diff --git a/models/year_2012/base_models_GLD_MA10_2026-03-27.pkl b/models/year_2012/base_models_GLD_MA10_2026-03-27.pkl
deleted file mode 100644
index 307494971d82088750efc5e911365519dfb30825..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_GLD_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a6e6811ab5b34a4d702885af0298b695f67b03bffd645eee29f63710211f60f9
-size 2192410
diff --git a/models/year_2012/base_models_GLD_MA3_2026-03-27.pkl b/models/year_2012/base_models_GLD_MA3_2026-03-27.pkl
deleted file mode 100644
index 32ec671656f07f33d88e46a5e12baa2c0bbba8b4..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_GLD_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3119f4ca075680c688f50fa8c038d5138f32c628191dec240763d3a173ce0dd7
-size 1067416
diff --git a/models/year_2012/base_models_GLD_MA5_2026-03-27.pkl b/models/year_2012/base_models_GLD_MA5_2026-03-27.pkl
deleted file mode 100644
index 4828e87a78b942ab4c40e039de321cc59eab1672..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_GLD_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1db51d525d8d16a334c75361607a23bc073223fd9197d71f6a3ad48e37bc7ce3
-size 1465098
diff --git a/models/year_2012/base_models_HYG_MA10_2026-03-27.pkl b/models/year_2012/base_models_HYG_MA10_2026-03-27.pkl
deleted file mode 100644
index dae3ba7f2c25d16ee97dfd98521ba8dd6e848772..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_HYG_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:75e2b7c4f17816d73f7f20afbbc308b728f6be61b92570f4262cb44355152e3e
-size 1250325
diff --git a/models/year_2012/base_models_HYG_MA3_2026-03-27.pkl b/models/year_2012/base_models_HYG_MA3_2026-03-27.pkl
deleted file mode 100644
index ea66666c1d355e7ec0b1cfada0f44c248d6c689b..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_HYG_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:49d435e45d7035d19fb2c897bf93c8c57f34d6290d61c2fb0db30842168788fa
-size 574176
diff --git a/models/year_2012/base_models_HYG_MA5_2026-03-27.pkl b/models/year_2012/base_models_HYG_MA5_2026-03-27.pkl
deleted file mode 100644
index 3c0717cf2ae696c8d2776625acf869bd0428ed6b..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_HYG_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2927ab4506ce79e2734f93e78221305acd89f587305966ebff04c4fe1ae05df3
-size 594590
diff --git a/models/year_2012/base_models_LQD_MA10_2026-03-27.pkl b/models/year_2012/base_models_LQD_MA10_2026-03-27.pkl
deleted file mode 100644
index 5be6502e7e0945046d3d23bb9cbf382b9cb640e2..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_LQD_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:47ed783347f862f458cf87f0a8c33332fb35e663f9287aa2a4539499540de99e
-size 1162721
diff --git a/models/year_2012/base_models_LQD_MA3_2026-03-27.pkl b/models/year_2012/base_models_LQD_MA3_2026-03-27.pkl
deleted file mode 100644
index b13e16e94dff99feeb2233bab309d14856d5a6e0..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_LQD_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:de3ad2fa5443aa5bb4c484abf9be62a34c5def4cc8c2dc84646911de84fdeece
-size 13098778
diff --git a/models/year_2012/base_models_LQD_MA5_2026-03-27.pkl b/models/year_2012/base_models_LQD_MA5_2026-03-27.pkl
deleted file mode 100644
index a8c0a78b73e12b79a49f2e2eebfe1a25db351f42..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_LQD_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ea2d5aa54532b35a4307177bf7c5c6ba49f8c26306d5eebef8e140b402278e19
-size 13069787
diff --git a/models/year_2012/base_models_SLV_MA10_2026-03-27.pkl b/models/year_2012/base_models_SLV_MA10_2026-03-27.pkl
deleted file mode 100644
index 292d7751dd99233473afab3f8f6335ec7dd9c5bd..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_SLV_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e5a2894c8a895491a8a9cdc507bc86540f032bdb8531c3989bf977266f9c65cc
-size 2578042
diff --git a/models/year_2012/base_models_SLV_MA3_2026-03-27.pkl b/models/year_2012/base_models_SLV_MA3_2026-03-27.pkl
