Added_Apache 5/head
authorPradyut Madhavaram <pradyut.m@gmail.com>
Fri, 5 Aug 2016 19:11:59 +0000 (15:11 -0400)
committerPradyut Madhavaram <pradyut.m@gmail.com>
Fri, 5 Aug 2016 19:11:59 +0000 (15:11 -0400)
213 files changed:
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/.ipynb_checkpoints/Admin User-checkpoint.ipynb [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/Admin User.ipynb
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/airavata_cli.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/airavata_cli.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/Airavata-remote [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/Airavata.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/Airavata.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/error/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/error/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/error/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/error/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/error/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/api/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appdeployment/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appdeployment/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appdeployment/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appdeployment/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appdeployment/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appinterface/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appinterface/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appinterface/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appinterface/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/appinterface/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/computeresource/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/gatewayprofile/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/gatewayprofile/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/gatewayprofile/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/gatewayprofile/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/appcatalog/gatewayprofile/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/application/io/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/commons/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/experiment/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/job/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/job/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/job/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/job/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/job/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/event/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/event/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/event/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/event/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/messaging/event/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/process/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/process/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/process/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/process/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/process/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/scheduling/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/security/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/security/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/security/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/security/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/security/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/status/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/task/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/task/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/task/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/task/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/task/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workflow/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workflow/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workflow/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workflow/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workflow/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/__init__.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/__pycache__/__init__.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/__pycache__/ttypes.cpython-35.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/experiment/__init__.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/experiment/constants.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/experiment/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/ttypes.py [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/apache/airavata/model/workspace/ttypes.pyc [new file with mode: 0644]
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/appcatalog/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/appcatalog/appcatalog.py
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/appcatalog/appcatalog.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/expcatalog/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/expcatalog/expcatalog.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/Thrift.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/protocol/TBinaryProtocol.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/protocol/TProtocol.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/protocol/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/transport/TSocket.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/transport/TTransport.pyc
