From 6bf7f00490de5e742df583e51d4d341aae220402 Mon Sep 17 00:00:00 2001
From: ToddBot <4397978+ToddKerpelman@users.noreply.github.com>
Date: Mon, 9 Dec 2024 00:46:35 +0000
Subject: [PATCH] Auto-update dates

---
 assets/assets_credit_categories.json          | 892 +++++++++---------
 assets/assets_custom_user.json                |   8 +-
 assets/assets_custom_user2.json               | 336 +++----
 income/SMBCustomUser.json                     |  16 +-
 income/SSAuser.json                           |  96 +-
 income/bank_income_basic.json                 | 296 +++---
 ...k_income_custom_user_5_income_sources.json |  96 +-
 ...e_custom_user_6+_employers_in_90_days.json | 124 +--
 ...ustom_user_random_income_over_90_days.json |  40 +-
 .../paystub_and_risk_signals.json             |   6 +-
 income/payroll_income_custom_user.json        |  12 +-
 income/selfEmployedGiguser.json               | 136 +--
 income/transactions+inflow_custom_user.json   |   8 +-
 income/welderTestUser.json                    | 316 +++----
 investments/brokerage_custom_user.json        |  68 +-
 transactions/business_account.json            | 144 +--
 ...sactions_checking+savings_custom_user.json |  16 +-
 17 files changed, 1305 insertions(+), 1305 deletions(-)

diff --git a/assets/assets_credit_categories.json b/assets/assets_credit_categories.json
index 549a121c..bbd96033 100644
--- a/assets/assets_credit_categories.json
+++ b/assets/assets_credit_categories.json
@@ -5,1562 +5,1562 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 1,
                     "description": "Debit: ATM Transaction Decline Fee - Domestic",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 3,
                     "description": "NONTD ATM FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 1,
                     "description": "ATM Balance Inquiry Fee (out-of-network)",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 3,
                     "description": "NON-CHASE ATM FEE-WITH",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2.5,
                     "description": "Atm Fee XXXXXXplustermXXX West Xnd St.rockfalls IlusX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 1.5,
                     "description": "CHECKCARD XXXX CHUMBA GOLD COINS VALETTA XXXXXXXXXXXXXXXXXXXXXXX INTERNATIONAL TRANSACTION FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0.15,
                     "description": "CHECKCARD XXXX CHUMBA GOLD COINS VALETTA XXXXXXXXXXXXXXXXXXXXXXX INTERNATIONAL TRANSACTION FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0.65,
                     "description": "International Service Fee",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 7.59,
                     "description": "INTERNATIONAL TRANSACTION FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 29.5,
                     "description": "Courtesy Pay fee ACH ECC PPD ACH Trace XXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 5,
                     "description": "MONTHLY FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -5,
                     "description": "FEE REVERSAL",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0.11,
                     "description": "Card Fee VISA INTERNATIONAL SERVICE ASSESSMENT Date XX/XX/XX Card XX #XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 17,
                     "description": "NSF/OD CHARGE PAID PAID BY OVERDRAFT PROTECTION",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2,
                     "description": "DAILY OVERDRAFT FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 35,
                     "description": "OVERDRAFT FEE FOR A TRANSACTION POSTED ON XX/XX $X.XX RECURRING PAYMENT AUTHORIZED ON XX/XX HLU*Hulu XXXXXXXXX HULU.COM/BIL",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 35,
                     "description": "OVERDRAFT FEE FOR A TRANSACTION POSTED ON XX/XX $XX.XX RECURRING PAYMENT AUTHORIZED ON XX/XX Amazon Prime*FNXTN Amzn.com/bil",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -29,
                     "description": "COURTESY NSF FEE RFND",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 9,
                     "description": "Paid NSF Fee / ACH Trace Number: XXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 32,
                     "description": "Insufficient Funds Charge Paid / VENMO - PAYMENT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 34,
                     "description": "INSUFFICIENT FUNDS FEE FOR A $XX.XX CARD PURCHASE - DETAILS: XXXXOBP*FIRSTCOMXXXXXXXX masked_email_addressTXX############X",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 29.5,
                     "description": "ODP NSF FEE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 13,
                     "description": "POS Purchase TX XXX-XXXXXXX RVT*TERRELL ISD SEQ# XXXXXX XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 3.25,
                     "description": "VISA DDA PUR XXXXXX DUNKIN XXXXXX QXX CENTEREACH * NY",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 18.94,
                     "description": "CHICK-FIL-A #XXXXX INDIANAPOLIS IN XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 4.85,
                     "description": "PURCHASE AUTHORIZED ON XX/XX COUNTRYSIDE DONUT KIRKLAND WA SXXXXXXXXXXXXXXX CARD XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 10,
                     "description": "PURCHASE AUTHORIZED ON XX/XX DRAFTKINGS SPORTSB XXXXXXXXXX MA SXXXXXXXXXXXXXXX CARD XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 13.69,
                     "description": "XDODGER STADM LOS ANGELES CA XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 15.7,
                     "description": "CHECKCARD XXXX CNK*CINEMARK.COM XXXX XXX-XXX-XXXX MA XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 21.64,
                     "description": "NETFLIX COMLOS GATOSCAUS",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 4.31,
                     "description": "CHECKCARD XXXX Nintendo CAXXXXXXXXX XXX-XXXXXXX WA XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 54.07,
                     "description": "MOBILE PURCHASE XXXX ULERIO DELI GROCERY BRONX NY XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 20.56,
                     "description": "MOBILE PURCHASE XXXX SIENNA WINE & SPI MISSOURI CITYTX XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 1.75,
                     "description": "SNACK SODA VEND NORWOOD /MA US CARD PURCHASE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 59.52,
                     "description": "H&MXXXX XX/XX #XXXXXXXXX PURCHASE H&MXXXX SAN ANTONIO TX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 10.91,
                     "description": "PURCHASE AUTHORIZED ON XX/XX PlaystationNetwork XXX-XXXXXXX CA SXXXXXXXXXXXXXXX CARD XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 7.55,
                     "description": "7-Eleven",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 5.08,
                     "description": "KOHLS XXXX XX/XX #XXXXXXXXX PURCHASE XXXXX MIRAMAR PKW MIRAMAR FL",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2.5,
                     "description": "DOLLARTRE XXXX BAYPORT SEABROOK",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 42,
                     "description": "HOME DEPOT AUTO PYMT ***********XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 12.95,
                     "description": "CHECKCARD XXXX AMZN MKTP US*HIXWXXRXX AMZN.COM/BILLWA XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 78.95,
                     "description": "Go Calendars Games Books XXth Ave Se Albany",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 112.69,
                     "description": "SPORTSMANS WAR XX/XX #XXXXXXXXX PURCHASE SPORTSMANS WAREHO FRESNO CA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 27.36,
                     "description": "TARGET XXXXXXXX HURST TX XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 216.26,
                     "description": "BRIDGECREST DT RETAIL XXXX XXX XXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 39,
                     "description": "LEGALSHIELD *MEMBRSHIP XXXXXXXXXX OK XXXXX Debit Card Purchase XX/XX XX:XXa #XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 123.15,
                     "description": "MOSQUITO SQUAD - NY XXX-XXXXXXX NY XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -540,
                     "description": "REAL PROPERTY SO XPZV PPD ID: XXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -13194.94,
                     "description": "XXX XXX DES:AP PROGRAM ID:XXXXX INDN:XXX XXX CO ID:XXXXXXXXXX CCD",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 5487.69,
                     "description": "CITY CNTY OF SF CTY SF PMT XXXXXX XXXXXXXX XX DECATUR CHECKING",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -549,
                     "description": "ACH DEPOSIT, STATE OF NJ - LA UEMPLOYMEN ****XXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -1895,
                     "description": "SSA TREAS XXX XXSOC SEC XXXXXXXXXA SSA XXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -441,
                     "description": "NYS DOL UI DD UI DD",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -327.99,
                     "description": "VACP TREAS XXX XXVA BENEF ***********XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -1195,
                     "description": "SSA TREAS XXX XXSOC SEC XXXXXX XXXXXXXXXA SSA XXX X XXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -486.63,
                     "description": "Deposit",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -20,
                     "description": "Mobile Deposit",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -285,
                     "description": "BKOFAMERICA ATM XX/XX #XXXXXXXXX DEPOSIT CAROLINA FOREST MYRTLE BEACH SC",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -106.66,
                     "description": "Uber XX/XX #XXXXXXXXX PMNT RCVD Uber San Francisco CA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -200,
                     "description": "Mobile Banking Transfer Deposit XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -2347.63,
                     "description": "GMSTEK LLC XJIK XXXXXX XJIK XX XXX XXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": -462.39,
                     "description": "AMAZON.COM SVCS DIRECT DEP PPD ID: XXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
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                     "amount": 22,
                     "description": "COINBASE, INC. XXXXXXXXXX CA XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 4000,
                     "description": "SCHWAB BROKERAGE MONEYLINK XXXXXX XXXXXXXXXXXXXXX XXX XXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 256.25,
                     "description": "CHECKCARD XXXX IDEAL IMAGE BRAINTREE BRAINTREE MA XXXXXXXXXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 175,
                     "description": "XMX FINANCIAL S MSP/DIV",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 654,
                     "description": "CHECKCARD XXXX BillMatrix Greenville SC",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 9.99,
                     "description": "PULSZ WILMINGTON DE Card XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0.06,
                     "description": "KEEP THE CHANGE TRANSFER TO ACCT XXXX FOR XX/XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 300,
                     "description": "Online Banking transfer to SAV XXXX Confirmation# XXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 5,
                     "description": "Online Transfer to SAV ...XXXX transaction#: XXXXXXXXXXX XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 76.41,
                     "description": "Transfer to Chime Savings Account",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0.21,
                     "description": "Round Up - Checking",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 500,
                     "description": "CASH APP*XXX XXX XXXXXXXXXX CA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 77.48,
                     "description": "PAYPAL XXX-XXX-XXXX CA XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 40,
                     "description": "Debit Card Purchase CASH APP*XXX WEB XXXXXXXXXX CA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2.25,
                     "description": "Digit.co DES:Rainy Day ID:vXthX-YXAAHHLME INDN:XXX XXX CO ID:XXXXXXXXXX PPD",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 100,
                     "description": "ZELLE TO XXX XXX ON XX/XX REF #PPXDBVLJGJ FOR FRANCISCO PAID IN FULL WASHER AND DRYE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 5493,
                     "description": "ONLINE INTERNATIONAL WIRE TRANSFER A/C: T. C. XXX XXX X.X. XXX XXX XXXXX- TR REF: INVOICE PAYMENT TRN: XXXXXXXXXXE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 25000,
                     "description": "ONLINE DOMESTIC WIRE TRANSFER VIA: COMERICA SCO VLY/XXXXXXXXX A/C: LENNAR TITTLE ESCROW ACCOUNT MURRIETA CA XXXXX US REF: REFERE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2605,
