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new file mode 100644
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--- /dev/null
+++ b/noisy_trainset_56spk_wav/p285_126.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dce1439ad27d6db93e0e95c65e39dd4e95a0f1f996abada79a891d08e2a5bb1d
+size 256936
diff --git a/noisy_trainset_56spk_wav/p307_359.wav b/noisy_trainset_56spk_wav/p307_359.wav
new file mode 100644
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--- /dev/null
+++ b/noisy_trainset_56spk_wav/p307_359.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:180dbd38558df59c19d312ad716e8e3bf7a38472cf738bc80866adc71eee8641
+size 337964
diff --git a/noisy_trainset_56spk_wav/p312_357.wav b/noisy_trainset_56spk_wav/p312_357.wav
new file mode 100644
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--- /dev/null
+++ b/noisy_trainset_56spk_wav/p312_357.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0ae787f800b6b976aa985cc482a1d12d7f377cc0efb1f16b42da69e79b3f61d
+size 226604
diff --git a/noisy_trainset_56spk_wav/p339_035.wav b/noisy_trainset_56spk_wav/p339_035.wav
new file mode 100644
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--- /dev/null
+++ b/noisy_trainset_56spk_wav/p339_035.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49361897cff8b92130340c9282c4d74609b5ba081b6b8d3dbc4d020c103761f1
+size 279844
diff --git a/noisy_trainset_56spk_wav/p339_294.wav b/noisy_trainset_56spk_wav/p339_294.wav
new file mode 100644
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--- /dev/null
+++ b/noisy_trainset_56spk_wav/p339_294.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db7f6e9c04a577be1914f48e5ed7a88f875ae4c4cf218f4f65316325cda67c59
+size 192758
diff --git a/noisy_trainset_56spk_wav/p376_217.wav b/noisy_trainset_56spk_wav/p376_217.wav
new file mode 100644
index 0000000000000000000000000000000000000000..bf9c36a812f5a0dbeb762490850bd4a4360dd6ce
--- /dev/null
+++ b/noisy_trainset_56spk_wav/p376_217.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1432690c60c3140b1eff9b37eb3418997852e3e0e961680b1fbcf4b4f6c68ca1
+size 232364
diff --git a/trainset_56spk_txt/p237_110.txt b/trainset_56spk_txt/p237_110.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6bedbd9d4bf21a1a89728e0d84ca630e07153504
--- /dev/null
+++ b/trainset_56spk_txt/p237_110.txt
@@ -0,0 +1 @@
+Further protests are likely.
diff --git a/trainset_56spk_txt/p237_242.txt b/trainset_56spk_txt/p237_242.txt
new file mode 100644
index 0000000000000000000000000000000000000000..86d9f1ea1048a9ff02fdb4619a2b519547f816f3
--- /dev/null
+++ b/trainset_56spk_txt/p237_242.txt
@@ -0,0 +1 @@
+Police later said the scheme would end in November.
diff --git a/trainset_56spk_txt/p237_263.txt b/trainset_56spk_txt/p237_263.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14df5a975f35d3ca05257a80ff158696a1f83cde
--- /dev/null
+++ b/trainset_56spk_txt/p237_263.txt
@@ -0,0 +1 @@
+They are different types.
diff --git a/trainset_56spk_txt/p237_309.txt b/trainset_56spk_txt/p237_309.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4c54f95ae3630e84f56410de63418ca2a4a86e1b
--- /dev/null
+++ b/trainset_56spk_txt/p237_309.txt
@@ -0,0 +1 @@
+It is a road of death.
diff --git a/trainset_56spk_txt/p241_115.txt b/trainset_56spk_txt/p241_115.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e05e3fb15e4a8768ef263fc80dd592a611ce2be4
--- /dev/null
+++ b/trainset_56spk_txt/p241_115.txt
@@ -0,0 +1 @@
+He will emerge as a world leader.
diff --git a/trainset_56spk_txt/p245_035.txt b/trainset_56spk_txt/p245_035.txt
new file mode 100644
index 0000000000000000000000000000000000000000..833f7af928fa3af62d722f2ce47fe6a30334532e
--- /dev/null
+++ b/trainset_56spk_txt/p245_035.txt
@@ -0,0 +1 @@
+So if we can take anything from tonight, it will be fantastic.
