Help me to run AB Experiment

[flows-network-integration[bot]]

Hello, I am your assistant on GitHub, built by the Second State team. I am ready for your question now!

To run an A/B experiment, follow these steps:

1. Define your goals and metrics: Determine the specific goal(s) of your experiment, such as increasing user engagement or conversions. Choose a primary metric like conversion rate or time on site, and any secondary metrics for analysis.

2. Create variations: Develop two or more versions of your website, app, or feature (A and B). You may change elements like UI design, headlines, colors, or entire layouts. Make sure to only change one thing at a time so you can attribute any differences in performance to the specific change.

3. Split your audience: Divide your user base into groups (usually 50/50) and expose each group to one variation. This is typically done using a tool, such as Google Optimize, Optimizely, or Visual Website Optimizer (VWO). These tools can randomly assign users to a variation when they visit your site or app.

4. Run the experiment: Let the experiment run for a predetermined time or until a significant number of visitors have been exposed to each variation. Be cautious not to end the experiment too early, as this can lead to inaccurate results.

5. Analyze the results: Measure the performance of both variations based on your primary and secondary metrics. Use statistical significance testing to determine the confidence level of your results (typically aiming for 95% confidence or greater).

6. Choose a winner: Based on the analysis, select the variation that showed a statistically significant improvement in your primary metric. Implement the winning variation onto your website or app.

7. Iterate: A/B testing is an ongoing process. Keep iterating and testing new variations to continuously optimize your user experience and achieve your goals.

Feel free to ask any follow-up questions regarding A/B testing, and I'll be happy to assist you.

[cosmic-flood]

I have a dataset that I want you to help me to run a AB testing with frequentist approach, and tell e the result:

Below is the file content of csv format and the explaination of data:

auction_id,experiment,date,yes,no
00187412-2932-4542-a8ef-3633901c98d9,control,2020/7/3,0,0
001a7785-d3fe-4e11-a344-c8735acacc2c,control,2020/7/3,0,0
0027ce48-d3c6-4935-bb12-dfb5d5627857,control,2020/7/3,0,0
002e308b-1a07-49d6-8560-0fbcdcd71e4b,control,2020/7/3,0,0
009f8ffc-3188-433d-8946-965c40444587,control,2020/7/3,0,0
00b6f2ed-a497-4269-a78f-77d4f26d85cd,control,2020/7/3,0,0
00d22463-2d1f-44de-8d67-11d6c6b96a00,exposed,2020/7/3,0,0
00e4f247-b54b-4f95-a000-ec4645d5a692,control,2020/7/3,0,0
00ebf4a8-060f-4b99-93ac-c62724399483,control,2020/7/3,0,1
00ece802-4a85-43d3-8cf5-ebe94f83d632,control,2020/7/3,0,0
00ed819f-8486-43fe-aba7-b264fba62e1d,control,2020/7/3,0,0
01184c15-62ad-4716-9546-fe93de18a98e,control,2020/7/3,0,0
012f3899-4b38-42d9-98fd-a5cd183dda24,control,2020/7/3,0,0
014bf8c5-3ffd-4ae2-8f54-306b412f5e5b,control,2020/7/3,0,0
01515cfe-7660-410c-80d7-a5e769f75925,control,2020/7/3,0,0
01559a51-bd98-4afc-b653-007b7a6707e1,control,2020/7/3,0,0
016ee01c-bed5-4611-b515-738e48ab76c7,control,2020/7/3,0,0
018af862-486e-4da1-a85b-71872120e57c,control,2020/7/3,1,0
01985992-d70b-4258-a3a1-60ac5e17bce6,control,2020/7/3,0,1
01d39c2a-ac0c-444f-a01c-f3fa449e8c72,control,2020/7/3,0,0
01d44c23-d255-4ff4-ae23-752834801bc8,exposed,2020/7/3,0,1
01dbf4a8-a2e0-4c1d-8143-94b14f4daa9f,control,2020/7/3,0,0
0200ce8c-9172-46d2-be7c-5c69735ed1dd,exposed,2020/7/3,0,0
023458f7-122d-475f-9525-1b9a3cc7a033,control,2020/7/3,0,1
024780cc-e752-4daa-a88e-6332d32fa390,control,2020/7/3,0,0
0261b7ec-104e-45c6-9045-ffb8cefedc26,control,2020/7/3,0,0
0270043e-970a-408a-8dff-5673c114c03c,control,2020/7/3,0,0
0270f4d1-654e-42e9-afec-76963504ef45,control,2020/7/3,0,0
029ec4ac-f272-4db3-8e8c-7322918863c0,control,2020/7/3,0,0
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030712e7-f4e2-4f47-a38b-0e76760aacb4,control,2020/7/3,0,0
03244a64-9192-40fc-9bd7-7edd1bd9643a,control,2020/7/3,0,0
0336ce2b-c5cb-454a-b74f-450232223742,control,2020/7/3,0,1
034abdd0-ef83-4614-8aa7-740d16dcb310,exposed,2020/7/3,0,0
0355a92e-7e12-432d-b78c-44ba016eee37,control,2020/7/3,0,0
035f97e4-0ae1-406a-b79d-2e915aa00de8,control,2020/7/3,0,0
036e5f04-8fa1-4cce-864e-e68043683cb0,exposed,2020/7/3,0,0
037d1b6c-fe15-4c5f-aab9-7c6035f59489,control,2020/7/3,0,0
03a07821-e006-4bde-aed4-17ef65aa44c4,control,2020/7/3,0,0
03b97fa8-9f0a-4060-947f-7afc18755b84,exposed,2020/7/3,0,0
03cf0bc4-48eb-4b96-8160-16665c87dbae,control,2020/7/3,0,0
03ee887e-96aa-4ea4-a3cd-026c76cb21f5,control,2020/7/3,0,0
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0518a661-6a07-47e3-82dc-f1caf4680f6a,control,2020/7/3,0,0
05399052-58e1-4678-b38f-a4648e0c477d,control,2020/7/3,0,0
055a5403-31ef-4201-956e-53ef38aa8060,control,2020/7/3,0,0
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0a2c51f7-9c03-4579-b8ea-7daecc0c172d,exposed,2020/7/5,0,0
0a6aa749-fb6a-4197-944f-7e43016b3880,exposed,2020/7/5,0,0
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0c388cd8-c264-47cc-a562-7b3119fd7fbd,exposed,2020/7/5,0,0
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0c776601-3965-43be-96ae-7e494f130e16,control,2020/7/5,0,0
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0f2b40de-5f60-45e3-8c9a-2a00e6c76b7d,exposed,2020/7/5,0,0
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0f4cf33b-67bb-4d1c-953c-a06ec7dc200d,exposed,2020/7/5,0,0
0f58269e-c0fc-4e75-8b6e-076a06e5201c,exposed,2020/7/5,0,0
0f5bfe2f-cd24-497d-9cec-e8f935665bf2,control,2020/7/5,1,0
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11e0df27-f332-49bb-88ff-784e75dabdee,exposed,2020/7/5,0,0
1218af9e-281a-43ff-a098-343c62dbd4c2,exposed,2020/7/5,0,0
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144d43f4-59ce-4c77-aecd-148bd1e0b110,exposed,2020/7/5,0,0
149c944a-6de4-47fb-8fac-720e7e9dc385,control,2020/7/5,0,0
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156f4218-64aa-4d41-950d-7ce65ad209e6,exposed,2020/7/5,0,0
1572bad2-681e-4d8b-b12f-1ea75986509a,control,2020/7/5,0,1
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15f8f383-bd13-440b-98b1-fac33fa4b57b,exposed,2020/7/5,0,0
161ca8cb-3662-494a-91cf-eb4c2702b768,exposed,2020/7/5,0,0
168da473-e2ff-4792-a423-27d015d2df64,control,2020/7/5,0,0
16a44a83-b78b-487f-bbaa-5bd0c5de7b3e,exposed,2020/7/5,0,0
16aae7ed-aadf-4e87-b595-185856838d23,control,2020/7/5,0,0
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171ef6d0-384d-4ee7-a9a6-0f46878bb87b,exposed,2020/7/5,0,1
173cb554-6143-4644-803b-1bc8812980f9,control,2020/7/5,0,0
