diff --git a/README.md b/README.md
index e144dd9..80a0420 100644
--- a/README.md
+++ b/README.md
@@ -1,97 +1,97 @@
-[](mailto:hello@silero.ai) [](https://t.me/silero_speech) [](https://github.com/snakers4/silero-vad/blob/master/LICENSE)
-
-[](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb)
-
-
-
-
-Silero VAD
-
-
-**Silero VAD** - pre-trained enterprise-grade [Voice Activity Detector](https://en.wikipedia.org/wiki/Voice_activity_detection) (also see our [STT models](https://github.com/snakers4/silero-models)).
-
-This repository also includes Number Detector and Language classifier [models](https://github.com/snakers4/silero-vad/wiki/Other-Models)
-
-
-
-
- 
-
-
-
-Real Time Example
-
-https://user-images.githubusercontent.com/36505480/144874384-95f80f6d-a4f1-42cc-9be7-004c891dd481.mp4
-
-
-
-
-Key Features
-
-
-- **High accuracy**
-
- Silero VAD has [excellent results](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics#vs-other-available-solutions) on speech detection tasks.
-
-- **Fast**
-
- One audio chunk (30+ ms) [takes](https://github.com/snakers4/silero-vad/wiki/Performance-Metrics#silero-vad-performance-metrics) around **1ms** to be processed on a single CPU thread. Using batching or GPU can also improve performance considerably.
-
-- **Lightweight**
-
- JIT model is less than one megabyte in size.
-
-- **General**
-
- Silero VAD was trained on huge corpora that include over **100** languages and it performs well on audios from different domains with various background noise and quality levels.
-
-- **Flexible sampling rate**
-
- Silero VAD [supports](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics#sample-rate-comparison) **8000 Hz** and **16000 Hz** [sampling rates](https://en.wikipedia.org/wiki/Sampling_(signal_processing)#Sampling_rate).
-
-- **Flexible chunk size**
-
- Model was trained on audio chunks of different lengths. **30 ms**, **60 ms** and **100 ms** long chunks are supported directly, others may work as well.
-
-
-Typical Use Cases
-
-
-- Voice activity detection for IOT / edge / mobile use cases
-- Data cleaning and preparation, voice detection in general
-- Telephony and call-center automation, voice bots
-- Voice interfaces
-
-
-Links
-
-
-
-- [Examples and Dependencies](https://github.com/snakers4/silero-vad/wiki/Examples-and-Dependencies#dependencies)
-- [Quality Metrics](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics)
-- [Performance Metrics](https://github.com/snakers4/silero-vad/wiki/Performance-Metrics)
-- Number Detector and Language classifier [models](https://github.com/snakers4/silero-vad/wiki/Other-Models)
-- [Versions and Available Models](https://github.com/snakers4/silero-vad/wiki/Version-history-and-Available-Models)
-
-
-Get In Touch
-
-
-Try our models, create an [issue](https://github.com/snakers4/silero-vad/issues/new), start a [discussion](https://github.com/snakers4/silero-vad/discussions/new), join our telegram [chat](https://t.me/silero_speech), [email](mailto:hello@silero.ai) us, read our [news](https://t.me/silero_news).
-
-Please see our [wiki](https://github.com/snakers4/silero-models/wiki) and [tiers](https://github.com/snakers4/silero-models/wiki/Licensing-and-Tiers) for relevant information and [email](mailto:hello@silero.ai) us directly.
-
-**Citations**
-
-```
-@misc{Silero VAD,
- author = {Silero Team},
- title = {Silero VAD: pre-trained enterprise-grade Voice Activity Detector (VAD), Number Detector and Language Classifier},
- year = {2021},
- publisher = {GitHub},
- journal = {GitHub repository},
- howpublished = {\url{https://github.com/snakers4/silero-vad}},
- commit = {insert_some_commit_here},
- email = {hello@silero.ai}
-}
-```
+[](mailto:hello@silero.ai) [](https://t.me/silero_speech) [](https://github.com/snakers4/silero-vad/blob/master/LICENSE)
+
+[](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb)
+
+
+
+
+Silero VAD
+
+
+**Silero VAD** - pre-trained enterprise-grade [Voice Activity Detector](https://en.wikipedia.org/wiki/Voice_activity_detection) (also see our [STT models](https://github.com/snakers4/silero-models)).
+
+This repository also includes Number Detector and Language classifier [models](https://github.com/snakers4/silero-vad/wiki/Other-Models)
+
+
+
+
+
+
+
+
+Real Time Example
+
+https://user-images.githubusercontent.com/36505480/144874384-95f80f6d-a4f1-42cc-9be7-004c891dd481.mp4
+
+
+
+
+Key Features
+
+
+- **High accuracy**
+
+ Silero VAD has [excellent results](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics#vs-other-available-solutions) on speech detection tasks.
+
+- **Fast**
+
+ One audio chunk (30+ ms) [takes](https://github.com/snakers4/silero-vad/wiki/Performance-Metrics#silero-vad-performance-metrics) around **1ms** to be processed on a single CPU thread. Using batching or GPU can also improve performance considerably.
+
+- **Lightweight**
+
+ JIT model is less than one megabyte in size.
+
+- **General**
+
+ Silero VAD was trained on huge corpora that include over **100** languages and it performs well on audios from different domains with various background noise and quality levels.
+
+- **Flexible sampling rate**
+
+ Silero VAD [supports](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics#sample-rate-comparison) **8000 Hz** and **16000 Hz** [sampling rates](https://en.wikipedia.org/wiki/Sampling_(signal_processing)#Sampling_rate).
+
+- **Flexible chunk size**
+
+ Model was trained on audio chunks of different lengths. **30 ms**, **60 ms** and **100 ms** long chunks are supported directly, others may work as well.
+
+
+Typical Use Cases
+
+
+- Voice activity detection for IOT / edge / mobile use cases
+- Data cleaning and preparation, voice detection in general
+- Telephony and call-center automation, voice bots
+- Voice interfaces
+
+
+Links
+
+
+
+- [Examples and Dependencies](https://github.com/snakers4/silero-vad/wiki/Examples-and-Dependencies#dependencies)
+- [Quality Metrics](https://github.com/snakers4/silero-vad/wiki/Quality-Metrics)
+- [Performance Metrics](https://github.com/snakers4/silero-vad/wiki/Performance-Metrics)
+- Number Detector and Language classifier [models](https://github.com/snakers4/silero-vad/wiki/Other-Models)
+- [Versions and Available Models](https://github.com/snakers4/silero-vad/wiki/Version-history-and-Available-Models)
+
+
+Get In Touch
+
+
+Try our models, create an [issue](https://github.com/snakers4/silero-vad/issues/new), start a [discussion](https://github.com/snakers4/silero-vad/discussions/new), join our telegram [chat](https://t.me/silero_speech), [email](mailto:hello@silero.ai) us, read our [news](https://t.me/silero_news).
+
+Please see our [wiki](https://github.com/snakers4/silero-models/wiki) and [tiers](https://github.com/snakers4/silero-models/wiki/Licensing-and-Tiers) for relevant information and [email](mailto:hello@silero.ai) us directly.
+
+**Citations**
+
+```
+@misc{Silero VAD,
+ author = {Silero Team},
+ title = {Silero VAD: pre-trained enterprise-grade Voice Activity Detector (VAD), Number Detector and Language Classifier},
+ year = {2021},
+ publisher = {GitHub},
+ journal = {GitHub repository},
+ howpublished = {\url{https://github.com/snakers4/silero-vad}},
+ commit = {insert_some_commit_here},
+ email = {hello@silero.ai}
+}
+```
\ No newline at end of file