.getRandomSeed()
return long(hashlib.md5(name).hexdigest()[:self.width*2], 16)
def update(self, emu):
offset = self.offset.update(emu=emu)
return VMCS_Field(offset, width=self.width)
def _reduce(self, emu=None):
self.offset._reduce(emu=emu)
return self
def getWidth(self):
return self.width
def isDiscrete(self, emu=None):
return False
class Amd64SymbolikTranslator(vsym_i386.IntelSymbolikTranslator):
__arch__ = e_amd64.Amd64Module
__ip__ = 'rip' # we could use regctx.getRegisterName if we want.
__sp__ = 'rsp' # we could use regctx.getRegisterName if we want.
__bp__ = 'rbp' # we could use regctx.getRegisterName if we want.
__srcp__ = 'rsi'
__destp__ = 'rdi'
def setRegObj(self, regidx, obj):
ridx = regidx & 0xffff
rname = self._reg_ctx.getRegisterName(ridx)
rbitwidth = self._reg_ctx.getRegisterWidth(ridx)
val = Var(rname, rbitwidth / 8)
# Translate to native if needed...
if ridx != regidx:
# 64 bit mode setting to 32bit regs, 0-extends to 64 bits
if regidx == ridx | e_amd64.RMETA_LOW32:
val = Var(rname, 8)
else:
# we cannot call _xlateToNativReg since we'd pass in a symbolik
# object that would trigger an or operation; the code in envi
# obviously is NOT symboliks aware (2nd op in | operation is NOT
# a symbolik); so we do it manually here since we are symbolik
# aware.
# obj = self._reg_ctx._xlateToNativeReg(regidx, obj)
basemask = (2**rbitwidth) - 1
rreg, lshift, mask = self._reg_ctx.getMetaRegInfo(regidx)
# cut hole in mask
finalmask = basemask ^ (mask << lshift)
if lshift != 0:
obj <<= Const(lshift, rbitwidth / 8)
obj = obj | (val & Const(finalmask, rbitwidth / 8))
self.effSetVariable(rname, obj)
def getOperAddrObj(self, op, idx):
oper = op.opers[idx]
if isinstance(oper, e_amd64.Amd64RipRelOper):
return Const(op.va + len(op) + oper.imm, 8)
return vsym_i386.IntelSymbolikTranslator.getOperAddrObj(self, op, idx)
def getOperObj(self, op, idx):
oper = op.opers[idx]
if isinstance(oper, e_amd64.Amd64RipRelOper):
return Mem(Const(op.va + len(op) + oper.imm, 8), Const(oper.tsize, 8))
return vsym_i386.IntelSymbolikTranslator.getOperObj(self, op, idx)
def i_movsxd(self, op):
dsize = op.opers[0].tsize
ssize = op.opers[1].tsize
v2 = o_sextend(self.getOperObj(op, 1), Const(dsize, self._psize))
self.setOperObj(op, 0, v2)
def _div(self, op, isInvalid=None):
oper = op.opers[0]
denom = self.getOperObj(op, 0)
if denom == 0:
# TODO: make effect
raise envi.DivideByZero('AMD64 Divide by zero')
if isInvalid is None:
limit = (2 ** (oper.tsize * 8)) - 1
isInvalid = lambda val: val > limit
if oper.tsize == 8:
rax = Var('rax', self._psize)
rdx = Var('rdx', self._psize)
num = (rdx << Const(64, self._psize)) + rax
temp = num / denom
if temp.isDiscrete() and isInvalid(temp):
# TODO: make effect
raise envi.DivideError('AMD64 i_div #DE')
self.effSetVariable('rax', temp)
self.effSetVariable('rdx', num % denom)
return
return vsym_i386.IntelSymbolikTranslator._div(self, op, isInvalid=isInvalid)
def i_div(self, op):
return self._div(op)
def i_cdq(self, op):
v1 = o_sextend(self.getRegObj(e_amd64.REG_EAX), Const(self._psize, self._psize))
self.effSetVariable('rax', v1)
def i_jecxz(self, op):
return vsym_i386.IntelSymbolikTranslator.i_jecxz(self, op)
def i_jrcxz(self, op):
return self._cond_jmp(op, eq(Var('rcx', self._psize), Const(0, self._psize)))
def i_pushfd(self, op):
sp = self.getRegObj(self._reg_ctx._rctx_spindex)
sr = self.getRegObj(self._reg_ctx._rctx_srindex)
self.effSetVariable(self.__sp__, sp - Const(8, self._psize))
self.effWriteMemory(Var(self.__sp__, self._psize), Const(8, self._psize), sr)
def i_vmread(self, op):
vmcsoff = self.getOperObj(op, 1)
self.setOperObj(op, 0, LookupVar("VMCS", vmcsoff, VMCS_NAMES, vmcsoff.getWidth()))
def i_bt(self, op):
oper = self.getOperObj(op, 0)
bit = self.getOperObj(op, 1)
cf = (oper >> bit) & Const(1, 1)
self.effSetVariable('eflags_cf', cf)
def i_bts(self, op):
oper = self.getOperObj(op, 0)
opersize = oper.getWidth()
bit = self.getOperObj(op, 1)
if bit.isDiscrete():
mask = Const(1 << bit.solve(), opersize)
else:
mask = Const(1, self._psize) << bit
val = oper | mask
bitinfo = (oper >> bit) & Const(1, opersize)
self.effSetVariable('eflags_cf', bitinfo)
self.setOperObj(op, 0, val)
def i_btr(self, op):
oper = self.getOperObj(op, 0)
opersize = oper.getWidth()
bit = self.getOperObj(op, 1)
if bit.isDiscrete():
mask = Const(-1 ^ (1 << bit.solve()), opersize)
else:
mask = Const(-1, opersize) ^ (Const(1, opersize) << bit)
val = oper & mask
bitinfo = (oper >> bit) & Const(1, opersize)
self.effSetVariable('eflags_cf', bitinfo)
self.setOperObj(op, 0, val)
# FIXME CATASTROPHIC THIS CONTAINS BRANCHING LOGIC STATE!
# FOR NOW WE JUST DO IT WITHOUT ANY CONDITIONAL (see i386.i_cmpxchg)
i_cmova = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovae = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnb = i_cmovae
i_cmovb = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovbe = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovna = i_cmovbe
i_cmovnae = i_cmovb
i_cmovc = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnc = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmove = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovne = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovg = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovge = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnle = i_cmovg
i_cmovnl = i_cmovge
i_cmovl = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovle = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnge = i_cmovl
i_cmovng = i_cmovle
i_cmovo = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovno = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovp = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovpe = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnp = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovnpe = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovs = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovns = vsym_i386.IntelSymbolikTranslator.i_mov
i_cmovz = i_cmove
i_cmovnz = i_cmovne
def i_movsq(self, op):
return self._movs(op, width=8)
def i_stosq(self, op):
return self._stos(op, width=8)
def i_cmpsq(self, op):
return self._cmps(op, width=8)
class Amd64ArgDefSymEmu(vsym_i386.ArgDefSymEmu):
__xlator__ = Amd64SymbolikTranslator
class MSx64CallSym(e_amd64.MSx64Call, vsym_callconv.SymbolikCallingConvention):
__argdefemu__ = Amd64ArgDefSymEmu
class SysVAmd64CallSym(e_amd64.SysVAmd64Call, vsym_callconv.SymbolikCallingConvention):
__argdefemu__ = Amd64ArgDefSymEmu
msx64callsym = MSx64CallSym()
sysvamd64callsym = SysVAmd64CallSym()
class Amd64SymFuncEmu(vsym_analysis.SymbolikFunctionEmulator):
__width__ = 8
def __init__(self, vw, initial_sp=0xbfbff000):
vsym_analysis.SymbolikFunctionEmulator.__init__(self, vw)
self.setStackBase(0xbfbff000, 8192)
self.addCallingConvention('sysvamd64call', SysVAmd64CallSym())
self.addCallingConvention('msx64call', msx64callsym)
def getStackCounter(self):
return self.getSymVariable('rsp')
def setStackCounter(self, symobj):
self.setSymVariable('rsp', symobj)
class Amd64SymbolikAnalysisContext(vsym_analysis.SymbolikAnalysisContext):
__xlator__ = Amd64SymbolikTranslator
__emu__ = Amd64SymFuncEmu
|
import click
from myfi.cli import pass_context
@click.command('loadofx', short_help='Import OFX files.')