Interacting_with_Airavata_using_ipython_Notebook/Admin-User/thrift/transport/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/api/Airavata.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/api/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/api/error/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/api/error/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/api/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/appdeployment/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/appdeployment/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/appinterface/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/appinterface/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/computeresource/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/computeresource/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/gatewayprofile/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/gatewayprofile/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/parallelism/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/parallelism/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/storageresource/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/appcatalog/storageresource/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/application/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/application/io/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/application/io/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/commons/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/commons/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/data/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/data/movement/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/data/movement/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/data/replica/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/data/replica/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/experiment/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/experiment/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/group/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/group/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/job/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/job/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/messaging/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/messaging/event/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/messaging/event/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/process/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/process/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/scheduling/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/scheduling/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/security/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/security/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/status/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/status/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/task/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/task/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/user/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/user/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/workflow/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/workflow/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/workspace/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/apache/airavata/model/workspace/ttypes.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/Thrift.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/protocol/TBinaryProtocol.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/protocol/TProtocol.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/protocol/__init__.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/transport/TSSLSocket.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/transport/TSocket.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/transport/TTransport.pyc
Interacting_with_Airavata_using_ipython_Notebook/create-experiment/thrift/transport/__init__.pyc

diff --git a/Interacting_with_Airavata_using_ipython_Notebook/Admin-User/.ipynb_checkpoints/Admin User-checkpoint.ipynb b/Interacting_with_Airavata_using_ipython_Notebook/Admin-User/.ipynb_checkpoints/Admin User-checkpoint.ipynb
new file mode 100644 (file)
index 0000000..748fc23
--- /dev/null
@@ -0,0 +1,852 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import ConfigParser\n",
+    "import pandas as pd\n",
+    "import datetime\n",
+    "from datetime import datetime\n",
+    "import calendar\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "conf = ConfigParser.RawConfigParser()\n",
+    "conf.read('cli.properties')\n",
+    "hostName = conf.get('AiravataServer', 'host')\n",
+    "port = conf.get('AiravataServer', 'port')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.16.0\n",
+      "0.16.0\n",
+      "\n",
+      "Welcome to Airavata CLI v0.0.1 - Wirtten in python\n",
+      "\n",
+      "\n",
+      "None\n"
+     ]
+    }
+   ],
+   "source": [
+    "from airavata_cli import AiravataCLI\n",
+    "airavata_cli = AiravataCLI(hostName, int(port))\n",
+    "print(airavata_cli.printVersion())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": false
+   },
+   "source": [
+    "## Making Sure we are connected to the right Gateway"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Gateway(gatewayId='Ultrascan_Production', emailAddress=None, domain=None, gatewayName='Ultrascan_Production')]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "airavata_cli.get_gatewaylist()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## List of Resources the Gateway uses"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-17163b64ef29',\n",
+       "  'alamo.uthscsa.edu'),\n",
+       " ('Jureca_32098185-4396-4c11-afb7-26e991a03476', 'Jureca'),\n",
+       " ('comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975ee035b', 'comet.sdsc.edu'),\n",
+       " ('gordon.sdsc.edu_f9363997-4614-477f-847e-79d262ee8ef7', 'gordon.sdsc.edu'),\n",
+       " ('ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aad1f8310ecf',\n",
+       "  'ls5.tacc.utexas.edu'),\n",
+       " ('stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b146-a201fb89bf12',\n",
+       "  'stampede.tacc.xsede.org')]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "airavata_cli.computer_resources().items()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-1716...</td>\n",
+       "      <td>alamo.uthscsa.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jureca_32098185-4396-4c11-afb7-26e991a03476</td>\n",
+       "      <td>Jureca</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975e...</td>\n",
+       "      <td>comet.sdsc.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>gordon.sdsc.edu_f9363997-4614-477f-847e-79d262...</td>\n",
+       "      <td>gordon.sdsc.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>ls5.tacc.utexas.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b14...</td>\n",
