diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..65cb2b2c098a41f84a9468abd4ea7f9f3ca4c8bd 100644
--- a/.gitattributes
+++ b/.gitattributes
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+prop_pred/alignn/total_magnetization_per_atom/test2.jpg filter=lfs diff=lfs merge=lfs -text
diff --git a/prop_pred/alignn/band_gap/Atest_data_data_range b/prop_pred/alignn/band_gap/Atest_data_data_range
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index 0000000000000000000000000000000000000000..9880cf83ff7b33e703d15e28dd70f243fd519157
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diff --git a/prop_pred/alignn/band_gap/Atrain_data_data_range b/prop_pred/alignn/band_gap/Atrain_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..4d490df22109940c841108dc453d48b8948b2229
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+++ b/prop_pred/alignn/band_gap/Atrain_data_data_range
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diff --git a/prop_pred/alignn/band_gap/Aval_data_data_range b/prop_pred/alignn/band_gap/Aval_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..50de35a3cb09ff9c0be73d9c3b6caf97056fea8f
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diff --git a/prop_pred/alignn/band_gap/Test_results.json b/prop_pred/alignn/band_gap/Test_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..156858e098e38f6b234a54bc9732d9c4a7ec7160
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\ No newline at end of file
diff --git a/prop_pred/alignn/band_gap/Train_results.json b/prop_pred/alignn/band_gap/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d13acf91ed8849c6722ba4c440ddac92ea28833
--- /dev/null
+++ b/prop_pred/alignn/band_gap/Train_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/band_gap/Val_results.json b/prop_pred/alignn/band_gap/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a01534aa5ba5bde5ff06d6d85f8b05244ccd51c
--- /dev/null
+++ b/prop_pred/alignn/band_gap/Val_results.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/band_gap/history_val.json b/prop_pred/alignn/band_gap/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..9147cbc0549a2143e1977d395763d9272f60b60c
--- /dev/null
+++ b/prop_pred/alignn/band_gap/history_val.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/band_gap/ids_train_val_test.json b/prop_pred/alignn/band_gap/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..49d6681d0aa8cb02a9f0f0e9f90e93eb0902a573
--- /dev/null
+++ b/prop_pred/alignn/band_gap/ids_train_val_test.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/band_gap/mad b/prop_pred/alignn/band_gap/mad
new file mode 100644
index 0000000000000000000000000000000000000000..f0eec3fdd2462ac237af62c064e79e2e2e32f1a3
--- /dev/null
+++ b/prop_pred/alignn/band_gap/mad
@@ -0,0 +1,3 @@
+MAX val:7.9399
+MIN val:0.0
+MAD val:1.223056799694044
diff --git a/prop_pred/alignn/band_gap/test.jpg b/prop_pred/alignn/band_gap/test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..34d23454db18ca6823a784b5809ba44c5bf74f70
--- /dev/null
+++ b/prop_pred/alignn/band_gap/test.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:adc8cc7780753371a7b1dbfc54a7adee88b9d2d64a864f2ced6fb42a7417deec
+size 273939
diff --git a/prop_pred/alignn/bulk_modulus_voigt/Atest_data_data_range b/prop_pred/alignn/bulk_modulus_voigt/Atest_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..9917a4e3a137350d6cbfdfeffa0015e684caaae4
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Atest_data_data_range
@@ -0,0 +1,2 @@
+Max=381.324
+Min=0.646
diff --git a/prop_pred/alignn/bulk_modulus_voigt/Atrain_data_data_range b/prop_pred/alignn/bulk_modulus_voigt/Atrain_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..ff96051acf0b4244206cfbe57704967406234889
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Atrain_data_data_range
@@ -0,0 +1,2 @@
+Max=487.242
+Min=0.0
diff --git a/prop_pred/alignn/bulk_modulus_voigt/Aval_data_data_range b/prop_pred/alignn/bulk_modulus_voigt/Aval_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..878e9fdbf8f1d7f4398366f1c954785d7ced23b9
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Aval_data_data_range
@@ -0,0 +1,2 @@
+Max=491.593
+Min=0.0
