├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── notebook └── adtech.ipynb └── sql └── sql.txt /.gitattributes: -------------------------------------------------------------------------------- 1 | # Auto detect text files and perform LF normalization 2 | * text=auto 3 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 105 | __pypackages__/ 106 | 107 | # Celery stuff 108 | celerybeat-schedule 109 | celerybeat.pid 110 | 111 | # SageMath parsed files 112 | *.sage.py 113 | 114 | # Environments 115 | .env 116 | .venv 117 | env/ 118 | venv/ 119 | ENV/ 120 | env.bak/ 121 | venv.bak/ 122 | 123 | # Spyder project settings 124 | .spyderproject 125 | .spyproject 126 | 127 | # Rope project settings 128 | .ropeproject 129 | 130 | # mkdocs documentation 131 | /site 132 | 133 | # mypy 134 | .mypy_cache/ 135 | .dmypy.json 136 | dmypy.json 137 | 138 | # Pyre type checker 139 | .pyre/ 140 | 141 | # pytype static type analyzer 142 | .pytype/ 143 | 144 | # Cython debug symbols 145 | cython_debug/ 146 | 147 | # PyCharm 148 | # JetBrains specific template is maintainted in a separate JetBrains.gitignore that can 149 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 150 | # and can be added to the global gitignore or merged into this file. For a more nuclear 151 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 152 | #.idea/ 153 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. Definitions. 8 | 9 | "License" shall mean the terms and conditions for use, reproduction, 10 | and distribution as defined by Sections 1 through 9 of this document. 11 | 12 | "Licensor" shall mean the copyright owner or entity authorized by 13 | the copyright owner that is granting the License. 14 | 15 | "Legal Entity" shall mean the union of the acting entity and all 16 | other entities that control, are controlled by, or are under common 17 | control with that entity. For the purposes of this definition, 18 | "control" means (i) the power, direct or indirect, to cause the 19 | direction or management of such entity, whether by contract or 20 | otherwise, or (ii) ownership of fifty percent (50%) or more of the 21 | outstanding shares, or (iii) beneficial ownership of such entity. 22 | 23 | "You" (or "Your") shall mean an individual or Legal Entity 24 | exercising permissions granted by this License. 25 | 26 | "Source" form shall mean the preferred form for making modifications, 27 | including but not limited to software source code, documentation 28 | source, and configuration files. 29 | 30 | "Object" form shall mean any form resulting from mechanical 31 | transformation or translation of a Source form, including but 32 | not limited to compiled object code, generated documentation, 33 | and conversions to other media types. 34 | 35 | "Work" shall mean the work of authorship, whether in Source or 36 | Object form, made available under the License, as indicated by a 37 | copyright notice that is included in or attached to the work 38 | (an example is provided in the Appendix below). 39 | 40 | "Derivative Works" shall mean any work, whether in Source or Object 41 | form, that is based on (or derived from) the Work and for which the 42 | editorial revisions, annotations, elaborations, or other modifications 43 | represent, as a whole, an original work of authorship. For the purposes 44 | of this License, Derivative Works shall not include works that remain 45 | separable from, or merely link (or bind by name) to the interfaces of, 46 | the Work and Derivative Works thereof. 47 | 48 | "Contribution" shall mean any work of authorship, including 49 | the original version of the Work and any modifications or additions 50 | to that Work or Derivative Works thereof, that is intentionally 51 | submitted to Licensor for inclusion in the Work by the copyright owner 52 | or by an individual or Legal Entity authorized to submit on behalf of 53 | the copyright owner. For the purposes of this definition, "submitted" 54 | means any form of electronic, verbal, or written communication sent 55 | to the Licensor or its representatives, including but not limited to 56 | communication on electronic mailing lists, source code control systems, 57 | and issue tracking systems that are managed by, or on behalf of, the 58 | Licensor for the purpose of discussing and improving the Work, but 59 | excluding communication that is conspicuously marked or otherwise 60 | designated in writing by the copyright owner as "Not a Contribution." 