                     "description": "WIRE OUT XXXXXXLXBXXDXCXXXXXX XXXXXXXXXXXX;BNF FISHERBROYLES , LLP IOLTA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 49.67,
                     "description": "HOFFMAN CARWASH THX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 9.99,
                     "description": "THALES/SPIRIT INFLMELBOURNE F",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 0,
                     "description": "AIRBNB * HMSPXWQDPR Pending - credit/return/for $XX.XX on card XXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 71,
                     "description": "ISTORAGELXXXEASTPOINTE",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 10.5,
                     "description": "CHECKCARD XXXX NJT RAIL - MYTIX XXX-XXXXXXX NY XXXXXXXXXXXXXXXXXXXXXXX CKCD XXXX XXXXXXXXXXXXXXXX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 2.75,
                     "description": "MTA*NYCT PAYGO NEW YORK NY XX/XX",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 15.3,
                     "description": "PAYPAL INST XFER LYFT RIDE TUE X WEB ID: PAYPALSIXX",
                     "currency": "USD"
diff --git a/assets/assets_custom_user.json b/assets/assets_custom_user.json
index 5d9be1ea..45b36967 100644
--- a/assets/assets_custom_user.json
+++ b/assets/assets_custom_user.json
@@ -22,15 +22,15 @@
             },
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 292.29,
                     "description": "DEBIT CRD AUTOPAY 98712 000000000098712 KIUYPKFWRSGT YOTLKJHAUXL C",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-10",
-                    "date_posted": "2024-10-11",
+                    "date_transacted": "2024-10-11",
+                    "date_posted": "2024-10-12",
                     "amount": 1523.52,
                     "description": "CREDIT CRD AUTOPAY 29812 000000000098123 SPKFGKABCRGK DUXZYAYOTAL X",
                     "currency": "USD"
diff --git a/assets/assets_custom_user2.json b/assets/assets_custom_user2.json
index 4525acd9..2718830a 100644
--- a/assets/assets_custom_user2.json
+++ b/assets/assets_custom_user2.json
@@ -5,15 +5,15 @@
             "subtype": "savings",
             "transactions": [
                 {
-                    "date_transacted": "2024-11-27",
-                    "date_posted": "2024-11-28",
+                    "date_transacted": "2024-11-28",
+                    "date_posted": "2024-11-29",
                     "amount": 896.65,
                     "description": "DEBIT CRD AUTOPAY 98712 000000000028791 KIUYPWRSGTKF UXYOTLLKJHA C",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2022-12-01",
-                    "date_posted": "2022-12-02",
+                    "date_transacted": "2022-12-02",
+                    "date_posted": "2022-12-03",
                     "amount": 1708.12,
                     "description": "CREDIT CRD AUTOPAY 29812 000000000098123 CRGKFKKSPABG UXZYOTAYLDA D",
                     "currency": "USD"
@@ -68,575 +68,575 @@
             "transactions": [
                 {
                     "amount": 24.83,
-                    "date_posted": "2024-11-09",
-                    "date_transacted": "2024-11-09",
+                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
                     "currency": "USD",
                     "description": "Amazon"
                 },
                 {
                     "amount": 38.85,
-                    "date_posted": "2024-11-09",
-                    "date_transacted": "2024-11-09",
+                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
                     "currency": "USD",
                     "description": "Sams Club Sam's Club"
                 },
                 {
                     "amount": 2.62,
-                    "date_posted": "2024-11-09",
-                    "date_transacted": "2024-11-09",
+                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
                     "currency": "USD",
                     "description": "SHELL SERVICE S"
                 },
                 {
                     "amount": 9.88,
-                    "date_posted": "2024-11-09",
-                    "date_transacted": "2024-11-09",
+                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
                     "currency": "USD",
                     "description": "HLU*HULU 012345 HULU.COM/BILL CA USA"
                 },
                 {
                     "amount": 20.71,
-                    "date_posted": "2024-11-10",
-                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
+                    "date_transacted": "2024-11-11",
                     "currency": "USD",
                     "description": "DOMINO'S 0123  PURCHASE 012-012-0123 FL"
                 },
                 {
                     "amount": 7.5,
-                    "date_posted": "2024-11-10",
-                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
+                    "date_transacted": "2024-11-11",
                     "currency": "USD",
                     "description": "PAYPAL           INST XFER  STARBUCKS       WEB ID: PAYPALSI01"
                 },
                 {
                     "amount": 9.53,
-                    "date_posted": "2024-11-10",
-                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
+                    "date_transacted": "2024-11-11",
                     "currency": "USD",
                     "description": "HLU*HULU 0123456789012-U HULU.COM/BILL CADebit Card Withdrawal"
                 },
                 {
                     "amount": 4.06,
-                    "date_posted": "2024-11-11",
-                    "date_transacted": "2024-11-11",
+                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
                     "currency": "USD",
                     "description": "Jimmy John's"
                 },
                 {
                     "amount": 9.23,
-                    "date_posted": "2024-11-11",
-                    "date_transacted": "2024-11-11",
+                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
                     "currency": "USD",
                     "description": "POS DEBIT                UBER   *                 012-012-0123  CA"
                 },
                 {
                     "amount": 10.75,
-                    "date_posted": "2024-11-11",
-                    "date_transacted": "2024-11-11",
+                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
                     "currency": "USD",
                     "description": "Sally Beauty"
                 },
                 {
                     "amount": 3.35,
-                    "date_posted": "2024-11-11",
-                    "date_transacted": "2024-11-11",
+                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
                     "currency": "USD",
                     "description": "Wawa"
                 },
                 {
                     "amount": 28.28,
-                    "date_posted": "2024-11-12",
-                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
+                    "date_transacted": "2024-11-13",
                     "currency": "USD",
                     "description": "CHEGG  ORDER 012-012-0123 CA                 "
                 },
                 {
                     "amount": 13.89,
-                    "date_posted": "2024-11-12",
-                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
+                    "date_transacted": "2024-11-13",
                     "currency": "USD",
                     "description": "DOORDASH"
                 },
                 {
                     "amount": 52.49,
-                    "date_posted": "2024-11-12",
-                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
+                    "date_transacted": "2024-11-13",
                     "currency": "USD",
                     "description": "APL*ITUNES.COM BILL   012-012-0123"
                 },
                 {
                     "amount": -5000,
-                    "date_posted": "2024-11-12",
-                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
+                    "date_transacted": "2024-11-13",
                     "currency": "USD",
                     "description": "MONTHLY PAYCHECK"
                 },
                 {
                     "amount": 39.69,
-                    "date_posted": "2024-11-13",
-                    "date_transacted": "2024-11-13",
+                    "date_posted": "2024-11-14",
+                    "date_transacted": "2024-11-14",
                     "currency": "USD",
                     "description": "Qt"
                 },
                 {
                     "amount": 8.75,
-                    "date_posted": "2024-11-14",
-                    "date_transacted": "2024-11-14",
+                    "date_posted": "2024-11-15",
+                    "date_transacted": "2024-11-15",
                     "currency": "USD",
                     "description": " Card purchase APL*ITUNES.COM/BILL 012-012-0123 CA 01-01-0123"
                 },
                 {
                     "amount": 9.21,
-                    "date_posted": "2024-11-14",
-                    "date_transacted": "2024-11-14",
+                    "date_posted": "2024-11-15",
+                    "date_transacted": "2024-11-15",
                     "currency": "USD",
                     "description": "Playstation Network"
                 },
                 {
                     "amount": 2.09,
-                    "date_posted": "2024-11-17",
-                    "date_transacted": "2024-11-17",
+                    "date_posted": "2024-11-18",
+                    "date_transacted": "2024-11-18",
                     "currency": "USD",
                     "description": "Frys Food"
                 },
                 {
                     "amount": 330.96,
-                    "date_posted": "2024-11-17",
-                    "date_transacted": "2024-11-17",
+                    "date_posted": "2024-11-18",
+                    "date_transacted": "2024-11-18",
                     "currency": "USD",
                     "description": "NNT ULTA #012      012"
                 },
                 {
                     "amount": 4.98,
-                    "date_posted": "2024-11-18",
-                    "date_transacted": "2024-11-18",
+                    "date_posted": "2024-11-19",
+                    "date_transacted": "2024-11-19",
                     "currency": "USD",
                     "description": "MCDONALD'S F01234 BRONX NY                   "
                 },
                 {
                     "amount": 10.8,
-                    "date_posted": "2024-11-18",
-                    "date_transacted": "2024-11-18",
+                    "date_posted": "2024-11-19",
+                    "date_transacted": "2024-11-19",
                     "currency": "USD",
                     "description": "DEBIT CARD PURCHASE XXXXX0123 FANDANGO FANDANGO.CO CA"
                 },
                 {
                     "amount": 38.15,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "PURCHASE AUTHORIZED ON  PAPA JOHN'S #0123 012-012-0123 TX S012345678901234 CARD 0123"
                 },
                 {
                     "amount": 0.75,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "DEBIT CARD PURCHASE XXXXX0123 DOORDASH*WENDYS DOORDASH.CO CA"
                 },
                 {
                     "amount": 11.11,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "AMZN MKTP US*MW AMZN.COM/BILL WA USA"
                 },
                 {
                     "amount": 51.15,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "Texas Roadhouse"
                 },
                 {
                     "amount": 18.75,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "Withdrawal Debit Card STARBUCKS 012-012-0123 WA Date /01 01234567890123456789012 Card 0123"
                 },
                 {
                     "amount": 15.91,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "UBER   EATSDebit Card Purchase"
                 },
                 {
                     "amount": 5.01,
-                    "date_posted": "2024-11-19",
-                    "date_transacted": "2024-11-19",
+                    "date_posted": "2024-11-20",
+                    "date_transacted": "2024-11-20",
                     "currency": "USD",
                     "description": "LYFT - RIDERS CARD#0123"
                 },
                 {
                     "amount": 3.74,
-                    "date_posted": "2024-11-20",
-                    "date_transacted": "2024-11-20",
+                    "date_posted": "2024-11-21",
+                    "date_transacted": "2024-11-21",
                     "currency": "USD",
                     "description": "Withdrawal Debit Card Apl*Itunes.Com/Bill 012-012-0123 Ca Date /01 *      0123456789     * 0123"
