diff --git a/.github/PR_TEMPLATE.md b/.github/PR_TEMPLATE.md
new file mode 100644
index 00000000..7bfb8c60
--- /dev/null
+++ b/.github/PR_TEMPLATE.md
@@ -0,0 +1,18 @@
+---
+name: 'Contribution Guideline '
+about: Refer to Contirbution Guideline
+title: ''
+labels: ''
+assignees: ''
+
+---
+### Contribution Guideline
+
+Please send your PRs to `dev` branch if it is not directly related to a specific branch.
+Before making a Pull Request, check your changes for basic mistakes and style problems by using a linter.
+We have cardboardlinter setup in this repository, so for example, if you've made some changes and would like to run the linter on just the changed code, you can use the follow command:
+
+```bash
+pip install pylint cardboardlint
+cardboardlinter --refspec master
+```
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index e1e9fbd4..b6fee485 100644
--- a/.gitignore
+++ b/.gitignore
@@ -128,3 +128,4 @@ tests/outputs/*
TODO.txt
.vscode/*
data/*
+notebooks/data/*
diff --git a/.travis.yml b/.travis.yml
index 83ba25a3..5210bef2 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,6 +6,8 @@ git:
before_install:
- sudo apt-get update
- sudo apt-get -y install espeak
+ - python -m pip install --upgrade pip
+ - pip install six==1.12.0
matrix:
include:
@@ -15,7 +17,15 @@ matrix:
env: TEST_SUITE="lint"
- name: "Unit tests"
python: "3.6"
- install: pip install --quiet -r requirements_tests.txt
+ install:
+ - python setup.py egg_info
+ - pip install -e .
env: TEST_SUITE="unittest"
+ - name: "Unit tests"
+ python: "3.6"
+ install:
+ - python setup.py egg_info
+ - pip install -e .
+ env: TEST_SUITE="testscripts"
script: ./.travis/script
diff --git a/.travis/script b/.travis/script
index 76d74aea..0c24a221 100755
--- a/.travis/script
+++ b/.travis/script
@@ -10,13 +10,12 @@ if [[ ( "$TRAVIS_PULL_REQUEST" != "false" ) && ( "$TEST_SUITE" == "lint" ) ]]; t
fi
if [[ "$TEST_SUITE" == "unittest" ]]; then
- # Run tests on all pushes
- pushd tts_namespace
- nosetests TTS.speaker_encoder.tests --nocapture
- nosetests TTS.vocoder.tests --nocapture
- nosetests TTS.tests --nocapture
- nosetests TTS.tf.tests --nocapture
- popd
- # Test server package
+ nosetests tests --nocapture
./tests/test_server_package.sh
fi
+
+if [[ "$TEST_SUITE" == "testscripts" ]]; then
+ # test model training scripts
+ ./tests/test_tts_train.sh
+ ./tests/test_vocoder_train.sh
+fi
diff --git a/README.md b/README.md
index 31bfe73c..136b2ac5 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,17 @@
+
+
+ 
-This project is a part of [Mozilla Common Voice](https://voice.mozilla.org/en).
+
+
+This project is a part of [Mozilla Common Voice](https://voice.mozilla.org/en).
Mozilla TTS aims a deep learning based Text2Speech engine, low in cost and high in quality.
@@ -79,32 +84,32 @@ Or you can use ```requirements.txt``` to install the requirements only.
### Directory Structure
```
-|- TTS/
-| |- train.py (train your TTS model.)
-| |- distribute.py (train your TTS model using Multiple GPUs)
-| |- config.json (TTS model configuration file)
-| |- tf/ (Tensorflow 2 utilities and model implementations)
-| |- layers/ (model layer definitions)
-| |- models/ (model definitions)
-| |- notebooks/ (Jupyter Notebooks for model evaluation and parameter selection)
-| |- data_analysis/ (TTS Dataset analysis tools and notebooks.)
-| |- utils/ (TTS utilities -io, visualization, data processing etc.-)
-| |- speaker_encoder/ (Speaker Encoder implementation with the same folder structure.)
-| |- vocoder/ (Vocoder implementations with the same folder structure.)
+|- notebooks/ (Jupyter Notebooks for model evaluation, parameter selection and data analysis.)
+|- utils/ (common utilities.)
+|- TTS
+ |- bin/ (folder for all the executables.)
+ |- train*.py (train your target model.)
+ |- distribute.py (train your TTS model using Multiple GPUs.)
+ |- compute_statistics.py (compute dataset statistics for normalization.)
+ |- convert*.py (convert target torch model to TF.)
+ |- tts/ (text to speech models)
+ |- layers/ (model layer definitions)
+ |- models/ (model definitions)
+ |- tf/ (Tensorflow 2 utilities and model implementations)
+ |- utils/ (model specific utilities.)
+ |- speaker_encoder/ (Speaker Encoder models.)
+ |- (same)
+ |- vocoder/ (Vocoder models.)
+ |- (same)
```
### Docker
-A barebone `Dockerfile` exists at the root of the project, which should let you quickly setup the environment. By default, it will start the server and let you query it. Make sure to use `nvidia-docker` to use your GPUs. Make sure you follow the instructions in the [`server README`](server/README.md) before you build your image so that the server can find the model within the image.
+A docker image is created by [@synesthesiam](https://github.com/synesthesiam) and shared in a separate [repository](https://github.com/synesthesiam/docker-mozillatts) with the latest LJSpeech models.
-```
-docker build -t mozilla-tts .
-nvidia-docker run -it --rm -p 5002:5002 mozilla-tts
-```
-
-## Checkpoints and Audio Samples
+## Release Models
Please visit [our wiki.](https://github.com/mozilla/TTS/wiki/Released-Models)
-## Example Model Outputs
+## Sample Model Output
Below you see Tacotron model state after 16K iterations with batch-size 32 with LJSpeech dataset.
> "Recent research at Harvard has shown meditating for as little as 8 weeks can actually increase the grey matter in the parts of the brain responsible for emotional regulation and learning."
@@ -116,8 +121,8 @@ Audio examples: [soundcloud](https://soundcloud.com/user-565970875/pocket-articl
## [Mozilla TTS Tutorials and Notebooks](https://github.com/mozilla/TTS/wiki/TTS-Notebooks-and-Tutorials)
## Datasets and Data-Loading
-TTS provides a generic dataloader easy to use for your custom dataset.
-You just need to write a simple function to format the dataset. Check ```datasets/preprocess.py``` to see some examples.
+TTS provides a generic dataloader easy to use for your custom dataset.
+You just need to write a simple function to format the dataset. Check ```datasets/preprocess.py``` to see some examples.
After that, you need to set ```dataset``` fields in ```config.json```.
Some of the public datasets that we successfully applied TTS:
@@ -142,15 +147,19 @@ tail -n 1100 metadata_shuf.csv > metadata_val.csv
To train a new model, you need to define your own ```config.json``` file (check the example) and call with the command below. You also set the model architecture in ```config.json```.
-```train.py --config_path config.json```
+```python TTS/bin/train.py --config_path TTS/tts/configs/config.json```
To fine-tune a model, use ```--restore_path```.
-```train.py --config_path config.json --restore_path /path/to/your/model.pth.tar```
+```python TTS/bin/train.py --config_path TTS/tts/configs/config.json --restore_path /path/to/your/model.pth.tar```
+
+To continue an old training run, use ```--continue_path```.
+
+```python TTS/bin/train.py --continue_path /path/to/your/run_folder/```
For multi-GPU training use ```distribute.py```. It enables process based multi-GPU training where each process uses a single GPU.
-```CUDA_VISIBLE_DEVICES="0,1,4" distribute.py --config_path config.json```
+```CUDA_VISIBLE_DEVICES="0,1,4" TTS/bin/distribute.py --config_path TTS/tts/configs/config.json```
Each run creates a new output folder and ```config.json``` is copied under this folder.
@@ -187,7 +196,7 @@ If you like to use TTS to try a new idea and like to share your experiments with
- [x] Enable process based distributed training. Similar to (https://github.com/fastai/imagenet-fast/).
- [x] Adapting Neural Vocoder. TTS works with WaveRNN and ParallelWaveGAN (https://github.com/erogol/WaveRNN and https://github.com/erogol/ParallelWaveGAN)
- [ ] Multi-speaker embedding.
-- [ ] Model optimization (model export, model pruning etc.)
+- [x] Model optimization (model export, model pruning etc.)