deleted file mode 100644
index 4cd58efacac4e331b5ff4e45bf83ab1565e4817c..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_SLV_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e97f62668faa8553b431f3d8182f4fac5517e4180a60d7a3ec4ed3006ef58f54
-size 927777
diff --git a/models/year_2012/base_models_SLV_MA5_2026-03-27.pkl b/models/year_2012/base_models_SLV_MA5_2026-03-27.pkl
deleted file mode 100644
index af3f6c7f470a4f4220a96225b03454b24c74a761..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_SLV_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b380bcf37bb5278fe94aac979418e2247434266a7c148454f4b126b24f06decd
-size 1459409
diff --git a/models/year_2012/base_models_TLT_MA10_2026-03-27.pkl b/models/year_2012/base_models_TLT_MA10_2026-03-27.pkl
deleted file mode 100644
index 5300f89da9bf2667f22005cb5331593fa7711299..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_TLT_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:27f016f027a3f6b4bee76d81aa37346dff5ad8e1571e5060c1ac792faf713600
-size 13109284
diff --git a/models/year_2012/base_models_TLT_MA3_2026-03-27.pkl b/models/year_2012/base_models_TLT_MA3_2026-03-27.pkl
deleted file mode 100644
index f1a8ce47b74d5404a091cb940bbbe4d8b544f5b9..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_TLT_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d61253fd76ad358781183892c7cdb2d32aeb86e12f8e89a828a89e2d1308cd94
-size 13080703
diff --git a/models/year_2012/base_models_TLT_MA5_2026-03-27.pkl b/models/year_2012/base_models_TLT_MA5_2026-03-27.pkl
deleted file mode 100644
index 4c09ac27915d56e3dc4397dec8261faeca29b487..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_TLT_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b7ea8bcba8614efd2c698706946a2758875bb373dd6c95c007feb1edf430b5cf
-size 13101311
diff --git a/models/year_2012/base_models_VNQ_MA10_2026-03-27.pkl b/models/year_2012/base_models_VNQ_MA10_2026-03-27.pkl
deleted file mode 100644
index 9e2bb3d53d03f4ac61c54fcfa15e46e413868826..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_VNQ_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:057bee1c60fc6953cf59f88950772465d30260d4f4a0849679d70a17c8835024
-size 1131078
diff --git a/models/year_2012/base_models_VNQ_MA3_2026-03-27.pkl b/models/year_2012/base_models_VNQ_MA3_2026-03-27.pkl
deleted file mode 100644
index 89c8091d7203b3cc30d1935a8bd119b082ce2df7..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_VNQ_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c6ec6ceda778bef259f015114dd31e072219fd2e44d15ea8248d7413e2d15e1c
-size 486532
diff --git a/models/year_2012/base_models_VNQ_MA5_2026-03-27.pkl b/models/year_2012/base_models_VNQ_MA5_2026-03-27.pkl
deleted file mode 100644
index 6412af64a179e9e7adc1a59d804a4c45e0225d81..0000000000000000000000000000000000000000
--- a/models/year_2012/base_models_VNQ_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:16e97494f2aeb18d24b85b83df5861ea7ae5487ebe01ce7da5bca6c9e8e8f0cf
-size 562990
diff --git a/models/year_2012/best_model_2026-03-27.json b/models/year_2012/best_model_2026-03-27.json
deleted file mode 100644
index 0f5200a44a1e415b721e72ec501f240611e0ce0c..0000000000000000000000000000000000000000
--- a/models/year_2012/best_model_2026-03-27.json
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "best_ma_window": 3,
-  "val_returns": {
-    "3": 0.418142,
-    "5": 0.083372,
-    "10": 0.083372
-  },
-  "oos_returns": {
-    "3": -0.026917,
-    "5": -0.026917,
-    "10": -0.026917
-  },
-  "ma3_val_ann_return": 0.4181417489481507,
-  "ma5_val_ann_return": 0.08337233153714885,
-  "start_year": 2012,
-  "run_date": "2026-03-27",
-  "last_trained": "2026-03-27",
-  "option": "a"
-}
\ No newline at end of file
diff --git a/models/year_2012/dtw_matrix_MA10_2026-03-27.npy b/models/year_2012/dtw_matrix_MA10_2026-03-27.npy
deleted file mode 100644
index af033edb410367914b45dc10d37fbd46f699133c..0000000000000000000000000000000000000000
