diff --git a/models/year_2021/option_b/base_models_GDX_MA10.pkl b/models/year_2021/option_b/base_models_GDX_MA10.pkl
index c1b6e38bd90aa8ba8b2eb01e8fdde6bd293bbbd2..8b14dcf83068b8db9e874cc9e2a882cde59839f9 100644
--- a/models/year_2021/option_b/base_models_GDX_MA10.pkl
+++ b/models/year_2021/option_b/base_models_GDX_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f7aa0b498ed0b77d2c00f602b75ba4ce0cf206aa94835068c9c7766634d3a56a
-size 5007012
+oid sha256:51be44d238d5a7868aa9dac6916adfe20862ca73000f63e2956539f32fee70cf
+size 5017587
diff --git a/models/year_2021/option_b/base_models_GDX_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_GDX_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8b14dcf83068b8db9e874cc9e2a882cde59839f9
--- /dev/null
+++ b/models/year_2021/option_b/base_models_GDX_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51be44d238d5a7868aa9dac6916adfe20862ca73000f63e2956539f32fee70cf
+size 5017587
diff --git a/models/year_2021/option_b/base_models_GDX_MA3.pkl b/models/year_2021/option_b/base_models_GDX_MA3.pkl
index b0281c1ea32adcb416ba95d44faa9f5b707c7a1a..f4d01b628f5fb68cfeb52c9109ad45fb45646a30 100644
--- a/models/year_2021/option_b/base_models_GDX_MA3.pkl
+++ b/models/year_2021/option_b/base_models_GDX_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c442b3c6dd43ed4a86a8e9da92a8e678c004401c4a7ef01c220c3ce7486abf48
-size 967422
+oid sha256:38a90dbc162db1d8a907e14db95669a81ee29bb16b617218ffabab07c80754f0
+size 1002991
diff --git a/models/year_2021/option_b/base_models_GDX_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_GDX_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f4d01b628f5fb68cfeb52c9109ad45fb45646a30
--- /dev/null
+++ b/models/year_2021/option_b/base_models_GDX_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38a90dbc162db1d8a907e14db95669a81ee29bb16b617218ffabab07c80754f0
+size 1002991
diff --git a/models/year_2021/option_b/base_models_GDX_MA5.pkl b/models/year_2021/option_b/base_models_GDX_MA5.pkl
index 6a6787b9ef378640a454f620f3a63fe66f0b4f12..7918890cff49e035cc6d095c087014ced9778eb6 100644
--- a/models/year_2021/option_b/base_models_GDX_MA5.pkl
+++ b/models/year_2021/option_b/base_models_GDX_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:91aa09a17ce496f41062391e309f28f9a373d8134dc7e5642299900036b8b0f2
-size 4986059
+oid sha256:19463b2924e18c75d6521ec8b0cca98f01dddfd7b2adcffa15115d1d43920596
+size 4996477
diff --git a/models/year_2021/option_b/base_models_GDX_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_GDX_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..7918890cff49e035cc6d095c087014ced9778eb6
--- /dev/null
+++ b/models/year_2021/option_b/base_models_GDX_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19463b2924e18c75d6521ec8b0cca98f01dddfd7b2adcffa15115d1d43920596
+size 4996477
diff --git a/models/year_2021/option_b/base_models_IWD_MA10.pkl b/models/year_2021/option_b/base_models_IWD_MA10.pkl
index af19e1b6a70678977397fad6d1cd9a2304ee881c..1f7b37b22f540dd7eb6dc85b0d169007b063b295 100644
--- a/models/year_2021/option_b/base_models_IWD_MA10.pkl
+++ b/models/year_2021/option_b/base_models_IWD_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6fa866c2e44ad0b764f1f78904f7543b0ed5aa6d9575499bc62e82dc23ccbdeb
-size 1793138
+oid sha256:72e512cac1fcabd63b26d06c4a55a7d1f3a68cc8a317d33049126326fa1587fb
+size 1780831
diff --git a/models/year_2021/option_b/base_models_IWD_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWD_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1f7b37b22f540dd7eb6dc85b0d169007b063b295
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWD_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72e512cac1fcabd63b26d06c4a55a7d1f3a68cc8a317d33049126326fa1587fb
+size 1780831
diff --git a/models/year_2021/option_b/base_models_IWD_MA3.pkl b/models/year_2021/option_b/base_models_IWD_MA3.pkl
index 6a2fb652985cf90e8f09d9e27e6cb6370824cf03..b1d32854e5ac996e51d269df5a8e8e16ae3dc470 100644
--- a/models/year_2021/option_b/base_models_IWD_MA3.pkl
+++ b/models/year_2021/option_b/base_models_IWD_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8f64f3404644aaaf7d868894ea8cebe6fc55892b710d7a21f65a03e72127a9e7
-size 1246735
+oid sha256:1dd41f7eeabbbfd62c9ce255c995e0285c55bccee6817d1ca3e42b58b37372b8
+size 1247243
diff --git a/models/year_2021/option_b/base_models_IWD_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWD_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..b1d32854e5ac996e51d269df5a8e8e16ae3dc470
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWD_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1dd41f7eeabbbfd62c9ce255c995e0285c55bccee6817d1ca3e42b58b37372b8
+size 1247243
diff --git a/models/year_2021/option_b/base_models_IWD_MA5.pkl b/models/year_2021/option_b/base_models_IWD_MA5.pkl
index 8b9d67970375f066a6f920e473f2f89afbf1f6f9..5dba362c9535d59cb67c42de9c540b888a653d69 100644
--- a/models/year_2021/option_b/base_models_IWD_MA5.pkl
+++ b/models/year_2021/option_b/base_models_IWD_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1dc4f36378b73125c1a8fa35e2bb36319028c02ac1954697287ed2ff91175663
-size 1600894
+oid sha256:4d83aa67da43d9bba8a1cdfc1cff55e36ed93dd3d139059b7a6e87cfebe00b30
+size 1588889
diff --git a/models/year_2021/option_b/base_models_IWD_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWD_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..5dba362c9535d59cb67c42de9c540b888a653d69
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWD_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d83aa67da43d9bba8a1cdfc1cff55e36ed93dd3d139059b7a6e87cfebe00b30
+size 1588889
diff --git a/models/year_2021/option_b/base_models_IWF_MA10.pkl b/models/year_2021/option_b/base_models_IWF_MA10.pkl
index e866fe1743f2c79f5e602c50620b87e27d8aeb6e..4bafbb0f6f3f5ede0854e9b4e4e7a95bb2224788 100644
--- a/models/year_2021/option_b/base_models_IWF_MA10.pkl
+++ b/models/year_2021/option_b/base_models_IWF_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7bae351c87e7ff592718b8121ed4328ab44196cee5ef4569c11a032301d6f630
-size 5049324
+oid sha256:4e281b7ce6ffe66a8b86eb516031b1b4222300d714c7911d0b46b7fb18ad95be
+size 5052536
diff --git a/models/year_2021/option_b/base_models_IWF_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWF_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..4bafbb0f6f3f5ede0854e9b4e4e7a95bb2224788
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWF_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e281b7ce6ffe66a8b86eb516031b1b4222300d714c7911d0b46b7fb18ad95be
+size 5052536
diff --git a/models/year_2021/option_b/base_models_IWF_MA3.pkl b/models/year_2021/option_b/base_models_IWF_MA3.pkl
index ba35eb3f95eb1a93bf87948f3e0b5fae7a3d9767..e2ca1b7f589e7fe317fc01acb7ebf660279fc612 100644
--- a/models/year_2021/option_b/base_models_IWF_MA3.pkl
+++ b/models/year_2021/option_b/base_models_IWF_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e9c02b424d74855cd855e09c8c374a6cdf20aa180cba94ad7c4a4fe591ea64e
-size 5045097
+oid sha256:12d0ad32f46cfa9db5499b0ece2bb2fc7c34f2c2ab9682db145cd0bcc19ca288
+size 1098915
diff --git a/models/year_2021/option_b/base_models_IWF_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWF_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..e2ca1b7f589e7fe317fc01acb7ebf660279fc612
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWF_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12d0ad32f46cfa9db5499b0ece2bb2fc7c34f2c2ab9682db145cd0bcc19ca288
+size 1098915
diff --git a/models/year_2021/option_b/base_models_IWF_MA5.pkl b/models/year_2021/option_b/base_models_IWF_MA5.pkl