@click.argument('ofxfile', nargs=-1)
@pass_context
def cli(ctx, ofxfile):
"""Import OFX files."""
from myfi.loadofx import loadofx
loadofx(ctx.session, ofxfile)
|
from ..data.data import WORD_VOCAB_FILE, PUNCTUATION_VOCABULARY, CHAR_VOCAB_FILE
from ..data.data import read_vocabulary, iterable_to_dict
from ..utils.data_utils import load_embeddings
import os
class Config:
def __init__(self):
if not os.path.exists(self.ckpt_path):
os.makedirs(self.ckpt_path)
self.word_vocab = read_vocabulary(WORD_VOCAB_FILE)
self.vocab_size = len(self.word_vocab)
self.char_vocab = read_vocabulary(CHAR_VOCAB_FILE)
self.char_vocab_size = len(self.char_vocab)
self.punc_vocab = iterable_to_dict(PUNCTUATION_VOCABULARY)
self.label_size = len(self.punc_vocab)
self.rev_word_vocab = {v: k for k, v in self.word_vocab.items()}
self.rev_punc_vocab = {v: k for k, v in self.punc_vocab.items()}
self.embedding = load_embeddings(os.path.join('.', 'data', 'glove.840B.300d.filtered.npz'))
# word emb parameters
emb_dim = 300
# char emb parameters
char_emb = None
char_emb_dim = 50
char_num_units = 50
# model parameters
num_units = 300
# for dense connected lstm layers
num_layers = 4
num_units_list = [50, 50, 50, 300]
# train.txt parameters
l2_reg = None
grad_clip = 2.0
lr = 0.001
lr_decay = 0.05
keep_prob = 0.75
resume_training = False
ckpt_path = './ckpt/'
model_name = "punctuator"
model_save_path = ckpt_path + model_name
|
#!/bin/env python
# -*- coding: utf-8 -*-
import os
import sys
import codecs
import re
import configparser
# Type of printing.
OK = 'ok' # [*]
NOTE = 'note' # [+]
FAIL = 'fail' # [-]
WARNING = 'warn' # [!]
NONE = 'none' # No label.
class ErrorChecker:
def __init__(self, utility):
# Read config.ini.
self.utility = utility
config = configparser.ConfigParser()
self.file_name = os.path.basename(__file__)
self.full_path = os.path.dirname(os.path.abspath(__file__))
self.root_path = os.path.join(self.full_path, '../')
config.read(os.path.join(self.root_path, 'config.ini'))
try:
self.signature_dir = os.path.join(self.root_path, config['Common']['signature_path'])
self.signature_file = config['ErrorChecker']['signature_file']
self.signature_path = os.path.join(self.signature_dir, self.signature_file)
except Exception as e:
self.utility.print_message(FAIL, 'Reading config.ini is failure : {}'.format(e))
self.utility.write_log(40, 'Reading config.ini is failure : {}'.format(e))
sys.exit(1)
# Check unnecessary error message.
def get_error_message(self, response):
self.utility.print_message(NOTE, 'Check unnecessary error message.')
self.utility.write_log(20, '[In] Check unnecessary error message [{}].'.format(self.file_name))
# Check comment.
error_list = []
try:
# Open signature file.
with codecs.open(self.signature_path, 'r', 'utf-8') as fin:
matching_patterns = fin.readlines()
for signature in matching_patterns:
try:
# Find bad message.
pattern = signature.replace('\r', '').replace('\n', '')
obj_match = re.search(pattern, response, flags=re.IGNORECASE)
if obj_match is not None:
trigger = obj_match.group(1)
error_list.append(trigger)
msg = 'Detect unnecessary message: {}'.format(trigger)
self.utility.print_message(OK, msg)
self.utility.write_log(20, msg)
except Exception as e:
self.utility.print_exception(e, 'Invalid signature: {}, {}'.format(signature, e))
self.utility.write_log(30, '{}'.format(e))
except Exception as e:
msg = 'Getting error message is failure : {}.'.format(e)
self.utility.print_exception(e, msg)
self.utility.write_log(30, msg)
self.utility.write_log(20, '[Out] Check unnecessary error message [{}].'.format(self.file_name))
if len(error_list) == 0:
self.utility.print_message(OK, 'Unnecessary error message not found.')
return list(set(error_list))
|
# -*- coding: utf-8 -*-
# Generated by Django 1.11 on 2019-07-09 23:22
from __future__ import unicode_literals
from django.conf import settings
from django.db import migrations, models
import django.db.models.deletion
import django.utils.timezone
def create_default_book(apps, schema_editor):
Book = apps.get_model('drinks', 'Book')
rb = Book.objects.create(
name='Public Recipes',
public=True
)
BookUser = apps.get_model('drinks', 'BookUser')
User = apps.get_model('auth', 'User')
for user in User.objects.iterator():
public = Book.objects.create(
name='%s\'s Drinks' % user.first_name,
public=True
)
BookUser.objects.create(book=public, user=user, owner=True)
class Migration(migrations.Migration):
dependencies = [
migrations.swappable_dependency(settings.AUTH_USER_MODEL),
('drinks', '0015_auto_20190329_1638'),
]
operations = [
migrations.CreateModel(
name='Book',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('created', models.DateTimeField(blank=True, default=django.utils.timezone.now)),
('updated', models.DateTimeField(blank=True, default=django.utils.timezone.now)),
('name', models.CharField(db_index=True, max_length=255)),
('public', models.BooleanField(default=False)),
],
options={
'abstract': False,
},
),
migrations.CreateModel(
name='BookUser',
fields=[
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
('owner', models.BooleanField(default=False)),
('book', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='drinks.Book')),
('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
],
),
migrations.AddField(
model_name='Book',
name='users',
field=models.ManyToManyField(related_name='books', through='drinks.BookUser', to=settings.AUTH_USER_MODEL),
),
migrations.RunPython(create_default_book),
migrations.AddField(
model_name='recipe',
name='book',
field=models.ForeignKey(default=1, on_delete=django.db.models.deletion.CASCADE, to='drinks.Book'),
preserve_default=False,
),
]
|
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
#
# michael a.g. aïvázis
# orthologue
# (c) 1998-2021 all rights reserved
#
"""
Verify searching through folders for named nodes
"""
def test():
# support
import pyre.primitives
# my package
import pyre.filesystem
# build a folder
root = pyre.filesystem.virtual()
# and a node
mga = root.node()
# add it to the folder
root._insert(uri=pyre.primitives.path("home/users/mga"), node=mga)
# now retrieve it
target = root._retrieve(uri=pyre.primitives.path("/home/users/mga"))
# make sure it is the same node
assert mga is target
# all done
return root
# main
if __name__ == "__main__":
# skip pyre initialization since we don't rely on the executive
pyre_noboot = True
# do...
test()
# end of file
|
developer_nrel_gov_key = ""
def set_developer_nrel_gov_key(key: str):
global developer_nrel_gov_key
developer_nrel_gov_key = key
def get_developer_nrel_gov_key():
global developer_nrel_gov_key
if len(developer_nrel_gov_key) != 40:
raise ValueError("Please provide NREL Developer key using `set_developer_nrel_gov_key`. "
"`from hybrid.keys import set_developer_nrel_gov_key`")
return developer_nrel_gov_key
|
from __future__ import annotations
from setuptools import setup
setup()
|
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.distributions import Categorical
from collections import OrderedDict
from maml_rl.policies.policy import ConvLSTM, ConvGRU
import numpy as np
class ConvCLSTMPolicy(nn.Module):
"""
Baseline DQN Architecture
"""
def __init__(self, input_size, output_size, use_bn=False, D=1, N=1):
super(ConvCLSTMPolicy, self).__init__()
self.input_size = input_size
self.output_size = output_size
self.embed_dim = self.output_size + 2
self.use_bn = use_bn
self.D = D
self.N = N
self.relu = nn.ReLU(inplace=True)
self.conv1 = nn.Conv2d(input_size[-1], 32, kernel_size=8, stride=4)
self.conv2 = nn.Conv2d(32, 64, kernel_size=4, stride=2)
self.conv3 = nn.Conv2d(64, 64, kernel_size=3, stride=1)
self.conv_lstm = ConvLSTM(input_size=(7, 7), input_dim=64 + self.embed_dim,
hidden_dim=32, kernel_size=3, num_layers=self.D)
self.fc = nn.Linear(7 * 7 * 32, 256)
self.pi = nn.Linear(256, self.output_size)
self.v = nn.Linear(256, 1)
def forward(self, x, hx, cx, embed):
# state embedding
output = x.permute(0, 3, 1, 2)
output = self.relu(self.conv1(output))
output = self.relu(self.conv2(output))
output = self.relu(self.conv3(output))
# tiling the embedding to match shape of the conv tensor
e_t = embed.unsqueeze(-1).unsqueeze(-1)
e_t = e_t.expand(e_t.size(0), self.embed_dim, output.size(2), output.size(3))
output = torch.cat((output, e_t), dim=1)
output = output.unsqueeze(0).repeat(self.N, 1, 1, 1, 1)
output, (h_out, c_out) = self.conv_lstm(output, (hx, cx))
output = output[-1].view(output[-1].size(0), -1)
output = self.relu(self.fc(output))
return Categorical(logits=self.pi(output)), self.v(output), h_out, c_out
class ConvCGRUPolicy(nn.Module):
"""
Baseline DQN Architecture
"""
def __init__(self, input_size, output_size, use_bn=False, D=1, N=1):
super(ConvCGRUPolicy, self).__init__()
self.input_size = input_size
self.output_size = output_size
self.embed_dim = self.output_size + 2
self.use_bn = use_bn
self.D = D
self.N = N
self.relu = nn.ReLU(inplace=True)
self.conv1 = nn.Conv2d(input_size[-1], 32, kernel_size=8, stride=4)
self.conv2 = nn.Conv2d(32, 64, kernel_size=4, stride=2)
self.conv3 = nn.Conv2d(64, 64, kernel_size=3, stride=1)
self.conv_gru = ConvGRU(input_size=(7, 7), input_dim=64 + self.embed_dim,
hidden_dim=32, kernel_size=3, num_layers=self.D)
self.fc = nn.Linear(7 * 7 * 32, 256)
self.pi = nn.Linear(256, self.output_size)
self.v = nn.Linear(256, 1)
def forward(self, x, hx, embed):
# state embedding
output = x.permute(0, 3, 1, 2)
output = self.relu(self.conv1(output))
output = self.relu(self.conv2(output))
output = self.relu(self.conv3(output))
# tiling the embedding to match shape of the conv tensor
e_t = embed.unsqueeze(-1).unsqueeze(-1)
e_t = e_t.expand(e_t.size(0), self.embed_dim, output.size(2), output.size(3))
output = torch.cat((output, e_t), dim=1)
output = output.unsqueeze(0).repeat(self.N, 1, 1, 1, 1)
output, h_out = self.conv_gru(output, hx)
output = output[-1].view(output[-1].size(0), -1)
output = self.relu(self.fc(output))