2\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmozilla_de\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mDATA_PATH\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMETA_DATA\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" > Number of audio files: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/Projects/TTS/tts_namespace/TTS/datasets/preprocess.py\u001b[0m in \u001b[0;36mmozilla_de\u001b[0;34m(root_path, meta_file)\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 82\u001b[0m \u001b[0mspeaker_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"mozilla\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtxt_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ISO 8859-1\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mttf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 84\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mttf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[0mcols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'|'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/erogol/Data/Spectie/audio/output/metadata.txt'"
+ ]
+ }
+ ],
+ "source": [
+ "# use your own preprocessor at this stage - TTS/datasets/proprocess.py\n",
+ "items = mozilla_de(DATA_PATH, META_DATA)\n",
+ "print(\" > Number of audio files: {}\".format(len(items)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "# check wavs if exist\n",
+ "wav_files = []\n",
+ "for item in items:\n",
+ " wav_file = item[1].strip()\n",
+ " wav_files.append(wav_file)\n",
+ " if not os.path.exists(wav_file):\n",
+ " print(wav_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_2_FINAL/2_119.wav']\n"
+ ]
+ }
+ ],
+ "source": [
+ "# show duplicate items\n",
+ "c = Counter(wav_files)\n",
+ "duplicates = [item for item, count in c.items() if count > 1]\n",
+ "print(duplicates)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "folders = [w.split('/')[5] for w in wav_files]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'BATCH_10_FINAL',\n",
+ " 'BATCH_11_FINAL',\n",
+ " 'BATCH_12_FINAL',\n",
+ " 'BATCH_13_FINAL',\n",
+ " 'BATCH_14_FINAL',\n",
+ " 'BATCH_15_FINAL',\n",
+ " 'BATCH_16_FINAL',\n",
+ " 'BATCH_17_FINAL',\n",
+ " 'BATCH_18_FINAL',\n",
+ " 'BATCH_19_FINAL',\n",
+ " 'BATCH_1_FINAL',\n",
+ " 'BATCH_20_FINAL',\n",
+ " 'BATCH_2_FINAL',\n",
+ " 'BATCH_3_FINAL',\n",
+ " 'BATCH_4_FINAL',\n",
+ " 'BATCH_5_FINAL',\n",
+ " 'BATCH_6_FINAL',\n",
+ " 'BATCH_7_FINAL',\n",
+ " 'BATCH_8_FINAL',\n",
+ " 'BATCH_9_FINAL'}"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "set(folders)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/erogol/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:18: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
+ "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "afbb94c274fe4913b256a8756584c0f6",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(FloatProgress(value=0.0, max=14610.0), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "def load_item(item):\n",
+ " file_name = item[1].strip()\n",
+ " text = item[0].strip()\n",
+ " audio = librosa.load(file_name, sr=None)\n",
+ " sr = audio[1]\n",
+ " audio = audio[0]\n",
+ " audio_len = len(audio) / sr\n",
+ " text_len = len(text)\n",
+ " return file_name, text, text_len, audio, audio_len\n",
+ "\n",
+ "# This will take a while depending on size of dataset\n",
+ "if NUM_PROC == 1:\n",
+ " data = []\n",
+ " for m in tqdm(items):\n",
+ " data += [load_item(m)]\n",
+ "else:\n",
+ " with Pool(8) as p:\n",
+ " data = list(tqdm(p.imap(load_item, items), total=len(items)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/erogol/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
+ "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
+ " This is separate from the ipykernel package so we can avoid doing imports until\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "53b7f6adb4db47279927ec064addb3c7",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(FloatProgress(value=0.0, max=14610.0), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ " > Number of words: 27102\n"
+ ]
+ }
+ ],
+ "source": [
+ "# count words in the dataset\n",
+ "w_count = Counter()\n",
+ "for item in tqdm(data):\n",
+ " text = item[1].lower().strip()\n",
+ " for word in text.split():\n",
+ " w_count[word] += 1\n",
+ "print(\" > Number of words: {}\".format(len(w_count)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/erogol/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
+ "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
+ " This is separate from the ipykernel package so we can avoid doing imports until\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "8b48c3415e2a4ac1a174502c2308501d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(FloatProgress(value=0.0, max=14610.0), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "text_vs_durs = {} # text length vs audio duration\n",
+ "text_len_counter = Counter() # number of sentences with the keyed length\n",
+ "for item in tqdm(data):\n",
+ " text = item[1].lower().strip()\n",
+ " text_len = len(text)\n",
+ " text_len_counter[text_len] += 1\n",
+ " audio_len = item[-1]\n",
+ " try:\n",
+ " text_vs_durs[text_len] += [audio_len]\n",
+ " except:\n",
+ " text_vs_durs[text_len] = [audio_len]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "# text_len vs avg_audio_len, median_audio_len, std_audio_len\n",
+ "text_vs_avg = {}\n",
+ "text_vs_median = {}\n",
+ "text_vs_std = {}\n",
+ "for key, durs in text_vs_durs.items():\n",
+ " text_vs_avg[key] = np.mean(durs)\n",
+ " text_vs_median[key] = np.median(durs)\n",
+ " text_vs_std[key] = np.std(durs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "source": [
+ "### Avg audio length per char"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "Collapsed": "false",
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_7.wav', 'Schickes Heimkino!', 18, array([1.28518932e-05, 1.68334354e-05, 1.03571265e-05, ...,\n",
+ " 2.77877753e-05, 1.10460878e-05, 2.05760971e-05], dtype=float32), 1.5862083333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_12.wav', 'Das sieht ihm ähnlich.', 23, array([7.6380376e-05, 9.3327515e-05, 6.1386294e-05, ..., 3.4380835e-05,\n",
+ " 2.6692895e-05, 2.2882025e-06], dtype=float32), 1.6567083333333332)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_20.wav', 'Oh, das Programm ist mir neu.', 29, array([-3.6327918e-05, -5.8332487e-05, -5.0294046e-05, ...,\n",
+ " -3.2606560e-05, -5.3037817e-05, -3.6754736e-05], dtype=float32), 1.8241458333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_21.wav', 'Niemand ist ein Alleskönner.', 29, array([2.5469655e-05, 1.5675920e-05, 2.6378759e-05, ..., 3.4840865e-05,\n",
+ " 3.4687979e-05, 2.3448023e-05], dtype=float32), 1.9034583333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_25.wav', 'Dagegen ist kein Kraut gewachsen.', 33, array([8.6409571e-05, 1.6211446e-04, 1.2149933e-04, ..., 1.4264301e-05,\n",