index 95bd8f5df529b05a9eabda6726a6988a706f788f..3fcfda41249350df2feadab2928867c538566c32 100644
--- a/models/year_2021/option_b/base_models_IWF_MA5.pkl
+++ b/models/year_2021/option_b/base_models_IWF_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4b28d1fbb3d686cfc38b314e6331734ce0f92debdeec27797298cf63b5872b2a
-size 1514172
+oid sha256:ac8e7c1d1acf6c07b2b1b3ca703400ad1d13a000f57e11f17ec652474ab16cb4
+size 1517325
diff --git a/models/year_2021/option_b/base_models_IWF_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWF_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3fcfda41249350df2feadab2928867c538566c32
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWF_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac8e7c1d1acf6c07b2b1b3ca703400ad1d13a000f57e11f17ec652474ab16cb4
+size 1517325
diff --git a/models/year_2021/option_b/base_models_IWM_MA10.pkl b/models/year_2021/option_b/base_models_IWM_MA10.pkl
index 7fd208bc6f184385ba23a9b4d58a06c4001212d0..0fffcc75e34e410e92969448400521bd9dd9eef3 100644
--- a/models/year_2021/option_b/base_models_IWM_MA10.pkl
+++ b/models/year_2021/option_b/base_models_IWM_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2514ef329e1dc810e029c46f6578e992ef5661e3eb899e0f5536e0bfbccd16c4
-size 1887124
+oid sha256:6ca0f9dbf5048a71304493ddc7136f4a8a68d04a0228b776ab4848736ce97160
+size 1872689
diff --git a/models/year_2021/option_b/base_models_IWM_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWM_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..0fffcc75e34e410e92969448400521bd9dd9eef3
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWM_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ca0f9dbf5048a71304493ddc7136f4a8a68d04a0228b776ab4848736ce97160
+size 1872689
diff --git a/models/year_2021/option_b/base_models_IWM_MA3.pkl b/models/year_2021/option_b/base_models_IWM_MA3.pkl
index 24f0778a9d9506d87e25afc987a646cdede7d9e2..3af88f2c261e77a54c4569ac0d4a49782a48ea78 100644
--- a/models/year_2021/option_b/base_models_IWM_MA3.pkl
+++ b/models/year_2021/option_b/base_models_IWM_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d696e7df2053d7e3c030516bc4d5de817367366481b40ab5e0f32bdd43222617
-size 1376823
+oid sha256:751463b24939d73832ba172385ec65a5943e5a68166f7762d484abe346e3057a
+size 1298449
diff --git a/models/year_2021/option_b/base_models_IWM_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWM_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3af88f2c261e77a54c4569ac0d4a49782a48ea78
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWM_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:751463b24939d73832ba172385ec65a5943e5a68166f7762d484abe346e3057a
+size 1298449
diff --git a/models/year_2021/option_b/base_models_IWM_MA5.pkl b/models/year_2021/option_b/base_models_IWM_MA5.pkl
index 7d034bc3fca9b140a513847c8041c3a5cc46e69f..8c41372c7dfaf411643b752e9b2e444855b494fa 100644
--- a/models/year_2021/option_b/base_models_IWM_MA5.pkl
+++ b/models/year_2021/option_b/base_models_IWM_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f10c127e01d670efceb828971af32617319dd6157bc9003195c3448e75493689
-size 4989288
+oid sha256:29aa89ba2a7ad3d23e14d37ecf841c04dabb5ede3912b77fe13033bcb2721fe2
+size 5069045
diff --git a/models/year_2021/option_b/base_models_IWM_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWM_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8c41372c7dfaf411643b752e9b2e444855b494fa
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWM_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29aa89ba2a7ad3d23e14d37ecf841c04dabb5ede3912b77fe13033bcb2721fe2
+size 5069045
diff --git a/models/year_2021/option_b/base_models_IWO_MA10.pkl b/models/year_2021/option_b/base_models_IWO_MA10.pkl
index 0ca85537fc55410750dbeb2dcda971189c0d63b4..607aa8bb4219a5029db5e24ab35d53004fe41b6b 100644
--- a/models/year_2021/option_b/base_models_IWO_MA10.pkl
+++ b/models/year_2021/option_b/base_models_IWO_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2bc87b3e2f2a3009e48b9c0aa3e34f2b6af204a99dd0354a7676303da1b2fd9e
-size 2026304
+oid sha256:0215919feb15a99727f95f03ee20b29e9c4d9b5ac32c9421c39772ef82b8a861
+size 1976798
diff --git a/models/year_2021/option_b/base_models_IWO_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWO_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..607aa8bb4219a5029db5e24ab35d53004fe41b6b
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWO_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0215919feb15a99727f95f03ee20b29e9c4d9b5ac32c9421c39772ef82b8a861
+size 1976798
diff --git a/models/year_2021/option_b/base_models_IWO_MA3.pkl b/models/year_2021/option_b/base_models_IWO_MA3.pkl
index 8c34bf13780d868fb5fc3acec4d30a6e98a03d55..2741bba907d7c6a6195ccf4f74b746afc85df9c5 100644
--- a/models/year_2021/option_b/base_models_IWO_MA3.pkl
+++ b/models/year_2021/option_b/base_models_IWO_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3b8f03c57470ee01551dc93057c09180e4499770166a424e2686ebd4fee64b91
-size 4979875
+oid sha256:54e4bca1273c382b4c6449a2a05c85f1421a0aedfb888861271eea3b90d2abec
+size 4986783
diff --git a/models/year_2021/option_b/base_models_IWO_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWO_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..2741bba907d7c6a6195ccf4f74b746afc85df9c5
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWO_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54e4bca1273c382b4c6449a2a05c85f1421a0aedfb888861271eea3b90d2abec
+size 4986783
diff --git a/models/year_2021/option_b/base_models_IWO_MA5.pkl b/models/year_2021/option_b/base_models_IWO_MA5.pkl
index d35cb8776d5240b9ad602fcdf4500d43dcade9ed..f3aa1a7eb78eef8cde7f22b12984e94e544f9b44 100644
--- a/models/year_2021/option_b/base_models_IWO_MA5.pkl
+++ b/models/year_2021/option_b/base_models_IWO_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2e8c64c3cd1040b4980ebf09eda0fd144fcfafb0ed7f819d8ba6a9991f8ab266
-size 1518178
+oid sha256:3b268bba14e4e51cb74b2eea2875fee8fdbfa2e399edefc3044c37182a1af1dd
+size 1493213
diff --git a/models/year_2021/option_b/base_models_IWO_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_IWO_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f3aa1a7eb78eef8cde7f22b12984e94e544f9b44
--- /dev/null
+++ b/models/year_2021/option_b/base_models_IWO_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b268bba14e4e51cb74b2eea2875fee8fdbfa2e399edefc3044c37182a1af1dd
+size 1493213
diff --git a/models/year_2021/option_b/base_models_QQQ_MA10.pkl b/models/year_2021/option_b/base_models_QQQ_MA10.pkl
index c39916b42a4057d248a52dc726f3f0b709cd06b6..ecaae5193b2e2c56385760fff9cea7ff3162809d 100644
--- a/models/year_2021/option_b/base_models_QQQ_MA10.pkl
+++ b/models/year_2021/option_b/base_models_QQQ_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dfc37f6c01206e28515d89c8584f95f51c6364cfb4cdc7fc7db3d26a2dc01138
-size 5044561
+oid sha256:f26af0936b791cedd24fb42b175ea149b2d1da47537f1ed6a20bb856c0be4a95
+size 1864929
diff --git a/models/year_2021/option_b/base_models_QQQ_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_QQQ_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ecaae5193b2e2c56385760fff9cea7ff3162809d
--- /dev/null
+++ b/models/year_2021/option_b/base_models_QQQ_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f26af0936b791cedd24fb42b175ea149b2d1da47537f1ed6a20bb856c0be4a95
+size 1864929
diff --git a/models/year_2021/option_b/base_models_QQQ_MA3.pkl b/models/year_2021/option_b/base_models_QQQ_MA3.pkl
