tuning prompts

slack_processing/data/themes.json

@@ -0,0 +1,479 @@
+[
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "d&d",
+        "modifier": 0,
+        "message": "IMPORTANT ADDITION:  You do NOT need ANY experience or knowledge of D&D to join the one-shot campaign. R2 will walk you through everything you need to know. Don't be shy and join us! (edited)",
+        "person": "Keri W",
+        "postId": 2,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "After the summer, then I will be more available.",
+        "person": "Brad Merrell",
+        "postId": 3,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@here L&L starting in 5 mins. If you are in the office, Feel free to come to RICE. AI Tutoring: Paving the Way to Better Tomorrows in Education\nhttps://teams.microsoft.com/l/meetup-join/19%3ameeting_MTg2OWRkYzgtYTdmOS00NTk4LWE4MmQ[\u2026]2c%22Oid%22%3a%22bca811aa-1982-4f3b-b602-bca1a89180dc%22%7d",
+        "person": "Jay Patel",
+        "postId": 4,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "It's @Sam \u2019s 2 year Slalomversary. Sam, it's been a pleasure to be on a team with you and thanks for everything you do at _build, especially around the ERGs. Congratulations!",
+        "person": "Manik",
+        "postId": 5,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "@Sam happy Slalomversary!",
+        "person": "Naeem",
+        "postId": 6,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary @Sam",
+        "person": "Monika Rudra",
+        "postId": 7,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary, my dear friend! @Sam :hugging_face:",
+        "person": "\u028e\u05df\u05df\u01dd\u029e",
+        "postId": 8,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary, @Sam! :partyblob:",
+        "person": "David Bernal",
+        "postId": 9,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "maintenance",
+        "modifier": 0,
+        "message": "FYI at 3:30 today, I'll be taking the Arcade machine down for maintenance.  It will actually remain down until next Wednesday morning as I work through some marquee configuration.  :dealwithit:",
+        "person": "Doug Bowen",
+        "postId": 10,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "tour",
+        "modifier": 0,
+        "message": "Thank you to everyone who came into the office yesterday in support of our Build Center tour for Woodside Energy and AWS. Special thanks to @Christy Nolan and @Danny Weldon for their support presenting \u201chow we work\u201d and \u201cwhat we\u2019re working on\u201d. We\u2019re well positioned to win work with the buyer at Woodside stating \u201cseveral consulting companies have pitched to me but nobody aligns better with my vision than Slalom does\u201d.",
+        "person": "John Flaherty",
+        "postId": 11,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "time sheets",
+        "modifier": 0,
+        "message": "Reminder: Time sheets!",
+        "person": "Slackbot",
+        "postId": 13,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "date night",
+        "modifier": 0,
+        "message": "Date night with my wife at the Sugar Land Space Cowboys game.",
+        "person": "Steven Murray",
+        "postId": 15,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "father's day",
+        "modifier": 0,
+        "message": "Happy Father's day to all you _Builder Dads out there!",
+        "person": "Naeem",
+        "postId": 16,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "father's day",
+        "modifier": 0,
+        "message": "Anyone had any cool gifts/activities for Father\u2019s Day?",
+        "person": "Michelle Francisco",
+        "postId": 17,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "national cow appreciation",
+        "modifier": 0,
+        "message": "National Cow Appreciation Day - @julie.lowe how are the cows? :slightly_smiling_face: :cow:",
+        "person": "Michelle Francisco",
+        "postId": 18,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "sunburn",
+        "modifier": 0,
+        "message": "I applied sunscreen poorly and have stripes of sunburn....",
+        "person": "richard.hand",
+        "postId": 19,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "shopping",
+        "modifier": 0,
+        "message": "My 3 year old daughter went to GAP and selected a flower print shirt for my husband - Nishank (I have never seen him wear flower print, till yesterday). She also bought candy 'to share'.",
+        "person": "Mrinalini Shekhawat",
+        "postId": 20,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@channel  Who's going in on Wednesday!? For lunch, We will be having lunch from Bellagreen. If want lunch please drop a  :lunch-bag: by EOD today. This will help me determine how much to order! Thank you:build_heart: Options Below , comes with chips and fresh fruit...",
+        "person": "Ahmad Shareef",
+        "postId": 21,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "error handling",
+        "modifier": 0,
+        "message": "Hey, what do we do if B.R.A.D. kicks back and error? @Ethan Bowen @Doug Bowen",
+        "person": "Stanley Lee Bertrand",
+        "postId": 22,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "tour",
+        "modifier": 0,
+        "message": "@channel Also happening on Wednesday is the Woodside Build Center Tour beginning at 9am. I would like to have as many Builders in the office as possible. Please make every effort to be on-site. Thank you.",
+        "person": "John Flaherty",
+        "postId": 23,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "etiquette",
+        "modifier": 0,
+        "message": "how to tell someone sitting behind you chewing ice from a solo cup that it is really on your nerves?   - asking for a friend",
+        "person": "richard.hand",
+        "postId": 26,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "john",
+        "modifier": 0,
+        "message": "@Doug Bowen what's wrong with the J.O.H.N.?",
+        "person": "Michelle Francisco",
+        "postId": 27,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "Please wish @Christy Nolan a happy 2 year Slalomversary!",
+        "person": "Jason Riley",
+        "postId": 28,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "meeting",
+        "modifier": 0,
+        "message": "@here Good morning everyone! We are having our CCC today in the rice room from 9:00-10:00am!",
+        "person": "Alexa De La Garza",
+        "postId": 29,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "session logouts",
+        "modifier": 0,
+        "message": "Is anyone else getting signed out of their sessions from one day to the next? My Chrome tab that had a sharepoint open, logged me out, my Salesforce link, logged out... Anyone else?",
+        "person": "Richard Hand",
+        "postId": 30,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "identity",
+        "modifier": 0,
+        "message": "I am not @Richard Hand",
+        "person": "Michelle Francisco",
+        "postId": 31,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "shopping",
+        "modifier": 0,
+        "message": "UPDATE: They've been found! Thank you @Alexa De La Garza and @Josh Mascorro :meow_heart: If anyone sees/saw the wine bottles I won from the auction for Target Hunger can you please put them by Melanie\u2019s desk :melting_face: I think I left them by Rice where we were having karaoke or maybe even by the elevators.",
+        "person": "Inez Escandon",
+        "postId": 32,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "baking competition",
+        "modifier": 0,
+        "message": "@here :alert-blue:calling all bakers!! Want to show off your skills & take on a challenge to be titled the best baker in the Houston Build Center?? Then enter The Great Build Bake Off!! :chefkiss::blob-birthdaycake::first_place_medal::blobwhee: We are doing Cakes this round:blob-birthdaycake:! Sign up HERE & bring your best slices on Wednesday, June 14th. More deets below :point_down: Please be sure to pre-cut the cake into bite-size, before the judging There will be a People\u2019s Choice and Judges\u2019 Choice as winners You do not need to be present during the judging time to enter. Bakeoff (2).png",
+        "person": "Ahmad Shareef",
+        "postId": 33,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "parking",
+        "modifier": 0,
+        "message": "@here Hello folks! B.R.A.D is working again if anyone in the office needs parking validation :brad-badge::blue_car:",
+        "person": "Alexa De La Garza",
+        "postId": 34,
