diff --git a/models/year_2011/base_models_GLD_MA10.pkl b/models/year_2011/base_models_GLD_MA10.pkl
index 9efe910e09f61de6a1454c3d9825e3d18cdf764a..3b7842f469d399c5fab6f6b07021b20d5dc3fb35 100644
--- a/models/year_2011/base_models_GLD_MA10.pkl
+++ b/models/year_2011/base_models_GLD_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a0e3fe660ba1e45d9c0eac56b3a0d6616b6c52ccb5d39cfa7880b12cf333ce16
-size 2060946
+oid sha256:bc69bdec7d35873248cfff2f20fd5cdb2e3ed69a3a51fc23a3f4f4120ee60e0b
+size 13991272
diff --git a/models/year_2011/base_models_GLD_MA10_2026-03-11.pkl b/models/year_2011/base_models_GLD_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3b7842f469d399c5fab6f6b07021b20d5dc3fb35
--- /dev/null
+++ b/models/year_2011/base_models_GLD_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc69bdec7d35873248cfff2f20fd5cdb2e3ed69a3a51fc23a3f4f4120ee60e0b
+size 13991272
diff --git a/models/year_2011/base_models_GLD_MA3.pkl b/models/year_2011/base_models_GLD_MA3.pkl
index 8cb9bb8905c50cf6b9f1f1032dd05d731b66e5ec..b994e1bcf031ce0ea4fbd27ef9882adc53c6da32 100644
--- a/models/year_2011/base_models_GLD_MA3.pkl
+++ b/models/year_2011/base_models_GLD_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:78c82996ec7e31376f28d258b49eb7c75d04046865d02e03f614021f1252e941
-size 1143194
+oid sha256:c9aee5e1aaace6651eef28065aad4943bd77ee75d345d67e4c545606520a76b5
+size 1152111
diff --git a/models/year_2011/base_models_GLD_MA3_2026-03-11.pkl b/models/year_2011/base_models_GLD_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..b994e1bcf031ce0ea4fbd27ef9882adc53c6da32
--- /dev/null
+++ b/models/year_2011/base_models_GLD_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9aee5e1aaace6651eef28065aad4943bd77ee75d345d67e4c545606520a76b5
+size 1152111
diff --git a/models/year_2011/base_models_GLD_MA5.pkl b/models/year_2011/base_models_GLD_MA5.pkl
index b6b60f20cd9a550c1afed40ed5261f85492e2fa0..d67b5e7b37ab0be8033455d70a4eab34de87f440 100644
--- a/models/year_2011/base_models_GLD_MA5.pkl
+++ b/models/year_2011/base_models_GLD_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c1cc0831f83a97e2121ad005b1f8ecede81c52fefe6ef2b03231e5a6d5bd5ed3
-size 1608424
+oid sha256:570373653816827fd333765dd2e9b2e949cc3c15342fc4e7f0ce77243261c4b6
+size 1611321
diff --git a/models/year_2011/base_models_GLD_MA5_2026-03-11.pkl b/models/year_2011/base_models_GLD_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d67b5e7b37ab0be8033455d70a4eab34de87f440
--- /dev/null
+++ b/models/year_2011/base_models_GLD_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:570373653816827fd333765dd2e9b2e949cc3c15342fc4e7f0ce77243261c4b6
+size 1611321
diff --git a/models/year_2011/base_models_HYG_MA10.pkl b/models/year_2011/base_models_HYG_MA10.pkl
index 3403ace9cd73b5087c3e8db3175d73d1c0aaa2c5..bbdc7b9b4df44ba58705fb05f8b43dc5f0252d82 100644
--- a/models/year_2011/base_models_HYG_MA10.pkl
+++ b/models/year_2011/base_models_HYG_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6decca23c3097e1dc48447e3b6a62233c7c2b6e2a5eb91451cb0226677e028ef
-size 1491030
+oid sha256:085e54a86f6485743ba3fe9ad898112722cda296dac0c57f4f198e1c159c21d3
+size 1482246
diff --git a/models/year_2011/base_models_HYG_MA10_2026-03-11.pkl b/models/year_2011/base_models_HYG_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..bbdc7b9b4df44ba58705fb05f8b43dc5f0252d82
--- /dev/null
+++ b/models/year_2011/base_models_HYG_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:085e54a86f6485743ba3fe9ad898112722cda296dac0c57f4f198e1c159c21d3
+size 1482246
diff --git a/models/year_2011/base_models_HYG_MA3.pkl b/models/year_2011/base_models_HYG_MA3.pkl