return Categorical(logits=self.pi(output)), self.v(output), h_out
|
#!/usr/bin/env python
# -*- coding: utf-8 -*-
#
# C++ version Copyright (c) 2006-2007 Erin Catto http://www.box2d.org
# Python version by Ken Lauer / sirkne at gmail dot com
#
# This software is provided 'as-is', without any express or implied
# warranty. In no event will the authors be held liable for any damages
# arising from the use of this software.
# Permission is granted to anyone to use this software for any purpose,
# including commercial applications, and to alter it and redistribute it
# freely, subject to the following restrictions:
# 1. The origin of this software must not be misrepresented; you must not
# claim that you wrote the original software. If you use this software
# in a product, an acknowledgment in the product documentation would be
# appreciated but is not required.
# 2. Altered source versions must be plainly marked as such, and must not be
# misrepresented as being the original software.
# 3. This notice may not be removed or altered from any source distribution.
from framework import *
class Cantilever (Framework):
name="Cantilever"
description="Note the difference in stiffness between the two sets of cantilevers. This is due to the inertiaScale."
numPlanks = 8
def __init__(self):
super(Cantilever, self).__init__()
# The ground
ground = self.world.CreateBody(shapes=b2EdgeShape(vertices=[(-40,0),(40,0)]) )
plank=b2FixtureDef(
shape=b2PolygonShape(box=(0.5,0.125)),
friction=0.2,
density=20
)
# Create one cantilever (Only the left end is fixed)
prevBody = ground
for i in range(self.numPlanks):
body = self.world.CreateDynamicBody(
position=(-14.5+i, 5),
fixtures=plank,
)
self.world.CreateWeldJoint(
bodyA=prevBody,
bodyB=body,
anchor=(-15+i, 5),
)
prevBody = body
# Create another higher up with a different inertiaScale
prevBody = ground
for i in range(self.numPlanks):
body = self.world.CreateDynamicBody(
position=(-14.5+i,15),
inertiaScale=10.0, # <--
fixtures=plank,
)
self.world.CreateWeldJoint(
bodyA=prevBody,
bodyB=body,
anchor=(-15+i,15),
)
prevBody = body
# And the left-most unconnected one (technically not a cantilever)
prevBody = ground
for i in range(self.numPlanks):
body = self.world.CreateDynamicBody(
position=(-4.5+i,5),
fixtures=plank,
)
if i > 0: # skip the joint on the first one
self.world.CreateWeldJoint(
bodyA=prevBody,
bodyB=body,
anchor=(-5+i,5),
)
prevBody = body
# And the right-most unconnected one, with a different inertiaScale
prevBody = ground
for i in range(self.numPlanks):
body = self.world.CreateDynamicBody(
position=(5.5+i,10),
inertiaScale=10.0, # <--
fixtures=plank,
)
if i > 0: # skip the joint on the first one
self.world.CreateWeldJoint(
bodyA=prevBody,
bodyB=body,
anchor=(5+i,10),
)
prevBody = body
# And a few random shapes to play with
# First a set of triangles,
fixture=b2FixtureDef(shape=b2PolygonShape(vertices=
[(-0.5,0.0),
( 0.5,0.0),
( 0.0,1.5),
]),
density=1.0 )
for i in range(2):
self.world.CreateDynamicBody(
position=(-8+8*i,12),
fixtures=fixture,
)
# And then a few circles
fixture=b2FixtureDef(shape=b2CircleShape(radius=0.5), density=1)
for i in range(3):
self.world.CreateDynamicBody(
position=(-6+6*i,10),
fixtures=fixture,
)
if __name__=="__main__":
main(Cantilever)
|
def quicksort(array) :
if len(array) < 2 :
return array
else :
pivot = array[0]
less = [i for i in array[1:] if i <= pivot]
greate = [i for i in array[1:] if i > pivot]
return quicksort(less) + [pivot] + quicksort(greate)
array = [1,5,2,3,7,6]
print(quicksort(array))
|
# Complete the check_log_history function below.
def check_log_history(events):
stack = []
row = 0
for event in events:
row += 1
if event.startswith('A'):
lockNum = event.split(' ')[1]
# 重复输入
if lockNum in stack:
return row
stack.append(lockNum)
else:
lockNum = event.split(' ')[1]
if stack.pop() != lockNum:
return row
# 检查栈空
return 0 if not stack else row + 1
# 各种边界条件
# 正解
# 1. ACQUIRE 364
# 2. ACQUIRE 84
# 3. RELEASE 84
# 4. RELEASE 364
# 错误
# 1. ACQUIRE 364
# 2. ACQUIRE 84
# 3. RELEASE 84
# 4. ACQUIRE 364
# 5. RELEASE 364
# 错误
# 1. ACQUIRE 364
# 2. ACQUIRE 84
# 3. RELEASE 364
# 4. RELEASE 84
# 错误
# 1. ACQUIRE 364
# 2. ACQUIRE 84
# 3. RELEASE 84
# 4. ACQUIRE 87 什么都没做就直接退出了
# ACQUIRE OR RELEASE NON EXIST, AGAIN
|
import _init_paths
from fast_rcnn.config import cfg
import argparse
from utils.timer import Timer
import numpy as np
import cv2
from utils.cython_nms import nms
from utils.transform import lidar_3d_to_corners, corners_to_bv, lidar_cnr_to_img_single, lidar_cnr_to_img
from utils.draw import show_lidar_corners, show_image_boxes, scale_to_255
import cPickle
from utils.blob import im_list_to_blob
import os
import math
from networks.factory import get_network
import tensorflow as tf
import matplotlib.pyplot as plt
import time
import mayavi.mlab as mlab
from utils.draw import draw_lidar, draw_gt_boxes3d
from fast_rcnn.test_mv import box_detect
from read_lidar import point_cloud_2_top
plt.rcParams['figure.figsize'] = (10, 10)
config = tf.ConfigProto()
config.gpu_options.allow_growth=True
CLASSES = ('__background__',
'car')
def vis_detections(im, class_name, dets, thresh=0.8):
"""Visual debugging of detections."""
import matplotlib.pyplot as plt
#im = im[:, :, (2, 1, 0)]
for i in xrange(np.minimum(10, dets.shape[0])):
bbox = dets[i, :4]
score = dets[i, -1]
if score > thresh:
#plt.cla()
#plt.imshow(im)
plt.gca().add_patch(
plt.Rectangle((bbox[0], bbox[1]),
bbox[2] - bbox[0],
bbox[3] - bbox[1], fill=False,
edgecolor='g', linewidth=3)
)
plt.gca().text(bbox[0], bbox[1] - 2,
'{:s} {:.3f}'.format(class_name, score),
bbox=dict(facecolor='blue', alpha=0.5),
fontsize=14, color='white')
plt.title('{} {:.3f}'.format(class_name, score))
#plt.show()
def make_calib(calib_dir):
with open(calib_dir) as fi:
lines = fi.readlines()
obj = lines[2].strip().split(' ')[1:]
P2 = np.array(obj, dtype=np.float32)
obj = lines[3].strip().split(' ')[1:]
P3 = np.array(obj, dtype=np.float32)
obj = lines[4].strip().split(' ')[1:]
R0 = np.array(obj, dtype=np.float32)
obj = lines[5].strip().split(' ')[1:]
Tr_velo_to_cam = np.array(obj, dtype=np.float32)
calib = np.empty((4, 12))
calib[0,:] = P2.reshape(12)
calib[1,:] = P3.reshape(12)
calib[2,:9] = R0.reshape(9)
calib[3,:] = Tr_velo_to_cam.reshape(12)
return calib
def make_bird_view(velo_file):
print("Processing: ", velo_file)
scan = np.fromfile(velo_file, dtype=np.float32)
scan = scan.reshape((-1, 4))
# bird_view = point_cloud_2_top(scan, res=0.1, zres=0.3,
# side_range=(-30., 30.), # left-most to right-most
# fwd_range=(0, 60.), # back-most to forward-most
# height_range=(-2., 0.4))
bird_view = []
return scan, bird_view
def demo(sess, net, root_dir, image_name):
"""Test a Fast R-CNN network on an image database."""