+        "themeSimilarity": "0.6674378132850192"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "severe weather",
+        "modifier": 0,
+        "message": "Severe T storms just hit Northside. High winds, torrential downpour, and the traditional ceremonial power outage.",
+        "person": "jmoney",
+        "postId": 35,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "safety",
+        "modifier": 0,
+        "message": "Be safe!",
+        "person": "Doug Bowen",
+        "postId": 36,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "I call this \"lights-out grilled chicken nachos\"",
+        "person": "jmoney",
+        "postId": 37,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "@here Who's going in on Wednesday!? We will be having Tacos from Velvet Taco. If want lunch please drop a :taco: by EOD today:alert0:. This will help me determine how much to order! Thank you :build_heart: Buffalo Chicken - crisp tenders, house buffalo sauce, danish bleu cheese, ranch crema, carrots, micro celery, flour tortilla Picnic chicken - rotisserie chicken, avocado crema, warm honey-dijon potato salad, crispy chicken skin, cilantro, flour tortilla Mediterranean mushroom - grilled portobello mushrooms, french fries, cucumber, grilled heirloom tomatoes, dill, flour tortilla - Vegan Grilled salmon - napa slaw, citrus lime crema, pickled fresnos, roasted corn pico, avocado crema, micro cilantro, corn tortilla Side: Elote & chips- queso listo, Valentina, citrus lime crema, queso fresco, lime (edited)",
+        "person": "Ahmad Shareef",
+        "postId": 38,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "hackathon",
+        "modifier": 0,
+        "message": "@here :ai:Hey HOU Build the second Hackathon Subject Matter Expert Series hosted by Carrick Carpenter, Miles Erickson and Etienne Ohl is this Wednesday, June 7th at 10:30am PT. Learn how to cruise quicker and securely with Generative AI! Check out the Hackathon events page.",
+        "person": "Ahmad Shareef",
+        "postId": 39,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "My notebook indicates there was a lunch-and-learn on robert's rules of order today, but I don't see it on the calendar. Was it cancelled/rescheduled? I don't even see the invite in my email. (edited)",
+        "person": "Robert Hailey",
+        "postId": 40,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "karaoke night",
+        "modifier": 0,
+        "message": "Also happening tomorrow~ Wednesday June 7th at 5pm sharp is BUILD KARAOKE NIGHT!!!! :celebrate::micdrop-boom::dancefloor: @here",
+        "person": "Linh Ta",
+        "postId": 41,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "maintenance",
+        "modifier": 0,
+        "message": "BRAD is down this morning.",
+        "person": "Steven Murray",
+        "postId": 43,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "artistic pok\u00e9mon go",
+        "modifier": 0,
+        "message": "Hey @channel, oddly specific request: If you\u2019re an artistic human who plays Pok\u00e9mon Go, please come find me when you have a little spare time. I\u2019ve got a fun project for you.",
+        "person": "Melanie Halbert",
+        "postId": 44,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "shoes",
+        "modifier": 0,
+        "message": "All thats left is shoes!!",
+        "person": "Doug Bowen",
+        "postId": 47,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "challenge",
+        "modifier": 0,
+        "message": "Let\u2019s see who is up to the challenge @Doug Bowen",
+        "person": "DataNinja",
+        "postId": 48,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "john",
+        "modifier": 0,
+        "message": "Just FYI, our arcade machine (JOHN) is open for business! Let me know if you have any requests, concerns, or suggestions. For those asking, we have a digital marquee coming in the next few weeks and we'll be vinyl wrapping the cabinet closer to August (when our UX designer returns from leave) Have fun!",
+        "person": "Doug Bowen",
+        "postId": 49,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "@here Hope everyone had a restful 3-day weekend! Who's going in tomorrow!? We will be having Bowls from Genghis Grill. If want lunch please drop a :dumpling:  by EOD today:alert0:. This will help me determine how much to order!  Thank you :build_heart: Menu: Tofu 4 U Bowl - Tofu with dragon salt, yellow onions, broccoli, roasted bell peppers, roasted sesame garlic sauce, and white rice. Topped with toasted sesame seeds and green onions. Teriyaki Chicken - Chicken, broccoli, green onion, and pineapple in a sweet soy-ginger teriyaki sauce served with white rice. Topped with crunchy chow mein. Bangkok Bowl - Chicken, crushed red pepper, ginger, yellow & green onions, sugar snap peas, red bell peppers, carrots, and Udon noodles with a savory sauce. Topped with toasted sesame seeds and green onions. Supreme Fried Rice Bowl - Steak, chicken, and shrimp with fried rice (w/ yellow & green onions, red bell peppers, carrots, & egg).",
+        "person": "Ahmad Shareef",
+        "postId": 50,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "I\u2019ll take a Bangkok bowl!",
+        "person": "Phillip Nguyen",
+        "postId": 51,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "Happy 6 year anniversary to the formation of Houston :_b: QE :celebrate-all: @Logan Le @Blake Bryce @King Khan",
+        "person": "Blake Bryce",
+        "postId": 52,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "volunteer opportunity",
+        "modifier": 0,
+        "message": "Hey hey hey Houston! Hope you all had a relaxing and enjoyable 3-day weekend. Partners 4 Good will be building Worthy Bags Friday June 2 from 12-1pm 12:30-1:30pm. If you are interested in helping, reply here and I\u2019ll forward you the invite. Also, feel free to just stop by and help out. Hope to see you Friday! (edited)",
+        "person": "Michelle Francisco",
+        "postId": 53,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "hackathon",
+        "modifier": 0,
+        "message": "@here a quick note, the first session of the Hackathon Subject Matter Expert Series with Bethany Mudd and Chris Samuels is tomorrow, May 31st at 10:30am PT. Learn how to reimagine the art of the possible with Generative AI:ai:. You can join by using the add to calendar function from the Hackathon events page.",
+        "person": "Ahmad Shareef",
+        "postId": 54,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "parking",
+        "modifier": 0,
+        "message": "@here Hey everyone! If you are currently at the Slalom office and drive a white Mercedes SUV (license plate OKPAKO), please move it immediately as it is parked in a reserved spot on Level 3 and will be towed if not moved by 1pm. giphy (4).gif",
+        "person": "Ahmad Shareef",
+        "postId": 55,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "maintenance",
+        "modifier": 0,
+        "message": "Hello fellow builders, :brad-badge: BRAD :brad-badge: will be down for the rest of the month as he undergoes an external rework and final physical build.  Please ask the Ops team to validate your ticket in the mean time.  Thanks everyone!",
+        "person": "Ethan Bowen",
+        "postId": 57,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "Hi there - a few of us are meeting at RA Sushi for an impromptu happy hour! :cheers::kawaii-sushi: Join us - it's BYOD (Buy Your Own Drink)! :blob-wink:",
+        "person": "Linh Ta",
+        "postId": 58,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "relatable joy",
+        "modifier": 0,
+        "message": "Tell me this isn\u2019t relatable :joy: https://youtu.be/BKorP55Aqvg",
+        "person": "Jane",
+        "postId": 59,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "relatable joy",
+        "modifier": 0,
+        "message": "replied to a thread: Tell me this isn\u2019t relatable :joy:\u2026 A classic, alongside this one: https://www.youtube.com/watch?v=y8OnoxKotPQ",
+        "person": "Stefano",
+        "postId": 60,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "713 day",
+        "modifier": 0,
+        "message": "Happy 713 Day! image.png image.png",
+        "person": "John Flaherty",
+        "postId": 61,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "birthday celebration",
+        "modifier": 0,
+        "message": "Happy birthday @Ray Lopez! H-Town and Prime days are Ray\u2019s Day. balloons.jpeg balloons.jpeg",
+        "person": "Michelle Francisco",
+        "postId": 64,
+        "themeSimilarity": "1.0"
+    }
+]