+ " 2.6473885e-05, 4.1174495e-05], dtype=float32), 1.91225)\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_483.wav', 'Können sie mir ihr Passwort geben?', 35, array([ 2.5537942e-05, 5.2574283e-05, 5.7736743e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_491.wav', 'Sie muss zum BogenschieÃ\\x9fen.', 28, array([-3.1108371e-05, -5.1357423e-05, -7.0860064e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_514.wav', 'Ich will mich kurzfassen.', 25, array([-5.4538796e-06, 1.6863480e-05, -2.4184583e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_515.wav', 'Die ist hart im Nehmen.', 23, array([ 3.2496322e-05, 3.8166479e-05, 3.2249674e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_516.wav', 'Oh mein Gott!', 13, array([ 1.0293347e-05, 2.3256578e-05, -2.6419082e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_536.wav', 'Da hat er sich verhaspelt.', 26, array([-1.2101016e-05, -4.1350278e-05, -2.5068364e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_538.wav', 'Kann ich mir nicht vorstellen.', 30, array([-7.1259085e-05, -6.6917557e-05, -7.5606287e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_554.wav', 'Das wird nicht billig.', 22, array([-1.2833251e-05, -2.6942225e-05, -1.1592191e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_555.wav', 'Ã\\x9cberall wird hier gebaut.', 26, array([ 3.0397489e-06, 1.6576083e-05, 1.7184460e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_556.wav', 'Was möchten Sie zu trinken?', 28, array([3.6597925e-05, 3.9522194e-05, 3.4265908e-05, ..., 4.9602304e-04,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_559.wav', 'Waren Sie schon einmal bei uns?', 31, array([ 2.5204083e-06, -9.7146321e-06, 1.0508998e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_579.wav', 'Traut sich sonst noch jemand?', 29, array([-3.4311914e-05, -1.9934920e-05, -3.6420348e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_587.wav', 'Hier noch mal die Kurzform.', 27, array([ 4.8683055e-06, -9.0082349e-06, -6.4492651e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_594.wav', 'Haste mal nen Euro?', 19, array([-8.6395357e-06, -1.0812845e-05, -3.0906973e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_599.wav', 'Wie schreibt man das?', 21, array([-3.6024519e-06, -2.5525418e-05, -2.9170100e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_601.wav', 'Bleib einfach cool.', 19, array([-4.1984731e-05, -2.3916245e-05, -3.1576215e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_603.wav', 'Davon können Sie ausgehen.', 27, array([ 1.0824577e-05, -1.7968627e-05, -1.6179658e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_625.wav', 'Du musst anders fragen.', 23, array([ 4.8367940e-03, 6.8724523e-03, 6.1804145e-03, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_628.wav', 'Es war nicht alles schlecht.', 28, array([ 1.08825125e-05, 1.04639130e-05, 8.46001694e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_665.wav', 'Hallo, ich bin der Neue!', 24, array([-2.4004371e-04, -3.8098267e-04, -3.8909691e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_675.wav', 'Nur um das klarzustellen.', 25, array([ 2.7598284e-05, 4.3499585e-05, -7.3542742e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_710.wav', 'Gute Nacht ihr Lausbuben!', 25, array([-3.4681521e-04, -4.7425818e-04, -4.6133957e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_10_FINAL/10_750.wav', 'Geh mir nicht auf den Keks.', 27, array([ 3.7033031e-05, -1.8765691e-05, 3.5605895e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_12_FINAL/12_181.wav', 'Zur Anmeldung klicken Sie hier.', 31, array([ 5.3989668e-05, -9.8630007e-05, -1.1361165e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_12_FINAL/12_298.wav', 'Kein Kommentar!', 15, array([2.0757825e-04, 2.0225085e-05, 1.0584419e-04, ..., 2.2611262e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_12_FINAL/12_387.wav', 'Was soll das heiÃ\\x9fen?', 21, array([ 6.26799228e-05, -1.15550021e-04, -1.60253039e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_299.wav', 'Der Wein muss noch atmen.', 25, array([-3.5341349e-04, -2.4482276e-04, -2.2705336e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_300.wav', 'Das ist nichts Ernstes.', 23, array([1.5597578e-04, 1.7177081e-04, 6.1205690e-05, ..., 2.7641279e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_311.wav', 'Nee, lass mal stecken.', 22, array([ 2.3692524e-05, 3.1590032e-05, -4.7385049e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_321.wav', 'Ha, das war die Rache!', 22, array([-1.6979642e-04, 3.3564411e-05, 1.1056512e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_354.wav', 'Mieter haben Rechte.', 20, array([-1.5795016e-05, -9.8718847e-06, 3.3564411e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_369.wav', 'Was für eine Erkenntnis!', 25, array([-1.02667604e-04, -8.68725911e-05, -4.73850487e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_371.wav', 'Ich schieÃ\\x9fe mit rechts.', 24, array([ 1.3623202e-04, 7.8975077e-05, 4.3436296e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_376.wav', 'Ist Scooter nicht eine Band?', 28, array([ 3.5538786e-05, 0.0000000e+00, -5.9231311e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_387.wav', 'Wir sind Dickhäuter.', 21, array([1.52027031e-04, 1.12539492e-04, 1.02667604e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_389.wav', 'Sei nicht so streng mit ihm!', 28, array([-3.5538786e-05, 1.7769393e-05, 7.1077571e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_390.wav', 'Na ja, was willst du machen?', 28, array([-1.3820640e-05, -4.1461917e-05, -4.5410670e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_426.wav', 'Hier bitte eine Unterschrift.', 29, array([1.6979642e-04, 1.8361707e-04, 1.7177081e-04, ..., 1.5202703e-04,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_430.wav', 'Zum Glück nicht.', 17, array([-6.7128822e-05, -9.8718854e-05, -3.1590032e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_439.wav', 'Mach dir nichts daraus.', 23, array([ 4.2843982e-04, 5.0938927e-04, 4.6595297e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_443.wav', 'Lauf doch nicht immer durchs Bild!', 34, array([-3.5538786e-04, -1.7769393e-04, -1.1451387e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_464.wav', 'Hände hoch!', 12, array([-2.0138646e-04, -1.3425764e-04, -8.0949460e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_475.wav', 'Was weiÃ\\x9f ich denn?', 19, array([-2.7641279e-05, -1.9743770e-06, 8.2923834e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_487.wav', 'Ich will noch nicht ins Bett!', 29, array([ 5.7256933e-05, -7.8975081e-06, 1.7769393e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_499.wav', 'Darüber kann man streiten.', 27, array([ 0.00011846, 0.00020534, 0.00027839, ..., -0.00031195,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_500.wav', 'Dazu braucht man Ruhe.', 22, array([-1.1056512e-04, -1.4610391e-04, -1.3425764e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_524.wav', 'Das Zeug ist wirklich gut.', 26, array([-3.9487541e-06, 3.5538786e-05, -9.8718847e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_539.wav', 'Betäubungsgewehr geladen!', 26, array([ 3.5538786e-05, 2.3692524e-05, 0.0000000e+00, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_547.wav', 'Was wird wie geschrieben?', 25, array([-0.00012636, -0.00020336, -0.0002231 , ..., 0.00021521,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_569.wav', 'Nicht schon wieder, bitte.', 26, array([ 0.00035736, 0.00043436, 0.00037316, ..., -0.00013821,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_582.wav', 'Bist du blind?', 14, array([ 1.9743769e-05, -1.5795016e-05, -5.7256933e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_592.wav', 'Blinzeln zählt nicht.', 22, array([ 5.9231311e-06, -4.5410670e-05, -9.8718854e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_595.wav', 'Ja, warum denn bitte schön nicht?', 34, array([-0.00036329, -0.00033959, -0.00036131, ..., -0.00016585,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_597.wav', 'Mir wäre das peinlich.', 23, array([ 5.9231312e-05, 1.2241138e-04, 7.5026328e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_637.wav', 'So kann es gehen.', 17, array([-7.8975081e-06, 3.9487541e-06, 4.1461917e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_642.wav', 'Es bleibt spannend.', 19, array([1.8559145e-04, 1.8559145e-04, 1.5597578e-04, ..., 7.3051953e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_647.wav', 'Marek will noch mal.', 20, array([-2.44822761e-04, -1.04641986e-04, -8.09494595e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_661.wav', 'Ruhig Brauner!', 14, array([-1.02667604e-04, -4.73850487e-05, 8.09494595e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_682.wav', 'Meine Rede!', 11, array([5.9428747e-04, 5.0544052e-04, 2.0730958e-04, ..., 7.5026328e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_685.wav', 'Was versprichst du