index 3b8e08d7a8c56fa825ab25b967db6c1c24b31279..93f9dfb43be1a7cfd4656b2c4defe26652b6af59 100644
--- a/models/year_2011/base_models_HYG_MA3.pkl
+++ b/models/year_2011/base_models_HYG_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eb177bef5929296061e52c3539f07eef5f1a3fb5c1f74753f7fb7f860a789025
-size 542237
+oid sha256:6798c309280b03edeb200a1be4303a26edff704443f99e92f2795c4025f385aa
+size 540886
diff --git a/models/year_2011/base_models_HYG_MA3_2026-03-11.pkl b/models/year_2011/base_models_HYG_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..93f9dfb43be1a7cfd4656b2c4defe26652b6af59
--- /dev/null
+++ b/models/year_2011/base_models_HYG_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6798c309280b03edeb200a1be4303a26edff704443f99e92f2795c4025f385aa
+size 540886
diff --git a/models/year_2011/base_models_HYG_MA5.pkl b/models/year_2011/base_models_HYG_MA5.pkl
index b7281efc0ba51a069eca46ffbf3f2016e8c2dc87..eb5d2fbbe000708181a32668100941b8343091b9 100644
--- a/models/year_2011/base_models_HYG_MA5.pkl
+++ b/models/year_2011/base_models_HYG_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bbd0d356d8a247f1bb210ecccba113ee6d56b419af587bd7bbdd2bc842ab5b8f
-size 648307
+oid sha256:19a08425e6a34607209802e85369244d0b0cf1c5bf4e33c90d14751109d0434d
+size 651378
diff --git a/models/year_2011/base_models_HYG_MA5_2026-03-11.pkl b/models/year_2011/base_models_HYG_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..eb5d2fbbe000708181a32668100941b8343091b9
--- /dev/null
+++ b/models/year_2011/base_models_HYG_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19a08425e6a34607209802e85369244d0b0cf1c5bf4e33c90d14751109d0434d
+size 651378
diff --git a/models/year_2011/base_models_LQD_MA10.pkl b/models/year_2011/base_models_LQD_MA10.pkl
index 65dc0833a8f8d1a383991a60f29a6fa82124263e..ca58ba13e9e0e19569e282478c9cb108607f3e62 100644
--- a/models/year_2011/base_models_LQD_MA10.pkl
+++ b/models/year_2011/base_models_LQD_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a26f1d5292b126a363c49fd693aa9af13b4c218caff64fa5471e586372cbad7
-size 13941935
+oid sha256:e88f322acfb6dc0c651fba377c196347770b281b33ee233e4782b406f56e9d21
+size 13946422
diff --git a/models/year_2011/base_models_LQD_MA10_2026-03-11.pkl b/models/year_2011/base_models_LQD_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ca58ba13e9e0e19569e282478c9cb108607f3e62
--- /dev/null
+++ b/models/year_2011/base_models_LQD_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e88f322acfb6dc0c651fba377c196347770b281b33ee233e4782b406f56e9d21
+size 13946422
diff --git a/models/year_2011/base_models_LQD_MA3.pkl b/models/year_2011/base_models_LQD_MA3.pkl
index cd049d5f0e5f2e6615c69f020ab457e84c0832a0..1dd9fdcf095c666e094dc6fdfc57459667da764f 100644
--- a/models/year_2011/base_models_LQD_MA3.pkl
+++ b/models/year_2011/base_models_LQD_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7a6d4aa5efe4b926639e7863b63e6e3a735a69bde6b44a57a949b528ab86fd45
-size 525535
+oid sha256:4f383d252e85f65b6ba08b529e6d192c4d26e5e9438906f8746d753e782bdc93
+size 522872
diff --git a/models/year_2011/base_models_LQD_MA3_2026-03-11.pkl b/models/year_2011/base_models_LQD_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1dd9fdcf095c666e094dc6fdfc57459667da764f
--- /dev/null
+++ b/models/year_2011/base_models_LQD_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f383d252e85f65b6ba08b529e6d192c4d26e5e9438906f8746d753e782bdc93
+size 522872
diff --git a/models/year_2011/base_models_LQD_MA5.pkl b/models/year_2011/base_models_LQD_MA5.pkl
index f614b0aebd931c4c93bacf23f6178b46defc7da2..6520e3ff38fddc5a7d38de00a69fbaebe05199ef 100644
