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diff --git a/README.md b/README.md
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index 0000000000000000000000000000000000000000..7be5fc7f47d5db027d120b8024982df93db95b74
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+---
+license: mit
+---
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diff --git a/labels/test/fold4_room10_mix002.csv b/labels/test/fold4_room10_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e150cf176831a5ec987b0fbeec2d584ff409288
--- /dev/null
+++ b/labels/test/fold4_room10_mix002.csv
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diff --git a/labels/test/fold4_room10_mix004.csv b/labels/test/fold4_room10_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebc015b0942fd970929f13f299a51e6a639222a1
--- /dev/null
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diff --git a/labels/test/fold4_room10_mix007.csv b/labels/test/fold4_room10_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba11b12453a42a10d322e5d4145c5727ec040cf6
--- /dev/null
+++ b/labels/test/fold4_room10_mix007.csv
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diff --git a/labels/test/fold4_room15_mix001.csv b/labels/test/fold4_room15_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b2d65cda835cfc91e85afb9fbba19a5e2a0b9680
--- /dev/null
+++ b/labels/test/fold4_room15_mix001.csv
@@ -0,0 +1,1607 @@
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diff --git a/labels/test/fold4_room15_mix003.csv b/labels/test/fold4_room15_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..095e1ccfe44bf95940a3140c036001e1b0ac4dc7
--- /dev/null
+++ b/labels/test/fold4_room15_mix003.csv
@@ -0,0 +1,2426 @@
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diff --git a/labels/test/fold4_room15_mix006.csv b/labels/test/fold4_room15_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..853748a84cf6e11ba7e31115e235b411e1ead749
--- /dev/null
+++ b/labels/test/fold4_room15_mix006.csv
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diff --git a/labels/test/fold4_room15_mix009.csv b/labels/test/fold4_room15_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..055152b60ce3e839b754a85446afc550d26826d4
--- /dev/null
+++ b/labels/test/fold4_room15_mix009.csv
@@ -0,0 +1,6419 @@
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diff --git a/labels/test/fold4_room15_mix010.csv b/labels/test/fold4_room15_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e8aa384fbf3907b9ab885e74c60a128a6506cad
--- /dev/null
+++ b/labels/test/fold4_room15_mix010.csv
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diff --git a/labels/test/fold4_room16_mix001.csv b/labels/test/fold4_room16_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93eb168ada2b8eeda82daf424685f75592ad0cb3
--- /dev/null
+++ b/labels/test/fold4_room16_mix001.csv
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diff --git a/labels/test/fold4_room16_mix003.csv b/labels/test/fold4_room16_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d75d0e873fc64ad77294da658391aa6b6d1218e
--- /dev/null
+++ b/labels/test/fold4_room16_mix003.csv
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diff --git a/labels/test/fold4_room16_mix004.csv b/labels/test/fold4_room16_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c5b2d4b2cd657516f08cd1210ab2715e680b8b5a
--- /dev/null
+++ b/labels/test/fold4_room16_mix004.csv
@@ -0,0 +1,2012 @@
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diff --git a/labels/test/fold4_room16_mix007.csv b/labels/test/fold4_room16_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d68b6b2801caac7cf7ccbeb9bfbb95be6bab560
--- /dev/null
+++ b/labels/test/fold4_room16_mix007.csv
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diff --git a/labels/test/fold4_room16_mix008.csv b/labels/test/fold4_room16_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d08a504d2259d41a0653f622ee38c7f035a33f4
--- /dev/null
+++ b/labels/test/fold4_room16_mix008.csv
@@ -0,0 +1,372 @@
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diff --git a/labels/test/fold4_room16_mix009.csv b/labels/test/fold4_room16_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b6974e868ec2caf50a38d2f625276a72310d13cd
--- /dev/null
+++ b/labels/test/fold4_room16_mix009.csv
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diff --git a/labels/test/fold4_room16_mix012.csv b/labels/test/fold4_room16_mix012.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcff2b59748f4ca23c0e8810ce864de688760c47
--- /dev/null
+++ b/labels/test/fold4_room16_mix012.csv
@@ -0,0 +1,2132 @@
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diff --git a/labels/test/fold4_room23_mix001.csv b/labels/test/fold4_room23_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9655e2e5990d93fc46c7734b4b94083e306659a6
--- /dev/null
+++ b/labels/test/fold4_room23_mix001.csv
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diff --git a/labels/test/fold4_room23_mix002.csv b/labels/test/fold4_room23_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76c923197d147d2597dc5fadcad9ab205cf8a4a7
--- /dev/null
+++ b/labels/test/fold4_room23_mix002.csv
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diff --git a/labels/test/fold4_room23_mix004.csv b/labels/test/fold4_room23_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f457d34e1cef2efa691ed948d248a9892995abfd
--- /dev/null
+++ b/labels/test/fold4_room23_mix004.csv
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diff --git a/labels/test/fold4_room23_mix005.csv b/labels/test/fold4_room23_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..470f5fdcd2abc312a9d2dcee1ee489ce7f6ad5cd
--- /dev/null
+++ b/labels/test/fold4_room23_mix005.csv
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diff --git a/labels/test/fold4_room23_mix008.csv b/labels/test/fold4_room23_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1f1a077563d01eb65c2354e202b0189085177db8
--- /dev/null
+++ b/labels/test/fold4_room23_mix008.csv
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diff --git a/labels/test/fold4_room23_mix009.csv b/labels/test/fold4_room23_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8c2abfeeaa5d97dafcf4d21cd4aeeb69ea1f4ea
--- /dev/null
+++ b/labels/test/fold4_room23_mix009.csv
@@ -0,0 +1,1234 @@
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diff --git a/labels/test/fold4_room23_mix010.csv b/labels/test/fold4_room23_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f26c94cfb4864b1e59656d936ca2cd67101625fa
--- /dev/null
+++ b/labels/test/fold4_room23_mix010.csv
@@ -0,0 +1,779 @@
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diff --git a/labels/test/fold4_room23_mix011.csv b/labels/test/fold4_room23_mix011.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dab7befe6100c54b448ecfe77803b08f58022c28
--- /dev/null
+++ b/labels/test/fold4_room23_mix011.csv
@@ -0,0 +1,1246 @@
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diff --git a/labels/test/fold4_room23_mix012.csv b/labels/test/fold4_room23_mix012.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95bfe5c7f932c82915c1bd96a23cd967be75f917
--- /dev/null
+++ b/labels/test/fold4_room23_mix012.csv
@@ -0,0 +1,1053 @@
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diff --git a/labels/test/fold4_room24_mix001.csv b/labels/test/fold4_room24_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4a1f902b9dbcada8c054b456ca586e9a5f1f7aa5
--- /dev/null
+++ b/labels/test/fold4_room24_mix001.csv
@@ -0,0 +1,3292 @@
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diff --git a/labels/test/fold4_room24_mix002.csv b/labels/test/fold4_room24_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc7bf84b9f3401bc83991803a43da4a685a692e1