+       "      <td>stampede.tacc.xsede.org</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  Id                     Name\n",
+       "0  alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-1716...        alamo.uthscsa.edu\n",
+       "1        Jureca_32098185-4396-4c11-afb7-26e991a03476                   Jureca\n",
+       "2  comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975e...           comet.sdsc.edu\n",
+       "3  gordon.sdsc.edu_f9363997-4614-477f-847e-79d262...          gordon.sdsc.edu\n",
+       "4  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...      ls5.tacc.utexas.edu\n",
+       "5  stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b14...  stampede.tacc.xsede.org"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "compute_resources = pd.DataFrame(list(airavata_cli.computer_resources().items()), columns=[\"Id\", \"Name\"])\n",
+    "compute_resources"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Some other custom functions which can be created"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[ApplicationInterfaceDescription(applicationName='Ultrascan', applicationInputs=[InputDataObjectType(userFriendlyDescription='Ultrascan HPC Input Tar File', name='Input_Tar_File', dataStaged=False, value='', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=3, inputOrder=1, metaData=''), InputDataObjectType(userFriendlyDescription='Batches for multi-wavelength data processing', name='Parallel_Group_Count', dataStaged=False, value='-mgroupcount=1', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=3, metaData=''), InputDataObjectType(userFriendlyDescription='Wall Clock Limit on the Compute Resource', name='Wall_Time', dataStaged=False, value='-walltime=60', applicationArgument='', isRequired=True, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=2, metaData='')], applicationInterfaceId='Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46', applicationDescription='Ultrascan Version 3 Interface', applicationOutputs=[OutputDataObjectType(dataMovement=True, name='output', value='output/analysis-results.tar', applicationArgument='', isRequired=True, searchQuery='', location='output', requiredToAddedToCommandLine=False, outputStreaming=False, type=3), OutputDataObjectType(dataMovement=True, name='Ultrascan-Standard-Error', value='', applicationArgument='', isRequired=True, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=5), OutputDataObjectType(dataMovement=True, name='Ultrascan-Standard-Out', value='', applicationArgument='', isRequired=True, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=4)], applicationModules=['Ultrascan_82282f1e-284f-4999-9beb-4620c485b03d']),\n",
+       " ApplicationInterfaceDescription(applicationName='Ultrascan_Unicore', applicationInputs=[InputDataObjectType(userFriendlyDescription='', name='Input', dataStaged=False, value='', applicationArgument='', isRequired=True, standardInput=False, requiredToAddedToCommandLine=False, type=3, inputOrder=1, metaData=''), InputDataObjectType(userFriendlyDescription='', name='mgroupcount', dataStaged=False, value='-mgroupcount 1', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=2, metaData=''), InputDataObjectType(userFriendlyDescription='', name='US3INPUTARG', dataStaged=False, value='', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=4, metaData=''), InputDataObjectType(userFriendlyDescription='', name='walltime', dataStaged=False, value='-walltime 60', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=3, metaData='')], applicationInterfaceId='Ultrascan_Unicore_0e7f8522-6d75-41ba-8b09-0021e728679a', applicationDescription='Unicore Service', applicationOutputs=[OutputDataObjectType(dataMovement=True, name='Ultrascan-Unicore-Standard-Error', value='', applicationArgument='', isRequired=False, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=5), OutputDataObjectType(dataMovement=True, name='Ultrascan-Unicore-Standard-Out', value='', applicationArgument='', isRequired=False, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=4), OutputDataObjectType(dataMovement=True, name='US3OUT', value='analysis-results.tar', applicationArgument='', isRequired=True, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=0)], applicationModules=['Ultrascan_Unicore_2471953d-5d87-4ffc-b0e6-b06c86c6206d'])]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "airavata_cli.list_of_applications('Ultrascan_Production')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[ApplicationModule(appModuleName='Ultrascan', appModuleVersion='Ultrascan Application', appModuleId='Ultrascan_82282f1e-284f-4999-9beb-4620c485b03d', appModuleDescription=''),\n",
+       " ApplicationModule(appModuleName='Ultrascan_Unicore', appModuleVersion='', appModuleId='Ultrascan_Unicore_2471953d-5d87-4ffc-b0e6-b06c86c6206d', appModuleDescription='Ultrascan Unicore Application')]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "airavata_cli.module_descriptions('Ultrascan_Production')     "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": false
+   },
+   "source": [
+    "##Setting the time parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "start= datetime(2015,7,16,15,10)\n",
+    "end= datetime(2016,7,17,11,59)\n",
+    "fromTime = calendar.timegm(start.timetuple())\n",
+    "toTime = calendar.timegm(end.timetuple())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Getting the list of Experiments executed during the above mentioned period"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "ds=airavata_cli.experiment_statistics(\"Ultrascan_Production\", fromTime*1000, toTime*1000)\n",
+    "#ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>User Name</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Status Update</th>\n",
+       "      <th>Resource Host ID</th>\n",
+       "      <th>Project ID</th>\n",
+       "      <th>Creation Time</th>\n",
+       "      <th>Experiment ID</th>\n",
+       "      <th>Execution ID</th>\n",
+       "      <th>Gateway ID</th>\n",
+       "      <th>Experiment Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...</td>\n",
+       "      <td>US3-AIRA</td>\n",
+       "      <td>None</td>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>Default_Project_4e1dede8-0925-47e6-b61c-966051...</td>\n",
+       "      <td>1468618483000</td>\n",
+       "      <td>US3-AIRA_36f4788f-240b-4119-aaed-18926be8165c</td>\n",