--- a/models/year_2011/base_models_LQD_MA5.pkl
+++ b/models/year_2011/base_models_LQD_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b116c030cf3a4757fc29107020d818b9d6a4ddc58306da007c449a1d48066ec4
-size 598583
+oid sha256:6ac0f8b8a87ac70e24e27b5727e098a8c441f5c11fcd98a868a5d76071b82d97
+size 599323
diff --git a/models/year_2011/base_models_LQD_MA5_2026-03-11.pkl b/models/year_2011/base_models_LQD_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..6520e3ff38fddc5a7d38de00a69fbaebe05199ef
--- /dev/null
+++ b/models/year_2011/base_models_LQD_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ac0f8b8a87ac70e24e27b5727e098a8c441f5c11fcd98a868a5d76071b82d97
+size 599323
diff --git a/models/year_2011/base_models_SLV_MA10.pkl b/models/year_2011/base_models_SLV_MA10.pkl
index 3f4facca5889e9756ef9ccef6d2f35729881d94d..f0735ff295e7263e6db950f2bf58f7278a47c6ce 100644
--- a/models/year_2011/base_models_SLV_MA10.pkl
+++ b/models/year_2011/base_models_SLV_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:983330f00419d95bcfbfbecb2151fca2a24a44e364e8af73a6f6f243aa921893
-size 1732824
+oid sha256:81569dd46eacb350e042089de6b68ebea2506bf6362b71867ebc887dcf38c3ae
+size 1744522
diff --git a/models/year_2011/base_models_SLV_MA10_2026-03-11.pkl b/models/year_2011/base_models_SLV_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f0735ff295e7263e6db950f2bf58f7278a47c6ce
--- /dev/null
+++ b/models/year_2011/base_models_SLV_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81569dd46eacb350e042089de6b68ebea2506bf6362b71867ebc887dcf38c3ae
+size 1744522
diff --git a/models/year_2011/base_models_SLV_MA3.pkl b/models/year_2011/base_models_SLV_MA3.pkl
index dde749e2065b6bf8c95fed1df4b5295f3ca5169b..509891cf4cb4b7287405bc8b91a037f3eeddfe79 100644
--- a/models/year_2011/base_models_SLV_MA3.pkl
+++ b/models/year_2011/base_models_SLV_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d72e665fd079c1aecdb3944f6d36853694a62e6d166afb278a9952b0ae91afae
-size 705436
+oid sha256:5c81627241725df95c5e740b636d715769225604208213d95cb66ba58a7f7a78
+size 703082
diff --git a/models/year_2011/base_models_SLV_MA3_2026-03-11.pkl b/models/year_2011/base_models_SLV_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..509891cf4cb4b7287405bc8b91a037f3eeddfe79
--- /dev/null
+++ b/models/year_2011/base_models_SLV_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c81627241725df95c5e740b636d715769225604208213d95cb66ba58a7f7a78
+size 703082
diff --git a/models/year_2011/base_models_SLV_MA5.pkl b/models/year_2011/base_models_SLV_MA5.pkl
index 62885beb2159c4f9b1e93a99ad5f991e1716c74f..00c2d4e54bf8ca49b8d9230dcabc1f3d1e459bbf 100644
--- a/models/year_2011/base_models_SLV_MA5.pkl
+++ b/models/year_2011/base_models_SLV_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1e7af886e1192f4d390a57b209d7b9311d81a52bfece6fec6993badb639449b5
-size 906849
+oid sha256:7772e054320528d2b6951fb621f3a1ab1f144591db7095274464244763eedcd3
+size 898149
diff --git a/models/year_2011/base_models_SLV_MA5_2026-03-11.pkl b/models/year_2011/base_models_SLV_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..00c2d4e54bf8ca49b8d9230dcabc1f3d1e459bbf
--- /dev/null
+++ b/models/year_2011/base_models_SLV_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7772e054320528d2b6951fb621f3a1ab1f144591db7095274464244763eedcd3
+size 898149
diff --git a/models/year_2011/base_models_TLT_MA10.pkl b/models/year_2011/base_models_TLT_MA10.pkl
index 1e3ac6bae9b971fbca92306bcf5b057a81366e54..c8551b4af39a72d468e111bb751d0021627e22ca 100644
--- a/models/year_2011/base_models_TLT_MA10.pkl