--- a/models/year_2012/dtw_matrix_MA10_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c73a2c442757244369f825dc729b99ff83bce925ec9e9db2194f3fb2e349a4ac
-size 416
diff --git a/models/year_2012/dtw_matrix_MA3_2026-03-27.npy b/models/year_2012/dtw_matrix_MA3_2026-03-27.npy
deleted file mode 100644
index af033edb410367914b45dc10d37fbd46f699133c..0000000000000000000000000000000000000000
--- a/models/year_2012/dtw_matrix_MA3_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c73a2c442757244369f825dc729b99ff83bce925ec9e9db2194f3fb2e349a4ac
-size 416
diff --git a/models/year_2012/dtw_matrix_MA5_2026-03-27.npy b/models/year_2012/dtw_matrix_MA5_2026-03-27.npy
deleted file mode 100644
index af033edb410367914b45dc10d37fbd46f699133c..0000000000000000000000000000000000000000
--- a/models/year_2012/dtw_matrix_MA5_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c73a2c442757244369f825dc729b99ff83bce925ec9e9db2194f3fb2e349a4ac
-size 416
diff --git a/models/year_2012/option_b/base_models_GDX_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_GDX_MA10_2026-03-27.pkl
deleted file mode 100644
index c4baa6928d1e3a8ba50d0461680758a441719923..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_GDX_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e0fff9e01e403119e444946b3f160e7b36d7dad84b5f0b7c942545e7bc14a0f2
-size 2062757
diff --git a/models/year_2012/option_b/base_models_GDX_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_GDX_MA3_2026-03-27.pkl
deleted file mode 100644
index e814ee05aa38884250a96b09eef454dd6bdf9248..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_GDX_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4c05113adb7dec9dbd9cee0ae03fe3639efd54ecfdd08cca8d3256e1692e6574
-size 894056
diff --git a/models/year_2012/option_b/base_models_GDX_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_GDX_MA5_2026-03-27.pkl
deleted file mode 100644
index 5fc8e3553780960c965e87ae41076938e390298e..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_GDX_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:78bad20ad08d5354f1a0351c1b447845d118015e79655f3b8ad6a9a986c1ece3
-size 1527523
diff --git a/models/year_2012/option_b/base_models_QQQ_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_QQQ_MA10_2026-03-27.pkl
deleted file mode 100644
index 0f4391406278f09ca07d268ccfa35ef73611c6d2..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_QQQ_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eb0845045eef2dc29ecc6c6532a9f26c67596fb14aeab8349306fc0f7c1e62b4
-size 1311650
diff --git a/models/year_2012/option_b/base_models_QQQ_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_QQQ_MA3_2026-03-27.pkl
deleted file mode 100644
index 0f06969e2dc88f0fab51f14ee5f24c9349c7b2e9..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_QQQ_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:70e0e60d5bca309011349446910b34ffd61893a168b7bd69280504a4eb504893
-size 884517
diff --git a/models/year_2012/option_b/base_models_QQQ_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_QQQ_MA5_2026-03-27.pkl
deleted file mode 100644
index 12d4af70536538edebcb334cb2555452dea2bf73..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_QQQ_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9b5742638afb11d9ddce5544f48c5438c8c8868bc468ef801eeaaaa71e1a67a0
-size 901364
diff --git a/models/year_2012/option_b/base_models_SPY_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_SPY_MA10_2026-03-27.pkl
deleted file mode 100644
index 5c16dbc17f01762f2c065abdbfc1f047f54a62cb..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_SPY_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:21ba40e3878f4ac93c061cbe36647466f4b35e7cb3e35e265f31d7f0f98e8280
-size 13171807
diff --git a/models/year_2012/option_b/base_models_SPY_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_SPY_MA3_2026-03-27.pkl
deleted file mode 100644