+       "      <td>Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46</td>\n",
+       "      <td>Ultrascan_Production</td>\n",
+       "      <td>COMPLETED</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Paul_Willard_098ba7b6-274c-9fb4-4915-f7ecc0c7cc1f</td>\n",
+       "      <td>US3-AIRA</td>\n",
+       "      <td>None</td>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>Default_Project_b884d629-32bf-4532-ae76-8366db...</td>\n",
+       "      <td>1468616186000</td>\n",
+       "      <td>US3-AIRA_408946e3-6104-48b3-a9dc-27ec03f45cb2</td>\n",
+       "      <td>Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46</td>\n",
+       "      <td>Ultrascan_Production</td>\n",
+       "      <td>COMPLETED</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Paul_Willard_098ba7b6-274c-9fb4-4915-f7ecc0c7cc1f</td>\n",
+       "      <td>US3-AIRA</td>\n",
+       "      <td>None</td>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>Default_Project_b884d629-32bf-4532-ae76-8366db...</td>\n",
+       "      <td>1468615898000</td>\n",
+       "      <td>US3-AIRA_270ed9fe-f0f9-4c00-936f-72c994cb2125</td>\n",
+       "      <td>Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46</td>\n",
+       "      <td>Ultrascan_Production</td>\n",
+       "      <td>COMPLETED</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...</td>\n",
+       "      <td>US3-AIRA</td>\n",
+       "      <td>None</td>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>Default_Project_4e1dede8-0925-47e6-b61c-966051...</td>\n",
+       "      <td>1468612459000</td>\n",
+       "      <td>US3-AIRA_c23effff-bf70-4d77-968a-5982919eb3a0</td>\n",
+       "      <td>Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46</td>\n",
+       "      <td>Ultrascan_Production</td>\n",
+       "      <td>COMPLETED</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...</td>\n",
+       "      <td>US3-AIRA</td>\n",
+       "      <td>None</td>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>Default_Project_4e1dede8-0925-47e6-b61c-966051...</td>\n",
+       "      <td>1468612433000</td>\n",
+       "      <td>US3-AIRA_2e65cd86-b4f2-4514-99c2-68c6cec880f4</td>\n",
+       "      <td>Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46</td>\n",
+       "      <td>Ultrascan_Production</td>\n",
+       "      <td>COMPLETED</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           User Name      Name Status Update  \\\n",
+       "0  Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...  US3-AIRA          None   \n",
+       "1  Paul_Willard_098ba7b6-274c-9fb4-4915-f7ecc0c7cc1f  US3-AIRA          None   \n",
+       "2  Paul_Willard_098ba7b6-274c-9fb4-4915-f7ecc0c7cc1f  US3-AIRA          None   \n",
+       "3  Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...  US3-AIRA          None   \n",
+       "4  Daniel_Krzizike_550162c5-88f4-5624-cd19-114778...  US3-AIRA          None   \n",
+       "\n",
+       "                                    Resource Host ID  \\\n",
+       "0  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...   \n",
+       "1  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...   \n",
+       "2  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...   \n",
+       "3  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...   \n",
+       "4  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...   \n",
+       "\n",
+       "                                          Project ID  Creation Time  \\\n",
+       "0  Default_Project_4e1dede8-0925-47e6-b61c-966051...  1468618483000   \n",
+       "1  Default_Project_b884d629-32bf-4532-ae76-8366db...  1468616186000   \n",
+       "2  Default_Project_b884d629-32bf-4532-ae76-8366db...  1468615898000   \n",
+       "3  Default_Project_4e1dede8-0925-47e6-b61c-966051...  1468612459000   \n",
+       "4  Default_Project_4e1dede8-0925-47e6-b61c-966051...  1468612433000   \n",
+       "\n",
+       "                                   Experiment ID  \\\n",
+       "0  US3-AIRA_36f4788f-240b-4119-aaed-18926be8165c   \n",
+       "1  US3-AIRA_408946e3-6104-48b3-a9dc-27ec03f45cb2   \n",
+       "2  US3-AIRA_270ed9fe-f0f9-4c00-936f-72c994cb2125   \n",
+       "3  US3-AIRA_c23effff-bf70-4d77-968a-5982919eb3a0   \n",
+       "4  US3-AIRA_2e65cd86-b4f2-4514-99c2-68c6cec880f4   \n",
+       "\n",
+       "                                     Execution ID            Gateway ID  \\\n",
+       "0  Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46  Ultrascan_Production   \n",
+       "1  Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46  Ultrascan_Production   \n",
+       "2  Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46  Ultrascan_Production   \n",
+       "3  Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46  Ultrascan_Production   \n",
+       "4  Ultrascan_0ed937f6-26af-4c54-8064-3be082411e46  Ultrascan_Production   \n",
+       "\n",
+       "  Experiment Status  \n",
+       "0         COMPLETED  \n",
+       "1         COMPLETED  \n",
+       "2         COMPLETED  \n",
+       "3         COMPLETED  \n",
+       "4         COMPLETED  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "All_Experiments = []\n",
+    "for i in ds.allExperiments:\n",
+    "    All_Experiments.append([i.userName, i.name, i.statusUpdateTime, i.resourceHostId, i.projectId, i.creationTime, \n",
+    "                                i.experimentId, i.executionId, i.gatewayId, i.experimentStatus])\n",
+    "labels = [\"User Name\", \"Name\", \"Status Update\", \"Resource Host ID\", \"Project ID\", \"Creation Time\", \"Experiment ID\", \n",
+    "          \"Execution ID\", \"Gateway ID\", \"Experiment Status\"]\n",
+    "df = pd.DataFrame(data=All_Experiments, columns=labels)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4124, 10)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Calculating percentage use of resources"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ls5_cn = sum([1 for x, row in df.iterrows() if row[3] == 'ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aad1f8310ecf' and row[9] == 'COMPLETED'])\n",
+    "stampede_cn = sum([1 for x, row in df.iterrows() if row[3] == 'stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b146-a201fb89bf12' and row[9] == 'COMPLETED'])\n",
