diff --git a/Dockerfile b/Dockerfile
index a3f735f..3afd607 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,11 +6,14 @@ WORKDIR /app
 COPY requirements.txt .
 
 # Install system dependencies required for building Python packages
-RUN apt-get update && apt-get install -y --no-install-recommends gcc libffi-dev libssl-dev
+RUN apt-get update && apt-get install -y --no-install-recommends wget gcc libffi-dev libssl-dev
 
 # Install Python dependencies including redis with hiredis support
 RUN pip install --no-cache-dir -r requirements.txt
 
+# Download and install the Russian language model
+RUN python -m spacy download ru_core_news_md
+
 COPY . .
 
 EXPOSE 8080
diff --git a/nlp/segment_text.py b/nlp/segment_text.py
index 56af820..6e3d02f 100644
--- a/nlp/segment_text.py
+++ b/nlp/segment_text.py
@@ -1,7 +1,8 @@
 import spacy
+from spacy.lang.ru.examples import 
 
 # Load the Russian language model
-nlp = spacy.load("ru_core_news_sm")
+nlp = spacy.load("ru_core_news_md")
 
 def segment_text(text):
     """
@@ -11,7 +12,7 @@ def segment_text(text):
     doc = nlp(text)
 
     # Extract words from the processed document
-    segmented_text = ' '.join([token.text for token in doc])
+    segmented_text = ' '.join([token.text for token in doc if not token.is_space])
 
     return segmented_text
 
diff --git a/requirements.txt b/requirements.txt
index c4d9f2b..0c7e787 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -3,6 +3,4 @@ aiohttp
 aiofiles
 spacy
 transformers
-easyocr
-# protobuf
-# sentencepiece
\ No newline at end of file
+easyocr
\ No newline at end of file