diff --git a/trainset_56spk_txt/p245_269.txt b/trainset_56spk_txt/p245_269.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4e209fc9caff2706eb748106cb74d8fbc08173c4
--- /dev/null
+++ b/trainset_56spk_txt/p245_269.txt
@@ -0,0 +1 @@
+However, he will have his work cut out defending his title.
diff --git a/trainset_56spk_txt/p245_350.txt b/trainset_56spk_txt/p245_350.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1ed7e967fe4406cf53c7ff19e34310bafc2a5da5
--- /dev/null
+++ b/trainset_56spk_txt/p245_350.txt
@@ -0,0 +1 @@
+Despite his senior position, he did not know in advance.
diff --git a/trainset_56spk_txt/p246_004.txt b/trainset_56spk_txt/p246_004.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6661f3b11fad69aaea25a85ba13aa05fd45a728a
--- /dev/null
+++ b/trainset_56spk_txt/p246_004.txt
@@ -0,0 +1 @@
+We also need a small plastic snake and a big toy frog for the kids.  
diff --git a/trainset_56spk_txt/p246_054.txt b/trainset_56spk_txt/p246_054.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b47ed8a98d3327da476cce70dbe422f166035209
--- /dev/null
+++ b/trainset_56spk_txt/p246_054.txt
@@ -0,0 +1 @@
+For the meantime, though, the signs are good.
diff --git a/trainset_56spk_txt/p246_318.txt b/trainset_56spk_txt/p246_318.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e355130d7c604d0e24d6f80fca39777f74fb5c90
--- /dev/null
+++ b/trainset_56spk_txt/p246_318.txt
@@ -0,0 +1 @@
+Plans to celebrate the Queen's Golden Jubilee will proceed.
diff --git a/trainset_56spk_txt/p247_347.txt b/trainset_56spk_txt/p247_347.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b9cdb181be498504f663cfddc873247254ef9b68
--- /dev/null
+++ b/trainset_56spk_txt/p247_347.txt
@@ -0,0 +1 @@
+So what happens next ?)
diff --git a/trainset_56spk_txt/p248_026.txt b/trainset_56spk_txt/p248_026.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6653e4dd47463be0394de83654abb8efba17cec2
--- /dev/null
+++ b/trainset_56spk_txt/p248_026.txt
@@ -0,0 +1 @@
+It's a relief that a decision has finally been made.
diff --git a/trainset_56spk_txt/p251_215.txt b/trainset_56spk_txt/p251_215.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9da3ecd6285706eb023004ff7c6099e3690f0be3
--- /dev/null
+++ b/trainset_56spk_txt/p251_215.txt
@@ -0,0 +1 @@
+Her home is perhaps a couple of miles from the town centre.
diff --git a/trainset_56spk_txt/p255_060.txt b/trainset_56spk_txt/p255_060.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d1570e55f40f84c18df60f163cedb1bd3e9aa8f0
--- /dev/null
+++ b/trainset_56spk_txt/p255_060.txt
@@ -0,0 +1 @@
+Hopefully, we have learned a lot from that game.
diff --git a/trainset_56spk_txt/p263_104.txt b/trainset_56spk_txt/p263_104.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f80ad43321920f8d2c540c0d7a3181f65b74626d
--- /dev/null
+++ b/trainset_56spk_txt/p263_104.txt
@@ -0,0 +1 @@
+A progress report will be published in October.
diff --git a/trainset_56spk_txt/p264_055.txt b/trainset_56spk_txt/p264_055.txt
new file mode 100644
index 0000000000000000000000000000000000000000..59f3fbedd25bc6a3115e2f09b17476f56d50f270
--- /dev/null
+++ b/trainset_56spk_txt/p264_055.txt
@@ -0,0 +1 @@
+How are you, sir?)
diff --git a/trainset_56spk_txt/p264_232.txt b/trainset_56spk_txt/p264_232.txt
new file mode 100644
index 0000000000000000000000000000000000000000..24f8707ad21224bbedfc39ab0d740db33576807f
--- /dev/null
+++ b/trainset_56spk_txt/p264_232.txt
@@ -0,0 +1 @@
+Wall Street provided the British market with little fresh direction.)
diff --git a/trainset_56spk_txt/p264_363.txt b/trainset_56spk_txt/p264_363.txt
new file mode 100644
index 0000000000000000000000000000000000000000..105aad439dfd69539c0cde89a0a97782a4544bd9
--- /dev/null
+++ b/trainset_56spk_txt/p264_363.txt
@@ -0,0 +1 @@
+The purchase was widely criticised by both analysts and investors.)
