README.md

Verve Group Engineering challenge (brief)

Business Model

Advertisement banners are displayed to users in a mobile application (app_id) in a country (country code) from an advertiser (advertiser_id). When this happens, an impression event is recorded and stored. Optionally, if the user clicks on the banner, a click event is recorded.

Input

Arguments

Your application should accept 2 lists of file names with click and impression events.

Impression event schema

• id (string): a UUID that identifies the impression.
• app_id (integer): an identifier of the application showing the impression.
• country_code (string): a 2-letter code for the country. It doesn't comply to any standard like ISO 3166.
• advertiser_id (integer): an identifier of the advertiser that bought the impression.

Example data can be found on impressions.json.

Click event schema

• impression_id (string): a reference to the UUID of the impression where the click was produced.
• revenue (double): the quantity of money paid by the advertiser when the click is tracked.

Example data can be found on clicks.json.

Goals

1. Read events stored in JSON files

Read the events for both impressions and clicks from the provided JSON files in your entry point. Some events may not comply with the provided schema. You can use the library of your choice to perform the JSON parsing.

2. Calculate metrics for some dimensions

The business team wants to check how some metrics perform depending on a few dimensions. For example, they would like to check how applications are performing depending on the country. This will be very useful for them, as they will be able to spot new opportunities or countries that are performing poorly.

Metrics:

• Count of impressions
• Count of clicks
• Sum of revenue

Dimensions:

• app_id
• country_code

Please, write the output to a JSON file using the following format:

[
  {
    "app_id": 1,
    "country_code": "US",
    "impressions": 102,
    "clicks": 12,
    "revenue": 10.2
  },
  ...
]

Technical requirements

• Write your application using the Scala or Python programming languages. You can choose the build tool of your choice.
• You can use a library of your choice to parse JSON and program arguments.
• Please don't use notebook software (Jupyter, Zeppelin, etc) for this
• Please, don't use any data processing framework (Spark, etc).
• Your application will be running on a single instance with 8 cores.

Please, provide your code as a git repository with a README on how to execute it with the sample files.

Questions?

If you have clarifying questions, don't hesitate to ask by email. Please don't leave comments directly on the Gist.