                 },
                 {
                     "amount": 5.23,
-                    "date_posted": "2024-11-20",
-                    "date_transacted": "2024-11-20",
+                    "date_posted": "2024-11-21",
+                    "date_transacted": "2024-11-21",
                     "currency": "USD",
                     "description": "POSTMATES TIP HTTPSPOSTMATE CA               "
                 },
                 {
                     "amount": 14.03,
-                    "date_posted": "2024-11-20",
-                    "date_transacted": "2024-11-20",
+                    "date_posted": "2024-11-21",
+                    "date_transacted": "2024-11-21",
                     "currency": "USD",
                     "description": "0123 Dominos Pizza 012-012-0123 CA           "
                 },
                 {
                     "amount": 8.42,
-                    "date_posted": "2024-11-21",
-                    "date_transacted": "2024-11-21",
+                    "date_posted": "2024-11-22",
+                    "date_transacted": "2024-11-22",
                     "currency": "USD",
                     "description": "SUNOCO 0123456789"
                 },
                 {
                     "amount": 0.75,
-                    "date_posted": "2024-11-21",
-                    "date_transacted": "2024-11-21",
+                    "date_posted": "2024-11-22",
+                    "date_transacted": "2024-11-22",
                     "currency": "USD",
                     "description": "USPS.COM MOVER'S GUID 012-012-0123 TN        "
                 },
                 {
                     "amount": 10.72,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "APL*ITUNES 01234567890 01-01"
                 },
                 {
                     "amount": 7.51,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "Arco"
                 },
                 {
                     "amount": 20.71,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "POS Debit - Visa Check Card 0123 - DOMINO'S 0123 012-012-0123 CA"
                 },
                 {
                     "amount": 17.99,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "DAVE.COM 0123456789 CA"
                 },
                 {
                     "amount": 95.11,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "The Home Depot"
                 },
                 {
                     "amount": 7.49,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "PAYPAL           INST XFER  MICROSOFT       WEB ID: PAYPALSI01"
                 },
                 {
                     "amount": 0.74,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "HLU*HULU 0123456789012 HULU.COM/"
                 },
                 {
                     "amount": 11.98,
-                    "date_posted": "2024-11-22",
-                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
                     "currency": "USD",
                     "description": "KFC C012345"
                 },
                 {
                     "amount": 7.3,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "CINEMARK MOVIE CLUB 012-012-0123 TX          "
                 },
                 {
                     "amount": 11.05,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "PIN POS Wal-Mart S CARD#0123"
                 },
                 {
                     "amount": 6.14,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "Check Card: UBER TRIP HELP.UBER.COM CA /01%% Card 01 #0123"
                 },
                 {
                     "amount": 2.22,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "BURGER KING #0123  CARD#0123"
                 },
                 {
                     "amount": 3.73,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "DBT Purchase APL*ITUNES.COM/BIL012-012-0123 CA            0123"
                 },
                 {
                     "amount": 221.38,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "ATTWithdrawalPayment"
                 },
                 {
                     "amount": 34.95,
-                    "date_posted": "2024-11-23",
-                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
                     "currency": "USD",
                     "description": "POS PURCHASE AMZN MKTP US*MW* AMZN.COM/BILL WA 012345 012345678  01:01"
                 },
                 {
                     "amount": 8.11,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "MICROSOFT*XBOX GAME PA MSBILL.INFO WA        "
                 },
                 {
                     "amount": 3.74,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "Debit Card Purchase - APL*ITUNES.COM/BILL"
                 },
                 {
                     "amount": 12.03,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "APL*ITUNES.COM/BIL 01-01 012-012"
                 },
                 {
                     "amount": 8.73,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "CARD TRANSACTION : APL*ITUNES.COM/BILL, 012-012-0123, CA FROM CARD#: XXXXXXXXXXXX0123"
                 },
                 {
                     "amount": 226.85,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "Frys Food"
                 },
                 {
                     "amount": 9.96,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "DOMINO'S 0123 CARD#0123"
                 },
                 {
                     "amount": 4.64,
-                    "date_posted": "2024-11-24",
-                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
                     "currency": "USD",
                     "description": "MCDONALD S F0123 *"
                 },
                 {
                     "amount": 4.8,
-                    "date_posted": "2024-11-25",
-                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
+                    "date_transacted": "2024-11-26",
                     "currency": "USD",
                     "description": "POS DEBIT - WAL-MART #0123"
                 },
                 {
                     "amount": 139.98,
-                    "date_posted": "2024-11-25",
-                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
+                    "date_transacted": "2024-11-26",
                     "currency": "USD",
                     "description": "BLIZZARD ENTERTAINM 012-012-0123 CA          "
                 },
                 {
                     "amount": 10.83,
-                    "date_posted": "2024-11-25",
-                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
+                    "date_transacted": "2024-11-26",
                     "currency": "USD",
                     "description": "POS Debit - Visa Check Card 0123 - AMZN MKTP US*MW012 AMZN.COM B"
                 },
                 {
                     "amount": 25.56,
-                    "date_posted": "2024-11-25",
-                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
+                    "date_transacted": "2024-11-26",
                     "currency": "USD",
                     "description": "WAL-MART #0123"
                 },
                 {
                     "amount": 10.8,
-                    "date_posted": "2024-11-26",
-                    "date_transacted": "2024-11-26",
+                    "date_posted": "2024-11-27",
+                    "date_transacted": "2024-11-27",
                     "currency": "USD",
                     "description": "BURGER KING #0123 CARD#0123"
                 },
                 {
                     "amount": 19.59,
-                    "date_posted": "2024-11-26",
-                    "date_transacted": "2024-11-26",
+                    "date_posted": "2024-11-27",
+                    "date_transacted": "2024-11-27",
                     "currency": "USD",
                     "description": "DENNY'S #0123"
                 },
                 {
                     "amount": 64.73,
-                    "date_posted": "2024-11-27",
-                    "date_transacted": "2024-11-27",
+                    "date_posted": "2024-11-28",
+                    "date_transacted": "2024-11-28",
                     "currency": "USD",
                     "description": "PURCHASE AUTHORIZED ON  AMZN Mktp US*MW*R* Amzn.com/bill WA S012345678901234 CARD 0123"
                 },
                 {
                     "amount": 229.37,
-                    "date_posted": "2024-11-27",
-                    "date_transacted": "2024-11-27",
+                    "date_posted": "2024-11-28",
+                    "date_transacted": "2024-11-28",
                     "currency": "USD",
                     "description": "Food Lion"
                 },
                 {
                     "amount": 2.99,
-                    "date_posted": "2024-11-28",
-                    "date_transacted": "2024-11-28",
+                    "date_posted": "2024-11-29",
+                    "date_transacted": "2024-11-29",
                     "currency": "USD",
                     "description": "POS Debit - Visa Check Card 0123 - NINTENDO *AMERI 012-012-0123"
                 },
                 {
                     "amount": 1.73,
-                    "date_posted": "2024-11-29",
-                    "date_transacted": "2024-11-29",
+                    "date_posted": "2024-11-30",
+                    "date_transacted": "2024-11-30",
                     "currency": "USD",
                     "description": "APL*ITUNES.COM/B 012-012-0123 CAUS Tran Date/Time: /0123 01:01:01"
                 },
                 {
                     "amount": 12.23,
-                    "date_posted": "2024-11-30",
-                    "date_transacted": "2024-11-30",
+                    "date_posted": "2024-12-01",
+                    "date_transacted": "2024-12-01",
                     "currency": "USD",
                     "description": "POS Debit - Visa Check Card 0123 - DAVE.COM 012-0123456 CA"
                 },
                 {
                     "amount": 29.72,
-                    "date_posted": "2024-11-30",
-                    "date_transacted": "2024-11-30",
+                    "date_posted": "2024-12-01",
+                    "date_transacted": "2024-12-01",
                     "currency": "USD",
                     "description": "0123 DOMINOS PIZZA"
                 },
                 {
                     "amount": 18.97,
-                    "date_posted": "2024-11-30",
-                    "date_transacted": "2024-11-30",
+                    "date_posted": "2024-12-01",
+                    "date_transacted": "2024-12-01",
                     "currency": "USD",
                     "description": "Microsoft*Xbox Live Gol"
                 },
                 {
                     "amount": 85.5,
-                    "date_posted": "2024-12-01",
-                    "date_transacted": "2024-12-01",
+                    "date_posted": "2024-12-02",
+                    "date_transacted": "2024-12-02",
                     "currency": "USD",
                     "description": "APPLE PAY"
                 },
                 {
                     "amount": 6.28,
-                    "date_posted": "2024-12-01",
-                    "date_transacted": "2024-12-01",
+                    "date_posted": "2024-12-02",
+                    "date_transacted": "2024-12-02",
                     "currency": "USD",
                     "description": "7-Eleven (Fast Food)"
                 },
                 {
                     "amount": 91.43,
-                    "date_posted": "2024-12-01",
-                    "date_transacted": "2024-12-01",
+                    "date_posted": "2024-12-02",
+                    "date_transacted": "2024-12-02",
                     "currency": "USD",
                     "description": "LOWES #012345"
                 },
                 {
                     "amount": 12.97,
-                    "date_posted": "2024-12-02",
-                    "date_transacted": "2024-12-02",
+                    "date_posted": "2024-12-03",
+                    "date_transacted": "2024-12-03",
                     "currency": "USD",
                     "description": "MICROSOFT   *OFFICE 01 MSBILL.INFO WA        "
                 },
                 {
                     "amount": 7.5,
-                    "date_posted": "2024-12-03",
-                    "date_transacted": "2024-12-03",
+                    "date_posted": "2024-12-04",
+                    "date_transacted": "2024-12-04",
                     "currency": "USD",
                     "description": "Skillz * ESPORTS 012-0123456 MA              "
                 },
                 {
                     "amount": 11.83,
-                    "date_posted": "2024-12-04",
-                    "date_transacted": "2024-12-04",
+                    "date_posted": "2024-12-05",
+                    "date_transacted": "2024-12-05",
                     "currency": "USD",
                     "description": "7-ELEVEN                          M01234 ?"