diff --git a/trainset_56spk_txt/p265_020.txt b/trainset_56spk_txt/p265_020.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ea78a940b30e7eedc165d565a73457dcb19b32b4
--- /dev/null
+++ b/trainset_56spk_txt/p265_020.txt
@@ -0,0 +1 @@
+Many complicated ideas about the rainbow have been formed. 
diff --git a/trainset_56spk_txt/p266_167.txt b/trainset_56spk_txt/p266_167.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5ee95524bcec488c3854622105173226cfcad923
--- /dev/null
+++ b/trainset_56spk_txt/p266_167.txt
@@ -0,0 +1 @@
+We try to keep it right.
diff --git a/trainset_56spk_txt/p266_310.txt b/trainset_56spk_txt/p266_310.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8f9edfced7a5ca269f550d775382f2b553623abb
--- /dev/null
+++ b/trainset_56spk_txt/p266_310.txt
@@ -0,0 +1 @@
+The plot is minimal.
diff --git a/trainset_56spk_txt/p275_163.txt b/trainset_56spk_txt/p275_163.txt
new file mode 100644
index 0000000000000000000000000000000000000000..92332999fc74cf0b6bbf023b7c5cfc48a60768b8
--- /dev/null
+++ b/trainset_56spk_txt/p275_163.txt
@@ -0,0 +1 @@
+For the refugees, the return will not come a moment too soon.
diff --git a/trainset_56spk_txt/p275_276.txt b/trainset_56spk_txt/p275_276.txt
new file mode 100644
index 0000000000000000000000000000000000000000..96f59c4bd8ecc03a2ff6bea9250a2c84640eb2e0
--- /dev/null
+++ b/trainset_56spk_txt/p275_276.txt
@@ -0,0 +1 @@
+We are a grandmother.
diff --git a/trainset_56spk_txt/p283_296.txt b/trainset_56spk_txt/p283_296.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44eb99641d153a0cb8c58f884e972bdc76695190
--- /dev/null
+++ b/trainset_56spk_txt/p283_296.txt
@@ -0,0 +1 @@
+He looked like a schoolboy.
diff --git a/trainset_56spk_txt/p284_048.txt b/trainset_56spk_txt/p284_048.txt
new file mode 100644
index 0000000000000000000000000000000000000000..77523f02bebe6c80eca2d6fb8ce8f022262cf202
--- /dev/null
+++ b/trainset_56spk_txt/p284_048.txt
@@ -0,0 +1 @@
+Our people are ready.
diff --git a/trainset_56spk_txt/p284_417.txt b/trainset_56spk_txt/p284_417.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fe37b9745c4e4851d056102692d168f7ae1b1648
--- /dev/null
+++ b/trainset_56spk_txt/p284_417.txt
@@ -0,0 +1 @@
+The shareholders will vote to wind up the company on Friday morning.
diff --git a/trainset_56spk_txt/p292_250.txt b/trainset_56spk_txt/p292_250.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eb0483b1a49329a3fea997e995bc0f9c95b14b7b
--- /dev/null
+++ b/trainset_56spk_txt/p292_250.txt
@@ -0,0 +1 @@
+I have played well the past two days.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p295_378.txt b/trainset_56spk_txt/p295_378.txt
new file mode 100644
index 0000000000000000000000000000000000000000..881453a5340557827f67164703f83a8e08364742
--- /dev/null
+++ b/trainset_56spk_txt/p295_378.txt
@@ -0,0 +1 @@
+General, You didn't get a modified.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p298_349.txt b/trainset_56spk_txt/p298_349.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6fa4fbbde53fb1d63788c0bcb722248c085e5100
--- /dev/null
+++ b/trainset_56spk_txt/p298_349.txt
@@ -0,0 +1 @@
+I don't think the Saudis will lay down.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p299_155.txt b/trainset_56spk_txt/p299_155.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8ad0b66a7a8c524a03ee78f9287d83dddc47d740
--- /dev/null
+++ b/trainset_56spk_txt/p299_155.txt
@@ -0,0 +1 @@
+Nor does it have a stock of medicines.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p299_229.txt b/trainset_56spk_txt/p299_229.txt
new file mode 100644
index 0000000000000000000000000000000000000000..509d08f37f67d05f102e92ae60111fc4f0a17b7d
--- /dev/null
+++ b/trainset_56spk_txt/p299_229.txt
@@ -0,0 +1 @@
+I think he has undergone a sea change.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p299_364.txt b/trainset_56spk_txt/p299_364.txt
new file mode 100644
index 0000000000000000000000000000000000000000..999a5e47e3b131f79b54182cc81d996a963e7c5c
--- /dev/null