index 9d3fa67c7fe7137e8b5de6c8e1bca482690678ea..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_SPY_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:13654168fcfd09586d31fcd354d9bbbc55a5a1e92c35f6299791211e231662ff
-size 633873
diff --git a/models/year_2012/option_b/base_models_SPY_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_SPY_MA5_2026-03-27.pkl
deleted file mode 100644
index 4cc1e82d6cc3c162e8c9cc064f99fa403a664ae7..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_SPY_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:54dce9a5d330f2e8a37b1d4e1536ce4de8892f6884b053e25a33e4e574d024a6
-size 772612
diff --git a/models/year_2012/option_b/base_models_XLE_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLE_MA10_2026-03-27.pkl
deleted file mode 100644
index ade930f0fb0e627f9cce8be752c24270ed1050e1..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLE_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cabaf9ac766badc5c5ca03c0a4e9eef3eb1f116b2aa253e0760fbc8a66838e36
-size 1248476
diff --git a/models/year_2012/option_b/base_models_XLE_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLE_MA3_2026-03-27.pkl
deleted file mode 100644
index 1293bff5c13d0532987d48127a9de601367e88ea..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLE_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cc715330be96bd8508d2c3d098ec6795acf42fdbb4c458c75baae9fc0d631272
-size 749255
diff --git a/models/year_2012/option_b/base_models_XLE_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLE_MA5_2026-03-27.pkl
deleted file mode 100644
index 5997d6b29b974780078e956bc541509bda7bcfc6..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLE_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:92663dde688092408e62fd5bc935d76e8c0a5e642c85916e270ef0c008889d96
-size 844366
diff --git a/models/year_2012/option_b/base_models_XLF_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLF_MA10_2026-03-27.pkl
deleted file mode 100644
index 33f886b31451c08898e92538f1d2f52ba383b046..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLF_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2342a8c19d2edb80390126582eaad84fd13dde7184ae0e93f27680dd22a869b8
-size 13096848
diff --git a/models/year_2012/option_b/base_models_XLF_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLF_MA3_2026-03-27.pkl
deleted file mode 100644
index 508e8b5aca536f8ed57b17cc78192cdd58e79d25..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLF_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3e2ed1b0cb5ffe02823183e11605d1da195b21d7d38ac8428ad0cd040a845f6d
-size 553079
diff --git a/models/year_2012/option_b/base_models_XLF_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLF_MA5_2026-03-27.pkl
deleted file mode 100644
index ffb166889592499ef4ff34296901408991b00325..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLF_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1c4fb591e8fc4e0d888979981336b69414b8f66c3b3c9356adf179de8d91ff12
-size 697565
diff --git a/models/year_2012/option_b/base_models_XLI_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLI_MA10_2026-03-27.pkl
deleted file mode 100644
index e8a8e9aa0530d6346501df4c5ce173933b5cc559..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLI_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d591451e9dbd31f4b5e870896d001b4957df7316f3a5fd7a29e1e4455798f07e
-size 2044501
diff --git a/models/year_2012/option_b/base_models_XLI_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLI_MA3_2026-03-27.pkl
deleted file mode 100644
index c9adb521c949019403ec5c4e637fe8505fc9f092..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLI_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d554d2a4d06c0e90daafe9962a3f96956eb925a26fed98dc2eef05fdb21295bc
-size 640320
diff --git a/models/year_2012/option_b/base_models_XLI_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLI_MA5_2026-03-27.pkl
deleted file mode 100644