+++ b/models/year_2011/base_models_TLT_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c60a1fee772073b792e972395f1d50c606897c450a7368fab71387b461b05c07
-size 2197606
+oid sha256:442893a2b0e2a0de01ff536898df93db9d44160a0f6024dd3238516c2825f741
+size 2329348
diff --git a/models/year_2011/base_models_TLT_MA10_2026-03-11.pkl b/models/year_2011/base_models_TLT_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c8551b4af39a72d468e111bb751d0021627e22ca
--- /dev/null
+++ b/models/year_2011/base_models_TLT_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:442893a2b0e2a0de01ff536898df93db9d44160a0f6024dd3238516c2825f741
+size 2329348
diff --git a/models/year_2011/base_models_TLT_MA3.pkl b/models/year_2011/base_models_TLT_MA3.pkl
index 3e46b0f6499e3758f64075db7369990a296eb677..9546e122bba4330be1a872ee0fbf0bd2eac0ae61 100644
--- a/models/year_2011/base_models_TLT_MA3.pkl
+++ b/models/year_2011/base_models_TLT_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e51adb4166ae530b2ea3bdf2641f1855b5d935fe65a5e2be1c04db4867b3b7c6
-size 879897
+oid sha256:7a3691f8de2a53bb10cb8a139ac6f71087f5c10cdc444b064fd22df7ce694b1b
+size 879031
diff --git a/models/year_2011/base_models_TLT_MA3_2026-03-11.pkl b/models/year_2011/base_models_TLT_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9546e122bba4330be1a872ee0fbf0bd2eac0ae61
--- /dev/null
+++ b/models/year_2011/base_models_TLT_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a3691f8de2a53bb10cb8a139ac6f71087f5c10cdc444b064fd22df7ce694b1b
+size 879031
diff --git a/models/year_2011/base_models_TLT_MA5.pkl b/models/year_2011/base_models_TLT_MA5.pkl
index 08bf4b484436299454f803f295fb392d283f6a19..92d7ee54e8ee5443713e371006ba353e0f541567 100644
--- a/models/year_2011/base_models_TLT_MA5.pkl
+++ b/models/year_2011/base_models_TLT_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:55e54e5da6688c6e97bfe81d0ca958b67204f8b7af2304c7333e50fe59be1465
-size 1420551
+oid sha256:0f6f5e9f1b8078c38e0635e75768c8d6a612369c650f535244cc11133a074543
+size 1418303
diff --git a/models/year_2011/base_models_TLT_MA5_2026-03-11.pkl b/models/year_2011/base_models_TLT_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..92d7ee54e8ee5443713e371006ba353e0f541567
--- /dev/null
+++ b/models/year_2011/base_models_TLT_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f6f5e9f1b8078c38e0635e75768c8d6a612369c650f535244cc11133a074543
+size 1418303
diff --git a/models/year_2011/base_models_VCIT_MA10.pkl b/models/year_2011/base_models_VCIT_MA10.pkl
index 1a1d83577b06357e226153c5a6dfa57b456bd6c1..ec94c83a4522895cb93fba9584de69e1e57dc6ae 100644
--- a/models/year_2011/base_models_VCIT_MA10.pkl
+++ b/models/year_2011/base_models_VCIT_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a1c9572feba932c124364d100865cae891e4b4871d670d02e7188314a50a8809
-size 1340072
+oid sha256:c21cba8d2353b10a64f50bb6e6f9267e4770520830d2a076f8dfbde9d539adcc
+size 1324081
diff --git a/models/year_2011/base_models_VCIT_MA10_2026-03-11.pkl b/models/year_2011/base_models_VCIT_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ec94c83a4522895cb93fba9584de69e1e57dc6ae
--- /dev/null
+++ b/models/year_2011/base_models_VCIT_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c21cba8d2353b10a64f50bb6e6f9267e4770520830d2a076f8dfbde9d539adcc
+size 1324081
diff --git a/models/year_2011/base_models_VCIT_MA3.pkl b/models/year_2011/base_models_VCIT_MA3.pkl
index 7e68a27b1674c0faa3f604198525b9af4769ec3f..4859a2ea6d805b6c09f7989c8ae6c7aff92de561 100644
--- a/models/year_2011/base_models_VCIT_MA3.pkl