--- /dev/null
+++ b/labels/test/fold4_room24_mix002.csv
@@ -0,0 +1,3558 @@
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diff --git a/labels/test/fold4_room24_mix005.csv b/labels/test/fold4_room24_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..595d240881091074f1282118bdb1dcca6ed444c4
--- /dev/null
+++ b/labels/test/fold4_room24_mix005.csv
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diff --git a/labels/test/fold4_room24_mix006.csv b/labels/test/fold4_room24_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fb43a73746cb5a2cadb7813a0a12a8e7b393e10
--- /dev/null
+++ b/labels/test/fold4_room24_mix006.csv
@@ -0,0 +1,1352 @@
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diff --git a/labels/test/fold4_room24_mix007.csv b/labels/test/fold4_room24_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2993a6695ad12b09d2543990f7f0d26f78d31322
--- /dev/null
+++ b/labels/test/fold4_room24_mix007.csv
@@ -0,0 +1,1499 @@
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diff --git a/labels/test/fold4_room24_mix008.csv b/labels/test/fold4_room24_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a71ac45f0cbe4dd4ad6d218f4a1f0ac68b010a0
--- /dev/null
+++ b/labels/test/fold4_room24_mix008.csv
@@ -0,0 +1,1246 @@
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diff --git a/labels/test/fold4_room24_mix014.csv b/labels/test/fold4_room24_mix014.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d5ac071675b0b862edd1cbbd1c6afe4b82da924
--- /dev/null
+++ b/labels/test/fold4_room24_mix014.csv
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diff --git a/labels/test/fold4_room24_mix016.csv b/labels/test/fold4_room24_mix016.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6fc18e82e6d5ccdcfad3f380f91b9738a4e7aace
--- /dev/null
+++ b/labels/test/fold4_room24_mix016.csv
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diff --git a/labels/test/fold4_room2_mix001.csv b/labels/test/fold4_room2_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24dcdd2f2e6ef79a145b6d3d3e7c36a7042425bd
--- /dev/null
+++ b/labels/test/fold4_room2_mix001.csv
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diff --git a/labels/test/fold4_room2_mix003.csv b/labels/test/fold4_room2_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3332eae7f2955c8fe00329ba35d075e8c5302174
--- /dev/null
+++ b/labels/test/fold4_room2_mix003.csv
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diff --git a/labels/test/fold4_room2_mix005.csv b/labels/test/fold4_room2_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22b0cdde56077574fc22441551132b24f9c3a28d
--- /dev/null
+++ b/labels/test/fold4_room2_mix005.csv
@@ -0,0 +1,2654 @@
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diff --git a/labels/test/fold4_room8_mix004.csv b/labels/test/fold4_room8_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..964c268fb5a82f48f664268c73b154ed74c7f68f
--- /dev/null
+++ b/labels/test/fold4_room8_mix004.csv
@@ -0,0 +1,1750 @@
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diff --git a/labels/test/fold4_room8_mix006.csv b/labels/test/fold4_room8_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..efdf425842f7c2b4252893b2a1be36c81be4ec71
--- /dev/null
+++ b/labels/test/fold4_room8_mix006.csv
@@ -0,0 +1,4295 @@
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diff --git a/labels/test/fold4_room8_mix009.csv b/labels/test/fold4_room8_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8bdcde43c37de119134d2e120dec457fb5ac1f4
--- /dev/null
+++ b/labels/test/fold4_room8_mix009.csv
@@ -0,0 +1,3375 @@
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diff --git a/labels/train/fold3_room12_mix001.csv b/labels/train/fold3_room12_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5d526d8b4668bac29292d592879d22164e95537
--- /dev/null
+++ b/labels/train/fold3_room12_mix001.csv
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diff --git a/labels/train/fold3_room12_mix002.csv b/labels/train/fold3_room12_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b35ffc266952afd5421402a5462a8eeeb25e13fc
--- /dev/null
+++ b/labels/train/fold3_room12_mix002.csv
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diff --git a/labels/train/fold3_room12_mix003.csv b/labels/train/fold3_room12_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..647967334038be7a67b06d1f7c4f5ac8f0de03f1
--- /dev/null
+++ b/labels/train/fold3_room12_mix003.csv
@@ -0,0 +1,5197 @@
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diff --git a/labels/train/fold3_room12_mix004.csv b/labels/train/fold3_room12_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56dc1cf2c57466a5183b6cf2f7fd2c57c40d016a
--- /dev/null
+++ b/labels/train/fold3_room12_mix004.csv
@@ -0,0 +1,5204 @@
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diff --git a/labels/train/fold3_room12_mix005.csv b/labels/train/fold3_room12_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6a4eff2f1ae7b92db96ccea1523bf06bd0f7ec9
--- /dev/null
+++ b/labels/train/fold3_room12_mix005.csv
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diff --git a/labels/train/fold3_room12_mix006.csv b/labels/train/fold3_room12_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..25313a60552e0f95f13a9b43af35bdc19c2bfba7
--- /dev/null
+++ b/labels/train/fold3_room12_mix006.csv
@@ -0,0 +1,1427 @@
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diff --git a/labels/train/fold3_room12_mix007.csv b/labels/train/fold3_room12_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..32f02de919143669f71a355ff39b00c96f3273e0
--- /dev/null
+++ b/labels/train/fold3_room12_mix007.csv
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diff --git a/labels/train/fold3_room12_mix008.csv b/labels/train/fold3_room12_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59987e415eb41596fc8812349039dd4c5a19e7e9
--- /dev/null
+++ b/labels/train/fold3_room12_mix008.csv
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diff --git a/labels/train/fold3_room12_mix009.csv b/labels/train/fold3_room12_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88daa77482c43f6bc7da118aa310dd9c3076f9e3
--- /dev/null
+++ b/labels/train/fold3_room12_mix009.csv
@@ -0,0 +1,3025 @@
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diff --git a/labels/train/fold3_room12_mix010.csv b/labels/train/fold3_room12_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2580ba87d28baae32e1b645a19486f2106d7ded
--- /dev/null
+++ b/labels/train/fold3_room12_mix010.csv
@@ -0,0 +1,3473 @@
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diff --git a/labels/train/fold3_room13_mix001.csv b/labels/train/fold3_room13_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2dea345fe29f11fa2eb28b38328cc1b33e45f7b
--- /dev/null
+++ b/labels/train/fold3_room13_mix001.csv
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diff --git a/labels/train/fold3_room13_mix002.csv b/labels/train/fold3_room13_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..647b4904babddf8b398fd4c133cb4d0826709694
--- /dev/null
+++ b/labels/train/fold3_room13_mix002.csv
@@ -0,0 +1,2723 @@
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diff --git a/labels/train/fold3_room13_mix003.csv b/labels/train/fold3_room13_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c61e6d5e443d965bfca8f2509865248e223f7a03
--- /dev/null
+++ b/labels/train/fold3_room13_mix003.csv
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diff --git a/labels/train/fold3_room13_mix004.csv b/labels/train/fold3_room13_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcacf846e4ec2bca4e35a2d418a37e6381b461d6
--- /dev/null
+++ b/labels/train/fold3_room13_mix004.csv