dir davon?', 29, array([-1.1846262e-05, -9.8718847e-06, 4.3436296e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_693.wav', 'Ich nehme euch alle.', 20, array([-3.1590032e-05, -5.9231311e-06, -7.5026328e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_711.wav', 'Warum nämlich?', 15, array([ 5.9231312e-05, 5.9231312e-05, 3.1590032e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_712.wav', 'Das hätte ich beinahe vergessen.', 33, array([-2.1125835e-04, -2.4482276e-04, -1.4610391e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_726.wav', 'Möchtest du auch einen Muffin?', 31, array([-3.9487539e-05, -2.7641279e-05, 6.3180065e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_727.wav', 'Es hat nichts mit dir zu tun.', 29, array([-1.6584767e-04, -1.9348894e-04, -2.7641279e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_732.wav', 'Vielleicht war ich etwas vorschnell.', 36, array([1.7177081e-04, 1.6584767e-04, 8.6872591e-05, ..., 1.9546332e-04,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_735.wav', 'Hatschi!', 8, array([ 1.2043700e-04, -1.7769393e-05, -1.9743770e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_739.wav', 'Ich bleibe dabei.', 17, array([-2.0533521e-04, -1.2438576e-04, -5.5282559e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_762.wav', 'Nicht zu fassen!', 16, array([1.7414006e-03, 1.4353720e-03, 9.6547039e-04, ..., 6.3180065e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_773.wav', 'Gute Besserung!', 15, array([-5.1333802e-05, 0.0000000e+00, 2.1718148e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_775.wav', 'Ja, so ist es wohl.', 19, array([-1.61898919e-04, 1.97437694e-05, 1.02667604e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_778.wav', 'Mich selbst hat das überrascht.', 32, array([7.7000703e-05, 1.1846262e-04, 1.2241138e-04, ..., 1.3820639e-04,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_782.wav', 'Wer kennt das nicht?', 20, array([-2.7641279e-05, 7.8975081e-06, -3.7513164e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_787.wav', 'Ich liebe diese Musik!', 22, array([-1.8361707e-04, -6.9103196e-05, -9.0821341e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_800.wav', 'Na endlich!', 11, array([-1.1846262e-04, -1.5202703e-04, -8.4898209e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_805.wav', 'Juliane gruselt sich.', 21, array([1.3425764e-04, 7.1077571e-05, 6.5154440e-05, ..., 9.8718854e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_808.wav', 'Der andere nimmt.', 17, array([-8.6872591e-05, -1.1451387e-04, -8.2923834e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_814.wav', 'Wieso ich?', 10, array([-1.14513867e-04, -1.02667604e-04, -1.77693932e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_816.wav', 'Die Haare müssen ab.', 21, array([ 1.9546332e-04, 1.2636013e-04, 2.1125835e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_13_FINAL/13_844.wav', 'Die ganze Woche steht das schon an.', 35, array([ 1.0602404e-03, 1.1017023e-03, 9.0031594e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_7.wav', 'Meinen Respekt hast du.', 23, array([-8.1613541e-07, 3.6258320e-05, 5.8615900e-05, ...,\n",
+ " -3.0361010e-05, 4.6051988e-05, 6.1613529e-05], dtype=float32), 1.568)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_12.wav', 'Mein SchweiÃ\\x9f stinkt nicht.', 27, array([1.2758464e-03, 1.4472028e-03, 1.4819785e-03, ..., 1.1448720e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_24.wav', 'So sieht es jedenfalls aus.', 27, array([ 3.5462443e-05, -3.6511621e-05, -2.4387444e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_31.wav', 'Es brennt lichterloh.', 21, array([-7.8527468e-05, -1.9054073e-04, -1.8275550e-04, ...,\n",
+ " -1.4771417e-05, 2.4868292e-05, -1.4910699e-05], dtype=float32), 1.8986666666666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_36.wav', 'Hat jemand Deo dabei?', 21, array([5.0298637e-05, 4.8803475e-05, 5.4532258e-05, ..., 3.4226623e-06,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_44.wav', 'Der Hund will raus.', 19, array([-8.2374172e-05, -8.4805586e-05, -9.4096496e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_46.wav', 'Nur Fliegen ist schöner.', 25, array([-2.5430196e-05, -6.4560918e-05, -6.8181558e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_57.wav', 'Endlich wieder Nachschub!', 25, array([-3.0662410e-05, -3.7799236e-05, -1.0512020e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_63.wav', \"Jetzt langt's dann aber.\", 24, array([ 1.3113129e-06, -5.7142366e-05, 3.9664551e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_76.wav', 'Ist hier noch ein Platz frei?', 29, array([ 4.6084756e-06, 2.1333383e-06, 1.0840034e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_91.wav', 'Möchten Sie durch?', 19, array([5.3242915e-05, 1.1775635e-04, 9.1564674e-05, ..., 6.9772730e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_94.wav', 'Du hast sie angemalt.', 21, array([-8.2009647e-06, -7.8560508e-05, -1.1781590e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_97.wav', 'Anfassen heiÃ\\x9ft kaufen.', 23, array([ 6.7132327e-04, 6.4567651e-04, 4.5344225e-04, ...,\n",
+ " -2.1742040e-05, -1.2411790e-04, -3.8199389e-05], dtype=float32), 1.472)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_104.wav', 'Warum nicht lieber hier?', 24, array([-1.0701143e-05, -1.5738879e-06, 6.8153045e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_112.wav', 'Das war ein Abenteuer.', 22, array([ 2.6408197e-05, -6.0915321e-05, -9.1295704e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_127.wav', 'Das wäre fatal.', 16, array([ 4.4660061e-05, -6.5924425e-05, -5.6830704e-05, ...,\n",
+ " -5.5352357e-06, 3.0260082e-05, 9.7271128e-05], dtype=float32), 1.4666666666666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_141.wav', 'Nicht doch!', 11, array([-1.4546166e-04, -1.4626759e-04, -9.7611184e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_146.wav', 'Heiliger Strohsack!', 19, array([-3.7175673e-04, -2.1206291e-04, -8.9090288e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_153.wav', 'Gehen wir in die Eisdiele?', 26, array([-3.72752729e-05, -6.43968451e-05, -1.19852075e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_158.wav', 'Das ist halt so.', 16, array([ 2.1661433e-05, -9.2656213e-05, -2.0038491e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_174.wav', 'Ich habe dich noch nie gesehen.', 31, array([ 1.68298247e-05, 2.35711445e-06, -1.13152724e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_179.wav', 'Das muss hart für dich sein.', 29, array([-9.2038817e-06, -9.7612574e-06, -6.3460277e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_183.wav', \"Packen wir's!\", 13, array([-2.2114466e-05, 6.0876686e-05, -8.3392551e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_194.wav', 'Wir werden siegen!', 18, array([ 1.6911860e-04, 7.4598174e-05, 1.0261347e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_197.wav', 'Darf ich mal bei dir abbeiÃ\\x9fen?', 31, array([-1.0340806e-05, 7.1646286e-06, 3.3313339e-05, ...,\n",
+ " -7.5323747e-05, -2.6892374e-07, -3.3816039e-05], dtype=float32), 1.76)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_199.wav', 'Das ging aber fix!', 18, array([-9.3143040e-05, -4.3784836e-05, -1.1206182e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_211.wav', 'Ich habe nachgedacht.', 21, array([ 5.0232731e-05, 1.2072114e-04, 1.8210443e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_229.wav', 'Wir lassen uns nicht erpressen.', 31, array([1.37981799e-04, 1.52958339e-04, 1.10953624e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_236.wav', 'Sag du es mir.', 14, array([ 7.4462928e-06, -2.0409609e-05, -3.6314952e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_240.wav', 'Ich vermisse ihn seit gestern.', 30, array([ 2.9365596e-04, 3.4678026e-04, 3.5397714e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_257.wav', 'So kannte ich sie gar nicht.', 28, array([ 4.4733344e-05, 7.7341829e-05, 1.1480036e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_258.wav', 'Dem Kind geht es gut.', 21, array([ 2.3389544e-05, -1.0488247e-05, 1.0429079e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_260.wav', 'Lasst es krachen!', 17, array([-2.1083563e-04, -8.3892046e-05, -3.2037347e-05, ...,\n",
