diff --git a/src/clash_conn_msg.rs b/src/clash_conn_msg.rs
index 7d8d756..4f05d25 100644
--- a/src/clash_conn_msg.rs
+++ b/src/clash_conn_msg.rs
@@ -1,6 +1,6 @@
 use serde::Deserialize;
 
-#[derive(Debug, Deserialize)]
+#[derive(Debug, Clone, Deserialize)]
 #[serde(rename_all = "camelCase")]
 pub struct ClashConnectionMessage {
     pub id: String,
@@ -9,7 +9,7 @@ pub struct ClashConnectionMessage {
     pub download: u64,
 }
 
-#[derive(Debug, Deserialize)]
+#[derive(Debug, Clone, Deserialize)]
 #[serde(rename_all = "camelCase")]
 pub struct ClashConnectionsWrapper {
     pub connections: Vec<ClashConnectionMessage>,
diff --git a/src/main.rs b/src/main.rs
index cb05b83..287366d 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -64,11 +64,14 @@ async fn main() {
             stdout()
                 .write_all(
                     format!(
-                        "upload: {}, download: {}. speed_upload: {}, speed_download: {}\n",
-                        wrapper.upload_total,
-                        wrapper.download_total,
+                        "len: {},speed_upload: {}, speed_download: {}, update_direct_speed: {}, download_direct_speed: {}, update_proxy_speed: {}, download_proxy_speed: {}\n",
+                        state.connections,
                         state.speed_upload,
-                        state.speed_download
+                        state.speed_download,
+                        state.direct_upload_speed,
+                        state.direct_download_speed,
+                        state.proxy_upload_speed,
+                        state.proxy_download_speed,
                     )
                     .as_bytes(),
                 )
diff --git a/src/statistics.rs b/src/statistics.rs
index 86f7dcb..f69a7c3 100644
--- a/src/statistics.rs
+++ b/src/statistics.rs
@@ -1,8 +1,8 @@
-use std::sync::Arc;
+use std::{collections::HashMap, sync::Arc};
 
 use tokio::sync::{Mutex, OnceCell};
 
-use crate::clash_conn_msg::ClashConnectionsWrapper;
+use crate::clash_conn_msg::{ClashConnectionMessage, ClashConnectionsWrapper};
 
 #[derive(Clone)]
 pub struct StatisticsState {
@@ -11,6 +11,11 @@ pub struct StatisticsState {
     pub upload_total: u64,
     pub speed_upload: u64,
     pub speed_download: u64,
+    pub direct_upload_speed: u64,
+    pub direct_download_speed: u64,
+    pub proxy_upload_speed: u64,
+    pub proxy_download_speed: u64,
+    connection_map: Arc<Mutex<HashMap<String, ClashConnectionMessage>>>,
 }
 
 impl StatisticsState {
@@ -21,14 +26,69 @@ impl StatisticsState {
             upload_total: 0,
             speed_upload: 0,
             speed_download: 0,
+            direct_upload_speed: 0,
+            direct_download_speed: 0,
+            proxy_upload_speed: 0,
+            proxy_download_speed: 0,
+            connection_map: Arc::new(Mutex::new(HashMap::new())),
         }
     }
 
-    pub fn update(&mut self, wrapper: &ClashConnectionsWrapper) {
+    pub async fn update(&mut self, wrapper: &ClashConnectionsWrapper) {
         self.connections = wrapper.connections.len();
         self.update_speed(wrapper.upload_total, wrapper.download_total);
         self.download_total = wrapper.download_total;
         self.upload_total = wrapper.upload_total;
+
+        self.reduce(&wrapper.connections).await;
+    }
+
+    pub async fn reduce(&mut self, connections: &Vec<ClashConnectionMessage>) {
+        let mut direct_upload_speed = 0;
+        let mut direct_download_speed = 0;
+        let mut proxy_upload_speed = 0;
+        let mut proxy_download_speed = 0;
+
+        let mut map = self.connection_map.lock().await;
+        let mut new_map = HashMap::new();
+
+        for connection in connections {
+            let id = &connection.id;
+            let prev = map.get(id);
+            new_map.insert(id.to_string(), connection.clone());
+
+            if prev.is_none() {
+                if connection.chains.len() >= 1 {
+                    if connection.chains[0] == "DIRECT" {
+                        direct_upload_speed += connection.upload;
+                        direct_download_speed += connection.download;
+                    } else {
+                        proxy_upload_speed += connection.upload;
+                        proxy_download_speed += connection.download;
+                    }
+                }
+                continue;
+            }
+
+            let prev = prev.unwrap();
+
+            if connection.chains.len() >= 1 {
+                if connection.chains[0] == "DIRECT" {
+                    direct_upload_speed += connection.upload - prev.upload;
+                    direct_download_speed += connection.download - prev.download;
+                } else {
+                    proxy_upload_speed += connection.upload - prev.upload;
+                    proxy_download_speed += connection.download - prev.download;
+                }
+            }
+        }
+
+        *map = new_map;
+
+        self.direct_download_speed = direct_download_speed;
+        self.direct_upload_speed = direct_upload_speed;
+        self.proxy_download_speed = proxy_download_speed;
+        self.proxy_upload_speed = proxy_upload_speed;
     }
 
     pub fn update_speed(&mut self, curr_upload: u64, curr_download: u64) {
@@ -58,7 +118,7 @@ impl StatisticsManager {
 
     pub async fn update(&self, wrapper: &ClashConnectionsWrapper) {
         let mut state = self.state.lock().await;
-        state.update(wrapper);
+        state.update(wrapper).await;
     }
 
     pub async fn get_state(&self) -> StatisticsState {