diff --git a/src/analytics/enrich_account_funding.rs b/src/analytics/enrich_account_funding.rs
index e02bb8a..07e70a5 100644
--- a/src/analytics/enrich_account_funding.rs
+++ b/src/analytics/enrich_account_funding.rs
@@ -1,4 +1,6 @@
+use anyhow::Result;
 use chrono::{DateTime, Utc};
+use neo4rs::{Graph, Query};
 use serde::{Deserialize, Serialize};
 use std::{
     collections::HashMap,
@@ -17,6 +19,33 @@ pub struct AccountData {
     pub daily_user_flows: HashMap<DateTime<Utc>, f64>, // Amount when the account was a `user`
     pub daily_accepter_flows: HashMap<DateTime<Utc>, f64>, // Amount when the account was an `accepter`
 }
+
+impl AccountData {
+    pub fn to_cypher_map(&self, id: u32) -> String {
+        let mut list_literal: String = "".to_owned();
+        self.daily_balances.iter().for_each(|(date, _) | {
+          let obj = format!(
+            r#"{{ swap_id: {}, date: "{}", balance: {}, funding: {}, inflows: {}, outflows: {}, user_flows: {}, accepter_flows: {} }}"#,
+            id,
+            date.to_rfc3339(),
+            self.daily_balances.get(date).unwrap_or(&0.0),
+            self.daily_funding.get(date).unwrap_or(&0.0),
+            self.daily_inflows.get(date).unwrap_or(&0.0),
+            self.daily_outflows.get(date).unwrap_or(&0.0),
+            self.daily_user_flows.get(date).unwrap_or(&0.0),
+            self.daily_accepter_flows.get(date).unwrap_or(&0.0)
+          );
+
+            list_literal.push_str(&obj);
+            list_literal.push(',');
+
+        });
+
+        list_literal.pop(); // need to drop last comma ","
+        format!("[{}]", list_literal)
+    }
+}
+
 #[derive(Default, Debug, Deserialize, Serialize)]
 pub struct BalanceTracker {
     pub accounts: HashMap<u32, AccountData>, // Tracks data for each user
@@ -92,36 +121,80 @@ impl BalanceTracker {
         }
         None
     }
+    /// Generate a Cypher query string to insert data into Neo4j
+    pub fn generate_cypher_query(&self) -> String {
+        let mut query = String::new();
+
+        // r#"{{ swap_id: {}, date: "{}", balance: {}, funding: {}, inflows: {}, outflows: {}, user_flows: {}, accepter_flows: {} }}"#,
+        query.push_str(
+            r#"
+            UNWIND $accounts AS account
+            MERGE (sa:SwapAccount {swap_id: account.swap_id})
+            MERGE (ul:UserLedger {date: account.date})
+            SET ul.balance = account.balance,
+                ul.funding = account.funding,
+                ul.inflows = account.inflows,
+                ul.outflows = account.outflows,
+                ul.user_flows = account.user_flows,
+                ul.accepter_flows = account.accepter_flows
+            MERGE (sa)-[:Daily {date: account.date}]->(ul)
+            "#,
+        );
+
+        query
+    }
 }
 
 /// Manages cache logic and invokes replay_transactions only if necessary
 pub fn get_or_recalculate_balances(
-    orders: Vec<ExchangeOrder>,
-    cache_file: &str,
+    orders: &mut [ExchangeOrder],
+    cache_file: Option<String>,
     force_recalculate: bool,
 ) -> BalanceTracker {
-    if !force_recalculate {
-        if let Some(cached_tracker) = BalanceTracker::load_from_cache(cache_file) {
+    if !force_recalculate && cache_file.is_some() {
+        if let Some(cached_tracker) = BalanceTracker::load_from_cache(cache_file.as_ref().unwrap())
+        {
             return cached_tracker;
         }
     }
 
     let tracker = replay_transactions(orders);
-    tracker.save_to_cache(cache_file);
+    if let Some(p) = cache_file {
+        tracker.save_to_cache(&p);
+    }
     tracker
 }
 
 /// Replay all transactions sequentially and return a balance tracker
-pub fn replay_transactions(orders: Vec<ExchangeOrder>) -> BalanceTracker {
+pub fn replay_transactions(orders: &mut [ExchangeOrder]) -> BalanceTracker {
     let mut tracker = BalanceTracker::new();
-    let mut sorted_orders = orders;
+    let sorted_orders = orders;
     sorted_orders.sort_by_key(|order| order.created_at);
     for order in sorted_orders {
-        tracker.process_transaction(&order);
+        tracker.process_transaction(order);
     }
     tracker
 }
 
+/// submit to db
+pub async fn submit_ledger(balances: &BalanceTracker, pool: &Graph) -> Result<()> {
+    let query_literal = balances.generate_cypher_query();
+    println!("Cypher Query:\n{}", &query_literal);
+
+    for (id, acc) in balances.accounts.iter() {
+        let data = acc.to_cypher_map(*id);
+        dbg!("Cypher Parameters:\n{:?}", &data);
+
+        let query = Query::new(query_literal.clone()).param("accounts", data);
+        let mut result = pool.execute(query).await?;
+
+        while let Some(r) = result.next().await? {
+            dbg!(&r);
+        }
+    }
+    Ok(())
+}
+
 /// Helper function to parse "YYYY-MM-DD" into `DateTime<Utc>`
 fn parse_date(date_str: &str) -> DateTime<Utc> {
     let datetime_str = format!("{date_str}T00:00:00Z"); // Append time and UTC offset
@@ -205,7 +278,7 @@ pub fn display_account_statistics(
 #[test]
 fn test_replay_transactions() {
     // Create orders with meaningful data and specific dates
-    let orders = vec![
+    let mut orders = vec![
         ExchangeOrder {
             user: 1,
             order_type: "BUY".to_string(),
@@ -250,7 +323,7 @@ fn test_replay_transactions() {
         },
     ];
 
-    let tracker = replay_transactions(orders);
+    let tracker = replay_transactions(&mut orders);
 
     // Analyze results for March 2024
     for (user_id, data) in &tracker.accounts {
@@ -261,8 +334,8 @@ fn test_replay_transactions() {
 
 #[test]
 fn test_cache_mechanism() {
-    let cache_file = "balance_tracker_cache.json";
-    let orders = vec![
+    let cache_file = "balance_tracker_cache.json".to_string();
+    let mut orders = vec![
         ExchangeOrder {
             user: 1,
             order_type: "BUY".to_string(),
@@ -293,12 +366,12 @@ fn test_cache_mechanism() {
         },
     ];
 
-    let tracker = get_or_recalculate_balances(orders.clone(), cache_file, true);
+    let tracker = get_or_recalculate_balances(&mut orders, Some(cache_file.clone()), true);
     assert!(tracker.accounts.contains_key(&1));
     assert!(tracker.accounts.contains_key(&2));
 
     // Test loading from cache
-    let cached_tracker = get_or_recalculate_balances(orders, cache_file, false);
+    let cached_tracker = get_or_recalculate_balances(&mut orders, Some(cache_file.clone()), false);
     assert!(cached_tracker.accounts.contains_key(&1));
     assert!(cached_tracker.accounts.contains_key(&2));
 
@@ -306,6 +379,16 @@ fn test_cache_mechanism() {
     let _ = fs::remove_file(cache_file);
 }
 
+#[test]
+
+fn test_cypher_query() {
+    let tracker = BalanceTracker::new(); // Assume tracker is populated
+                                         // let params = tracker.generate_cypher_params();
+    let query = tracker.generate_cypher_query();
+    // dbg!(&params);
+    dbg!(&query);
+}
+
 // I'm coding some data analysis in rust.
 
 // I have a vector structs that looks like this:
diff --git a/src/load_exchange_orders.rs b/src/load_exchange_orders.rs
index 7aedde2..b6eac38 100644
--- a/src/load_exchange_orders.rs
+++ b/src/load_exchange_orders.rs
@@ -5,7 +5,9 @@ use log::{error, info, warn};
 use neo4rs::{query, Graph};
 
 use crate::{
-    analytics::enrich_rms, extract_exchange_orders, queue, schema_exchange_orders::ExchangeOrder,
+    analytics::{enrich_account_funding, enrich_rms},
+    extract_exchange_orders, queue,
+    schema_exchange_orders::ExchangeOrder,
 };
 
 pub async fn swap_batch(
@@ -90,5 +92,8 @@ pub async fn load_from_json(path: &Path, pool: &Graph, batch_size: usize) -> Res
     enrich_rms::process_sell_order_shill(&mut orders);
     enrich_rms::process_buy_order_shill(&mut orders);
 
+    let balances = enrich_account_funding::replay_transactions(&mut orders);
+    enrich_account_funding::submit_ledger(&balances, pool).await?;
+
     swap_batch(&orders, pool, batch_size).await
 }