180778db-4bf0-45b7-babc-6eab7f8a83ad,exposed,2020/7/5,0,0
181239d6-5353-40cb-b5c0-c587f93ba3cb,exposed,2020/7/5,0,0
187f9fa4-e8dc-40ff-8a40-d77a96daba77,exposed,2020/7/5,0,0
189e8f0e-3ee2-41b0-b7f2-c48499aa653e,control,2020/7/5,0,0
18c46d2e-5622-42e8-8fe6-b196483bce9a,exposed,2020/7/5,0,0
18dccbff-174c-4a2b-858f-45b9cc39e44a,exposed,2020/7/5,0,0
18e60773-e95b-4555-8601-c27f013a116c,exposed,2020/7/5,0,0
190b1b06-f790-4ad0-8969-a0d1b305fd75,exposed,2020/7/5,0,0
198f52ec-0a8f-4576-8587-eef6823424f2,control,2020/7/5,0,0
19cf6084-4e5e-42b6-866b-91221995f5e3,exposed,2020/7/5,0,1
19e37684-a325-4b94-a72e-9507941da0c3,exposed,2020/7/5,0,0
19f656f8-d31d-4c5e-b42a-a768239190fe,exposed,2020/7/5,0,0
1aa1ec18-e91d-41d8-9969-1794b7b42728,control,2020/7/5,0,0
1b264055-99f3-4a10-806a-f3a8e0a50a16,control,2020/7/5,0,0
1c2d9da4-3674-4173-8d91-ae523ceb779a,exposed,2020/7/5,0,0
1c72e6ef-226a-4524-a482-f91f248eabaa,exposed,2020/7/5,0,0
1c7f2b48-b203-4b24-88e1-25bbc45f20b6,exposed,2020/7/5,0,0
1d239689-bd25-4653-a389-fa8751aaa9b2,exposed,2020/7/5,0,0
1d54bba8-5506-4a79-8f4a-a92664fd5e0c,exposed,2020/7/5,0,0
1d777759-bf9c-43e8-a122-2e3913d3e1fe,control,2020/7/5,0,0
1d8dafb5-77a6-4b42-a6e6-7c708e996d9c,control,2020/7/5,0,0
1d95b774-4a5d-4cc0-8566-b7712af6d747,exposed,2020/7/5,0,0
1e5a8ae3-f679-42d4-b977-a562aa52f3d4,exposed,2020/7/5,0,0
1ebaed6a-6747-4557-89a1-3b0b97272332,exposed,2020/7/5,0,0
1f0c7f13-22ac-4250-bfeb-5fc331ae0c29,exposed,2020/7/5,0,1
1f335ad7-11c6-49ee-aef2-3ebf79dacdc6,exposed,2020/7/5,0,0
1f37bb3b-ad3c-4f5c-b79a-71e0f6941b14,control,2020/7/5,0,0
1fb242a4-9eeb-47cb-8148-c1e51b899a57,exposed,2020/7/5,0,0
1fbdfcd8-4fff-48fc-8aeb-103131648a85,control,2020/7/5,0,0
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20b57613-7e8e-4d9a-9125-3ef09e61c903,exposed,2020/7/5,0,1
2132b35c-0afc-4506-8c4d-9846e7b03232,exposed,2020/7/5,0,0
2183bbef-014b-41d2-84af-c52e9c70a996,exposed,2020/7/5,0,0
21a08ea2-f75d-47fe-bf4d-786febd6638f,exposed,2020/7/5,0,0
224e6d15-bc62-4f91-858a-fef2a3722dfd,control,2020/7/5,1,0
22837ff7-d9e5-4627-8550-6a2561975a4b,exposed,2020/7/5,0,0
2283b808-6ab4-4b4d-accd-b168907465d4,exposed,2020/7/5,0,0
22bc4e3d-69cb-45c6-9a9f-8f8c9475153e,control,2020/7/5,0,0
22d570fd-7f7a-44d3-b7d6-3f0dd636bf1e,control,2020/7/5,0,0
23771538-6687-4eac-96c3-35707c066849,control,2020/7/5,0,0
24118e4c-ce82-4596-ba82-7f75cf22f000,exposed,2020/7/5,0,0
2460cae4-da53-4b93-8021-bb4caefcece6,control,2020/7/5,0,1
25b0648a-6f4d-4e0f-8e3d-60b428c20a5d,control,2020/7/5,0,0
25ecc5c6-b7c4-4acd-a6d4-522b4927e7af,control,2020/7/5,0,0
26346ff5-180e-4517-893b-6417b1649ed4,control,2020/7/5,0,0
265ea6b8-b174-45ee-a1ad-072537d1f37e,exposed,2020/7/5,0,0
266ca28b-d046-44e1-8501-fe119cfcb5b7,exposed,2020/7/5,1,0
26892003-1c23-4ce4-81c3-bf9bbf419e1f,control,2020/7/5,0,0
26d7f4ab-a230-4a2f-9e02-899a4484dabd,control,2020/7/5,0,0
26ffa7a9-7b75-4f33-927e-398a28de35e6,exposed,2020/7/5,0,0
277f9d40-539a-49e3-bf05-89b844e8f8dc,exposed,2020/7/5,0,0
279f5802-74e5-48e3-b174-f4e2ba21bb6a,control,2020/7/5,0,0
27bece7e-7e89-40a4-b499-743e05a01d43,exposed,2020/7/5,0,0
27defe52-94cc-498e-b298-9b6b115753e6,exposed,2020/7/5,0,0
27e4e0f6-0a17-45b2-bf9b-54654543f075,exposed,2020/7/5,0,0
27e5616a-5486-4aae-b57c-b1d285dc2ff9,exposed,2020/7/5,0,0
27e60cf4-3c57-4323-b61b-f8e16ec1273c,exposed,2020/7/5,0,0
27f82e22-f6cb-4bce-9720-e84bfa3be8b8,control,2020/7/5,0,0
27f87e00-86a3-427e-8c19-17f37ce53d2c,exposed,2020/7/5,0,0
284aa64e-2958-4b95-bc5d-d47b298d0ec4,exposed,2020/7/5,0,1
28583eaf-2b0c-49db-af3f-15e2c90953e0,control,2020/7/5,0,0
289778e8-9169-49eb-bcb0-cc6af2926929,control,2020/7/5,0,0
2a2ff30e-daa8-44a6-8217-b644e398a370,control,2020/7/5,0,0
2a3b5877-a8a1-49f4-908b-5cf9dfda9653,exposed,2020/7/5,0,0
2a4c07e1-91d8-47fb-988c-a44d420b8279,exposed,2020/7/5,0,0
2a863647-baae-4e3d-8311-0637549f281e,control,2020/7/5,0,0
2a9c168c-0828-4276-bcf2-b5ff735b57c0,exposed,2020/7/5,0,0
2aba02b5-d459-4977-be7a-7b542fa1825b,control,2020/7/5,0,0
2ace6da4-d39b-48c0-9d51-36ce3c52f32b,exposed,2020/7/5,0,1
2ad0b62f-668d-4cb0-93ae-d24e37717b28,exposed,2020/7/5,0,0
2ba29f73-0336-45e2-91d7-22c2c8a618e6,control,2020/7/5,0,0
2bbed9ea-1356-4e70-b3dc-436c6c2b8774,control,2020/7/5,0,0
2c36cbfc-843b-4f12-8db5-09a668b457b9,control,2020/7/5,0,0
2cbf51f7-9183-4b5d-8555-88dfa124f925,exposed,2020/7/5,0,0
2d43f358-1995-4f77-bb74-76467110876e,exposed,2020/7/5,0,0
2d933fba-d9b0-4285-9816-5f1d8f42dd2d,control,2020/7/5,0,0
2dbf1ee9-ef46-43d0-95cf-4cae179ab3bd,control,2020/7/5,0,0