index d4db3bdc8ff957efa36a7b40b9a23a140f57aa58..80d9a180b453f3e96dd97b03aa3451aa2432e3eb 100644
--- a/models/year_2021/option_b/base_models_QQQ_MA3.pkl
+++ b/models/year_2021/option_b/base_models_QQQ_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f1e40eabfef5656f584ff19391fa75337347ed7b01b6a5e1af49ebe272248c8d
-size 1157402
+oid sha256:1c10832948ce5f7532c2f7cf6bba97440b92795a5c6e6fe8dc6b2589876d8b11
+size 1134577
diff --git a/models/year_2021/option_b/base_models_QQQ_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_QQQ_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..80d9a180b453f3e96dd97b03aa3451aa2432e3eb
--- /dev/null
+++ b/models/year_2021/option_b/base_models_QQQ_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c10832948ce5f7532c2f7cf6bba97440b92795a5c6e6fe8dc6b2589876d8b11
+size 1134577
diff --git a/models/year_2021/option_b/base_models_QQQ_MA5.pkl b/models/year_2021/option_b/base_models_QQQ_MA5.pkl
index 69e279e25178647531d255accbbdd35bff90d06c..1e67270eb7a843b3ea6f012179985fb195c23c25 100644
--- a/models/year_2021/option_b/base_models_QQQ_MA5.pkl
+++ b/models/year_2021/option_b/base_models_QQQ_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f9dc2ad75df201e568bf93b27fee31e88aaf72beef069b950ebc7a1dd1ca63dd
-size 4978251
+oid sha256:93b2c8220dd26564868c38e5ef884dca5148867b86a1c270a19b4e51ad1c53ca
+size 5057527
diff --git a/models/year_2021/option_b/base_models_QQQ_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_QQQ_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1e67270eb7a843b3ea6f012179985fb195c23c25
--- /dev/null
+++ b/models/year_2021/option_b/base_models_QQQ_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93b2c8220dd26564868c38e5ef884dca5148867b86a1c270a19b4e51ad1c53ca
+size 5057527
diff --git a/models/year_2021/option_b/base_models_XBI_MA10.pkl b/models/year_2021/option_b/base_models_XBI_MA10.pkl
index c2d7d2577fa2d249f4c0909361fddcdf7e5240e5..3718404206eb6471f1462faa59ca6d7821c8f6df 100644
--- a/models/year_2021/option_b/base_models_XBI_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XBI_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:547fe743383c672ffe54f0efe1ccdd60a4c3fc35c9d03998dd43ac4d0f7649b1
-size 2123309
+oid sha256:4c5ad9f16e4179faba6fe04ffd499aef49f129903ea81fefb88dd9c8e1b75d71
+size 2132943
diff --git a/models/year_2021/option_b/base_models_XBI_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XBI_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3718404206eb6471f1462faa59ca6d7821c8f6df
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XBI_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c5ad9f16e4179faba6fe04ffd499aef49f129903ea81fefb88dd9c8e1b75d71
+size 2132943
diff --git a/models/year_2021/option_b/base_models_XBI_MA3.pkl b/models/year_2021/option_b/base_models_XBI_MA3.pkl
index 047ea4cade15f326210459348da9b88a8cd7e86f..9e8ff43968612213d2db2f0778f75fa57da68bcd 100644
--- a/models/year_2021/option_b/base_models_XBI_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XBI_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:121eef9dd84ae7133b4fe216ad6446d9b9ed2257cf2af0120e17f10ff6a6ce46
-size 1447816
+oid sha256:485a37b6829840f200fd9868037287277205c75cccbc112a6879fa8551f22e97
+size 1450013
diff --git a/models/year_2021/option_b/base_models_XBI_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XBI_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9e8ff43968612213d2db2f0778f75fa57da68bcd
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XBI_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:485a37b6829840f200fd9868037287277205c75cccbc112a6879fa8551f22e97
+size 1450013
diff --git a/models/year_2021/option_b/base_models_XBI_MA5.pkl b/models/year_2021/option_b/base_models_XBI_MA5.pkl
index 300c0829fee5ad2ef3f13095d09ffd3d457ad124..854634c2f755def903dab38b197a5ed256ecfd75 100644
--- a/models/year_2021/option_b/base_models_XBI_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XBI_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a82780a098040b87829c5d1e9d77b99d97f965df919c0316feecda3c971893c
-size 4995114
+oid sha256:341134dfce15f9eebd9d8cb717faa614055e569575ca79b99147dd725f939098
+size 5005937
diff --git a/models/year_2021/option_b/base_models_XBI_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XBI_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..854634c2f755def903dab38b197a5ed256ecfd75
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XBI_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:341134dfce15f9eebd9d8cb717faa614055e569575ca79b99147dd725f939098
+size 5005937
diff --git a/models/year_2021/option_b/base_models_XLB_MA10.pkl b/models/year_2021/option_b/base_models_XLB_MA10.pkl
index 23e5327ae7b2ce4505544b435f8b9cb3b4e17743..b44cbb30a74cac01288aadd66633ff55dab13647 100644
--- a/models/year_2021/option_b/base_models_XLB_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLB_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:41d04798cb051058379f687671a5655614eb3c84c7be05decdfe4e26a85009e0
-size 5007004
+oid sha256:c3b266ce331c76ee7e5f59b4e122c688fa3685681296c19005fd11f983e7bd63
+size 5021042
diff --git a/models/year_2021/option_b/base_models_XLB_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLB_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..b44cbb30a74cac01288aadd66633ff55dab13647
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLB_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3b266ce331c76ee7e5f59b4e122c688fa3685681296c19005fd11f983e7bd63
+size 5021042
diff --git a/models/year_2021/option_b/base_models_XLB_MA3.pkl b/models/year_2021/option_b/base_models_XLB_MA3.pkl
index a713c831c583cec310c919da4ce020090c0d5dd5..1e841133c11caab3357eb547224727a2aad4df49 100644
--- a/models/year_2021/option_b/base_models_XLB_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLB_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:acb38b4c0b7cb3cc19ba2bea27b046e121a4b2bb6e0a704dabda4b626d60111e
-size 4996890
+oid sha256:efb55062c09c5bcb930f89d7cef2e4105dac1eb08e1dcae444197633dd1db9d9
+size 5004283
diff --git a/models/year_2021/option_b/base_models_XLB_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLB_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1e841133c11caab3357eb547224727a2aad4df49
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLB_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:efb55062c09c5bcb930f89d7cef2e4105dac1eb08e1dcae444197633dd1db9d9
+size 5004283
diff --git a/models/year_2021/option_b/base_models_XLB_MA5.pkl b/models/year_2021/option_b/base_models_XLB_MA5.pkl
index f7f595b30edf3282767a911e85e538cb0a3cbbf3..f8b81956c5ea3a52f4d488035e15a3f31272d777 100644
--- a/models/year_2021/option_b/base_models_XLB_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLB_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c2d693dc11412743cc3910ecada4b9969fe910fe54f54a1c837fe0883f7ea9dc
-size 4999930
+oid sha256:3d9096663714707d25914b15679f17137721e9c8605669901409db2387b6fa12
+size 5012106
diff --git a/models/year_2021/option_b/base_models_XLB_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLB_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f8b81956c5ea3a52f4d488035e15a3f31272d777
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLB_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d9096663714707d25914b15679f17137721e9c8605669901409db2387b6fa12
+size 5012106
diff --git a/models/year_2021/option_b/base_models_XLE_MA10.pkl b/models/year_2021/option_b/base_models_XLE_MA10.pkl
index 095f4d492abcc772e6ec219d69b62ca797ca1441..f939a81363e09feca890eb92702b28eb7e9b50ff 100644