diff --git a/prop_pred/alignn/bulk_modulus_voigt/Test_results.json b/prop_pred/alignn/bulk_modulus_voigt/Test_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5cc8d24c732bd25f2c997dc21a0196da3a5d888
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Test_results.json
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\ No newline at end of file
diff --git a/prop_pred/alignn/bulk_modulus_voigt/Train_results.json b/prop_pred/alignn/bulk_modulus_voigt/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..48ecc744737b42e02cf9d63c54c989722dbd4a89
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Train_results.json
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diff --git a/prop_pred/alignn/bulk_modulus_voigt/Val_results.json b/prop_pred/alignn/bulk_modulus_voigt/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c715208d01bccd7a6760f6d902f308b33a509fe
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/Val_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/bulk_modulus_voigt/history_val.json b/prop_pred/alignn/bulk_modulus_voigt/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..87f4243cd99338d56b7fd3cc556970469a89da74
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/history_val.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/bulk_modulus_voigt/ids_train_val_test.json b/prop_pred/alignn/bulk_modulus_voigt/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce5debb8f8b90fa8d6cd885e902d3ef22515ad23
--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/ids_train_val_test.json
@@ -0,0 +1 @@
+{"id_train": ["mp-10018.vasp", "mp-862690.vasp", "mp-861724.vasp", "mp-862319.vasp", "mp-862786.vasp", "mp-861883.vasp", "mp-865470.vasp", "mp-867241.vasp", "mp-861872.vasp", "mp-865951.vasp", "mp-866107.vasp", "mp-866103.vasp", "mp-983587.vasp", "mp-862849.vasp", "mp-11107.vasp", "mp-862698.vasp", "mp-983586.vasp", "mp-865855.vasp", "mp-864795.vasp", "mp-866018.vasp", "mp-866289.vasp", "mp-985554.vasp", "mp-985302.vasp", "mp-861939.vasp", "mp-985303.vasp", "mp-866199.vasp", "mp-862890.vasp", "mp-862972.vasp", "mp-862873.vasp", "mp-862617.vasp", "mp-867838.vasp", "mp-27972.vasp", "mp-867338.vasp", "mp-861880.vasp", "mp-27971.vasp", "mp-30273.vasp", "mp-864606.vasp", "mp-985300.vasp", "mp-985278.vasp", "mp-867815.vasp", "mp-861884.vasp", "mp-24147.vasp", "mp-861605.vasp", "mp-862289.vasp", "mp-861966.vasp", "mp-861867.vasp", "mp-862860.vasp", "mp-861460.vasp", "mp-985059.vasp", "mp-866286.vasp", "mp-984785.vasp", "mp-865979.vasp", "mp-866225.vasp", "mp-861735.vasp", "mp-866056.vasp", 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diff --git a/prop_pred/alignn/bulk_modulus_voigt/mad b/prop_pred/alignn/bulk_modulus_voigt/mad
new file mode 100644
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--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/mad
@@ -0,0 +1,3 @@
+MAX val:491.593
+MIN val:0.0
+MAD val:59.10174228026986
diff --git a/prop_pred/alignn/bulk_modulus_voigt/test.jpg b/prop_pred/alignn/bulk_modulus_voigt/test.jpg
new file mode 100644
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--- /dev/null
+++ b/prop_pred/alignn/bulk_modulus_voigt/test.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e322a2f33fc04086cbfa12d487c4aa32408edb2cbbbba96546945b015ad1f90
+size 229223
diff --git a/prop_pred/alignn/piezoelectric_modulus/Atest_data_data_range b/prop_pred/alignn/piezoelectric_modulus/Atest_data_data_range
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,2 @@
+Max=2.963812358747193
+Min=2.8234431575143343e-22
diff --git a/prop_pred/alignn/piezoelectric_modulus/Atrain_data_data_range b/prop_pred/alignn/piezoelectric_modulus/Atrain_data_data_range
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+Max=2.996870515880999
+Min=0.0
diff --git a/prop_pred/alignn/piezoelectric_modulus/Aval_data_data_range b/prop_pred/alignn/piezoelectric_modulus/Aval_data_data_range
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+Max=2.801326750677089
+Min=0.0
diff --git a/prop_pred/alignn/piezoelectric_modulus/Test_results.json b/prop_pred/alignn/piezoelectric_modulus/Test_results.json
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\ No newline at end of file