2de61191-90ce-4bf8-88b2-33c53bff5a80,control,2020/7/5,0,0
2de81139-5d9f-4694-aa79-5dc8ce538970,control,2020/7/5,0,0
2e36a2bf-c1d4-4a10-8c33-a8be861d6468,exposed,2020/7/5,0,0
2e92fb50-cd8a-4130-be36-c33ad2a3cff7,control,2020/7/5,0,0
2e94b5ff-00d9-4a40-b5b1-277bac8bb91e,exposed,2020/7/5,0,0
2eca8408-1048-4909-b2d0-be0f6d8f1083,control,2020/7/5,0,0
2ed154b1-9029-4bff-9878-fbd44ecd7f3c,exposed,2020/7/5,0,0
2f25e8a3-4a64-493d-bc68-58fa401650a4,exposed,2020/7/5,0,0
2f772b38-49bf-4ebf-a098-83b8b02f0f70,control,2020/7/5,0,1
2f813424-9a84-42be-bf42-fef61da23016,control,2020/7/5,0,0
2ffd52f2-cbed-4a54-9642-7d0b3e7d6cc6,control,2020/7/5,0,0
30465d03-242f-44c0-b024-f510654a7488,exposed,2020/7/5,0,1
3046f755-2e46-4391-8640-11a50910f9c3,exposed,2020/7/5,0,0
31578150-6853-4b58-b580-d88c97e6ac7c,exposed,2020/7/5,0,0
315f28a9-2eef-4b1a-9627-96a461f3abd1,exposed,2020/7/5,0,0
31dd696c-3947-416f-8012-207e48f4a11f,control,2020/7/5,0,0
33694f8b-5995-44f6-8b46-7aad3af39bd4,exposed,2020/7/5,0,0
346b9d8b-bacb-41e8-abee-bd46794f19a3,exposed,2020/7/5,0,0
3475e4a1-717d-44bc-bcda-c707a237c226,exposed,2020/7/5,0,0
34cde1a6-cda6-4717-ba84-29bc39f17d62,exposed,2020/7/5,0,0
350833d8-63f7-444a-a9d0-248f697c30b3,exposed,2020/7/5,0,0
354c0f41-7624-42c2-94f4-ceb4e1444c9f,exposed,2020/7/5,0,0
35943263-318f-4b43-b758-6b9fc948fce4,control,2020/7/5,0,0
3596746b-376a-465d-b9b2-b4108c8d08fc,exposed,2020/7/5,1,0
35b28614-587a-4623-b335-1b4e1be01b3a,exposed,2020/7/5,0,0
363c488d-29a7-465f-bb9c-1153c7e11002,exposed,2020/7/5,0,0
36a41f99-cd8c-4fb1-b26d-3e73098421a4,exposed,2020/7/5,0,0
36b789f1-262f-40c4-82d3-9374e1c00dcc,exposed,2020/7/5,0,0
37bf3371-ea45-47c0-b1a7-1f75615b61b6,control,2020/7/5,0,0
38016842-d6b0-4fc0-b970-070dbc057f64,exposed,2020/7/5,0,0
38754eae-ffaf-4ac0-84df-b99dcd2aa37e,exposed,2020/7/5,0,1
38aabdb5-4993-47f0-a9c7-61b9cfbe6132,control,2020/7/5,0,0
38cba025-61a6-428e-aba1-a289d4985970,control,2020/7/5,0,0
39aa42ea-3f57-4b1b-9536-373cfa382a89,exposed,2020/7/5,0,0
39c1cb4e-1056-4c11-825d-3aab50466b5b,control,2020/7/5,0,0
3a7b0130-368e-4748-9022-6e12fca7b539,exposed,2020/7/5,1,0
3b5d3587-1ab6-4452-aa80-a418ffdd3e4b,exposed,2020/7/5,0,0
3b77cc49-00b4-42fb-8efc-6e8f14f9fdc0,exposed,2020/7/5,0,0
3b84c66c-caa3-4793-9298-1ef40710baf1,exposed,2020/7/5,0,0
3ba61e8e-99e0-46a8-b168-a7de44391ecc,control,2020/7/5,0,1
3bce066a-085c-4d69-9520-9d77acb23359,exposed,2020/7/5,0,0
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3cd947d7-400e-446d-a095-31597f34d1d9,exposed,2020/7/5,0,0
3d5d8f5a-36fc-4f2e-be36-4ffb8e84c924,exposed,2020/7/5,0,0
3d7200b7-93f4-4397-be3c-ad8a83dadcef,exposed,2020/7/5,0,0
3dc931bd-d042-43bb-89d1-a345820492c6,exposed,2020/7/5,0,0
3de1f29e-6f1a-49c7-8e41-96781b228f37,control,2020/7/5,0,1
3e008d35-96c4-4092-9d64-269ba88f5b35,control,2020/7/5,0,0
3e085d21-075f-4aa2-bdc7-43fcc3f2a16e,control,2020/7/5,0,0
3e0bf13b-8efa-4130-a4ff-420a2eeb350c,exposed,2020/7/5,0,0
3e2e1f92-e2f7-4221-ab09-b00e5e9c6c4c,exposed,2020/7/5,0,0
3e59ebcb-a019-4ac0-ac4b-a6df6db19125,control,2020/7/5,0,0
3e5c256c-b0e4-4be8-bf48-2b19a79d7541,exposed,2020/7/5,0,0
3e750d0b-f05e-4b42-852b-ad66721414c5,exposed,2020/7/5,0,0
3eb0bb6f-c41c-4e6c-a7e0-5bbb486abe38,exposed,2020/7/5,0,0
3f835acc-79a6-4583-af5c-163e8b4576f5,exposed,2020/7/5,0,0
3f9c06e8-38e6-481d-abfd-11283f54f188,control,2020/7/5,0,0
405b5180-cea3-4f29-8884-2e34980a2f42,exposed,2020/7/5,0,0
4096eea4-773f-432f-9dd2-8a977a77e57a,exposed,2020/7/5,0,0
40cff25e-674b-4c7a-91e0-e43bcf67dc42,control,2020/7/5,1,0
40f73041-7cf8-4119-aa4e-4ad7980e8d3d,exposed,2020/7/5,0,0
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4163c9b9-36ac-4612-ba69-5dba3cb71513,control,2020/7/5,0,1
417731e0-afa9-4d03-9c80-6c7af5d22db7,exposed,2020/7/5,0,0
418b746d-589a-4fc6-ac15-3831afa95d0e,exposed,2020/7/5,0,1
4199e267-ee49-4c7c-a39e-4bd4d9c37ef0,exposed,2020/7/5,0,0
41a20fc4-6e1e-4c23-8ed2-0a7896f49ecb,control,2020/7/5,0,0
41e5e484-434a-4600-a7fc-3b00a2b10f51,control,2020/7/5,0,0
422c097c-da88-4c8a-a2f4-0f2f6285da7b,control,2020/7/5,0,0
4323c5e0-077d-4360-ac04-17d8a4ff314e,control,2020/7/5,0,0
4469bf70-809a-4180-a792-d449e6fb3467,control,2020/7/5,0,1
45307c09-0b2c-447b-99d2-f90df94b4109,exposed,2020/7/5,0,0
456b7c5d-fb50-45ae-b93a-4eb72f21ae94,exposed,2020/7/5,0,0
4574100c-0379-4913-b98d-8a7c9c9b0c2a,exposed,2020/7/5,0,0
4583aab2-c130-49ad-936d-465c4a51b761,control,2020/7/5,0,0
45a83c9a-cc28-4441-afe9-7a1e1b962207,control,2020/7/5,0,0
461b5f81-361f-41c0-b38b-dd34f671ab5a,exposed,2020/7/5,0,1