                 },
                 {
                     "amount": 7.19,
-                    "date_posted": "2024-12-06",
-                    "date_transacted": "2024-12-06",
+                    "date_posted": "2024-12-07",
+                    "date_transacted": "2024-12-07",
                     "currency": "USD",
                     "description": "PURCHASE AUTHORIZED ON  DOORDASH*WENDYS DOORDASH.COM CA S012345678901234 CARD 0123"
                 },
                 {
                     "amount": 2.37,
-                    "date_posted": "2024-12-06",
-                    "date_transacted": "2024-12-06",
+                    "date_posted": "2024-12-07",
+                    "date_transacted": "2024-12-07",
                     "currency": "USD",
                     "description": "STARBUCKS STORE 01 CARD#0123"
                 },
                 {
                     "amount": 1.91,
-                    "date_posted": "2024-12-07",
-                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
                     "currency": "USD",
                     "description": "CMS Vending"
                 },
                 {
                     "amount": 8.75,
-                    "date_posted": "2024-12-07",
-                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
                     "currency": "USD",
                     "description": "MONEY ORDER"
                 },
                 {
                     "amount": 13.13,
-                    "date_posted": "2024-12-07",
-                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
                     "currency": "USD",
                     "description": "DEBIT CARD PURCHASE XXXXX0123 GROUPON INC GROUPON.COM IL"
                 },
                 {
                     "amount": 7.29,
-                    "date_posted": "2024-12-07",
-                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
                     "currency": "USD",
                     "description": "APL* ITUNES.COM One Apple Park Way 012-012-01"
                 },
                 {
                     "amount": 0.75,
-                    "date_posted": "2024-12-08",
-                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
+                    "date_transacted": "2024-12-09",
                     "currency": "USD",
                     "description": "CONTACTS SUBSCRIPTIO HTTPSWWW.HUBB NY        "
                 }
diff --git a/income/SMBCustomUser.json b/income/SMBCustomUser.json
index 04f15c63..9bd099e1 100644
--- a/income/SMBCustomUser.json
+++ b/income/SMBCustomUser.json
@@ -6,29 +6,29 @@
             "starting_balance": 150000,
             "transactions": [
                 {
-                    "date_transacted": "2024-12-06",
-                    "date_posted": "2024-12-06",
+                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-07",
                     "amount": 10000,
                     "description": "Employee Payroll",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-06",
-                    "date_posted": "2024-12-06",
+                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-07",
                     "amount": 5000,
                     "description": "Office Rental",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-06",
-                    "date_posted": "2024-12-07",
+                    "date_transacted": "2024-12-07",
+                    "date_posted": "2024-12-08",
                     "amount": -15000,
                     "description": "Transfer from Savings",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2024-12-09",
                     "amount": 15000,
                     "description": "United States Gypsum Corporation - Drywall",
                     "currency": "USD"
diff --git a/income/SSAuser.json b/income/SSAuser.json
index 3cd2c668..93858ee4 100644
--- a/income/SSAuser.json
+++ b/income/SSAuser.json
@@ -6,170 +6,170 @@
             "starting_balance": 50000,
             "transactions": [
                 {
-                    "date_transacted": "2024-09-18",
-                    "date_posted": "2024-09-19",
+                    "date_transacted": "2024-09-19",
+                    "date_posted": "2024-09-20",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-18",
-                    "date_posted": "2024-08-19",
+                    "date_transacted": "2024-08-19",
+                    "date_posted": "2024-08-20",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-19",
-                    "date_posted": "2024-07-20",
+                    "date_transacted": "2024-07-20",
+                    "date_posted": "2024-07-21",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-14",
-                    "date_posted": "2024-09-15",
+                    "date_transacted": "2024-09-15",
+                    "date_posted": "2024-09-16",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-01",
-                    "date_posted": "2024-09-02",
+                    "date_transacted": "2024-09-02",
+                    "date_posted": "2024-09-03",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-12",
-                    "date_posted": "2024-08-13",
+                    "date_transacted": "2024-08-13",
+                    "date_posted": "2024-08-14",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-03",
-                    "date_posted": "2024-10-04",
+                    "date_transacted": "2024-10-04",
+                    "date_posted": "2024-10-05",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-19",
-                    "date_posted": "2024-09-20",
+                    "date_transacted": "2024-09-20",
+                    "date_posted": "2024-09-21",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-05",
-                    "date_posted": "2024-09-06",
+                    "date_transacted": "2024-09-06",
+                    "date_posted": "2024-09-07",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-22",
-                    "date_posted": "2024-08-23",
+                    "date_transacted": "2024-08-23",
+                    "date_posted": "2024-08-24",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
                     "amount": 6.33,
-                    "date_transacted": "2024-11-20",
-                    "date_posted": "2024-11-21",
+                    "date_transacted": "2024-11-21",
+                    "date_posted": "2024-11-22",
                     "currency": "USD",
                     "description": "Uber 072515 SF**POOL**"
                 },
                 {
                     "amount": 89.4,
-                    "date_transacted": "2024-12-03",
-                    "date_posted": "2024-12-04",
+                    "date_transacted": "2024-12-04",
+                    "date_posted": "2024-12-05",
                     "currency": "USD",
                     "description": "SparkFun"
                 },
                 {
                     "amount": 12,
-                    "date_transacted": "2024-12-04",
-                    "date_posted": "2024-12-05",
+                    "date_transacted": "2024-12-05",
+                    "date_posted": "2024-12-06",
                     "currency": "USD",
                     "description": "McDonalds #3322"
                 },
                 {
                     "amount": 4.33,
-                    "date_transacted": "2024-12-04",
-                    "date_posted": "2024-12-06",
+                    "date_transacted": "2024-12-05",
+                    "date_posted": "2024-12-07",
                     "currency": "USD",
                     "description": "Starbucks"
                 },
                 {
                     "amount": -500,
-                    "date_transacted": "2024-12-05",
-                    "date_posted": "2024-12-07",
+                    "date_transacted": "2024-12-06",
+                    "date_posted": "2024-12-08",
                     "currency": "USD",
                     "description": "United Airlines **** REFUND ****"
                 },
                 {
                     "amount": 5.4,
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "currency": "USD",
                     "description": "Uber 063015 SF**POOL**"
                 },
                 {
                     "amount": -4.22,
-                    "date_transacted": "2024-12-02",
-                    "date_posted": "2024-12-04",
+                    "date_transacted": "2024-12-03",
+                    "date_posted": "2024-12-05",
                     "currency": "USD",
                     "description": "INTRST PYMNT"
                 },
                 {
                     "amount": 25,
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "currency": "USD",
                     "description": "CREDIT CARD 3333 PAYMENT *//"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-11-16",
-                    "date_posted": "2024-11-18",
+                    "date_transacted": "2024-11-17",
+                    "date_posted": "2024-11-19",
                     "currency": "USD",
                     "description": "Madison Bicycle Shop"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-11-16",
-                    "date_posted": "2024-11-18",
+                    "date_transacted": "2024-11-17",
+                    "date_posted": "2024-11-19",
                     "currency": "USD",
                     "description": "KFC"
                 },
                 {
                     "amount": 2078.5,
-                    "date_transacted": "2024-11-16",
-                    "date_posted": "2024-11-17",
+                    "date_transacted": "2024-11-17",
+                    "date_posted": "2024-11-18",
                     "currency": "USD",
                     "description": "AUTOMATIC PAYMENT - THANK"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-11-17",
-                    "date_posted": "2024-11-18",
+                    "date_transacted": "2024-11-18",
+                    "date_posted": "2024-11-19",
                     "currency": "USD",
                     "description": "Tectra Inc"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-11-22",
-                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
                     "currency": "USD",
                     "description": "United Airlines"
                 },
                 {
                     "amount": 78.5,
-                    "date_transacted": "2024-12-05",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-06",
+                    "date_posted": "2024-12-09",
                     "currency": "USD",
                     "description": "Touchstone Climbing"
                 }
diff --git a/income/bank_income_basic.json b/income/bank_income_basic.json
index 774e7771..9f8e1fd3 100644
--- a/income/bank_income_basic.json
+++ b/income/bank_income_basic.json
@@ -5,520 +5,520 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 1745.32,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": 1098.42,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-06",
-                    "date_posted": "2024-09-07",
+                    "date_transacted": "2024-09-07",
+                    "date_posted": "2024-09-08",
                     "amount": 900,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-07",
-                    "date_posted": "2024-08-08",
+                    "date_transacted": "2024-08-08",
+                    "date_posted": "2024-08-09",
                     "amount": 1325.9,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-07",
-                    "date_posted": "2024-07-08",
+                    "date_transacted": "2024-07-08",
+                    "date_posted": "2024-07-09",
                     "amount": 800.32,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-06",
-                    "date_posted": "2024-06-07",
+                    "date_transacted": "2024-06-07",
+                    "date_posted": "2024-06-08",
                     "amount": 659.43,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-07",
-                    "date_posted": "2024-05-08",
+                    "date_transacted": "2024-05-08",
+                    "date_posted": "2024-05-09",
                     "amount": 700,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-06",
-                    "date_posted": "2024-04-07",
+                    "date_transacted": "2024-04-07",
+                    "date_posted": "2024-04-08",
                     "amount": 516.23,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-07",
-                    "date_posted": "2024-03-08",
+                    "date_transacted": "2024-03-08",
+                    "date_posted": "2024-03-09",
                     "amount": 650,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-05",
-                    "date_posted": "2024-02-06",
+                    "date_transacted": "2024-02-06",
+                    "date_posted": "2024-02-07",
                     "amount": 720,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-08",
-                    "date_posted": "2024-01-09",
+                    "date_transacted": "2024-01-09",
+                    "date_posted": "2024-01-10",
                     "amount": 534,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-08",
-                    "date_posted": "2023-12-09",
+                    "date_transacted": "2023-12-09",
+                    "date_posted": "2023-12-10",
                     "amount": 1020.43,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": -5500,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-08",
-                    "date_posted": "2024-10-09",
+                    "date_transacted": "2024-10-09",
+                    "date_posted": "2024-10-10",
                     "amount": -5500,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-07",
-                    "date_posted": "2024-09-08",
+                    "date_transacted": "2024-09-08",
+                    "date_posted": "2024-09-09",
                     "amount": -5500,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-07",
-                    "date_posted": "2024-08-08",
+                    "date_transacted": "2024-08-08",
+                    "date_posted": "2024-08-09",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-08",
-                    "date_posted": "2024-07-09",
+                    "date_transacted": "2024-07-09",
+                    "date_posted": "2024-07-10",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-07",
-                    "date_posted": "2024-06-08",
+                    "date_transacted": "2024-06-08",
+                    "date_posted": "2024-06-09",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-08",
-                    "date_posted": "2024-05-09",
+                    "date_transacted": "2024-05-09",
+                    "date_posted": "2024-05-10",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-07",
-                    "date_posted": "2024-04-08",
+                    "date_transacted": "2024-04-08",
+                    "date_posted": "2024-04-09",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-08",
-                    "date_posted": "2024-03-09",
+                    "date_transacted": "2024-03-09",
+                    "date_posted": "2024-03-10",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-06",
-                    "date_posted": "2024-02-07",
+                    "date_transacted": "2024-02-07",
+                    "date_posted": "2024-02-08",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-09",
-                    "date_posted": "2024-01-10",
+                    "date_transacted": "2024-01-10",
+                    "date_posted": "2024-01-11",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-09",
-                    "date_posted": "2023-12-10",
+                    "date_transacted": "2023-12-10",
+                    "date_posted": "2023-12-11",
                     "amount": -5000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
                     "amount": 6.33,
-                    "date_transacted": "2024-06-29",