# Load the demo image
im_file = os.path.join(root_dir, 'image_2' , image_name+'.png')
velo_file = os.path.join(root_dir, 'velodyne', image_name+'.bin')
calib_file = os.path.join(root_dir, 'calib', '000000'+'.txt')
bv_file = os.path.join(root_dir, 'lidar_bv', image_name+'.npy')
im = cv2.imread(im_file)
velo = make_bird_view(velo_file)[0]
bv = np.load(bv_file)
calib = make_calib(calib_file)
plt.imshow(bv[:,:,5])
plt.show
# Detect all object classes and regress object bounds
timer = Timer()
timer.tic()
scores, boxes_bv, boxes_cnr, boxes_cnr_r = box_detect(sess, net, im, bv, calib)
timer.toc()
print ('Detection took {:.3f}s for '
'{:d} object proposals').format(timer.total_time, boxes_bv.shape[0])
# Visualize detections for each class
# im = im[:, :, (2, 1, 0)]
# fig, ax = plt.subplots(figsize=(12, 12))
# ax.imshow(im, aspect='equal')
# plt.imshow(im)
# plt.show()
CONF_THRESH = 0.1
NMS_THRESH = 0.1
for cls_ind, cls in enumerate(CLASSES[1:]):
cls_ind += 1 # because we skipped background
inds = np.where(scores[:, cls_ind] > CONF_THRESH)[0]
cls_boxes = boxes_bv[inds, 4*cls_ind:4*(cls_ind + 1)]
cls_boxes_cnr = boxes_cnr[inds, cls_ind*24:(cls_ind+1)*24]
cls_boxes_cnr_r = boxes_cnr_r[inds, cls_ind*24:(cls_ind+1)*24]
cls_scores = scores[inds, cls_ind]
# cls_boxes = boxes_bv[:, 4*cls_ind:4*(cls_ind + 1)]
# cls_boxes_cnr = boxes_cnr[:, cls_ind*24:(cls_ind+1)*24]
# cls_boxes_cnr_r = boxes_cnr_r[:, cls_ind*24:(cls_ind+1)*24]
# cls_scores = scores[:, cls_ind]
cls_dets = np.hstack((cls_boxes,cls_scores[:, np.newaxis])).astype(np.float32)
cls_dets_cnr = np.hstack((cls_boxes_cnr, cls_scores[:, np.newaxis])).astype(np.float32, copy=False)
cls_dets_cnr_r = np.hstack((cls_boxes_cnr_r, cls_scores[:, np.newaxis])).astype(np.float32, copy=False)
keep = nms(cls_dets, NMS_THRESH)
cls_dets = cls_dets[keep, :]
cls_dets_cnr = cls_dets_cnr[keep, :]
cls_dets_cnr_r = cls_dets_cnr_r[keep, :]
cls_scores = cls_scores[keep]
print cls_dets[:,:4]
print cls_scores
# vis_detections(im, cls, dets, ax, thresh=CONF_THRESH)
# project to image
# if np.any(cls_dets_cnr):
# img_boxes = lidar_cnr_to_img(cls_dets_cnr_r[:,:24], calib[3], calib[2], calib[0])
# # print img_boxes
# img = show_image_boxes(im, img_boxes)
# plt.imshow(img)
# cv2.imwrite('examples/' + image_name+'.png', img)
print cls_dets_cnr_r.shape
image_bv = show_image_boxes(scale_to_255(bv[:,:,8], min=0, max=2), cls_dets[:, :4])
image_cnr = show_lidar_corners(im, cls_dets_cnr_r[:,:24], calib)
cv2.imwrite(image_name+'.png', image_cnr)
# plt.imshow()
if 1:
corners = cls_dets_cnr[:,:24].reshape((-1, 3, 8)).transpose((0, 2, 1))
corners_r = cls_dets_cnr_r[:,:24].reshape((-1, 3, 8)).transpose((0, 2, 1))
fig = mlab.figure(figure=None, bgcolor=(0,0,0), fgcolor=None, engine=None, size=(1000, 500))
draw_lidar(velo, fig=fig)
# draw_gt_boxes3d(corners, fig=fig)
draw_gt_boxes3d(corners_r, color = (1,0,1),fig=fig)
mlab.savefig('lidar' + image_name+'.png', figure=fig)
mlab.close()
# mlab.show()
# plt.subplot(211)
# plt.title('bv proposal')
# plt.imshow(image_bv, cmap='jet')
# plt.subplot(212)
# plt.imshow(image_cnr)
# plt.show()
def parse_args():
"""Parse input arguments."""
parser = argparse.ArgumentParser(description='Faster R-CNN demo')
parser.add_argument('--gpu', dest='gpu_id', help='GPU device id to use [0]',
default=0, type=int)
parser.add_argument('--cpu', dest='cpu_mode',
help='Use CPU mode (overrides --gpu)',
action='store_true')
parser.add_argument('--net', dest='demo_net', help='Network to use [vgg16]',
default='MV3D_test')
parser.add_argument('--model', dest='model', help='Model path',
default=' ')
args = parser.parse_args()
return args
if __name__ == '__main__':
cfg.TEST.HAS_RPN = True # Use RPN for proposals
args = parse_args()
if args.model == ' ':
raise IOError(('Error: Model not found.\n'))
# init session
sess = tf.Session(config=tf.ConfigProto(allow_soft_placement=True))
# load network
net = get_network(args.demo_net)
print net
# load model
saver = tf.train.Saver(max_to_keep=5)
net.load(args.model, sess, saver, True)
print '\n\nLoaded network {:s}'.format(args.model)
# im_names = ['000456', '000542', '001150',
# '001763', '004545']
root_dir = '/sdb-4T/raw_kitti/2011_09_26/object/0064/training'
num = len(os.listdir(os.path.join(root_dir, 'image_2')))
for im_name in range(449, 570):
# if im_name == 124:
# continue
print '~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~'
print 'Demo for data/demo/{}'.format(im_name)
demo(sess, net, root_dir, str(im_name).zfill(6))
plt.show()
|
# Copyright (c) 2017 Cable Television Laboratories, Inc. ("CableLabs")
# and others. 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 writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import unittest
import uuid
from snaps.openstack import create_security_group
from snaps.openstack.create_security_group import (
SecurityGroupSettings, SecurityGroupRuleSettings, Direction, Ethertype,
Protocol, SecurityGroupRuleSettingsError, SecurityGroupSettingsError)
from snaps.openstack.tests import validation_utils
from snaps.openstack.tests.os_source_file_test import OSIntegrationTestCase
from snaps.openstack.utils import neutron_utils
__author__ = 'spisarski'
class SecurityGroupRuleSettingsUnitTests(unittest.TestCase):
"""
Tests the construction of the SecurityGroupRuleSettings class
"""
def test_no_params(self):
with self.assertRaises(SecurityGroupRuleSettingsError):
SecurityGroupRuleSettings()
def test_empty_config(self):
with self.assertRaises(SecurityGroupRuleSettingsError):
SecurityGroupRuleSettings(**dict())
def test_name_only(self):
with self.assertRaises(SecurityGroupRuleSettingsError):
SecurityGroupRuleSettings(sec_grp_name='foo')
def test_config_with_name_only(self):
with self.assertRaises(SecurityGroupRuleSettingsError):
SecurityGroupRuleSettings(**{'sec_grp_name': 'foo'})
def test_name_and_direction(self):
settings = SecurityGroupRuleSettings(sec_grp_name='foo',
direction=Direction.ingress)
self.assertEqual('foo', settings.sec_grp_name)
self.assertEqual(Direction.ingress, settings.direction)
def test_config_name_and_direction(self):
settings = SecurityGroupRuleSettings(
**{'sec_grp_name': 'foo', 'direction': 'ingress'})
self.assertEqual('foo', settings.sec_grp_name)
self.assertEqual(Direction.ingress, settings.direction)
def test_all(self):
settings = SecurityGroupRuleSettings(
sec_grp_name='foo', description='fubar',
direction=Direction.egress, remote_group_id='rgi',
protocol=Protocol.icmp, ethertype=Ethertype.IPv6, port_range_min=1,
port_range_max=2,
remote_ip_prefix='prfx')
self.assertEqual('foo', settings.sec_grp_name)
self.assertEqual('fubar', settings.description)
self.assertEqual(Direction.egress, settings.direction)
self.assertEqual('rgi', settings.remote_group_id)
self.assertEqual(Protocol.icmp, settings.protocol)
self.assertEqual(Ethertype.IPv6, settings.ethertype)
self.assertEqual(1, settings.port_range_min)
self.assertEqual(2, settings.port_range_max)
self.assertEqual('prfx', settings.remote_ip_prefix)
def test_config_all(self):
settings = SecurityGroupRuleSettings(
