====================================================================== KASDORF BOOKKEEPING — LLM CLASSIFIER BAKE-OFF Started: 2026-03-09 12:50:06 ====================================================================== Loaded 100 test transactions [ 1/100] #3254 | 2025-02-20 | $ 12.72 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (2.7s) [397B ] H | Non-Discretionary:Household Essenti / - (23.2s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 2/100] #3255 | 2025-02-20 | $ 24.65 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (7.1s) [397B ] H | Non-Discretionary:Household Essenti / - (23.2s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 3/100] #3245 | 2025-02-24 | $ 25.79 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Non-Discretionary:Household Essenti / - (7.5s) [397B ] H | Non-Discretionary:Household Essenti / - (23.5s) ✅ ALL AGREE: Non-Discretionary:Household Essentials:Pet Costs [ 4/100] #3229 | 2025-02-28 | $ 127.43 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.4s) [397B ] H | Home Spending:Household Supplies / - (23.3s) ✅ ALL AGREE: Home Spending:Household Supplies [ 5/100] #3224 | 2025-03-01 | $ 15.88 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.2s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 6/100] #3215 | 2025-03-02 | $ 165.72 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (7.7s) [397B ] H | Home Spending:Household Supplies / - (22.7s) ✅ ALL AGREE: Home Spending:Household Supplies [ 7/100] #3216 | 2025-03-02 | $ 637.47 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (8.4s) ⚠️ [397B ] M | Home Spending:Household Supplies / - (29.0s) ✅ ALL AGREE: Home Spending:Household Supplies [ 8/100] #3194 | 2025-03-06 | $ 27.61 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (7.3s) [397B ] H | Home Spending:Household Supplies / - (24.0s) ✅ ALL AGREE: Home Spending:Household Supplies [ 9/100] #3181 | 2025-03-09 | $ 20.03 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.6s) [397B ] H | Home Spending:Household Supplies / - (23.4s) ✅ ALL AGREE: Home Spending:Household Supplies [ 10/100] #3154 | 2025-03-17 | $ 23.73 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.3s) [397B ] H | Home Spending:Household Supplies / - (22.6s) ✅ ALL AGREE: Home Spending:Household Supplies [ 11/100] #3143 | 2025-03-21 | $ 11.58 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.8s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 12/100] #3118 | 2025-03-28 | $ 25.18 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.4s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 13/100] #3119 | 2025-03-28 | $ 44.95 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (7.1s) [397B ] H | Home Spending:Household Supplies / - (23.0s) ✅ ALL AGREE: Home Spending:Household Supplies [ 14/100] #3112 | 2025-03-30 | $ 24.37 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.5s) [397B ] H | Home Spending:Household Supplies / - (22.9s) ✅ ALL AGREE: Home Spending:Household Supplies [ 15/100] #3113 | 2025-03-30 | $ 60.51 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.8s) [397B ] H | Home Spending:Household Supplies / - (23.0s) ✅ ALL AGREE: Home Spending:Household Supplies [ 16/100] #3108 | 2025-04-01 | $ 10.61 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.6s) [397B ] H | Home Spending:Household Supplies / - (22.6s) ✅ ALL AGREE: Home Spending:Household Supplies [ 17/100] #3097 | 2025-04-06 | $ 52.02 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.5s) [397B ] H | Home Spending:Household Supplies / - (23.4s) ✅ ALL AGREE: Home Spending:Household Supplies [ 18/100] #3095 | 2025-04-07 | $ 16.99 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (7.7s) [397B ] H | Home Spending:Household Supplies / - (22.8s) ✅ ALL AGREE: Home Spending:Household Supplies [ 19/100] #3041 | 2025-04-19 | $ 24.65 | AMAZON.COM AMZN.COM/BILL WA 📅 DATE CONTEXT: This date (2025-04-19) falls within known trip 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / Kids (7.4s) [397B ] H | Home Spending:Household Supplies / - (23.4s) ✅ ALL AGREE: Home Spending:Household Supplies [ 20/100] #3037 | 2025-04-20 | $ 20.12 | AMAZON.COM AMZN.COM/BILL WA 📅 DATE CONTEXT: This date (2025-04-20) falls within known trip 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / Kids (8.4s) [397B ] H | Home Spending:Household Supplies / - (23.3s) ✅ ALL AGREE: Home Spending:Household Supplies [ 21/100] #2999 | 