466ba161-8b4f-42e1-95b4-d0e8bfadf75a,exposed,2020/7/5,0,0
46a00418-52b9-444b-95fa-abd900b88cfe,control,2020/7/5,0,0
46b711e3-9bc3-4b48-a4cd-cfb779d0ea8c,exposed,2020/7/5,0,0
46c089b4-8881-4028-8958-682bee269169,control,2020/7/5,0,0
478a48ea-da7c-4eb9-8933-0919ebe5d3f7,control,2020/7/5,0,0
48097d2c-79df-496c-8e61-20ba2035d6b2,control,2020/7/5,0,0
48326346-8fbf-4ae5-a8c5-1073aa3492a7,exposed,2020/7/5,0,0
48a9fb00-e6b4-4f9a-9687-a41b2a749279,exposed,2020/7/5,0,0
48f86800-c0a1-4b52-ac3f-dc3910637afb,exposed,2020/7/5,0,0
49469270-49f3-4c27-b3aa-28e7b079260e,control,2020/7/5,0,0
4aa59748-0de2-43c4-82d7-6f6333e7b400,control,2020/7/5,0,0
4ad533c3-ed80-43f1-b57b-6af087d176fd,exposed,2020/7/5,0,0
4ae7a123-169e-4702-aa7d-452608bef319,exposed,2020/7/5,0,0
4af11910-53a2-4a1d-a67f-a7fd53d6a8d7,exposed,2020/7/5,0,1
4b8c7b1d-aff5-477b-a35e-8b5b7f641921,exposed,2020/7/5,0,0
4bd22127-593c-47a8-96c1-3f4b8f07f3db,exposed,2020/7/5,0,0
4c116567-44d4-42cc-824b-556d80553d35,exposed,2020/7/5,0,0
4c2ad421-e115-44d4-9979-94f2d45cd7a0,exposed,2020/7/5,0,0
4c8d9c73-fbf5-41e6-ae77-c219a464f0bc,exposed,2020/7/5,0,0
4dc79a9a-6228-453e-a8b2-73b1b67d0723,exposed,2020/7/5,0,0
4e06d371-f80d-4418-bf2c-fc724577a7ff,control,2020/7/5,0,0
4e2788f7-7af0-46b0-88aa-7adfe7e75bec,control,2020/7/5,0,0
4eb1365e-0a68-4ef0-9403-c81ca773970a,exposed,2020/7/5,0,0
4eba6532-40cd-43e7-b6bb-9558b863998b,exposed,2020/7/5,0,0
4f071343-3271-4bac-906b-ba3cd6b9f15b,exposed,2020/7/5,0,1
4f6044d3-e1e2-4e5f-aa19-9cf876a1753e,control,2020/7/5,0,0
4fd89a53-2389-43dd-914e-175664553981,control,2020/7/5,0,0
4ff45daa-a156-4181-b369-6832be7f3b55,exposed,2020/7/5,1,0
4ff90cce-3baa-438a-89f6-120518726849,control,2020/7/5,0,0
500d7d9e-be35-4532-9069-ec67eafc2eea,control,2020/7/5,0,0
5029f6ad-d7db-4dbe-a7e3-d67836357c3a,control,2020/7/5,0,0
508ccd3a-35a8-4e45-a77d-d9091ab86cdb,exposed,2020/7/5,0,1
509866b7-710f-4816-9f1c-b82f550854b5,exposed,2020/7/5,0,0
50995bb2-b9aa-49e9-bbf4-678c2128b14d,control,2020/7/5,0,0
510c22c0-7296-43c4-bf2d-a6a2af56a168,exposed,2020/7/5,0,0
518e3182-f8f8-4265-a7eb-ec8f085aa52e,exposed,2020/7/5,1,0
51e7cea0-04b4-408d-a394-641f77722149,control,2020/7/5,0,0
520dfa2c-5059-461c-aed1-05f3013b90d1,exposed,2020/7/5,0,0
5221b3b1-4e20-4f9f-b41e-834a4f500e5f,control,2020/7/5,0,1
528c3e4b-6f4f-4264-8ae6-5c63fc86bf3f,exposed,2020/7/5,0,0
52b60188-5b9b-4922-94af-7ad63fa58e07,control,2020/7/5,0,0
52f50e64-0a42-4ac1-ad20-e02ae495a5ab,exposed,2020/7/5,0,0
5313038d-f8c1-4b8b-b9db-a27822b347ef,exposed,2020/7/5,0,0
535f0ef6-b60c-4b77-a87f-7482627193ef,exposed,2020/7/5,0,0
5378b52f-fecc-4980-9e60-187aec2a9de5,control,2020/7/5,0,0
537f2a32-3ce4-4838-a863-07e3e55be594,control,2020/7/5,0,0
53bcc2e5-b118-49b3-9ed7-8706f31662dc,control,2020/7/5,0,0
543d8e50-32a3-4448-bad7-b707dde4d5f4,control,2020/7/5,0,0
54549cd6-b596-40c4-b865-6c8aba2097fe,exposed,2020/7/5,0,0
547ef864-e7cf-44c5-8604-240135b908ee,exposed,2020/7/5,0,0
54ef7f35-15ab-4719-9ada-3b9ce9f380c2,control,2020/7/5,0,0
55c5634a-905c-4ec3-b3b0-fec3f51c4b4e,control,2020/7/5,0,0
5667e615-a5ed-431a-a50e-3b8172c14525,exposed,2020/7/5,0,0
5747106f-e1a0-4f5e-a556-27f733218453,exposed,2020/7/5,0,0
57646148-01cc-4af7-88a6-5532e51e4843,control,2020/7/5,0,0
57d07a3f-2f45-43e4-bb78-bdc8f74e199a,exposed,2020/7/5,0,0
57e6f8ec-05e7-442c-ba6e-575a7358703b,control,2020/7/5,0,0
581ed31c-3642-4e64-9331-86a304130afc,exposed,2020/7/5,1,0
58a846b3-1285-4def-815c-dbbcbf2eb1f3,exposed,2020/7/5,0,0
58a8b999-7c30-4a8a-bdb9-857d9237da20,exposed,2020/7/5,0,0
58c63f56-1817-424d-bd53-b9ce75254172,exposed,2020/7/5,0,0
597501bd-91a5-4ff7-86c9-8559b761eb29,exposed,2020/7/5,0,0
59a13339-7432-4d1e-ab67-e8562996c70d,control,2020/7/5,0,0
59a26b99-2add-4aa3-bf8c-7845da49f340,exposed,2020/7/5,0,0
59cc2ee4-e210-4b96-8e82-99d0a6cdbe9b,exposed,2020/7/5,1,0
59cd4b8c-f083-40e6-93d7-cd804ec37694,exposed,2020/7/5,0,0
5a16e026-e1f7-48c7-b822-310e3eb759b3,exposed,2020/7/5,0,0
5a413d45-2ef2-44e4-8197-c582065eb6ef,control,2020/7/5,0,0
5a7b14fa-0cd4-4a4f-a939-476e95b5481f,control,2020/7/5,0,0
5a86e02f-661b-4e6f-acac-5891ace15d93,exposed,2020/7/5,0,0
5b01df47-0f8b-49fe-8ead-2bb50bbc4282,exposed,2020/7/5,1,0
5b263bb9-2dbb-4631-bc7f-8db7102fc2f9,exposed,2020/7/5,0,0
5b53dd0a-a93a-4ff9-8941-bccc32142597,control,2020/7/5,0,0
5b7ee1ae-e37a-4776-9206-92385f2f92d7,exposed,2020/7/5,0,0
5c6adede-bf67-4fef-b0ca-796ada3ad082,exposed,2020/7/5,0,0
5c8c9ff8-4506-4717-9950-1c995348e91a,exposed,2020/7/5,0,0
5ca8e906-1e63-47ad-bb13-62d616a700c5,exposed,2020/7/5,0,0