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diff --git a/labels/train/fold3_room13_mix005.csv b/labels/train/fold3_room13_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d22cbdc22fbaf2fec44ad1f7c482ad52fe69f673
--- /dev/null
+++ b/labels/train/fold3_room13_mix005.csv
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diff --git a/labels/train/fold3_room13_mix006.csv b/labels/train/fold3_room13_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..39b40a14d4183a03523a8a072407a7da2ece4236
--- /dev/null
+++ b/labels/train/fold3_room13_mix006.csv
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diff --git a/labels/train/fold3_room13_mix007.csv b/labels/train/fold3_room13_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8f2313d1dba76095678e6534aa5b24fdddda101
--- /dev/null
+++ b/labels/train/fold3_room13_mix007.csv
@@ -0,0 +1,2105 @@
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diff --git a/labels/train/fold3_room13_mix008.csv b/labels/train/fold3_room13_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..11df7abcf0b67ae1e582963bdd02b2531e9867c4
--- /dev/null
+++ b/labels/train/fold3_room13_mix008.csv
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diff --git a/labels/train/fold3_room13_mix009.csv b/labels/train/fold3_room13_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f255a901c11d4b00589a18fa16165658134472c4
--- /dev/null
+++ b/labels/train/fold3_room13_mix009.csv
@@ -0,0 +1,11315 @@
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diff --git a/labels/train/fold3_room14_mix001.csv b/labels/train/fold3_room14_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5795f6efd2caccd39d0cb68c0cbd4f7c1c193c47
--- /dev/null
+++ b/labels/train/fold3_room14_mix001.csv
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diff --git a/labels/train/fold3_room14_mix002.csv b/labels/train/fold3_room14_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e763d078f0440b42e5454b9036186b2ea316a13
--- /dev/null
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index 0000000000000000000000000000000000000000..02bdc0d34cd8670c5088f9969d6ee4fb7a9ef438
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index 0000000000000000000000000000000000000000..8cc79a75b39b7b93f2b683d60638896d9e70204a
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diff --git a/labels/train/fold3_room21_mix001.csv b/labels/train/fold3_room21_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4a69cd2b32127e04bc13fe4123f2af549530855
--- /dev/null
+++ b/labels/train/fold3_room21_mix001.csv
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diff --git a/labels/train/fold3_room21_mix002.csv b/labels/train/fold3_room21_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4af204e3f24a33bfd3a429635ae4d96e95f1e4e8
--- /dev/null
+++ b/labels/train/fold3_room21_mix002.csv
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diff --git a/labels/train/fold3_room21_mix003.csv b/labels/train/fold3_room21_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..18c2b85c3a2e5502fd35f5c28bbac4f3106421d6
--- /dev/null
+++ b/labels/train/fold3_room21_mix003.csv
@@ -0,0 +1,1793 @@
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diff --git a/labels/train/fold3_room21_mix004.csv b/labels/train/fold3_room21_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..35428a1ab920b8f62dd05d1719c8e802e7df5407
--- /dev/null
+++ b/labels/train/fold3_room21_mix004.csv
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diff --git a/labels/train/fold3_room21_mix005.csv b/labels/train/fold3_room21_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c694a235813f87bb3bab8ce5b7d899829b955b58
--- /dev/null
+++ b/labels/train/fold3_room21_mix005.csv
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diff --git a/labels/train/fold3_room21_mix006.csv b/labels/train/fold3_room21_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83234bd45f7c9f19cd2dc78e0a403340e5ea76b4
--- /dev/null
+++ b/labels/train/fold3_room21_mix006.csv
@@ -0,0 +1,347 @@
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diff --git a/labels/train/fold3_room21_mix007.csv b/labels/train/fold3_room21_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e24b275f8a1f968904385122d04d9d7456effa8e
--- /dev/null
+++ b/labels/train/fold3_room21_mix007.csv
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diff --git a/labels/train/fold3_room21_mix008.csv b/labels/train/fold3_room21_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4337d0744dca650512dd4cc2c09e362955996bea
--- /dev/null
+++ b/labels/train/fold3_room21_mix008.csv
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diff --git a/labels/train/fold3_room21_mix009.csv b/labels/train/fold3_room21_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17925fd538e3dc329c684810c922cc5d3214dc8a
--- /dev/null
+++ b/labels/train/fold3_room21_mix009.csv
@@ -0,0 +1,2307 @@
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diff --git a/labels/train/fold3_room21_mix010.csv b/labels/train/fold3_room21_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56f83ea54241093ecc901a0fdbb28d55fd5bdb62
--- /dev/null
+++ b/labels/train/fold3_room21_mix010.csv
@@ -0,0 +1,2114 @@
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diff --git a/labels/train/fold3_room21_mix011.csv b/labels/train/fold3_room21_mix011.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7c7310b8d942e11b0c4caa73f5de74134d470c59
--- /dev/null
+++ b/labels/train/fold3_room21_mix011.csv
@@ -0,0 +1,1311 @@
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diff --git a/labels/train/fold3_room21_mix012.csv b/labels/train/fold3_room21_mix012.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b19fedcf8bf3a4d899e46213037b012144c04277
--- /dev/null
+++ b/labels/train/fold3_room21_mix012.csv
@@ -0,0 +1,2432 @@
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diff --git a/labels/train/fold3_room21_mix013.csv b/labels/train/fold3_room21_mix013.csv
new file mode 100644
index 0000000000000000000000000000000000000000..627134b4b919674c8859f52f69ca89a6e3f69b91
--- /dev/null
+++ b/labels/train/fold3_room21_mix013.csv
@@ -0,0 +1,1158 @@
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diff --git a/labels/train/fold3_room21_mix014.csv b/labels/train/fold3_room21_mix014.csv
new file mode 100644
index 0000000000000000000000000000000000000000..399c95bff671efb8bce9ed349512bc011c8696b9
--- /dev/null
+++ b/labels/train/fold3_room21_mix014.csv
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diff --git a/labels/train/fold3_room21_mix015.csv b/labels/train/fold3_room21_mix015.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f82746ff37c0d41c7c1d82beaac4a2eb23e98e82
--- /dev/null
+++ b/labels/train/fold3_room21_mix015.csv
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diff --git a/labels/train/fold3_room21_mix016.csv b/labels/train/fold3_room21_mix016.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69fdd37b23df5b2f9af4f42ac1fb9e90d81729e4
--- /dev/null
+++ b/labels/train/fold3_room21_mix016.csv
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diff --git a/labels/train/fold3_room21_mix017.csv b/labels/train/fold3_room21_mix017.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fac4b58f9d0ca73a0041ca39ec097b64b9a7b430
--- /dev/null
+++ b/labels/train/fold3_room21_mix017.csv
@@ -0,0 +1,2189 @@
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diff --git a/labels/train/fold3_room21_mix018.csv b/labels/train/fold3_room21_mix018.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b4d0a92fbe70c744740dcee12077e3d72ef5be9
--- /dev/null
+++ b/labels/train/fold3_room21_mix018.csv
@@ -0,0 +1,1939 @@
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diff --git a/labels/train/fold3_room21_mix019.csv b/labels/train/fold3_room21_mix019.csv