**{'sec_grp_name': 'foo',
'description': 'fubar',
'direction': 'egress',
'remote_group_id': 'rgi',
'protocol': 'tcp',
'ethertype': 'IPv6',
'port_range_min': 1,
'port_range_max': 2,
'remote_ip_prefix': 'prfx'})
self.assertEqual('foo', settings.sec_grp_name)
self.assertEqual('fubar', settings.description)
self.assertEqual(Direction.egress, settings.direction)
self.assertEqual('rgi', settings.remote_group_id)
self.assertEqual(Protocol.tcp, settings.protocol)
self.assertEqual(Ethertype.IPv6, settings.ethertype)
self.assertEqual(1, settings.port_range_min)
self.assertEqual(2, settings.port_range_max)
self.assertEqual('prfx', settings.remote_ip_prefix)
class SecurityGroupSettingsUnitTests(unittest.TestCase):
"""
Tests the construction of the SecurityGroupSettings class
"""
def test_no_params(self):
with self.assertRaises(SecurityGroupSettingsError):
SecurityGroupSettings()
def test_empty_config(self):
with self.assertRaises(SecurityGroupSettingsError):
SecurityGroupSettings(**dict())
def test_name_only(self):
settings = SecurityGroupSettings(name='foo')
self.assertEqual('foo', settings.name)
def test_config_with_name_only(self):
settings = SecurityGroupSettings(**{'name': 'foo'})
self.assertEqual('foo', settings.name)
def test_invalid_rule(self):
rule_setting = SecurityGroupRuleSettings(
sec_grp_name='bar', direction=Direction.ingress,
description='test_rule_1')
with self.assertRaises(SecurityGroupSettingsError):
SecurityGroupSettings(name='foo', rule_settings=[rule_setting])
def test_all(self):
rule_settings = list()
rule_settings.append(SecurityGroupRuleSettings(
sec_grp_name='bar', direction=Direction.egress,
description='test_rule_1'))
rule_settings.append(SecurityGroupRuleSettings(
sec_grp_name='bar', direction=Direction.ingress,
description='test_rule_2'))
settings = SecurityGroupSettings(
name='bar', description='fubar', project_name='foo',
rule_settings=rule_settings)
self.assertEqual('bar', settings.name)
self.assertEqual('fubar', settings.description)
self.assertEqual('foo', settings.project_name)
self.assertEqual(rule_settings[0], settings.rule_settings[0])
self.assertEqual(rule_settings[1], settings.rule_settings[1])
def test_config_all(self):
settings = SecurityGroupSettings(
**{'name': 'bar',
'description': 'fubar',
'project_name': 'foo',
'rules': [
{'sec_grp_name': 'bar', 'direction': 'ingress'}]})
self.assertEqual('bar', settings.name)
self.assertEqual('fubar', settings.description)
self.assertEqual('foo', settings.project_name)
self.assertEqual(1, len(settings.rule_settings))
self.assertEqual('bar', settings.rule_settings[0].sec_grp_name)
self.assertEqual(Direction.ingress,
settings.rule_settings[0].direction)
class CreateSecurityGroupTests(OSIntegrationTestCase):
"""
Test for the CreateSecurityGroup class defined in create_security_group.py
"""
def setUp(self):
"""
Instantiates the CreateSecurityGroup object that is responsible for
downloading and creating an OS image file within OpenStack
"""
super(self.__class__, self).__start__()
guid = self.__class__.__name__ + '-' + str(uuid.uuid4())
self.sec_grp_name = guid + 'name'
self.neutron = neutron_utils.neutron_client(self.os_creds)
# Initialize for cleanup
self.sec_grp_creator = None
def tearDown(self):
"""
Cleans the image and downloaded image file
"""
if self.sec_grp_creator:
self.sec_grp_creator.clean()
super(self.__class__, self).__clean__()
def test_create_group_without_rules(self):
"""
Tests the creation of an OpenStack Security Group without custom rules.
"""
# Create Image
sec_grp_settings = SecurityGroupSettings(name=self.sec_grp_name,
description='hello group')
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
self.assertIsNotNone(sec_grp)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group()))
def test_create_group_admin_user_to_new_project(self):
"""
Tests the creation of an OpenStack Security Group without custom rules.
"""
# Create Image
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
project_name=self.admin_os_creds.project_name)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
self.assertIsNotNone(sec_grp)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
def test_create_group_new_user_to_admin_project(self):
"""
Tests the creation of an OpenStack Security Group without custom rules.
"""
# Create Image
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
project_name=self.os_creds.project_name)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.admin_os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
self.assertIsNotNone(sec_grp)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
def test_create_delete_group(self):
"""
Tests the creation of an OpenStack Security Group without custom rules.
"""
# Create Image
sec_grp_settings = SecurityGroupSettings(name=self.sec_grp_name,
description='hello group')
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
created_sec_grp = self.sec_grp_creator.create()
self.assertIsNotNone(created_sec_grp)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group()))
neutron_utils.delete_security_group(self.neutron, created_sec_grp)
self.assertIsNone(neutron_utils.get_security_group(
self.neutron,
sec_grp_settings=self.sec_grp_creator.sec_grp_settings))
self.sec_grp_creator.clean()
def test_create_group_with_one_simple_rule(self):
"""
Tests the creation of an OpenStack Security Group with one simple
custom rule.
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.ingress,
description='test_rule_1'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
def test_create_group_with_one_complex_rule(self):
"""
Tests the creation of an OpenStack Security Group with one simple
custom rule.
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv4,
port_range_min=10, port_range_max=20,
description='test_rule_1'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
def test_create_group_with_several_rules(self):
"""
Tests the creation of an OpenStack Security Group with one simple
custom rule.
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.ingress,
description='test_rule_1'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv6,
description='test_rule_2'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv4,
port_range_min=10, port_range_max=20,
description='test_rule_3'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
def test_add_rule(self):
"""
Tests the creation of an OpenStack Security Group with one simple
custom rule then adds one after creation.
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.ingress,
description='test_rule_1'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.sec_grp_creator.add_rule(SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_creator.sec_grp_settings.name,
direction=Direction.egress, protocol=Protocol.icmp,
description='test_rule_2'))
rules2 = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(rules) + 1, len(rules2))
def test_remove_rule_by_id(self):
"""
Tests the creation of an OpenStack Security Group with two simple
custom rules then removes one by the rule ID.