5ca9ff09-b47c-4424-973e-8e553de8cd68,exposed,2020/7/5,0,0
5caff4ac-549a-43bd-b822-21e463a23aad,exposed,2020/7/5,0,1
5cb4c05a-2d79-41bc-8983-e0c9dbb0d288,exposed,2020/7/5,0,0
5d3bfabe-a4d3-4d53-9a0d-f2da5fa86bdb,control,2020/7/5,0,0
5d9378ab-0f22-43ee-a6ac-ae0ca965e6d9,exposed,2020/7/5,0,0
5db1ba4a-af17-4bf9-ae6b-f565948e06c7,exposed,2020/7/5,0,0
5dc18de0-c63c-4543-9a08-397f809122eb,control,2020/7/5,1,0
5ddaae7e-afd3-4f56-beb2-dcde09ba260e,exposed,2020/7/5,0,0
5e03b017-e69e-4739-ae8f-e5c79e86cd6b,control,2020/7/5,0,0
5e303643-f363-4eb9-8474-7600c6e1faef,exposed,2020/7/5,0,1
5e36cf21-813d-4a48-9bd1-b2e2165390b6,control,2020/7/5,0,0
5e974dec-6483-4af1-9a2e-0c167affb45a,control,2020/7/5,0,0
5f0219e5-0f63-4d35-a18f-af338d41bc50,control,2020/7/5,0,0
5fdc8207-d8ae-4f98-b745-ad38dca56cd8,control,2020/7/5,0,0
6072d756-8c0e-490a-9be2-4e9440e3aca2,exposed,2020/7/5,0,0
609742a4-45d1-4b52-a370-d4c31c7ab805,control,2020/7/5,0,0
60b8e44c-c175-4f24-b481-5dfa0c1a29f4,control,2020/7/5,0,0
60f4f2ec-8442-43a0-b50c-a4c27e173b1f,exposed,2020/7/5,0,0
6107b20b-37a6-4012-ab1f-b7b503c33e01,exposed,2020/7/5,0,0
611cc7be-e102-49c5-8bee-9d4d33d08ee1,exposed,2020/7/5,0,0
613fee65-7077-4e52-bbb9-4796fa72e386,exposed,2020/7/5,0,1
615b5b8b-3cb1-42cf-8542-40cc93e1e68e,exposed,2020/7/5,0,0
621c5a82-af95-4cb4-aa47-7b78f1727dc4,exposed,2020/7/5,0,0
62520336-3c54-49fc-8d7e-cd17614d15ee,control,2020/7/5,0,0
62782668-9bfd-4472-9dba-3c69f34269c2,exposed,2020/7/5,0,0
629dc9bb-8077-4359-b39d-d78b585baaee,exposed,2020/7/5,0,0
62d33cb1-7f22-4fac-b6d0-d3ebe3c9191b,exposed,2020/7/5,0,1
62defeb2-e72f-4276-af5f-c971d2e4a00e,exposed,2020/7/5,0,0
632d340b-4c43-46cf-92ef-5517617ada26,control,2020/7/5,0,0
6331c021-b728-427a-b1e2-9d1bc3182437,exposed,2020/7/5,0,0
6396d463-1b2e-44fa-bd84-1119136a432b,exposed,2020/7/5,0,0
63b92003-b823-44b6-b5aa-e417668f02ec,exposed,2020/7/5,0,1
63ee2508-24e2-44f6-b027-326e5dd25350,control,2020/7/5,0,0
6456744d-0017-4d98-9775-0f1554e5b71e,control,2020/7/5,0,0
6487e21c-fad7-4643-a55a-3f9e53c83c25,exposed,2020/7/5,0,0
64b90d6c-5748-4ce8-8784-fc97a11db25b,exposed,2020/7/5,0,0
65030d97-bdc8-4ac1-a102-38bc0a96f71c,exposed,2020/7/5,0,0
650fdd80-fff4-4592-bba1-5775d391c324,exposed,2020/7/5,0,0
65b1d7a6-ec37-42a8-b78d-9c46127a501f,control,2020/7/5,0,0
660bcbf2-e1e0-4715-8eeb-8f6c2dea3c41,exposed,2020/7/5,0,0
66afdec1-3abc-481b-a102-3aa65a61a111,exposed,2020/7/5,0,0
66c5cc81-f662-485f-97bb-d52dfa325130,exposed,2020/7/5,0,0
66e372d9-9311-451e-b2bd-de74b5e907b8,control,2020/7/5,0,0
6737c7e1-3eca-4cb3-80f0-007820737260,exposed,2020/7/5,0,0
67b35a26-f862-446e-8169-55553544c89c,exposed,2020/7/5,0,0
680dd8d2-7694-452f-9a80-d86e2f5f5277,exposed,2020/7/5,0,0
6843dfe8-d344-4013-861d-9cecf2ae55f2,control,2020/7/5,0,0
68fe5f66-6129-475f-9f8e-4fb1820436a2,exposed,2020/7/5,0,0
6906a78b-f3f8-48f2-9415-63bd326fb511,exposed,2020/7/5,0,0
691511ab-1309-47d4-8937-8632506fcbae,exposed,2020/7/5,0,0
6939aa0e-0e9b-48e6-b64a-2fde7578442e,exposed,2020/7/5,1,0
69d9c967-9d31-4309-95b3-791766ab5a1f,exposed,2020/7/5,0,1
69f6a5a3-7298-413c-96be-53f76d363326,control,2020/7/5,0,0
6a146ebb-62e2-40f6-aea3-1cfc142cd830,exposed,2020/7/5,0,0
6a2466f2-20c2-4b94-86c7-d5ce60276cb8,control,2020/7/5,0,0
6b49508c-5a14-496e-8812-3c0b83d776af,exposed,2020/7/5,0,0
6b4afd45-946b-404b-9fca-1bd602778454,control,2020/7/5,0,0
6bbc74ed-546f-48b5-bf91-cb8888e96286,exposed,2020/7/5,1,0
6bc4485b-f9f4-420f-8686-50b5c83efefe,exposed,2020/7/5,0,0
6caeb06d-0cd6-40a4-9f38-52213ec9df6d,exposed,2020/7/5,0,0
6cc9315e-54ba-4936-a709-e7d20021b5ef,control,2020/7/5,0,0
6d0db643-f385-4c3f-8cad-00e74b2fbd28,exposed,2020/7/5,0,0
6d2dc9e3-5d61-4e15-9360-d5942f21b4c5,control,2020/7/5,0,0
6d63d55a-c9cb-4a6b-a1d5-2b250c47de17,control,2020/7/5,0,0
6d839e25-1825-45e4-aaef-b0f6f2e522a5,control,2020/7/5,0,0
6e4d3ebd-1c96-4b81-9edc-28d405a7535f,exposed,2020/7/5,0,0
6e5b4c7c-c0aa-4286-8442-e9394bd0bfb2,exposed,2020/7/5,0,0
6e62dd00-356a-4e4b-a9dc-bd50b9940165,exposed,2020/7/5,0,0
6ee3d237-b8f7-4135-a0fa-d63273427a8f,exposed,2020/7/5,0,0
6f252042-05bc-4731-955a-911aea87ac52,control,2020/7/5,0,0
6f396c54-66f1-4c68-962a-473015cd3ca2,exposed,2020/7/5,0,0
6f4c189c-781b-42c3-8b18-fae2710e3b95,exposed,2020/7/5,0,0
6fe44b53-04ab-4624-adb7-0808317a392a,exposed,2020/7/5,0,0
7002e35a-e698-4e9f-9a44-1ba5050fea97,exposed,2020/7/5,1,0
709b7c46-f36c-4096-ace0-3af452f3171e,exposed,2020/7/5,0,0
7115c8e3-1fa8-4b24-b73b-de45a65b8199,control,2020/7/5,1,0
7117ce82-5572-4738-9397-fede652d13b3,control,2020/7/5,0,0