new file mode 100644
index 0000000000000000000000000000000000000000..880779be0e8f01c18a18b5961955353132927bd2
--- /dev/null
+++ b/labels/train/fold3_room21_mix019.csv
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diff --git a/labels/train/fold3_room21_mix020.csv b/labels/train/fold3_room21_mix020.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee61658c1dfd686d87e3e524bbae136d0b9d1666
--- /dev/null
+++ b/labels/train/fold3_room21_mix020.csv
@@ -0,0 +1,884 @@
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diff --git a/labels/train/fold3_room21_mix021.csv b/labels/train/fold3_room21_mix021.csv
new file mode 100644
index 0000000000000000000000000000000000000000..434401370cde904edc30e17e746b97659fea73f7
--- /dev/null
+++ b/labels/train/fold3_room21_mix021.csv
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diff --git a/labels/train/fold3_room21_mix022.csv b/labels/train/fold3_room21_mix022.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8e1c054dde8f6577bb54372b709197b1d73f916e
--- /dev/null
+++ b/labels/train/fold3_room21_mix022.csv
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diff --git a/labels/train/fold3_room21_mix023.csv b/labels/train/fold3_room21_mix023.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29d13f782742decca9858b2390aae1955ba38e9c
--- /dev/null
+++ b/labels/train/fold3_room21_mix023.csv
@@ -0,0 +1,2208 @@
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diff --git a/labels/train/fold3_room21_mix024.csv b/labels/train/fold3_room21_mix024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..357045d6c06c030320f33fd927907ade90cd8214
--- /dev/null
+++ b/labels/train/fold3_room21_mix024.csv
@@ -0,0 +1,926 @@
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diff --git a/labels/train/fold3_room21_mix025.csv b/labels/train/fold3_room21_mix025.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42bcf35d6c4191702b299c68a48700b1e7c9fa5c
--- /dev/null
+++ b/labels/train/fold3_room21_mix025.csv
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diff --git a/labels/train/fold3_room21_mix026.csv b/labels/train/fold3_room21_mix026.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd268ae669726bfecc6f8d665888f2ceb87ce0df
--- /dev/null
+++ b/labels/train/fold3_room21_mix026.csv
@@ -0,0 +1,4442 @@
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diff --git a/labels/train/fold3_room21_mix027.csv b/labels/train/fold3_room21_mix027.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a39d5f65110bb9d6350ac15f82bc7e0e2991c89c
--- /dev/null
+++ b/labels/train/fold3_room21_mix027.csv
@@ -0,0 +1,1531 @@
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diff --git a/labels/train/fold3_room21_mix028.csv b/labels/train/fold3_room21_mix028.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1bde5155173e426103663c8b554fe77bd5c27cd3
--- /dev/null
+++ b/labels/train/fold3_room21_mix028.csv
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diff --git a/labels/train/fold3_room21_mix029.csv b/labels/train/fold3_room21_mix029.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba6cebda9ec65a1702de96220a161c61a68f82c3
--- /dev/null
+++ b/labels/train/fold3_room21_mix029.csv
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diff --git a/labels/train/fold3_room22_mix001.csv b/labels/train/fold3_room22_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c88e22d4279275cbe82e7dc444e56e9b8b166b9f
--- /dev/null
+++ b/labels/train/fold3_room22_mix001.csv
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diff --git a/labels/train/fold3_room22_mix002.csv b/labels/train/fold3_room22_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29a7a26496e3a7a6ede05c9608166d5b2f1213cf
--- /dev/null
+++ b/labels/train/fold3_room22_mix002.csv
@@ -0,0 +1,1012 @@
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diff --git a/labels/train/fold3_room22_mix003.csv b/labels/train/fold3_room22_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..007dfddf7ede6abe5b0a69c74e0b458243c7078d
--- /dev/null
+++ b/labels/train/fold3_room22_mix003.csv
@@ -0,0 +1,542 @@
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diff --git a/labels/train/fold3_room22_mix004.csv b/labels/train/fold3_room22_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..371940dc58d5445809369fa81f43cb910fdde4e6
--- /dev/null
+++ b/labels/train/fold3_room22_mix004.csv
@@ -0,0 +1,1282 @@
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diff --git a/labels/train/fold3_room22_mix005.csv b/labels/train/fold3_room22_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08c1604e9faf516223e5a4d518834ebaa76eb385
--- /dev/null
+++ b/labels/train/fold3_room22_mix005.csv
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diff --git a/labels/train/fold3_room22_mix006.csv b/labels/train/fold3_room22_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d4286f2e7dbf061a65cca7cbd9d364056f327dd
--- /dev/null
+++ b/labels/train/fold3_room22_mix006.csv
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diff --git a/labels/train/fold3_room22_mix007.csv b/labels/train/fold3_room22_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdce61540af7586dd12a96c408712c2bc87b3ae6
--- /dev/null
+++ b/labels/train/fold3_room22_mix007.csv
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diff --git a/labels/train/fold3_room22_mix008.csv b/labels/train/fold3_room22_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0edad4df12910ef4b9ca5b2026ba67bd9fe3500b
--- /dev/null
+++ b/labels/train/fold3_room22_mix008.csv
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diff --git a/labels/train/fold3_room22_mix009.csv b/labels/train/fold3_room22_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd5500bd522c50c51559116f9f9fbfcf92d8c83c
--- /dev/null
+++ b/labels/train/fold3_room22_mix009.csv
@@ -0,0 +1,618 @@
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diff --git a/labels/train/fold3_room22_mix010.csv b/labels/train/fold3_room22_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7fa6ec5c2eea2894684bc5a35c080b9efae1e6af
--- /dev/null
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diff --git a/labels/train/fold3_room22_mix011.csv b/labels/train/fold3_room22_mix011.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6947cf930d1fdaab9893116dd9083f47c2fd46c7
--- /dev/null
+++ b/labels/train/fold3_room22_mix011.csv
@@ -0,0 +1,1203 @@
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diff --git a/labels/train/fold3_room4_mix001.csv b/labels/train/fold3_room4_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3abe4c27c9caeb8fdd6b98ae167e1cc92a8d8afe
--- /dev/null
+++ b/labels/train/fold3_room4_mix001.csv
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diff --git a/labels/train/fold3_room4_mix004.csv b/labels/train/fold3_room4_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1fa0aa425d10b0fca09ef053061f093c2b0af99b
--- /dev/null
+++ b/labels/train/fold3_room4_mix004.csv
@@ -0,0 +1,469 @@
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diff --git a/labels/train/fold3_room4_mix005.csv b/labels/train/fold3_room4_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..234799511eca28375e151ecd505865ddd64d9032
--- /dev/null
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diff --git a/labels/train/fold3_room4_mix006.csv b/labels/train/fold3_room4_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9a541031a66d9a752398d925b8a1f457cd907c10
--- /dev/null
+++ b/labels/train/fold3_room4_mix006.csv
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diff --git a/labels/train/fold3_room4_mix007.csv b/labels/train/fold3_room4_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6349f3e2cfa0ddec0152e2963bd17c79ecd5eece