index ea2f3ddb607ba91f9a16056705a5733385b29f7d..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLI_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d510316dd4539fad202143e12a405bd004430541a23db7c013eddc08b19584fd
-size 801521
diff --git a/models/year_2012/option_b/base_models_XLK_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLK_MA10_2026-03-27.pkl
deleted file mode 100644
index c3d210be1cf4a12877dadbf6ae81a27bb0bbff33..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLK_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1e35acb24328c5615edf76d9ffe97db378b0fc535a8c5f4ff10d358f3c3e70eb
-size 1267516
diff --git a/models/year_2012/option_b/base_models_XLK_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLK_MA3_2026-03-27.pkl
deleted file mode 100644
index 0df38173847f21d6916ba0bbcb05335abcb91cef..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLK_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:456b461fe91ee59e77cc4c73e6c48e8fe7d8b88e03134f58a1fde66a54a202e2
-size 13080396
diff --git a/models/year_2012/option_b/base_models_XLK_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLK_MA5_2026-03-27.pkl
deleted file mode 100644
index 21dbcce1daee2c72e0429594106cd91fac591bc7..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLK_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bac98adf8779dc895fa4777407c4fd65509bb7a7f67014db51858c9a3619a1a7
-size 13086199
diff --git a/models/year_2012/option_b/base_models_XLP_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLP_MA10_2026-03-27.pkl
deleted file mode 100644
index 7fbad8506f5572b5a5f85fb018af49df53bded80..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLP_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d6a091cfc903c99c06c9467149b1f2e5c80ebddb19f6902333eb7e57a913b57a
-size 1050591
diff --git a/models/year_2012/option_b/base_models_XLP_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLP_MA3_2026-03-27.pkl
deleted file mode 100644
index 4cb72eeeb37abc553468155aca5e373ddf27611e..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLP_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:17eb680d1072aecf33c3c9b7cb140de60b8ec3fc9f2e5a6fc9f7dcc48b53c234
-size 603708
diff --git a/models/year_2012/option_b/base_models_XLP_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLP_MA5_2026-03-27.pkl
deleted file mode 100644
index 1d7b721b6b7d43b638576ae258b7b411df3b8047..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLP_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cf7fc8468893f7ce133cde911c9f4be03cc9f3186df3230febe2d475751488fc
-size 878614
diff --git a/models/year_2012/option_b/base_models_XLU_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLU_MA10_2026-03-27.pkl
deleted file mode 100644
index cadf161fb3f4d179fa027a4e7698b8edbd34d20e..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLU_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2db1541f39567469698eed5e7e9b77fb807fe9650b26c656a22b8b151d67fcf5
-size 13143706
diff --git a/models/year_2012/option_b/base_models_XLU_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLU_MA3_2026-03-27.pkl
deleted file mode 100644
index 00616be9eb1aac48cc0d5f2b0700b2bd8decf87f..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLU_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b0fc2136ac37af6eb54ef28c3998f6189bbac0899466cdba299cacaa4c0ddba1
-size 527597
diff --git a/models/year_2012/option_b/base_models_XLU_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLU_MA5_2026-03-27.pkl
deleted file mode 100644
index 194a9ffdfa8a50ea362bcfbd0301da211e5e7ec3..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLU_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:42b774f364cf2d02cb0cf87ab463d855f0934036238a185dcc706b5c5b2c5681
-size 751127
diff --git a/models/year_2012/option_b/base_models_XLV_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLV_MA10_2026-03-27.pkl
deleted file mode 100644