diff --git a/prop_pred/alignn/piezoelectric_modulus/Train_results.json b/prop_pred/alignn/piezoelectric_modulus/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..9251e8599f8f6eb2ef2b4d8c6300930e97ff0a2c
--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/Train_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/piezoelectric_modulus/Val_results.json b/prop_pred/alignn/piezoelectric_modulus/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..72cac80a2539394a27d6c9564fb6e8feaf06d8fc
--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/Val_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/piezoelectric_modulus/history_val.json b/prop_pred/alignn/piezoelectric_modulus/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..77d01bb0d30d561e157855c24c27e1c60a0b83a5
--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/history_val.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/piezoelectric_modulus/ids_train_val_test.json b/prop_pred/alignn/piezoelectric_modulus/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6c65882758af85ee929983cc44920a27a1b8fc5
--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/ids_train_val_test.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/piezoelectric_modulus/mad b/prop_pred/alignn/piezoelectric_modulus/mad
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--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/mad
@@ -0,0 +1,3 @@
+MAX val:2.996870515880999
+MIN val:0.0
+MAD val:0.43607505798238516
diff --git a/prop_pred/alignn/piezoelectric_modulus/test.jpg b/prop_pred/alignn/piezoelectric_modulus/test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1f5554e193ef3137e4ede073d12c15d14c20c163
--- /dev/null
+++ b/prop_pred/alignn/piezoelectric_modulus/test.jpg
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+version https://git-lfs.github.com/spec/v1
+oid sha256:fb31a9eb07a4c3fede1ae29e31cd0a0b837a4a3be434f697205f17738acd4fba
+size 229089
diff --git a/prop_pred/alignn/shear_modulus_voigt/Atest_data_data_range b/prop_pred/alignn/shear_modulus_voigt/Atest_data_data_range
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--- /dev/null
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+Max=269.209
+Min=0.27
diff --git a/prop_pred/alignn/shear_modulus_voigt/Atrain_data_data_range b/prop_pred/alignn/shear_modulus_voigt/Atrain_data_data_range
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+Max=294.648
+Min=-0.0
diff --git a/prop_pred/alignn/shear_modulus_voigt/Aval_data_data_range b/prop_pred/alignn/shear_modulus_voigt/Aval_data_data_range
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+Max=260.643
+Min=0.655
diff --git a/prop_pred/alignn/shear_modulus_voigt/Test_results.json b/prop_pred/alignn/shear_modulus_voigt/Test_results.json
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\ No newline at end of file
diff --git a/prop_pred/alignn/shear_modulus_voigt/Train_results.json b/prop_pred/alignn/shear_modulus_voigt/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a0b61a5999067de643b51ca3dc029eb30c4e2fd
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/Train_results.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/shear_modulus_voigt/Val_results.json b/prop_pred/alignn/shear_modulus_voigt/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c726c8b1c45374d2c01d82fa657515a14622ab1
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/Val_results.json
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\ No newline at end of file
diff --git a/prop_pred/alignn/shear_modulus_voigt/history_val.json b/prop_pred/alignn/shear_modulus_voigt/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..23ea48c3859a4ab023f8206e10e71d1324c99353
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/history_val.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/shear_modulus_voigt/ids_train_val_test.json b/prop_pred/alignn/shear_modulus_voigt/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..5433907526cdc49d4ff7d785151d6b7d2f29bbc5
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/ids_train_val_test.json
@@ -0,0 +1 @@