61 | 62 | "Contributor" shall mean Licensor and any individual or Legal Entity 63 | on behalf of whom a Contribution has been received by Licensor and 64 | subsequently incorporated within the Work. 65 | 66 | 2. Grant of Copyright License. Subject to the terms and conditions of 67 | this License, each Contributor hereby grants to You a perpetual, 68 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 69 | copyright license to reproduce, prepare Derivative Works of, 70 | publicly display, publicly perform, sublicense, and distribute the 71 | Work and such Derivative Works in Source or Object form. 72 | 73 | 3. Grant of Patent License. Subject to the terms and conditions of 74 | this License, each Contributor hereby grants to You a perpetual, 75 | worldwide, non-exclusive, no-charge, royalty-free, irrevocable 76 | (except as stated in this section) patent license to make, have made, 77 | use, offer to sell, sell, import, and otherwise transfer the Work, 78 | where such license applies only to those patent claims licensable 79 | by such Contributor that are necessarily infringed by their 80 | Contribution(s) alone or by combination of their Contribution(s) 81 | with the Work to which such Contribution(s) was submitted. If You 82 | institute patent litigation against any entity (including a 83 | cross-claim or counterclaim in a lawsuit) alleging that the Work 84 | or a Contribution incorporated within the Work constitutes direct 85 | or contributory patent infringement, then any patent licenses 86 | granted to You under this License for that Work shall terminate 87 | as of the date such litigation is filed. 88 | 89 | 4. Redistribution. You may reproduce and distribute copies of the 90 | Work or Derivative Works thereof in any medium, with or without 91 | modifications, and in Source or Object form, provided that You 92 | meet the following conditions: 93 | 94 | (a) You must give any other recipients of the Work or 95 | Derivative Works a copy of this License; and 96 | 97 | (b) You must cause any modified files to carry prominent notices 98 | stating that You changed the files; and 99 | 100 | (c) You must retain, in the Source form of any Derivative Works 101 | that You distribute, all copyright, patent, trademark, and 102 | attribution notices from the Source form of the Work, 103 | excluding those notices that do not pertain to any part of 104 | the Derivative Works; and 105 | 106 | (d) If the Work includes a "NOTICE" text file as part of its 107 | distribution, then any Derivative Works that You distribute must 108 | include a readable copy of the attribution notices contained 109 | within such NOTICE file, excluding those notices that do not 110 | pertain to any part of the Derivative Works, in at least one 111 | of the following places: within a NOTICE text file distributed 112 | as part of the Derivative Works; within the Source form or 113 | documentation, if provided along with the Derivative Works; or, 114 | within a display generated by the Derivative Works, if and 115 | wherever such third-party notices normally appear. The contents 116 | of the NOTICE file are for informational purposes only and 117 | do not modify the License. You may add Your own attribution 118 | notices within Derivative Works that You distribute, alongside 119 | or as an addendum to the NOTICE text from the Work, provided 120 | that such additional attribution notices cannot be construed 121 | as modifying the License. 122 | 123 | You may add Your own copyright statement to Your modifications and 124 | may provide additional or different license terms and conditions 125 | for use, reproduction, or distribution of Your modifications, or 126 | for any such Derivative Works as a whole, provided Your use, 127 | reproduction, and distribution of the Work otherwise complies with 128 | the conditions stated in this License. 