slack_processing/data/themes1.json

@@ -0,0 +1,542 @@
+[
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "d&d",
+        "modifier": 0,
+        "message": "IMPORTANT ADDITION:  You do NOT need ANY experience or knowledge of D&D to join the one-shot campaign. R2 will walk you through everything you need to know. Don't be shy and join us! (edited)",
+        "person": "Keri W",
+        "postId": 2,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "After the summer, then I will be more available.",
+        "person": "Brad Merrell",
+        "postId": 3,
+        "themeSimilarity": "[0.13333333 0.         0.30769231 0.30769231 0.26666667]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@here L&L starting in 5 mins. If you are in the office, Feel free to come to RICE. AI Tutoring: Paving the Way to Better Tomorrows in Education\nhttps://teams.microsoft.com/l/meetup-join/19%3ameeting_MTg2OWRkYzgtYTdmOS00NTk4LWE4MmQ[\u2026]2c%22Oid%22%3a%22bca811aa-1982-4f3b-b602-bca1a89180dc%22%7d",
+        "person": "Jay Patel",
+        "postId": 4,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "slalomversary",
+        "modifier": 0,
+        "message": "It's @Sam \u2019s 2 year Slalomversary. Sam, it's been a pleasure to be on a team with you and thanks for everything you do at _build, especially around the ERGs. Congratulations!",
+        "person": "Manik",
+        "postId": 5,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "@Sam happy Slalomversary!",
+        "person": "Naeem",
+        "postId": 6,
+        "themeSimilarity": "[0.33333333 0.15384615 0.         0.36363636 0.36363636 0.42857143]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary @Sam",
+        "person": "Monika Rudra",
+        "postId": 7,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary, my dear friend! @Sam :hugging_face:",
+        "person": "\u028e\u05df\u05df\u01dd\u029e",
+        "postId": 8,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "Happy Slalomversary, @Sam! :partyblob:",
+        "person": "David Bernal",
+        "postId": 9,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "FYI at 3:30 today, I'll be taking the Arcade machine down for maintenance.  It will actually remain down until next Wednesday morning as I work through some marquee configuration.  :dealwithit:",
+        "person": "Doug Bowen",
+        "postId": 10,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "tour",
+        "modifier": 0,
+        "message": "Thank you to everyone who came into the office yesterday in support of our Build Center tour for Woodside Energy and AWS. Special thanks to @Christy Nolan and @Danny Weldon for their support presenting \u201chow we work\u201d and \u201cwhat we\u2019re working on\u201d. We\u2019re well positioned to win work with the buyer at Woodside stating \u201cseveral consulting companies have pitched to me but nobody aligns better with my vision than Slalom does\u201d.",
+        "person": "John Flaherty",
+        "postId": 11,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "Reminder: Time sheets!",
+        "person": "Slackbot",
+        "postId": 13,
+        "themeSimilarity": "[0.30952381 0.21978022 0.         0.33566434 0.33566434 0.52678571\n 0.75      ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "friday",
+        "modifier": 0,
+        "message": "Happy Friday",
+        "person": "Naeem",
+        "postId": 14,
+        "themeSimilarity": "[0.25       0.11764706 0.         0.66666667 0.26666667 0.26785714\n 0.35294118 0.28571429]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "Date night with my wife at the Sugar Land Space Cowboys game.",
+        "person": "Steven Murray",
+        "postId": 15,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "Happy Father's day to all you _Builder Dads out there!",
+        "person": "Naeem",
+        "postId": 16,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "gifts/activities",
+        "modifier": 0,
+        "message": "Anyone had any cool gifts/activities for Father\u2019s Day?",
+        "person": "Michelle Francisco",
+        "postId": 17,
+        "themeSimilarity": "[0 0 0 0 0 0 0 0 0]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "national cow appreciation",
+        "modifier": 0,
+        "message": "National Cow Appreciation Day - @julie.lowe how are the cows? :slightly_smiling_face: :cow:",
+        "person": "Michelle Francisco",
+        "postId": 18,
+        "themeSimilarity": "[0.1952381  0.22831197 0.         0.         0.34343434 0.31168831\n 0.17016807 0.44786325 0.37009804 0.34017094]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "sunburn",
+        "modifier": 0,
+        "message": "I applied sunscreen poorly and have stripes of sunburn....",
+        "person": "richard.hand",
+        "postId": 19,
+        "themeSimilarity": "[0.4        0.29166667 0.         0.         0.28571429 0.28571429\n 0.23529412 0.28717949 0.200777   0.25       0.30769231]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "gifts/activities",
+        "modifier": 0,
+        "message": "My 3 year old daughter went to GAP and selected a flower print shirt for my husband - Nishank (I have never seen him wear flower print, till yesterday). She also bought candy 'to share'.",
+        "person": "Mrinalini Shekhawat",
+        "postId": 20,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@channel  Who's going in on Wednesday!? For lunch, We will be having lunch from Bellagreen. If want lunch please drop a  :lunch-bag: by EOD today. This will help me determine how much to order! Thank you:build_heart: Options Below , comes with chips and fresh fruit...",
+        "person": "Ahmad Shareef",
+        "postId": 21,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "error handling",
+        "modifier": 0,
+        "message": "Hey, what do we do if B.R.A.D. kicks back and error? @Ethan Bowen @Doug Bowen",
+        "person": "Stanley Lee Bertrand",
+        "postId": 22,
+        "themeSimilarity": "[0.45054945 0.30952381 0.         0.         0.55555556 0.35714286\n 0.55555556 0.25833333 0.47252747 0.31326288 0.32083333 0.58791209]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "tour",
+        "modifier": 0,
+        "message": "@channel Also happening on Wednesday is the Woodside Build Center Tour beginning at 9am. I would like to have as many Builders in the office as possible. Please make every effort to be on-site. Thank you.",
+        "person": "John Flaherty",
+        "postId": 23,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "etiquette",
+        "modifier": 0,
+        "message": "how to tell someone sitting behind you chewing ice from a solo cup that it is really on your nerves?   - asking for a friend",
+        "person": "richard.hand",
+        "postId": 26,
+        "themeSimilarity": "[0.28571429 0.13333333 0.         0.         0.30769231 0.26666667\n 0.30769231 0.25       0.54761905 0.29047619 0.375      0.42857143\n 0.66666667]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "john",
+        "modifier": 0,
+        "message": "@Doug Bowen what's wrong with the J.O.H.N.?",
+        "person": "Michelle Francisco",
+        "postId": 27,
+        "themeSimilarity": "[0.26666667 0.25       0.         0.         0.28571429 0.25\n 0.28571429 0.23529412 0.59821429 0.54049265 0.35294118 0.45424837\n 0.4        0.625     ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "Please wish @Christy Nolan a happy 2 year Slalomversary!",
+        "person": "Jason Riley",
+        "postId": 28,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "@here Good morning everyone! We are having our CCC today in the rice room from 9:00-10:00am!",
+        "person": "Alexa De La Garza",
+        "postId": 29,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "Is anyone else getting signed out of their sessions from one day to the next? My Chrome tab that had a sharepoint open, logged me out, my Salesforce link, logged out... Anyone else?",
+        "person": "Richard Hand",
+        "postId": 30,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "identity",
+        "modifier": 0,
+        "message": "I am not @Richard Hand",
+        "person": "Michelle Francisco",
+        "postId": 31,
+        "themeSimilarity": "[0.61538462 0.15384615 0.         0.         0.36363636 0.46153846\n 0.46153846 0.28571429 0.43333333 0.35324284 0.30769231 0.52083333\n 0.33333333 0.42105263 0.53333333]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lost and found",
+        "modifier": 0,