+++ b/models/year_2011/base_models_VCIT_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:def0b1bf2c23b3e078d7da30181eb00f126bd5d4b9013a38b6697de960abb216
-size 645259
+oid sha256:ca0ae568e07cbc84070b115c27a5d57b28294db10840b8d8512fbebc7af15b4d
+size 643093
diff --git a/models/year_2011/base_models_VCIT_MA3_2026-03-11.pkl b/models/year_2011/base_models_VCIT_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..4859a2ea6d805b6c09f7989c8ae6c7aff92de561
--- /dev/null
+++ b/models/year_2011/base_models_VCIT_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca0ae568e07cbc84070b115c27a5d57b28294db10840b8d8512fbebc7af15b4d
+size 643093
diff --git a/models/year_2011/base_models_VCIT_MA5.pkl b/models/year_2011/base_models_VCIT_MA5.pkl
index e28d01081408e3bcc194d5d258c52b23542701cf..f833c039dddfc8a478ce16887c2dfe9fe9f2669a 100644
--- a/models/year_2011/base_models_VCIT_MA5.pkl
+++ b/models/year_2011/base_models_VCIT_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:14208c7a7629fa31d4aa286dc397f80137231451669fd5f8b1e96c801ec21ab5
-size 725653
+oid sha256:61bb7472c4d1f4f538a8a30de7763e41837c3dc56f4390fbab6bd0822340cea6
+size 725386
diff --git a/models/year_2011/base_models_VCIT_MA5_2026-03-11.pkl b/models/year_2011/base_models_VCIT_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f833c039dddfc8a478ce16887c2dfe9fe9f2669a
--- /dev/null
+++ b/models/year_2011/base_models_VCIT_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61bb7472c4d1f4f538a8a30de7763e41837c3dc56f4390fbab6bd0822340cea6
+size 725386
diff --git a/models/year_2011/base_models_VNQ_MA10.pkl b/models/year_2011/base_models_VNQ_MA10.pkl
index fce52851225893608fca68642a69ad07b2521f52..794f2907bb6866d42d04f9f6fb353b6dabef4872 100644
--- a/models/year_2011/base_models_VNQ_MA10.pkl
+++ b/models/year_2011/base_models_VNQ_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d417a225fbfacbb706cbf744231877ece68590ac515c15d73d236b908b83a6fb
-size 13955827
+oid sha256:0e4df9494f461251bab0e5eb78474da852201c05f2a38c02d6771d19dce62097
+size 13965577
diff --git a/models/year_2011/base_models_VNQ_MA10_2026-03-11.pkl b/models/year_2011/base_models_VNQ_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..794f2907bb6866d42d04f9f6fb353b6dabef4872
--- /dev/null
+++ b/models/year_2011/base_models_VNQ_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e4df9494f461251bab0e5eb78474da852201c05f2a38c02d6771d19dce62097
+size 13965577
diff --git a/models/year_2011/base_models_VNQ_MA3.pkl b/models/year_2011/base_models_VNQ_MA3.pkl
index ea8c6302fc9dc63c1dd41e3004706817f922324c..58b958a047aec9446e33d4aa1db753aa229d4d45 100644
--- a/models/year_2011/base_models_VNQ_MA3.pkl
+++ b/models/year_2011/base_models_VNQ_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:39f309feed954a888eab76131dca1f8c81d81f8759f19338375c39ba86e817d0
-size 464592
+oid sha256:cb25bdaf013e2a5aae8bc0097cec794a1f930e462b22b2c50cff0cf11262d3ae
+size 463427
diff --git a/models/year_2011/base_models_VNQ_MA3_2026-03-11.pkl b/models/year_2011/base_models_VNQ_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..58b958a047aec9446e33d4aa1db753aa229d4d45
--- /dev/null
+++ b/models/year_2011/base_models_VNQ_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb25bdaf013e2a5aae8bc0097cec794a1f930e462b22b2c50cff0cf11262d3ae
+size 463427
diff --git a/models/year_2011/base_models_VNQ_MA5.pkl b/models/year_2011/base_models_VNQ_MA5.pkl
index a991c8ea61f4a8aab83648a47dab61bab8d8cd60..c0be077c9f95be8a85a9ef0870d2138c8e6d42ff 100644
--- a/models/year_2011/base_models_VNQ_MA5.pkl
+++ b/models/year_2011/base_models_VNQ_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bfac49d11570bda93bc6b48a4402e4b4d3abdbc040cffc485571da723a377f70