--- a/models/year_2021/option_b/base_models_XLE_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLE_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:93c23c57cd80187b2cedfbc7931384880ecb1bf5d59df5f01eb83bb85f3b9100
-size 1753607
+oid sha256:abb9c0c4876c449a8c7533ae28432714ad3b8a9d1977a24699c787b6b9a8503f
+size 1690140
diff --git a/models/year_2021/option_b/base_models_XLE_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLE_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f939a81363e09feca890eb92702b28eb7e9b50ff
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLE_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abb9c0c4876c449a8c7533ae28432714ad3b8a9d1977a24699c787b6b9a8503f
+size 1690140
diff --git a/models/year_2021/option_b/base_models_XLE_MA3.pkl b/models/year_2021/option_b/base_models_XLE_MA3.pkl
index 13b8fe84dc430bd697b2f4aa2df788306940e075..43e061027ec0d2fc0fccd5a6c2afa526c2000ac1 100644
--- a/models/year_2021/option_b/base_models_XLE_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLE_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4dd733164c6a93a74dd8a835cebe5500db6a03457afda11d361d461779a873cf
-size 4983059
+oid sha256:84770aed32bae74ac62a82c024b1b181d3155cf8fe5ffbae01d75a731830e9d7
+size 4996574
diff --git a/models/year_2021/option_b/base_models_XLE_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLE_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..43e061027ec0d2fc0fccd5a6c2afa526c2000ac1
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLE_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84770aed32bae74ac62a82c024b1b181d3155cf8fe5ffbae01d75a731830e9d7
+size 4996574
diff --git a/models/year_2021/option_b/base_models_XLE_MA5.pkl b/models/year_2021/option_b/base_models_XLE_MA5.pkl
index 0381d0a2b4431e0b804147b3fee8a5b4263ea369..d3e425e2be18493ae97f10774de1a65a8b3316a3 100644
--- a/models/year_2021/option_b/base_models_XLE_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLE_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:820e03c8ac2cb119bd623b964599f33f507f0a2a10ac6f148d4296907d48ac5e
-size 1638314
+oid sha256:1125b7dca2ae99916619c839e977c54c8140aafe01b3e3196c2c2175c5a4c5bd
+size 1628277
diff --git a/models/year_2021/option_b/base_models_XLE_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLE_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d3e425e2be18493ae97f10774de1a65a8b3316a3
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLE_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1125b7dca2ae99916619c839e977c54c8140aafe01b3e3196c2c2175c5a4c5bd
+size 1628277
diff --git a/models/year_2021/option_b/base_models_XLF_MA10.pkl b/models/year_2021/option_b/base_models_XLF_MA10.pkl
index d31dfb886fb402c626de26cd62f964936372d97f..f592944bcc356e29f5c522b529189d1ded000d6a 100644
--- a/models/year_2021/option_b/base_models_XLF_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLF_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ceb8e7c4093bd872e5389162cfe5e3432375945044a29c717d1184a53c6ee66f
-size 5061181
+oid sha256:dfe01931224b6499983b468a9434ea2cd834799810b2536484c2ad15a9206f56
+size 5069529
diff --git a/models/year_2021/option_b/base_models_XLF_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLF_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f592944bcc356e29f5c522b529189d1ded000d6a
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLF_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfe01931224b6499983b468a9434ea2cd834799810b2536484c2ad15a9206f56
+size 5069529
diff --git a/models/year_2021/option_b/base_models_XLF_MA3.pkl b/models/year_2021/option_b/base_models_XLF_MA3.pkl
index f0bb8a54d28f3bdcb01a7e555f4bc4f3bc18a3d4..253d0001105487bb53403550f413bad5afe2cb5e 100644
--- a/models/year_2021/option_b/base_models_XLF_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLF_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d86610442b798636097267785d1229c7fded950b666361ec3d6d00694ad9b817
-size 4978171
+oid sha256:eec683be590b2288d380778977f7ea8eb00a66199da3ecd596109797ab82e70f
+size 1141894
diff --git a/models/year_2021/option_b/base_models_XLF_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLF_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..253d0001105487bb53403550f413bad5afe2cb5e
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLF_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eec683be590b2288d380778977f7ea8eb00a66199da3ecd596109797ab82e70f
+size 1141894
diff --git a/models/year_2021/option_b/base_models_XLF_MA5.pkl b/models/year_2021/option_b/base_models_XLF_MA5.pkl
index 79bad3607346f36879764d727989aa69df00fc48..72fb2cbde478f175aded394514052a16e8c85e26 100644
--- a/models/year_2021/option_b/base_models_XLF_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLF_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1bff95665ebf992311134295024caead2790a5a1409dccdb2162b60962ba3ea6
-size 5047815
+oid sha256:53eeaa6628f87cbf5a59cee4eeaa02e95bb5e07c4708cbc5dbaa01be5419cfc2
+size 4993081
diff --git a/models/year_2021/option_b/base_models_XLF_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLF_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..72fb2cbde478f175aded394514052a16e8c85e26
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLF_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53eeaa6628f87cbf5a59cee4eeaa02e95bb5e07c4708cbc5dbaa01be5419cfc2
+size 4993081
diff --git a/models/year_2021/option_b/base_models_XLI_MA10.pkl b/models/year_2021/option_b/base_models_XLI_MA10.pkl
index 397a177de9b8a470d5d8d1b0d369954b420689a1..996166e9f71499a0ee855a7bc8cd22f6fe610e5a 100644
--- a/models/year_2021/option_b/base_models_XLI_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLI_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ba1578e6b61defc5beb0dc92d2b8cd2fa88f378065d7757cf262fa2f3078d21
-size 4985595
+oid sha256:c32c9631d85dafe167c8626d2ac6bb74ec451b8ba3844e2ed67f7028ab286c86
+size 4992263
diff --git a/models/year_2021/option_b/base_models_XLI_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLI_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..996166e9f71499a0ee855a7bc8cd22f6fe610e5a
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLI_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c32c9631d85dafe167c8626d2ac6bb74ec451b8ba3844e2ed67f7028ab286c86
+size 4992263
diff --git a/models/year_2021/option_b/base_models_XLI_MA3.pkl b/models/year_2021/option_b/base_models_XLI_MA3.pkl
index 7c38c05294129f2eb716911c4fefe234831d13cd..bd57205ca2882afc3519fe8731989020d2c72565 100644
--- a/models/year_2021/option_b/base_models_XLI_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLI_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fb213c87cc0556c2d8d3c1f1622b01cc29d1f41769a509bda50c57013421705b
-size 4980012
+oid sha256:d29c46e9598e9ba5d019612f90ee2688deb0273d1f9591152bf1c2435c2a81f2
+size 4989710
diff --git a/models/year_2021/option_b/base_models_XLI_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLI_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..bd57205ca2882afc3519fe8731989020d2c72565
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLI_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d29c46e9598e9ba5d019612f90ee2688deb0273d1f9591152bf1c2435c2a81f2
+size 4989710
diff --git a/models/year_2021/option_b/base_models_XLI_MA5.pkl b/models/year_2021/option_b/base_models_XLI_MA5.pkl
index 951beb5f297b2f0137c294699e060a565e6a7f6f..76c0a6733aad5695044003e5b6fe46ca31d55c10 100644
--- a/models/year_2021/option_b/base_models_XLI_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLI_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a39b7abfe9368997ea4448635207e9a64529bd84109d486b6916ba4ad32a5123