+        "message": "UPDATE: They've been found! Thank you @Alexa De La Garza and @Josh Mascorro :meow_heart: If anyone sees/saw the wine bottles I won from the auction for Target Hunger can you please put them by Melanie\u2019s desk :melting_face: I think I left them by Rice where we were having karaoke or maybe even by the elevators.",
+        "person": "Inez Escandon",
+        "postId": 32,
+        "themeSimilarity": "[0.27777778 0.41666667 0.         0.         0.34848485 0.33333333\n 0.50980392 0.24285714 0.4125     0.33333333 0.35526316 0.34973262\n 0.27777778 0.25910931 0.36666667 0.325     ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "@here :alert-blue:calling all bakers!! Want to show off your skills & take on a challenge to be titled the best baker in the Houston Build Center?? Then enter The Great Build Bake Off!! :chefkiss::blob-birthdaycake::first_place_medal::blobwhee: We are doing Cakes this round:blob-birthdaycake:! Sign up HERE & bring your best slices on Wednesday, June 14th. More deets below :point_down: Please be sure to pre-cut the cake into bite-size, before the judging There will be a People\u2019s Choice and Judges\u2019 Choice as winners You do not need to be present during the judging time to enter. Bakeoff (2).png",
+        "person": "Ahmad Shareef",
+        "postId": 33,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "parking",
+        "modifier": 0,
+        "message": "@here Hello folks! B.R.A.D is working again if anyone in the office needs parking validation :brad-badge::blue_car:",
+        "person": "Alexa De La Garza",
+        "postId": 34,
+        "themeSimilarity": "0.6674378132850192"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "severe weather",
+        "modifier": 0,
+        "message": "Severe T storms just hit Northside. High winds, torrential downpour, and the traditional ceremonial power outage.",
+        "person": "jmoney",
+        "postId": 35,
+        "themeSimilarity": "[0.13333333 0.29166667 0.         0.         0.25       0.25\n 0.25       0.11764706 0.38461538 0.34583333 0.5        0.44444444\n 0.21428571 0.13333333 0.25       0.15384615 0.15384615]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "safety",
+        "modifier": 0,
+        "message": "Be safe!",
+        "person": "Doug Bowen",
+        "postId": 36,
+        "themeSimilarity": "[0.46153846 0.26666667 0.         0.         0.57142857 0.71428571\n 0.26666667 0.57142857 0.26666667 0.57211538 0.50701754 0.28571429\n 0.29946524 0.58823529 0.30769231 0.58823529 0.54545455 0.375     ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "food",
+        "modifier": 0,
+        "message": "I call this \"lights-out grilled chicken nachos\"",
+        "person": "jmoney",
+        "postId": 37,
+        "themeSimilarity": "[0.35294118 0.59848485 0.71428571 0.30769231 0.28571429 0.30769231\n 0.29946524 0.58791209 0.53333333 0.83333333 0.76923077 0.\n 0.30769231 0.625      0.375      0.         0.35294118 0.26666667\n 0.42637363]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@here Who's going in on Wednesday!? We will be having Tacos from Velvet Taco. If want lunch please drop a :taco: by EOD today:alert0:. This will help me determine how much to order! Thank you :build_heart: Buffalo Chicken - crisp tenders, house buffalo sauce, danish bleu cheese, ranch crema, carrots, micro celery, flour tortilla Picnic chicken - rotisserie chicken, avocado crema, warm honey-dijon potato salad, crispy chicken skin, cilantro, flour tortilla Mediterranean mushroom - grilled portobello mushrooms, french fries, cucumber, grilled heirloom tomatoes, dill, flour tortilla - Vegan Grilled salmon - napa slaw, citrus lime crema, pickled fresnos, roasted corn pico, avocado crema, micro cilantro, corn tortilla Side: Elote & chips- queso listo, Valentina, citrus lime crema, queso fresco, lime (edited)",
+        "person": "Ahmad Shareef",
+        "postId": 38,
+        "themeSimilarity": "0.6878782910462792"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "hackathon",
+        "modifier": 0,
+        "message": "@here :ai:Hey HOU Build the second Hackathon Subject Matter Expert Series hosted by Carrick Carpenter, Miles Erickson and Etienne Ohl is this Wednesday, June 7th at 10:30am PT. Learn how to cruise quicker and securely with Generative AI! Check out the Hackathon events page.",
+        "person": "Ahmad Shareef",
+        "postId": 39,
+        "themeSimilarity": "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "My notebook indicates there was a lunch-and-learn on robert's rules of order today, but I don't see it on the calendar. Was it cancelled/rescheduled? I don't even see the invite in my email. (edited)",
+        "person": "Robert Hailey",
+        "postId": 40,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "karaoke night",
+        "modifier": 0,
+        "message": "Also happening tomorrow~ Wednesday June 7th at 5pm sharp is BUILD KARAOKE NIGHT!!!! :celebrate::micdrop-boom::dancefloor: @here",
+        "person": "Linh Ta",
+        "postId": 41,
+        "themeSimilarity": "[0.59027778 0.6547619  0.43729575 0.34188034 0.33193277 0.37777778\n 0.13247863 0.27678571 0.52418301 0.44047619 0.59027778 0.13247863\n 0.         0.28431373 0.62727273 0.55769231 0.         0.41991342\n 0.43859649 0.         0.27378917]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "availability",
+        "modifier": 0,
+        "message": "BRAD is down this morning.",
+        "person": "Steven Murray",
+        "postId": 43,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "artistic pok\u00e9mon go",
+        "modifier": 0,
+        "message": "Hey @channel, oddly specific request: If you\u2019re an artistic human who plays Pok\u00e9mon Go, please come find me when you have a little spare time. I\u2019ve got a fun project for you.",
+        "person": "Melanie Halbert",
+        "postId": 44,
+        "themeSimilarity": "[0.53333333 1.         0.47619048 0.46052632 0.26666667 0.33333333\n 0.44444444 0.51785714 0.66666667 0.35294118 0.42857143 0.47222222\n 0.         0.26666667 0.35294118 0.55555556 0.         0.66666667\n 0.52631579 0.55555556 0.         0.50490196]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "shoes",
+        "modifier": 0,
+        "message": "All thats left is shoes!!",
+        "person": "Doug Bowen",
+        "postId": 47,
+        "themeSimilarity": "[0.30769231 0.30769231 0.38888889 0.26666667 0.42857143 0.57142857\n 0.66666667 0.25       0.39285714 0.37362637 0.5        0.33333333\n 0.26785714 0.         0.28571429 0.58823529 0.82352941 0.\n 0.40336134 0.30769231 0.25       0.         0.40225564]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "challenge",
+        "modifier": 0,
+        "message": "Let\u2019s see who is up to the challenge @Doug Bowen",
+        "person": "DataNinja",
+        "postId": 48,
+        "themeSimilarity": "[0.46153846 0.61538462 0.55555556 0.54761905 0.375      0.46153846\n 0.66666667 0.57142857 0.2        0.38181818 0.71428571 0.54545455\n 0.66666667 0.31428571 0.         0.57142857 0.4        0.66666667\n 0.         0.60180995 0.55555556 0.26666667 0.         0.30796654]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "arcade machine updates",
+        "modifier": 0,
+        "message": "Just FYI, our arcade machine (JOHN) is open for business! Let me know if you have any requests, concerns, or suggestions. For those asking, we have a digital marquee coming in the next few weeks and we'll be vinyl wrapping the cabinet closer to August (when our UX designer returns from leave) Have fun!",
+        "person": "Doug Bowen",
+        "postId": 49,
+        "themeSimilarity": "[0.34700855 0.59197012 0.35286935 0.26495726 0.460466   0.30357143\n 0.24542125 0.33730159 0.22857143 0.27478632 0.31498316 0.33913309\n 0.28787879 0.3989899  0.40487179 0.         0.34065934 0.59385965\n 0.61645299 0.         0.24442959 0.26495726 0.21388889 0.\n 0.4144244 ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "lunch and learn",
+        "modifier": 0,
+        "message": "@here Hope everyone had a restful 3-day weekend! Who's going in tomorrow!? We will be having Bowls from Genghis Grill. If want lunch please drop a :dumpling:  by EOD today:alert0:. This will help me determine how much to order!  Thank you :build_heart: Menu: Tofu 4 U Bowl - Tofu with dragon salt, yellow onions, broccoli, roasted bell peppers, roasted sesame garlic sauce, and white rice. Topped with toasted sesame seeds and green onions. Teriyaki Chicken - Chicken, broccoli, green onion, and pineapple in a sweet soy-ginger teriyaki sauce served with white rice. Topped with crunchy chow mein. Bangkok Bowl - Chicken, crushed red pepper, ginger, yellow & green onions, sugar snap peas, red bell peppers, carrots, and Udon noodles with a savory sauce. Topped with toasted sesame seeds and green onions. Supreme Fried Rice Bowl - Steak, chicken, and shrimp with fried rice (w/ yellow & green onions, red bell peppers, carrots, & egg).",