clicks.json

[
    {
        "impression_id": "97dd2a0f-6d42-4c63-8cd6-5270c19f20d6",
        "revenue": 2.091225600111518
    },
    {
        "impression_id": "43bd7feb-3fea-40b4-a140-d01a35ec1f73",
        "revenue": 2.4794577548980876
    },
    {
        "impression_id": "1b04c706-e3d7-4f70-aac8-25635fa24250",
        "revenue": 1.0617394700223026
    },
    {
        "impression_id": "31214d91-d950-4464-8316-ed3d302d49d3",
        "revenue": 2.074762244925742
    },
    {
        "impression_id": "fbb52038-4db1-46d3-a4de-108fd12cbfc7",
        "revenue": 2.7837584244414537
    },
    {
        "impression_id": "687f3be2-2313-4285-8f5e-0ecfad54ffba",
        "revenue": 1.092672005591224
    },
    {
        "impression_id": "8dd16258-0ad8-4fef-8755-dfc7293f3c66",
        "revenue": 0.2870588558221314
    },
    {
        "impression_id": "8dd16258-0ad8-4fef-8755-dfc7293f3c66",
        "revenue": 0.9263216549864005
    },
    {
        "impression_id": "ab769c09-d2e8-499b-8e8f-017c526910c8",
        "revenue": 2.510337274474828
    },
    {
        "impression_id": "f9fe7a5d-5e14-45fa-88e6-438313712694",
        "revenue": 0.9727774229461377
    },
    {
        "impression_id": "ee7269ad-b6e8-4e56-87f9-f57cc6a0dd9c",
        "revenue": 1.6532814538842284
    },
    {
        "impression_id": "1b04c706-e3d7-4f70-aac8-25635fa24250",
        "revenue": 0.11070535430157612
    },
    {
        "impression_id": "6e25e2a5-8759-40c0-9f82-b52c0d1e27c7",
        "revenue": 0.3882000126616689
    },
    {
        "impression_id": "fb1af15e-fb01-43c7-bbaf-bcb575ff3832",
        "revenue": 2.805668261816168
    },
    {
        "impression_id": "8dd16258-0ad8-4fef-8755-dfc7293f3c66",
        "revenue": 1.2350944309183376
    },
    {
        "impression_id": "8a391b7a-219e-4dc4-af11-8cd98e8165aa",
        "revenue": 1.9016930019722926
    },
    {
        "impression_id": "687f3be2-2313-4285-8f5e-0ecfad54ffba",
        "revenue": 2.311146626075167
    },
    {
        "impression_id": "8dd16258-0ad8-4fef-8755-dfc7293f3c66",
        "revenue": 1.779624641757908
    },
    {
        "impression_id": "97dd2a0f-6d42-4c63-8cd6-5270c19f20d6",
        "revenue": 0.5743063023425435
    },
    {
        "impression_id": "d73d8029-ce13-43c3-99b1-1676beeb9dd7",
        "revenue": 2.88042276972951
    },
    {
        "impression_id": "b2a60f0d-1d08-4738-9dc5-0eed9cddee82",
        "revenue": 0.1689766726354024
    },
    {
        "impression_id": "31214d91-d950-4464-8316-ed3d302d49d3",
        "revenue": 2.886210195117157
    },
    {
        "impression_id": "50fa7c0e-2a0a-4b1a-931d-75c92bd506b6",
        "revenue": 0.10522334895198328
    },
    {
        "impression_id": "2ae9fd3f-4c70-4d9f-9fe0-98cb2f0b7521",
        "revenue": 2.355039274931087
    },
    {
        "impression_id": "a36d3dfa-ed73-4977-8109-8fcf322d5495",
        "revenue": 0.934816649199471
    },
    {
        "impression_id": "8dd16258-0ad8-4fef-8755-dfc7293f3c66",
        "revenue": 0.9104921090010473
    },
    {
        "impression_id": "4f82500a-872d-46c6-bc2f-0005bda6a7a5",
        "revenue": 1.591483137531063
    },
    {
        "impression_id": "97dd2a0f-6d42-4c63-8cd6-5270c19f20d6",
        "revenue": 2.317782781232713
    },
    {
        "impression_id": "08ccf808-394a-46d2-b1e7-e941e252d729",
        "revenue": 2.177475546233961
    },
    {
        "impression_id": "fbb52038-4db1-46d3-a4de-108fd12cbfc7",
        "revenue": 2.8989780755277454
    },
    {
        "impression_id": "f9fe7a5d-5e14-45fa-88e6-438313712694",
        "revenue": 1.817074097181842
    },
    {
        "impression_id": "ee7269ad-b6e8-4e56-87f9-f57cc6a0dd9c",
        "revenue": 0.9432280011872725
    },
    {