+++ b/trainset_56spk_txt/p299_364.txt
@@ -0,0 +1 @@
+The surprise is its product is so poor.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p299_369.txt b/trainset_56spk_txt/p299_369.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3307f28292e715418612a41bb8d1b405e443ef7d
--- /dev/null
+++ b/trainset_56spk_txt/p299_369.txt
@@ -0,0 +1 @@
+The plot is minimal.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p301_047.txt b/trainset_56spk_txt/p301_047.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c1cea73db292eb71d1c6753dbb7d24c0b7f89738
--- /dev/null
+++ b/trainset_56spk_txt/p301_047.txt
@@ -0,0 +1 @@
+Lara is very, very much a girl.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p301_095.txt b/trainset_56spk_txt/p301_095.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14d1c3f6fc27d5cdbdebddd07096494ddca196a0
--- /dev/null
+++ b/trainset_56spk_txt/p301_095.txt
@@ -0,0 +1 @@
+I have no plans to change the oath.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p301_284.txt b/trainset_56spk_txt/p301_284.txt
new file mode 100644
index 0000000000000000000000000000000000000000..60277404f212da62a4030191d62170fea352a28e
--- /dev/null
+++ b/trainset_56spk_txt/p301_284.txt
@@ -0,0 +1 @@
+That's when you hope to take advantage.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p301_303.txt b/trainset_56spk_txt/p301_303.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3554f7f87adecf8ccd7bc3b52cca142f57b25886
--- /dev/null
+++ b/trainset_56spk_txt/p301_303.txt
@@ -0,0 +1 @@
+Either group is living in fantasy land.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p302_135.txt b/trainset_56spk_txt/p302_135.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0ccae3a889baa7e7fcde59fe5ad9b681f03db48b
--- /dev/null
+++ b/trainset_56spk_txt/p302_135.txt
@@ -0,0 +1 @@
+The European Court is our only option.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p302_205.txt b/trainset_56spk_txt/p302_205.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1a408851bfe9d129152c3fbbfa4efecbdb3ee7ff
--- /dev/null
+++ b/trainset_56spk_txt/p302_205.txt
@@ -0,0 +1 @@
+We have chosen for the patients.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p303_065.txt b/trainset_56spk_txt/p303_065.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d076a17f0aced86259ba69a2702dba09bbdeea64
--- /dev/null
+++ b/trainset_56spk_txt/p303_065.txt
@@ -0,0 +1 @@
+It is par for the course, isn't it?
\ No newline at end of file
diff --git a/trainset_56spk_txt/p305_224.txt b/trainset_56spk_txt/p305_224.txt
new file mode 100644
index 0000000000000000000000000000000000000000..89e9844b1f007c27896f886d0edf85771948cd0e
--- /dev/null
+++ b/trainset_56spk_txt/p305_224.txt
@@ -0,0 +1 @@
+Now we see the impact of global politics.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p305_233.txt b/trainset_56spk_txt/p305_233.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fe58ab91b40d2816ffb23fe1bf3dcd34cebdc880
--- /dev/null
+++ b/trainset_56spk_txt/p305_233.txt
@@ -0,0 +1 @@
+Nine of the tourists were killed instantly.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p307_194.txt b/trainset_56spk_txt/p307_194.txt
new file mode 100644
index 0000000000000000000000000000000000000000..26704f70711e1515c55a287a5c67f5431385a634
--- /dev/null
+++ b/trainset_56spk_txt/p307_194.txt
@@ -0,0 +1 @@
+I hate to say it, but you can understand it.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p307_196.txt b/trainset_56spk_txt/p307_196.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8f9ff76ecf5cb9d487159da3a40bcd55248eee7e
--- /dev/null
+++ b/trainset_56spk_txt/p307_196.txt
@@ -0,0 +1 @@
+Walk out the door and anything can happen.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p308_048.txt b/trainset_56spk_txt/p308_048.txt
new file mode 100644
index 0000000000000000000000000000000000000000..08da421ae80d640d10fc1be551328aab0353abe2
--- /dev/null
+++ b/trainset_56spk_txt/p308_048.txt
@@ -0,0 +1 @@
+What's it got to do with art?
