Ref: https:\/\/rud.is\/b\/2022\/12\/19\/2022-hanukkah-of-data-puzzle-1\/<\/p>\n
library(tidyverse)\n\ncust <- read_csv(\"~\/Downloads\/noahs-csv\/noahs-customers.csv\")\norders_items <- read_csv(\"~\/Downloads\/noahs-csv\/noahs-orders_items.csv\")\norders <- read_csv(\"~\/Downloads\/noahs-csv\/noahs-orders.csv\")\nproducts <- read_csv(\"~\/Downloads\/noahs-csv\/noahs-products.csv\")\n\norders_items |> \n left_join(products) -> oip\n\norders |> \n left_join(oip) -> orders\n\norders |> \n filter(\n 2017 == lubridate::year(ordered),\n grepl(\"cleaner|bagel\", desc, ignore.case=TRUE)\n ) |> \n group_by(customerid, orderid) |> \n summarise(\n ord = paste0(desc, collapse=\"; \"),\n n = n()\n ) |> \n arrange(desc(n)) # look for bagel + rug cleaner\n\ncust |> \n filter(customerid == '####') |> \n select(phone)\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"Ref: https:\/\/rud.is\/b\/2022\/12\/19\/2022-hanukkah-of-data-puzzle-1\/ library(tidyverse) cust <- read_csv(“~\/Downloads\/noahs-csv\/noahs-customers.csv”) orders_items <- read_csv(“~\/Downloads\/noahs-csv\/noahs-orders_items.csv”) orders <- read_csv(“~\/Downloads\/noahs-csv\/noahs-orders.csv”) products <- read_csv(“~\/Downloads\/noahs-csv\/noahs-products.csv”) orders_items |> left_join(products) -> oip orders |> left_join(oip) -> orders orders |> filter( 2017 == lubridate::year(ordered), grepl(“cleaner|bagel”, desc, ignore.case=TRUE) ) |> group_by(customerid, orderid) |> summarise( ord = paste0(desc, collapse=”; “), n = n() ) |> arrange(desc(n)) # look for bagel […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[91],"tags":[],"class_list":["post-13688","post","type-post","status-publish","format-standard","hentry","category-r"],"yoast_head":"\n
2022 Hanukkah of Data \u2022 Puzzle 2 - rud.is<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/rud.is\/b\/2022\/12\/20\/2022-hanukkah-of-data-puzzle-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2022 Hanukkah of Data \u2022 Puzzle 2 - rud.is\" \/>\n<meta property=\"og:description\" content=\"Ref: https:\/\/rud.is\/b\/2022\/12\/19\/2022-hanukkah-of-data-puzzle-1\/ library(tidyverse) cust <- read_csv("~\/Downloads\/noahs-csv\/noahs-customers.csv") orders_items <- read_csv("~\/Downloads\/noahs-csv\/noahs-orders_items.csv") orders <- read_csv("~\/Downloads\/noahs-csv\/noahs-orders.csv") products <- read_csv("~\/Downloads\/noahs-csv\/noahs-products.csv") orders_items |> left_join(products) -> oip orders |> left_join(oip) -> orders orders |> filter( 2017 == lubridate::year(ordered), grepl("cleaner|bagel", desc, ignore.case=TRUE) ) |> group_by(customerid, orderid) |> summarise( ord = paste0(desc, collapse="; "), n = n() ) |> arrange(desc(n)) # look for bagel […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/rud.is\/b\/2022\/12\/20\/2022-hanukkah-of-data-puzzle-2\/\" \/>\n<meta property=\"og:site_name\" content=\"rud.is\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-20T16:20:45+00:00\" \/>\n<meta name=\"author\" content=\"hrbrmstr\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"hrbrmstr\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/\"},\"author\":{\"name\":\"hrbrmstr\",\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/#\\\/schema\\\/person\\\/d7cb7487ab0527447f7fda5c423ff886\"},\"headline\":\"2022 Hanukkah of Data \u2022 Puzzle 2\",\"datePublished\":\"2022-12-20T16:20:45+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/\"},\"wordCount\":10,\"commentCount\":1,\"publisher\":{\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/#\\\/schema\\\/person\\\/d7cb7487ab0527447f7fda5c423ff886\"},\"articleSection\":[\"R\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/\",\"url\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/\",\"name\":\"2022 Hanukkah of Data \u2022 Puzzle 2 - rud.is\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/#website\"},\"datePublished\":\"2022-12-20T16:20:45+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/2022\\\/12\\\/20\\\/2022-hanukkah-of-data-puzzle-2\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/rud.is\\\/b\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"2022 Hanukkah of Data \u2022 Puzzle 2\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/rud.is\\\/b\\\/#website\",\"url\":\"https:\\\/\\\/rud.is\\\/b\\\/\",\"name\":\"rud.is\",\"description\":\""In God we trust. 