+        "person": "Ahmad Shareef",
+        "postId": 50,
+        "themeSimilarity": "0.6878782910462792"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "I\u2019ll take a Bangkok bowl!",
+        "person": "Phillip Nguyen",
+        "postId": 51,
+        "themeSimilarity": "[0.91666667 0.32051282 0.56410256 0.35828877 0.67424242 0.57142857\n 0.32051282 0.48095238 0.2967033  0.23076923 0.31223262 0.58791209\n 0.53333333 0.91666667 0.37299922 0.46153846 0.         0.48717949\n 0.625      0.375      0.         0.59027778 0.35828877 0.27619048\n 0.         0.38327228]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: slalomversary",
+        "modifier": 0,
+        "message": "Happy 6 year anniversary to the formation of Houston :_b: QE :celebrate-all: @Logan Le @Blake Bryce @King Khan",
+        "person": "Blake Bryce",
+        "postId": 52,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "volunteer opportunity",
+        "modifier": 0,
+        "message": "Hey hey hey Houston! Hope you all had a relaxing and enjoyable 3-day weekend. Partners 4 Good will be building Worthy Bags Friday June 2 from 12-1pm 12:30-1:30pm. If you are interested in helping, reply here and I\u2019ll forward you the invite. Also, feel free to just stop by and help out. Hope to see you Friday! (edited)",
+        "person": "Michelle Francisco",
+        "postId": 53,
+        "themeSimilarity": "[0.33566434 0.5210084  0.52197802 0.2967033  0.29662005 0.35811119\n 0.38333333 0.29120879 0.38888889 0.40952381 0.37777778 0.36388889\n 0.35347985 0.34090909 0.25757576 0.45702435 0.40634921 0.\n 0.21978022 0.43333333 0.54298643 0.         0.27838522 0.2967033\n 0.19166667 0.         0.34090713]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "hackathon event",
+        "modifier": 0,
+        "message": "@here a quick note, the first session of the Hackathon Subject Matter Expert Series with Bethany Mudd and Chris Samuels is tomorrow, May 31st at 10:30am PT. Learn how to reimagine the art of the possible with Generative AI:ai:. You can join by using the add to calendar function from the Hackathon events page.",
+        "person": "Ahmad Shareef",
+        "postId": 54,
+        "themeSimilarity": "[0.6        0.71428571 0.72727273 0.53333333 0.6        0.48181818\n 0.33333333 0.42857143 0.66666667 0.66666667 0.8        0.35555556\n 0.76363636 0.46753247 0.5        0.6        0.36565657 0.30769231\n 0.         0.36363636 0.42857143 0.76923077 0.         0.57142857\n 0.53333333 0.30769231 0.         0.42637363]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "parking",
+        "modifier": 0,
+        "message": "@here Hey everyone! If you are currently at the Slalom office and drive a white Mercedes SUV (license plate OKPAKO), please move it immediately as it is parked in a reserved spot on Level 3 and will be towed if not moved by 1pm. giphy (4).gif",
+        "person": "Ahmad Shareef",
+        "postId": 55,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "Hello fellow builders, :brad-badge: BRAD :brad-badge: will be down for the rest of the month as he undergoes an external rework and final physical build.  Please ask the Ops team to validate your ticket in the mean time.  Thanks everyone!",
+        "person": "Ethan Bowen",
+        "postId": 57,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "Hi there - a few of us are meeting at RA Sushi for an impromptu happy hour! :cheers::kawaii-sushi: Join us - it's BYOD (Buy Your Own Drink)! :blob-wink:",
+        "person": "Linh Ta",
+        "postId": 58,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "relatable joy",
+        "modifier": 0,
+        "message": "Tell me this isn\u2019t relatable :joy: https://youtu.be/BKorP55Aqvg",
+        "person": "Jane",
+        "postId": 59,
+        "themeSimilarity": "[0.57142857 0.57142857 0.61538462 0.33333333 0.57142857 0.42857143\n 0.26666667 0.42857143 0.57142857 0.5        0.53333333 0.33333333\n 0.5        0.45       0.48571429 0.5        0.57142857 0.29206349\n 0.41666667 0.         0.28571429 0.44444444 0.61538462 0.\n 0.48571429 0.33333333 0.25       0.         0.2962963 ]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "relatable joy",
+        "modifier": 0,
+        "message": "replied to a thread: Tell me this isn\u2019t relatable :joy:\u2026 A classic, alongside this one: https://www.youtube.com/watch?v=y8OnoxKotPQ",
+        "person": "Stefano",
+        "postId": 60,
+        "themeSimilarity": "0.6674378132850192"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: unknown",
+        "modifier": 0,
+        "message": "Happy birthday @Ray Lopez! H-Town and Prime days are Ray\u2019s Day. balloons.jpeg balloons.jpeg",
+        "person": "Michelle Francisco",
+        "postId": 64,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: artistic pok\u00e9mon",
+        "modifier": 0,
+        "message": "Hey Houston fam!:flamingo-dance: Love community theater? :performing_arts: Enjoy supporting local arts? Check out Theatre Southwest's Festival of Originals (FOO)! :tada: Theatre Southwest is a hidden gem :gem: just a hop, skip, and jump from the Build Center. In a single show, catch 5 short original works by different playwrights, each with a different director and cast. FOO runs weekends from July 28 to August 12 :spiral_calendar_pad: More info and tickets are available at the TSW website. Don't miss out!",
+        "person": "Keri W",
+        "postId": 65,
+        "themeSimilarity": "[0.83333333 0.33333333 0.66666667 0.36363636 0.91666667 0.66666667\n 0.46428571 0.33333333 0.6        0.64285714 0.30769231 0.38461538\n 0.4125     0.58791209 0.33838384 0.53333333 1.         0.3989899\n 0.15384615 0.         0.66666667 0.625      0.375      0.57142857\n 0.         0.59027778 0.36363636 0.28571429 0.         0.38012821]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "fun",
+        "modifier": 0,
+        "message": "Next Friday - Bring Your Kids to Work Day Have your kiddos ever wondered what you do all day at work or wanted to see the office? Get ready for a fun time that will surely leave them wide-eyed with wonder and brimming with excitement! It\u2019s time to mark your calendars for our. Kindly fill out the RSVP link here by July 14th. Here are some additional things to know: Kid Age Range 6 -16 Parents must be involved during this time frame (this is not a babysitting event) Have some fun!",
+        "person": "Michelle Francisco",
+        "postId": 66,
+        "themeSimilarity": "[0.46153846 0.46153846 0.71428571 0.55555556 0.59440559 0.59440559\n 0.4        0.72727273 0.46153846 0.72727273 0.8        0.42857143\n 0.14285714 0.29946524 0.71428571 0.31410256 0.54545455 0.72727273\n 0.36752137 0.14285714 0.         0.61538462 0.42857143 0.58823529\n 0.46153846 0.         0.58371041 0.55555556 0.26666667 0.\n 0.34351923]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "I love subway. I'm going to order 10 footlongs for the team. Please drop a :subway: if you want to join in. I'll be ordering at 11:30. Thanks",
+        "person": "Doug Bowen",
+        "postId": 67,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "Is it time for Blake to take the Milk Challenge?!?",
+        "person": "Srijaya Suresh",
+        "postId": 68,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "milk",
+        "modifier": 0,
+        "message": "Did someone say MILK? @BlakeBryce?!?",
+        "person": "Michelle Francisco",
+        "postId": 70,
+        "themeSimilarity": "[0.83333333 0.26666667 0.28571429 0.28571429 0.57051282 0.30769231\n 0.75       0.30769231 0.26666667 0.33333333 0.47058824 0.25\n 0.28571429 0.26666667 0.41666667 0.28571429 0.28717949 0.4\n 0.30769231 0.2952381  0.56666667 0.         0.26666667 0.26666667\n 0.28571429 0.33333333 0.         0.26495726 0.42857143 0.23529412\n 0.         0.28888889]"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "Never drank milk.",
+        "person": "Blake Bryce",
+        "postId": 71,
+        "themeSimilarity": "1.0"
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "topic: food",
+        "modifier": 0,
+        "message": "Blake should drink milk.",
+        "person": "Kim Adams",
+        "postId": 72,
+        "themeSimilarity": "1.0"
+    }
+]