\ No newline at end of file
diff --git a/trainset_56spk_txt/p308_164.txt b/trainset_56spk_txt/p308_164.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2896d3c4a064662194ee8fcf3f9f97df410042b9
--- /dev/null
+++ b/trainset_56spk_txt/p308_164.txt
@@ -0,0 +1 @@
+But they will not be compelled to join.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p312_078.txt b/trainset_56spk_txt/p312_078.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bcd6881a76f065bec5e0729055c10220c1e9bfd1
--- /dev/null
+++ b/trainset_56spk_txt/p312_078.txt
@@ -0,0 +1 @@
+However, there would be no permanent displays.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p312_191.txt b/trainset_56spk_txt/p312_191.txt
new file mode 100644
index 0000000000000000000000000000000000000000..81abfcaabec048e0cc033f134601208373770321
--- /dev/null
+++ b/trainset_56spk_txt/p312_191.txt
@@ -0,0 +1 @@
+He never asked me for money.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p312_351.txt b/trainset_56spk_txt/p312_351.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a84562e55d8a6640a15aa7bdd294cd75290e0f6f
--- /dev/null
+++ b/trainset_56spk_txt/p312_351.txt
@@ -0,0 +1 @@
+It was a horrible thing to happen.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p313_103.txt b/trainset_56spk_txt/p313_103.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b61386eb03e6154163d11ea1f94fbf04431cc924
--- /dev/null
+++ b/trainset_56spk_txt/p313_103.txt
@@ -0,0 +1 @@
+Although, you never know.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p313_304.txt b/trainset_56spk_txt/p313_304.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ecbca85444257fc9ac9e7108a8e78568a72cd2b9
--- /dev/null
+++ b/trainset_56spk_txt/p313_304.txt
@@ -0,0 +1 @@
+I'm not a fan of books.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p314_052.txt b/trainset_56spk_txt/p314_052.txt
new file mode 100644
index 0000000000000000000000000000000000000000..08656d774b573f556f521fa1132fa4d69cf3899f
--- /dev/null
+++ b/trainset_56spk_txt/p314_052.txt
@@ -0,0 +1 @@
+The prognosis is excellent.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p314_175.txt b/trainset_56spk_txt/p314_175.txt
new file mode 100644
index 0000000000000000000000000000000000000000..04734e571db942f43309f51e77bca1d59f23f0c7
--- /dev/null
+++ b/trainset_56spk_txt/p314_175.txt
@@ -0,0 +1 @@
+There is no substitute.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p323_312.txt b/trainset_56spk_txt/p323_312.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5bfc84a2a8925caa432448f561c274b3743a612f
--- /dev/null
+++ b/trainset_56spk_txt/p323_312.txt
@@ -0,0 +1 @@
+I'm very puzzled by it.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p334_133.txt b/trainset_56spk_txt/p334_133.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1738d9e8d583a0c581508b756c107ee9c0dedbf3
--- /dev/null
+++ b/trainset_56spk_txt/p334_133.txt
@@ -0,0 +1 @@
+It was a simple question.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p335_159.txt b/trainset_56spk_txt/p335_159.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3cc2729a4505b792d08b58b9d87813bc32bcbcf0
--- /dev/null
+++ b/trainset_56spk_txt/p335_159.txt
@@ -0,0 +1 @@
+He realises he has hit a glass ceiling.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p335_252.txt b/trainset_56spk_txt/p335_252.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ecb8575cf6e8fc4277a4f9e166093a87ef85b0dc
--- /dev/null
+++ b/trainset_56spk_txt/p335_252.txt
@@ -0,0 +1 @@
+I think he was surprised.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p335_370.txt b/trainset_56spk_txt/p335_370.txt
new file mode 100644
index 0000000000000000000000000000000000000000..024ae9072993b2b982638a0a8744bfaf015727df
--- /dev/null
+++ b/trainset_56spk_txt/p335_370.txt
@@ -0,0 +1 @@
+It looks like paradise.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p335_393.txt b/trainset_56spk_txt/p335_393.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9a3df6f63cbf9ef2151c3f8bf5f8d46e64f124f2
--- /dev/null
+++ b/trainset_56spk_txt/p335_393.txt
@@ -0,0 +1 @@
+From then on, Scott has never looked back.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p339_032.txt b/trainset_56spk_txt/p339_032.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8917ed70da67079ef97822f799e5e2c895056af5
--- /dev/null