-                    "date_posted": "2024-06-30",
+                    "date_transacted": "2024-06-30",
+                    "date_posted": "2024-07-01",
                     "currency": "USD",
                     "description": "Uber 072515 SF**POOL**"
                 },
                 {
                     "amount": 89.4,
-                    "date_transacted": "2024-07-12",
-                    "date_posted": "2024-07-13",
+                    "date_transacted": "2024-07-13",
+                    "date_posted": "2024-07-14",
                     "currency": "USD",
                     "description": "SparkFun"
                 },
                 {
                     "amount": 12,
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-14",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-15",
                     "currency": "USD",
                     "description": "McDonalds #3322"
                 },
                 {
                     "amount": 4.33,
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-15",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-16",
                     "currency": "USD",
                     "description": "Starbucks"
                 },
                 {
                     "amount": -500,
-                    "date_transacted": "2024-07-14",
-                    "date_posted": "2024-07-16",
+                    "date_transacted": "2024-07-15",
+                    "date_posted": "2024-07-17",
                     "currency": "USD",
                     "description": "United Airlines **** REFUND ****"
                 },
                 {
                     "amount": 5.4,
-                    "date_transacted": "2024-07-16",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-17",
+                    "date_posted": "2024-07-18",
                     "currency": "USD",
                     "description": "Uber 063015 SF**POOL**"
                 },
                 {
                     "amount": -4.22,
-                    "date_transacted": "2024-07-11",
-                    "date_posted": "2024-07-13",
+                    "date_transacted": "2024-07-12",
+                    "date_posted": "2024-07-14",
                     "currency": "USD",
                     "description": "INTRST PYMNT"
                 },
                 {
                     "amount": 25,
-                    "date_transacted": "2024-07-16",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-17",
+                    "date_posted": "2024-07-18",
                     "currency": "USD",
                     "description": "CREDIT CARD 3333 PAYMENT *//"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-28",
                     "currency": "USD",
                     "description": "Madison Bicycle Shop"
                 },
                 {
                     "amount": 50,
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-28",
                     "currency": "USD",
                     "description": "KFC"
                 },
                 {
                     "amount": 2078.5,
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-26",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-27",
                     "currency": "USD",
                     "description": "AUTOMATIC PAYMENT - THANK"
                 },
                 {
                     "amount": 400,
-                    "date_transacted": "2024-06-26",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-27",
+                    "date_posted": "2024-06-28",
                     "currency": "USD",
                     "description": "Tectra Inc"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-07-01",
-                    "date_posted": "2024-07-02",
+                    "date_transacted": "2024-07-02",
+                    "date_posted": "2024-07-03",
                     "currency": "USD",
                     "description": "United Airlines"
                 },
                 {
                     "amount": 78.5,
-                    "date_transacted": "2024-07-14",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-15",
+                    "date_posted": "2024-07-18",
                     "currency": "USD",
                     "description": "Touchstone Climbing"
                 }
diff --git a/income/bank_income_custom_user_5_income_sources.json b/income/bank_income_custom_user_5_income_sources.json
index f03b2a42..fec86d4b 100644
--- a/income/bank_income_custom_user_5_income_sources.json
+++ b/income/bank_income_custom_user_5_income_sources.json
@@ -5,85 +5,85 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-11-24",
-                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-24",
-                    "date_posted": "2024-09-25",
+                    "date_transacted": "2024-09-25",
+                    "date_posted": "2024-09-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-24",
-                    "date_posted": "2024-08-25",
+                    "date_transacted": "2024-08-25",
+                    "date_posted": "2024-08-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-27",
-                    "date_posted": "2024-07-28",
+                    "date_transacted": "2024-07-28",
+                    "date_posted": "2024-07-29",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-26",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-27",
+                    "date_posted": "2024-06-28",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-13",
-                    "date_posted": "2024-11-14",
+                    "date_transacted": "2024-11-14",
+                    "date_posted": "2024-11-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-13",
-                    "date_posted": "2024-10-14",
+                    "date_transacted": "2024-10-14",
+                    "date_posted": "2024-10-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-13",
-                    "date_posted": "2024-09-14",
+                    "date_transacted": "2024-09-14",
+                    "date_posted": "2024-09-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-07",
-                    "date_posted": "2024-10-08",
+                    "date_transacted": "2024-10-08",
+                    "date_posted": "2024-10-09",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
@@ -112,85 +112,85 @@
             "subtype": "savings",
             "transactions": [
                 {
-                    "date_transacted": "2024-11-24",
-                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-09",
-                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-09",
-                    "date_posted": "2024-10-10",
+                    "date_transacted": "2024-10-10",
+                    "date_posted": "2024-10-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-24",
-                    "date_posted": "2024-09-25",
+                    "date_transacted": "2024-09-25",
+                    "date_posted": "2024-09-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-09",
-                    "date_posted": "2024-09-10",
+                    "date_transacted": "2024-09-10",
+                    "date_posted": "2024-09-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-28",
-                    "date_posted": "2024-11-29",
+                    "date_transacted": "2024-11-29",
+                    "date_posted": "2024-11-30",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-21",
-                    "date_posted": "2024-11-22",
+                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-14",
-                    "date_posted": "2024-11-15",
+                    "date_transacted": "2024-11-15",
+                    "date_posted": "2024-11-16",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-07",
-                    "date_posted": "2024-11-08",
+                    "date_transacted": "2024-11-08",
+                    "date_posted": "2024-11-09",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-31",
-                    "date_posted": "2024-11-01",
+                    "date_transacted": "2024-11-01",
+                    "date_posted": "2024-11-02",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
diff --git a/income/bank_income_custom_user_6+_employers_in_90_days.json b/income/bank_income_custom_user_6+_employers_in_90_days.json
index b44f5e06..f5c3b3bc 100644
--- a/income/bank_income_custom_user_6+_employers_in_90_days.json
+++ b/income/bank_income_custom_user_6+_employers_in_90_days.json
@@ -5,134 +5,134 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-11-24",
-                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-24",
-                    "date_posted": "2024-09-25",
+                    "date_transacted": "2024-09-25",
+                    "date_posted": "2024-09-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-24",
-                    "date_posted": "2024-08-25",
+                    "date_transacted": "2024-08-25",
+                    "date_posted": "2024-08-26",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-27",
-                    "date_posted": "2024-07-28",
+                    "date_transacted": "2024-07-28",
+                    "date_posted": "2024-07-29",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-26",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-27",
+                    "date_posted": "2024-06-28",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-13",
-                    "date_posted": "2024-11-14",
+                    "date_transacted": "2024-11-14",
+                    "date_posted": "2024-11-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-13",
-                    "date_posted": "2024-10-14",
+                    "date_transacted": "2024-10-14",
+                    "date_posted": "2024-10-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-13",
-                    "date_posted": "2024-09-14",
+                    "date_transacted": "2024-09-14",
+                    "date_posted": "2024-09-15",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-07",
-                    "date_posted": "2024-10-08",
+                    "date_transacted": "2024-10-08",
+                    "date_posted": "2024-10-09",
                     "amount": -25,
                     "description": "bank interest payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-09",
-                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-27",
-                    "date_posted": "2024-10-28",
+                    "date_transacted": "2024-10-28",
+                    "date_posted": "2024-10-29",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-07",
-                    "date_posted": "2024-10-08",
+                    "date_transacted": "2024-10-08",
+                    "date_posted": "2024-10-09",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-28",
-                    "date_posted": "2024-11-29",
+                    "date_transacted": "2024-11-29",
+                    "date_posted": "2024-11-30",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-14",
-                    "date_posted": "2024-11-15",
+                    "date_transacted": "2024-11-15",
+                    "date_posted": "2024-11-16",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-31",
-                    "date_posted": "2024-11-01",
+                    "date_transacted": "2024-11-01",
+                    "date_posted": "2024-11-02",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-17",
-                    "date_posted": "2024-10-18",
+                    "date_transacted": "2024-10-18",
+                    "date_posted": "2024-10-19",
                     "amount": -750,
                     "description": "Unemployment Benefits",
                     "currency": "USD"
@@ -161,85 +161,85 @@
             "subtype": "savings",
             "transactions": [
                 {
-                    "date_transacted": "2024-11-24",
-                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-09",
-                    "date_posted": "2024-11-10",
+                    "date_transacted": "2024-11-10",
+                    "date_posted": "2024-11-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-09",
-                    "date_posted": "2024-10-10",
+                    "date_transacted": "2024-10-10",
+                    "date_posted": "2024-10-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-24",
-                    "date_posted": "2024-09-25",
+                    "date_transacted": "2024-09-25",
+                    "date_posted": "2024-09-26",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-09",
-                    "date_posted": "2024-09-10",
+                    "date_transacted": "2024-09-10",
+                    "date_posted": "2024-09-11",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-28",
-                    "date_posted": "2024-11-29",
+                    "date_transacted": "2024-11-29",
+                    "date_posted": "2024-11-30",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-21",
-                    "date_posted": "2024-11-22",
+                    "date_transacted": "2024-11-22",
+                    "date_posted": "2024-11-23",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-14",
-                    "date_posted": "2024-11-15",
+                    "date_transacted": "2024-11-15",
+                    "date_posted": "2024-11-16",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-07",
-                    "date_posted": "2024-11-08",
+                    "date_transacted": "2024-11-08",
+                    "date_posted": "2024-11-09",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-31",
-                    "date_posted": "2024-11-01",
+                    "date_transacted": "2024-11-01",
+                    "date_posted": "2024-11-02",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-24",
-                    "date_posted": "2024-10-25",
+                    "date_transacted": "2024-10-25",
+                    "date_posted": "2024-10-26",
                     "amount": -1200,
                     "description": "Lyft Payment",
                     "currency": "USD"
diff --git a/income/bank_income_custom_user_random_income_over_90_days.json b/income/bank_income_custom_user_random_income_over_90_days.json
index 41c62b2c..b36a4a45 100644
--- a/income/bank_income_custom_user_random_income_over_90_days.json
+++ b/income/bank_income_custom_user_random_income_over_90_days.json
@@ -5,57 +5,57 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-22",
-                    "date_posted": "2024-10-23",
+                    "date_transacted": "2024-10-23",
+                    "date_posted": "2024-10-24",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-01",
-                    "date_posted": "2024-10-02",
+                    "date_transacted": "2024-10-02",
+                    "date_posted": "2024-10-03",
                     "amount": -2000,
                     "description": "Plaid Direct Dep",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-26",
-                    "date_posted": "2024-11-27",
+                    "date_transacted": "2024-11-27",
+                    "date_posted": "2024-11-28",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-11",
-                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
                     "amount": -2500,
                     "description": "Social Security Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-22",
-                    "date_posted": "2024-11-23",
+                    "date_transacted": "2024-11-23",
+                    "date_posted": "2024-11-24",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-31",
-                    "date_posted": "2024-11-01",
+                    "date_transacted": "2024-11-01",
+                    "date_posted": "2024-11-02",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-09",
-                    "date_posted": "2024-10-10",
+                    "date_transacted": "2024-10-10",
+                    "date_posted": "2024-10-11",
                     "amount": -75,
                     "description": "child support",