711d873b-f0a6-404a-822f-eac09a833b32,exposed,2020/7/5,0,0
7123a968-e954-4936-916a-63948196a3d9,exposed,2020/7/5,0,0
72823478-59ff-4ad9-8c0f-96388628a8db,exposed,2020/7/5,0,0
729e2702-0b19-4514-9221-06b8a02e0498,exposed,2020/7/5,0,1
72b7be14-4346-4a0e-ac9e-217f56d08882,exposed,2020/7/5,0,0
72e27b46-93f8-420d-b3dd-c4902d211bd9,control,2020/7/5,0,0
7329ae33-9181-4ab6-bba4-f7423da122f9,exposed,2020/7/5,0,1
73507605-2037-41e5-8c3d-51b4d87ed8b9,exposed,2020/7/5,0,0
735cce00-23c4-4949-991a-1840d14fab7b,exposed,2020/7/5,0,0
735d2323-b1f5-4fb8-9893-96a00e3a4e0f,control,2020/7/5,1,0
743f1771-d742-4f5a-8de8-106f294845dd,exposed,2020/7/5,0,0
745aca21-4404-4d39-8ab5-aa5503c64cf1,control,2020/7/5,0,0
7470c1aa-0569-4799-858a-b92cf7de25fe,control,2020/7/5,0,0
74b801b0-b81b-447c-87c9-cf13a564d8b2,control,2020/7/5,0,0
74e9cb3e-1016-4cd0-b490-9a062043c4c1,control,2020/7/5,0,0
75b41c86-3aa9-46a9-85af-fd6d91c73a6d,exposed,2020/7/5,0,0
75c2dbac-6640-4c52-aaa7-29af9567323a,exposed,2020/7/5,0,0
75d75ad2-2e54-4f0a-ab32-0118a5d0d10d,exposed,2020/7/5,0,0
75e6a5ef-178c-442e-a727-2a6247ca1a53,exposed,2020/7/5,0,0
768b501e-8fbe-4bd0-bf48-c899559e7914,exposed,2020/7/5,0,0
76d08f64-d40b-49c3-ad3b-f09b4b710bf6,control,2020/7/5,0,0
76dc8507-2c0a-4e37-ac55-3bb6001ef969,exposed,2020/7/5,0,0
77034a8e-6d8c-4100-b0e1-98c55967cdaa,control,2020/7/5,0,0
77d8ae19-1760-4791-80e7-fe344f3e9a20,exposed,2020/7/5,0,0
786b68d0-fc22-47ad-8a8f-b23ce51ab930,exposed,2020/7/5,0,0
78b87c44-3565-4bd7-b3bd-80dd7f0c91c3,exposed,2020/7/5,0,0
78ef8c28-e891-4057-b00d-4aedb4a4ab81,exposed,2020/7/5,0,0
790af377-8015-4a40-8c2f-d60ee887619b,exposed,2020/7/5,0,0
7945f382-6d4a-4487-9311-27004eed1012,control,2020/7/5,1,0
79b7f6c5-8395-49e8-8fd8-2896f2437452,exposed,2020/7/5,0,0
79d97687-fc1b-4c85-b3b7-c971179d0a62,control,2020/7/5,0,0
7a6a12b5-c746-477b-bb51-a0f5c0dbbc18,exposed,2020/7/5,0,0
7a7380d7-9137-4ab0-a76d-15438478b3e4,exposed,2020/7/5,0,0
7aa1122d-d9ad-4f05-988b-dbe3dbbbf101,control,2020/7/5,0,0
7add998c-a06c-4fd7-a9fd-620023bab78f,exposed,2020/7/5,0,0
7b1cda23-b02f-4a9f-871c-0ecd879f5c6c,exposed,2020/7/5,0,0
7b4f370f-36fe-47b2-930b-94d0f284682a,exposed,2020/7/5,0,0
7b9ad01c-190b-4bf1-929f-7f7a27e77df2,control,2020/7/5,0,0
7bc05c51-f0a2-4a24-8760-ae3fb6cc9ed7,control,2020/7/5,0,0
7be54469-b91b-4e15-b9cc-e6afbb3f4b97,exposed,2020/7/5,0,0
7bef6141-c2e4-42d8-866e-5f6bf642fe53,exposed,2020/7/5,0,0
7c003bed-32c3-4236-abf0-f571debe769b,exposed,2020/7/5,1,0
7c9a9f9a-0970-4bf8-b49c-69262de2ed8e,control,2020/7/5,0,0
7ca0e8e8-d33a-4b9d-9dd8-d06c811654f3,control,2020/7/5,0,0
7cae36bc-1a6b-4e88-8ee0-7d7b631a1670,control,2020/7/5,0,0
7cb69e16-8c50-4190-a7d1-9383c5acce0b,control,2020/7/5,0,0
7d16ebd6-b007-41c6-8737-f4e04c92cd0e,exposed,2020/7/5,1,0
7d319dfb-28d9-4351-be1d-b40a46aadffb,control,2020/7/5,0,0
7d4fe07e-94db-429b-9d8e-a335c3133d34,exposed,2020/7/5,0,0
7dec7680-8251-4c68-9bfa-f94d1ef7fc7d,control,2020/7/5,0,0
7e194f7f-bb6d-44a1-ba56-0d5c2983b41a,exposed,2020/7/5,0,0
7eec7aaa-778b-471d-899c-29cb93aba47b,exposed,2020/7/5,0,0
7ef36884-f79c-4981-b320-34241773e14e,control,2020/7/5,0,0
7efb5c7d-30b6-4ecc-a8fb-5297d714cbeb,exposed,2020/7/5,0,0
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fa08cc11-e291-4891-90db-6e8451607e19,exposed,2020/7/5,0,0
fa33d30a-0b42-44f4-8dda-da41e0a553de,exposed,2020/7/5,0,0
fa51ebf1-bf84-4b10-8479-461fd4cce4e7,exposed,2020/7/5,0,1
fa80ffba-4a6f-43ea-889b-94b96e5c5381,control,2020/7/5,0,0
faeb2624-b351-4ff6-8849-9bf45f1898aa,exposed,2020/7/5,0,0
fb7c8751-e15c-4686-9ed3-cf08d865aa76,control,2020/7/5,0,0
fba0f9ec-6b00-4534-8c58-fd7ba005d7ba,exposed,2020/7/5,0,0
fc16298f-ca7b-406e-9bc8-a0399d25cdc0,exposed,2020/7/5,0,0
fc8fe0f9-5194-4121-b5a8-84d3d2161877,control,2020/7/5,0,0
fc902c99-7189-4950-8eee-194a23bd0e0c,control,2020/7/5,0,0
fcad568e-da50-42d9-bfe8-d8056b5eb3a9,control,2020/7/5,0,1
fcb9f779-317b-41c0-99af-ebc7780980e9,control,2020/7/5,0,0
fced79ee-6867-470a-bd8b-afc2f0ee5b11,control,2020/7/5,0,0
fd096dd9-a9ca-400a-89da-f659834a1072,control,2020/7/5,0,1
fe642869-43a1-4141-a1fc-5a869104acc3,exposed,2020/7/5,0,0
fe96bef7-8e0f-4e02-8401-f591313b454f,exposed,2020/7/5,0,0
ff48ce1a-eb3e-494e-9e66-c81f8f6b7a33,control,2020/7/5,0,0
ff66effd-ab13-488a-b4ee-9489483246ed,control,2020/7/5,0,0
ffa08ff9-a132-4051-aef5-01a9c79367bc,exposed,2020/7/5,1,0
ffc594ef-756c-4d24-a310-0d8eb4e11eb7,exposed,2020/7/5,0,0
ffea24ec-cec1-43fb-b1d1-8f93828c2be2,exposed,2020/7/5,0,0
ffeeed62-3f7c-4a6e-8ba7-95d303d40969,exposed,2020/7/5,0,0