        "impression_id": "1bf00ce9-e999-4029-813e-66d1ddc6b209",
        "revenue": 0.46322370274843294
    },
    {
        "impression_id": "e3e7169e-2014-4001-8b55-1eda0cbb21bc",
        "revenue": 0.7887114626004254
    },
    {
        "impression_id": "44f6748d-d504-4032-8b52-8668c19a7ac6",
        "revenue": 1.9590624223573
    },
    {
        "impression_id": "ab769c09-d2e8-499b-8e8f-017c526910c8",
        "revenue": 2.626196535885211
    },
    {
        "impression_id": "39d90df9-4b89-4ef5-bb70-78713790063e",
        "revenue": 1.9949210667208874
    },
    {
        "impression_id": "b2a60f0d-1d08-4738-9dc5-0eed9cddee82",
        "revenue": 0.790890330820907
    },
    {
        "impression_id": "4f82500a-872d-46c6-bc2f-0005bda6a7a5",
        "revenue": 1.1829177381119673
    },
    {
        "impression_id": "fb1af15e-fb01-43c7-bbaf-bcb575ff3832",
        "revenue": 2.7572354826793846
    },
    {
        "impression_id": "8d5e7dce-bab2-4fcf-bd94-6805f776baf1",
        "revenue": 0.8192333951784259
    },
    {
        "impression_id": "3e3b1372-eb14-4fea-856a-c5b1e6be6137",
        "revenue": 0.7730620602117813
    },
    {
        "impression_id": "3cd54dd2-6858-4726-8629-e9d672a75591",
        "revenue": 2.288805609892397
    },
    {
        "impression_id": "bdf8f849-1ac2-456e-9b92-a1e5355520f0",
        "revenue": 1.602064053294586
    },
    {
        "impression_id": "0c667f97-86cc-4393-bd4b-c41ce231fbb8",
        "revenue": 0.3566235732476115
    },
    {
        "impression_id": "af2c2db3-c854-423e-a940-97b0b90743f2",
        "revenue": 2.2900304644494436
    },
    {
        "impression_id": "1bf2baef-335d-4a6b-8bdd-dadab491af79",
        "revenue": 2.7308513459262533
    },
    {
        "impression_id": "bf0d23a1-d49c-405d-8288-3246ac184e87",
        "revenue": 2.6136442634380566
    },
    {
        "impression_id": "43bd7feb-3fea-40b4-a140-d01a35ec1f73",
        "revenue": 0.9529975480693441
    },
    {
        "impression_id": "5deacf2d-833a-4549-a398-20a0abeec0bc",
        "revenue": 1.6962802209281367
    },
    {
        "impression_id": "3cd54dd2-6858-4726-8629-e9d672a75591",
        "revenue": 1.9662498570378535
    },
    {
        "impression_id": "b78e16d0-1c4d-4311-838b-363fc7fe28c0",
        "revenue": 1.5290567181230301
    },
    {
        "impression_id": "be2a64b4-7938-4a02-8543-8bdc51b8bf56",
        "revenue": 2.1539865559448788
    },
    {
        "impression_id": "44f6748d-d504-4032-8b52-8668c19a7ac6",
        "revenue": 0.7709629985242573
    },
    {
        "impression_id": "cbbbb827-f702-42fd-9123-bbbb528a9738",
        "revenue": 1.0634141002481379
    },
    {
        "impression_id": "39d90df9-4b89-4ef5-bb70-78713790063e",
        "revenue": 1.7036383635816315
    },
    {
        "impression_id": "be391a1d-b7d6-43af-8beb-a2b393d6b4ce",
        "revenue": 0.5820968985377619
    },
    {
        "impression_id": "687f3be2-2313-4285-8f5e-0ecfad54ffba",
        "revenue": 2.5367039780462792
    },
    {
        "impression_id": "77e8e3b3-de60-4de6-8473-00bf55c45878",
        "revenue": 1.2663554701755555
    },
    {
        "impression_id": "8a391b7a-219e-4dc4-af11-8cd98e8165aa",
        "revenue": 2.6879509240127675
    },
    {
        "impression_id": "b78e16d0-1c4d-4311-838b-363fc7fe28c0",
        "revenue": 1.0257388273056738
    },
    {
        "impression_id": "bdf8f849-1ac2-456e-9b92-a1e5355520f0",
        "revenue": 1.0036069450029457
    },
    {
        "impression_id": "c99f4a5f-6d5b-4bfe-bc4b-26af02f74bb1",
        "revenue": 1.8493484682417043
    },
    {
        "impression_id": "687f3be2-2313-4285-8f5e-0ecfad54ffba",
        "revenue": 1.0760803729492003
    },
    {
        "impression_id": "f30413d6-e526-4adb-a716-721a946bc8d3",