+ " -6.8306355e-05, -1.3884228e-04, -6.5104126e-05], dtype=float32), 1.2)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_266.wav', 'Wie sehen Sie überhaupt aus?', 29, array([-1.0680479e-05, -1.9320854e-05, -7.0852952e-06, ...,\n",
+ " -1.0408241e-05, 3.3198389e-06, 2.1512881e-06], dtype=float32), 1.8826666666666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_281.wav', 'Damit könnte es klappen.', 25, array([-2.3432081e-05, -2.4900844e-05, -1.3450766e-04, ...,\n",
+ " 2.1617279e-05, 3.1534404e-05, -2.2315735e-05], dtype=float32), 1.488)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_307.wav', 'Tut das Husten weh?', 19, array([ 9.1145994e-06, 1.5820089e-05, 5.0116945e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_310.wav', 'Und jetzt kräftig kurbeln!', 27, array([-8.4867512e-05, -1.3528325e-05, 6.7344299e-05, ...,\n",
+ " -5.5355646e-05, 3.2757125e-05, -1.3706725e-05], dtype=float32), 1.968)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_311.wav', 'Und was bekommt man geboten?', 28, array([-9.42486338e-07, -6.20736901e-05, -1.13615904e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_313.wav', 'Nimm doch mal den Hut ab!', 25, array([-1.4411381e-06, 1.8580539e-04, 1.8933907e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_322.wav', 'Der ist sauber.', 15, array([1.3459381e-04, 1.1068168e-04, 1.4088971e-04, ..., 1.4206764e-04,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_333.wav', 'Danke für nichts!', 18, array([-2.6258719e-04, -2.9124424e-04, -4.0630574e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_351.wav', 'Hier ist sie.', 13, array([-3.23740860e-05, -1.03745086e-04, -6.84802653e-05, ...,\n",
+ " 6.36538107e-06, 6.47425259e-05, -2.68384956e-05], dtype=float32), 1.2693333333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_354.wav', 'Ist sie international bekannt?', 30, array([ 1.5060005e-05, 5.7448578e-05, 1.3811006e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_363.wav', 'Ich meine ja nur.', 17, array([ 5.6321147e-05, 9.9655284e-05, -8.9936962e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_390.wav', 'Gib mal die Seriennummer durch.', 31, array([ 7.2849958e-05, 9.1718932e-05, 5.6555116e-05, ...,\n",
+ " -2.9702240e-05, 3.8465154e-05, 2.2035034e-05], dtype=float32), 1.9466666666666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_399.wav', 'Steht das Wasser auf dem Herd?', 30, array([6.5801214e-05, 1.3084775e-04, 8.1372353e-05, ..., 6.8494905e-05,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_401.wav', 'Oh ja!', 6, array([ 2.2632883e-05, -2.7574149e-05, 2.7717488e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_409.wav', 'Ja oder nein?', 13, array([ 3.4988134e-05, -6.8858870e-05, -8.5955844e-06, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_411.wav', 'Ist doch Jacke wie Hose.', 24, array([ 1.1507938e-04, 5.0565839e-05, -2.7287895e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_413.wav', 'Ich habe es nie gelernt.', 24, array([ 2.58978853e-05, 6.50478396e-05, -1.03702390e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_429.wav', 'Nicht schon wieder eine Razzia!', 31, array([-5.1378167e-05, -2.5352152e-05, -3.2764001e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_431.wav', 'Niemand will es gewesen sein.', 29, array([6.13634029e-06, 1.00043821e-04, 1.26646410e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_443.wav', 'Ihr seid doch bloÃ\\x9f neidisch.', 29, array([ 4.71922749e-06, -1.42986255e-05, 4.10590292e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_453.wav', 'Lesen lohnt sich.', 17, array([-1.1143904e-04, -9.7466742e-05, -1.4505965e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_458.wav', 'Oder er wurde dabei gestört.', 29, array([-1.8823694e-05, -3.1060394e-05, -9.3846960e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_459.wav', 'Die Seele baumeln lassen.', 25, array([-4.6934008e-05, -1.4115409e-04, -1.9004452e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_468.wav', 'Der Nächste, bitte!', 20, array([ 8.1093880e-05, 2.9958397e-05, -3.9947310e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_469.wav', 'Wird schon schiefgehen.', 23, array([-1.8012641e-05, -6.1548446e-05, -1.2534855e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_476.wav', 'Keine falsche Bewegung!', 23, array([-1.3065083e-04, -1.9577878e-04, -9.6719399e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_495.wav', 'Vorwärts immer, rückwarts nimmer!', 35, array([ 9.8868964e-05, 1.4638813e-04, 8.2029030e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_508.wav', 'Ein Spanngurt ist gerissen.', 27, array([-1.3210842e-05, 5.2183852e-05, 1.1509426e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_511.wav', 'Das musst du gerade sagen!', 26, array([ 8.16162283e-05, 1.48853534e-04, 1.20252385e-04, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_517.wav', 'Lösen Sie das Captcha!', 23, array([-3.2288870e-05, 5.6598521e-05, 4.2188087e-05, ...,\n",
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+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_329.wav', 'So viele schon?', 15, array([-1.1451387e-04, -9.4770097e-05, 1.3820640e-05, ...,\n",
+ " -9.8718847e-06, 7.8975081e-06, 3.3564411e-05], dtype=float32), 1.32625)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_339.wav', 'Noch nicht.', 11, array([-1.1569849e-03, -1.1234205e-03, -1.1056511e-03, ...,\n",
+ " -4.1461917e-05, -1.9743770e-06, -2.3692524e-05], dtype=float32), 0.9473229166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_351.wav', 'So alt bin ich dann auch wieder nicht.', 38, array([ 1.0957792e-03, 8.6082838e-04, 5.8836438e-04, ...,\n",
+ " -7.7000703e-05, -1.0661636e-04, -5.3308180e-05], dtype=float32), 1.9100520833333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_352.wav', 'Diese Gelegenheit kann man nutzen.', 34, array([ 1.2043700e-04, 1.9743769e-05, 7.5026328e-05, ...,\n",
+ " 3.1590032e-05, 6.5154440e-05, -5.1333802e-05], dtype=float32), 1.9981770833333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_361.wav', 'Bist neidisch, was?', 19, array([ 3.9487539e-05, 1.7769393e-05, -2.9615656e-05, ...,\n",
+ " -5.9231311e-06, 1.9743770e-06, -3.1590032e-05], dtype=float32), 1.4848645833333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_364.wav', 'Puh, das Quiz ist schwer!', 25, array([-5.9231312e-05, -6.9103196e-05, -8.2923834e-05, ...,\n",
+ " 1.3623202e-04, 1.3030888e-04, 2.1520710e-04], dtype=float32), 1.9497083333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_371.wav', 'Alles klärchen!', 16, array([-3.9487541e-06, 3.3564411e-05, 1.5795016e-05, ...,\n",
+ " 5.1333802e-05, 6.1205690e-05, 3.5538786e-05], dtype=float32), 1.5068854166666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_392.wav', 'Zeig mal dein Piercing!', 23, array([ 5.7256933e-05, 1.3820640e-05, 3.5538786e-05, ...,\n",
+ " -6.1205690e-05, -9.8718847e-06, 5.5282559e-05], dtype=float32), 1.7712604166666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_393.wav', 'Parlieren Sie doch im Park!', 27, array([-7.1077571e-05, -5.3308180e-05, -5.7256933e-05, ...,\n",
+ " 1.5795015e-04, 1.1253949e-04, 1.0069323e-04], dtype=float32), 1.8505729166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_400.wav', 'Hä, was? 400', 13, array([ 3.5538786e-04, 2.7443841e-04, 2.5469463e-04, ...,\n",
+ " -6.3180065e-05, -1.7769393e-05, -5.9231311e-06], dtype=float32), 0.98696875)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_431.wav', 'Tun Sie nicht so überrascht!', 29, array([-2.2310461e-04, -2.6259213e-04, -3.0800281e-04, ...,\n",