--- /dev/null
+++ b/labels/train/fold3_room4_mix007.csv
@@ -0,0 +1,2030 @@
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diff --git a/labels/train/fold3_room4_mix008.csv b/labels/train/fold3_room4_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6b150c67b3d4dfa31f1d50d2452e3f112f2a446
--- /dev/null
+++ b/labels/train/fold3_room4_mix008.csv
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diff --git a/labels/train/fold3_room6_mix001.csv b/labels/train/fold3_room6_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22b8fcd19409a2b4c1e725abef0792f38e83c939
--- /dev/null
+++ b/labels/train/fold3_room6_mix001.csv
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diff --git a/labels/train/fold3_room6_mix002.csv b/labels/train/fold3_room6_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1cef0bc8d87b6ba80b17b9fd95ebca2ae2c7905
--- /dev/null
+++ b/labels/train/fold3_room6_mix002.csv
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diff --git a/labels/train/fold3_room6_mix003.csv b/labels/train/fold3_room6_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e4876770638d74c51d91081e830d759588e6acf
--- /dev/null
+++ b/labels/train/fold3_room6_mix003.csv
@@ -0,0 +1,2930 @@
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diff --git a/labels/train/fold3_room6_mix004.csv b/labels/train/fold3_room6_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c61a3a94b3989e981be1df5805e6ba5347d260ef
--- /dev/null
+++ b/labels/train/fold3_room6_mix004.csv
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diff --git a/labels/train/fold3_room6_mix005.csv b/labels/train/fold3_room6_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdef233526a3642d6a685dc7105b1bfc659b00c5
--- /dev/null
+++ b/labels/train/fold3_room6_mix005.csv
@@ -0,0 +1,3110 @@
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diff --git a/labels/train/fold3_room6_mix006.csv b/labels/train/fold3_room6_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..519e11a3fda1318081610fbedc68852fd9809025
--- /dev/null
+++ b/labels/train/fold3_room6_mix006.csv
@@ -0,0 +1,1035 @@
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diff --git a/labels/train/fold3_room6_mix007.csv b/labels/train/fold3_room6_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f31d7e0d551ac7c4256489a4ce8fab2c504aa9e4
--- /dev/null
+++ b/labels/train/fold3_room6_mix007.csv
@@ -0,0 +1,1840 @@
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diff --git a/labels/train/fold3_room7_mix001.csv b/labels/train/fold3_room7_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5cc8c19f1d2268ff1604d35d3849025002a2563
--- /dev/null
+++ b/labels/train/fold3_room7_mix001.csv
@@ -0,0 +1,1435 @@
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diff --git a/labels/train/fold3_room7_mix002.csv b/labels/train/fold3_room7_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6562e2ca4da775ab90e104d2f0e430bb4e29fba4
--- /dev/null
+++ b/labels/train/fold3_room7_mix002.csv
@@ -0,0 +1,3200 @@
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diff --git a/labels/train/fold3_room7_mix003.csv b/labels/train/fold3_room7_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f3907c00533712ff27c10c4f2170799b6dd408a
--- /dev/null
+++ b/labels/train/fold3_room7_mix003.csv
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diff --git a/labels/train/fold3_room7_mix004.csv b/labels/train/fold3_room7_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fc5b3a8cf18d25e86453c71ce77990b3831197a
--- /dev/null
+++ b/labels/train/fold3_room7_mix004.csv
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diff --git a/labels/train/fold3_room7_mix005.csv b/labels/train/fold3_room7_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..335ba87459674d3187409b7009bd8f81a49b979e
--- /dev/null
+++ b/labels/train/fold3_room7_mix005.csv
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diff --git a/labels/train/fold3_room7_mix006.csv b/labels/train/fold3_room7_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a27f5312141dc48ab1206bc209d96d73dd061b0
--- /dev/null
+++ b/labels/train/fold3_room7_mix006.csv
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diff --git a/labels/train/fold3_room9_mix001.csv b/labels/train/fold3_room9_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f6cb4f600d821076839f474ae6831d3035ba23a
--- /dev/null
+++ b/labels/train/fold3_room9_mix001.csv
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diff --git a/labels/train/fold3_room9_mix002.csv b/labels/train/fold3_room9_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..edacbc9971da2443b7d4db5d7955dff8a1482091
--- /dev/null
+++ b/labels/train/fold3_room9_mix002.csv
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diff --git a/labels/train/fold3_room9_mix003.csv b/labels/train/fold3_room9_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1904f1c3d268a5e6abbebc679099e964268768dd
--- /dev/null
+++ b/labels/train/fold3_room9_mix003.csv
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diff --git a/labels/train/fold3_room9_mix004.csv b/labels/train/fold3_room9_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f08b2cb5b444a008c5bb6792feeb2d61d230678
--- /dev/null
+++ b/labels/train/fold3_room9_mix004.csv
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diff --git a/labels/train/fold3_room9_mix005.csv b/labels/train/fold3_room9_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4d5045d9974e53dfed54d14a0aee5357e20cf2c
--- /dev/null
+++ b/labels/train/fold3_room9_mix005.csv
@@ -0,0 +1,1725 @@
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diff --git a/labels/train/fold3_room9_mix006.csv b/labels/train/fold3_room9_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ec6a37375ea6d5318181b7484e39d88e6ed5ef3e
--- /dev/null
+++ b/labels/train/fold3_room9_mix006.csv
@@ -0,0 +1,1210 @@
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diff --git a/labels/train/fold3_room9_mix007.csv b/labels/train/fold3_room9_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3200412465fe2efb9d2cdd5592377c33f22aef61
--- /dev/null
+++ b/labels/train/fold3_room9_mix007.csv
@@ -0,0 +1,1120 @@
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diff --git a/labels/train/fold3_room9_mix008.csv b/labels/train/fold3_room9_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93dbc7dc1ef8c23f9f0b9abbe747c7d5234af6d5
--- /dev/null
+++ b/labels/train/fold3_room9_mix008.csv
@@ -0,0 +1,1810 @@
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diff --git a/labels/valid/fold4_room10_mix003.csv b/labels/valid/fold4_room10_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b1b36aed062d2f096a8a0a7380a87a1a056f64e
--- /dev/null
+++ b/labels/valid/fold4_room10_mix003.csv
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diff --git a/labels/valid/fold4_room10_mix005.csv b/labels/valid/fold4_room10_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..765a7750a4e9899a510792f0a548f58c82852356
--- /dev/null
+++ b/labels/valid/fold4_room10_mix005.csv
@@ -0,0 +1,940 @@
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diff --git a/labels/valid/fold4_room10_mix006.csv b/labels/valid/fold4_room10_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df60b6ea258180034da74853ee02e2d433e87397
--- /dev/null
+++ b/labels/valid/fold4_room10_mix006.csv
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diff --git a/labels/valid/fold4_room10_mix008.csv b/labels/valid/fold4_room10_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24fe6c2a269c1c453030983777b6ea0c3aeb76a1
--- /dev/null
+++ b/labels/valid/fold4_room10_mix008.csv
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diff --git a/labels/valid/fold4_room10_mix009.csv b/labels/valid/fold4_room10_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3360549cb3284d3f2fc8981ad02c51451f3623dd