index 6c10b8ca091ddd2d64eb62a06bbb5374a5f13cf9..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLV_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8aa16e50a02cd38499c48a27d863cfe382076f6345761643fb2f787a84e7b7e4
-size 13087010
diff --git a/models/year_2012/option_b/base_models_XLV_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLV_MA3_2026-03-27.pkl
deleted file mode 100644
index 0c9e27b7be14d47d5b8155a432f7cf545917cba3..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLV_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:acfb6f9e2a1c29190940dd21f43fd2059ef6b3816cbb108a23f390a5895b0579
-size 13088491
diff --git a/models/year_2012/option_b/base_models_XLV_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLV_MA5_2026-03-27.pkl
deleted file mode 100644
index c19fdc9d8f399f82364f40fbfe74b99506cf0ee2..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLV_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c8558ed76ec5a5d104492780377d93dba9c0f791de7244b37bee264263912d3e
-size 1167434
diff --git a/models/year_2012/option_b/base_models_XLY_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLY_MA10_2026-03-27.pkl
deleted file mode 100644
index e5507707b94fceffc1f6fde33f1089d266460013..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLY_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:81730f668fbacb0fc7168ecedae20327e6e54e839ed1b258394a2db2bc091ad1
-size 13097236
diff --git a/models/year_2012/option_b/base_models_XLY_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLY_MA3_2026-03-27.pkl
deleted file mode 100644
index 5becbb20fa044785bcbabd65268861a604b727e1..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLY_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:74e8dee1ea2c8cb64e0431cc47d9a6d56082f1965d1db0ff951a642f2be3a883
-size 788477
diff --git a/models/year_2012/option_b/base_models_XLY_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XLY_MA5_2026-03-27.pkl
deleted file mode 100644
index e2dc71db31529633777fa0f428fde6261f221a92..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XLY_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cbd087c70402feb80aa1eac73d8fbdca8a50d2899f5e4915c36008f75be5a231
-size 802078
diff --git a/models/year_2012/option_b/base_models_XME_MA10_2026-03-27.pkl b/models/year_2012/option_b/base_models_XME_MA10_2026-03-27.pkl
deleted file mode 100644
index bc27e7f30f52896b626cbe81986db30f6a3fe8d9..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XME_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9d0d07fb37b7b7f2a5e0442c11bb37c78e4c5d8a7c8cd676cd326ade7d2bf78f
-size 1482426
diff --git a/models/year_2012/option_b/base_models_XME_MA3_2026-03-27.pkl b/models/year_2012/option_b/base_models_XME_MA3_2026-03-27.pkl
deleted file mode 100644
index 5e53d96c0d4eb1b31a85c974c91562d1a1ac1aaf..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XME_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c0f4f97908f35f12d89c50840b3a6b853b1abfcb273ff2b8fceec015cfb5ee01
-size 1055213
diff --git a/models/year_2012/option_b/base_models_XME_MA5_2026-03-27.pkl b/models/year_2012/option_b/base_models_XME_MA5_2026-03-27.pkl
deleted file mode 100644
index de516f40017345c59beb4e4a63afeb4259f1fa51..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/base_models_XME_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:27bf16335dd0f4bd0d4ab425f6204a43dacf0bf8c06f17785867fc17a1924d0c
-size 1341270
diff --git a/models/year_2012/option_b/best_model_2026-03-27.json b/models/year_2012/option_b/best_model_2026-03-27.json
deleted file mode 100644
index 095cc716cfc74fd9782af38579444cf88405d267..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/best_model_2026-03-27.json
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "best_ma_window": 10,
-  "val_returns": {
-    "3": 0.299742,
-    "5": 0.140609,
-    "10": 0.319788
-  },
-  "oos_returns": {
-    "3": 0.181473,
-    "5": 0.181473,
-    "10": 0.181473
-  },