+ " -7.7000703e-05, -1.0661636e-04, -1.1451387e-04], dtype=float32), 1.6743229166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_438.wav', 'Was lernen wir daraus?', 22, array([ 3.35644108e-05, -7.70007027e-05, -7.30519532e-05, ...,\n",
+ " -1.02667604e-04, -8.68725911e-05, -2.76412793e-05], dtype=float32), 1.9078541666666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_439.wav', 'Was will sie denn noch?', 23, array([ 5.3308180e-05, 5.7256933e-05, -3.9487539e-05, ...,\n",
+ " -3.9487541e-06, 5.5282559e-05, 6.9103196e-05], dtype=float32), 1.7624479166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_441.wav', 'Ich stecke fest.', 16, array([-1.6584767e-04, -1.5795015e-04, -1.3030888e-04, ...,\n",
+ " 9.2795723e-05, 7.5026328e-05, 7.5026328e-05], dtype=float32), 1.2976041666666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_451.wav', 'Es riecht nach Sonnencreme.', 27, array([-4.1461917e-05, -3.7513164e-05, 2.1718148e-05, ...,\n",
+ " -2.7641279e-05, -1.0661636e-04, -1.0069323e-04], dtype=float32), 1.7007604166666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_452.wav', 'Da entlang!', 11, array([-1.7769393e-05, 5.9231311e-06, 1.7769393e-05, ...,\n",
+ " -7.8975081e-06, 7.8975081e-06, 0.0000000e+00], dtype=float32), 0.97815625)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_453.wav', 'Tja, Thaddäus!', 15, array([-9.87188541e-05, -1.46103906e-04, -1.24385755e-04, ...,\n",
+ " 1.02667604e-04, 1.97437703e-06, -2.76412793e-05], dtype=float32), 1.6787395833333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_458.wav', 'Das Leben ist voller Ã\\x9cberraschungen.', 37, array([-3.9487539e-05, 1.1846262e-05, -1.3820640e-05, ...,\n",
+ " 6.1205690e-05, 3.1590032e-05, 1.9743770e-06], dtype=float32), 1.9739375)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_460.wav', 'Danke der Nachfrage!460', 23, array([ 8.29238343e-05, 1.16488241e-04, 9.67444721e-05, ...,\n",
+ " -1.12539492e-04, -1.08590735e-04, -1.42155142e-04], dtype=float32), 1.4275833333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_465.wav', 'Ich will auch so ein Pferd.', 27, array([ 0.0000000e+00, 1.9743770e-06, -3.1590032e-05, ...,\n",
+ " 7.8975077e-05, -3.9487539e-05, -5.7256933e-05], dtype=float32), 1.5404791666666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_473.wav', 'Was hat das zu bedeuten?', 24, array([-1.26360130e-04, -1.08590735e-04, -1.16488241e-04, ...,\n",
+ " 8.29238343e-05, 2.36925243e-05, -1.57950162e-05], dtype=float32), 1.8241354166666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_492.wav', 'Die Narkose wirkt nicht.', 24, array([ 1.7571956e-04, 1.6782204e-04, 7.8975077e-05, ...,\n",
+ " 3.1590032e-05, -2.1718148e-05, -2.7641279e-05], dtype=float32), 1.965125)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_495.wav', 'Dein Bruder ist echt krass drauf.', 33, array([-7.10775712e-05, -3.35644108e-05, -2.17181478e-05, ...,\n",
+ " 1.16488241e-04, 1.02667604e-04, 7.89750775e-05], dtype=float32), 1.9563125)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_498.wav', 'Das behaupten alle.', 19, array([-1.1253949e-04, -1.1846262e-04, -9.8718854e-05, ...,\n",
+ " 5.5282559e-05, -1.1846262e-05, 4.5410670e-05], dtype=float32), 1.3658958333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_500.wav', 'So einfach ist es nicht.', 24, array([-0.00019349, -0.00019744, -0.00022113, ..., -0.00021521,\n",
+ " -0.0002231 , -0.00020534], dtype=float32), 1.7976979166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_503.wav', 'Das gibt ihm den Rest.', 22, array([-3.94875406e-06, -6.71288217e-05, -1.20436998e-04, ...,\n",
+ " 1.04641986e-04, 1.24385755e-04, 1.14513867e-04], dtype=float32), 1.5068958333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_507.wav', 'Was fällt euch ein?', 20, array([9.8718854e-05, 9.0821341e-05, 6.7128822e-05, ..., 1.7374518e-04,\n",
+ " 2.0730958e-04, 1.5795015e-04], dtype=float32), 1.5421458333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_511.wav', 'Lass die Glucke in Ruhe!', 24, array([2.6851529e-04, 2.3692525e-04, 8.2923834e-05, ..., 9.2795723e-05,\n",
+ " 6.3180065e-05, 6.1205690e-05], dtype=float32), 1.4099583333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_512.wav', 'Wieso denn das nicht?', 21, array([-3.9487541e-06, -2.5666901e-05, -6.9103196e-05, ...,\n",
+ " 3.1590032e-05, -1.9743770e-06, 1.3820640e-05], dtype=float32), 1.4804583333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_542.wav', 'Na gut, ich komme mit.', 22, array([ 6.3180065e-05, -3.9487541e-06, 4.3436296e-05, ...,\n",
+ " -6.9103196e-05, -6.5154440e-05, 7.8975081e-06], dtype=float32), 1.8329479166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_543.wav', 'Entschuldige dich bei ihr.', 26, array([-9.6744472e-05, -7.8975077e-05, -5.1333802e-05, ...,\n",
+ " -7.7000703e-05, -1.2241138e-04, -5.9231312e-05], dtype=float32), 1.7624479166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_544.wav', 'Das reimt sich ja.', 18, array([ 1.1056512e-04, 8.4898209e-05, 1.1648824e-04, ...,\n",
+ " -9.0821341e-05, -1.1451387e-04, -1.1253949e-04], dtype=float32), 1.25134375)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_549.wav', 'Sie kamen, um zu bleiben.', 25, array([ 3.9487539e-05, 7.8975081e-06, 3.3564411e-05, ...,\n",
+ " 2.1718148e-05, -2.7641279e-05, -9.6744472e-05], dtype=float32), 1.8593854166666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_555.wav', 'Sie nimmt kein Blatt vor den Mund.', 34, array([-1.1569849e-03, -7.0287823e-04, -5.3308180e-05, ...,\n",
+ " 2.5666901e-05, 1.5795016e-05, -1.9743769e-05], dtype=float32), 1.8021041666666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_556.wav', 'Hoffentlich geht es ihm gut.', 28, array([1.0187785e-03, 1.1372411e-03, 1.2616270e-03, ..., 3.5538786e-05,\n",
+ " 7.8975081e-06, 5.9231312e-05], dtype=float32), 1.9342916666666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_557.wav', 'Vergiss deine Schoner nicht!', 28, array([ 3.9487539e-05, -5.5282559e-05, -2.0336083e-04, ...,\n",
+ " -6.9103196e-05, -7.1077571e-05, -7.1077571e-05], dtype=float32), 1.8461666666666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_590.wav', 'Wenn du schon so fragst!', 24, array([ 1.4610391e-04, 1.4807828e-04, 1.7966831e-04, ...,\n",
+ " 1.7769393e-05, -4.3436296e-05, -2.7641279e-05], dtype=float32), 1.8329479166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_595.wav', 'Was muss ich einkaufen?', 23, array([ 0.00016387, 0.00012636, 0.00011254, ..., -0.00010464,\n",
+ " -0.00011649, -0.00010464], dtype=float32), 1.6038229166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_599.wav', 'Der tut nichts!', 15, array([ 9.2795723e-05, 6.1205690e-05, 2.5666901e-05, ...,\n",
+ " -1.1648824e-04, -9.8718854e-05, -7.8975077e-05], dtype=float32), 1.16321875)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_605.wav', 'Natürlich war es das.', 22, array([3.1590032e-05, 1.9743769e-05, 7.8975077e-05, ..., 1.4610391e-04,\n",
+ " 1.6782204e-04, 1.4412952e-04], dtype=float32), 1.5157083333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_612.wav', 'Sprechen Sie deutsch?', 21, array([ 2.05335207e-04, 1.91514569e-04, 1.57950155e-04, ...,\n",
+ " 2.96156559e-05, -6.31800649e-05, -1.02667604e-04], dtype=float32), 1.5157083333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_616.wav', 'Gleich hole ich Anne ab.', 24, array([6.3180065e-05, 7.1077571e-05, 1.2636013e-04, ..., 2.1718148e-05,\n",
+ " 3.1590032e-05, 1.3820640e-05], dtype=float32), 1.4099583333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_646.wav', 'Ich bin ganz hin und weg!', 25, array([-3.5143911e-04, -2.5666901e-04, -1.6979642e-04, ...,\n",
+ " -4.3436296e-05, -6.1205690e-05, 4.3436296e-05], dtype=float32), 1.7800729166666667)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_647.wav', 'Frische Luft tut gut.', 21, array([ 1.04641986e-04, 1.97437703e-06, -7.89750811e-06, ...,\n",
