amazon-sagemaker-sql-magic


Nameamazon-sagemaker-sql-magic JSON
Version 0.1.3 PyPI version JSON
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SummarySageMaker SQL Magic library
upload_time2024-06-19 05:57:18
maintainerNone
docs_urlNone
authorAmazon Web Services
requires_python>=3.8
licenseApache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. 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The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. 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While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. 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            # SageMaker SQL Magic Extension

This is a notebook extension provided by AWS SageMaker Studio team to run SQL queries inside SageMaker Jupyter notebooks. Currently, it supports running SQL on Redshift, Snowflake, and Athena.

## Usage
Introduces the `%%sm_sql` and `%sm_sql_manage` ipython magic commands to run SQL queries inside SageMaker Jupyter notebooks.
### Install
```buildoutcfg
pip install amazon-sagemaker-sql-magic
```
### Register the magic command:
```buildoutcfg
%load_ext amazon_sagemaker_sql_magic
```
### Show help content for `%%sm_sql`:
```buildoutcfg
%%sm_sql?
```
```buildoutcfg
Docstring:
::

  %sm_sql [--metastore-id METASTORE_ID] [--metastore-type METASTORE_TYPE]
              [--query-parameters QUERY_PARAMETERS]
              [--connection-properties CONNECTION_PROPERTIES]
              [--connection-name CONNECTION_NAME] [-df DATAFRAME]

Cell magic command to run SQL queries inside SageMaker Jupyter notebooks.

Format:
    %%sm_sql --metastore-id METASTORE_ID --metastore-type METASTORE_TYPE --query-parameters QUERY_PARAMETERS --connection-properties CONNECTION_PROPERTIES --connection-name CONNECTION_NAME -df, --dataframe DATAFRAME

Examples:
     # How to use '--metastore-id' and '--metastore-type'
     %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION
     SELECT * FROM my_db.my_schema.my_table

    # How to use '--connection-properties'
    %%sm_sql --connection-properties '{"connection_type": "SNOWFLAKE", "aws_secret_arn":"arn:aws:secretsmanager:us-west-2:123456789012:secret:my-snowflake-secret-123"}'
    SELECT * FROM my_db.my_schema.my_table

    # How to use '--query-parameters' with SNOWFLAKE/REDSHIFT as a data-source
    %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{"parameters":("John Smith")}'
    SELECT * FROM my_db.my_schema.my_table WHERE name = (%s);

    # How to use '--query-parameters' with ATHENA as a data-source
    %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{"parameters":{"name_var": "John Smith"}}'
    SELECT * FROM my_db.my_schema.my_table WHERE name = (%(name_var)s);

options:
  --metastore-id METASTORE_ID
                        Defines the metastore entity holding data-source
                        connection parameters e.g. a Glue connection name.
                        Support available for Glue connection.
  --metastore-type METASTORE_TYPE
                        Type of metastore to use for connecting to data-
                        source. Supported value(s): 'GLUE_CONNECTION'
  --query-parameters QUERY_PARAMETERS
                        SQL Query parameters as a dictionary encapsulator. See
                        examples above on how to use.
  --connection-properties CONNECTION_PROPERTIES
                        Data-source connection properties as a dictionary
                        encapsulator.See examples above on how to use.
  --connection-name CONNECTION_NAME
                        Name of the Glue connection to be re-used.
  -df DATAFRAME, --dataframe DATAFRAME
                        The name of pandas dataframe where the query results
                        will be stored
```

### Show help content for `%sm_sql_manage`:
```buildoutcfg
%sm_sql_manage?
```
```buildoutcfg
Docstring:
::

  %sm_sql_manage [--set-connection-reuse SET_CONNECTION_REUSE]
                     [--list-cached-connections] [--clear-cached-connections]

Line magic command to manage SQL connections inside SageMaker Jupyter notebooks.

Format:
  %sm_sql_manage --set-connection-reuse True/False --list-cached-connections --clear-cached-connections

options:
  --set-connection-reuse SET_CONNECTION_REUSE
                        Set if connection should be reused. Example use:
                        %sm_sql_manage --set-connection-reuse True
  --list-cached-connections
                        List the cached connections. Example use:
                        %sm_sql_manage --list-cached-connections
  --clear-cached-connections
                        Clear all cached connections. Example use:
                        %sm_sql_manage --clear-cached-connections
```

