diff --git a/roles/socks/files/model.json b/roles/socks/files/model.json
index c53547b..a1cc669 100644
--- a/roles/socks/files/model.json
+++ b/roles/socks/files/model.json
@@ -13,64 +13,64 @@
     {
       "weights": [
         [
-          -0.9797497987747192,
-          -0.7083444595336914,
-          1.3418269157409668,
-          0.04112325236201286,
-          0.10205988585948944,
-          1.6900489330291748,
-          -1.7927441596984863,
-          3.2613775730133057
+          -1.4957565069198608,
+          -1.0381956100463867,
+          0.6911807656288147,
+          -0.7243313193321228,
+          0.28225165605545044,
+          11.762889862060547,
+          -1.2126647233963013,
+          1.7961094379425049
         ],
         [
-          0.6382595896720886,
-          0.04306695982813835,
-          -0.6440327763557434,
-          0.03271731734275818,
-          -0.07206036895513535,
-          -1.351131558418274,
-          1.8724759817123413,
-          -1.6606439352035522
+          -2.7055184841156006,
+          -3.191234588623047,
+          0.09250631928443909,
+          0.029795663431286812,
+          -0.5845566987991333,
+          -0.9000698328018188,
+          -1.3601841926574707,
+          -0.5976463556289673
         ],
         [
-          0.1573045402765274,
-          -0.055284854024648666,
-          1.10703706741333,
-          -0.496703177690506,
-          -1.0456504821777344,
-          -2.6566317081451416,
-          2.82372784614563,
-          -2.426574945449829
+          2.2455921173095703,
+          2.6070680618286133,
+          -0.29668718576431274,
+          -0.08090006560087204,
+          1.0183205604553223,
+          0.7099242210388184,
+          -2.259840726852417,
+          1.067639946937561
         ],
         [
-          -0.11060035973787308,
-          -0.08501695096492767,
-          -1.4813880920410156,
-          -0.1344454139471054,
-          -0.3323976695537567,
-          1.3162422180175781,
-          0.5170084834098816,
-          1.7824082374572754
+          -2.928431749343872,
+          -5.448062896728516,
+          -0.0633556917309761,
+          0.04441172257065773,
+          -0.6751131415367126,
+          -1.100059986114502,
+          2.764660120010376,
+          -0.8095244765281677
         ]
       ],
       "biases": [
-        -2.8707516193389893,
-        2.5457780361175537,
-        2.123178005218506,
-        -1.9993724822998047
+        -3.3855528831481934,
+        0.15992678701877594,
+        -1.7274528741836548,
+        1.4922223091125488
       ]
     },
     {
       "weights": [
         [
-          -4.086713790893555,
-          -0.8525671362876892,
-          -7.610404014587402,
-          8.707356452941895
+          2.443460464477539,
+          -1.5954984426498413,
+          1.4091967344284058,
+          -1.2537981271743774
         ]
       ],
       "biases": [
-        -2.520225763320923
+        -1.6692252159118652
       ]
     }
   ],
diff --git a/roles/socks/files/package.json b/roles/socks/files/package.json
index bc83409..41ee741 100644
--- a/roles/socks/files/package.json
+++ b/roles/socks/files/package.json
@@ -2,7 +2,7 @@
   "scripts": {
     "build": "tsc main.ts",
     "start": "npm run build && node main.js",
-    "write": "npm run build && node -e 'require(\"./train.js\").writeData(19); process.exit()'",
+    "write": "npm run build && node -e 'require(\"./train.js\").writeData(20); process.exit()'",
     "train": "npm run build && rm -f model.json && node -e 'require(\"./train.js\").train(); process.exit()'"
   },
   "dependencies": {
diff --git a/roles/socks/files/train.ts b/roles/socks/files/train.ts
index a30b1d6..179fc4f 100644
--- a/roles/socks/files/train.ts
+++ b/roles/socks/files/train.ts
@@ -7,10 +7,10 @@ const log = LoggerFactory.getLogger("\t\b\b\b\b\b\b\b")
 log.level = "debug"
 
 const data = [
-  ...JSON.parse(fs.readFileSync("./data.16.json", "utf-8")),
   ...JSON.parse(fs.readFileSync("./data.17.json", "utf-8")),
   ...JSON.parse(fs.readFileSync("./data.18.json", "utf-8")),
   ...JSON.parse(fs.readFileSync("./data.19.json", "utf-8")),
+  ...JSON.parse(fs.readFileSync("./data.20.json", "utf-8")),
 ]
 
 const net = new brain.NeuralNetwork()