129 | 130 | 5. Submission of Contributions. Unless You explicitly state otherwise, 131 | any Contribution intentionally submitted for inclusion in the Work 132 | by You to the Licensor shall be under the terms and conditions of 133 | this License, without any additional terms or conditions. 134 | Notwithstanding the above, nothing herein shall supersede or modify 135 | the terms of any separate license agreement you may have executed 136 | with Licensor regarding such Contributions. 137 | 138 | 6. Trademarks. This License does not grant permission to use the trade 139 | names, trademarks, service marks, or product names of the Licensor, 140 | except as required for reasonable and customary use in describing the 141 | origin of the Work and reproducing the content of the NOTICE file. 142 | 143 | 7. Disclaimer of Warranty. Unless required by applicable law or 144 | agreed to in writing, Licensor provides the Work (and each 145 | Contributor provides its Contributions) on an "AS IS" BASIS, 146 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or 147 | implied, including, without limitation, any warranties or conditions 148 | of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A 149 | PARTICULAR PURPOSE. You are solely responsible for determining the 150 | appropriateness of using or redistributing the Work and assume any 151 | risks associated with Your exercise of permissions under this License. 152 | 153 | 8. Limitation of Liability. In no event and under no legal theory, 154 | whether in tort (including negligence), contract, or otherwise, 155 | unless required by applicable law (such as deliberate and grossly 156 | negligent acts) or agreed to in writing, shall any Contributor be 157 | liable to You for damages, including any direct, indirect, special, 158 | incidental, or consequential damages of any character arising as a 159 | result of this License or out of the use or inability to use the 160 | Work (including but not limited to damages for loss of goodwill, 161 | work stoppage, computer failure or malfunction, or any and all 162 | other commercial damages or losses), even if such Contributor 163 | has been advised of the possibility of such damages. 164 | 165 | 9. Accepting Warranty or Additional Liability. While redistributing 166 | the Work or Derivative Works thereof, You may choose to offer, 167 | and charge a fee for, acceptance of support, warranty, indemnity, 168 | or other liability obligations and/or rights consistent with this 169 | License. However, in accepting such obligations, You may act only 170 | on Your own behalf and on Your sole responsibility, not on behalf 171 | of any other Contributor, and only if You agree to indemnify, 172 | defend, and hold each Contributor harmless for any liability 173 | incurred by, or claims asserted against, such Contributor by reason 174 | of your accepting any such warranty or additional liability. 175 | 176 | END OF TERMS AND CONDITIONS 177 | 178 | APPENDIX: How to apply the Apache License to your work. 179 | 180 | To apply the Apache License to your work, attach the following 181 | boilerplate notice, with the fields enclosed by brackets "[]" 182 | replaced with your own identifying information. (Don't include 183 | the brackets!) The text should be enclosed in the appropriate 184 | comment syntax for the file format. We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # openai-kafka-iot 2 | 3 | [AdTech using SingleStoreDB, Kafka and Metabase](https://medium.com/@VeryFatBoy/adtech-using-singlestoredb-kafka-and-metabase-c657659bc079) -------------------------------------------------------------------------------- /notebook/adtech.ipynb: -------------------------------------------------------------------------------- 1 | {"cells":[{"attachments":{},"cell_type":"markdown","id":"a16f2366-890e-46d9-9a28-54afc9628480","metadata":{"language":"python"},"source":""},{"attachments":{},"cell_type":"markdown","id":"e2cb447c-8082-47ca-b8c9-1cd34329edde","metadata":{"language":"python"},"source":"
\n
\n \n
\n
\n
SingleStore Notebooks
\n

AdTech using SingleStoreDB, Kafka and Metabase

\n
\n