+{"id_train": ["mp-10018.vasp", "mp-862690.vasp", "mp-861724.vasp", "mp-862319.vasp", "mp-862786.vasp", "mp-861883.vasp", "mp-865470.vasp", "mp-867241.vasp", "mp-861872.vasp", "mp-865951.vasp", "mp-866107.vasp", "mp-866103.vasp", "mp-983587.vasp", "mp-862849.vasp", "mp-11107.vasp", "mp-862698.vasp", "mp-983586.vasp", "mp-865855.vasp", "mp-864795.vasp", "mp-866018.vasp", "mp-866289.vasp", "mp-985554.vasp", "mp-985302.vasp", "mp-861939.vasp", "mp-985303.vasp", "mp-866199.vasp", "mp-862890.vasp", "mp-862873.vasp", "mp-862617.vasp", "mp-867838.vasp", "mp-27972.vasp", "mp-861880.vasp", "mp-27971.vasp", "mp-30273.vasp", "mp-864606.vasp", "mp-985300.vasp", "mp-985278.vasp", "mp-867815.vasp", "mp-861884.vasp", "mp-24147.vasp", "mp-861605.vasp", "mp-862289.vasp", "mp-861867.vasp", "mp-862860.vasp", "mp-861460.vasp", "mp-985059.vasp", "mp-866286.vasp", "mp-984785.vasp", "mp-865979.vasp", "mp-866225.vasp", "mp-861735.vasp", "mp-866056.vasp", "mp-36526.vasp", "mp-867422.vasp", "mp-867800.vasp", 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diff --git a/prop_pred/alignn/shear_modulus_voigt/mad b/prop_pred/alignn/shear_modulus_voigt/mad
new file mode 100644
index 0000000000000000000000000000000000000000..a0546063fe615dbfd1fda3922ac3e9f5dc38b56e
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/mad
@@ -0,0 +1,3 @@
+MAX val:294.648
+MIN val:-0.0
+MAD val:31.275965428874212
diff --git a/prop_pred/alignn/shear_modulus_voigt/test.jpg b/prop_pred/alignn/shear_modulus_voigt/test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2c27728e3e047e8338e4ddcfeec3e5661f918946
--- /dev/null
+++ b/prop_pred/alignn/shear_modulus_voigt/test.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9686c18abb24969dbedba847b9a2cf4fbd0907e626422665e4e9c3aa30b1a789
+size 226436
diff --git a/prop_pred/alignn/total_dielectric_constant/Atest_data_data_range b/prop_pred/alignn/total_dielectric_constant/Atest_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..314d3397673c712c36ce7cb3c3dcabb620e55e8d
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/Atest_data_data_range
@@ -0,0 +1,2 @@
+Max=96.77833842666651
+Min=2.439625790000003
diff --git a/prop_pred/alignn/total_dielectric_constant/Atrain_data_data_range b/prop_pred/alignn/total_dielectric_constant/Atrain_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..c1644e197ec5cb01253cb7ffd4e1ee304609e6bb
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/Atrain_data_data_range
@@ -0,0 +1,2 @@
+Max=99.45836083333336
+Min=1.15524828
diff --git a/prop_pred/alignn/total_dielectric_constant/Aval_data_data_range b/prop_pred/alignn/total_dielectric_constant/Aval_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..a2b7c755205c8a959d033fccda1ed9721a6e7e2d
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/Aval_data_data_range
@@ -0,0 +1,2 @@
+Max=95.21990531084994
+Min=2.129172643333346
diff --git a/prop_pred/alignn/total_dielectric_constant/Test_results.json b/prop_pred/alignn/total_dielectric_constant/Test_results.json
new file mode 100644
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_dielectric_constant/Train_results.json b/prop_pred/alignn/total_dielectric_constant/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bd14480eeb1b7b1310fc35f9154d08881544c31
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/Train_results.json
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_dielectric_constant/Val_results.json b/prop_pred/alignn/total_dielectric_constant/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..140463365864f59dbd1834aae5741457d790369a
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/Val_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_dielectric_constant/history_val.json b/prop_pred/alignn/total_dielectric_constant/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..66aa1bf05c81f0f0eb56790a50d7e07f88ede8f2
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/history_val.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_dielectric_constant/ids_train_val_test.json b/prop_pred/alignn/total_dielectric_constant/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..d962750c9df253f7164088f31488352740bce876
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/ids_train_val_test.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_dielectric_constant/mad b/prop_pred/alignn/total_dielectric_constant/mad
new file mode 100644