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All others must bring data"","publisher":{"@id":"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/rud.is\/b\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886","name":"hrbrmstr","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","url":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","contentUrl":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","width":460,"height":460,"caption":"hrbrmstr"},"logo":{"@id":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1"},"description":"Don't look at me\u2026I do what he does \u2014 just slower. #rstats avuncular \u2022 ?Resistance Fighter \u2022 Cook \u2022 Christian \u2022 [Master] Chef des Donn\u00e9es de S\u00e9curit\u00e9 @ @rapid7","sameAs":["http:\/\/rud.is"],"url":"https:\/\/rud.is\/b\/author\/hrbrmstr\/"}]}},"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p23idr-3yM","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":13685,"url":"https:\/\/rud.is\/b\/2022\/12\/19\/2022-hanukkah-of-data-puzzle-1\/","url_meta":{"origin":13688,"position":0},"title":"2022 Hanukkah of Data \u2022\u00a0Puzzle 1","author":"hrbrmstr","date":"2022-12-19","format":false,"excerpt":"Visiting #2 and doing some $WORK-work, but intrigued with Hanukkah of Data since Puzzle 0 was solvable with a ZIP password cracker (the calendar date math seemed too trivial to bother with). 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Given that necessity fosters invention it\u2026","rel":"","context":"In "ggplot"","block_context":{"text":"ggplot","link":"https:\/\/rud.is\/b\/category\/ggplot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2018\/08\/le-wtg-02.png?fit=958%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2018\/08\/le-wtg-02.png?fit=958%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2018\/08\/le-wtg-02.png?fit=958%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2018\/08\/le-wtg-02.png?fit=958%2C1200&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":6046,"url":"https:\/\/rud.is\/b\/2017\/05\/31\/drilling-into-csvs-teaser-trailer\/","url_meta":{"origin":13688,"position":2},"title":"Drilling Into CSVs \u2014 Teaser Trailer","author":"hrbrmstr","date":"2017-05-31","format":false,"excerpt":"I used reading a directory of CSVs as the foundational example in my recent post on idioms. 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I'm always on the lookout for optimized shapefiles and clean data (I'm teaching a data science certificate program starting this Fall) and the speed of the site load and the\u2026","rel":"","context":"In "cartography"","block_context":{"text":"cartography","link":"https:\/\/rud.is\/b\/category\/cartography\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":11759,"url":"https:\/\/rud.is\/b\/2019\/01\/10\/roll-your-own-federal-government-shutdown-caused-ssl-certificate-expiration-monitor-in-r\/","url_meta":{"origin":13688,"position":4},"title":"Roll Your Own Federal Government Shutdown-caused SSL Certificate Expiration Monitor in R","author":"hrbrmstr","date":"2019-01-10","format":false,"excerpt":"By now, even remote villages on uncharted islands in the Pacific know that the U.S. is in the midst of a protracted partial government shutdown. It's having real impacts on the lives of Federal government workers but they aren't the only ones. Much of the interaction Federal agencies have with\u2026","rel":"","context":"In "R"","block_context":{"text":"R","link":"https:\/\/rud.is\/b\/category\/r\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/01\/plot_zoom_png-1.png?fit=1200%2C512&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/01\/plot_zoom_png-1.png?fit=1200%2C512&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/01\/plot_zoom_png-1.png?fit=1200%2C512&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/01\/plot_zoom_png-1.png?fit=1200%2C512&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2019\/01\/plot_zoom_png-1.png?fit=1200%2C512&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":11946,"url":"https:\/\/rud.is\/b\/2019\/02\/20\/i-just-wanted-the-data-turning-tableau-tidyverse-tears-into-smiles-with-base-r-an-encoding-detective-story\/","url_meta":{"origin":13688,"position":5},"title":"I Just Wanted The Data : Turning Tableau & Tidyverse Tears Into Smiles with Base R (An Encoding Detective Story)","author":"hrbrmstr","date":"2019-02-20","format":false,"excerpt":"Those outside the Colonies may not know that Payless\u2014a national chain that made footwear affordable for millions of 'Muricans who can't spare $100.00 USD for a pair of shoes their 7 year old will outgrow in a year\u2014 is closing. CNBC also had a story that featured a choropleth with\u2026","rel":"","context":"In "data wrangling"","block_context":{"text":"data wrangling","link":"https:\/\/rud.is\/b\/category\/data-wrangling\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/13688","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/comments?post=13688"}],"version-history":[{"count":0,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/13688\/revisions"}],"wp:attachment":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/media?parent=13688"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/categories?post=13688"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/tags?post=13688"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}