diff --git a/DeReKo/all_dereko_filenames.txt b/DeReKo/all_dereko_filenames.txt
new file mode 100644
index 0000000..5d9940f
--- /dev/null
+++ b/DeReKo/all_dereko_filenames.txt
@@ -0,0 +1,3173 @@
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+vzs19
+w00
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+w15
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+w18
+w19
+w99
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+was08
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+was12
+was13
+was14
+was15
+was16
+was17
+was18
+was19
+was97
+was98
+was99
+wbl00
+wbl01
+wbl02
+wbl03
+wbl04
+wbl05
+wbl06
+wbl07
+wbl08
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+wbl15
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+weo09
+weo10
+weo11
+weo12
+weo13
+weo14
+weo15
+weo16
+weo17
+weo18
+weo19
+wez09
+wez10
+wez11
+wez12
+wez13
+wez14
+wez15
+wez16
+wez17
+wez18
+wez19
+wfb10
+wfb11
+wfb12
+wfb13
+wfb14
+wfb15
+wfb18
+wfb19
+wiz00
+wiz01
+wiz02
+wiz03
+wiz04
+wiz05
+wiz06
+wiz07
+wiz08
+wiz09
+wiz10
+wiz11
+wiz12
+wiz13
+wiz14
+wiz15
+wiz16
+wiz17
+wiz18
+wiz19
+wkb
+wkd
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+wku07
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+wku10
+wku11
+wku12
+wku13
+wku14
+wku15
+wku16
+wku17
+wku18
+wku19
+wor02
+wor03
+wor04
+wor05
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+wor08
+wor09
+wor10
+wor11
+wor12
+wor13
+wor14
+wor15
+wor16
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+wor18
+wor19
+wtb02
+wtb03
+wtb04
+wtb05
+wtb06
+wtb07
+wtb08
+wtb09
+wtb10
+wtb11
+wtb12
+wtb13
+wtb14
+wtb15
+wtb16
+wtb17
+wtb18
+wtb19
+wwo05
+wwo06
+wwo07
+wwo08
+wwo09
+wwo10
+wwo11
+wwo12
+wwo13
+wwo14
+wwo15
+wwo16
+wwo17
+wwo18
+wwo19
+x00
+x01
+x02
+x03
+x04
+x08
+x09
+x10
+x11
+x12
+x13
+x14
+x15
+x16
+x17
+x18
+x19
+x96
+x97
+x98
+x99
+z00
+z01
+z02
+z03
+z04
+z05
+z06
+z07
+z08
+z09
+z10
+z11
+z12
+z13
+z14
+z15
+z16
+z17
+z18
+z19
+z53
+z54
+z55
+z56
+z57
+z58
+z59
+z60
+z61
+z62
+z63
+z64
+z65
+z66
+z67
+z68
+z69
+z70
+z71
+z72
+z73
+z74
+z75
+z76
+z77
+z78
+z79
+z80
+z81
+z82
+z83
+z84
+z85
+z86
+z87
+z88
+z89
+z90
+z91
+z92
+z93
+z94
+z95
+z96
+z97
+z98
+z99
+zca09
+zca10
+zca11
+zca12
+zca13
+zca14
+zca15
+zca16
+zca17
+zca18
+zca19
+zcw15
+zcw16
+zcw17
+zcw18
+zcw19
+zge10
+zge11
+zge12
+zge13
+zge14
+zge15
+zge16
+zge17
+zge18
+zge19
+zwi09
+zwi10
+zwi11
+zwi12
+zwi13
+zwi14
+zwi15
+zwi17
+zwi18
+zwi19
diff --git a/DeReKo/cheche.txt b/DeReKo/cheche.txt
new file mode 100644
index 0000000..26c4090
--- /dev/null
+++ b/DeReKo/cheche.txt
@@ -0,0 +1,11 @@
+a00
+a01
+a07
+a08
+a09
+a10
+zwi10
+zwi11
+zwi12
+zwi13
+zwi14
\ No newline at end of file
diff --git a/DeReKo/exec_dereko_parallel.sh b/DeReKo/exec_dereko_parallel.sh
new file mode 100644
index 0000000..13ca557
--- /dev/null
+++ b/DeReKo/exec_dereko_parallel.sh
@@ -0,0 +1,94 @@
+#!/bin/bash
+
+source ~/.bashrc
+
+ROOT_DATAPATH=/export/netapp/kupietz/N-GRAMM-STUDIE/conllu
+FILES_TO_PROCESS=DeReKo/all_dereko_filenames.txt
+
+while IFS= read -r line
+do
+  my_files+=($line)
+done < ${FILES_TO_PROCESS}
+
+let files_len=${#my_files[@]}+10
+
+for (( i=0; i<=$files_len; i+=10 ))
+  do 
+  	let next=i
+	file_1=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_2=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_3=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_4=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_5=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_6=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_7=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_8=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_9=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	let next=next+1
+	file_10=${my_files[next]}
+	python systems/parse_spacy.py --corpus_name DeReKo_${my_files[next]} --comment_str "#" \
+	  -i ${ROOT_DATAPATH}/${my_files[next]}.conllu.gz \
+	  -o ${ROOT_DATAPATH}/0_SpaCyParsed/${my_files[next]}.spacy.gl.conllu &
+	wait
+	# Remove Original Uncompressed Files
+	rm ${ROOT_DATAPATH}/${file_1}.conllu
+	rm ${ROOT_DATAPATH}/${file_2}.conllu
+	rm ${ROOT_DATAPATH}/${file_3}.conllu
+	rm ${ROOT_DATAPATH}/${file_4}.conllu
+	rm ${ROOT_DATAPATH}/${file_5}.conllu
+	rm ${ROOT_DATAPATH}/${file_6}.conllu
+	rm ${ROOT_DATAPATH}/${file_7}.conllu
+	rm ${ROOT_DATAPATH}/${file_8}.conllu
+	rm ${ROOT_DATAPATH}/${file_9}.conllu