-size 575482
+oid sha256:2dd3475d8ddc6f751b7ce66f67d984545f93d5fe63dfa0a5ac9435df93c5daeb
+size 578279
diff --git a/models/year_2011/base_models_VNQ_MA5_2026-03-11.pkl b/models/year_2011/base_models_VNQ_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c0be077c9f95be8a85a9ef0870d2138c8e6d42ff
--- /dev/null
+++ b/models/year_2011/base_models_VNQ_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dd3475d8ddc6f751b7ce66f67d984545f93d5fe63dfa0a5ac9435df93c5daeb
+size 578279
diff --git a/models/year_2011/best_model.json b/models/year_2011/best_model.json
index 8b9878af013789789875ab31260e8fab5f4edab8..4bf72b985de7619e8ec02fb39e6bdca623c1db82 100644
--- a/models/year_2011/best_model.json
+++ b/models/year_2011/best_model.json
@@ -1,18 +1,18 @@
 {
   "best_ma_window": 3,
   "val_returns": {
-    "3": 0.283732,
-    "5": 0.283732,
-    "10": 0.283732
+    "3": 0.255699,
+    "5": 0.255699,
+    "10": 0.255699
   },
   "oos_returns": {
-    "3": 0.124883,
-    "5": 1.640894,
-    "10": 0.081508
+    "3": 0.114253,
+    "5": 1.611463,
+    "10": 0.069456
   },
-  "ma3_val_ann_return": 0.2837317761663378,
-  "ma5_val_ann_return": 0.2837317761663378,
+  "ma3_val_ann_return": 0.25569947597274645,
+  "ma5_val_ann_return": 0.25569947597274645,
   "start_year": 2011,
-  "run_date": "2026-03-10",
-  "last_trained": "2026-03-10"
+  "run_date": "2026-03-11",
+  "last_trained": "2026-03-11"
 }
\ No newline at end of file
diff --git a/models/year_2011/best_model_2026-03-11.json b/models/year_2011/best_model_2026-03-11.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bf72b985de7619e8ec02fb39e6bdca623c1db82
--- /dev/null
+++ b/models/year_2011/best_model_2026-03-11.json
@@ -0,0 +1,18 @@
+{
+  "best_ma_window": 3,
+  "val_returns": {
+    "3": 0.255699,
+    "5": 0.255699,
+    "10": 0.255699
+  },
+  "oos_returns": {
+    "3": 0.114253,
+    "5": 1.611463,
+    "10": 0.069456
+  },
+  "ma3_val_ann_return": 0.25569947597274645,
+  "ma5_val_ann_return": 0.25569947597274645,
+  "start_year": 2011,
+  "run_date": "2026-03-11",
+  "last_trained": "2026-03-11"
+}
\ No newline at end of file
diff --git a/models/year_2011/dtw_matrix_MA10.npy b/models/year_2011/dtw_matrix_MA10.npy
index a26965691d567f13ba2d357d215d3bbef5192890..9702ec297b7f994092cc9b44aced658dc009f4ad 100644
--- a/models/year_2011/dtw_matrix_MA10.npy
+++ b/models/year_2011/dtw_matrix_MA10.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0e7451f89c8e2677af383eb93c35a68241d41a3853c0e58ef0b64e2e169d5a50
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
 size 520
diff --git a/models/year_2011/dtw_matrix_MA10_2026-03-11.npy b/models/year_2011/dtw_matrix_MA10_2026-03-11.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9702ec297b7f994092cc9b44aced658dc009f4ad
--- /dev/null
+++ b/models/year_2011/dtw_matrix_MA10_2026-03-11.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
+size 520
diff --git a/models/year_2011/dtw_matrix_MA3.npy b/models/year_2011/dtw_matrix_MA3.npy
index a26965691d567f13ba2d357d215d3bbef5192890..9702ec297b7f994092cc9b44aced658dc009f4ad 100644
--- a/models/year_2011/dtw_matrix_MA3.npy
+++ b/models/year_2011/dtw_matrix_MA3.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0e7451f89c8e2677af383eb93c35a68241d41a3853c0e58ef0b64e2e169d5a50
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
 size 520
diff --git a/models/year_2011/dtw_matrix_MA3_2026-03-11.npy b/models/year_2011/dtw_matrix_MA3_2026-03-11.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9702ec297b7f994092cc9b44aced658dc009f4ad
--- /dev/null