-size 5038842
+oid sha256:03f70589fa504e8f73e5e64ad79223395bce103dfc0218d09229a2a9dc8b5810
+size 1546163
diff --git a/models/year_2021/option_b/base_models_XLI_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLI_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..76c0a6733aad5695044003e5b6fe46ca31d55c10
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLI_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03f70589fa504e8f73e5e64ad79223395bce103dfc0218d09229a2a9dc8b5810
+size 1546163
diff --git a/models/year_2021/option_b/base_models_XLK_MA10.pkl b/models/year_2021/option_b/base_models_XLK_MA10.pkl
index 295feff2bd1d3ea39f7372aac29ba03ccbafb2b0..c8dc00edd32c85308facd436a183be6a9a37db5b 100644
--- a/models/year_2021/option_b/base_models_XLK_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLK_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:14eef9924294ed5e995e5a140c5598e0e14aeca9aeb077edd3d120a40bb75d5b
-size 1806436
+oid sha256:b8c591f80cc45ff98a961e1119a5f266eced039790071dfb400e99881786839b
+size 1749445
diff --git a/models/year_2021/option_b/base_models_XLK_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLK_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c8dc00edd32c85308facd436a183be6a9a37db5b
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLK_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8c591f80cc45ff98a961e1119a5f266eced039790071dfb400e99881786839b
+size 1749445
diff --git a/models/year_2021/option_b/base_models_XLK_MA3.pkl b/models/year_2021/option_b/base_models_XLK_MA3.pkl
index b31c823fc5698bea1193c50e09e3c5d2e34e0683..1ce48975480c42dd1cf56ac5496f99748c925b47 100644
--- a/models/year_2021/option_b/base_models_XLK_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLK_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7c10cc7bc72a519894d23e28b429116ef0d6af089877798775b9264808bfd749
-size 1098700
+oid sha256:7ceb3ad01497fdbdca13a8aa373c21b878fa78b142a2bd9b27db39a51b692776
+size 1092350
diff --git a/models/year_2021/option_b/base_models_XLK_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLK_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1ce48975480c42dd1cf56ac5496f99748c925b47
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLK_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ceb3ad01497fdbdca13a8aa373c21b878fa78b142a2bd9b27db39a51b692776
+size 1092350
diff --git a/models/year_2021/option_b/base_models_XLK_MA5.pkl b/models/year_2021/option_b/base_models_XLK_MA5.pkl
index ea334f58b08fba21e51031a8b0357336cf10a12f..ab5c115214e4f7ba69701609d12f438ae4f44c49 100644
--- a/models/year_2021/option_b/base_models_XLK_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLK_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:00df0f7cf864b4da6f76661ff2edd408b645417fa098fcf1bb6f6b67ce6c213c
-size 1557556
+oid sha256:66c95cc57037ac2ee38b765236f75e9d4869af6b0f31624d221fb369e304cf11
+size 1541119
diff --git a/models/year_2021/option_b/base_models_XLK_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLK_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ab5c115214e4f7ba69701609d12f438ae4f44c49
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLK_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66c95cc57037ac2ee38b765236f75e9d4869af6b0f31624d221fb369e304cf11
+size 1541119
diff --git a/models/year_2021/option_b/base_models_XLP_MA10.pkl b/models/year_2021/option_b/base_models_XLP_MA10.pkl
index e3e53826c681504cc7968e3d018588bf4004d2d6..74b759e48ce4cebf81f068cc7b64faf9df544971 100644
--- a/models/year_2021/option_b/base_models_XLP_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLP_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e1f1c850cdbdbf8d5c9cbd4679cdd1f411ea94ec4a781cfe399aeb1bd42383d0
-size 2172778
+oid sha256:438a1f0f65e9a5b2d9781c0d5f5ef2d145cae5f3389f81f21df2af2f2f3b1378
+size 5003083
diff --git a/models/year_2021/option_b/base_models_XLP_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLP_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..74b759e48ce4cebf81f068cc7b64faf9df544971
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLP_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:438a1f0f65e9a5b2d9781c0d5f5ef2d145cae5f3389f81f21df2af2f2f3b1378
+size 5003083
diff --git a/models/year_2021/option_b/base_models_XLP_MA3.pkl b/models/year_2021/option_b/base_models_XLP_MA3.pkl
index 4adfe244a776627940c6dc1ff11e52224d18adac..d434df796b93902826a6cf8ef1d3cb1cf833142d 100644
--- a/models/year_2021/option_b/base_models_XLP_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLP_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b3c146061d061bbc6dc2f0a2d2a638080ccf192b0664e8e4ac20a56d8196f689
-size 4980669
+oid sha256:2d23f3791c7c8acb8376c615ef7cac9b0fc480eabc6f099d0aa3cbd22cc74bae
+size 1134049
diff --git a/models/year_2021/option_b/base_models_XLP_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLP_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d434df796b93902826a6cf8ef1d3cb1cf833142d
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLP_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d23f3791c7c8acb8376c615ef7cac9b0fc480eabc6f099d0aa3cbd22cc74bae
+size 1134049
diff --git a/models/year_2021/option_b/base_models_XLP_MA5.pkl b/models/year_2021/option_b/base_models_XLP_MA5.pkl
index ef5470bd40f66df71f49139608fd48f0cc077c8b..b6735c11aaf57383e49ff390cc822e0c7c6c5302 100644
--- a/models/year_2021/option_b/base_models_XLP_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLP_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2b9a4f39dd7057cbf39c59dbe4037107651acbe62f2753e4fbee149ea72511ce
-size 4980689
+oid sha256:e87970eed09f21fb09e2e08d881e13fc56057fb202b3b4e856bca25984de1e1a
+size 4990509
diff --git a/models/year_2021/option_b/base_models_XLP_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLP_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..b6735c11aaf57383e49ff390cc822e0c7c6c5302
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLP_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e87970eed09f21fb09e2e08d881e13fc56057fb202b3b4e856bca25984de1e1a
+size 4990509
diff --git a/models/year_2021/option_b/base_models_XLRE_MA10.pkl b/models/year_2021/option_b/base_models_XLRE_MA10.pkl
index cb180d053e23843857d4736b5c1968f2d28cb2ee..65941c73ae993efbc189debc5287dac2a3becb63 100644
--- a/models/year_2021/option_b/base_models_XLRE_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLRE_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f0ca2a4bb6218f9c2b3ea2b3f7e4df48099a51df58ebf4eab6e231a837f3c2b3
-size 1730538
+oid sha256:8936cc982cce59d1858f29c5899498cce01fd353c2d163a811f6beee8d876bf1
+size 5049899
diff --git a/models/year_2021/option_b/base_models_XLRE_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLRE_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..65941c73ae993efbc189debc5287dac2a3becb63
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLRE_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8936cc982cce59d1858f29c5899498cce01fd353c2d163a811f6beee8d876bf1
+size 5049899
diff --git a/models/year_2021/option_b/base_models_XLRE_MA3.pkl b/models/year_2021/option_b/base_models_XLRE_MA3.pkl
index 05c1ddf87be4d131be3b030cf230e288981934db..7f190c560d67426c8d2d537d05239482b97f6afe 100644
--- a/models/year_2021/option_b/base_models_XLRE_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLRE_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3671c27c9eef2127bafb53886bc6d4d35d11dfa4c3f959437f4ec272585cb276