index 0000000000000000000000000000000000000000..43b0b75a3f0081e75812ed95bcb6e0eedb45614a
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/mad
@@ -0,0 +1,3 @@
+MAX val:99.45836083333336
+MIN val:1.15524828
+MAD val:8.8579551523945
diff --git a/prop_pred/alignn/total_dielectric_constant/test.jpg b/prop_pred/alignn/total_dielectric_constant/test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..55a4d9399e7728e57155e4a18e83bde50250bba8
--- /dev/null
+++ b/prop_pred/alignn/total_dielectric_constant/test.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c50188ae7b2382eb0f3161a2d1a1633ee350b78a0a1a99f157049abd08bfadf8
+size 237136
diff --git a/prop_pred/alignn/total_magnetization/Atest_data_data_range b/prop_pred/alignn/total_magnetization/Atest_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..3c29a8eea99380e412729b66798a38f031081904
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Atest_data_data_range
@@ -0,0 +1,2 @@
+Max=176.5610171
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization/Atrain_data_data_range b/prop_pred/alignn/total_magnetization/Atrain_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..842dcd901ea3c3dc9249c8a377940bb4f85d92bc
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Atrain_data_data_range
@@ -0,0 +1,2 @@
+Max=320.043733
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization/Aval_data_data_range b/prop_pred/alignn/total_magnetization/Aval_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..a94d9c98c04959e99595be4143c2bab2ade16224
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Aval_data_data_range
@@ -0,0 +1,2 @@
+Max=160.0001378
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization/Test_results.json b/prop_pred/alignn/total_magnetization/Test_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..049cf53ca18caab63a6e192dfaa445dad04b098a
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Test_results.json
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diff --git a/prop_pred/alignn/total_magnetization/Train_results.json b/prop_pred/alignn/total_magnetization/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..e8c3a18b3e4474150929a674000201c0d1b0459b
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Train_results.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/total_magnetization/Val_results.json b/prop_pred/alignn/total_magnetization/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..153e7474abc9d9260d6f225cd4d0ef04cf862ba3
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/Val_results.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/total_magnetization/history_val.json b/prop_pred/alignn/total_magnetization/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d31b4122345a0f16a7cf2fac471c09c4d524d4e
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/history_val.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_magnetization/ids_train_val_test.json b/prop_pred/alignn/total_magnetization/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..1649324fe32df285e2a3f1acf38ee89c9198ee6f
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/ids_train_val_test.json
@@ -0,0 +1 @@
+{"id_train": ["mp-10018.vasp", "mp-1183057.vasp", "mp-1183069.vasp", "mp-862690.vasp", "mp-861724.vasp", "mp-1183076.vasp", "mp-1183068.vasp", "mp-1183063.vasp", "mp-1183086.vasp", "mp-862319.vasp", "mp-862786.vasp", "mp-861883.vasp", "mp-1183120.vasp", "mp-867122.vasp", "mp-865470.vasp", "mp-862683.vasp", "mp-867241.vasp", "mp-861872.vasp", "mp-1183377.vasp", "mp-865951.vasp", "mp-866107.vasp", "mp-1183093.vasp", "mp-1183085.vasp", "mp-1183089.vasp", "mp-985286.vasp", "mp-1183074.vasp", "mp-1183078.vasp", "mp-866103.vasp", "mp-1183079.vasp", "mp-983587.vasp", "mp-862849.vasp", "mp-11107.vasp", "mp-32800.vasp", "mp-977351.vasp", "mp-862698.vasp", "mp-983586.vasp", "mp-865855.vasp", "mp-864795.vasp", "mp-1183072.vasp", "mp-1183073.vasp", "mp-1183070.vasp", "mp-1183077.vasp", "mp-1183066.vasp", "mp-865535.vasp", "mp-866018.vasp", "mp-1183067.vasp", "mp-1183106.vasp", "mp-865398.vasp", "mp-866289.vasp", "mp-1183061.vasp", "mp-1183064.vasp", "mp-1183090.vasp", "mp-1183100.vasp", 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diff --git a/prop_pred/alignn/total_magnetization/mad b/prop_pred/alignn/total_magnetization/mad