--- /dev/null
+++ b/labels/valid/fold4_room10_mix009.csv
@@ -0,0 +1,2601 @@
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diff --git a/labels/valid/fold4_room15_mix002.csv b/labels/valid/fold4_room15_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e40a15244f552b1c07e357633b57e465dca352c5
--- /dev/null
+++ b/labels/valid/fold4_room15_mix002.csv
@@ -0,0 +1,1656 @@
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diff --git a/labels/valid/fold4_room15_mix004.csv b/labels/valid/fold4_room15_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6194c3b972c5418800169e6a3ad265506e27f44
--- /dev/null
+++ b/labels/valid/fold4_room15_mix004.csv
@@ -0,0 +1,3372 @@
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diff --git a/labels/valid/fold4_room15_mix005.csv b/labels/valid/fold4_room15_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0afb271759d09cf643c5c6df844fc24cc9050cba
--- /dev/null
+++ b/labels/valid/fold4_room15_mix005.csv
@@ -0,0 +1,1444 @@
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diff --git a/labels/valid/fold4_room15_mix007.csv b/labels/valid/fold4_room15_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9ab29b634f26eec15398ab04b6358ca56b1327f1
--- /dev/null
+++ b/labels/valid/fold4_room15_mix007.csv
@@ -0,0 +1,3983 @@
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diff --git a/labels/valid/fold4_room15_mix008.csv b/labels/valid/fold4_room15_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66ec48c268e8bd34eaaae54851b4155b2f6bc4d2
--- /dev/null
+++ b/labels/valid/fold4_room15_mix008.csv
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diff --git a/labels/valid/fold4_room16_mix002.csv b/labels/valid/fold4_room16_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7ac17bbab563d0c88a357f0c50858033cf9c0ca4
--- /dev/null
+++ b/labels/valid/fold4_room16_mix002.csv
@@ -0,0 +1,1162 @@
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diff --git a/labels/valid/fold4_room16_mix005.csv b/labels/valid/fold4_room16_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cdd2857f55eb9d3a8f21d4b64ec376496c2d1676
--- /dev/null
+++ b/labels/valid/fold4_room16_mix005.csv
@@ -0,0 +1,436 @@
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diff --git a/labels/valid/fold4_room16_mix006.csv b/labels/valid/fold4_room16_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..910a3eebf5b02ba6ff67608b39fa830fa8d78c17
--- /dev/null
+++ b/labels/valid/fold4_room16_mix006.csv
@@ -0,0 +1,1443 @@
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diff --git a/labels/valid/fold4_room16_mix010.csv b/labels/valid/fold4_room16_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba1856db1d56be32cfbe0304a0bd7fe5794dc86e
--- /dev/null
+++ b/labels/valid/fold4_room16_mix010.csv
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diff --git a/labels/valid/fold4_room16_mix011.csv b/labels/valid/fold4_room16_mix011.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e19af03673c61f037477e2105c3f0d2deded1d24
--- /dev/null
+++ b/labels/valid/fold4_room16_mix011.csv
@@ -0,0 +1,3383 @@
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diff --git a/labels/valid/fold4_room16_mix013.csv b/labels/valid/fold4_room16_mix013.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2044658d4a8c0a63cee05ba715d2cbde6587840f
--- /dev/null
+++ b/labels/valid/fold4_room16_mix013.csv
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diff --git a/labels/valid/fold4_room16_mix014.csv b/labels/valid/fold4_room16_mix014.csv
new file mode 100644
index 0000000000000000000000000000000000000000..439fa29f263c87f88e6d9eaa49f073a033605f6e
--- /dev/null
+++ b/labels/valid/fold4_room16_mix014.csv
@@ -0,0 +1,837 @@
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diff --git a/labels/valid/fold4_room23_mix003.csv b/labels/valid/fold4_room23_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a10eabe80e55012aa39821c72a9622001e5f4a0a
--- /dev/null
+++ b/labels/valid/fold4_room23_mix003.csv
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diff --git a/labels/valid/fold4_room23_mix006.csv b/labels/valid/fold4_room23_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ec1b72f94f83a67939f33f7f863c4db6108b309
--- /dev/null
+++ b/labels/valid/fold4_room23_mix006.csv
@@ -0,0 +1,1969 @@
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diff --git a/labels/valid/fold4_room23_mix007.csv b/labels/valid/fold4_room23_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e73d780fca957a96b7faf025daad21691ec285b7
--- /dev/null
+++ b/labels/valid/fold4_room23_mix007.csv
@@ -0,0 +1,1211 @@
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diff --git a/labels/valid/fold4_room23_mix013.csv b/labels/valid/fold4_room23_mix013.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d9e5b4fe29479c5bc1b7bfd08b1fbb37bf14d4ee
--- /dev/null
+++ b/labels/valid/fold4_room23_mix013.csv
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diff --git a/labels/valid/fold4_room23_mix014.csv b/labels/valid/fold4_room23_mix014.csv
new file mode 100644
index 0000000000000000000000000000000000000000..68eb62fd809cf481cdd0f36c9c250fca8af1584d
--- /dev/null
+++ b/labels/valid/fold4_room23_mix014.csv
@@ -0,0 +1,2613 @@
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diff --git a/labels/valid/fold4_room24_mix003.csv b/labels/valid/fold4_room24_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4126e2f55b652c5eda4b9887a70011d81d79ccba
--- /dev/null
+++ b/labels/valid/fold4_room24_mix003.csv
@@ -0,0 +1,2024 @@
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diff --git a/labels/valid/fold4_room24_mix004.csv b/labels/valid/fold4_room24_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0da2838df744383a4c19f31ceb218c308d36e943
--- /dev/null
+++ b/labels/valid/fold4_room24_mix004.csv
@@ -0,0 +1,1827 @@
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diff --git a/labels/valid/fold4_room24_mix009.csv b/labels/valid/fold4_room24_mix009.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6019bcfa0301e5b2273a3bc90be721652203931
--- /dev/null
+++ b/labels/valid/fold4_room24_mix009.csv
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diff --git a/labels/valid/fold4_room24_mix010.csv b/labels/valid/fold4_room24_mix010.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7adb4afa64e2d10a46bf2afe69c2e9364fcd2a64
--- /dev/null
+++ b/labels/valid/fold4_room24_mix010.csv
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diff --git a/labels/valid/fold4_room24_mix011.csv b/labels/valid/fold4_room24_mix011.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d445fa283e6f5fa677471511d665d6cfa773cd51
--- /dev/null
+++ b/labels/valid/fold4_room24_mix011.csv
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diff --git a/labels/valid/fold4_room24_mix012.csv b/labels/valid/fold4_room24_mix012.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13700cb91a6479b878378baf696fddef00cc0809
--- /dev/null
+++ b/labels/valid/fold4_room24_mix012.csv
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diff --git a/labels/valid/fold4_room24_mix013.csv b/labels/valid/fold4_room24_mix013.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31f0be8ff755079d0b0e230d3428f910f3ff39b8
--- /dev/null
+++ b/labels/valid/fold4_room24_mix013.csv
@@ -0,0 +1,1792 @@
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diff --git a/labels/valid/fold4_room24_mix015.csv b/labels/valid/fold4_room24_mix015.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e179dba1f5c8df193bc9e48199669de3735f0a07
--- /dev/null