+++ b/models/year_2011/dtw_matrix_MA3_2026-03-11.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
+size 520
diff --git a/models/year_2011/dtw_matrix_MA5.npy b/models/year_2011/dtw_matrix_MA5.npy
index a26965691d567f13ba2d357d215d3bbef5192890..9702ec297b7f994092cc9b44aced658dc009f4ad 100644
--- a/models/year_2011/dtw_matrix_MA5.npy
+++ b/models/year_2011/dtw_matrix_MA5.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0e7451f89c8e2677af383eb93c35a68241d41a3853c0e58ef0b64e2e169d5a50
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
 size 520
diff --git a/models/year_2011/dtw_matrix_MA5_2026-03-11.npy b/models/year_2011/dtw_matrix_MA5_2026-03-11.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9702ec297b7f994092cc9b44aced658dc009f4ad
--- /dev/null
+++ b/models/year_2011/dtw_matrix_MA5_2026-03-11.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b03477fc9d7ce92a6637a215bf29071ab3ea7431d4bab1a6307698201d422c55
+size 520
diff --git a/models/year_2011/transfer_voting_MA10.pkl b/models/year_2011/transfer_voting_MA10.pkl
index 841faac5d66043d3b154aef2ca08c11ccf886bf8..d1328f1db9a682dfff4d962956fffd3b084660a5 100644
--- a/models/year_2011/transfer_voting_MA10.pkl
+++ b/models/year_2011/transfer_voting_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1feea75d6fadc012523a51fe8b426186d718234845cfaa19184fb658dee73c76
-size 36706640
+oid sha256:a82a2e6a6d5c9896044c37072f1f5ffe14737ea5283a32d1c77e36405361617d
+size 48769840
diff --git a/models/year_2011/transfer_voting_MA10_2026-03-11.pkl b/models/year_2011/transfer_voting_MA10_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d1328f1db9a682dfff4d962956fffd3b084660a5
--- /dev/null
+++ b/models/year_2011/transfer_voting_MA10_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a82a2e6a6d5c9896044c37072f1f5ffe14737ea5283a32d1c77e36405361617d
+size 48769840
diff --git a/models/year_2011/transfer_voting_MA3.pkl b/models/year_2011/transfer_voting_MA3.pkl
index 0b62b077101109d1a9964ded58c07a9fd0a4d027..dd9cfb94a0e76437959799fddb9ac256f9e79421 100644
--- a/models/year_2011/transfer_voting_MA3.pkl
+++ b/models/year_2011/transfer_voting_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9795ff78d61f0c60015443af85be9ad9c7df24ce84c7280df09b3aeef4280097
-size 4892528
+oid sha256:82c2752876229c103bc1083122fa1b45ef3d8c7ad3485f140745ee58bfc51849
+size 4890848
diff --git a/models/year_2011/transfer_voting_MA3_2026-03-11.pkl b/models/year_2011/transfer_voting_MA3_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..dd9cfb94a0e76437959799fddb9ac256f9e79421
--- /dev/null
+++ b/models/year_2011/transfer_voting_MA3_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82c2752876229c103bc1083122fa1b45ef3d8c7ad3485f140745ee58bfc51849
+size 4890848
diff --git a/models/year_2011/transfer_voting_MA5.pkl b/models/year_2011/transfer_voting_MA5.pkl
index d39b4d3bf34e7dbdef1ddfd344ab794abdfd9228..9b0aa7ce3c8d46afe5563e7423ba334ccf5f92c0 100644
--- a/models/year_2011/transfer_voting_MA5.pkl
+++ b/models/year_2011/transfer_voting_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3e4311220a7c8b95546f3c8a5d2cb8d40129945a815623fd63142af6bfa7d5f2
-size 6470192
+oid sha256:2d061757795c4b4ddecf3136db6b379decafedb9adbb3060974e6298692603b5
+size 6468528
diff --git a/models/year_2011/transfer_voting_MA5_2026-03-11.pkl b/models/year_2011/transfer_voting_MA5_2026-03-11.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9b0aa7ce3c8d46afe5563e7423ba334ccf5f92c0
--- /dev/null
+++ b/models/year_2011/transfer_voting_MA5_2026-03-11.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d061757795c4b4ddecf3136db6b379decafedb9adbb3060974e6298692603b5
+size 6468528