new file mode 100644
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--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/mad
@@ -0,0 +1,3 @@
+MAX val:320.043733
+MIN val:0.0
+MAD val:7.332305640833986
diff --git a/prop_pred/alignn/total_magnetization/test.jpg b/prop_pred/alignn/total_magnetization/test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..182c97e7baf6307d84fa410671111d735fe1390d
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization/test.jpg
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+version https://git-lfs.github.com/spec/v1
+oid sha256:1ff7dafb563a684b47c165d11ed4f25d24739241ec7f702ceffdd785be8867c7
+size 221201
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Atest_data_data_range b/prop_pred/alignn/total_magnetization_per_atom/Atest_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..a34dd2bcf22618a7ab224cc2c55ee2028bfcd96c
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/Atest_data_data_range
@@ -0,0 +1,2 @@
+Max=1.7500069479166667
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Atrain_data_data_range b/prop_pred/alignn/total_magnetization_per_atom/Atrain_data_data_range
new file mode 100644
index 0000000000000000000000000000000000000000..ee63cdd3ecef9d5673cd83e2162833ab346be59a
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/Atrain_data_data_range
@@ -0,0 +1,2 @@
+Max=8.2040287
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Aval_data_data_range b/prop_pred/alignn/total_magnetization_per_atom/Aval_data_data_range
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,2 @@
+Max=3.04345118
+Min=0.0
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Test_results.json b/prop_pred/alignn/total_magnetization_per_atom/Test_results.json
new file mode 100644
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Train_results.json b/prop_pred/alignn/total_magnetization_per_atom/Train_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa28e5681d328cb050a8ffeea85aed454515d884
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/Train_results.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_magnetization_per_atom/Val_results.json b/prop_pred/alignn/total_magnetization_per_atom/Val_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c181f27b688be5e99f7c404f732a03b1672e8fc4
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/Val_results.json
@@ -0,0 +1 @@
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+}
\ No newline at end of file
diff --git a/prop_pred/alignn/total_magnetization_per_atom/history_train.json b/prop_pred/alignn/total_magnetization_per_atom/history_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..6fbdd56138b57e2266cb22bb313d845fee9a3952
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/history_train.json
@@ -0,0 +1 @@
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diff --git a/prop_pred/alignn/total_magnetization_per_atom/history_val.json b/prop_pred/alignn/total_magnetization_per_atom/history_val.json
new file mode 100644
index 0000000000000000000000000000000000000000..802f84d45beacd8ad979a44acb05233c8ab4704d
--- /dev/null
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\ No newline at end of file
diff --git a/prop_pred/alignn/total_magnetization_per_atom/ids_train_val_test.json b/prop_pred/alignn/total_magnetization_per_atom/ids_train_val_test.json
new file mode 100644
index 0000000000000000000000000000000000000000..e1d251a1a366a40c330d17cd0a23f500656a9074
--- /dev/null
+++ b/prop_pred/alignn/total_magnetization_per_atom/ids_train_val_test.json
@@ -0,0 +1 @@
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\ No newline at end of file
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@@ -0,0 +1,3 @@
+MAX val:8.2040287
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new file mode 100644
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+version https://git-lfs.github.com/spec/v1
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diff --git a/prop_pred/alignn/total_magnetization_per_atom/test2.jpg b/prop_pred/alignn/total_magnetization_per_atom/test2.jpg
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