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"""
Eisen EU COVID-19 challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: https://www.covid19challenge.eu

Information about Eisen can be found at http://eisen.ai -- Join the community on Slack https://bit.ly/2L7i6OL

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"""
Eisen BraTS2020 challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: https://www.med.upenn.edu/cbica/brats2020/data.html

Information about Eisen can be found at http://eisen.ai -- Join the community on Slack https://bit.ly/2L7i6OL

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"""
Eisen EMIDEC Challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: http://emidec.com/

This is released under MIT license. Do what you want with this code.
"""

faustomilletari

"""
Eisen EMIDEC Challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: http://emidec.com/

This is released under MIT license. Do what you want with this code.
"""

faustomilletari

"""
Eisen EMIDEC Challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: http://emidec.com/

This is released under MIT license. Do what you want with this code.
"""

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"""
Eisen ABC Challenge starter kit

NOTE: you need to register to the challenge, download and unpack the data in
order to be able to run the following example.

Find more info here: https://abcs.mgh.harvard.edu

This is released under MIT license. Do what you want with this code.
"""

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# You will need to download this data. Exec on your terminal
# wget "https://www.dropbox.com/s/duja4l7ce4ka720/tr_im.nii.gz"
# wget "https://www.dropbox.com/s/0uq78sh2iqzjofv/tr_mask.nii.gz"
# wget "https://www.dropbox.com/s/5amzci0b2sodhpn/val_im.nii.gz"

# IMPORTANT!!!
# You need to have eisen installed from git via pip install --upgrade git+https://github.com/eisen-ai/eisen-core.git

import matplotlib.pyplot as plt
from eisen.datasets import MedSegCovid19

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import jwt

from datetime import datetime, timedelta


JWT_SECRET = '****CHANGE_THIS_TO_KICKASS_SECRET_$#($#@(&$(_CHANGE_THIS_TO_KICKASS_SECRET_#*@#*(@_CHANGE_THIS_TO_KICKASS_SECRET****'
JWT_ALGORITHM = 'HS256'
JWT_EXP_DELTA_SECONDS = 900

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import hashlib, binascii, os

from sqlalchemy import create_engine
from sqlalchemy import Table, Column, String, MetaData, select, and_


def hash_passwd(passwd):
    """Hash a password for storing."""
    salt = hashlib.sha256(os.urandom(60)).hexdigest().encode('ascii')

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import json

from sqlalchemy import create_engine
from sqlalchemy import Table, Column, String, MetaData


class DB:
    def __init__(self, user, password, host, port):
        self.user = user
        self.password = password