+    "comet_cn = sum([1 for x, row in df.iterrows() if row[3] == 'comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975ee035b' and row[9] == 'COMPLETED'])\n",
+    "gordon_cn= sum([1 for x, row in df.iterrows() if row[3] == 'gordon.sdsc.edu_f9363997-4614-477f-847e-79d262ee8ef7' and row[9] == 'COMPLETED'])\n",
+    "#jureca_cn = sum([1 for x, row in df.iterrows() if row[3] == 'Jureca_32098185-4396-4c11-afb7-26e991a03476' and row[9] == 'COMPLETED'])\n",
+    "alamo_cn = sum([1 for x, row in df.iterrows() if row[3] == 'alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-17163b64ef29' and row[9] == 'COMPLETED'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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w6J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\nAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x946fba8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "slices= [ls5_cn,stampede_cn,comet_cn,gordon_cn,alamo_cn]\n",
+    "cols = ['c','m','r','w','y']\n",
+    "Hosts= [\"lonestar\",\"stampede\",\"comet\",\"gordon\" , \"alamo\"]\n",
+    "plt.pie(slices,\n",
+    "        labels= Hosts,\n",
+    "        colors=cols,\n",
+    "        startangle=90,\n",
+    "        shadow= False,\n",
+    "        autopct='%1.1f%%')\n",
+    "\n",
+    "plt.title('Percentage Use by Resources')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "##Percentage failed by resources"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ls5_fn = sum([1 for x, row in df.iterrows() if row[3] == 'ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aad1f8310ecf' and row[9] == 'FAILED'])\n",
+    "stampede_fn = sum([1 for x, row in df.iterrows() if row[3] == 'stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b146-a201fb89bf12' and row[9] == 'FAILED'])\n",
+    "comet_fn = sum([1 for x, row in df.iterrows() if row[3] == 'comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975ee035b' and row[9] == 'FAILED'])\n",
+    "gordon_fn= sum([1 for x, row in df.iterrows() if row[3] == 'gordon.sdsc.edu_f9363997-4614-477f-847e-79d262ee8ef7' and row[9] == 'FAILED'])\n",
+    "#jureca_fn = sum([1 for x, row in df.iterrows() if row[3] == 'Jureca_32098185-4396-4c11-afb7-26e991a03476' and row[9] == 'FAILED'])\n",
+    "alamo_fn = sum([1 for x, row in df.iterrows() if row[3] == 'alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-17163b64ef29' and row[9] == 'FAILED'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAD8CAYAAABq6S8VAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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S9F\nZIGIfC4itexyY0RkpIj8KCKrRKSDiLwmIstE5PWw9s4RkR9EZJ6ITBSRVBHpjxWA87WIfHmkNset\nkJOQcCs1ajSjSxfjXjI4zi+/7I9MWR+DOVPKGgHGgDcBbhKRUw+7HSuc8T7gDFVtAQwARgBjVLU5\n1pjyiLAqWap6CnAn8BHwjKo2AU4SkZNEpArwAHCWqrYCfgbuUNURwGb7PGcdrr0FxKWQi0g93O5h\nDB6caib9GJzmk0/Q//wHutuRKU7bE61UA96ElFSYJCKph9lMR2CSqu4EsN9PAQoSKIwDwnNffmy/\nLwa2quoy+/NSoC5WpGQT4HsR+QUr3D9s7m5k/t7x2RtNTR3JNdckHTAX2mAoZ0IhazWfD6Ygz/vh\nZqcNigEuBc6FjOnWOPCgCDVb0kBiQQLiUNh2wecE+32Gql4fIVuKJO565CJyBomJp3PttfH5EDNU\nCAIBePBB9KMPkC+MiEeUF6yZ/LeJSL2DFv4nXwFXi0hlAPv9B6ygIIAbgO+KqVtU7/onoL2INLDb\n84rIcfaxPVhzu46YuBJyEXHj9Y7mttu8eExaY4Mz7NoFt9wCS+bB6rwDf6cbjpxawEBIzISXDrWu\n7RoZCsy0XSFPA/2BHiKyALgeuL2geOHqhbdV9S+gO1Y6gYVYD4XGdpnRwGeRGOyMq/BDcbtv4rjj\n/svLL6earIbxQ0UKP1y/Hu64A1J3o6uCZlCzrMgFaoPvLzhHVX9w2p6yJm565CKSTmLicO64w4i4\nwRHmz7ciU5ruQNcbES9TUoDhkJIBL8VD7vK4EXLc7lto1SqRxo0PXtZgiDCffILedx/0zIVvIxSp\nYCiZriBV4TgOXHsjJokLIRcRDwkJg+jWzSzeaihXQiF4+WV0xAvICD+86LRBcYQbeAJSs+JgAYq4\nEHJEunL88Ykcd9zByxoMEcLvhwceQKd+ZEWm9HbaoDjkCiARGolI64MWjmJiXshFxE1y8iP06JHm\ntC2G+GHnTuh7Cyz72USmOEkCMBCSM6zZlTFLzAs5cCU1a6Zz0klO22GIE37/3VooObge3R5AYnUN\nzWiht7Ww0rkiErMzAGNfyNPS7qZLlzQTqWIoD+bPt2LEm+1A1wURkwDCeTKAXuDyWvlQYpKYFnIR\nqUN+fjPamx+2hrJn2rT9kSnfOByZciPWAhThv0M7Ay3tVz37vSjqAv/CWkKuTdj+Qfb+7mH73gZe\niITBZcydkBSC3iISkwEPMS3kJCT04OyzxSykbChL/o5MGVFxIlN6ANML7XsHmG+/rsQaCCwKF/AN\n8AvWmqAZ++7EAAAgAElEQVRgzSX/BViItWboUqxViN4Abo2c2WVGHeBkCAIXOG1LWRCzQi4iQmJi\nHy680MzFN5QZfj/cf78VmfJNBYpMORUoaUXid9mfPKQwipXpKRwXsM/e9mGJecHc9WhxH3WH9Czr\nGRdzxKyQA6eSkZFqJgAZyoqdOy1/+PL5VmRKW6cNKiXfATWABsUcF+AcoDVWMhCANKATlrulJpbf\neQ5wSZlaGlkuB3LhrCNIcVthiV0hT07uwoUXes0gp6EsWLfOWs1HozAyZQLF98YBvsdyv3yClXVq\nlr3/Hiz3ynCsHLGPAq8B1wKPl5WxEaQK0AYCwIVO2xJpYlfIXa5LaNs2dq/P4Bg//wx9+8JJO9G1\nURaZEgQmY4lvcRxtv1fD6sXOKXT8F/u9ETAJmAisAlZHzswyo3uMuldiUuhEpB4ilWhQ3I9Hg+Hw\nmDoVvf9+uLECRKYcDOWfeVY/B07AWiyyKHxAtr2dA8wATixU5iFgCJbPvMCX7rLrVnQuA3LhzFiL\nXolJIQfOo3VrxRWrl2cob0IhGDkSfelF5CX/gYs2VkS6AO2A37DWFRtj75/IP90qW9ifVeoPrIHS\nFlg+/4uBc8PKfojlO68BZGKFI56EtTROs0hfRBlQGWhoBdzE1JT92FwlJz39atq3j6knrsE5/H54\n+GF00QLka390DGqOL2b/mCL2HQ1MtbfrAQtKaPdS+1XAU/YrmjgLUlZYWRNmOm1LpIi5LquIuMnL\na0erVk6bYogBduzYH5myLooiUwzFczokZcL5TtsRSWJOyIFGpKfnk5XltB2GKKdwZEo1pw0yRIR2\ngA9aikjM6F/MXEgYrTj++PhZv85QJhREpjTfFX2RKYaSORrIsMaBY2aSSewJucfTmqZNTcpaw2Hz\n8cdWZErvXPi6gkemGA6P06y/6ylO2xEpYm+w0+NpQ7165j+f4ZApyJky9WPkFf+ByaEMsUUL8H5s\nRWLGBLEn5IFAY+rVc9oKQ5Th98PgwejihchM/4FZ/wyxRz2QNGjitB2RIqaEXEQSEcmgmhmWMpSe\nHTvgrrtg12ZYF7BmNBpimzrWW8z0+GLNR34UXq8ftxmaMpSOtWutyBTZQOgvE5kSN9QF8oqf4Bp1\nxJqQH01WVsBpIwzRwbx5VmRKy13omiAu8/iPH44GApAmIilO2xIJYk3Ia1ClitM2GKKAjz9GH3gA\nbs6DL01kStzhAqpZ6WHqOG1LJIgpHzlQg6OOSnTaCEPFpSBnyrSpJjIl3smA0BYrtXrUE2tCXoms\nLCPkhiLJy7MiU5YsMpEpBkg64C26iTUhd+FymZ/Jhn+wYwf06QO7t5jIFIOFreAx0fGLNSEXI+SG\nf5CXJ+PGwTEudFsQibUvveHwMEJecYm1wVtDBNhXuyGJW+awI4ikANVB60LoeOAEcNfDCiiuj5Vj\n2xAfGNdKxUUQs0in4UB02JPuwJgxeMZO5GquCB3P8a6VrHT/yjq+Y2Mwm23qI9edQ0gSgZoQagB6\nAkgjcBUIfR3A4+ylGCJIohWtZHrkFRBF1WQ+NPyTHj3wt2rFlLvup9m+1cGHeNCdRhrA3+HjIUJs\nYANLWOJazWq+Y4N+wIagj134CLh8qGQCx0KoEYROAHcDkPpYQn805idhNJFnZUD0O21HJIg1Id/J\nrl0BICaC/A0Rplkz8iaPdy3oOyDYbUN3fZJh0pCGfx924aKO/c9GCBP6AAF+5VeWs9y1hjWuKWzQ\n3WzJ97HX5SPfFQCOKsFtYzLkVyz+tN62OWtFZJBY6sCKyJW0bv06w4fHRGyooQx5/nn1fPCp9KOf\nXsRFEXHH7WQnS1nKSlayjnX8wYbgXrZpLj5XNiFXAnAMhBrabpvjwFXQm68DJEfCCEOpqQY5f8GJ\nqrrOaVuOlFgT8tNo0OBjXn3VjFkZDs6PP+J54DFtF2obupd73MllKKUhQmxi099Cv4ENbGdjfg47\nJRe/KweVDCy3zXEQagIJDdjfmz8G47aJJAokQX4+ZKlqjtP2HCmxJuSNqVJlLu+9l+60LYYoYccO\nkm7qH6yyHdeTDJNjOdYRMwrcNr/yK2tYw0bW6262BHPZ68phnysAVLPdNo2x3DYFvfn6QCVHrI5e\nsoFKsG+fakxErcSakFcmKWkL06fHxB/HUE6EQsiQoer55gcZxCA60MFpi/7BbnazlKX8yq/8zu9s\nZUMomz9DPnJdOQRdbuBoO9qmSSG3TV2M26Ywa4GTYPte1apO2xIJYk3IhcTEHCZNSiHTeFcMh8iM\nGXiGPafn67mhW7nVnRglkWkFbpvlLGclK1nPettts0N8ttsmHctt0xC0KbgagIS7beIt8+M3wJWw\nZLtqM6dtiQQxJeQAkpm5iIcfbkaLFk6bYohGNm3C02dAsGZ2pgzjCVe1GJjMHyDASlaynOWsZS0b\nWa+72BLMZc/fbpuqxbht6gGVib30kM8BD8Kre1V7O21LJIg9Ifd6X+fGG3tw5ZVOm2KIVvLzcQ+8\nL+SZv8z1MINpTWunLSpT9rCHZSxjBSvsaJuNob38GfLhc+UQdLmw3Db1rUFYV8EkqfpYbptojPW9\nDnLegQGq+qrTtkSC2BNykVs455ynue8+r9O2GKKc997D89KrXM3Vwe50d7vjzgFhuW22sIWlLGUV\nq/id3/+OtvGR58pBJY3i3TY1qZhum4awZzWcparznLYlEsSikJ9KnTpTeeMN4yQ3HDmrVpHc7+7Q\ncf7aPMqjriwzrecA8slnFatYxjJWs5pNbGAXm/N97HH52OfKo2S3TRXK320TANIgfx9kqGpuOZ++\nTIhFIc8gMXEbU6cmkWSCVwwRIBAgod8dQe/KTe7HGUpTmjptUdSQTTZLWcpv/MYa1oS5bXJcOQRd\nULLbpix+Vi8EOsCGXaq1y6B5R4g5IQeQ9PRlPPLICbRs6bQphljitdfwvDWJntwYupqrXBJzQ4Dl\nT4HbpiDa5i82BLPZQS55rmxUUvnbbRM6AdzH2W6bekAtDi/HyP+AQTB5p2rMDKTFppAnJj7OVVfd\nw803R0cumexsePppa0l3Ebj3Xti2Dd54A9avh5dfhkaNiq8fClmrJlSrBkOHWvtGjYLZs+G442DQ\nIGvf55/Dnj2YgeAjYMECku95UJvnn6gP8IArlVSnLYpZ8slnNatZznJWsYpNbNBdbA7msMflI+DK\nA6qA1rHdNk3s3DYFrpuqFO22uQCyP4W+qjquHC+nTIlNIRc5nWOP/ZixY6Mj58qwYfCvf0GnThAM\nWmuSbd8OLhf897+WSJck5JMmwW+/gc9nCXlODjz8MDz1lPWAuPJKqFkT7rsPnnwS3BVx+CmKyM4m\n8eb+wczN2a4neVLqU99pi+KSbLJZxjJ+5VfWsY4tbAjt5Q/NJUeybbdNDdD6EDwe5Hhb6K+FQC7U\nUdWtDl9CxIiOHuuh8xNbtnjYvZsKPzEoJwcWL97fa3a7ITXVegEc7EG7bZvV877hBkvQwXoABIPW\ndl4eJCTAxIlw+eVGxCNBWhr73h7j/uuZ/2rfqbcygNv1fM43fpZyJo002tj/bA5IR7OVrSxjmfzG\nbwkLWM8XbAzu4g/xENzl0/yYEXGI0Tw8qhogOXk2c+c6bcrB2bIFMjKsnvJNN1k9aP8hpEh+6SWr\nxx5OSgq0aQO9e0PVqtZDYcUKaN8+srbHO3fdKf4h9/OcawSP83jQHxuprWOGGtSgIx3pQx8e53FG\nMdZ9GhflZyP/c9q2SBOTQg5AdvZrfPLJXqfNOCjBIKxcCZddZvm1k5Ph7bdLV/fHH6FSJWho59QO\n77137gyjR1si//rr0KMHTJsGjzwCb70V+euIV049Ff/EN2VmpcX0opduYpPTFhmKQVG+5ut9+eS/\n77QtkSZ2hRwms2RJIjt3Om1HyVSrBkcdBY0bW587dIBVq0pXd8kS+OEH6NIFhgyBX36Bxx8/sMzK\nldZ7rVowcyYMHgybNlkvQ2SoWpXAe2+7N53ekF705ju+c9oiQxGsZjV55OUAi5y2JdLErJCrajZJ\nSZ/y1VcVezS3cmVLzDdssD7Pnw916hxYpjg/ee/elu97/Hh48EFo2dIa0AxnzBjo2dPKvFzQjst1\naO4bw8FxudBHBkvevf0ZKo8zghHBfPKdtsoQxkd8lBck+LrGYIRHzAo5ADk5/+Ojj7KdNuOg9O9v\nRZv06gWrV8P118OsWXDNNbBsmSXOAwdaZbdvh//8p3Ttzppl9fQrV4a0NGjQAG68Efbtg/om0qJM\n6NQJ/5ujmJY6U/rSN7QtNlYSi3pyyGEGMwgQeNFpW8qCmAw/LEBEEvB4tvHKK1nUreu0OYZ4Ij8f\n990DQ8kLf3M9wsOczMlldqrhDOcnfqISlXiN1wDYy14e5VH+4A+qU53BDMZebPoAOtOZVFJx4SKB\nBF7mZQBGMYrZzOY4jmMQVkTV53zOHvZwJdE3D2Eyk/V1Xp+WrdkXO21LWRDTPXJVzScUeol33omJ\nfAqGKCIhgeBzz7hybr6e+3mAN3gjFCJUJqfqRCeGM/yAfeMZT0taMpaxtKQl4xlfZF0XLp7jOUYz\n+m8RzyGHlazkNV4jgQTWspYAAaYzncu4rEyuoSwJEeId3snJIWf4wUtHJzEt5ADs2/c8X38NO3Y4\nbYkhHuncGf8rzzEx6QPu5M7QbnZH/BTNaPaP3vb3fM95nAfAeZzHLGYVWVdRCj9gXLgIYs1DyCOP\nBBKYyEQu53KiMQPkPObhw/cHFHMTYoCYF3JV3Ybb/TaTJu1z2hZDnNK4MXkfvuNa2sCv3enOMpaV\n+Sl3sYvKVAagMpXZxa4iywnCPdxDH/owlakApJBCG9rQm95UpSqppLKCFbQnOuchTGRidg45w2Jx\nkLOAmBdyAHJzn+CDD4L4fE5bYohXkpPJf/Vl967rOnEnd/I+74eU8tOV4hJ8jWAEoxjFMIbxAR+w\nmMWA5TsfzWj60IfXeZ0e9GAa03iER3iL6JmHsIlNLGGJQDG+pRghLoRcVdfgdn/O1Kll46Q0GErL\nTTfhf+ZxXk14Qx7kwaCPsulcVKISO7DciTvYQXF51KtQBYAssjiN01jO8gOOr8Sah1CLWsxkJoMZ\nzCb7XzQwmtE+QZ5X1ZjuxcWFkAOQk/MAY8f6yclx2hJDvNOyJXnvvy1za2ykO911LWsj0mx4D78d\n7ZjOdACmM71It0geeeRixQHkkstc5lKPegeUGcMYetKTfPL/bt+Fi2hIR7Cc5cxmdsCP/wmnbSlr\nDirkIlIu09xFpIOInFJW7avqIlSnMmGC8ZUbnCcjg8CEN9zbOrXiFvoygxmH7WcZwhD60Y+NbORa\nruVTPqULXZjHPLrSlfnMpwtdANjOdv6DNQ9hJzvpT39605tbuZV2tDtgfdJZzKIxjalMZdJIowEN\nuJEb2cc+KnrGR0V5lmez/fjvUtWKP5fkCDloHLmI7FHVMk8HKyKDgWxVfeYQ6rhVNXgI5Wvj8axg\n7NgUjjrqsOw0GCLOzJkkPzpczwidHrqDO9xJmJWtjpSZzGQ4w1f58B1/KBoRrRySa0VEnhKRxSKy\nUESusfd1EJGvRWSSiCwXkXFh5VuKyDciMldEPhWR6vb+20RkqYgsEJHxIlIH6AMMEJH5ItJeRC4S\nkZ9E5GcRmSEi1ey6g0VkrIjMAsYeiv2quh7V53nppZj2lxmijA4dyHvnDfk66xfpRW/dwhanLYpq\nAgR4gRdyfPj6xIOIwyEIuYhcCZykqs2Ac4CnCoQZaA7cBjQBGohIOxFJAEYAV6pqa2AMUJDRaSDQ\nXFWbA31U9XfgFeBZVW2pqt8D36lqW1U9GZgI3BtmzglAR1W9/pCvOBB4jDlz8li8+JCrGgxlRrVq\n+N8f79rYro7eyI18z/dOWxS1TGFK0I9/jqp+6bQt5cWh9MjbAxMAVPVP4Bv426E2R1W32HGaC7DW\nTW0MnAh8LiK/APcDx9jlFwLjReR6oLgn5rEiMl1EFgF3wwEr3n6kqoFDsP1vVDWHvLw+DB2aQ+Cw\nmjAYygaXCx36qCv3zlsYIo8xkpHBYLH/PQxFsZOdvMmbgRxy+jptS3lyJFEr4YGp4UPYQayVhwRY\nYvewW6jqv1S1k13mQuBFoCUwV0SKsmME8IKqnoTldkkOO3akoSfvsXfvTF591Si5oeJx8cX43xzF\nR94vpS+3hraz3WmLogJFeZzHfYq+oqornLanPCmNkBcI9nfAtSLisv3VpwFzSqj3K1BNRNqClcBK\nRJrYx2qr6kxgEJABpAF77e0CMoDN9na30lxMaVFVxefrwUcf5bGs7GfZGQyHzLHH4p8ywbW6WYp2\npzsLWOC0RRWej/k4tIxlG/LIG+S0LeVNaYRcAVR1ClZC9oXAF8A9touluPL7gKuAJ0VkAfALcIrt\nO39LRBYCPwPPq+oe4GPg8oLBTuBh4D0RmQuRzwWqqn/i9/fm0UeNi8VQMUlKIvjCs+7sXp0ZxCDG\nMa7MEm9FO+tZz8u8nOfDd9nhul2jmZhOY1saJDV1Kp06nUO/fibmy1BxWb6c5AGDQk0CDXUwg90Z\nlHlEcNSwj330pnfORjbem6/5I522xwniZ2Zncfh8PZg2bQ/fmygBQwXmhBPI++Ad1+K62XSju/7K\nr05bVGF4ndcD29g2O0jwZadtcYq475EDiMj/kZLyNaNGpVCrltPmGAwl8/LLeN79kJu5WS/jMiku\nIVY8sJCFDGTgLj/+xsW4euMCI+Q2kpjYj+rVhzF6dCopKU6bYzCUzNy5JP/nEW0dPDn0Hwa5U4i/\n7+wOdtCTnr7d7L5aVT9x2h4nMa6VAvLzX2LHjk8YPjy32MWODYaKQuvW5L33lsw+ai096KG/87vT\nFpUrAQIMZGBOHnnPxbuIgxHyv1FVJTe3O7Nnb2bSJDMLw1DxycoiMHGs+89zm9OHPnzBF3HRA7Hj\nxXM3selLP/4HnLanImBcK4UQkbp4PD8zcGAlzjwzfp2Phujiq6/wPPa0nqVnhm7n9phOvPUGb+yb\nxKSVPnytVNWsx4vpkf8DVV2H39+RJ5/M4ZdfnDbHYCgdHTvinzBGvsyYx03cHNrKVqctKhM+4ZPQ\nRCbu9OE7+0hFXERuF5Hkg5cse+zkgx8fbn0j5EWgqgvx+y/h/vtzWbXKaXMMhtJRvTr+KRPcG/7v\nGHpyIz/yo9MWRZQf+ZEXeCE7j7zTVTUSKSIHAN4ItBMpDts9YoS8GFT1a/LyunPXXblsjc3ejSEG\ncbkIDRvqyr29N4/wKK/wSkwk3lrGMh7lUZ8f/3mqeshB9CLiFZGpIvKLiCwSkYewkvh9LSJf2mVG\nisgcO1X34LC6a0XkcbvuHBFpISKfichKEbnJLtNBRGba51ghIiPD6p8jIj+IyDwRmSgiXnv/+Xbq\n73nAFYVsfS0sjffFB70+4yMvGUlKGkBGxlBefNFLjRpOm2MwlJ61a/Hceleofm4NHuMxV2UqO23R\nYbGIRQxikC+X3MMOMxSRK4DzVPVm+3MGVqbWk1V1p70vS1V32Un8vgT6q+oSEVkLPKGqo0Tkv0BH\noB1Wb36JqtYQkQ7Ap1gpttcD07FSc88EJgPnq2quiNwLJAFPASuBM1R1jYhMBFJU9RIRGQosVdXx\nIpKJldOqeUmuJNMjPwgaCDzHnj0P0revj82bD17BYKgo1KuH/4N3XL81SaQ73VnEIqctOmR+5mcG\nMjAnl9xLjzDMcDFwjog8ISKn2vmdhAOzuHYWkZ+x8kI1sV8FfBzWzmxV9anqX0Ce/VAAK53373Y6\n7wnAqUBbu53v7XTeXYE6wPHAGlVdY9d9K+xc5wKD7PLfYAl/7ZIuzgh5KdBA4L/s3Xsvffv62LjR\naXMMhtKTlETwpedde3tcxb3cy3jGh/TwXbHlyo/8yP3cn5NHXidV/eJI2lLVlVhpsxcDQ0TkQcJ8\n0iJSF7gLOFNV/wV8woGpswtSdYc4MG13CCttd5GnxXpQzAhL532iqvYuOG0x9QRrQZ4W9qvewdxJ\nRshLie7b9xLZ2bfTt6+P3+Nr8oUhBujaFf+LzzAu8R3u5d5gNhV7PeJv+EYf4ZG9fvwdVfW7I21P\nRI4GclV1PPA0lqiHp87OALKBvfbKZ52KbKiIpsO2W4tIHds1cy0wC/gJaC8iDWw7vCJyHLACqCMi\n9ey614W1Mx1rxbUC25sfzAgj5IeA5ue/Sk5OX/r1y+VXk7TIEGU0bUreB++4FtbeRTe66W/85rRF\nRTKDGTqMYXv8+E9X1ZLWPDgUmgFzbHfFQ8AQYBTwmYh8qaqLsHzmy7HcHLPC6pb0Eyb82DysBXOW\nAqtVdYrtfukOTLBTd/8ANFZVP3Az8Ik92PlHWDtDgER7UHYx8OjBLs4Mdh4GInI5yclv8cADXtq3\nd9ocg+HQGTFCPZOnSV/66sVcXGESb33ER8GRjNztx3+aqkbNqi/2YOddqnqJI+c3Qn54iEhrPJ7p\n9OqVwVVXuZ22x2A4ZGbPJvn+Ido22Do0kIHuZJybG5NPPi/yon860//KI+9M26cdNRghj2JEpA4p\nKd9wzjlHc9ttHtxGzw1Rxs6dJN3UP1jlr5BrGMOkdsnBEWXCbnZzH/f51rFung/fpaq6q9yNiHKM\nj/wIUNXfyc1tzhdf/MzAgT6yK/YAksHwDypVIjBxrHvrWU25mZv5iq/KtWe3mtX0pKdvDWtG+fB1\nNCJ+eJgeeQQQkURSUl4mNfU6nnjCS