### Examples on how to use `%%sm_sql`
1. Connect to a data-source using custom connection properties and fetch data from a table. 
```buildoutcfg
%%sm_sql --connection-properties '{"connection_type": "SNOWFLAKE", "aws_secret_arn":"arn:aws:secretsmanager:us-west-2:123456789012:secret:my-snowflake-secret-123"}'
SELECT * FROM my_db.my_schema.my_table
```

2. Connect to a data-source using a Glue connection and fetch data from a table.  
```buildoutcfg
%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION
SELECT * FROM my_db.my_schema.my_table
```

3. Connect to a data-source to fetch data from a table and save results into a pandas dataframe. 
```buildoutcfg
%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --dataframe my_df
SELECT * FROM my_db.my_schema.my_table
```

4. Connect to a data-source to fetch data from a table using a parameterized SQL query. 
```buildoutcfg
%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{"parameters":("John Smith")}'
UPDATE my_db.my_schema.my_table SET name = (%s);
```
## License

This library is licensed under the Apache 2.0 License. See the LICENSE file.

            

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    "description": "# SageMaker SQL Magic Extension\n\nThis is a notebook extension provided by AWS SageMaker Studio team to run SQL queries inside SageMaker Jupyter notebooks. Currently, it supports running SQL on Redshift, Snowflake, and Athena.\n\n## Usage\nIntroduces the `%%sm_sql` and `%sm_sql_manage` ipython magic commands to run SQL queries inside SageMaker Jupyter notebooks.\n### Install\n```buildoutcfg\npip install amazon-sagemaker-sql-magic\n```\n### Register the magic command:\n```buildoutcfg\n%load_ext amazon_sagemaker_sql_magic\n```\n### Show help content for `%%sm_sql`:\n```buildoutcfg\n%%sm_sql?\n```\n```buildoutcfg\nDocstring:\n::\n\n  %sm_sql [--metastore-id METASTORE_ID] [--metastore-type METASTORE_TYPE]\n              [--query-parameters QUERY_PARAMETERS]\n              [--connection-properties CONNECTION_PROPERTIES]\n              [--connection-name CONNECTION_NAME] [-df DATAFRAME]\n\nCell magic command to run SQL queries inside SageMaker Jupyter notebooks.\n\nFormat:\n    %%sm_sql --metastore-id METASTORE_ID --metastore-type METASTORE_TYPE --query-parameters QUERY_PARAMETERS --connection-properties CONNECTION_PROPERTIES --connection-name CONNECTION_NAME -df, --dataframe DATAFRAME\n\nExamples:\n     # How to use '--metastore-id' and '--metastore-type'\n     %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION\n     SELECT * FROM my_db.my_schema.my_table\n\n    # How to use '--connection-properties'\n    %%sm_sql --connection-properties '{\"connection_type\": \"SNOWFLAKE\", \"aws_secret_arn\":\"arn:aws:secretsmanager:us-west-2:123456789012:secret:my-snowflake-secret-123\"}'\n    SELECT * FROM my_db.my_schema.my_table\n\n    # How to use '--query-parameters' with SNOWFLAKE/REDSHIFT as a data-source\n    %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{\"parameters\":(\"John Smith\")}'\n    SELECT * FROM my_db.my_schema.my_table WHERE name = (%s);\n\n    # How to use '--query-parameters' with ATHENA as a data-source\n    %%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{\"parameters\":{\"name_var\": \"John Smith\"}}'\n    SELECT * FROM my_db.my_schema.my_table WHERE name = (%(name_var)s);\n\noptions:\n  --metastore-id METASTORE_ID\n                        Defines the metastore entity holding data-source\n                        connection parameters e.g. a Glue connection name.\n                        Support available for Glue connection.\n  --metastore-type METASTORE_TYPE\n                        Type of metastore to use for connecting to data-\n                        source. Supported value(s): 'GLUE_CONNECTION'\n  --query-parameters QUERY_PARAMETERS\n                        SQL Query parameters as a dictionary encapsulator. See\n                        examples above on how to use.\n  --connection-properties CONNECTION_PROPERTIES\n                        Data-source connection properties as a dictionary\n                        encapsulator.See examples above on how to use.\n  --connection-name CONNECTION_NAME\n                        Name of the Glue connection to be re-used.\n  -df DATAFRAME, --dataframe DATAFRAME\n                        The name of pandas dataframe where the query results\n                        will be stored\n```\n\n### Show help content for `%sm_sql_manage`:\n```buildoutcfg\n%sm_sql_manage?