Latte Common sense: Uncovering Coffee Traits with SQL 1. INTRODUCTION A. The Preamble Coffee isn’t at ease a beverage; it’s an enterprise pulsing with regional trends, exponential verbalize, and transferring enterprise fashions. To establish of living the stage in your SQL assignment, assist in thoughts the following landscape all over Southeast Asia and North The United States: Southeast Asia: Swiftly Growth & Native Champions Café Amazon offered an fabulous 400 million cups in 2024, about 1.1 million per day, and now operates nearly 4,922 shops globally, with 4,485 in Thailand alone. Supply: https://www.nationthailand.com/enterprise/company/40050529 Malaysian-born Zuspresso (ZUS Coffee) is decided to declare heart’s contents to 200 new shops this one year, surpassing Starbucks in Malaysia. Supply: https://www.bloomberg.com/info/articles/2025-04-23/zus-coffee-to-add-200-southeast-asia-shops-in-starbucks-duel Indonesian chains are scaling fleet: Kopi Kenangan now boasts over 900 shops all over the establish, whereas Fore Coffee has launched 210+ shops in Indonesia, with growth into Singapore. Supply: https://en.wikipedia.org/wiki/Kopi_Kenangan These verbalize trajectories underscore the importance of tracking key metrics, together with outlet counts, on a fashioned foundation cup gross sales, geographic growth, and local versus world imprint comparisons. North The United States: Maturing Market & Strategic Pivoting The U.S. café enterprise is projected to generate around $74 billion in 2025, marked by a passe but fragmented sector the establish chains and independents alike compete fiercely. Supply: https://www.mmcginvest.com/submit/united states of americacoffee-store-enterprise-market-diagnosis-navigating-maturity-margin-tension-and-the-mandate-fo Enormous names proceed to adapt: Starbucks is renovating 1,000 shops to emphasise them as crew “third locations” and mandating more in-establish of job days for company personnel to reinvigorate its café roots. Supply: https://www.the-sun.com/money/14579316/starbucks-clutch-and-jog-future/ In the intervening time, Royal Coffee is elevating retail costs attributable to rising bean charges, tariffs, and elevated logistics—a alternate seemingly to ripple all over the sector. Supply: https://www.businessinsider.com/raised-coffee-costs-establish a question to-other-cafes-retailers-will-too-2025-4 These trends underscore masses of info questions, which we detect in this assignment. Write My Project Hire a Skilled Essay & Project Creator for ending your Academic Assessments Native Singapore Writers Team 100% Plagiarism-Free Essay Best Pride Charge Free Revision On-Time Supply 2. DATA DESCRIPTIONS You is also offered with a dataset extracted from masses of start sources. Consult with the corresponding sources for column descriptions and background info. The dataset consists of multiple tables. Namely, 1. baristacoffeesalestbl Sourced from https://www.kaggle.com/datasets/yashparab/barista-coffee-gross sales-info-for-eda-csv 2. caffeine_intake_tracker Sourced from https://www.kaggle.com/datasets/prekshad2166/caffeine-intake-tracker-csv 3. coffeesales Sourced from https://www.kaggle.com/datasets/visabelsarahsargunar/coffee-gross sales-dataset 3 added columns: coffeeID shopID customer_id Stumble on Q8 for distinguished points. 4. consumerpreference Sourced from https://datadryad.org/dataset/doi:10.25338/B8993H 5. list_coffee_shops_in_kota_bogor Sourced from https://www.kaggle.com/datasets/mrbuitenzorg/list-coffee-retailers-in-kota-bogor 6. prime-rated-coffee Sourced from https://www.kaggle.com/datasets/asimmahmudov/prime-rated-coffee To mimic fashioned safety policies in work settings, you’ve to utilize the SQL database implementations offered with this file to complete your assignment. Likewise, you SHOULD NOT modify the database (i.e., info sorts, table constructions) to complete this assignment. 