slack_processing/data/unknown_themes.json

@@ -0,0 +1,101 @@
+[
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "#greenshirts #nomemoneeded IMG_6103",
+        "person": "DataNinja",
+        "postId": 45,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "Ooo.",
+        "person": "carlos.salazar",
+        "postId": 1,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": ":alert0: :blob-policeangry: :oncoming_police_car: :alert0: Saw :eyes-intensify:  :pirate_flag: this the other day :exploding_head: ...someone please forward :mailbox: this to :slalom:lalom :build:uild Legal:judge:",
+        "person": "derreck.stellpflug",
+        "postId": 12,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "Happy Friday",
+        "person": "Naeem",
+        "postId": 14,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "BuildersAssemblesmaller.png",
+        "person": "Michelle Francisco",
+        "postId": 24,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": ".,   .,.;\u2019/bcv=hc=bgx[pL;IKQWSDFGHNM,////",
+        "person": "Jordan Lene",
+        "postId": 25,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "I'll miss WFWW with a cough and a fever :face_with_thermometer:",
+        "person": "jmoney",
+        "postId": 42,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "replied to a thread: #greenshirts #nomemoneeded Well, we just had to! IMG_8782.JPG.jpg",
+        "person": "Jane",
+        "postId": 46,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": ":alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: :derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: :alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: I'M BACK :terminator: :derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: :alert0::derreck_5_aws::alert0: :derreck_5_aws::ampersand: Can happily :happy-fox: :speaking_head_in_silhouette: Reeeport :bangbang: :alert0: :derreck_5_aws::alert0::derreck_5_aws::alert0: :alert0::derreck_5_aws: That the wrong :sadblob: has FINALLY been righted :face_exhaling: :derreck_5_aws::alert0::derreck_5_aws::alert0: :alert0::derreck_5_aws: I'VE RECEIVED :mailbox: MY SPECIALICZAR MEDALION :promptitude: :derreck_5_aws::alert0: :alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: :derreck_5_aws::alert0::derreck_5_aws::alert0::derreck_5_aws::alert0: IMG_3492.heic",
+        "person": "derreck.stellpflug",
+        "postId": 56,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "HTOWN TIL WE DROWN",
+        "person": "Chase",
+        "postId": 62,
+        "themeSimilarity": 0
+    },
+    {
+        "datetime": "2023-07-11 9:21 AM",
+        "theme": "Unknown",
+        "modifier": 0,
+        "message": "trill (896 kB) https://media4.giphy.com/media/x0vDHDAkAxS3S/giphy.gif?cid=6104955e484j64k7mgl4ober5tdsyqegtkuaok7gl1i14eta&ep=v1_gifs_translate&rid=giphy.gif&ct=g",
+        "person": "Chase",
+        "postId": 63,
+        "themeSimilarity": 0
+    }
+]

slack_processing/slack_data_prep.py

@@ -24,9 +24,11 @@ SAMPLE_SIZE = 500
 MAX_TOKENS = 100
 EMBEDDING_MODEL = "text-embedding-ada-002"
 EMBEDDING_ENCODING = "cl100k_base"  
+SIMILARITY_THRESHOLD = 0.6
 