+	rm ${ROOT_DATAPATH}/${file_10}.conllu
+	# ZIP The generated Parsed Outputs
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_1}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_2}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_3}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_4}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_5}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_6}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_7}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_8}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_9}.spacy.gl.conllu &
+	gzip ${ROOT_DATAPATH}/0_SpaCyParsed/${file_10}.spacy.gl.conllu &
+	wait
+  done
+  
+  
+  
diff --git a/DeReKo/tutorial_examples/explore_dereko.py b/DeReKo/explore_dereko.py
similarity index 78%
rename from DeReKo/tutorial_examples/explore_dereko.py
rename to DeReKo/explore_dereko.py
index fcf4915..c5ddc49 100644
--- a/DeReKo/tutorial_examples/explore_dereko.py
+++ b/DeReKo/explore_dereko.py
@@ -17,5 +17,7 @@
         prefix = fn.split(".")[0]
         prefix = re.findall("\D+", prefix)[0]
         file_groups[prefix].append(fn)
-    for group,files in sorted(file_groups.items(), key=lambda x: len(x[1]), reverse=True):
-        print(group, len(files))
\ No newline at end of file
+        print(fn.split(".")[0])
+    
+    #for group,files in sorted(file_groups.items(), key=lambda x: len(x[1]), reverse=True):
+    #    print(group, len(files))
\ No newline at end of file
diff --git a/DeReKo/spacy_train/basic_config_allOrth.cfg b/DeReKo/spacy_train/basic_config_allOrth.cfg
new file mode 100644
index 0000000..2b27744
--- /dev/null
+++ b/DeReKo/spacy_train/basic_config_allOrth.cfg
@@ -0,0 +1,81 @@
+[paths]
+train = "/vol/netapp/daza/datasets/TIGER_conll/data_splits/train/Tiger.ALL.Orth.train.spacy"
+dev = "/vol/netapp/daza/datasets/TIGER_conll/data_splits/test/Tiger.NewOrth.test.spacy"
+
+[system]
+gpu_allocator = "pytorch"
+
+
+[nlp]
+lang = "de"
+pipeline = ["transformer", "tagger"]
+tokenizer = {"@tokenizers": "spacy.Tokenizer.v1"}
+
+[components]
+
+[components.transformer]
+factory = "transformer"
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v1"
+name = "bert-base-german-cased"
+tokenizer_config = {"use_fast": true}
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+
+[components.tagger]
+factory = "tagger"
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+
+[components.tagger.model.tok2vec.pooling]
+@layers = "reduce_mean.v1"
+
+
+
+[corpora]
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 500
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 5e-5
+
+
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+
+[initialize]
+vectors = null
diff --git a/DeReKo/spacy_train/basic_config.cfg b/DeReKo/spacy_train/basic_config_newOrth.cfg
similarity index 100%
rename from DeReKo/spacy_train/basic_config.cfg
rename to DeReKo/spacy_train/basic_config_newOrth.cfg
diff --git a/DeReKo/spacy_train/config_allOrth.cfg b/DeReKo/spacy_train/config_allOrth.cfg
new file mode 100644
index 0000000..cf3b09b
--- /dev/null
+++ b/DeReKo/spacy_train/config_allOrth.cfg
@@ -0,0 +1,123 @@
+[paths]
+train = "/vol/netapp/daza/datasets/TIGER_conll/data_splits/train/Tiger.ALL.Orth.train.spacy"
+dev = "/vol/netapp/daza/datasets/TIGER_conll/data_splits/test/Tiger.NewOrth.test.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "de"
+pipeline = ["transformer","tagger"]
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+
+[components]
+
+[components.tagger]
+factory = "tagger"
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v1"
+name = "bert-base-german-cased"
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 500
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+tag_acc = 1.0
+
+[pretraining]
+
+[initialize]
+vectors = null
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+
+[initialize.components]
+
+[initialize.tokenizer]
\ No newline at end of file
diff --git a/DeReKo/spacy_train/config.cfg b/DeReKo/spacy_train/config_newOrth.cfg
similarity index 100%
rename from DeReKo/spacy_train/config.cfg
rename to DeReKo/spacy_train/config_newOrth.cfg
diff --git a/DeReKo/spacy_train/conll2spacy.py b/DeReKo/spacy_train/conll2spacy.py
index f0d0d4c..9be14ab 100644
--- a/DeReKo/spacy_train/conll2spacy.py
+++ b/DeReKo/spacy_train/conll2spacy.py
@@ -4,17 +4,32 @@
 