        "revenue": 0.5133344560752745
    },
    {
        "impression_id": "fa30432d-07fd-47e8-92e2-ff2f4ea095d4",
        "revenue": 1.3225157276596595
    },
    {
        "impression_id": "daf69ff1-2057-4ac8-9de0-d2a080cd48a5",
        "revenue": 2.2900226420743954
    },
    {
        "impression_id": "b78e16d0-1c4d-4311-838b-363fc7fe28c0",
        "revenue": 0.1289701768874973
    },
    {
        "impression_id": "e96e4da4-9b15-421b-a2d0-437235945675",
        "revenue": 0.24294155968937495
    },
    {
        "impression_id": "b15449b6-14c9-406b-bce9-749805dd6a3e",
        "revenue": 2.012664691281706
    },
    {
        "impression_id": "72a5a121-ca88-421e-b2b5-b14d105aeda8",
        "revenue": 2.1352439722841217
    },
    {
        "impression_id": "fdc0a639-4b2d-4332-8f4e-7e08086a78c3",
        "revenue": 1.8534789639020717
    },
    {
        "impression_id": "5b6211e2-cb03-4137-933a-86b36978cb1f",
        "revenue": 2.345113915728606
    },
    {
        "impression_id": "81cf2616-4fb5-4c47-8517-00dbea47984d",
        "revenue": 1.6718245743726523
    },
    {
        "impression_id": "01e1d53d-a882-4281-86c3-e2ab1a666f18",
        "revenue": 1.319780897610233
    },
    {
        "impression_id": "3cd54dd2-6858-4726-8629-e9d672a75591",
        "revenue": 2.4028849940723322
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    {
        "impression_id": "08ccf808-394a-46d2-b1e7-e941e252d729",
        "revenue": 1.4832405842783407
    },
    {
        "impression_id": "c4587dd9-6eef-4fc5-a701-2e472458b821",
        "revenue": 0.5559194924432173
    },
    {
        "impression_id": "8d5e7dce-bab2-4fcf-bd94-6805f776baf1",
        "revenue": 0.5292679876935105
    },
    {
        "impression_id": "b78e16d0-1c4d-4311-838b-363fc7fe28c0",
        "revenue": 0.7474906930455572
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    {
        "impression_id": "980e11e7-92b5-4c64-b00e-1981bafb4e7a",
        "revenue": 1.5881180469456961
    },
    {
        "impression_id": "001a597e-221e-47b3-8928-1c339cd00ea4",
        "revenue": 1.7850731637876602
    },
    {
        "impression_id": "3cd54dd2-6858-4726-8629-e9d672a75591",
        "revenue": 1.6691397967168249
    },
    {
        "impression_id": "b78e16d0-1c4d-4311-838b-363fc7fe28c0",
        "revenue": 2.4418090540683313
    },
    {
        "impression_id": "9d683266-bd60-42dd-9754-e68c100f62ff",
        "revenue": 1.8015455267890215
    },
    {
        "impression_id": "b07af059-4776-4d24-aaea-2c2628c2d613",
        "revenue": 0.18799825448970695
    },
    {
        "impression_id": "5deacf2d-833a-4549-a398-20a0abeec0bc",
        "revenue": 0.4269210481157014
    },
    {
        "impression_id": "daf69ff1-2057-4ac8-9de0-d2a080cd48a5",
        "revenue": 0.22035384742444436
    },
    {
        "impression_id": "fb1af15e-fb01-43c7-bbaf-bcb575ff3832",
        "revenue": 0.1289901310109356
    },
    {
        "impression_id": "77e8e3b3-de60-4de6-8473-00bf55c45878",
        "revenue": 1.0135012622509745
    },
    {
        "impression_id": "2ae9fd3f-4c70-4d9f-9fe0-98cb2f0b7521",
        "revenue": 2.0703451536265844
    },
    {
        "impression_id": "fbb52038-4db1-46d3-a4de-108fd12cbfc7",
        "revenue": 2.2876192320820903
    },
    {
        "impression_id": "a94c843b-97de-4f59-be3c-2f71adeaf961",
        "revenue": 2.2708678678794088
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    {
        "impression_id": "11454767-ba1e-4e86-ba00-242dc85e73a4",
        "revenue": 0.9545479001418805
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    {
        "impression_id": "b2a60f0d-1d08-4738-9dc5-0eed9cddee82",
        "revenue": 0.80450874493205
    }
]