\n```\n```buildoutcfg\nDocstring:\n::\n\n  %sm_sql_manage [--set-connection-reuse SET_CONNECTION_REUSE]\n                     [--list-cached-connections] [--clear-cached-connections]\n\nLine magic command to manage SQL connections inside SageMaker Jupyter notebooks.\n\nFormat:\n  %sm_sql_manage --set-connection-reuse True/False --list-cached-connections --clear-cached-connections\n\noptions:\n  --set-connection-reuse SET_CONNECTION_REUSE\n                        Set if connection should be reused. Example use:\n                        %sm_sql_manage --set-connection-reuse True\n  --list-cached-connections\n                        List the cached connections. Example use:\n                        %sm_sql_manage --list-cached-connections\n  --clear-cached-connections\n                        Clear all cached connections. Example use:\n                        %sm_sql_manage --clear-cached-connections\n```\n\n### Examples on how to use `%%sm_sql`\n1. Connect to a data-source using custom connection properties and fetch data from a table. \n```buildoutcfg\n%%sm_sql --connection-properties '{\"connection_type\": \"SNOWFLAKE\", \"aws_secret_arn\":\"arn:aws:secretsmanager:us-west-2:123456789012:secret:my-snowflake-secret-123\"}'\nSELECT * FROM my_db.my_schema.my_table\n```\n\n2. Connect to a data-source using a Glue connection and fetch data from a table.  \n```buildoutcfg\n%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION\nSELECT * FROM my_db.my_schema.my_table\n```\n\n3. Connect to a data-source to fetch data from a table and save results into a pandas dataframe. \n```buildoutcfg\n%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --dataframe my_df\nSELECT * FROM my_db.my_schema.my_table\n```\n\n4. Connect to a data-source to fetch data from a table using a parameterized SQL query. \n```buildoutcfg\n%%sm_sql --metastore-id my_glue_conn --metastore-type GLUE_CONNECTION --query-parameters '{\"parameters\":(\"John Smith\")}'\nUPDATE my_db.my_schema.my_table SET name = (%s);\n```\n## License\n\nThis library is licensed under the Apache 2.0 License. See the LICENSE file.\n",
    "bugtrack_url": null,
    "license": "Apache License Version 2.0, January 2004 http://www.apache.org/licenses/  TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION  1. Definitions.  \"License\" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document.  \"Licensor\" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License.  \"Legal Entity\" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, \"control\" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity.  \"You\" (or \"Your\") shall mean an individual or Legal Entity exercising permissions granted by this License.  \"Source\" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files.  \"Object\" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types.  \"Work\" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below).  \"Derivative Works\" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof.  \"Contribution\" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, \"submitted\" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as \"Not a Contribution.\"  \"Contributor\" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work.  2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form.  3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed.  4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions:  (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and  (b) You must cause any modified files to carry prominent notices stating that You changed the files; and  (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and  (d) If the Work includes a \"NOTICE\" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License.  You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License.  5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions.  6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file.  7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License.  8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages.  9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability.  END OF TERMS AND CONDITIONS  APPENDIX: How to apply the Apache License to your work.  To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets \"[]\" replaced with your own identifying information. (Don't include the brackets!)  The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same \"printed page\" as the copyright notice for easier identification within third-party archives.  Copyright 2024 Amazon.com, Inc. or its affiliates. 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.",
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