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.ingress,
description='test_rule_1'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv6,
description='test_rule_2'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv4,
port_range_min=10, port_range_max=20,
description='test_rule_3'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
self.sec_grp_creator.remove_rule(
rule_id=rules[0].id)
rules_after_del = neutron_utils.get_rules_by_security_group(
self.neutron,
self.sec_grp_creator.get_security_group())
self.assertEqual(len(rules) - 1, len(rules_after_del))
def test_remove_rule_by_setting(self):
"""
Tests the creation of an OpenStack Security Group with two simple
custom rules then removes one by the rule setting object
"""
# Create Image
sec_grp_rule_settings = list()
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.ingress,
description='test_rule_1'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv6,
description='test_rule_2'))
sec_grp_rule_settings.append(
SecurityGroupRuleSettings(
sec_grp_name=self.sec_grp_name, direction=Direction.egress,
protocol=Protocol.udp, ethertype=Ethertype.IPv4,
port_range_min=10, port_range_max=20,
description='test_rule_3'))
sec_grp_settings = SecurityGroupSettings(
name=self.sec_grp_name, description='hello group',
rule_settings=sec_grp_rule_settings)
self.sec_grp_creator = create_security_group.OpenStackSecurityGroup(
self.os_creds, sec_grp_settings)
self.sec_grp_creator.create()
sec_grp = neutron_utils.get_security_group(
self.neutron, sec_grp_settings=sec_grp_settings)
validation_utils.objects_equivalent(
self.sec_grp_creator.get_security_group(), sec_grp)
rules = neutron_utils.get_rules_by_security_group(
self.neutron, self.sec_grp_creator.get_security_group())
self.assertEqual(len(self.sec_grp_creator.get_rules()), len(rules))
validation_utils.objects_equivalent(self.sec_grp_creator.get_rules(),
rules)
self.assertTrue(
validate_sec_grp(
self.neutron, self.sec_grp_creator.sec_grp_settings,
self.sec_grp_creator.get_security_group(), rules))
self.sec_grp_creator.remove_rule(rule_setting=sec_grp_rule_settings[0])
rules_after_del = neutron_utils.get_rules_by_security_group(
self.neutron,
self.sec_grp_creator.get_security_group())
self.assertEqual(len(rules) - 1, len(rules_after_del))
def validate_sec_grp(neutron, sec_grp_settings, sec_grp, rules=list()):
"""
Returns True is the settings on a security group are properly contained
on the SNAPS SecurityGroup domain object
:param neutron: the neutron client
:param sec_grp_settings: the security group configuration
:param sec_grp: the SNAPS-OO security group object
:param rules: collection of SNAPS-OO security group rule objects
:return: T/F
"""
return (sec_grp.description == sec_grp_settings.description and
sec_grp.name == sec_grp_settings.name and
validate_sec_grp_rules(
neutron, sec_grp_settings.rule_settings, rules))
def validate_sec_grp_rules(neutron, rule_settings, rules):
"""
Returns True is the settings on a security group rule are properly
contained on the SNAPS SecurityGroupRule domain object.
This function will only operate on rules that contain a description as
this is the only means to tell if the rule is custom or defaulted by
OpenStack
:param neutron: the neutron client
:param rule_settings: collection of SecurityGroupRuleSettings objects
:param rules: a collection of SecurityGroupRule domain objects
:return: T/F
"""
for rule_setting in rule_settings:
if rule_setting.description:
match = False
for rule in rules:
if rule_setting.protocol == Protocol.null:
setting_proto = None
else:
setting_proto = rule_setting.protocol.name
sec_grp = neutron_utils.get_security_group(
neutron, sec_grp_name=rule_setting.sec_grp_name)
setting_eth_type = create_security_group.Ethertype.IPv4
if rule_setting.ethertype:
setting_eth_type = rule_setting.ethertype
if not sec_grp:
return False
if (rule.description == rule_setting.description and
rule.direction == rule_setting.direction.name and
rule.ethertype == setting_eth_type.name and
rule.port_range_max == rule_setting.port_range_max and
rule.port_range_min == rule_setting.port_range_min and
rule.protocol == setting_proto and
rule.remote_group_id == rule_setting.remote_group_id and
rule.remote_ip_prefix == rule_setting.remote_ip_prefix and
rule.security_group_id == sec_grp.id):
match = True
break
if not match:
return False
return True
|
import autoencoder as ae
import manifold as mf
import process as pc
import matplotlib.pyplot as plt
import datetime
if __name__ == '__main__':
path = 'data/interpolate_gos/'
signals, filenames = ae.load_data(path)
gos_map = pc.gos_loader()
total_image = []
total_signal = []
file_len_map = {}
bef_cnt = 0
for i in range(len(filenames)):
filename = filenames[i].split('_')[0]
imgs = ae.signal_to_img(signals[i])
total_image.extend(imgs)
total_signal.extend(signals[i])
file_len_map[filename] = [bef_cnt, bef_cnt + len(imgs)]
bef_cnt += len(imgs)
"""
total_rep_imgs = ae.autoencoding_cnn(total_image, total_image, img_dim=128, encoding_dim=32)
"""
gos_color = ['b', 'g', 'r', 'c', 'm']
pen = open('img/label_gos.csv', 'w')
cnt = 0
cp_bef = datetime.datetime.now()
for k, v in file_len_map.items():
for i in range(v[0], v[1]):
plt.figure(1)
plt.imshow(total_image[i].reshape(128, 128))
plt.savefig('img/signal_classification/ori/'+k+'_'+str(i)+'.png')
plt.cla(); plt.clf()
pen.write(str(i)+'\n')
"""
plt.figure(1)
plt.imshow(total_rep_imgs[i].reshape(128, 128))
plt.savefig('img/signal_100/rep/'+k+'_'+str(i-v[0])+'.png')
"""
if cnt % 10 == 0:
cp_aft = datetime.datetime.now()
print('P: ('+str(cnt)+'/'+str(len(total_image))+') ' + str(cp_aft-cp_bef))
cp_bef = cp_aft
cnt += 1
"""
Y_o = mf.tSNELearning(total_image, n_component=5, init='pca', random_state=0)
Y_r = mf.tSNELearning(total_rep_imgs, n_component=5, init='pca', random_state=0)
fig = plt.figure(2)
for k, v in file_len_map.items():
for i in range(v[0], v[1]):
plt.scatter(Y_o[i][0], Y_o[i][1], color=gos_color[gos_map[k]])
fig2 = plt.figure(2)
for k, v in file_len_map.items():
for i in rnage(v[0], v[1]):
plt.scatter(Y_r[i][0], Y_r[i][1], color=gos_color[gos_map[k]])
plt.show()
"""
|
#!/usr/bin/env python2
import re
import sys
import IPython
import ipdb # noqa
import requests # noqa
try:
import scrapy # noqa
except ImportError, e:
print 'warning: scrapy import: %s' % e
def start_ipython(fix_argv=True, *args, **kwargs):
if fix_argv:
sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
return IPython.start_ipython(*args, **kwargs)
if __name__ == '__main__':
sys.exit(start_ipython())
|
from ansiblemetrics.ansible_metric import AnsibleMetric
class NTS(AnsibleMetric):
""" This class implements the metric 'Number Of Tasks' in an Ansible script. """
def count(self):
""" Return the number of tasks in a playbook. """
return len(self.yml)
|
import logging
import unittest
import sys
from multiprocessing.queues import Queue as MQueue
is_py2 = sys.version[0] == '2'
if is_py2:
import mock
from Queue import Queue
else:
from unittest import mock
from queue import Queue
from splunk_handler import SplunkHandler
# These are intentionally different than the kwarg defaults
SPLUNK_HOST = 'splunk-server.example.com'
SPLUNK_PORT = 1234
SPLUNK_TOKEN = '851A5E58-4EF1-7291-F947-F614A76ACB21'
SPLUNK_INDEX = 'test_index'
SPLUNK_HOSTNAME = 'test_host'
SPLUNK_SOURCE = 'test_source'
SPLUNK_SOURCETYPE = 'test_sourcetype'
SPLUNK_VERIFY = False
SPLUNK_TIMEOUT = 27
SPLUNK_FLUSH_INTERVAL = 5.0