impressions.json

[
    {
        "app_id": 32,
        "advertiser_id": 8,
        "country_code": "UK",
        "id": "a39747e8-9c58-41db-8f9f-27963bc248b5"
    },
    {
        "app_id": 30,
        "advertiser_id": 17,
        "country_code": null,
        "id": "5deacf2d-833a-4549-a398-20a0abeec0bc"
    },
    {
        "app_id": 4,
        "advertiser_id": 15,
        "country_code": "IT",
        "id": "2ae9fd3f-4c70-4d9f-9fe0-98cb2f0b7521"
    },
    {
        "app_id": 22,
        "advertiser_id": 20,
        "country_code": "IT",
        "id": "fbb52038-4db1-46d3-a4de-108fd12cbfc7"
    },
    {
        "app_id": 9,
        "advertiser_id": 32,
        "country_code": "",
        "id": "b15449b6-14c9-406b-bce9-749805dd6a3e"
    },
    {
        "app_id": 24,
        "advertiser_id": 27,
        "country_code": "",
        "id": "50fa7c0e-2a0a-4b1a-931d-75c92bd506b6"
    },
    {
        "app_id": 5,
        "advertiser_id": 12,
        "country_code": null,
        "id": "7d5488b6-db81-4a5e-87a0-6828bf75ec0a"
    },
    {
        "app_id": 30,
        "advertiser_id": 27,
        "country_code": "DE",
        "id": "8a391b7a-219e-4dc4-af11-8cd98e8165aa"
    },
    {
        "app_id": 9,
        "advertiser_id": 8,
        "country_code": "US",
        "id": "f9fe7a5d-5e14-45fa-88e6-438313712694"
    },
    {
        "app_id": 21,
        "advertiser_id": 10,
        "country_code": "IT",
        "id": "84365cb7-14d9-44de-a36e-ca5acc94af36"
    },
    {
        "app_id": 35,
        "advertiser_id": 33,
        "country_code": "IT",
        "id": "e96e4da4-9b15-421b-a2d0-437235945675"
    },
    {
        "app_id": 6,
        "advertiser_id": 13,
        "country_code": "",
        "id": "4f82500a-872d-46c6-bc2f-0005bda6a7a5"
    },
    {
        "app_id": 5,
        "advertiser_id": 12,
        "country_code": null,
        "id": "7d5488b6-db81-4a5e-87a0-6828bf75ec0a"
    },
    {
        "app_id": 28,
        "advertiser_id": 29,
        "country_code": "US",
        "id": "3cd54dd2-6858-4726-8629-e9d672a75591"
    },
    {
        "app_id": 15,
        "advertiser_id": 34,
        "country_code": "US",
        "id": "72a5a121-ca88-421e-b2b5-b14d105aeda8"
    },
    {
        "app_id": 22,
        "advertiser_id": 20,
        "country_code": "DE",
        "id": "31214d91-d950-4464-8316-ed3d302d49d3"
    },
    {
        "app_id": 2,
        "advertiser_id": 7,
        "country_code": "",
        "id": "daf69ff1-2057-4ac8-9de0-d2a080cd48a5"
    },
    {
        "app_id": 24,
        "advertiser_id": 27,
        "country_code": "",
        "id": "50fa7c0e-2a0a-4b1a-931d-75c92bd506b6"
    },
    {
        "app_id": 4,
        "advertiser_id": 21,
        "country_code": "",
        "id": "937d20d1-da7c-4af9-9e04-1266110475dd"
    },
    {
        "app_id": 5,
        "advertiser_id": 25,
        "country_code": "US",
        "id": "23eb72a5-6f0a-4767-988c-dd3f14c622a1"
    },
    {
        "app_id": 6,
        "advertiser_id": 13,
        "country_code": "",
        "id": "4f82500a-872d-46c6-bc2f-0005bda6a7a5"
    },
    {
        "app_id": 11,
        "advertiser_id": 18,
        "country_code": "US",
        "id": "001a597e-221e-47b3-8928-1c339cd00ea4"
    },
    {
        "app_id": 40,
        "advertiser_id": 31,
        "country_code": "US",
        "id": "cd843549-fe99-47ed-84d6-835dd0edb417"
    },
    {
        "app_id": 34,
        "advertiser_id": 28,
        "country_code": "DE",
        "id": "39d90df9-4b89-4ef5-bb70-78713790063e"
    },
    {
        "app_id": 13,
        "advertiser_id": 12,
        "country_code": "US",
        "id": "bdf8f849-1ac2-456e-9b92-a1e5355520f0"
    },
    {
        "app_id": 28,
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