-size 1111653
+oid sha256:69b1d4acac1ae2e8d5b4c2c292e8c0f8e35879d6d62e9f0dcbd3b420bd281a22
+size 1118603
diff --git a/models/year_2021/option_b/base_models_XLRE_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLRE_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..7f190c560d67426c8d2d537d05239482b97f6afe
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLRE_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69b1d4acac1ae2e8d5b4c2c292e8c0f8e35879d6d62e9f0dcbd3b420bd281a22
+size 1118603
diff --git a/models/year_2021/option_b/base_models_XLRE_MA5.pkl b/models/year_2021/option_b/base_models_XLRE_MA5.pkl
index 3427fb7283a6ca683ad344fcb5640d15261579bf..9fa729fc7bc75cfb2f0f1051039793d92d10935b 100644
--- a/models/year_2021/option_b/base_models_XLRE_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLRE_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:59d847db178cdd68b2ccbe59dac95bce0549088483a6e602c44ec6729c4a3877
-size 1307075
+oid sha256:ba4c95c5a626b68bab8f7ef74b935abe9d21153270a412f3aa57eed2a05173df
+size 1304323
diff --git a/models/year_2021/option_b/base_models_XLRE_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLRE_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9fa729fc7bc75cfb2f0f1051039793d92d10935b
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLRE_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba4c95c5a626b68bab8f7ef74b935abe9d21153270a412f3aa57eed2a05173df
+size 1304323
diff --git a/models/year_2021/option_b/base_models_XLU_MA10.pkl b/models/year_2021/option_b/base_models_XLU_MA10.pkl
index bcf5c33dc1c926b85d5e51bab5b63e0b3c49f941..1e53adef6c63732463b2876d9ff70ea5e0869c36 100644
--- a/models/year_2021/option_b/base_models_XLU_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLU_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b30ef713e9b53ea0678686326ac6e1ba73cf2f358c1f5c25b25d0e9e82bba18b
-size 5070211
+oid sha256:286bb91a25af035b25c043f8e0f01ea7d8e91862c665add697d6edfe7bb5a433
+size 2273492
diff --git a/models/year_2021/option_b/base_models_XLU_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLU_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1e53adef6c63732463b2876d9ff70ea5e0869c36
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLU_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:286bb91a25af035b25c043f8e0f01ea7d8e91862c665add697d6edfe7bb5a433
+size 2273492
diff --git a/models/year_2021/option_b/base_models_XLU_MA3.pkl b/models/year_2021/option_b/base_models_XLU_MA3.pkl
index 7a7d6d048f250d5ac42f4cab04e9327522ba9dc3..4525f2a7ac27ef61d1dc99e79531a557a2808c5f 100644
--- a/models/year_2021/option_b/base_models_XLU_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLU_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:266234df910a5bb27b7f86a327e196b0a3ee0f38c524ad6063c87e332cc0ed73
-size 4981896
+oid sha256:1ea7ac486b93a2f13a4fc5e91e800be3b0f08b463768d58d0718b1cb2a6bc3f2
+size 4990637
diff --git a/models/year_2021/option_b/base_models_XLU_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLU_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..4525f2a7ac27ef61d1dc99e79531a557a2808c5f
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLU_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ea7ac486b93a2f13a4fc5e91e800be3b0f08b463768d58d0718b1cb2a6bc3f2
+size 4990637
diff --git a/models/year_2021/option_b/base_models_XLU_MA5.pkl b/models/year_2021/option_b/base_models_XLU_MA5.pkl
index 14a39e17fe4d25daf627a2ab67ef609942705507..cb885d0900019fa3e2601f70505c153e9b1f6ded 100644
--- a/models/year_2021/option_b/base_models_XLU_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLU_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ef98f1cdd8d45da5c0f1713eae5f6bbcf600d513ea60d84d3a3801b430a07b8e
-size 4988608
+oid sha256:846838471f84ccf41afb4895298a7af64433c0b60d9eac73a5a644f00531c457
+size 5001555
diff --git a/models/year_2021/option_b/base_models_XLU_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLU_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..cb885d0900019fa3e2601f70505c153e9b1f6ded
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLU_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:846838471f84ccf41afb4895298a7af64433c0b60d9eac73a5a644f00531c457
+size 5001555
diff --git a/models/year_2021/option_b/base_models_XLV_MA10.pkl b/models/year_2021/option_b/base_models_XLV_MA10.pkl
index 6687cee9cc07b5dd6c00c75a364187cd3f2d0bdc..d6d62de85712e634258fd492a8c8a1c06085995a 100644
--- a/models/year_2021/option_b/base_models_XLV_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLV_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3cc04c3ff630267bd6bbf9b7898ea2366b2fcde23dc22e0852f040137f7123e
-size 2331253
+oid sha256:4346723a1be9025d3eba8b882e0a6c0bc368a18ab87570c88c5d2819a08b4723
+size 2328341
diff --git a/models/year_2021/option_b/base_models_XLV_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLV_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d6d62de85712e634258fd492a8c8a1c06085995a
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLV_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4346723a1be9025d3eba8b882e0a6c0bc368a18ab87570c88c5d2819a08b4723
+size 2328341
diff --git a/models/year_2021/option_b/base_models_XLV_MA3.pkl b/models/year_2021/option_b/base_models_XLV_MA3.pkl
index 922b7318e4592c3da8aab553ff5d4e174fa5ce3b..ddf21044dbc62e7247a1716704f69d3a316fd47e 100644
--- a/models/year_2021/option_b/base_models_XLV_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLV_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:264a9d161674dfaf9253529e209c9e6db50907e72f366952b29c3b89129d372b
-size 4990114
+oid sha256:ce822e11fc4ab61169ba207317f9a9306ad332c2010cc6e0e5434842989f760a
+size 5001762
diff --git a/models/year_2021/option_b/base_models_XLV_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLV_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ddf21044dbc62e7247a1716704f69d3a316fd47e
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLV_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce822e11fc4ab61169ba207317f9a9306ad332c2010cc6e0e5434842989f760a
+size 5001762
diff --git a/models/year_2021/option_b/base_models_XLV_MA5.pkl b/models/year_2021/option_b/base_models_XLV_MA5.pkl
index 68e140eef1047f289345e7ff131966252f705744..d36a5390546aeb5eb6d0da09a3c7dd0fdf8ab892 100644
--- a/models/year_2021/option_b/base_models_XLV_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLV_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:65e1e4866bbeccae286319475726ac0326f84f22dfd3773b8663d812b64de226
-size 4998512
+oid sha256:4247f5b57472dce7ebe7657513458d97099ac0d561dcef01f0c55de14a684af8
+size 5006338
diff --git a/models/year_2021/option_b/base_models_XLV_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLV_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d36a5390546aeb5eb6d0da09a3c7dd0fdf8ab892
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLV_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4247f5b57472dce7ebe7657513458d97099ac0d561dcef01f0c55de14a684af8
+size 5006338
diff --git a/models/year_2021/option_b/base_models_XLY_MA10.pkl b/models/year_2021/option_b/base_models_XLY_MA10.pkl
index cffc2240ec449a383dd6eb7845c88e7df88700a4..e5beda0ba16419770d30e27a6ca292cf6234285a 100644
--- a/models/year_2021/option_b/base_models_XLY_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XLY_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:21112bb5249600a3bd5014a38738e878f9f340ebdef7072dc0125e4b7a230065
-size 2020395
+oid sha256:b90a3a33e8a9d7cb171d06b6980c122427c830819c570ff64848a19dc3d4a65e