+++ b/trainset_56spk_txt/p339_032.txt
@@ -0,0 +1 @@
+Like his acting, it was an accident.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p339_345.txt b/trainset_56spk_txt/p339_345.txt
new file mode 100644
index 0000000000000000000000000000000000000000..491e8488e202f1c6b0b75592850a7077865bd0c8
--- /dev/null
+++ b/trainset_56spk_txt/p339_345.txt
@@ -0,0 +1 @@
+His manager blamed the referee.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p339_406.txt b/trainset_56spk_txt/p339_406.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5bba55a60aefce7873d8514a5ff081464a442ab7
--- /dev/null
+++ b/trainset_56spk_txt/p339_406.txt
@@ -0,0 +1 @@
+It's a matter of balance.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p341_040.txt b/trainset_56spk_txt/p341_040.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fe58ab91b40d2816ffb23fe1bf3dcd34cebdc880
--- /dev/null
+++ b/trainset_56spk_txt/p341_040.txt
@@ -0,0 +1 @@
+Nine of the tourists were killed instantly.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p343_007.txt b/trainset_56spk_txt/p343_007.txt
new file mode 100644
index 0000000000000000000000000000000000000000..637ce8d757e28b56034b7d5a4fc5f11cf801ef1d
--- /dev/null
+++ b/trainset_56spk_txt/p343_007.txt
@@ -0,0 +1 @@
+The rainbow is a division of white light into many beautiful colors.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p343_303.txt b/trainset_56spk_txt/p343_303.txt
new file mode 100644
index 0000000000000000000000000000000000000000..afd53dbcfea6be371ecd12433f55d5b91d43fc6e
--- /dev/null
+++ b/trainset_56spk_txt/p343_303.txt
@@ -0,0 +1 @@
+It is a real concern.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p347_293.txt b/trainset_56spk_txt/p347_293.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1123631eaea66d5efabc63995089b54d0ec0647a
--- /dev/null
+++ b/trainset_56spk_txt/p347_293.txt
@@ -0,0 +1 @@
+Sub Not Used, McCulloch.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p351_295.txt b/trainset_56spk_txt/p351_295.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6495ba35825dbe870c4d7cf3f4e7884b7f3c914
--- /dev/null
+++ b/trainset_56spk_txt/p351_295.txt
@@ -0,0 +1 @@
+She thought she was going to die.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p360_369.txt b/trainset_56spk_txt/p360_369.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8485984e9102e76252f2344fb759a76dcc6617ea
--- /dev/null
+++ b/trainset_56spk_txt/p360_369.txt
@@ -0,0 +1 @@
+I think he will.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p363_147.txt b/trainset_56spk_txt/p363_147.txt
new file mode 100644
index 0000000000000000000000000000000000000000..467af23cb926fc926a8a3e6a7b600746e8b16db2
--- /dev/null
+++ b/trainset_56spk_txt/p363_147.txt
@@ -0,0 +1 @@
+I doubt it would be genuine.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p363_174.txt b/trainset_56spk_txt/p363_174.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d2438af0b9d4c731dedcf6dd32f412bf2e2f1698
--- /dev/null
+++ b/trainset_56spk_txt/p363_174.txt
@@ -0,0 +1 @@
+The only trouble is finding them.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p364_123.txt b/trainset_56spk_txt/p364_123.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f6127803ec217856858c483efe820b602cd5bde1
--- /dev/null
+++ b/trainset_56spk_txt/p364_123.txt
@@ -0,0 +1 @@
+One is too many.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p374_024.txt b/trainset_56spk_txt/p374_024.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0a1a760e696385e3a4f10c6b6546862d19ab2141
--- /dev/null
+++ b/trainset_56spk_txt/p374_024.txt
@@ -0,0 +1 @@
+This is a very common type of bow, one showing mainly red and yellow, with little or no green or blue.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p374_180.txt b/trainset_56spk_txt/p374_180.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4cdd5c796232e2d95415fe24f04264f0276e8dc4
--- /dev/null
+++ b/trainset_56spk_txt/p374_180.txt
@@ -0,0 +1 @@
+However, the referee was not in the giving vein.
\ No newline at end of file
diff --git a/trainset_56spk_txt/p376_246.txt b/trainset_56spk_txt/p376_246.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4749e00284946ab5b603154e0035bc4825f123a1
--- /dev/null
+++ b/trainset_56spk_txt/p376_246.txt
@@ -0,0 +1 @@
+"I watched a game."
\ No newline at end of file