                     "currency": "USD"
@@ -84,15 +84,15 @@
             "subtype": "savings",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-26",
-                    "date_posted": "2024-11-27",
+                    "date_transacted": "2024-11-27",
+                    "date_posted": "2024-11-28",
                     "amount": -1000,
                     "description": "Uber Payment",
                     "currency": "USD"
diff --git a/income/document_income/paystub_and_risk_signals.json b/income/document_income/paystub_and_risk_signals.json
index 34511566..cdb5721e 100644
--- a/income/document_income/paystub_and_risk_signals.json
+++ b/income/document_income/paystub_and_risk_signals.json
@@ -26,9 +26,9 @@
             }
         },
         "pay_period_details": {
-            "start_date": "2024-11-22",
-            "end_date": "2024-12-08",
-            "pay_day": "2024-12-08",
+            "start_date": "2024-11-23",
+            "end_date": "2024-12-09",
+            "pay_day": "2024-12-09",
             "gross_earnings": 1000.39,
             "check_amount": 499.28
         },
diff --git a/income/payroll_income_custom_user.json b/income/payroll_income_custom_user.json
index ff8edbc0..6d08a0a9 100644
--- a/income/payroll_income_custom_user.json
+++ b/income/payroll_income_custom_user.json
@@ -34,9 +34,9 @@
                             }
                         ],
                         "pay_period_details": {
-                            "start_date": "2024-11-10",
-                            "end_date": "2024-11-21",
-                            "pay_day": "2024-11-24",
+                            "start_date": "2024-11-11",
+                            "end_date": "2024-11-22",
+                            "pay_day": "2024-11-25",
                             "gross_earnings": 1000.39,
                             "check_amount": 499.28
                         }
@@ -64,9 +64,9 @@
                             }
                         ],
                         "pay_period_details": {
-                            "start_date": "2024-11-24",
-                            "end_date": "2024-12-05",
-                            "pay_day": "2024-12-08",
+                            "start_date": "2024-11-25",
+                            "end_date": "2024-12-06",
+                            "pay_day": "2024-12-09",
                             "gross_earnings": 800,
                             "check_amount": 300
                         }
diff --git a/income/selfEmployedGiguser.json b/income/selfEmployedGiguser.json
index 5b92039c..dd4d11c3 100644
--- a/income/selfEmployedGiguser.json
+++ b/income/selfEmployedGiguser.json
@@ -6,240 +6,240 @@
             "starting_balance": 30000,
             "transactions": [
                 {
-                    "date_transacted": "2024-08-08",
-                    "date_posted": "2024-08-09",
+                    "date_transacted": "2024-08-09",
+                    "date_posted": "2024-08-10",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2023-12-10",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2023-12-11",
                     "amount": 5,
                     "description": "Overdraft fee",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-08",
-                    "date_posted": "2023-12-10",
+                    "date_transacted": "2024-12-09",
+                    "date_posted": "2023-12-11",
                     "amount": 12,
                     "description": "NSF fee",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-23",
-                    "date_posted": "2024-07-24",
+                    "date_transacted": "2024-07-24",
+                    "date_posted": "2024-07-25",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-08",
-                    "date_posted": "2024-07-09",
+                    "date_transacted": "2024-07-09",
+                    "date_posted": "2024-07-10",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-22",
-                    "date_posted": "2024-06-23",
+                    "date_transacted": "2024-06-23",
+                    "date_posted": "2024-06-24",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-07",
-                    "date_posted": "2024-06-08",
+                    "date_transacted": "2024-06-08",
+                    "date_posted": "2024-06-09",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-22",
-                    "date_posted": "2024-05-23",
+                    "date_transacted": "2024-05-23",
+                    "date_posted": "2024-05-24",
                     "amount": -1600,
                     "description": "Self Payout From Business",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-07",
-                    "date_posted": "2024-05-08",
+                    "date_transacted": "2024-05-08",
+                    "date_posted": "2024-05-09",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-22",
-                    "date_posted": "2024-04-23",
+                    "date_transacted": "2024-04-23",
+                    "date_posted": "2024-04-24",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-06",
-                    "date_posted": "2024-04-07",
+                    "date_transacted": "2024-04-07",
+                    "date_posted": "2024-04-08",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-22",
-                    "date_posted": "2024-03-23",
+                    "date_transacted": "2024-03-23",
+                    "date_posted": "2024-03-24",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-07",
-                    "date_posted": "2024-03-08",
+                    "date_transacted": "2024-03-08",
+                    "date_posted": "2024-03-09",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-21",
-                    "date_posted": "2024-02-22",
+                    "date_transacted": "2024-02-22",
+                    "date_posted": "2024-02-23",
                     "amount": -1000,
                     "description": "Uber Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-11",
-                    "date_posted": "2024-05-12",
+                    "date_transacted": "2024-05-12",
+                    "date_posted": "2024-05-13",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-04",
-                    "date_posted": "2024-05-05",
+                    "date_transacted": "2024-05-05",
+                    "date_posted": "2024-05-06",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-27",
-                    "date_posted": "2024-04-28",
+                    "date_transacted": "2024-04-28",
+                    "date_posted": "2024-04-29",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-20",
-                    "date_posted": "2024-04-21",
+                    "date_transacted": "2024-04-21",
+                    "date_posted": "2024-04-22",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-13",
-                    "date_posted": "2024-04-14",
+                    "date_transacted": "2024-04-14",
+                    "date_posted": "2024-04-15",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-06",
-                    "date_posted": "2024-04-07",
+                    "date_transacted": "2024-04-07",
+                    "date_posted": "2024-04-08",
                     "amount": -1200,
                     "description": "Lyft Payout",
                     "currency": "USD"
                 },
                 {
                     "amount": 6.33,
-                    "date_transacted": "2024-06-28",
-                    "date_posted": "2024-06-29",
+                    "date_transacted": "2024-06-29",
+                    "date_posted": "2024-06-30",
                     "currency": "USD",
                     "description": "Uber 072515 SF**POOL**"
                 },
                 {
                     "amount": 89.4,
-                    "date_transacted": "2024-07-11",
-                    "date_posted": "2024-07-12",
+                    "date_transacted": "2024-07-12",
+                    "date_posted": "2024-07-13",
                     "currency": "USD",
                     "description": "SparkFun"
                 },
                 {
                     "amount": 12,
-                    "date_transacted": "2024-07-12",
-                    "date_posted": "2024-07-13",
+                    "date_transacted": "2024-07-13",
+                    "date_posted": "2024-07-14",
                     "currency": "USD",
                     "description": "McDonalds #3322"
                 },
                 {
                     "amount": 4.33,
-                    "date_transacted": "2024-07-12",
-                    "date_posted": "2024-07-14",
+                    "date_transacted": "2024-07-13",
+                    "date_posted": "2024-07-15",
                     "currency": "USD",
                     "description": "Starbucks"
                 },
                 {
                     "amount": -500,
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-15",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-16",
                     "currency": "USD",
                     "description": "United Airlines **** REFUND ****"
                 },
                 {
                     "amount": 5.4,
-                    "date_transacted": "2024-07-15",
-                    "date_posted": "2024-07-16",
+                    "date_transacted": "2024-07-16",
+                    "date_posted": "2024-07-17",
                     "currency": "USD",
                     "description": "Uber 063015 SF**POOL**"
                 },
                 {
                     "amount": -4.22,
-                    "date_transacted": "2024-07-10",
-                    "date_posted": "2024-07-12",
+                    "date_transacted": "2024-07-11",
+                    "date_posted": "2024-07-13",
                     "currency": "USD",
                     "description": "INTRST PYMNT"
                 },
                 {
                     "amount": 25,
-                    "date_transacted": "2024-07-15",
-                    "date_posted": "2024-07-16",
+                    "date_transacted": "2024-07-16",
+                    "date_posted": "2024-07-17",
                     "currency": "USD",
                     "description": "CREDIT CARD 3333 PAYMENT *//"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-06-24",
-                    "date_posted": "2024-06-26",
+                    "date_transacted": "2024-06-25",
+                    "date_posted": "2024-06-27",
                     "currency": "USD",
                     "description": "Madison Bicycle Shop"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-06-24",
-                    "date_posted": "2024-06-26",
+                    "date_transacted": "2024-06-25",
+                    "date_posted": "2024-06-27",
                     "currency": "USD",
                     "description": "KFC"
                 },
                 {
                     "amount": 2078.5,
-                    "date_transacted": "2024-06-24",
-                    "date_posted": "2024-06-25",
+                    "date_transacted": "2024-06-25",
+                    "date_posted": "2024-06-26",
                     "currency": "USD",
                     "description": "AUTOMATIC PAYMENT - THANK"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-26",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-27",
                     "currency": "USD",
                     "description": "Tectra Inc"
                 },
                 {
                     "amount": 500,
-                    "date_transacted": "2024-06-30",
-                    "date_posted": "2024-07-01",
+                    "date_transacted": "2024-07-01",
+                    "date_posted": "2024-07-02",
                     "currency": "USD",
                     "description": "United Airlines"
                 },
                 {
                     "amount": 78.5,
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-16",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-17",
                     "currency": "USD",
                     "description": "Touchstone Climbing"
                 }
diff --git a/income/transactions+inflow_custom_user.json b/income/transactions+inflow_custom_user.json
index e68e8d89..82744683 100644
--- a/income/transactions+inflow_custom_user.json
+++ b/income/transactions+inflow_custom_user.json
@@ -28,15 +28,15 @@
             },
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 292.29,
                     "description": "DEBIT CRD AUTOPAY 98712 000000000098712 KIUYPKFWRSGT YOTLKJHAUXL C",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-10",
-                    "date_posted": "2024-10-11",
+                    "date_transacted": "2024-10-11",
+                    "date_posted": "2024-10-12",
                     "amount": 1523.52,
                     "description": "CREDIT CRD AUTOPAY 29812 000000000098123 SPKFGKABCRGK DUXZYAYOTAL X",
                     "currency": "USD"
diff --git a/income/welderTestUser.json b/income/welderTestUser.json
index d72188d6..af41f8cd 100644
--- a/income/welderTestUser.json
+++ b/income/welderTestUser.json
@@ -5,554 +5,554 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 1745.32,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": 1098.42,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-07",
-                    "date_posted": "2024-10-08",
+                    "date_transacted": "2024-10-08",
+                    "date_posted": "2024-10-09",
                     "amount": 634.21,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-06",
-                    "date_posted": "2024-09-07",
+                    "date_transacted": "2024-09-07",
+                    "date_posted": "2024-09-08",
                     "amount": 900,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-07",
-                    "date_posted": "2024-08-08",
+                    "date_transacted": "2024-08-08",
+                    "date_posted": "2024-08-09",
                     "amount": 1325.9,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-07",
-                    "date_posted": "2024-07-08",
+                    "date_transacted": "2024-07-08",
+                    "date_posted": "2024-07-09",
                     "amount": 800.32,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-06",
-                    "date_posted": "2024-06-07",
+                    "date_transacted": "2024-06-07",
+                    "date_posted": "2024-06-08",
                     "amount": 659.43,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-07",
-                    "date_posted": "2024-05-08",
+                    "date_transacted": "2024-05-08",
+                    "date_posted": "2024-05-09",
                     "amount": 700,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-06",
-                    "date_posted": "2024-04-07",
+                    "date_transacted": "2024-04-07",
+                    "date_posted": "2024-04-08",
                     "amount": 516.23,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-07",
-                    "date_posted": "2024-03-08",
+                    "date_transacted": "2024-03-08",
+                    "date_posted": "2024-03-09",
                     "amount": 650,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-05",
-                    "date_posted": "2024-02-06",
+                    "date_transacted": "2024-02-06",
+                    "date_posted": "2024-02-07",
                     "amount": 720,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-08",
-                    "date_posted": "2024-01-09",
+                    "date_transacted": "2024-01-09",
+                    "date_posted": "2024-01-10",
                     "amount": 534,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-08",
-                    "date_posted": "2023-12-09",
+                    "date_transacted": "2023-12-09",
+                    "date_posted": "2023-12-10",
                     "amount": 1020.43,
                     "description": "Discover credit card payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-23",