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diff --git a/labels/valid/fold4_room2_mix002.csv b/labels/valid/fold4_room2_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..583b28470f09cf1c34b3ce9dfeb210d532d3954f
--- /dev/null
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diff --git a/labels/valid/fold4_room2_mix004.csv b/labels/valid/fold4_room2_mix004.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56a5b59e21f79e3fc9bc0310ec7b0894773ca767
--- /dev/null
+++ b/labels/valid/fold4_room2_mix004.csv
@@ -0,0 +1,1537 @@
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diff --git a/labels/valid/fold4_room2_mix006.csv b/labels/valid/fold4_room2_mix006.csv
new file mode 100644
index 0000000000000000000000000000000000000000..904d129daa18f9123fd84bbfc2e400238085b9bc
--- /dev/null
+++ b/labels/valid/fold4_room2_mix006.csv
@@ -0,0 +1,3975 @@
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diff --git a/labels/valid/fold4_room8_mix001.csv b/labels/valid/fold4_room8_mix001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6e3a6a147f37df9fadb6966028fff48d5e1fc7f
--- /dev/null
+++ b/labels/valid/fold4_room8_mix001.csv
@@ -0,0 +1,2105 @@
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diff --git a/labels/valid/fold4_room8_mix002.csv b/labels/valid/fold4_room8_mix002.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd278347008f4573a710471eefece31f254d9f93
--- /dev/null
+++ b/labels/valid/fold4_room8_mix002.csv
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diff --git a/labels/valid/fold4_room8_mix003.csv b/labels/valid/fold4_room8_mix003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f9031992c30ed6a85f4ae3b691abe794af0cdbaf
--- /dev/null
+++ b/labels/valid/fold4_room8_mix003.csv
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diff --git a/labels/valid/fold4_room8_mix005.csv b/labels/valid/fold4_room8_mix005.csv
new file mode 100644
index 0000000000000000000000000000000000000000..91bf41754524a97cadc78581c8917d1e87aa3faa
--- /dev/null
+++ b/labels/valid/fold4_room8_mix005.csv
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diff --git a/labels/valid/fold4_room8_mix007.csv b/labels/valid/fold4_room8_mix007.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e91fe66ea803ea35ff4a12ff3eec53ba6e6cf37
--- /dev/null
+++ b/labels/valid/fold4_room8_mix007.csv
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diff --git a/labels/valid/fold4_room8_mix008.csv b/labels/valid/fold4_room8_mix008.csv
new file mode 100644
index 0000000000000000000000000000000000000000..501051eca5be434897c6e02f5a92d9e0d66576c1
--- /dev/null
+++ b/labels/valid/fold4_room8_mix008.csv
@@ -0,0 +1,2790 @@
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diff --git a/map_to_hear.py b/map_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..099358b52dbca70ae9a9e87edede3b051a1c0162
--- /dev/null
+++ b/map_to_hear.py
@@ -0,0 +1,106 @@
+import csv as csv_module
+import json 
+from pathlib import Path 
+import tqdm 
+
+ROOT = "./labels"
+ANNOTATION_FREQ = 100  # ms per frame
+
+LABEL_MAPPING = {
+  "0": "Female speech",
+  "1": "Male speech",
+  "2": "Clapping",
+  "3": "Telephone",
+  "4": "Laughter",
+  "5": "Domestic sounds",
+  "6": "Footsteps",
+  "7": "Door",
+  "8": "Music",
+  "9": "Musical instrument",
+  "10": "Water tap",
+  "11": "Bell",
+  "12": "Knock",
+}
+
+def get_csvs(root):
+    metadata_root = Path(root)
+    assert metadata_root.exists(), "Metadata root does not exist"
+    metadata_files = list(sorted(metadata_root.glob("*/*.csv")))
+    splits = {}
+    for file in metadata_files:
+        file = str(file.absolute())
+        file_name, folder = file.split("/")[-1].replace(".csv", ""), file.split("/")[-2]
+        
+        splits.setdefault(folder, []).append(file_name)
+    assert len(metadata_files) > 0, "Folder does not contain any csv files"
+    return metadata_files, splits
+
+def process_csv(csv_path):
+    path = Path(csv_path)
+    assert path.exists(), f"CSV Path {csv_path} does not exist"
+    
+    # Load all rows from CSV and group by label (ignoring source)
+    label_frames = {}  # {label: set of frames}
+    with open(path, newline='') as csvfile:
+        reader = csv_module.reader(csvfile, delimiter=',')
+        for row in reader:
+            if len(row) >= 2:  # At minimum we need frame and class
+                frame_idx = int(row[0])
+                class_idx = int(row[1])
+                label = LABEL_MAPPING[str(class_idx)]
+                label_frames.setdefault(label, set()).add(frame_idx)
+    
+    if not label_frames:
+        return []
+    
+    # Convert to time-based events for each label
+    data = []
+    for label, frames in label_frames.items():
+        frames = sorted(frames)
+        
+        # Group consecutive frames into events
+        start_frame = frames[0]
+        prev_frame = frames[0]
+        
+        for frame in frames[1:]:
+            if frame - prev_frame > 1:  # Gap detected, end current event
+                data.append({
+                    "label": label,
+                    "start": float(start_frame * ANNOTATION_FREQ),
+                    "end": float((prev_frame + 1) * ANNOTATION_FREQ)
+                })
+                start_frame = frame
+            prev_frame = frame
+        
+        # Add the final event
+        data.append({
+            "label": label,
+            "start": float(start_frame * ANNOTATION_FREQ),
+            "end": float((prev_frame + 1) * ANNOTATION_FREQ)
+        })
+    
+    return data
+            
+def map_to_splits(audios, fold_to_split):
+    fold_data = {k : {} for k in fold_to_split}
+    for k, file_names in fold_to_split.items():
+        for file_name in file_names:
+            fold_data[k][file_name + ".wav"] = audios[file_name]
+    return fold_data    
+
+if __name__ == "__main__":
+    csvs, splits = get_csvs(ROOT)
+
+    folds = {}
+    for i in tqdm.tqdm(csvs):
+        file_name = i.stem
+        folds[file_name] = process_csv(i)
+    
+    json_files = map_to_splits(folds, splits)
+    done = set()
+    for data in splits.keys():
+        if data in done:
+            continue
+        with open(data + ".json", "w") as js_file:
+            json.dump(json_files[data], js_file, indent=4)
+            done.add(data)
\ No newline at end of file
diff --git a/move_to_hear.py b/move_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..f303fdf2de78a07711e817c408683adab393065b
--- /dev/null
+++ b/move_to_hear.py
@@ -0,0 +1,94 @@
+import json 
+import os 
+import shutil 
+from map_to_hear import LABEL_MAPPING
+
+SAMPLE_RATE=32000
+AUDIOS=f"audios_sr={SAMPLE_RATE}"
+HEAR_PATH="/projects/0/prjs1338/tasks/starss2023-v1.0.0-full"
+META="""{
+ "task_name": "starss2023",
+ "version": "hear2021",
+ "embedding_type": "event",
+ "prediction_type": "multilabel",
+ "split_mode": "trainvaltest",
+ "sample_duration": null,
+ "evaluation": [
+  "event_onset_200ms_fms",
+  "segment_1s_er"
+ ],
+ "download_urls": [
+  {
+   "split": "train",
+   "name": "dev",
+   "url": "https://archive.org/download/dcase2016_task2_train_dev/dcase2016_task2_train_dev.zip",
+   "md5": "4e1b5e8887159193e8624dec801eb9e7"
+  },
+  {
+   "split": "train",
+   "name": "eval",
+   "url": "https://archive.org/download/dcase2016_task2_test_public/dcase2016_task2_test_public.zip",
+   "md5": "ac98768b39a08fc0c6c2ddd15a981dd7"
+  }
+ ],
+ "default_mode": "full",
+ "max_task_duration_by_split": {
+  "train": null,
+  "valid": null,
+  "test": null
+ },
+ "tmp_dir": "_workdir",
+ "mode": "full",
+ "splits": [
+  "train",
+  "valid",
+  "test"
+ ]
+}"""
+
+def map_labels_to_csv(label_mapping):
+    """
+    Converts a label mapping dictionary to a list of (index, label) tuples
+    and prints them in 'idx,label' CSV format.