 INPUT_PATH = "slack_processing/data/slack.json"
 OUTPUT_THEME_PATH = "slack_processing/data/themes.json"
+OUTPUT_UNKNOWN_THEME_PATH = "slack_processing/data/unknown_themes.json"
 OUTPUT_THEME_EMBEDDINGS_PATH = "slack_processing/data/slack_with_theme_embeddings.json"
 TOPIC_TEXT_PATH="slack_processing/data/topics.txt"
 TOPIC_TEXT_OUTPUT_PATH="slack_processing/data/topics_with_synonyms.txt"
@@ -38,68 +40,39 @@ SYSTEM_MESSAGE="You are categorizing slack messages into topics that will be use
 NUM_RESULTS=5
 TEMP=.15
 TOP_P=.15
-
 NUM_RESULTS1=5
 TEMP1=.35
 TOP_P1=.35
-
 TOPIC_TOKENS2=50
 NUM_RESULTS2=5
 TEMP2=.65
 TOP_P2=.65
 
-SIMILARITY_THRESHOLD = 0.6
-
 df=pd.DataFrame()
 themes = []
-topics_with_synonyms = []
+unknown_themes=[]
 game_topics = UniqueQueue()
-track_unknowns=[]
-
-with open(TOPIC_TEXT_PATH, 'r') as file:
-    for line in file:
-        main_topic_and_synonyms = line.strip().lower().split(',')
-        main_topic = main_topic_and_synonyms[0].strip()
-        synonyms = [synonym.strip() for synonym in main_topic_and_synonyms[1:]]
-        topics_with_synonyms.append((main_topic, synonyms))
-
-for main_topic, synonyms in topics_with_synonyms:
-    game_topics.enqueue(main_topic, synonyms)
 
-#print("***topics****")
-for topic in game_topics._queue.queue:
-    print(topic)  # Output: "slalomversary"
-
-#print ("---topics with synonyms helper list---")
-'''for canonical, synonyms in game_topics.review():
-    print("Canonical term:", canonical)
-    print("Canonical with synonyms:", canonical + ", " + ", ".join(synonyms))
-    print()  # Optional: Add a blank line '''
-
-#print("+++ synonyms for canonical")
-#print(game_topics.synonyms_for_canonical("Lunch and Learn"))  # Output: ['L&L', 'lunch-and-learn', 'Lunch & Learn']
-
-
-def ProcessReactions(reactions,id):
-    highestcount=0
-    highestcount_reaction=""
-    if not isinstance(reactions, list):
-         return ""
-    else:
-        for reaction in reactions:
-            stripped_reaction = reaction['emoji'].strip(':')
-            if reaction['count'] > highestcount:
-                highestcount = reaction['count']
-                highestcount_reaction = stripped_reaction
-    #print("returning highestcount_reaction:", highestcount_reaction)
-    return highestcount_reaction
+def InitializeTopics():
+    global game_topics
+    topics_with_synonyms = []
+    with open(TOPIC_TEXT_PATH, 'r') as file:
+        for line in file:
+            main_topic_and_synonyms = line.strip().lower().split(',')
+            main_topic = main_topic_and_synonyms[0].strip()
+            synonyms = [synonym.strip() for synonym in main_topic_and_synonyms[1:]]
+            topics_with_synonyms.append((main_topic, synonyms))
+    for main_topic, synonyms in topics_with_synonyms:
+        game_topics.enqueue(main_topic, synonyms)
+    #print("***topics****")
+    for topic in game_topics._queue.queue:
+        print(topic)
+    #print("+++ synonyms for canonical")
+    #print(game_topics.synonyms_for_canonical("Lunch and Learn"))  # Output: ['L&L', 'lunch-and-learn', 'Lunch & Learn']
 
 def CleanMessage(message):
-    # Remove emojis represented as :something:
     cleaned_message = re.sub(r':(\w+):', r'\1', message)
-    # Remove URLs
     cleaned_message = re.sub(r'http\S+|www.\S+', '', cleaned_message)
-    # Remove specific punctuation
     custom_punctuation = ':,.!?'
     translator = str.maketrans('', '', custom_punctuation)
     cleaned_message = cleaned_message.translate(translator)
@@ -110,11 +83,18 @@ def TruncateWords(topic,count):
     truncated_topic = " ".join(words[:count])
     return truncated_topic.title()
 
-def WriteThemes(themes):
+def WriteThemes():
+    global themes
     themes_dict = [theme for theme in themes]
     with open(OUTPUT_THEME_PATH, "w") as json_file:
         json.dump(themes_dict, json_file, indent=4)
 
+def WriteUnknownThemes():
+    global unknown_themes
+    unknown_themes_dict = [theme for theme in unknown_themes]
+    with open(OUTPUT_UNKNOWN_THEME_PATH, "w") as json_file:
+        json.dump(unknown_themes_dict, json_file, indent=4)
+
 def ProcessDateTime(date_time):
     date_time = dt(2023, 7, 11, 9, 21)
     formatted_time = date_time.strftime("%Y-%m-%d %-I:%M %p")
@@ -126,8 +106,7 @@ def CompletionEngine(sys_message, user_message, num_tokens, num_results, tempera
         model=topic_model,
         messages=[
             {"role": "system", "content": sys_message},
-            {"role": "user", "content": user_message},
-        ],
+            {"role": "user", "content": user_message}, ],
         max_tokens=num_tokens,
         n=num_results,
         temperature=temperature,
@@ -153,6 +132,21 @@ def ConcatenateMessageAndTopics(message):
     print("*** prompt_message for third round is: ", prompt_message) 
     return prompt_message
 