-                    "date_posted": "2024-09-24",
+                    "date_transacted": "2024-09-24",
+                    "date_posted": "2024-09-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 267,
                     "description": "Student Loan Repayment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-23",
-                    "date_posted": "2024-09-24",
+                    "date_transacted": "2024-09-24",
+                    "date_posted": "2024-09-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 524,
                     "description": "Auto Loan Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-23",
-                    "date_posted": "2024-09-24",
+                    "date_transacted": "2024-09-24",
+                    "date_posted": "2024-09-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": 2745,
                     "description": "Mortgage Payment",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-23",
-                    "date_posted": "2024-11-24",
+                    "date_transacted": "2024-11-24",
+                    "date_posted": "2024-11-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-23",
-                    "date_posted": "2024-10-24",
+                    "date_transacted": "2024-10-24",
+                    "date_posted": "2024-10-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-23",
-                    "date_posted": "2024-09-24",
+                    "date_transacted": "2024-09-24",
+                    "date_posted": "2024-09-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-23",
-                    "date_posted": "2024-08-24",
+                    "date_transacted": "2024-08-24",
+                    "date_posted": "2024-08-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-24",
-                    "date_posted": "2024-07-25",
+                    "date_transacted": "2024-07-25",
+                    "date_posted": "2024-07-26",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-23",
-                    "date_posted": "2024-06-24",
+                    "date_transacted": "2024-06-24",
+                    "date_posted": "2024-06-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-05-23",
-                    "date_posted": "2024-05-24",
+                    "date_transacted": "2024-05-24",
+                    "date_posted": "2024-05-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-04-23",
-                    "date_posted": "2024-04-24",
+                    "date_transacted": "2024-04-24",
+                    "date_posted": "2024-04-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-03-23",
-                    "date_posted": "2024-03-24",
+                    "date_transacted": "2024-03-24",
+                    "date_posted": "2024-03-25",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-02-22",
-                    "date_posted": "2024-02-23",
+                    "date_transacted": "2024-02-23",
+                    "date_posted": "2024-02-24",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-01-22",
-                    "date_posted": "2024-01-23",
+                    "date_transacted": "2024-01-23",
+                    "date_posted": "2024-01-24",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-12-25",
-                    "date_posted": "2023-12-26",
+                    "date_transacted": "2023-12-26",
+                    "date_posted": "2023-12-27",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2023-11-24",
-                    "date_posted": "2023-11-25",
+                    "date_transacted": "2023-11-25",
+                    "date_posted": "2023-11-26",
                     "amount": -4166.66,
                     "description": "Direct Deposit - Excelsior Welding Company",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-29",
-                    "date_posted": "2024-06-30",
+                    "date_transacted": "2024-06-30",
+                    "date_posted": "2024-07-01",
                     "amount": 6.33,
                     "description": "Uber 072515 SF**POOL**",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-12",
-                    "date_posted": "2024-07-13",
+                    "date_transacted": "2024-07-13",
+                    "date_posted": "2024-07-14",
                     "amount": 89.4,
                     "description": "SparkFun",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-14",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-15",
                     "amount": 12,
                     "description": "McDonalds #3322",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-13",
-                    "date_posted": "2024-07-15",
+                    "date_transacted": "2024-07-14",
+                    "date_posted": "2024-07-16",
                     "amount": 4.33,
                     "description": "Starbucks",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-14",
-                    "date_posted": "2024-07-16",
+                    "date_transacted": "2024-07-15",
+                    "date_posted": "2024-07-17",
                     "amount": -500,
                     "description": "United Airlines **** REFUND ****",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-16",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-17",
+                    "date_posted": "2024-07-18",
                     "amount": 5.4,
                     "description": "Uber 063015 SF**POOL**",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-11",
-                    "date_posted": "2024-07-13",
+                    "date_transacted": "2024-07-12",
+                    "date_posted": "2024-07-14",
                     "amount": -4.22,
                     "description": "INTRST PYMNT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-16",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-17",
+                    "date_posted": "2024-07-18",
                     "amount": 25,
                     "description": "CREDIT CARD 3333 PAYMENT *//",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-28",
                     "amount": 500,
                     "description": "Madison Bicycle Shop",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-28",
                     "amount": 500,
                     "description": "KFC",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-25",
-                    "date_posted": "2024-06-26",
+                    "date_transacted": "2024-06-26",
+                    "date_posted": "2024-06-27",
                     "amount": 2078.5,
                     "description": "AUTOMATIC PAYMENT - THANK",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-06-26",
-                    "date_posted": "2024-06-27",
+                    "date_transacted": "2024-06-27",
+                    "date_posted": "2024-06-28",
                     "amount": 500,
                     "description": "Tectra Inc",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-01",
-                    "date_posted": "2024-07-02",
+                    "date_transacted": "2024-07-02",
+                    "date_posted": "2024-07-03",
                     "amount": 500,
                     "description": "United Airlines",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-07-14",
-                    "date_posted": "2024-07-17",
+                    "date_transacted": "2024-07-15",
+                    "date_posted": "2024-07-18",
                     "amount": 78.5,
                     "description": "Touchstone Climbing",
                     "currency": "USD"
diff --git a/investments/brokerage_custom_user.json b/investments/brokerage_custom_user.json
index 31d82073..0038de01 100644
--- a/investments/brokerage_custom_user.json
+++ b/investments/brokerage_custom_user.json
@@ -42,7 +42,7 @@
             "holdings": [
                 {
                     "institution_price": 140.4,
-                    "institution_price_as_of": "2024-09-19",
+                    "institution_price_as_of": "2024-09-20",
                     "quantity": 12,
                     "currency": "USD",
                     "security": {
@@ -52,7 +52,7 @@
                 },
                 {
                     "institution_price": 10.43,
-                    "institution_price_as_of": "2023-12-20",
+                    "institution_price_as_of": "2023-12-21",
                     "cost_basis": 10.43,
                     "quantity": 10,
                     "currency": "USD",
@@ -63,7 +63,7 @@
                 },
                 {
                     "institution_price": 2228.23,
-                    "institution_price_as_of": "2024-01-24",
+                    "institution_price_as_of": "2024-01-25",
                     "cost_basis": 2228.23,
                     "quantity": 8,
                     "currency": "USD",
@@ -74,7 +74,7 @@
                 },
                 {
                     "institution_price": 91.78,
-                    "institution_price_as_of": "2024-02-09",
+                    "institution_price_as_of": "2024-02-10",
                     "cost_basis": 91.78,
                     "quantity": 17,
                     "currency": "USD",
@@ -85,7 +85,7 @@
                 },
                 {
                     "institution_price": 108.6,
-                    "institution_price_as_of": "2024-03-31",
+                    "institution_price_as_of": "2024-04-01",
                     "cost_basis": 108.6,
                     "quantity": 100,
                     "currency": "USD",
@@ -96,7 +96,7 @@
                 },
                 {
                     "institution_price": 369.82,
-                    "institution_price_as_of": "2024-04-27",
+                    "institution_price_as_of": "2024-04-28",
                     "cost_basis": 29.36,
                     "quantity": 5,
                     "currency": "USD",
@@ -107,7 +107,7 @@
                 },
                 {
                     "institution_price": 19999.54,
-                    "institution_price_as_of": "2024-05-10",
+                    "institution_price_as_of": "2024-05-11",
                     "cost_basis": 120.03,
                     "quantity": 0.00293644,
                     "currency": "USD",
@@ -118,7 +118,7 @@
                 },
                 {
                     "institution_price": 13.35,
-                    "institution_price_as_of": "2024-12-08",
+                    "institution_price_as_of": "2024-12-09",
                     "cost_basis": 13.35,
                     "quantity": 20,
                     "currency": "USD",
@@ -129,7 +129,7 @@
                 },
                 {
                     "institution_price": 495.72,
-                    "institution_price_as_of": "2024-05-20",
+                    "institution_price_as_of": "2024-05-21",
                     "cost_basis": 495.72,
                     "quantity": 12,
                     "currency": "USD",
@@ -140,7 +140,7 @@
                 },
                 {
                     "institution_price": 11.43,
-                    "institution_price_as_of": "2024-06-06",
+                    "institution_price_as_of": "2024-06-07",
                     "cost_basis": 11.43,
                     "quantity": 20,
                     "currency": "USD",
@@ -151,7 +151,7 @@
                 },
                 {
                     "institution_price": 670.81,
-                    "institution_price_as_of": "2024-05-08",
+                    "institution_price_as_of": "2024-05-09",
                     "cost_basis": 670.81,
                     "quantity": 23,
                     "currency": "USD",
@@ -162,7 +162,7 @@
                 },
                 {
                     "institution_price": 5.51,
-                    "institution_price_as_of": "2023-12-13",
+                    "institution_price_as_of": "2023-12-14",
                     "cost_basis": 5.51,
                     "quantity": 9,
                     "currency": "USD",
@@ -173,7 +173,7 @@
                 },
                 {
                     "institution_price": 114.07,
-                    "institution_price_as_of": "2024-01-14",
+                    "institution_price_as_of": "2024-01-15",
                     "cost_basis": 114.07,
                     "quantity": 3,
                     "currency": "USD",
@@ -184,7 +184,7 @@
                 },
                 {
                     "institution_price": 70.04,
-                    "institution_price_as_of": "2024-02-24",
+                    "institution_price_as_of": "2024-02-25",
                     "cost_basis": 70.04,
                     "quantity": 19,
                     "currency": "USD",
@@ -195,7 +195,7 @@
                 },
                 {
                     "institution_price": 142.99,
-                    "institution_price_as_of": "2024-04-03",
+                    "institution_price_as_of": "2024-04-04",
                     "cost_basis": 142.99,
                     "quantity": 30,
                     "currency": "USD",
@@ -206,7 +206,7 @@
                 },
                 {
                     "institution_price": 78.85,
-                    "institution_price_as_of": "2024-04-15",
+                    "institution_price_as_of": "2024-04-16",
                     "cost_basis": 78.85,
                     "quantity": 11,
                     "currency": "USD",
@@ -217,7 +217,7 @@
                 },
                 {
                     "institution_price": 20.83,
-                    "institution_price_as_of": "2024-05-25",
+                    "institution_price_as_of": "2024-05-26",
                     "cost_basis": 20.83,
                     "quantity": 13,
                     "currency": "USD",
@@ -229,7 +229,7 @@
             ],
             "investment_transactions": [
                 {
-                    "date": "2024-09-09",
+                    "date": "2024-09-10",
                     "name": "buy stock",
                     "quantity": 10,
                     "price": 10,
@@ -242,7 +242,7 @@
                     }
                 },
                 {
-                    "date": "2024-09-23",
+                    "date": "2024-09-24",
                     "name": "buy stock",
                     "quantity": 15,
                     "price": 10,
@@ -255,7 +255,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-19",
+                    "date": "2024-05-20",
                     "name": "buy stock",
                     "quantity": 10,
                     "price": 2898.32,
@@ -268,7 +268,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-24",
+                    "date": "2024-05-25",
                     "name": "buy stock",
                     "quantity": 160,
                     "price": 121.45,
@@ -281,7 +281,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-21",
+                    "date": "2024-05-22",
                     "name": "buy stock",
                     "quantity": 29,
                     "price": 120.03,
@@ -294,7 +294,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-25",
+                    "date": "2024-05-26",
                     "name": "buy stock",
                     "quantity": 23,
                     "price": 125.03,
@@ -307,7 +307,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-29",
+                    "date": "2024-05-30",
                     "name": "buy stock",
                     "quantity": 36,
                     "price": 120.03,
@@ -320,7 +320,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-11",
+                    "date": "2024-05-12",
                     "name": "buy stock in cash",
                     "quantity": 12,
                     "price": 80,
@@ -333,7 +333,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-20",
+                    "date": "2024-05-21",
                     "name": "buy stock in cash",
                     "quantity": 25,
                     "price": 110,
@@ -346,7 +346,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-30",
+                    "date": "2024-05-31",
                     "name": "buy stock in cash",
                     "quantity": 30,