SPLUNK_QUEUE_SIZE = 1111
SPLUNK_DEBUG = False
SPLUNK_RETRY_COUNT = 1
SPLUNK_RETRY_BACKOFF = 0.1
SPLUNK_MULTIPLE_PROCESS = False
RECEIVER_URL = 'https://%s:%s/services/collector' % (SPLUNK_HOST, SPLUNK_PORT)
class TestSplunkHandler(unittest.TestCase):
def setUp(self):
self.splunk = SplunkHandler(
host=SPLUNK_HOST,
port=SPLUNK_PORT,
token=SPLUNK_TOKEN,
index=SPLUNK_INDEX,
hostname=SPLUNK_HOSTNAME,
source=SPLUNK_SOURCE,
sourcetype=SPLUNK_SOURCETYPE,
verify=SPLUNK_VERIFY,
timeout=SPLUNK_TIMEOUT,
flush_interval=SPLUNK_FLUSH_INTERVAL,
queue_size=SPLUNK_QUEUE_SIZE,
debug=SPLUNK_DEBUG,
retry_count=SPLUNK_RETRY_COUNT,
retry_backoff=SPLUNK_RETRY_BACKOFF,
multiple_process=SPLUNK_MULTIPLE_PROCESS,
)
self.splunk.testing = True
def tearDown(self):
self.splunk = None
def test_init(self):
self.assertIsNotNone(self.splunk)
self.assertIsInstance(self.splunk, SplunkHandler)
self.assertIsInstance(self.splunk, logging.Handler)
self.assertEqual(self.splunk.host, SPLUNK_HOST)
self.assertEqual(self.splunk.port, SPLUNK_PORT)
self.assertEqual(self.splunk.token, SPLUNK_TOKEN)
self.assertEqual(self.splunk.index, SPLUNK_INDEX)
self.assertEqual(self.splunk.hostname, SPLUNK_HOSTNAME)
self.assertEqual(self.splunk.source, SPLUNK_SOURCE)
self.assertEqual(self.splunk.sourcetype, SPLUNK_SOURCETYPE)
self.assertEqual(self.splunk.verify, SPLUNK_VERIFY)
self.assertEqual(self.splunk.timeout, SPLUNK_TIMEOUT)
self.assertEqual(self.splunk.flush_interval, SPLUNK_FLUSH_INTERVAL)
self.assertEqual(self.splunk.queue.maxsize, SPLUNK_QUEUE_SIZE)
self.assertEqual(self.splunk.debug, SPLUNK_DEBUG)
self.assertEqual(self.splunk.retry_count, SPLUNK_RETRY_COUNT)
self.assertEqual(self.splunk.retry_backoff, SPLUNK_RETRY_BACKOFF)
self.assertEqual(self.splunk.multiple_process, SPLUNK_MULTIPLE_PROCESS)
self.assertFalse(logging.getLogger('requests').propagate)
self.assertFalse(logging.getLogger('splunk_handler').propagate)
def test_init_queue_class_type_when_multiple_process(self):
splunk = SplunkHandler(
host=SPLUNK_HOST,
port=SPLUNK_PORT,
token=SPLUNK_TOKEN,
index=SPLUNK_INDEX,
hostname=SPLUNK_HOSTNAME,
source=SPLUNK_SOURCE,
sourcetype=SPLUNK_SOURCETYPE,
verify=SPLUNK_VERIFY,
timeout=SPLUNK_TIMEOUT,
flush_interval=SPLUNK_FLUSH_INTERVAL,
queue_size=SPLUNK_QUEUE_SIZE,
debug=SPLUNK_DEBUG,
retry_count=SPLUNK_RETRY_COUNT,
retry_backoff=SPLUNK_RETRY_BACKOFF,
multiple_process=True,
)
self.assertTrue(isinstance(splunk.queue, MQueue))
def test_init_queue_class_type_when_not_multiple_process(self):
splunk = SplunkHandler(
host=SPLUNK_HOST,
port=SPLUNK_PORT,
token=SPLUNK_TOKEN,
index=SPLUNK_INDEX,
hostname=SPLUNK_HOSTNAME,
source=SPLUNK_SOURCE,
sourcetype=SPLUNK_SOURCETYPE,
verify=SPLUNK_VERIFY,
timeout=SPLUNK_TIMEOUT,
flush_interval=SPLUNK_FLUSH_INTERVAL,
queue_size=SPLUNK_QUEUE_SIZE,
debug=SPLUNK_DEBUG,
retry_count=SPLUNK_RETRY_COUNT,
retry_backoff=SPLUNK_RETRY_BACKOFF,
multiple_process=False,
)
self.assertTrue(isinstance(splunk.queue, Queue))
@mock.patch('requests.Session.post')
def test_splunk_worker(self, mock_request):
# Silence root logger
log = logging.getLogger('')
for h in log.handlers:
log.removeHandler(h)
log = logging.getLogger('test')
log.addHandler(self.splunk)
log.warning('hello!')
self.splunk.timer.join() # Have to wait for the timer to exec
expected_output = '{"event": "hello!", "host": "%s", "index": "%s", "source": "%s", ' \
'"sourcetype": "%s", "time": null}' % \
(SPLUNK_HOSTNAME, SPLUNK_INDEX, SPLUNK_SOURCE, SPLUNK_SOURCETYPE)
mock_request.assert_called_once_with(
RECEIVER_URL,
verify=SPLUNK_VERIFY,
data=expected_output,
timeout=SPLUNK_TIMEOUT,
headers={'Authorization': "Splunk %s" % SPLUNK_TOKEN},
)
|
__author__ = 'golfape'
from pynearest.containers import _SortedRealDict
import numpy as np
def deterministic_srd():
srd = _SortedRealDict()
vals = [(9.1,'nine'),(10.0,'ten'),(11.1,'eleven'),(12.2,'twelve'),(13.5,'thirteen'),(14.1,'forteen')]
for v in vals:
srd[v[0]]=v[1]
return srd
def rnd_srd():
srd = _SortedRealDict()
vals = [(9.1,'nine'),(10.0,'ten'),(11.1,'eleven'),(12.2,'twelve'),(13.5,'thirteen'),(14.1,'forteen')]
for v in vals:
if np.random.choice(3)==1:
srd[v[0]]=v[1]
return srd
def test_del():
srd = deterministic_srd()
assert srd[9.1]=='nine'
del srd[9.1]
assert len(srd)==5
def test_vals():
srd = deterministic_srd()
nbd = srd.get_neighbors(key=10.1,k=1)
print(nbd)
pass
def test_index():
srd= deterministic_srd()
assert srd.index(11.1)==2
def test_construction():
sd = deterministic_srd()
assert sd.index(11.1)==2,"Indexing is not working"
assert len(sd)==6, "len() isn't working"
del sd[12.2]
assert sd[9.1]=='nine',"Cannot find 9.1"
assert len(sd)==5,"len() was not five"
assert sd.index(11.1)==2,"Indexing is not working"
def test_getNeighbours():
srd = deterministic_srd()
nbd = srd.get_neighbor_loc(key=15.,k=3)
assert nbd[0][0]==14.1
assert nbd[0][1]==5
assert nbd[1][0]==13.5
assert nbd[1][1]==4
assert nbd[2][0]==12.2
assert nbd[2][1]==3
nbd = srd.get_neighbor_loc(key=11.2,k=1)
assert nbd[0][0]==11.1
assert nbd[0][1]==2
nbd = srd.get_neighbor_loc(key=11.2,k=2)
assert nbd[0][0]==11.1
assert nbd[0][1]==2
assert nbd[1][0]==12.2
assert nbd[1][1]==3, "Wrong index"
assert len(nbd)==2
nbd = srd.get_neighbor_loc(key=11.2,k=3)
assert nbd[0][0]==11.1
assert nbd[0][1]==2
assert nbd[1][0]==12.2
assert nbd[1][1]==3
assert nbd[2][0]==10.0
assert len(nbd)==3
nbd = srd.get_neighbor_loc(key=15,k=5)
assert nbd[0][0]==14.1
assert nbd[1][0]==13.5
assert nbd[2][0]==12.2
if __name__=="__main__":
test_vals()
test_getNeighbours()
test_construction()
test_del()
|
from ._entropy_functions import ApproximateEntropry, SampleEntropy
from ._modelling_frameworks import ro_framework
from ._residual_diagnostics import residual_diagnostic
from ._statistical_tests import get_ts_strength, adf_test, kpss_test
|
import os
os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'
import spacy
import networkx as nx
from anntools import Sentence, Keyphrase, Collection
from utils import find_match, detect_language, nlp_es, nlp_en
from itertools import chain, zip_longest
import numpy as np
import re
tag_re = re.compile(r'([BILUOV])-(\w+)')
sufixes = tuple(nlp_es.Defaults.suffixes) + (r'%', r'\.')
suffix_re = spacy.util.compile_suffix_regex(sufixes)
nlp_es.tokenizer.suffix_search = suffix_re.search
################################ Preprocessing ################################
# Preprocess the features, getting the training instances (features + labels)
def select_tag(labels):
if not labels:
return "O", 'None'
tag, entity = tag_re.match(labels[0]).groups()
if len(labels) == 1:
return tag, entity
tags = [tag[0] for tag in labels]
tag = "U" if ("U" in tags and "B" not in tags and "L" not in tags) else "V"
return tag, entity
def get_features(tokens, char2idx):
"""
Given a list of tokens returns the features of those tokens.
They will be used for training in the first task (Name Entity Recognition)
"""
graph = nx.DiGraph()
digraph = nx.DiGraph()
features = []
X_char = []
for token in tokens:
word_seq = []
features.append({
'dep': token.dep_,
'pos': token.pos_,
'lemma': token.lemma_
})
for i in range(10):
try:
w_i = token.text[i]
word_seq.append(char2idx[w_i])
except KeyError:
word_seq.append(char2idx['UNK'])
except IndexError:
word_seq.append(char2idx['PAD'])
X_char.append(np.array(word_seq))
return features, X_char
def get_labels(tokens, sentence: Sentence):
"""
Given a list of tokens and the sentences containing them returns the labels of those tokens.