 if __name__ == "__main__":
 	"""
-		--- TIGER New Orthography ---
-			python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerNew --gld_token_type CoNLLUP_Token \
-				-i /home/daza/datasets/TIGER_conll/data_splits/train/Tiger.NewOrth.train.conll \
-				-o DeReKo/spacy_train/Tiger.NewOrth.train.json \
-				-t DeReKo/spacy_train/Tiger.NewOrth.train.txt
-			
-			python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerNew --gld_token_type CoNLLUP_Token \
+	
+	--- TIGER NEW Orthography ---
+		python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerNew --gld_token_type CoNLLUP_Token \
+			-i /home/daza/datasets/TIGER_conll/data_splits/train/Tiger.NewOrth.train.conll \
+			-o DeReKo/spacy_train/Tiger.NewOrth.train.json \
+			-t DeReKo/spacy_train/Tiger.NewOrth.train.txt
+		
+		python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerNew --gld_token_type CoNLLUP_Token \
 			-i /home/daza/datasets/TIGER_conll/data_splits/test/Tiger.NewOrth.test.conll \
 			-o DeReKo/spacy_train/Tiger.NewOrth.test.json \
 			-t DeReKo/spacy_train/Tiger.NewOrth.test.txt
 			
+	--- TIGER NEW + OLD Orthography ---
+		cat Tiger.OldOrth.train.conll Tiger.NewOrth.train.conll > Tiger.ALL.Orth.train.conll
+		cat Tiger.OldOrth.test.conll Tiger.NewOrth.test.conll > Tiger.ALL.Orth.test.conll
+	
+		python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerALL --gld_token_type CoNLLUP_Token \
+			-i /home/daza/datasets/TIGER_conll/data_splits/train/Tiger.ALL.Orth.train.conll \
+			-o /home/daza/datasets/TIGER_conll/data_splits/train/Tiger.ALL.Orth.train.json \
+			-t /home/daza/datasets/TIGER_conll/data_splits/train/Tiger.ALL.Orth.train.txt
+		
+		python DeReKo/spacy_train/conll2spacy.py --corpus_name TigerALL --gld_token_type CoNLLUP_Token \
+			-i /home/daza/datasets/TIGER_conll/data_splits/test/Tiger.ALL.Orth.test.conll \
+			-o /home/daza/datasets/TIGER_conll/data_splits/test/Tiger.ALL.Orth.test.json \
+			-t /home/daza/datasets/TIGER_conll/data_splits/test/Tiger.ALL.Orth.test.txt
+			
 	"""
 	
 	parser = argparse.ArgumentParser()
diff --git a/DeReKo/spacy_train/custom_spacy_dereko.py b/DeReKo/spacy_train/custom_spacy_dereko.py
index a4674dd..4b35282 100644
--- a/DeReKo/spacy_train/custom_spacy_dereko.py
+++ b/DeReKo/spacy_train/custom_spacy_dereko.py
@@ -1,11 +1,11 @@
 import spacy
+ 
+ORIG_DEREKO_VECS = "/export/netapp/kupietz/embeddings/dereko-2020-ii-alpha.all.txt.gz"
 
-#ORIG_DEREKO_VECS = "/export/netapp/kupietz/embeddings/dereko-2020-ii-alpha.all.txt.gz"
+# Made with command (2.x): python -m spacy init-model de de_fastext_vectors --vectors-loc dereko_vectors/cc.de.300.vec.gz
+# Made with command (3.x): python -m spacy init vectors de dereko_vectors/dereko-2020-ii-alpha.all.txt dereko_vectors/ --name de_dereko_2020
+VECTORS  = "lib/dereko_vectors" 
 
-# Made with command: python -m spacy init-model de de_fastext_vectors --vectors-loc dereko_vectors/cc.de.300.vec.gz
-SPACY_FAST_DE = "../../lib/de_fastext_vectors" 
-
-VECTORS = SPACY_FAST_DE
 
 nlp_dereko = spacy.load(VECTORS)
 doc1 = nlp_dereko("`` Ross Perot wäre vielleicht ein prächtiger Diktator ''")
diff --git a/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.test.spacy b/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.test.spacy
deleted file mode 100644
index de11ccc..0000000
--- a/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.test.spacy
+++ /dev/null
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diff --git a/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.train.spacy b/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.train.spacy
deleted file mode 100644
index 857239d..0000000
--- a/DeReKo/spacy_train/spacy_bin_corpora/Tiger.NewOrth.train.spacy
+++ /dev/null
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