8OGTptkMBw6n3+O54ln9Tw9J9SPfu5EEsv0dN/wjT7Jk7l+\n/L1CGppQpieLcYyQRxBxua4jKelV+vVL5sILXUjFGEAyGErNli14br49eMzeNHmCJ1zVqR7xU4QI\n8RqvBSYzeXceeeer6vyInyTOMEIeYUTkeFJSPqVt2+rcc0+KWW3IEHWEQrgG3hdKnrfYNZjBtKFN\nxJrewQ6GMtS3ghXLffguiOfl2SKJEfIyQERS8XpfJzPzIoYO9VKv3sErGQwVjcmT8YwYzVVcGepB\nD5ebIxvMn8lMnuKp3HzyX/Ljv19VAxGyNO4xQl5GiIjgdvcgIeEF/v1vD507J5ioFkPUsXo1yf3u\nDjXIq8ljPObKIuuQm8gmm2d4Jnc2s3fYia9iK79uBcAIeRkjInXxeidSo0ZTBg9OpXb5h3cZDEdE\nIEDCbXcFvb+udz/GYzSjWamrzmUuj/GYL0Dg7Tzy7lDVnDK0NG4xQl4OiIiLhIRbcbuH0bOnhyuv\ndJveuSHqGDMGz9iJ9KBH6BqucZU0GzSXXEYyMu8LvsjJI6/zkSa9MpSMEfJyREQa4PW+S61ajbnv\nvlTq1HHaJIPh0Fi8mOQ77w+dlN+EB3nAlUbaP4osYhFDGOLLIWdaLrk3mdjwsscIeTkjIi7c7v4k\nJAzlsssS6dYtyUS2GKKK7GwSb7k9mLFxt2sYw6Qh1ryJ7WznRV7M/YmfcvPI66WqUxy2NG4wQu4Q\nInI0Xu9LJCaex+23eznjDEzcuSGqePY59Xz0mfSjn/rwhcYwJgC8kkfeQ6pqpjmXI0bIHUZEzsDr\nHU2tWkdz552pNG7stEkGQ+lQhVGjSH7nA1y4fvbhu0FVVzhtVjxihLwCICJuXK4bSUwczmmnJXHL\nLSlUjs71FQ1xwqpV8PzzOaxevZPc3L7AVDVi4hhGyCsQIpJJcvIjwE1cf30iV12VQLJzqUUNhn+w\nbRuMGpXLd9/tIz//PoLBUaq6z2mz4h0j5BUQEWlIauoLqJ7B1VcncvnlCWRmOm2WIZ7ZtQsmTcrn\n/ff3ASPx+4eo6m6nzTJYGCGvwIjICXi9DxAMXsEFFwidO3s46iinzTLEE+vXwzvv5PHll+B2v09u\n7v2qahatrWAYIY8CRKQmyckDCYVupH17+Pe/Tf4WQ9mhCosXw7hxOSxapMAIAoHnVfWPg9Y1OIIR\n8ihCRCqRkNAPt/tumjZ10b17Gs1KP13aYCiRYBC++w7Gjs1m69a9+P1DCYXeMNPqKz5GyKMQEUnB\n5eqOxzOYmjW99OiRTtu24DILPhkOg9xc+OSTEG+/nUcgsIqcnIeBj1Q16LRphtJhhDyKERE3cCVe\n72NkZBxNt25pnHUWJJbtyi6G/2/vbn6jqOM4jr9/+7zb7ROtRGkp9sEU0qSQjQkUo1hRLFIvejQx\nxkTj38HNP0EvmmD0wgEuPNgGjHiwiYQShbAtUKENYvoAbenuzs7O/DxsW4VwAGzZTvfzSn6Z2bSH\nb/bwzmT2t7ObxOwsHD/ucuKERzj8E0tLR/VkwmBSyDcBY4wB3iadPorn7aG/HwYGEvT06CpdHub7\ncOUKnDyZ58IFQzh8jHz+S2vtjUqPJs9OId9kjDEvE4l8RCz2GbFYMwMDMQ4diurD0SpmLYyNwdBQ\nkaGhEp43jeN8Tan0lbV2ttLjyf+nkG9Sy1fpvcTjn2DMx2zZEmVwsIaDB0PawlgFrIWJCRgeLnH2\nrEM+v0Cp9A2u+7219kqlx5O1pZBXAWNMCHiDVOpTSqUPaW8vMThYx4EDUFtb6fFkLU1OwrlzHqdP\n55ifd7D2OxznGHBJX6HfvBTyKmOMiQOHSac/x3HeYvdulyNH0vT1QTxe6fHkWdy9C+fP+5w6tcT0\ntI8xP1AoHAN+tdb6lR5P1p9CXsWMMfXAB6TTX+A4e+jqyrN/fy2ZTIjubvQrRhtUqVS+5335smV4\neJGpqfDyty6/BX7WtsHqo5ALsBr110kkBohE3qNYbGHXrgJ9fbVkMobOTu2AqRTXhWwWRkd9RkYe\nkM0miMXu4Hk/UiicBIb04KrqppDLYxljmoE3SSYPY8y7+H4zvb1F9u2rJZOBtjb9EMZ6KRbh2rV/\nwz0+niAen8J1z+I4Q8AFa+1MpceUjUMhlydijGkB+kmljuD77xAOp8hkfPburaG3F1padMX+rIpF\nuHoVRkc9RkaWuH49SSLxJ657BscZphzue5UeUzYuhVye2vLWxnagn3T6fTzvNUqlelpbc+zcGae7\nOy+sEmkAAAJLSURBVEFnJ3R0QCpV6XE3lvn58rbAmzdhfLxANuswOZkimbyB45yhWBwGftEjYuVp\nKOSyJowxDUAvsJuamn2EQq+Sy7VTV+fQ0eHT1ZVix44I27eXb8vU1VV65PVjLczMwNRUeU1MuGSz\nOW7dilEsGhKJ63jeRXK534A/gIvW2sVKjy3BpZDLull+FswrQA/G7CKdzgA9FAptRKOWbduKdHRE\naW1NUl9vaGyEhgZWjzU1G+8+vLVQKJSvrBcWysfpaZic9JiYWOL2bZieThIO54nHb+H7V3nw4BLw\n+/Ka0n5uWWsKuTx3y7dmXgS6gZ2Ew20kk22Ewy34/lY8rwnXrcfzotTUONTVuTQ2QlNTmObmOE1N\nURoaWF2JRDn4KwvK9+tXzv/7t0f/z5jyPeqVKK8c5+ctc3MF5uZc7t2zLCwYFhcj5PNxwCcaXSQS\nuU8oNIfv32Zp6TLWjgFjwHVr7cLzfl+leinksmEZYxLAC8DWh1Ys9hKx2HZCoW34/lasTQBmdVlr\nHvOa5fPQ6nn5NYRCLpHIfYyZxdq/cd2/KBTuALPAzCPHWWtt7vm8AyJPRiEXEQk47RcTEQk4hVxE\nJOAUchGRgFPIRUQCTiEXEQk4hVxEJOAUchGRgFPIRUQCTiEXEQk4hVxEJOAUchGRgFPIRUQCTiEX\nEQk4hVxEJOAUchGRgFPIRUQCTiEXEQk4hVxEJOAUchGRgFPIRUQCTiEXEQk4hVxEJOAUchGRgFPI\nRUQCTiEXEQk4hVxEJOAUchGRgFPIRUQC7h/zJtHE2H36aAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x97d1c88>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "slices= [ls5_fn,stampede_fn,comet_fn,gordon_fn,alamo_fn]\n",
+    "cols = ['c','m','r','w','y']\n",
+    "Hosts= [\"lonestar\",\"stampede\",\"comet\",\"gordon\" , \"alamo\"]\n",
+    "plt.pie(slices,\n",
+    "        labels= Hosts,\n",
+    "        colors=cols,\n",
+    "        startangle=90,\n",
+    "        shadow= False,\n",
+    "        autopct='%1.1f%%')\n",
+    "\n",
+    "plt.title('Percentage failure by Resources')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Percentage cancelled by resources"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ls5_xn = sum([1 for x, row in df.iterrows() if row[3] == 'ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aad1f8310ecf' and row[9] == 'CANCELED'])\n",
+    "stampede_xn = sum([1 for x, row in df.iterrows() if row[3] == 'stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b146-a201fb89bf12' and row[9] == 'CANCELED'])\n",
+    "comet_xn = sum([1 for x, row in df.iterrows() if row[3] == 'comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975ee035b' and row[9] == 'CANCELED'])\n",
+    "gordon_xn= sum([1 for x, row in df.iterrows() if row[3] == 'gordon.sdsc.edu_f9363997-4614-477f-847e-79d262ee8ef7' and row[9] == 'CANCELED'])\n",
+    "#jureca_xn = sum([1 for x, row in df.iterrows() if row[3] == 'Jureca_32098185-4396-4c11-afb7-26e991a03476' and row[9] == 'CANCELED'])\n",
+    "alamo_xn = sum([1 for x, row in df.iterrows() if row[3] == 'alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-17163b64ef29' and row[9] == 'CANCELED'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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XQv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\nxhgfsnA3xhgf+h+TPoiKLnJ7WAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x97e6e48>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "slices= [ls5_xn,stampede_xn,comet_xn,gordon_xn,alamo_xn]\n",
+    "cols = ['c','m','r','w','y']\n",
+    "Hosts= [\"lonestar\",\"stampede\",\"comet\",\"gordon\" , \"alamo\"]\n",
+    "plt.pie(slices,\n",
+    "        labels= Hosts,\n",
+    "        colors=cols,\n",
+    "        startangle=90,\n",
+    "        shadow= False,\n",
+    "        autopct='%1.1f%%')\n",
+    "\n",
+    "plt.title('Percentage canceled by Resources')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Number of Experiments Canceled by a user"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "number = sum([1 for x, row in df.iterrows() if row[0] == 'smarru' and row[9] == 'CANCELED'])\n",
+    "number"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sorting users by the number of experiments cancelled/failed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Daniel_Krzizike_550162c5-88f4-5624-cd19-1147783ec5ed        44\n",
+       "Victoria_Saenz_3963bfc5-9a55-d8f4-35f2-a98819ba7825         36\n",
+       "Uma_Muthurajan_912a2d20-e858-a4b4-fdbf-6cdf8ec8e182         18\n",
+       "Shaoxiong_Tian_f3c15677-e1d3-c894-7539-005f6df5e1b6         18\n",
+       "Borries_Demeler_02d0c21b-1adf-9414-c175-d005bb256320         9\n",
+       "Akash_Bhattacharya_65724131-4b32-bec4-5974-aa29b945deaf      9\n",