They will be used for training in the first task (Name Entity Recognition)
"""
text = sentence.text
instances = {}
tags = {}
entities = {}
i = 0
for token in tokens:
idx = text.index(token.text, i)
n = len(token.text)
i = idx + n
labels = find_match(idx, idx + n, sentence.keyphrases)
tag, entity = select_tag(labels)
tags[(idx, idx + n)] = tag
entities[(idx, idx + n)] = entity
return tags.values(), entities.values()
def get_vec(tokens, model, lang):
if lang == 'es':
return [np.asarray(model.get_word_vector(t.text)) for t in tokens]
else:
return [np.zeros(300) for _ in tokens]
def load_training_entities(sentence: Sentence, char2idx):
lang = detect_language(sentence.text)
nlp = nlp_es if lang == 'es' else nlp_en
doc = nlp(sentence.text)
# embedding = get_vec(doc, model, lang)
features, X_char = get_features(doc, char2idx)
tags, entities = get_labels(doc, sentence)
return features, X_char, list(tags), list(entities)
def load_testing_entities(sentence: Sentence, char2idx):
lang = detect_language(sentence.text)
nlp = nlp_es if lang == 'es' else nlp_en
doc = nlp(sentence.text)
# embedding = get_vec(doc, model, lang)
return get_features(doc, char2idx) #, embedding
def get_char2idx(collection: Collection):
"""
Gets the char dicctionary
:param collection: Collection with all the sentences
:return: Dictionary with all the characters in the collection
"""
chars = set([w_i for sentence in collection.sentences for w_i in sentence.text])
char2idx = {c: i + 2 for i, c in enumerate(chars)}
char2idx['PAD'] = 0
char2idx['UNK'] = 1
return char2idx
def train_by_shape(X, y_tags, y_ents, X_char):
"""
Separates the features and labels by its shape
:param X: Word-features
:param y: Labels
:param X_char: X-char mappings
:return: 3 dictionaries of sublists of the parameters separated by there size
"""
x_shapes = {}
yt_shapes = {}
ye_shapes = {}
x_char_shapes = {}
# my_embedding_shapes = {}
for itemX, X_char, y_t, y_e in zip(X, X_char, y_tags, y_ents):
try:
x_shapes[itemX.shape[0]].append(itemX)
x_char_shapes[itemX.shape[0]].append(X_char)
yt_shapes[itemX.shape[0]].append(y_t)
ye_shapes[itemX.shape[0]].append(y_e)
# my_embedding_shapes[itemX.shape[0]].append(itemZ)
except KeyError:
x_shapes[itemX.shape[0]] = [itemX] # initially a list, because we're going to append items
x_char_shapes[itemX.shape[0]] = [X_char]
yt_shapes[itemX.shape[0]] = [y_t]
ye_shapes[itemX.shape[0]] = [y_e]
# my_embedding_shapes[itemX.shape[0]] = [itemZ]
return x_shapes, x_char_shapes, yt_shapes, ye_shapes
def predict_by_shape(X, X_char):
"""
Separates the features by its shape
:param X: Word-features
:param X_char: X-char mappings
:return: 2 dictionaries of sublists of the parameters separated by there size
"""
x_char_shapes = {}
x_shapes = {}
indices = {}
# my_embedding_shapes = {}
for i, (itemX, X_char) in enumerate(zip(X, X_char)):
try:
x_char_shapes[itemX.shape[0]].append(X_char)
x_shapes[len(itemX)].append(itemX)
indices[len(itemX)].append(i)
# my_embedding_shapes[len(itemX)].append(itemZ)
except KeyError:
x_shapes[len(itemX)] = [itemX] # initially a list, because we're going to append items
x_char_shapes[itemX.shape[0]] = [X_char]
indices[len(itemX)] = [i]
# my_embedding_shapes[len(itemX)] = [itemZ]
return x_shapes.values(), x_char_shapes.values(), chain(*indices.values())
################################ Postprocessing ################################
# Postprocess the labels, converting the output of the classifier in the expected manner
def postprocessing_labels(labels, indices, sentences):
next_id = 0
for sent_label, index in zip(labels, indices):
multiple_concepts = []
multiple_actions = []
multiple_predicates = []
multiple_references = []
sent = sentences[index]
lang = detect_language(sent.text)
tokens = nlp_en.tokenizer(sent.text) if lang == 'en' else nlp_es.tokenizer(sent.text)
for label, word in zip(sent_label, tokens):
concept, next_id, multiple_concepts = get_label('Concept', label, multiple_concepts, sent, next_id, word)
if not concept:
action, next_id, multiple_actions = get_label('Action', label, multiple_actions, sent, next_id, word)
if not action:
reference, next_id, multiple_references = get_label('Reference', label, multiple_references, sent,
next_id, word)
if not reference:
_, next_id, multiple_predicates = get_label('Predicate', label, multiple_predicates, sent,
next_id, word)
next_id = create_keyphrase(sent, 'Concept', next_id, multiple_concepts)
next_id = create_keyphrase(sent, 'Action', next_id, multiple_actions)
next_id = create_keyphrase(sent, 'Predicate', next_id, multiple_predicates)
next_id = create_keyphrase(sent, 'Reference', next_id, multiple_references)
def create_keyphrase(sent, label, next_id, multiple):
if not multiple:
return next_id
sent.keyphrases.append(Keyphrase(sent, label, next_id, multiple))
return next_id + 1
def get_label(label, pred_label, multiple, sent, next_id, word):
if label not in pred_label:
return False, next_id, multiple
if pred_label in ['B-' + label, 'U-' + label]:
next_id = create_keyphrase(sent, label, next_id, multiple)
multiple = []
try:
idx = multiple[-1][-1]
except IndexError:
idx = 0
i = sent.text.index(word.text, idx)
span = i, i + len(word)
multiple.append(span)
return True, next_id, multiple
# ---------------------------------------- #
def convert_to_str_label(labels_tags, labels_entities):
labels = []
for tag_sent, ent_sent in zip(labels_tags, labels_entities):
lab_sent = []
for tag, ent in zip(tag_sent, ent_sent):
if ent == 'None':
lab_sent.append(f'{tag}')
else:
lab_sent.append(f'{tag}-{ent}')
labels.append(lab_sent)
return labels
def postprocessing_labels1(labels, indices, sentences, entities):
next_id = 0
for sent_labels, index in zip(labels, indices):
sent = sentences[index]
lang = detect_language(sent.text)
tokens = nlp_en.tokenizer(sent.text) if lang == 'en' else nlp_es.tokenizer(sent.text)
next_id = make_sentence(tokens, sent_labels, entities, sent, next_id)
def make_sentence(tokens, labels, entities, sentence, last_idx):
for entity in entities:
bilouv = []
for tag in labels:
if tag.endswith(entity):
bilouv.append(tag[0])
else:
bilouv.append('O')
spans = from_bilouv(bilouv, tokens)
sentence.keyphrases.extend(Keyphrase(sentence, entity, last_idx + i, sp) for i, sp in enumerate(spans))
last_idx += len(spans)
return last_idx
def from_bilouv(bilouv, tokens):
entities = [x for x in discontinuous_match(bilouv, tokens)]
for i, (tag, word) in enumerate(zip(bilouv, tokens)):
if tag == 'U':
entities.append([word])
bilouv[i] = 'O'
elif tag == 'V':
bilouv[i] = 'I'
multiple = []
for label, word in zip(bilouv, tokens):
if label == 'L':
entities.append(multiple + [word])
multiple = []
elif label == 'B':
if multiple:
entities.append(multiple)
multiple = []
multiple.append(word)
elif label != 'O':
multiple.append(word)
if len(multiple) > 0:
entities.append(multiple)
return [[(tok.idx, tok.idx + len(tok)) for tok in tokens] for tokens in entities]
def discontinuous_match(bilouv, tokens):
entities = []
for i, tag in enumerate(bilouv):
if tag != "V":
continue
for entity_ids in _full_overlap(bilouv, list(range(len(tokens))), i):
entity = []
for idx in entity_ids:
entity.append(tokens[idx])
bilouv[idx] = "O"
entities.append(entity)
return entities
def _full_overlap(bilouv, sentence, index):
left = _right_to_left_overlap(bilouv[:index + 1], sentence[:index + 1])
right = _left_to_right_overlap(bilouv[index:], sentence[index:])
full = []
for l, r in zip_longest(left, right, fillvalue=[]):
new = l + r[1:] if len(l) > len(r) else l[:-1] + r
full.append(new)
return full
def _left_to_right_overlap(biluov, sentence):
return _build_overlap(biluov, sentence, "L")
def _right_to_left_overlap(biluov, sentence):
inverse = _build_overlap(reversed(biluov), reversed(sentence), "B")
for x in inverse:
x.reverse()
return inverse
def _build_overlap(biluov, sentence, finisher):
prefix = []
complete = []
one_shot = zip(biluov, sentence)
tag, word = next(one_shot)
try:
while tag in ("V", "O"):
if tag == "V":
prefix.append(word)
tag, word = next(one_shot)
on_build = []
while tag in ("O", "I", "U", finisher):
if tag == "I":
on_build.append(word)
elif tag == finisher:
complete.append(prefix + on_build + [word])
on_build = []
elif tag == "U":
complete.append([word])
tag, word = next(one_shot)
except StopIteration:
pass
if len(complete) == 1:
complete.append(prefix)
return complete
|
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