+size 1930512
diff --git a/models/year_2021/option_b/base_models_XLY_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLY_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..e5beda0ba16419770d30e27a6ca292cf6234285a
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLY_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b90a3a33e8a9d7cb171d06b6980c122427c830819c570ff64848a19dc3d4a65e
+size 1930512
diff --git a/models/year_2021/option_b/base_models_XLY_MA3.pkl b/models/year_2021/option_b/base_models_XLY_MA3.pkl
index 5b01d0afd7f01aba1624178696f0340b31b9cde9..9801075117ceeb9a3647ba7250556be309201871 100644
--- a/models/year_2021/option_b/base_models_XLY_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XLY_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a462e1488dd43e798888d228b88264ed1eb7807c96efc1c8825b4a524db02490
-size 4978581
+oid sha256:fc7c4fc991927bf65475bb78b4f22da4a5caf6fa89b61cf04f21a90c8bb41d88
+size 4992573
diff --git a/models/year_2021/option_b/base_models_XLY_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLY_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9801075117ceeb9a3647ba7250556be309201871
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLY_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc7c4fc991927bf65475bb78b4f22da4a5caf6fa89b61cf04f21a90c8bb41d88
+size 4992573
diff --git a/models/year_2021/option_b/base_models_XLY_MA5.pkl b/models/year_2021/option_b/base_models_XLY_MA5.pkl
index 28bd968d2a103c0fdceeca2873fc3f800fee598a..b9a176c4ca439e7846ac27c0871ca970f36184e7 100644
--- a/models/year_2021/option_b/base_models_XLY_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XLY_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:745283fb90fb5cada51a9c01581e0abbcf1b7973a3d72cb1f12981998d3057c5
-size 1502955
+oid sha256:11d8cac40e91c916b578bcc2ac88d5b2c24d5316eb3eee281c50ce8585639dc0
+size 1489401
diff --git a/models/year_2021/option_b/base_models_XLY_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XLY_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..b9a176c4ca439e7846ac27c0871ca970f36184e7
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XLY_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11d8cac40e91c916b578bcc2ac88d5b2c24d5316eb3eee281c50ce8585639dc0
+size 1489401
diff --git a/models/year_2021/option_b/base_models_XME_MA10.pkl b/models/year_2021/option_b/base_models_XME_MA10.pkl
index 88ddf78d80b777d32c002ea57c1e2c5333ac5ae9..615a3367d21d5a6a969b7a52f9a7a174a525a304 100644
--- a/models/year_2021/option_b/base_models_XME_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XME_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2b5db76b35377a9e358173d55324d3064acac551777ea0625939adce92396bc9
-size 5004512
+oid sha256:bacecbd13496736bb558d0fe80770a6ac23ce7d4f915960743483fafbbc80d7a
+size 5017458
diff --git a/models/year_2021/option_b/base_models_XME_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XME_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..615a3367d21d5a6a969b7a52f9a7a174a525a304
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XME_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bacecbd13496736bb558d0fe80770a6ac23ce7d4f915960743483fafbbc80d7a
+size 5017458
diff --git a/models/year_2021/option_b/base_models_XME_MA3.pkl b/models/year_2021/option_b/base_models_XME_MA3.pkl
index ce7bda1be05532e1a7e0ac2d2b2eaa92e459e72c..6d59753f0c2fb1acd82424be5624efcdda853b67 100644
--- a/models/year_2021/option_b/base_models_XME_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XME_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e28e095626eb0e34ab64bbfc464649898494f06d2d2a72093618fa65c1e9da23
-size 1686888
+oid sha256:908e3dedeeff759ab5e14bb1dff822a61de60263622c273af42079ed279467e7
+size 1688527
diff --git a/models/year_2021/option_b/base_models_XME_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XME_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..6d59753f0c2fb1acd82424be5624efcdda853b67
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XME_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:908e3dedeeff759ab5e14bb1dff822a61de60263622c273af42079ed279467e7
+size 1688527
diff --git a/models/year_2021/option_b/base_models_XME_MA5.pkl b/models/year_2021/option_b/base_models_XME_MA5.pkl
index 60ec175064aa96b6285911b01ac124a8d7aa9aba..fc02f5a0fec128d6c9449253fa0e3e2e3d0e8576 100644
--- a/models/year_2021/option_b/base_models_XME_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XME_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ac2987e8c6efcaa446728e1f9e9e667df2cc6a8dd361c154ba567ef4825e26f6
-size 1815834
+oid sha256:40f596d49b08cf3ddfc90e7ce8250750e4911a598106f4cbc82e53dfa87cbfb3
+size 1815023
diff --git a/models/year_2021/option_b/base_models_XME_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XME_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..fc02f5a0fec128d6c9449253fa0e3e2e3d0e8576
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XME_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40f596d49b08cf3ddfc90e7ce8250750e4911a598106f4cbc82e53dfa87cbfb3
+size 1815023
diff --git a/models/year_2021/option_b/base_models_XSD_MA10.pkl b/models/year_2021/option_b/base_models_XSD_MA10.pkl
index c00df85b356ea4b9f534e156125a8075d602bf07..f42460597dd4f0e8106aa8db436a16475321e02a 100644
--- a/models/year_2021/option_b/base_models_XSD_MA10.pkl
+++ b/models/year_2021/option_b/base_models_XSD_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e9f26f16ba247db812f103c1288ed38e491924c7b92abaf3dea28a1517ab2193
-size 1968260
+oid sha256:40af0af936de3653eb1840eb95b6711dec5ab865a11557ae6da51a71c719b36b
+size 1939109
diff --git a/models/year_2021/option_b/base_models_XSD_MA10_2026-05-23.pkl b/models/year_2021/option_b/base_models_XSD_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f42460597dd4f0e8106aa8db436a16475321e02a
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XSD_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40af0af936de3653eb1840eb95b6711dec5ab865a11557ae6da51a71c719b36b
+size 1939109
diff --git a/models/year_2021/option_b/base_models_XSD_MA3.pkl b/models/year_2021/option_b/base_models_XSD_MA3.pkl
index 5f037c27f1a05389f62b04e41ecc3ebb6da0a3a8..d646c7f1ad4ceaa7b2752efeed656868da42095f 100644
--- a/models/year_2021/option_b/base_models_XSD_MA3.pkl
+++ b/models/year_2021/option_b/base_models_XSD_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1e570b67da7b5aafe38f6f753a331b8efd47ee37821c10ac9af8778a93c32844
-size 1126796
+oid sha256:ceccc830bf0429c1040dadde3285702e958afee0325c146277bf90e83e3c3eb2
+size 1141757
diff --git a/models/year_2021/option_b/base_models_XSD_MA3_2026-05-23.pkl b/models/year_2021/option_b/base_models_XSD_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..d646c7f1ad4ceaa7b2752efeed656868da42095f
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XSD_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ceccc830bf0429c1040dadde3285702e958afee0325c146277bf90e83e3c3eb2
+size 1141757
diff --git a/models/year_2021/option_b/base_models_XSD_MA5.pkl b/models/year_2021/option_b/base_models_XSD_MA5.pkl
index b1a4b6128d9900d4060ee20789728eae35f2dec8..c08c2a1db08ba8eaf9a254db74ba53cdec673748 100644
--- a/models/year_2021/option_b/base_models_XSD_MA5.pkl
+++ b/models/year_2021/option_b/base_models_XSD_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8cb75d89b4c1abd7b3a6b7f49f3a95681e2d05de9366e5007e3e5f9198e91338
-size 4992321
+oid sha256:d7f97d5a379abff7d37dc1af207d8bc8eece04086099d03aad2d1c5fdbf1306f
+size 5005561