+       "Ge_Yu_8d9a3ed0-135a-c974-69f5-44beb56d182f                   6\n",
+       "Aysha Kinjo_Demeler_6804fe7e-35ce-f604-3905-bb73330ef346     4\n",
+       "Todd_Stone_8aee0ad6-f820-8584-f18a-9a0fa325fd34              4\n",
+       "Chris_Pierini_1c0bf9ca-2756-f454-355c-fbce45017f8b           4\n",
+       "Gary_Gorbet_84f540d7-3276-8894-a544-fae60062b41c             3\n",
+       "Borries_Demeler_0b30314f-70d9-74d4-7564-d9684b1a9a13         3\n",
+       "William_Dean_e199fd03-1b9a-a214-ad3f-1d25202091c9            3\n",
+       "Chris_Pierini_36b27c6b-f5ad-3794-6d81-0038d249d19b           2\n",
+       "Aysha_Demeler_09d108a4-4a6c-f884-e971-5ea68f402fde           1\n",
+       "Claudius_Mundoma_e1c6c320-ca98-f704-255c-b44fd6642c4d        1\n",
+       "KYUNG_SU_ad389f57-0594-bd44-3986-2ea1ebe42274                1\n",
+       "Daniel_Krzizike_84d7ac3a-a900-aad4-790e-1797c3e2110d         1\n",
+       "Borries_Demeler_7db4a2d1-66dc-6b44-3935-40bceaa3a9a3         1\n",
+       "Todd_Stone_1768d08e-c06c-7224-a58d-32bbd9d685fb              1\n",
+       "Name: User Name, dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Experiment Status'] == 'CANCELED']['User Name'].value_counts().sort_values(ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##  Experiments Created by the hour of the day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "df['hour_of_day'] = df['Creation Time'].apply(lambda time: datetime.utcfromtimestamp(time/1000).hour)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x9a0f710>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEDCAYAAAAlRP8qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x971f9b0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['hour_of_day'].value_counts().sort_index().plot('bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Experiments failed by the hour of the day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x971f7b8>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEDCAYAAAD+/1UIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxCm7/758QQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x9886160>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[df['Experiment Status'] == 'FAILED']['hour_of_day'].value_counts().sort_index().plot('bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Experiments canceled by the hour of the day"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
index f04ad19..748fc23 100644 (file)
@@ -55,7 +55,7 @@
     "collapsed": false
    },
    "source": [
-    "##Making Sure we are connected to the right Gateway"
+    "## Making Sure we are connected to the right Gateway"
    ]
   },
   {
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-1716...</td>\n",
+       "      <td>alamo.uthscsa.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jureca_32098185-4396-4c11-afb7-26e991a03476</td>\n",
+       "      <td>Jureca</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975e...</td>\n",
+       "      <td>comet.sdsc.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>gordon.sdsc.edu_f9363997-4614-477f-847e-79d262...</td>\n",
+       "      <td>gordon.sdsc.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...</td>\n",
+       "      <td>ls5.tacc.utexas.edu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b14...</td>\n",
+       "      <td>stampede.tacc.xsede.org</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  Id                     Name\n",
+       "0  alamo.uthscsa.edu_4793b5cc-b991-4e43-b82d-1716...        alamo.uthscsa.edu\n",
+       "1        Jureca_32098185-4396-4c11-afb7-26e991a03476                   Jureca\n",
+       "2  comet.sdsc.edu_f24b0bba-5230-498d-97e2-46a975e...           comet.sdsc.edu\n",
+       "3  gordon.sdsc.edu_f9363997-4614-477f-847e-79d262...          gordon.sdsc.edu\n",
+       "4  ls5.tacc.utexas.edu_6dd67b08-30e5-4f74-bdd6-aa...      ls5.tacc.utexas.edu\n",
+       "5  stampede.tacc.xsede.org_bf7958ae-f9d4-468b-b14...  stampede.tacc.xsede.org"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "compute_resources = pd.DataFrame(list(airavata_cli.computer_resources().items()), columns=[\"Id\", \"Name\"])\n",
     "compute_resources"
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false,
     "scrolled": false
        " ApplicationInterfaceDescription(applicationName='Ultrascan_Unicore', applicationInputs=[InputDataObjectType(userFriendlyDescription='', name='Input', dataStaged=False, value='', applicationArgument='', isRequired=True, standardInput=False, requiredToAddedToCommandLine=False, type=3, inputOrder=1, metaData=''), InputDataObjectType(userFriendlyDescription='', name='mgroupcount', dataStaged=False, value='-mgroupcount 1', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=2, metaData=''), InputDataObjectType(userFriendlyDescription='', name='US3INPUTARG', dataStaged=False, value='', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=4, metaData=''), InputDataObjectType(userFriendlyDescription='', name='walltime', dataStaged=False, value='-walltime 60', applicationArgument='', isRequired=False, standardInput=False, requiredToAddedToCommandLine=True, type=0, inputOrder=3, metaData='')], applicationInterfaceId='Ultrascan_Unicore_0e7f8522-6d75-41ba-8b09-0021e728679a', applicationDescription='Unicore Service', applicationOutputs=[OutputDataObjectType(dataMovement=True, name='Ultrascan-Unicore-Standard-Error', value='', applicationArgument='', isRequired=False, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=5), OutputDataObjectType(dataMovement=True, name='Ultrascan-Unicore-Standard-Out', value='', applicationArgument='', isRequired=False, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=4), OutputDataObjectType(dataMovement=True, name='US3OUT', value='analysis-results.tar', applicationArgument='', isRequired=True, searchQuery='', location='', requiredToAddedToCommandLine=False, outputStreaming=False, type=0)], applicationModules=['Ultrascan_Unicore_2471953d-5d87-4ffc-b0e6-b06c86c6206d'])]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false,
     "scrolled": true
        " ApplicationModule(appModuleName='Ultrascan_Unicore', appModuleVersion='', appModuleId='Ultrascan_Unicore_2471953d-5d87-4ffc-b0e6-b06c86c6206d', appModuleDescription='Ultrascan Unicore Application')]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
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