-  "ma3_val_ann_return": 0.2997421367916351,
-  "ma5_val_ann_return": 0.1406094228434729,
-  "start_year": 2012,
-  "run_date": "2026-03-27",
-  "last_trained": "2026-03-27",
-  "option": "b"
-}
\ No newline at end of file
diff --git a/models/year_2012/option_b/dtw_matrix_MA10_2026-03-27.npy b/models/year_2012/option_b/dtw_matrix_MA10_2026-03-27.npy
deleted file mode 100644
index a0e51bdb7187c9ebb5868eb1439f9fd6aab8ee96..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/dtw_matrix_MA10_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6635a394a6ba38c8e9cdd439f19cf5b46931a1fff8b0211f501033ca47d0e67c
-size 1280
diff --git a/models/year_2012/option_b/dtw_matrix_MA3_2026-03-27.npy b/models/year_2012/option_b/dtw_matrix_MA3_2026-03-27.npy
deleted file mode 100644
index a0e51bdb7187c9ebb5868eb1439f9fd6aab8ee96..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/dtw_matrix_MA3_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6635a394a6ba38c8e9cdd439f19cf5b46931a1fff8b0211f501033ca47d0e67c
-size 1280
diff --git a/models/year_2012/option_b/dtw_matrix_MA5_2026-03-27.npy b/models/year_2012/option_b/dtw_matrix_MA5_2026-03-27.npy
deleted file mode 100644
index a0e51bdb7187c9ebb5868eb1439f9fd6aab8ee96..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/dtw_matrix_MA5_2026-03-27.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6635a394a6ba38c8e9cdd439f19cf5b46931a1fff8b0211f501033ca47d0e67c
-size 1280
diff --git a/models/year_2012/option_b/transfer_voting_MA10_2026-03-27.pkl b/models/year_2012/option_b/transfer_voting_MA10_2026-03-27.pkl
deleted file mode 100644
index d6e638a7e2373e2b0052cadd7d48e78a7afeeefe..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/transfer_voting_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:211188fc83da40aa0b11cbf20fba54adf9dc0aa2c6eb8083e7863131223b0d11
-size 76039912
diff --git a/models/year_2012/option_b/transfer_voting_MA3_2026-03-27.pkl b/models/year_2012/option_b/transfer_voting_MA3_2026-03-27.pkl
deleted file mode 100644
index 0ecfb96d1986c6fdacbef94c3f7ba4701f166875..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/transfer_voting_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8c9247068e64b31547f830bab8213e6448eeb10cf68b7144d5ce8de020f62e47
-size 33474296
diff --git a/models/year_2012/option_b/transfer_voting_MA5_2026-03-27.pkl b/models/year_2012/option_b/transfer_voting_MA5_2026-03-27.pkl
deleted file mode 100644
index ef3221f678ece8c90fe5f9b7b8cad9aea2157aec..0000000000000000000000000000000000000000
--- a/models/year_2012/option_b/transfer_voting_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4119cbd9c613deb1b5d0aa1e44868977ecdb5e5091d26eb8c05b16f96df2c96c
-size 23546968
diff --git a/models/year_2012/transfer_voting_MA10_2026-03-27.pkl b/models/year_2012/transfer_voting_MA10_2026-03-27.pkl
deleted file mode 100644
index 5d269e49f540f172461f00c981898602d66636f6..0000000000000000000000000000000000000000
--- a/models/year_2012/transfer_voting_MA10_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bdcc91cacb267e5653ae03982ec48a7b434d619c1ec8b8aa956ebf4bd1da17c2
-size 21412520
diff --git a/models/year_2012/transfer_voting_MA3_2026-03-27.pkl b/models/year_2012/transfer_voting_MA3_2026-03-27.pkl
deleted file mode 100644
index 5f33c869221c0052faa17f728c94b5ac6c5a95ea..0000000000000000000000000000000000000000
--- a/models/year_2012/transfer_voting_MA3_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3235f2be5cd3dcfab4861d2d2c0e467dc78d802d531dca709c200ba24507599d
-size 29223992
diff --git a/models/year_2012/transfer_voting_MA5_2026-03-27.pkl b/models/year_2012/transfer_voting_MA5_2026-03-27.pkl
deleted file mode 100644
index 198a74ad7641adf3e4bd4bfda8efd3d4aca2469e..0000000000000000000000000000000000000000
--- a/models/year_2012/transfer_voting_MA5_2026-03-27.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ccc37f1d449d98c7d2d6e747c69ce2190db376f1a7d55ec24f1a8ff93e5ff10a
-size 30241816