diff --git a/models/year_2021/option_b/base_models_XSD_MA5_2026-05-23.pkl b/models/year_2021/option_b/base_models_XSD_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c08c2a1db08ba8eaf9a254db74ba53cdec673748
--- /dev/null
+++ b/models/year_2021/option_b/base_models_XSD_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7f97d5a379abff7d37dc1af207d8bc8eece04086099d03aad2d1c5fdbf1306f
+size 5005561
diff --git a/models/year_2021/option_b/best_model.json b/models/year_2021/option_b/best_model.json
index b3d088c191024a33fd9096a38e3fef8356b9e1de..d0192bf00d4b07596591e050c08f52368564d9f1 100644
--- a/models/year_2021/option_b/best_model.json
+++ b/models/year_2021/option_b/best_model.json
@@ -1,19 +1,19 @@
 {
   "best_ma_window": 3,
   "val_returns": {
-    "3": 0.145602,
-    "5": 0.145602,
-    "10": 0.145602
+    "3": 0.253647,
+    "5": 0.156068,
+    "10": 0.156068
   },
   "oos_returns": {
-    "3": 0.293626,
-    "5": 0.34106,
-    "10": 0.34106
+    "3": 0.309692,
+    "5": 0.309692,
+    "10": 0.309692
   },
-  "ma3_val_ann_return": 0.14560212798291317,
-  "ma5_val_ann_return": 0.14560212798291317,
+  "ma3_val_ann_return": 0.2536468877143667,
+  "ma5_val_ann_return": 0.15606751208356484,
   "start_year": 2021,
-  "run_date": "2026-05-22",
-  "last_trained": "2026-05-22",
+  "run_date": "2026-05-23",
+  "last_trained": "2026-05-23",
   "option": "b"
 }
\ No newline at end of file
diff --git a/models/year_2021/option_b/best_model_2026-05-23.json b/models/year_2021/option_b/best_model_2026-05-23.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0192bf00d4b07596591e050c08f52368564d9f1
--- /dev/null
+++ b/models/year_2021/option_b/best_model_2026-05-23.json
@@ -0,0 +1,19 @@
+{
+  "best_ma_window": 3,
+  "val_returns": {
+    "3": 0.253647,
+    "5": 0.156068,
+    "10": 0.156068
+  },
+  "oos_returns": {
+    "3": 0.309692,
+    "5": 0.309692,
+    "10": 0.309692
+  },
+  "ma3_val_ann_return": 0.2536468877143667,
+  "ma5_val_ann_return": 0.15606751208356484,
+  "start_year": 2021,
+  "run_date": "2026-05-23",
+  "last_trained": "2026-05-23",
+  "option": "b"
+}
\ No newline at end of file
diff --git a/models/year_2021/option_b/dtw_matrix_MA10.npy b/models/year_2021/option_b/dtw_matrix_MA10.npy
index c5d3a16959ec7139a8375a39761b1bdda89fda59..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c 100644
--- a/models/year_2021/option_b/dtw_matrix_MA10.npy
+++ b/models/year_2021/option_b/dtw_matrix_MA10.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2980a55b6a607df174e5274a755c20e9594b29d29846c0d3733af3df341cf5c8
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
 size 3016
diff --git a/models/year_2021/option_b/dtw_matrix_MA10_2026-05-23.npy b/models/year_2021/option_b/dtw_matrix_MA10_2026-05-23.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c
--- /dev/null
+++ b/models/year_2021/option_b/dtw_matrix_MA10_2026-05-23.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
+size 3016
diff --git a/models/year_2021/option_b/dtw_matrix_MA3.npy b/models/year_2021/option_b/dtw_matrix_MA3.npy
index c5d3a16959ec7139a8375a39761b1bdda89fda59..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c 100644
--- a/models/year_2021/option_b/dtw_matrix_MA3.npy
+++ b/models/year_2021/option_b/dtw_matrix_MA3.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2980a55b6a607df174e5274a755c20e9594b29d29846c0d3733af3df341cf5c8
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
 size 3016
diff --git a/models/year_2021/option_b/dtw_matrix_MA3_2026-05-23.npy b/models/year_2021/option_b/dtw_matrix_MA3_2026-05-23.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c
--- /dev/null
+++ b/models/year_2021/option_b/dtw_matrix_MA3_2026-05-23.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
+size 3016
diff --git a/models/year_2021/option_b/dtw_matrix_MA5.npy b/models/year_2021/option_b/dtw_matrix_MA5.npy
index c5d3a16959ec7139a8375a39761b1bdda89fda59..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c 100644
--- a/models/year_2021/option_b/dtw_matrix_MA5.npy
+++ b/models/year_2021/option_b/dtw_matrix_MA5.npy
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2980a55b6a607df174e5274a755c20e9594b29d29846c0d3733af3df341cf5c8
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
 size 3016
diff --git a/models/year_2021/option_b/dtw_matrix_MA5_2026-05-23.npy b/models/year_2021/option_b/dtw_matrix_MA5_2026-05-23.npy
new file mode 100644
index 0000000000000000000000000000000000000000..9836473d3f2dcc3ed0d11b9c7698a8e88ea2b40c
--- /dev/null
+++ b/models/year_2021/option_b/dtw_matrix_MA5_2026-05-23.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:044a338047b88db34530356839be17150a23f1e3707c3ca93755db598374ee70
+size 3016
diff --git a/models/year_2021/option_b/transfer_voting_MA10.pkl b/models/year_2021/option_b/transfer_voting_MA10.pkl
index b90987e9f500cbc47139747e28ed2ce059b74854..8027d8c35acf273cd0ca109e96f7f940ee8e94ed 100644
--- a/models/year_2021/option_b/transfer_voting_MA10.pkl
+++ b/models/year_2021/option_b/transfer_voting_MA10.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3c550aff5f194e89e97820f94ec1b2f90069db76c9d1b19dca95f47274a47a34
-size 61803168
+oid sha256:7bad04b077449e6f22d38d657d15fcea4a6ef36afc00ad99864752993afeedee
+size 61723248
diff --git a/models/year_2021/option_b/transfer_voting_MA10_2026-05-23.pkl b/models/year_2021/option_b/transfer_voting_MA10_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8027d8c35acf273cd0ca109e96f7f940ee8e94ed
--- /dev/null
+++ b/models/year_2021/option_b/transfer_voting_MA10_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bad04b077449e6f22d38d657d15fcea4a6ef36afc00ad99864752993afeedee
+size 61723248
diff --git a/models/year_2021/option_b/transfer_voting_MA3.pkl b/models/year_2021/option_b/transfer_voting_MA3.pkl
index a1cb90ae1e288d9eedb038e3fd22b6098e1f776c..728e195d011ff6f7eb3f2e2586d70e55643aa956 100644
--- a/models/year_2021/option_b/transfer_voting_MA3.pkl
+++ b/models/year_2021/option_b/transfer_voting_MA3.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d68021674e6d87497fd2475588b3957a296017b8be8fbae53e402fa94c0792aa
-size 61075088
+oid sha256:99ee95fc53b3b260aa269f8972e549f582678f7fc0e0ffd9733c761374e976f2
+size 49472224
diff --git a/models/year_2021/option_b/transfer_voting_MA3_2026-05-23.pkl b/models/year_2021/option_b/transfer_voting_MA3_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..728e195d011ff6f7eb3f2e2586d70e55643aa956
--- /dev/null
+++ b/models/year_2021/option_b/transfer_voting_MA3_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99ee95fc53b3b260aa269f8972e549f582678f7fc0e0ffd9733c761374e976f2
+size 49472224
diff --git a/models/year_2021/option_b/transfer_voting_MA5.pkl b/models/year_2021/option_b/transfer_voting_MA5.pkl
index 8e48b5e3eed5f4354fdb3434712bfdc5109ff7e9..085aecbcb659b0aa069d4e7fb1a5d21593920a9b 100644
--- a/models/year_2021/option_b/transfer_voting_MA5.pkl
+++ b/models/year_2021/option_b/transfer_voting_MA5.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6eadbe1c875382fee9a89112ad4cb0dc4e42fb84fb576780c2cd8088c60f0e94
-size 67410912
+oid sha256:f60ed03ca6acbb9be0fd08653fa31fa55388407195c9ae7dfa6c56b82d4da00f
+size 64022368
diff --git a/models/year_2021/option_b/transfer_voting_MA5_2026-05-23.pkl b/models/year_2021/option_b/transfer_voting_MA5_2026-05-23.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..085aecbcb659b0aa069d4e7fb1a5d21593920a9b
--- /dev/null
+++ b/models/year_2021/option_b/transfer_voting_MA5_2026-05-23.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f60ed03ca6acbb9be0fd08653fa31fa55388407195c9ae7dfa6c56b82d4da00f
+size 64022368