"},{"attachments":{},"cell_type":"markdown","id":"9740c6aa-d7d1-41b5-b4e6-7fdf1ae6eb5c","metadata":{"language":"python"},"source":"
\n \n
\n

Action Required

\n

Select the database from the drop-down menu at the top of this notebook.

\n
\n
"},{"attachments":{},"cell_type":"markdown","id":"6831ae63-495f-4e97-b2b1-7c269eb6a955","metadata":{"language":"python"},"source":"## SQL Queries"},{"attachments":{},"cell_type":"markdown","id":"a64e3abb-08f2-456f-b374-8631067113e5","metadata":{"language":"python"},"source":"### Total Number of Events"},{"cell_type":"code","execution_count":null,"id":"690e3cc8-5ef3-4993-9fde-e5af8f71820c","metadata":{"language":"sql","trusted":true},"outputs":[],"source":"%%sql\n%%sql\nSELECT COUNT(*) AS count\nFROM events;"},{"attachments":{},"cell_type":"markdown","id":"faf8820e-60b6-44c6-92c0-6084b9bbed8e","metadata":{"language":"python"},"source":"### Events by Region"},{"cell_type":"code","execution_count":null,"id":"25098cba-fd93-4c1e-85b3-05b190296409","metadata":{"language":"sql","trusted":true},"outputs":[],"source":"%%sql\n%%sql\nSELECT country, COUNT(country) AS count\nFROM events\nGROUP BY 1\nORDER BY count DESC\nLIMIT 10;"},{"attachments":{},"cell_type":"markdown","id":"2dcc517d-0eaf-41da-a557-e9c32ffdb612","metadata":{"language":"python"},"source":"### Events by Top 5 Advertisers"},{"cell_type":"code","execution_count":null,"id":"69522b1c-ab91-4616-a9bb-9eb2122ae040","metadata":{"language":"sql","trusted":true},"outputs":[],"source":"%%sql\n%%sql\nSELECT advertiser, COUNT(*) AS count\nFROM events\nWHERE (advertiser LIKE '%Subway%' OR advertiser LIKE '%McDonals%' OR advertiser LIKE '%Starbucks%' OR advertiser LIKE '%Dollar General%' OR advertiser LIKE '%YUM! Brands%' OR advertiser LIKE '%Dunkin Brands Group%')\nGROUP BY 1\nORDER BY count DESC;"},{"attachments":{},"cell_type":"markdown","id":"64ecb55f-3ac0-4d28-bbea-601c60aae487","metadata":{"language":"python"},"source":"### Ad Visitors by Gender and Income"},{"cell_type":"code","execution_count":null,"id":"18463650-552d-46b9-aa0a-26dbfe648985","metadata":{"language":"sql","trusted":true},"outputs":[],"source":"%%sql\n%%sql\nSELECT *\nFROM (SELECT *, DENSE_RANK() OVER (ORDER BY xx.z___min_rank) AS z___pivot_row_rank, RANK() OVER (PARTITION BY xx.z__pivot_col_rank ORDER BY xx.z___min_rank) AS z__pivot_col_ordering, CASE\n WHEN xx.z___min_rank = xx.z___rank THEN 1\n ELSE 0\n END AS z__is_highest_ranked_cell\n FROM (SELECT *, Min(aa.z___rank) OVER (PARTITION BY aa.`events.income`) AS z___min_rank\n FROM (SELECT *, RANK() OVER (ORDER BY CASE\n WHEN bb.z__pivot_col_rank = 1 THEN (CASE\n WHEN bb.`events.count` IS NOT NULL THEN 0\n ELSE 1\n END)\n ELSE 2\n END, CASE\n WHEN bb.z__pivot_col_rank = 1 THEN bb.`events.count`\n ELSE NULL\n END DESC, bb.`events.count` DESC, bb.z__pivot_col_rank, bb.`events.income`) AS z___rank\n FROM (SELECT *, DENSE_RANK() OVER (ORDER BY CASE\n WHEN ww.`events.gender` IS NULL THEN 1\n ELSE 0\n END, ww.`events.gender`) AS z__pivot_col_rank\n FROM (SELECT events.gender AS `events.gender`, events.income AS `events.income`, COUNT(*) AS `events.count`\n FROM adtech.events AS events\n WHERE (events.income <> 'unknown' OR events.income IS NULL)\n GROUP BY 1, 2) ww) bb\n WHERE bb.z__pivot_col_rank <= 16384) aa) xx) zz\nWHERE (zz.z__pivot_col_rank <= 50 OR zz.z__is_highest_ranked_cell = 1) AND (zz.z___pivot_row_rank <= 500 OR zz.z__pivot_col_ordering = 1)\nORDER BY zz.z___pivot_row_rank;"}],"metadata":{"jupyterlab":{"notebooks":{"version_major":6,"version_minor":4}},"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.6"},"singlestore_cell_default_language":"sql","singlestore_connection":{"connectionID":"24b0ffc2-40a7-4a32-9356-0693eb6d9968","defaultDatabase":"db_very_2c512"},"singlestore_row_limit":300},"nbformat":4,"nbformat_minor":5} -------------------------------------------------------------------------------- /sql/sql.txt: -------------------------------------------------------------------------------- 1 | CREATE DATABASE IF NOT EXISTS adtech; 2 | 3 | USE adtech; 4 | 5 | DROP TABLE IF EXISTS events; 6 | CREATE TABLE IF NOT EXISTS events ( 7 | user_id INT, 8 | event_name VARCHAR(128), 9 | advertiser VARCHAR(128), 10 | campaign INT(11), 11 | gender VARCHAR(128), 