+ " 8.48982090e-05, 1.38206397e-05, -7.89750811e-06], dtype=float32), 1.6655104166666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_652.wav', 'Nein, du Genie!', 15, array([1.3623202e-04, 1.2833450e-04, 1.2833450e-04, ..., 2.7641279e-05,\n",
+ " 4.5410670e-05, 5.1333802e-05], dtype=float32), 1.5068958333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_675.wav', 'Das kann doch wohl nicht wahr sein!', 35, array([-1.9743769e-05, -3.3564411e-05, 3.1590032e-05, ...,\n",
+ " 9.2795723e-05, 9.6744472e-05, 1.2043700e-04], dtype=float32), 1.9827604166666666)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_684.wav', 'Jedes Kind weiÃ\\x9f das.', 21, array([-1.204370e-04, -1.382064e-04, -9.674447e-05, ..., -1.461039e-04,\n",
+ " -1.382064e-04, -8.489821e-05], dtype=float32), 1.4716458333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_711.wav', 'Die werden ja nicht schlecht.', 29, array([-1.3030888e-04, -1.0069323e-04, -8.2923834e-05, ...,\n",
+ " -1.3228325e-04, -1.1253949e-04, -9.6744472e-05], dtype=float32), 1.4716458333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_719.wav', 'Das Leben ist schön!', 21, array([ 2.5666901e-05, 4.7385049e-05, 2.9615656e-05, ...,\n",
+ " -3.3564411e-05, 3.3564411e-05, 7.8975077e-05], dtype=float32), 1.2953958333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_720.wav', 'Was machst du jetzt?', 20, array([-1.5597578e-04, -1.2833450e-04, -1.3425764e-04, ...,\n",
+ " -5.3308180e-05, -3.9487541e-06, 3.9487541e-06], dtype=float32), 1.4099583333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_728.wav', 'Falsche Antwort.', 16, array([-5.1333802e-05, -1.1846262e-05, 9.8718847e-06, ...,\n",
+ " -9.8718847e-06, -4.7385049e-05, -5.3308180e-05], dtype=float32), 1.3923333333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_743.wav', 'Oder wir gehen Burger essen.', 28, array([-2.9615656e-05, -4.7385049e-05, -3.1590032e-05, ...,\n",
+ " -8.2923834e-05, -5.1333802e-05, 6.3180065e-05], dtype=float32), 1.7007604166666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_744.wav', 'Lasst mich allein!', 18, array([-0.00018757, -0.00018757, -0.00024877, ..., -0.00011846,\n",
+ " -0.00011057, -0.00013031], dtype=float32), 1.7007604166666668)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_745.wav', 'Da sind wir wieder.', 19, array([7.2459638e-04, 7.7395578e-04, 8.3911023e-04, ..., 0.0000000e+00,\n",
+ " 1.3820640e-05, 1.7769393e-05], dtype=float32), 1.4804583333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_754.wav', 'So weit, so gut.', 16, array([-1.7769393e-05, -3.5538786e-05, 3.5538786e-05, ...,\n",
+ " 9.8718847e-06, -5.3308180e-05, -4.3436296e-05], dtype=float32), 1.5245208333333333)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_756.wav', 'Alles war voller Qualm.', 23, array([ 6.3180065e-05, 2.9615656e-05, 3.7513164e-05, ...,\n",
+ " -3.1590032e-05, -3.3564411e-05, 2.1718148e-05], dtype=float32), 1.5333333333333334)\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_9_FINAL/9_765.wav', 'Fick dich!', 10, array([-3.9487539e-05, -8.0949460e-05, -5.7256933e-05, ...,\n",
+ " 3.9487539e-05, 7.8975077e-05, 9.4770097e-05], dtype=float32), 0.9076666666666666)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# print clips shorter than 2 sec\n",
+ "for item in data:\n",
+ " if item[-1] < 2:\n",
+ " print(item)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "sec_per_chars = []\n",
+ "for item in data:\n",
+ " text = item[1]\n",
+ " dur = item[-1]\n",
+ " sec_per_char = dur / len(text)\n",
+ " sec_per_chars.append(sec_per_char)\n",
+ "# sec_per_char /= len(data)\n",
+ "# print(sec_per_char)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " > Average durations per char: 0.07641993439576344\n",
+ " > STD duration per char: 0.015251748851166484\n"
+ ]
+ }
+ ],
+ "source": [
+ "mean = np.mean(sec_per_chars)\n",
+ "std = np.std(sec_per_chars)\n",
+ "print(\" > Average durations per char: \", mean)\n",
+ "print(\" > STD duration per char: \", std)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "# fit a distribution\n",
+ "dist = norm(mean, std)\n",
+ "\n",
+ "# find irregular instances long or short voice durations\n",
+ "items =[]\n",
+ "pdfs = []\n",
+ "for item in data:\n",
+ " text = item[1]\n",
+ " dur = item[-1]\n",
+ " sec_per_char = dur / len(text)\n",
+ " pdf = norm.pdf(sec_per_char)\n",
+ " pdfs.append(pdf)\n",
+ " items.append(item)\n",
+ "# if pdf < 0.395:\n",
+ "# print(item)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plot pdf values too see outliers\n",
+ "plt.figure(figsize=[16,16])\n",
+ "plt.plot(pdfs)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_11_FINAL/11_227.wav', 'Q-R-S-T-U-V-W-X-Y-Z macht es komplett!', 38, array([-4.0032621e-04, -3.3042193e-04, -3.4537757e-04, ...,\n",
+ " 7.7704317e-06, 2.7401828e-05, 7.1041533e-05], dtype=float32), 11.323739583333333) 0.38161673291429454\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_14_FINAL/14_496.wav', 'Ist der Kuli blau?', 18, array([ 1.2363373e-05, -3.6298752e-05, 2.1456377e-05, ...,\n",
+ " 3.9692618e-06, -6.7328816e-05, -9.5399046e-05], dtype=float32), 5.530666666666667) 0.38054811432758695\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_17_FINAL/17_426.wav', 'H-I-J-K-L-M-N-O-P!', 18, array([ 4.7872534e-05, -3.4164757e-05, -2.1835160e-04, ...,\n",
+ " -4.3899294e-05, -7.5021897e-05, -3.4489829e-05], dtype=float32), 11.167979166666667) 0.32909346861901806\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_2_FINAL/2_119.wav', 'Kann ich mich irgendwie revanchieren?', 37, array([-5.1586820e-05, -9.1837741e-05, -9.9342957e-05, ...,\n",
+ " -1.4234778e-04, -1.2327779e-04, -1.4810068e-04], dtype=float32), 9.728) 0.3853891360487213\n",
+ "('/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_5_FINAL/5_41.wav', 'Ja, eben.', 9, array([ 8.6438486e-05, 1.5554321e-04, 1.1511238e-04, ...,\n",
+ " -1.3761004e-05, -2.3534812e-05, -5.6318945e-06], dtype=float32), 2.1033333333333335) 0.38819509492217963\n"
+ ]
+ }
+ ],
+ "source": [
+ "# print outliers\n",
+ "threshold = 0.39\n",
+ "for item, pdf in zip(items, pdfs):\n",
+ " if pdf < threshold:\n",
+ " print(item, pdf)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from IPython.display import Audio\n",
+ "Audio(\"/home/erogol/Data/Mozilla_DE_Thomas3/BATCH_2_FINAL/2_119.wav\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "source": [
+ "### Plot Dataset Statistics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.title(\"text length vs mean audio duration\")\n",
+ "plt.scatter(list(text_vs_avg.keys()), list(text_vs_avg.values()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.title(\"text length vs median audio duration\")\n",
+ "plt.scatter(list(text_vs_median.keys()), list(text_vs_median.values()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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txrqkr3r2HB/bsdj31Eavfw1UpdKkteeAXjODWMB42Dp5D3k3Npf2L+cGw6JVfxrnyxv7VdQrLUpNZG1bPhisW7Oa+7e+gs9ueTG33rN3IKmNXr/k69BJmBROudRQFYtIdarseyhzY7P1OHmvORTB/VtfASRVDDtNXXWTmmjeNqjURq+zSatUadKKOaDbWMvLtzdkBcMyOfpuJty0O267cw7y/kevX/J16CRMAqdcbKxs27l4xMiTF528fkU6oFlWMCyTQugmdVV03DLndGrDeuUeuo2NrAlHH9uxyKuePceNX3goudHYYt/jB9i2c/GIQFw2hdBpr7TMcYu2ObVhvfLUfxsbeXntudkZPrvlxWzbuciV2+9aMXqleUr9uM54HNd2W/956r9VWtlg1e6m4QWnz3H1zffmLskGjGVZhDqUc7DhKJVDl3SOpHsl7ZK0JWef/ybpbkl3SfrT/jbTxk1rrrvdmPAyY6/LjIcuCvrjOuNxXNttw9e2hy5pCrgGOAvYA9wuaXtE3N20z4nAFcAZEfGIpO8ZVIOtmlpnQf77tw8cngVZ1KPspEhVmZEnRSNFyg4LrFp6wzM1rawyPfTnArsi4r6IeBy4ATi/ZZ+fBq6JiEcAIuLh/jbTqixrFmTzlHbI71F2EqzKjDzJGikC8Nh3DjC7djrzXM09/Ky/GC7/6J2c9va/HEhNlzJGNVOz7F9ZVh1lcuhzwO6mx3uA57Xs858AJH0WmAKujIhPtx5I0qXApQCbNm3qpr1WYFQ9y7yZl626HRMOK9/bu15zWuZ7azz39r+464hRL0v7l5leJaanxPLBI+unNPfw82Z0NvLyo8hfj2IRCuftx1O/xqGvBk4EzgQuBv5A0mzrThFxbUTMR8T8+vXr+3Rqg9GWOC37p38jSDd6fpu33MhDj658bWuw6vS9XXD6HGuPWtlXWT4UrDtqdWEPv8x7GXb+ehTlHNrl7d17r6YyPfRF4PimxxvT55rtAW6LiGXgfklfIQnwt/elldbWKFdvbzdbE74bpFt7fi2ZGWZnprnyvFNWjN3u9L3lBeZH9y9zx9te1tN7KTr+oAx7pmZRKsy99+oq00O/HThR0gmSjgIuAra37LONpHeOpGNJUjD39bGd1sYob5xl5a2np3REJcFGj