2025-04-24 | $ 10.61 | AMAZON MARKEPLACE NA PA 📅 DATE CONTEXT: This date (2025-04-24) falls within known trip 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / Kids (7.6s) [397B ] H | Home Spending:Household Supplies / - (23.2s) ✅ ALL AGREE: Home Spending:Household Supplies [ 22/100] #2990 | 2025-04-27 | $ 177.01 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.4s) [397B ] H | Home Spending:Household Supplies / - (23.2s) ✅ ALL AGREE: Home Spending:Household Supplies [ 23/100] #2991 | 2025-04-27 | $ 387.92 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Discretionary:Hobbies:Recreational / Me (7.6s) [397B ] H | Electronics and Hardware / Me (23.7s) 🔶 2/3 AGREE [ 24/100] #2985 | 2025-04-30 | $ 450.00 | AplPay BEECH HILL FINewton Center MA 📋 4 historical charges found 📧 Gmail match found [35B ] H | Home Upkeep:Firewood / Bennett (7.0s) [397B ] H | Home Upkeep:Firewood / Bennett (22.7s) ✅ ALL AGREE: Home Upkeep:Firewood [ 25/100] #2962 | 2025-05-07 | $ 38.15 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.8s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 26/100] #2954 | 2025-05-08 | $ 21.20 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.4s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 27/100] #2930 | 2025-05-14 | $ 36.06 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.5s) [397B ] H | Home Spending:Household Supplies / - (23.1s) ✅ ALL AGREE: Home Spending:Household Supplies [ 28/100] #2932 | 2025-05-14 | $ 361.51 | AplPay IN *GARY FIALWEST NEWTON MA 📋 4 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Upkeep:Indoor Maintenance / Bennett (7.9s) ⚠️ [397B ] M | Non-Discretionary:Home Upkeep:Indoo / Bennett (26.1s) 🔶 2/3 AGREE [ 29/100] #2915 | 2025-05-18 | $ 44.61 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.2s) [397B ] H | Home Spending:Household Supplies / - (23.2s) ✅ ALL AGREE: Home Spending:Household Supplies [ 30/100] #2859 | 2025-06-02 | $ 133.85 | AMZ*THE HOUSE OF STAPAY.AMAZON.CO WA 📋 1 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (6.9s) [397B ] M | Home Spending:Household Supplies / - (22.3s) ✅ ALL AGREE: Home Spending:Household Supplies [ 31/100] #2848 | 2025-06-04 | $ 9.17 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.6s) [397B ] H | Home Spending:Household Supplies / - (23.7s) ✅ ALL AGREE: Home Spending:Household Supplies [ 32/100] #2850 | 2025-06-04 | $ 94.01 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.6s) [397B ] H | Home Spending:Household Supplies / - (23.3s) ✅ ALL AGREE: Home Spending:Household Supplies [ 33/100] #2845 | 2025-06-05 | $ 32.99 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (8.1s) [397B ] H | Home Spending:Household Supplies / - (22.8s) ✅ ALL AGREE: Home Spending:Household Supplies [ 34/100] #2829 | 2025-06-08 | $ 49.91 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.7s) [397B ] H | Home Spending:Household Supplies / - (22.8s) ✅ ALL AGREE: Home Spending:Household Supplies [ 35/100] #2830 | 2025-06-08 | $ 113.66 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (8.3s) [397B ] M | Home Spending:Household Supplies / - (22.8s) ✅ ALL AGREE: Home Spending:Household Supplies [ 36/100] #2783 | 2025-06-20 | $ 2.56 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.6s) [397B ] H | Home Spending:Household Supplies / - (23.3s) ✅ ALL AGREE: Home Spending:Household Supplies [ 37/100] #2784 | 2025-06-20 | $ 3.33 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (7.3s) [397B ] H | Home Spending:Household Supplies / - (23.5s) ✅ ALL AGREE: Home Spending:Household Supplies [ 38/100] #2785 | 2025-06-20 | $ 24.65 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Home Spending:Household Supplies / - (6.7s) [397B ] H | Home Spending:Household Supplies / - (22.9s) ✅ ALL AGREE: Home Spending:Household Supplies [ 39/100] #2773 | 2025-06-22 | $ 45.99 | AMAZON.COM AMZN.COM/BILL WA 📋 20 historical charges found 📧 Gmail match found [35B ] H | Health:Healthy Stuff / Me (6.3s) [397B ] H | Health:Healthy Stuff / Me (22.7s) ✅ ALL AGREE: Health:Healthy Stuff [ 40/100] #2746 | 2025-06-28 | $ 28.68 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (6.8s) [397B ] H | Home Spending:Household Supplies / - (22.9s) ✅ ALL AGREE: Home Spending:Household Supplies [ 41/100] #2707 | 2025-07-07 | $ 121.60 | AMAZON MARKEPLACE NA PA 📋 20 historical charges found 📧 Gmail match found ⚠️ [35B ] M | Home Spending:Household Supplies / - (8.0s)