+    """
+    sorted_keys = sorted(label_mapping.keys(), key=lambda x: int(x))
+    string = "idx,label\n"
+    for key in sorted_keys:
+        idx = int(key)
+        label = label_mapping[key]
+        string = string + f"{idx},{label}\n"
+        
+    return string
+
+
+def get_splits():
+    json_names = set()
+    for dirs in os.listdir("./labels"):
+        json_names.add(dirs + ".json")
+    return json_names
+
+def move_files(json_names):
+    for json_name in json_names:
+        with open(json_name, "r") as f:
+            data = json.load(f)
+        split = json_name.replace(".json", "")
+        file_names = data.keys()
+        print(len(file_names))
+        for file_name in file_names:
+            if os.path.exists(os.path.join(AUDIOS, file_name)):
+                os.makedirs(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split), exist_ok=True)
+                if not os.path.exists(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)):
+                    destination = os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)
+                    shutil.copy(os.path.join(AUDIOS, file_name), destination)
+
+if __name__ == "__main__":
+    json_names = get_splits()
+    move_files(json_names)
+
+    csv_file = map_labels_to_csv(LABEL_MAPPING)
+    with open(os.path.join(HEAR_PATH,"labelvocabulary.csv"), "w") as f:
+        f.write(csv_file)
+
+    meta = json.loads(META)
+    with open(os.path.join(HEAR_PATH, "task_metadata.json"), "w") as f:
+        json.dump(meta, f, indent=4)
diff --git a/original_audios/fold3_room12_mix001.wav b/original_audios/fold3_room12_mix001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..d731b14feba3c575dcc819c35b397d2c1866258f
--- /dev/null
+++ b/original_audios/fold3_room12_mix001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a507f9f912ab6f28ec83bdedd174d2696206b5d61a69bc965f9ae88d856965e0
+size 48630820
diff --git a/original_audios/fold3_room12_mix002.wav b/original_audios/fold3_room12_mix002.wav
new file mode 100644
index 0000000000000000000000000000000000000000..57dfb7a7fcd174e7ccb3a37e876cba947dafee24
--- /dev/null
+++ b/original_audios/fold3_room12_mix002.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d9bafba306a4a53b82258012706c6245db4ffcccd39cd5cdf82e3b6816c56f04
+size 43146276
diff --git a/original_audios/fold3_room12_mix003.wav b/original_audios/fold3_room12_mix003.wav
new file mode 100644
index 0000000000000000000000000000000000000000..2b3e598517c20769d355160276634e6a9f80afc9
--- /dev/null
+++ b/original_audios/fold3_room12_mix003.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c19f090d62a7e087b9ea79cf73a7b7f571852d24fe57718ffa11109937968609
+size 68119588
diff --git a/original_audios/fold3_room12_mix004.wav b/original_audios/fold3_room12_mix004.wav
new file mode 100644
index 0000000000000000000000000000000000000000..7ae15a19b62ac5cdc5cb4f901860d4b5b6eef292
--- /dev/null
+++ b/original_audios/fold3_room12_mix004.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2186a819e0f357894e073e25a34dc15ea77936f65f4cb5a0b9fbddb335269ab5
+size 64347172
diff --git a/original_audios/fold3_room12_mix005.wav b/original_audios/fold3_room12_mix005.wav
new file mode 100644
index 0000000000000000000000000000000000000000..d8326eb448b1a2412dc168379a8a5e29322da728
--- /dev/null
+++ b/original_audios/fold3_room12_mix005.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b57122c8055637f3a971c860ee9dc5b68bf30599635be70cf8aaed417cd1089e
+size 18209836
diff --git a/original_audios/fold3_room12_mix006.wav b/original_audios/fold3_room12_mix006.wav
new file mode 100644
index 0000000000000000000000000000000000000000..70bf6c25a6d10f4e87b10bd761f96a5ac2ea2f28
--- /dev/null
+++ b/original_audios/fold3_room12_mix006.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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--- /dev/null
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--- /dev/null
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--- /dev/null
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--- /dev/null
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--- /dev/null
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--- /dev/null
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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--- /dev/null
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diff --git a/original_audios/fold4_room8_mix009.wav b/original_audios/fold4_room8_mix009.wav
new file mode 100644
index 0000000000000000000000000000000000000000..6b9fedc947af44abc06754724d146b28a6eaa68a
--- /dev/null
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+version https://git-lfs.github.com/spec/v1
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diff --git a/resample.py b/resample.py
new file mode 100644
index 0000000000000000000000000000000000000000..0056250ff434f3760ae4ad62f37f3f50c624a88f
--- /dev/null
+++ b/resample.py
@@ -0,0 +1,59 @@
+import torchaudio 
+import torchaudio.functional as F
+import glob 
+from pathlib import Path 
+from multiprocessing import Pool
+import os 
+from functools import partial
+
+import torch 
+import tqdm 
+
+import torch.multiprocessing
+
+
+RESAMPLE_RATE = 32000
+PATH = "original_audios"
+SAVE_PATH = f"audios_sr={RESAMPLE_RATE}"
+
+def resample(path, resample_rate, device):
+    waveform, sample_rate = torchaudio.load(path, channels_first=False)
+    waveform = waveform.to(device)
+    if waveform.shape[0] != 4:
+        waveform = waveform.T
+    resampled_waveform = F.resample(
+        waveform,
+        sample_rate,
+        resample_rate,
+        lowpass_filter_width=64,
+        rolloff=0.9475937167399596,
+        resampling_method="sinc_interp_kaiser",
+        beta=14.769656459379492,
+    )
+    return resampled_waveform
+
+
+def resample_and_save(audio, resample_rate, device):
+    resampled_audio = resample(audio, resample_rate, device)
+    assert resampled_audio.shape[0] == 4, "Swap channel dimensions"
+    file_name = Path(audio).stem
+    file_ext = Path(audio).suffix
+    save_file = f"{SAVE_PATH}/{file_name}{file_ext}"
+    if not os.path.exists(save_file):
+        torchaudio.save(save_file, resampled_audio.cpu(), resample_rate, channels_first=True)
+
+
+if __name__ == "__main__":
+    torch.multiprocessing.set_start_method('spawn', force=True)
+    os.makedirs(SAVE_PATH, exist_ok=True)
+    device = torch.device("cpu" if not torch.cuda.is_available() else "cuda")
+    audios = glob.glob(f"{PATH}/*.wav")
+    audios = list(filter(lambda x: not os.path.exists(os.path.join(SAVE_PATH, Path(x).stem + ".wav")), audios))
+    
+    print(f"Found {len(audios)} to resample")
+    
+    p = Pool(8)
+    resample_and_save_partial = partial(resample_and_save, resample_rate = RESAMPLE_RATE, device = device)
+    r = list(tqdm.tqdm(p.imap(resample_and_save_partial, audios), total=len(audios)))
+    p.close()
+    p.join()
\ No newline at end of file
diff --git a/test.json b/test.json
new file mode 100644
index 0000000000000000000000000000000000000000..976f482c3e6e9feb10a99b532cc649f653255b64
--- /dev/null
+++ b/test.json
@@ -0,0 +1,6870 @@
+{
+    "fold4_room10_mix001.wav": [
+        {
+            "label": "Music",
+            "start": 3500.0,
+            "end": 46000.0
+        },
+        {
+            "label": "Music",
+            "start": 53000.0,
+            "end": 134000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 14500.0,
+            "end": 18500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 20500.0,
+            "end": 29500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 31500.0,
+            "end": 42500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 45000.0,
+            "end": 53500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 54500.0,
+            "end": 58000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 59000.0,
+            "end": 60000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 62500.0,
+            "end": 65500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 66500.0,
+            "end": 67000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 69500.0,
+            "end": 79500.0
+        },
+        {
+            "label": "Male speech",
+            "start": 80000.0,
+            "end": 81000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 82000.0,
+            "end": 84000.0
+        },
+        {
+            "label": "Male speech",
+            "start": 85500.0,
+            "end": 86500.0
+        },
+        {
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diff --git a/valid.json b/valid.json
new file mode 100644
index 0000000000000000000000000000000000000000..6504d7b1f330fc884773ec214dd053a180f62b20
--- /dev/null
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