+def ProcessMessageWrapper(datetime, message, replies, person, id):  
+    global themes, unknown_themes
+    theme = ProcessMessage(datetime, message, replies, person, id)
+    print(f"Theme id: {id}, theme:{theme.theme}, modifier:{theme.modifier}, person:{theme.person}, message:{theme.message}, similarity:{theme.themeSimilarity}")   
+
+    if(theme.theme=='Unknown' or theme.themeSimilarity==0):
+        unknown_themes.append(theme.to_dict())
+        WriteUnknownThemes()
+
+    else:
+        themes.append(theme.to_dict())
+        WriteThemes()
+
+    return theme
+    
 # Update the process_message function
 def ProcessMessage(datetime, message, replies, person, id):    
     global game_topics
@@ -168,15 +162,15 @@ def ProcessMessage(datetime, message, replies, person, id):
             completion=CompletionEngine(SYSTEM_MESSAGE,ConcatenateMessageAndTopics(CleanMessage(message)),TOPIC_TOKENS2, NUM_RESULTS2, TEMP2, TOPIC_MODEL,TOP_P2)
             options = list(set(TruncateWords(topic.strip(),3) for choice in completion.choices for concatenated_topics in choice.message.content.strip().split("\n") for topic in concatenated_topics.split(',')))        
     print("---options: ", options)
+
     # Compute semantic similarity between generated topics and existing reference topics
     similarity_scores = []
     generated_topics_indices = [] 
     counter=0
     exact_match=False
     most_similar_topic = "Unknown"  
-
-    topic_length = len(options)
     unidentified_topic_count=0
+    theme_obj=None
     for generated_topic in options:  
         if generated_topic != "Unknown":
             generated_topics_indices.append(counter) 
@@ -186,7 +180,7 @@ def ProcessMessage(datetime, message, replies, person, id):
             for reference_topic in game_topics.all_canonicals():
                 reference_tokens = word_tokenize(reference_topic)
                 reference_tokens_str = " ".join(reference_tokens)
-                similarity_score, exact_match = compute_similarity(generated_tokens_str, reference_tokens_str)
+                similarity_score, exact_match = ComputeSimilarity(generated_tokens_str, reference_tokens_str)
                 if exact_match:
                     most_similar_topic = reference_topic
                     most_similar_score = 1.0
@@ -215,17 +209,17 @@ def ProcessMessage(datetime, message, replies, person, id):
         if most_similar_topic in game_topics.all_words():
             #if it's in all words, and a synonym, set topic to canonical, otherwise set to canonical
             if most_similar_topic in game_topics.all_synonyms():
-                most_similar_topic = game_topics.canonical_for_synonym(most_similar_topic)
-                most_similar_score=1.0
+                most_similar_topic = game_topics.canonical_for_synonym(most_similar_topic)                
             else:                
                 most_similar_topic = game_topics.get_canonical(most_similar_topic)
+            most_similar_score=1.0
         else:  
             #not in all words, look for similar topics, see if it's like something in list 
             highest_similarity = 0
             best_match = None
             for known_word in game_topics.all_words():
                 #compute similarity against all topics
-                similarity_score = compare_topic_to_game_topic(most_similar_topic, known_word)
+                similarity_score = float(CompareTopicToGameTopic(most_similar_topic, known_word))
                 print("\tsimilarity_score: "+ str(similarity_score)+ " for known_word: "+ known_word)
                 if similarity_score > highest_similarity:
                     highest_similarity = similarity_score
@@ -243,14 +237,15 @@ def ProcessMessage(datetime, message, replies, person, id):
             else:
                 #add the new topic
                 game_topics.enqueue(most_similar_topic)
-        theme_obj = Theme(datetime=datetime, theme=most_similar_topic, modifier=0, person=person, postId=id, message=message, similarity=str(most_similar_score))
-        themes.append(theme_obj.to_dict())
+                most_similar_score=1.0
 
-    print(f"{id} From message:'{message}' to theme: {most_similar_topic}")
-    #print(f"ThemeObj - id: {id}, theme:{theme_obj.theme}, modifier:{theme_obj.modifier}, person:{theme_obj.person}, topReaction:{theme_obj.topReaction}, message:{theme_obj.message}, similarity:{theme_obj.themeSimilarity}")   
-    return themes
+        theme_obj = Theme(datetime=datetime, theme=most_similar_topic, modifier=0, person=person, postId=id, message=message, similarity=str(most_similar_score))   
+        print(f"{id} From message:'{message}' to theme: {most_similar_topic}")
+    else:
+        theme_obj = Theme(datetime=datetime, theme='Unknown', modifier=0, person=person, postId=id, message=message, similarity=0)   
+    return theme_obj
 
-def compare_topic_to_game_topic(topic, game_topic):
+def CompareTopicToGameTopic(topic, game_topic):
     # Exact Match
     if topic == game_topic:
         return 1.0
@@ -263,15 +258,14 @@ def compare_topic_to_game_topic(topic, game_topic):
     # Semantic Similarity using OpenAI's cosine_similarity
     vectorizer = TfidfVectorizer()
     tfidf_matrix = vectorizer.fit_transform([topic, game_topic])
-    semantic_similarity = coso(tfidf_matrix[0], tfidf_matrix[1])[0, 0]  # Get the scalar value
+    semantic_similarity = coso(tfidf_matrix[0], tfidf_matrix[1])[0, 0] # Get the scalar value
 
     # Combine Scores
     final_score = 0.2 * overlap_score + 0.8 * semantic_similarity
     print("Tokens topic:", tokens_topic, "tokens game topic:", tokens_game_topic, " overlap score:", overlap_score," Semantic similarity:", str(semantic_similarity), " final score: " + str(final_score))
     return final_score
-    
 
-def compute_similarity(tokens1, tokens2):    
+def ComputeSimilarity(tokens1, tokens2):    
     if set(word_tokenize(tokens1.lower())) == set(word_tokenize(tokens2.lower())):
         return 1.0, True    
     tokens1 = word_tokenize(tokens1)
@@ -302,11 +296,25 @@ def compute_similarity(tokens1, tokens2):
     
 def FetchSlack():       
     return pd.read_json(INPUT_PATH, orient='records')
-    
+
+def ProcessReactions(reactions,id):
+    highestcount=0
+    highestcount_reaction=""
+    if not isinstance(reactions, list):
+         return ""
+    else:
+        for reaction in reactions:
+            stripped_reaction = reaction['emoji'].strip(':')
+            if reaction['count'] > highestcount:
+                highestcount = reaction['count']
+                highestcount_reaction = stripped_reaction
+    #print("returning highestcount_reaction:", highestcount_reaction)
+    return highestcount_reaction
 
 def ProcessSlack():
     global df
     if not os.path.exists(OUTPUT_THEME_PATH):
+        InitializeTopics()
         # Read JSON data into DataFrame
         df = pd.read_json(INPUT_PATH)
         # Keep selected columns and drop rows with missing values
@@ -314,8 +322,7 @@ def ProcessSlack():
         # Filter down to top reaction, then create theme.
         #df["reaction"] = df.apply(lambda row: ProcessReactions(row["reactions"],row["id"]), axis=1)
         df["datetime"] = df.apply(lambda row: ProcessDateTime(row["datetime"]), axis=1)
-        df["theme"] = df.apply(lambda row: ProcessMessage(row["datetime"], row["message"], row["replies"], row["person"], row["id"]), axis=1)
-        WriteThemes(themes)
+        df["theme"] = df.apply(lambda row: ProcessMessageWrapper(row["datetime"], row["message"], row["replies"], row["person"], row["id"]), axis=1)
     else:
         df = pd.read_json(OUTPUT_THEME_PATH)
     return df[["person", "theme", "message"]]