12 | income VARCHAR(128), 13 | page_url VARCHAR(128), 14 | region VARCHAR(128), 15 | country VARCHAR(128), 16 | SORT KEY adtmidx (user_id, event_name, advertiser, campaign), 17 | SHARD KEY user_id (user_id) 18 | ); 19 | 20 | DROP TABLE IF EXISTS campaigns; 21 | CREATE REFERENCE TABLE IF NOT EXISTS campaigns ( 22 | campaign_id SMALLINT(6) NOT NULL DEFAULT '0', 23 | campaign_name VARCHAR(255) CHARACTER SET utf8 COLLATE utf8_general_ci DEFAULT NULL, 24 | PRIMARY KEY (campaign_id) 25 | ); 26 | 27 | INSERT INTO campaigns VALUES 28 | (1,'demand great'), 29 | (2,'blackout'), 30 | (3,'flame broiled'), 31 | (4,'take it from a fish'), 32 | (5,'thank you'), 33 | (6,'designed by you'), 34 | (7,'virtual launch'), 35 | (8,'ultra light'), 36 | (9,'warmth'), 37 | (10,'run healthy'), 38 | (11,'virtual city'), 39 | (12,'online lifestyle'), 40 | (13,'dream burger'), 41 | (14,'super bowl tweet'); 42 | 43 | CREATE PIPELINE events 44 | AS LOAD DATA KAFKA 'public-kafka.memcompute.com:9092/ad_events' 45 | BATCH_INTERVAL 2500 46 | INTO TABLE events 47 | FIELDS TERMINATED BY '\t' ENCLOSED BY '' ESCAPED BY '\\' 48 | LINES STARTING BY '' 49 | (user_id,event_name,advertiser,campaign,gender,income,page_url,region,country); 50 | 51 | ALTER PIPELINE events SET OFFSETS EARLIEST; 52 | 53 | TEST PIPELINE events LIMIT 1; 54 | 55 | DROP PIPELINE events; 56 | 57 | CREATE PIPELINE events 58 | AS LOAD DATA KAFKA 'public-kafka.memcompute.com:9092/ad_events' 59 | BATCH_INTERVAL 2500 60 | IGNORE INTO TABLE events 61 | FIELDS TERMINATED BY '\t' ENCLOSED BY '' ESCAPED BY '\\' 62 | LINES STARTING BY '' 63 | (user_id,event_name,advertiser,campaign,gender,income,page_url,region,country); 64 | 65 | ALTER PIPELINE events SET OFFSETS EARLIEST; 66 | 67 | TEST PIPELINE events LIMIT 1; 68 | 69 | START PIPELINE events; 70 | 71 | -- Total Number of Events 72 | SELECT COUNT(*) FROM events; 73 | 74 | -- Events by Region 75 | SELECT events.country AS `events.country`, COUNT(events.country) AS 'events.countofevents' 76 | FROM adtech.events AS events 77 | GROUP BY 1; 78 | 79 | SELECT country, COUNT(country) AS count 80 | FROM events 81 | GROUP BY 1 82 | ORDER BY count DESC 83 | LIMIT 10; 84 | 85 | -- Events by Top 5 Advertisers 86 | SELECT events.advertiser AS `events.advertiser`, COUNT(*) AS `events.count` 87 | FROM adtech.events AS events 88 | WHERE (events.advertiser LIKE '%Subway%' OR events.advertiser LIKE '%McDonals%' OR events.advertiser LIKE '%Starbucks%' OR events.advertiser LIKE '%Dollar General%' OR events.advertiser LIKE '%YUM! Brands%' OR events.advertiser LIKE '%Dunkin Brands Group%') 89 | GROUP BY 1 90 | ORDER BY `events.count` DESC; 91 | 92 | -- Ad Visitors by Gender and Income 93 | SELECT * 94 | FROM (SELECT *, DENSE_RANK() OVER (ORDER BY xx.z___min_rank) AS z___pivot_row_rank, RANK() OVER (PARTITION BY xx.z__pivot_col_rank ORDER BY xx.z___min_rank) AS z__pivot_col_ordering, CASE 95 | WHEN xx.z___min_rank = xx.z___rank THEN 1 96 | ELSE 0 97 | END AS z__is_highest_ranked_cell 98 | FROM (SELECT *, Min(aa.z___rank) OVER (PARTITION BY aa.`events.income`) AS z___min_rank 99 | FROM (SELECT *, RANK() OVER (ORDER BY CASE 100 | WHEN bb.z__pivot_col_rank = 1 THEN (CASE 101 | WHEN bb.`events.count` IS NOT NULL THEN 0 102 | ELSE 1 103 | END) 104 | ELSE 2 105 | END, CASE 106 | WHEN bb.z__pivot_col_rank = 1 THEN bb.`events.count` 107 | ELSE NULL 108 | END DESC, bb.`events.count` DESC, bb.z__pivot_col_rank, bb.`events.income`) AS z___rank 109 | FROM (SELECT *, DENSE_RANK() OVER (ORDER BY CASE 110 | WHEN ww.`events.gender` IS NULL THEN 1 111 | ELSE 0 112 | END, ww.`events.gender`) AS z__pivot_col_rank 113 | FROM (SELECT events.gender AS `events.gender`, events.income AS `events.income`, COUNT(*) AS `events.count` 114 | FROM adtech.events AS events 115 | WHERE (events.income <> 'unknown' OR events.income IS NULL) 116 | GROUP BY 1, 2) ww) bb 117 | WHERE bb.z__pivot_col_rank <= 16384) aa) xx) zz 118 | WHERE (zz.z__pivot_col_rank <= 50 OR zz.z__is_highest_ranked_cell = 1) AND (zz.z___pivot_row_rank <= 500 OR zz.z__pivot_col_ordering = 1) 119 | ORDER BY zz.z___pivot_row_rank; --------------------------------------------------------------------------------