3. PROJECT DELIVERABLES The due date for the assignment is 3 October 2025 (23:59 hrs NTULearn server time) You is also totally expected to submit one file, as follows: 1 x SQL script file You is also tasked to come by some SQL scripts to seek info from the data, as follows: You is also to make SQL scripts (e.g., SELECT statements) that generate answers for the following queries. IMPORTANT: You is also inspired to give in-line comments to deliver your logic. Severely, in the event you detect info points (e.g., info sorts) that necessitate cleansing and/or conversion, you’ve to deliver the reasons and your corresponding suggestions. If your seek info from output differs from the instant output, you’ve to justify your output in the event you suspect your output is honest or more becoming to the question. Otherwise, your solution will be deemed invalid. 1. [1 mark] Desk practical: How many product classes are there? For every product class, deliver the number of records. 2. [2 marks] Desk practical: For every customer_gender and loyalty_member variety, deliver the number of records. For the length of the same consequence, inside of every customer_gender and loyalty_member variety, for every is_repeat_customer variety, deliver the number of records. Aquire Customized Reply of This Overview & Raise Your Grades Decide up A Free Quote 3. [1 mark] Desk practical: For every product_category and customer_discovery_source, deliver the sum of total_amount. A / B variations required with inline comments to justify variations. 4. [1 mark] Desk practical: For every time_of_day class and gender, deliver the life like focus_level and life like sleep_quality. 5. [1 mark] Desk practical: List the amount of spending (money) recorded old to 12 and after 12. IMPORTANT: Discuss any info points seen with inline comments. 6. [1 mark] Tables practical: Comprise in thoughts 7 classes of Ph values pH >= 0.0 && pH < 1.0 pH >= 1.0 && pH < 2.0 pH >= 2.0 && pH < 3.0 pH >= 3.0 && pH < 4.0 pH >= 4.0 && pH < 5.0 pH >= 5.0 && pH < 6.0 pH >= 6.0 && pH < 7.0 For every class of Ph values, deliver the life like Liking, FlavorIntensity, Acidity, and Mouthfeel. 7. [3 mark] Tables practical: + + + IMPORTANT: The table name “prime-rated-coffee” incorporates hyphens. Stuck with a few homework assignments and feeling burdened ? Rob official tutorial assistance & Decide up 100% Plagiarism free papers Decide up A Free Quote Background: The barista crew (baristacoffeesalestbl) and coffee retailers in kota bogor (list_coffee_shops_in_kota_bogor) non-public a overall loyalty program. This query goals to deliver the synergy of this program (e.g., figuring out the a hit combinations of retailers) The 4 tables might possibly presumably very successfully be joint the utilize of the following structure and logic: Comprise in thoughts the above table constructions (i.e., columns): coffeesales.coffeeID = `prime-rated-coffee`.ID coffeesales.shopID = list_coffee_shops_in_kota_bogor.no coffeesales.customer_id = baristacoffeesalestbl.customer_id* * The matching between the two customer_id is difficult coffeesales.customer_id = 1 whereas baristacoffeesalestbl.customer_id = CUST_1 After becoming a member of the 4 tables, for every trans_month (coffeesaeles.date), list the tip 3 combinations of store_id (baristacoffeesalestbl) and shopID (coffeesales) primarily primarily based completely on the sum of money (coffeesales). The expected output is as follows: [The above is an illustration of the expected result structures (i.e., columns). The specific values can be inaccurate (e.g., data type conversions).] 4. SUBMISSION A submission folder will be made on hand on NTULearn. You might possibly presumably produce as many submissions as significant, but totally the most modern submission will be evaluated. The submission desires to be made by 3 October 2025, 23:59. Write My Project Hire a Skilled Essay & Project Creator for ending your Academic Assessments Native Singapore Writers Team 100% Plagiarism-Free Essay Best Pride Charge Free Revision On-Time Supply
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