7JdembdmtVHBIVtOxdzA+zi0v7cHmJefjmgsEeZl4NvVfdKg0V5e4+6qa62PfSIOCDpMuBmkvz4ByLiLknvABYiYnu67WWS7gYOApdHxDcH2XA70ijroHcyw7HdF0zz9kZPsEhzCqa5LVl554aiHmXre2kdsQNHpoSqNiKmX4ry9j//4TsyX+NRN6PnmaI1UaVFh4vkzfZsmJI4FMGG2Rke+86BwprlrRozRhsawTbvfK3758kL2uNyzbuV977bzdi1wSqaKeqAXiPj0FvMCoL9Ijhc/rbZCVtuzKxvnrd/WZMa2Or+RVZ1nvo/ITq5cTao4N963BedvJ5b79l7xHmuuvDUwz3nKYmDEYf/W0bevkV530GkoyZ1wo+LiFWXA/oE6nSUQnPqohFM5zI+xFnH/ZPPf+3w9sZ5rrrw1BU92BO23Fiq7TPTU4eXais7LntQ47iLvijG4a+lXrg+ejU55TKBOkkVFKVIpleJJxy9mqV9yx3lvLPOk9emY9ZOs/ao1Zn5604C5iACbF7qIe8LxykJ6wenXOwInaQKioYZLh+Kw7Mxy4zdblhMxzK3TtnPCo5v++FTMoNgN7XK+x1M81IPo5wTMGh1/8tj3DmgT6BOcsqDyge3pnjGNS+b9UVR12F9nlBUfQ7oE6iTnHLZmZOdyuqx1iUvO8o5AYNU57886sJrik6grNogr3p2MouzdeZl2ZmTDcesnT7iuK97fn4RtnHvseap69qgkzqqZ5y4hz6hmnvDZf6ULpqg05CX8771nr217LHmGdf0UTt1/cujThzQLfdP6Td/5E6gOPg3HLN2OvcG5ijKv45aXdJHzSbx/+O4cUC33D+ZD0b05eZlXXusk8b/H6vP49CtbX2Vuk9lNxsnRePQfVN0zAxiYYF2Nz5908tsPLiHXmFZdVFaZyBC9qIQnZ6j3Q3PrKn+ZjZ8nilacVmz74AVI08+9PmvZVYNXNq/3NUEj04qH3oSiVn1uYc+YllBdXpVUgCrdXm2dvJy3Z3WtS6qfOh8utlouYdeYZmrzHcayVNZue6sMeZv+vAdvP0v7jpch6XVoQgEmX8NOJ9uVl0O6CPWzwCZNcEjr7jWI/uWc4N24zieRDKZXIBrfHmUy4j1K0DmTfAo+sIIklV7so5T1+nrVqzxF93i0v4j1mvtx2gqGzz30Iesufczu3aa7/SwFFvz+ptZvahtOxdZ1WYloCDJi+f1xtxTmywuwDXeHNAHrDWAN68gn5XDnplexYFDwfLB9nn0QxG5a2I2elrtlnUruslZx+nrVswFuMabA/oAtd6QzLsJ2ezJ69YcXiSh0TPOWwmoaKmzooUpGpxCsVajKsDlvH1/lAroks4B3gNMAe+PiK05+70K+CjwnIiYuDGJrb+U+x4/0PHq9g8u7V/RM85b6uxFJ6/PrZJY1KMS+ENjmUZRgMsLZ/RP24AuaQq4BjgL2APcLml7RNzdst8TgTcCtw2ioVWX9UvZjayeUDdLneX1tDyO3IqMogCX8/b9U6aH/lxgV0TcByDpBuB84O6W/X4deCdweV9bOCbKpDjaKeoJdbrU2btec5pLnVpXhn3vxHn7/ikzbHEO2N30eE/63GGSngUcHxE39rFtAzOIAldlf/mmp8TszDQiqSHe+Llo1aA8eXnNDbMzmasSedV5q6Ki32PrTM83RSWtAn4HeH2JfS8FLgXYtCl/abJBGlS+Li/FMTszzbo1q1lc2s+UxPLBYN2a1SuKaXXTrnb5To9SsXHghTP6p0xAXwSOb3q8MX2u4YnA04HPSAL4PmC7pPNab4xGxLXAtZDUcumh3V3rR74uqwrivscPrNhvZnqKK887BVhZaCtribdO2+UFB6wO/HvcP22Lc0laDXwFeAlJIL8deG1E3JWz/2eAX2w3ymVQxbmKhj9t27nIm3LyzoLcMd2txy9ToXBmehVHT0+xtG85d3JP8w3KE7bcmDkNv2y7zGwy9FScKyIOSLoMuJlk2OIHIuIuSe8AFiJie3+b272itAVwxM+tGvm6duNhy978/PbyIfYvHwLIndzTnHf3Arxm1qtalc/NKwc7V1BsCpLUyFUXngqQ2ftuXkAiryfdjeYeet5Yc9/INLNmE1M+t9vhT41g/uaP3JnZm25eQCKvJ92p1ps+ziOaWa9qFdDbpS2Keu/t6p40blBm3ZFvlVeWtl0xLY9KMbNe1Cqgtxv+lLetbF68MS0f4Mrtd2XWV5mdmeaVzzxuxdqfTp+Y2aDVKqCXSVtkbcubcdmq0dNv9KSLbqDOP/XJTp+Y2VDV6qZot/JupjZzD9vMqqDopqhXLILM1XmmV4lj1k572ryZjY1apVy6VXaEiWs2m1mVOaCn2o0wcc1mM6s6p1xKKqq1YmZWBQ7oJblms5lV3USnXDrJibvWiplV3cT20Bs58cWl/QTfzYnnLSqRNRLGNZvNrEomNqB3mhP3CkBmVnUTkXLJSq10kxN3rRUzq7LaB/S84Yaza6d5ZN/KWizOiZvZuKp9yiUvtRKBc+JmVitjH9C37VzkjK23cMKWGzlj6y0rbmrmpVAe3b/snLiZ1cpYp1zazd7ctnMxdz3PDbMzzombWa2MdUBvN1Ilb9EKp1bMrI7GOuVSNFIlb9GKKcmpFTOrpbEO6HkjUjbMzuQG+0MRDuZmVktjHdCLZm8WBXszG752Axisd2OdQ29Xx7xofVEzGx6Xnx6OUgFd0jnAe4Ap4P0RsbVl+y8AbwAOAHuBn4qIr/a5rZnyRqqUXbTCzAavaACDP5P90zagS5oCrgHOAvYAt0vaHhF3N+22E5iPiH2Sfgb438BrBtHgTnhYotnobdu5mLtmr8tP91eZHvpzgV0RcR+ApBuA84HDAT0ibm3a//PA6/rZyCxeDs6s+hqpljy+p9VfZW6KzgG7mx7vSZ/LcwnwqawNki6VtCBpYe/eveVb2aLT0rdmNhp5w4fB97QGoa+jXCS9DpgHrs7aHhHXRsR8RMyvX7++6/N4OTiz8VCUUvF8kP4rE9AXgeObHm9MnzuCpJcCbwHOi4jv9Kd52fJ+SRaX9ntIlFmF5KVU5tLSG9ZfZQL67cCJkk6QdBRwEbC9eQdJpwO/TxLMH+5/M49UlHdzCsasOrzS13C1DegRcQC4DLgZ+DLwkYi4S9I7JJ2X7nY18ATgzyTdIWl7zuH6IuuXpJVTMGaj55W+hkuRUbxqGObn52NhYaHr1zePcsl7BwLu3/qKrs9hZqPhUWz5JO2IiPmsbWM7U7R5jPkZW2/JHOfqIVFm48ezSrs31rVcGpynM6sPj2Lr3tj20Jt5mr9ZfXSzgLslahHQwdP8zepiw+yMU6hdqkXKxczqwynU7tWmh25m9eAUavcc0M2scpxC7Y5TLmZmNeGAbmZWEw7oZmY14YBuZlYTY3VT1PUdzMzyjU1Ad30HM7NiY5NycX0HM7NiYxPQXd/BzKzY2AT0vDoOru9gZpYYm4Du+g5mZsXG5qao6zuYmRUbm4AOru9gZlZkbFIuZmZWzAHdzKwmHNDNzGrCAd3MrCZK3RSVdA7wHmAKeH9EbG3Zvgb4Y+DZwDeB10TEA/1tqpmNg0bNpcWl/UxJHIxgrmVUWt4+Lzp5Pbfes7fUSLbm2k5PmplGgqV9y5mv63cdqG6PN+h6VIqI4h2kKeArwFnAHuB24OKIuLtpn/8JPCMi/oeki4AfiYjXFB13fn4+FhYWem2/mVVIa82lZjPTU1x14akAufvkvaY16BWdp/V1WfvmHbeMbo/Xr3ZI2hER81nbyqRcngvsioj7IuJx4Abg/JZ9zgf+b/rzR4GXSFLpFppZLWTVXGpo1F4q2ifvNZ2cp/V1/a4D1e3xhlGPqkxAnwN2Nz3ekz6XuU9EHAAeBZ7SeiBJl0pakLSwd+/e7lpsZpXVrrbSg0v7O66/lLV/mWM09ul3HahujzeMelRDvSkaEddGxHxEzK9fv36YpzazIWhXW2nD7EzH9Zey9i9zjMY+/a4D1e3xhlGPqkxAXwSOb3q8MX0ucx9Jq4EnkdwcNbMJklVzqaFRe6lon7zXdHKe1tf1uw5Ut8cbRj2qMqNcbgdOlHQCSeC+CHhtyz7bgZ8APge8Grgl2t1tNbPaaa65VDTKJW+fsqNcWms7FY1y6XcdqG6PN4x6VG1HuQBIOhd4N8mwxQ9ExG9KegewEBHbJR0NfBA4HfgWcFFE3Fd0TI9yMTPrXNEol1Lj0CPiJuCmlufe2vTzt4Ef7aWRZmbWG88UNTOrCQd0M7OacEA3M6sJB3Qzs5ooNcplICeW9gJfbXrqWOAbI2lM98atzePWXhi/Nru9gzdube53e58aEZkzM0cW0FtJWsgbilNV49bmcWsvjF+b3d7BG7c2D7O9TrmYmdWEA7qZWU1UKaBfO+oGdGHc2jxu7YXxa7PbO3jj1uahtbcyOXQzM+tNlXroZmbWAwd0M7OaqERAl3SOpHsl7ZK0ZdTtaSXpeEm3Srpb0l2S3pg+/2RJfyXpn9L/HjPqtjaTNCVpp6RPpo9PkHRbep0/LOmoUbexmaRZSR+VdI+kL0t6QZWvsaSfT38fviTpeklHV+0aS/qApIclfanpucxrqsTvpm3/gqRnVajNV6e/F1+Q9OeSZpu2XZG2+V5JZ1ehvU3b3iwpJB2bPh7oNR55QE8Xob4GeDnwNOBiSU8bbatWOAC8OSKeBjwf+Nm0jVuAv4mIE4G/SR9XyRuBLzc9fifwroj4j8AjwCUjaVW+9wCfjoiTgWeStL2S11jSHPBzwHxEPJ2ktPRFVO8aXwec0/Jc3jV9OXBi+u9S4L1DamOr61jZ5r8Cnh4RzyBZtP4KgPRzeBFwSvqa30tjyjBdx8r2Iul44GXA15qeHuw1joiR/gNeANzc9PgK4IpRt6tNmz8BnAXcCxyXPncccO+o29bUxo0kH9YXA58ERDJbbXXWdR/1P5JVru4nvVHf9Hwlr7yx4c4AAALeSURBVDHfXUf3ySRlqD8JnF3FawxsBr7U7poCvw9cnLXfqNvcsu1HgA+lPx8RL4CbgRdUob3AR0k6Jg8Axw7jGo+8h065RagrQ9JmkoU8bgO+NyIeSjd9HfjeETUry7uBXwIOpY+fAixFsog3VO86nwDsBf4oTRO9X9I6KnqNI2IR+C2S3tdDJAuj76Da17gh75qOy2fxp4BPpT9Xss2SzgcWI+LOlk0DbW8VAvrYkPQE4GPAmyLiX5u3RfJ1W4kxoJJeCTwcETtG3ZYOrAaeBbw3Ik4HHqMlvVKxa3wMcD7JF9EGYB0Zf3ZXXZWuaRmS3kKSAv3QqNuSR9Ja4FeAt7bbt9+qENDLLEI9cpKmSYL5hyLi4+nT/yLpuHT7ccDDo2pfizOA8yQ9ANxAknZ5DzCbLuIN1bvOe4A9EXFb+vijJAG+qtf4pcD9EbE3IpaBj5Nc9ypf44a8a1rpz6Kk1wOvBH4s/SKCarb5B0i+6O9MP4MbgX+U9H0MuL1VCOiHF6FORwRcRLLodGVIEvCHwJcj4neaNjUWxyb97yeG3bYsEXFFRGyMiM0k1/OWiPgx4FaSRbyhQu0FiIivA7slNZZAfwlwNxW9xiSpludLWpv+fjTaW9lr3CTvmm4H/ns6EuP5wKNNqZmRknQOSQrxvIjY17RpO3CRpDVKFrI/EfiHUbSxISK+GBHfExGb08/gHuBZ6e/4YK/xKG54ZNxQOJfkzvU/A28ZdXsy2veDJH+WfgG4I/13Lkle+m+AfwL+GnjyqNua0fYzgU+mP38/yS/7LuDPgDWjbl9LW08DFtLrvA04psrXGHg7cA/wJZJF0tdU7RoD15Pk+JdJAssledeU5Mb5Nenn8IskI3iq0uZdJLnnxufvfU37vyVt873Ay6vQ3pbtD/Ddm6IDvcae+m9mVhNVSLmYmVkfOKCbmdWEA7qZWU04oJuZ1YQDuplZTTigm5nVhAO6mVlN/H+kdrVI+Iu3mgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.title(\"text length vs STD\")\n",
+ "plt.scatter(list(text_vs_std.keys()), list(text_vs_std.values()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.title(\"text length vs # instances\")\n",
+ "plt.scatter(list(text_len_counter.keys()), list(text_len_counter.values()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "source": [
+ "### Check words frequencies"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "Collapsed": "false"
+ },
+ "outputs": [],
+ "source": [
+ "w_count_df = pd.DataFrame.from_dict(w_count, orient='index')\n",
+ "w_count_df.sort_values(0, ascending=False, inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {
+ "Collapsed": "false",
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " 0 | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " | die | \n",
+ " 3066 | \n",
+ "
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+ " \n",
+ " | der | \n",
+ " 2362 | \n",
+ "
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+ " \n",
+ " | das | \n",
+ " 1794 | \n",
+ "
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+ " \n",
+ " | ist | \n",
+ " 1767 | \n",
+ "
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+ " \n",
+ " | nicht | \n",
+ " 1467 | \n",
+ "
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+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ "
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+ " \n",
+ " | wertvollsten, | \n",
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+ " \n",
+ " | blutgruppe | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ " | gelenkschmerzen | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ " | entgeltbefreiung | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ " | anrã¼cken. | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ "
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+ "
27102 rows × 1 columns
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+ "