Columns Description for the dataset above:

• auction_id: the unique id of the online user who has been presented the BIO. In standard terminologies this is called an impression id. The user may see the BIO questionnaire but choose not to respond. In that case both the yes and no columns are zero.
• experiment: which group the user belongs to: control or exposed. control: users who have been shown a dummy ad; exposed: users who have been shown a creative, an online interactive ad, with the SmartAd brand.
• date: the date in YYYY-MM-DD format
• yes: 1 if the user chooses the “Yes” radio button for the BIO questionnaire.
• no: 1 if the user chooses the “No” radio button for the BIO questionnaire.

[cosmic-flood]

I have a dataset that I want you to help me to run a AB testing with frequentist approach, and tell me who is statistic significant winner:

Below is the file content of csv format and the explaination of data:

auction_id,experiment,date,yes,no
1,control,2020/7/3,0,0
2,control,2020/7/3,0,0
3,control,2020/7/3,0,0
4,control,2020/7/3,0,0
5,control,2020/7/3,0,0
6,control,2020/7/3,0,0
8,control,2020/7/3,0,0
9,control,2020/7/3,0,1
10,control,2020/7/3,0,0
11,control,2020/7/3,0,0
12,control,2020/7/3,0,0
13,control,2020/7/3,0,0
14,control,2020/7/3,0,0
15,control,2020/7/3,0,0
16,control,2020/7/3,0,0
17,control,2020/7/3,0,0
18,control,2020/7/3,1,0
19,control,2020/7/3,0,1
20,control,2020/7/3,0,0
22,control,2020/7/3,0,0
24,control,2020/7/3,0,1
25,control,2020/7/3,0,0
26,control,2020/7/3,0,0
27,control,2020/7/3,0,0
28,control,2020/7/3,0,0
29,control,2020/7/3,0,0
30,control,2020/7/3,0,0
31,control,2020/7/3,0,0
32,control,2020/7/3,0,0
33,control,2020/7/3,0,1
35,control,2020/7/3,0,0
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48,control,2020/7/3,0,0
50,control,2020/7/3,0,1
51,control,2020/7/3,1,0
52,control,2020/7/3,0,0
53,control,2020/7/3,0,0
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73,control,2020/7/3,0,0
74,control,2020/7/3,0,0
75,control,2020/7/3,0,0
76,control,2020/7/3,1,0
79,control,2020/7/3,0,0
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99,control,2020/7/3,0,1
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107,control,2020/7/3,1,0
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127,control,2020/7/3,1,0
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141,control,2020/7/3,0,1
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158,control,2020/7/3,0,1
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7,exposed,2020/7/3,0,0
21,exposed,2020/7/3,0,1
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954,exposed,2020/7/3,0,0
965,exposed,2020/7/3,0,1
972,exposed,2020/7/3,0,0
978,exposed,2020/7/3,0,0
979,exposed,2020/7/3,0,0
981,exposed,2020/7/3,1,0
988,exposed,2020/7/3,0,0
989,exposed,2020/7/3,0,0
990,exposed,2020/7/3,0,0
994,exposed,2020/7/3,0,0
995,exposed,2020/7/3,0,0
998,exposed,2020/7/3,0,0
1001,exposed,2020/7/3,0,0
1004,exposed,2020/7/3,0,0
1005,exposed,2020/7/3,0,0
1007,exposed,2020/7/3,0,0
1008,exposed,2020/7/3,0,0
1015,exposed,2020/7/3,0,0
1016,exposed,2020/7/3,1,0
1019,exposed,2020/7/3,0,0
1024,exposed,2020/7/3,1,0
1027,exposed,2020/7/3,1,0
1028,exposed,2020/7/3,0,0
1034,exposed,2020/7/3,0,0
1035,exposed,2020/7/3,1,0
1036,exposed,2020/7/3,0,0
1038,exposed,2020/7/3,0,0
1042,exposed,2020/7/3,0,0
1043,exposed,2020/7/3,0,0
1049,exposed,2020/7/3,0,0

Columns Description for the dataset above:

• the unique id of the online user who has been presented the BIO. In standard terminologies this is called an impression id. The user may see the BIO questionnaire but choose not to respond. In that case both the yes and no columns are zero.
• experiment: which group the user belongs to: control or exposed. control: users who have been shown a dummy ad; exposed: users who have been shown a creative, an online interactive ad, with the SmartAd brand.
• date: the date in YYYY-MM-DD format
• yes: 1 if the user chooses the “Yes” radio button for the BIO questionnaire.
• no: 1 if the user chooses the “No” radio button for the BIO questionnaire.