                     "price": 170,
@@ -359,7 +359,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-23",
+                    "date": "2024-05-24",
                     "name": "buy stock in cash",
                     "quantity": 10,
                     "price": 200,
@@ -372,7 +372,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-30",
+                    "date": "2024-05-31",
                     "name": "buy stock in cash-fee",
                     "quantity": 30,
                     "price": 170,
@@ -385,7 +385,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-11",
+                    "date": "2024-05-12",
                     "name": "buy stock in cash",
                     "quantity": 12,
                     "price": 80,
@@ -398,7 +398,7 @@
                     }
                 },
                 {
-                    "date": "2024-05-20",
+                    "date": "2024-05-21",
                     "name": "buy stock in cash",
                     "quantity": 25,
                     "price": 110,
@@ -411,7 +411,7 @@
                     }
                 },
                 {
-                    "date": "2024-06-05",
+                    "date": "2024-06-06",
                     "name": "transfer amount",
                     "quantity": 12,
                     "price": 125.98,
@@ -424,7 +424,7 @@
                     }
                 },
                 {
-                    "date": "2024-06-06",
+                    "date": "2024-06-07",
                     "name": "transfer amount",
                     "quantity": 7,
                     "price": 150.23,
@@ -437,7 +437,7 @@
                     }
                 },
                 {
-                    "date": "2024-06-07",
+                    "date": "2024-06-08",
                     "name": "transfer amount",
                     "quantity": 10,
                     "price": 170,
diff --git a/transactions/business_account.json b/transactions/business_account.json
index b2af0a04..672d2a80 100644
--- a/transactions/business_account.json
+++ b/transactions/business_account.json
@@ -14,253 +14,253 @@
             },
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": -7500,
                     "description": "Send Money transaction initiated on Gingham",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-05",
-                    "date_posted": "2024-12-06",
+                    "date_transacted": "2024-12-06",
+                    "date_posted": "2024-12-07",
                     "amount": 1523.52,
                     "description": "TWILIO INC. Merchant name: Twilio",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-02",
-                    "date_posted": "2024-12-03",
+                    "date_transacted": "2024-12-03",
+                    "date_posted": "2024-12-04",
                     "amount": 42,
                     "description": "TYPEFORM, S.L.. Merchant name: TYPEFORM, S.L.",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-12-01",
-                    "date_posted": "2024-12-02",
+                    "date_transacted": "2024-12-02",
+                    "date_posted": "2024-12-03",
                     "amount": -7500,
                     "description": "Transfer into Gingham from another bank account. Merchant name: Bank of America - Checking \u2022\u20221111",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-30",
-                    "date_posted": "2024-12-01",
+                    "date_transacted": "2024-12-01",
+                    "date_posted": "2024-12-02",
                     "amount": 5235,
                     "description": "GUSTO; GUSTO:6HA8310KNB Merchant name: GUSTO",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-27",
-                    "date_posted": "2024-11-28",
+                    "date_transacted": "2024-11-28",
+                    "date_posted": "2024-11-29",
                     "amount": 6243.99,
                     "description": "Amazon web services. Merchant name: Amazon Web Services",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-24",
-                    "date_posted": "2024-11-25",
+                    "date_transacted": "2024-11-25",
+                    "date_posted": "2024-11-26",
                     "amount": 10386.06,
                     "description": "AMEX EPAYMENT; ACH PMT. Merchant name: AMEX EPAYMENT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-12",
-                    "date_posted": "2024-11-13",
+                    "date_transacted": "2024-11-13",
+                    "date_posted": "2024-11-14",
                     "amount": 2500,
                     "description": "SBA LOAN; PAYMENT. Merchant name: Small Business Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-11",
-                    "date_posted": "2024-11-12",
+                    "date_transacted": "2024-11-12",
+                    "date_posted": "2024-11-13",
                     "amount": 87.02,
                     "description": "LABOR&INDUSTRIES; L&I ELF. Merchant name: Labor&Industries",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-06",
-                    "date_posted": "2024-11-07",
+                    "date_transacted": "2024-11-07",
+                    "date_posted": "2024-11-08",
                     "amount": 48.55,
                     "description": "HUBSPOT PAYMENTS; HUBSPOT PA. Merchant name: Hubspot",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-03",
-                    "date_posted": "2024-11-04",
+                    "date_transacted": "2024-11-04",
+                    "date_posted": "2024-11-05",
                     "amount": 229.85,
                     "description": "INTUIT 900146749; TRAN FEE. Merchant name: Intuit",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-11-01",
-                    "date_posted": "2024-11-02",
+                    "date_transacted": "2024-11-02",
+                    "date_posted": "2024-11-03",
                     "amount": 223,
                     "description": "HIS*HISCOX INC. Merchant name: Hiscox Inc",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-30",
-                    "date_posted": "2024-10-31",
+                    "date_transacted": "2024-10-31",
+                    "date_posted": "2024-11-01",
                     "amount": 7433.66,
                     "description": "UNITED HEALTHCAR; UNITED HEALTHCAR::; 09164987145. Merchant name: UNITED HEALTHCAR",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-27",
-                    "date_posted": "2024-10-28",
+                    "date_transacted": "2024-10-28",
+                    "date_posted": "2024-10-29",
                     "amount": 345.76,
                     "description": "ATT* BILL PAYMENT. Merchant name: ATT* BILL PAYMENT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-22",
-                    "date_posted": "2024-10-23",
+                    "date_transacted": "2024-10-23",
+                    "date_posted": "2024-10-24",
                     "amount": 484.38,
                     "description": "AMERICAN AIR AA. Merchant name: AMERICAN AIR AA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-20",
-                    "date_posted": "2024-10-21",
+                    "date_transacted": "2024-10-21",
+                    "date_posted": "2024-10-22",
                     "amount": 16.07,
                     "description": "CALENDLY. Merchant name: Calendly",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-18",
-                    "date_posted": "2024-10-19",
+                    "date_transacted": "2024-10-19",
+                    "date_posted": "2024-10-20",
                     "amount": 581.99,
                     "description": "LinkedIn 65238914. Merchant name: LinkedIn 8212938636",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-16",
-                    "date_posted": "2024-10-17",
+                    "date_transacted": "2024-10-17",
+                    "date_posted": "2024-10-18",
                     "amount": -3189.56,
                     "description": "Brex Inc.; Brex Inc.::HCQ Checking; BREX793613489. Merchant name: Brex Inc.",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-11",
-                    "date_posted": "2024-10-12",
+                    "date_transacted": "2024-10-12",
+                    "date_posted": "2024-10-13",
                     "amount": -5000,
                     "description": "Send Money transaction initiated on Gingham",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-10",
-                    "date_posted": "2024-10-11",
+                    "date_transacted": "2024-10-11",
+                    "date_posted": "2024-10-12",
                     "amount": 763.33,
                     "description": "TWILIO INC. Merchant name: Twilio",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-09",
-                    "date_posted": "2024-10-10",
+                    "date_transacted": "2024-10-10",
+                    "date_posted": "2024-10-11",
                     "amount": 9.99,
                     "description": "TYPEFORM, S.L.. Merchant name: TYPEFORM, S.L.",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-08",
-                    "date_posted": "2024-10-09",
+                    "date_transacted": "2024-10-09",
+                    "date_posted": "2024-10-10",
                     "amount": -10000,
                     "description": "Transfer into Gingham from another bank account. Merchant name: Wells Fargo - Checking \u2022\u20222222",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-02",
-                    "date_posted": "2024-10-03",
+                    "date_transacted": "2024-10-03",
+                    "date_posted": "2024-10-04",
                     "amount": 1903.89,
                     "description": "GUSTO; GUSTO:6KY58AN3:Merchant name: GUSTO",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-29",
-                    "date_posted": "2024-09-30",
+                    "date_transacted": "2024-09-30",
+                    "date_posted": "2024-10-01",
                     "amount": 798.67,
                     "description": "Amazon web services. Merchant name: Amazon Web Services",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-28",
-                    "date_posted": "2024-09-29",
+                    "date_transacted": "2024-09-29",
+                    "date_posted": "2024-09-30",
                     "amount": 6540.8,
                     "description": "AMEX EPAYMENT; ACH PMT. Merchant name: AMEX EPAYMENT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-22",
-                    "date_posted": "2024-09-23",
+                    "date_transacted": "2024-09-23",
+                    "date_posted": "2024-09-24",
                     "amount": 5000,
                     "description": "SBA LOAN; PAYMENT. Merchant name: Small Business Administration",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-14",
-                    "date_posted": "2024-09-15",
+                    "date_transacted": "2024-09-15",
+                    "date_posted": "2024-09-16",
                     "amount": 90.87,
                     "description": "LABOR&INDUSTRIES; L&I ELF. Merchant name: Labor&Industries",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-08",
-                    "date_posted": "2024-09-09",
+                    "date_transacted": "2024-09-09",
+                    "date_posted": "2024-09-10",
                     "amount": 99.99,
                     "description": "HUBSPOT PAYMENTS; HUBSPOT PA. Merchant name: Hubspot",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-07",
-                    "date_posted": "2024-09-08",
+                    "date_transacted": "2024-09-08",
+                    "date_posted": "2024-09-09",
                     "amount": 229.85,
                     "description": "INTUIT 66819374; TRAN FEE. Merchant name: Intuit",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-03",
-                    "date_posted": "2024-09-04",
+                    "date_transacted": "2024-09-04",
+                    "date_posted": "2024-09-05",
                     "amount": 223,
                     "description": "HIS*HISCOX INC. Merchant name: Hiscox Inc",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-09-01",
-                    "date_posted": "2024-09-02",
+                    "date_transacted": "2024-09-02",
+                    "date_posted": "2024-09-03",
                     "amount": 5098.78,
                     "description": "UNITED HEALTHCAR; UNITED HEALTHCAR::; 09164987145. Merchant name: UNITED HEALTHCAR",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-29",
-                    "date_posted": "2024-08-30",
+                    "date_transacted": "2024-08-30",
+                    "date_posted": "2024-08-31",
                     "amount": 450.99,
                     "description": "ATT* BILL PAYMENT. Merchant name: ATT* BILL PAYMENT",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-24",
-                    "date_posted": "2024-08-25",
+                    "date_transacted": "2024-08-25",
+                    "date_posted": "2024-08-26",
                     "amount": 239.68,
                     "description": "AMERICAN AIR AA. Merchant name: AMERICAN AIR AA",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-22",
-                    "date_posted": "2024-08-23",
+                    "date_transacted": "2024-08-23",
+                    "date_posted": "2024-08-24",
                     "amount": 16.07,
                     "description": "CALENDLY. Merchant name: Calendly",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-20",
-                    "date_posted": "2024-08-21",
+                    "date_transacted": "2024-08-21",
+                    "date_posted": "2024-08-22",
                     "amount": 214.88,
                     "description": "LinkedIn 65238914. Merchant name: LinkedIn 8212938636",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-08-18",
-                    "date_posted": "2024-08-19",
+                    "date_transacted": "2024-08-19",
+                    "date_posted": "2024-08-20",
                     "amount": -6451.14,
                     "description": "Brex Inc.; Brex Inc.::HCQ Checking; BREX793613489. Merchant name: Brex Inc.",
                     "currency": "USD"
diff --git a/transactions/transactions_checking+savings_custom_user.json b/transactions/transactions_checking+savings_custom_user.json
index 3aa8ef9f..56c9f03d 100644
--- a/transactions/transactions_checking+savings_custom_user.json
+++ b/transactions/transactions_checking+savings_custom_user.json
@@ -5,15 +5,15 @@
             "subtype": "checking",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 398.34,
                     "description": "DEBIT CRD AUTOPAY 98712 000000000098712 WRSGTKIUYPKF KJHAUXYOTLL A",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-10",
-                    "date_posted": "2024-10-11",
+                    "date_transacted": "2024-10-11",
+                    "date_posted": "2024-10-12",
                     "amount": 1109.01,
                     "description": "CREDIT CRD AUTOPAY 29812 000000000098123 KABCRGKSPKFG YOTALDUXZYA B",
                     "currency": "USD"
@@ -42,15 +42,15 @@
             "subtype": "savings",
             "transactions": [
                 {
-                    "date_transacted": "2024-12-07",
-                    "date_posted": "2024-12-08",
+                    "date_transacted": "2024-12-08",
+                    "date_posted": "2024-12-09",
                     "amount": 896.65,
                     "description": "DEBIT CRD AUTOPAY 98712 000000000028791 KIUYPWRSGTKF UXYOTLLKJHA C",
                     "currency": "USD"
                 },
                 {
-                    "date_transacted": "2024-10-10",
-                    "date_posted": "2024-10-11",
+                    "date_transacted": "2024-10-11",
+                    "date_posted": "2024-10-12",
                     "amount": 1708.12,
                     "description": "CREDIT CRD AUTOPAY 29812 000000000098123 CRGKFKKSPABG UXZYOTAYLDA D",
                     "currency": "USD"