In the Generative AI Age your ability to generate prompts is your ability to generate results.
Claude 3.5 Sonnet and o1 series models are recommended for meta prompting.
Replace {{user-input}} with your own input to generate prompts.
Use mp_*.txt as example user-inputs to see how to generate high quality prompts.
| options(shiny.maxRequestSize = 5 * 1024^2) # Limit uploads to 5 MB | |
| library(shiny) | |
| library(magick) | |
| library(base64enc) | |
| library(bslib) | |
| # Helper function to sanitize file names | |
| safeFileName <- function(filename) { | |
| gsub("[^a-zA-Z0-9_.-]", "_", filename) |
| # This is a sample R Shiny app chatbot that runs local models with an Ollama server. | |
| # You also need Ollama installed and a ollama server running, plus at least one local model pulled. | |
| # I hard-coded a few local models, | |
| # If you use this, you'll want to hard code yours (including descriptions, or take those out) | |
| # Coded with lots of LLM help + Posit's Shiny Assistant. | |
| library(shiny) | |
| library(shinychat) | |
| library(bslib) |
| library(elmer) | |
| library(tidyverse) | |
| library(DiagrammeR) | |
| library(glue) | |
| code <- "starwars %>% | |
| group_by(species) %>% | |
| summarise( | |
| n = n(), | |
| mass = mean(mass, na.rm = TRUE) |
| report_date,property_id,property_name,investment_partner,total_beds,model_beds,current_occupied,current_occupancy,current_total_new,current_total_renewals,current_total_leases,current_preleased_percent,prior_total_new,prior_total_renewals,prior_total_leases,prior_preleased_percent,yoy_variance_count,yoy_variance_percent,weekly_new,weekly_renewal,weekly_total,weekly_percent_gained,beds_left,vel_90,vel_95,vel_100 | |
| 2025-02-12,518041,The Academy at Frisco,AEW,640,4,634,0.990625,320,255,575,0.8984375,259,316,575,0.8984375,0,0,4,2,6,0.009375,65,2.0172413793103448,2.1293103448275863,2.2413793103448274 | |
| 2025-02-12,518042,The Academy on Charles,JHU,328,4,327,0.9969512195121951,90,72,162,0.49390243902439024,124,113,237,0.7225609756097561,-75,-0.22865853658536586,1,0,1,0.003048780487804878,166,5.151724137931034,5.437931034482759,5.724137931034483 | |
| 2025-02-12,518044,Shortbread Lofts,Principal,374,3,374,1,346,25,371,0.9919786096256684,333,25,358,0.9572192513368984,13,0.034759358288770054,2,0,2,0.0053475935828877,3,0.09310344 |
| report_date,property_id,property_name,bldg_unit,unit_type,unit_status,floorplan_name,sqft,resident_id,resident_name,resident_email,resident_phone,resident_gender,leasing_agent,lease_id,lease_status,lease_sub_status,lease_occupancy_type,lease_term_name,lease_term_month,space_option_preferred,space_option,move_in_date,lease_start_date,lease_end_date,lease_started_on_date,lease_partially_completed_on_date,lease_completed_on_date,lease_approved_on_date,charge_code,ledger_name,deposit_charged,deposit_held,market_rent,budgeted_rent,advertised_rate,scheduled_rent,actual_charges,scheduled_rent_total | |
| 2025-02-14,739076,1008 S. 4th,212-A,B1,Notice Rented,B1,316,18106780,"Walawender, Alex",[email protected],(708) 964-3857,Male,"McClain, Jessica",R13499618,Lease Approved,,Student,Annual (08/15/2025-07/30/2026),12,Per Bedroom,Per Bedroom,2025-08-15,2025-08-15,2026-07-30,2024-10-07,2024-10-08,2024-10-08,2024-10-09,Base Rent,Resident,1015,0,925,893,1015,1015,0,1015 | |
| 2025-02-14,739076,1008 S. 4th,212-B,B1,Notice Rente |
| library(shiny) | |
| library(reactable) | |
| library(dplyr) | |
| ui <- fluidPage( | |
| actionButton(inputId = "edit", | |
| label = "Edit"), | |
| reactableOutput("table") | |
| ) |
| { | |
| "auth": { | |
| "type" : "basic" | |
| }, | |
| "requestId" : 15, | |
| "method": { | |
| "name": "getLeasePickList", | |
| "version":"r1" | |
| } | |
| } |
| report_date,property_id,property_name,bldg_unit,unit_type,resident_name,lease_status,lease_term_name,lease_start_date,lease_end_date,deposit_charged,deposit_held,market_rent,budgeted_rent,advertised_rate,scheduled_rent,actual_charges | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Acheson, Amanda",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,690,690,0 | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Ain, Mason",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,715,0,0,0,690,715,0 | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Anderson, Brylie",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,690,0,0,0,690,745,0 | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Andrews, Josiah",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,730,705,0 | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Archbold, Dillon",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,730,760,0 | |
| 2025-02-11,676055,Academy Lincoln,NA,D1,"Armbrust, Avery",Lease Appro |
| { | |
| "id": "id1vzz_tJL", | |
| "name": "GMH Communities", | |
| "domain": "gmhcommunities.com", | |
| "claimed": false, | |
| "description": "We are GMH communities, a privately owned, real estate company specializing in the acquisiton, development, and management of exceptional living communities.", | |
| "longDescription": "GMH Communities is a privately owned real estate company that specializes in acquiring, developing, and managing exceptional living communities across the United States. With over 35 years of experience, GMH Communities, owned by GMH Associates™, has established itself as a leader and innovator in the industry since 1985. Their comprehensive services cover every aspect of the development process, from preliminary concepts to delivery. The dedicated GMH team handles site selection and acquisition, due diligence, entitlements, design coordination, and construction, ensuring a seamless and efficient experience for their clients. GMH Communities has received numerous accolades for their work, includi |