diff --git a/poetry.lock b/poetry.lock
index 4788649..629139f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -624,6 +624,65 @@ files = [
     {file = "compressed_rtf-1.0.6.tar.gz", hash = "sha256:c1c827f1d124d24608981a56e8b8691eb1f2a69a78ccad6440e7d92fde1781dd"},
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.1.0"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "contourpy-1.1.0.tar.gz", hash = "sha256:e53046c3863828d21d531cc3b53786e6580eb1ba02477e8681009b6aa0870b21"},
+]
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.2.0)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "7.3.1"
@@ -703,6 +762,18 @@ files = [
 [package.extras]
 dev = ["polib"]
 
+[[package]]
+name = "cycler"
+version = "0.11.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
 [[package]]
 name = "decorator"
 version = "5.1.1"
@@ -907,6 +978,22 @@ redis = ">=3,<4.0.0 || >4.0.0,<4.0.1 || >4.0.1"
 [package.extras]
 hiredis = ["redis[hiredis] (>=3,!=4.0.0,!=4.0.1)"]
 
+[[package]]
+name = "django-rest-framework-proxy"
+version = "1.6.0"
+description = "Django Rest Framework Proxy allows easy proxying of incoming REST requests"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+django = ">=1.7"
+djangorestframework = ">=3.1.0"
+requests = ">=1.1.0"
+
 [[package]]
 name = "django-structlog"
 version = "4.1.1"
@@ -1221,6 +1308,64 @@ prometheus-client = ">=0.8.0"
 pytz = "*"
 tornado = ">=5.0.0,<7.0.0"
 
+[[package]]
+name = "fonttools"
+version = "4.42.1"
+description = "Tools to manipulate font files"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["munkres", "scipy"]
+lxml = ["lxml (>=4.0,<5)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
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+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "humanize"
 version = "4.8.0"
@@ -1436,6 +1581,120 @@ files = [
 [package.dependencies]
 referencing = ">=0.28.0"
 
+[[package]]
+name = "kiwisolver"
+version = "1.4.5"
+description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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 [[package]]
 name = "kombu"
 version = "5.3.2"
@@ -1683,6 +1942,68 @@ files = [
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 ]
 
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+category = "main"
+optional = false
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+    {file = "matplotlib-3.7.2.tar.gz", hash = "sha256:a8cdb91dddb04436bd2f098b8fdf4b81352e68cf4d2c6756fcc414791076569b"},
+]
+
+[package.dependencies]
+contourpy = ">=1.0.1"
+cycler = ">=0.10"
+fonttools = ">=4.22.0"
+kiwisolver = ">=1.0.1"
+numpy = ">=1.20"
+packaging = ">=20.0"
+pillow = ">=6.2.0"
+pyparsing = ">=2.3.1,<3.1"
+python-dateutil = ">=2.7"
+
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
@@ -1787,6 +2108,41 @@ files = [
 [package.dependencies]
 setuptools = "*"
 
+[[package]]
+name = "numpy"
+version = "1.25.2"
+description = "Fundamental package for array computing in Python"
+category = "main"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "numpy-1.25.2.tar.gz", hash = "sha256:fd608e19c8d7c55021dffd43bfe5492fab8cc105cc8986f813f8c3c048b38760"},
+]
+
 [[package]]
 name = "olefile"
 version = "0.46"
@@ -2307,6 +2663,21 @@ files = [
 [package.dependencies]
 pylint = ">=1.7"
 
+[[package]]
+name = "pyparsing"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "main"
+optional = false
+python-versions = ">=3.6.8"
+files = [
+    {file = "pyparsing-3.0.9-py3-none-any.whl", hash = "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"},
+    {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytesseract"
 version = "0.3.10"
@@ -2417,6 +2788,20 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-docx"
+version = "0.8.11"
+description = "Create and update Microsoft Word .docx files."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "python-docx-0.8.11.tar.gz", hash = "sha256:1105d233a0956dd8dd1e710d20b159e2d72ac3c301041b95f4d4ceb3e0ebebc4"},
+]
+
+[package.dependencies]
+lxml = ">=2.3.2"
+
 [[package]]
 name = "python-pptx"
 version = "0.6.22"
@@ -3353,4 +3738,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "de73cb72484ac6ccfa95a24faa3cc924ed5600e24c08deb961ad9e513b452916"
+content-hash = "3185ed78c44a1d90273f05099b9049d636fcf9f9fdf14f05837fa06d696f65c4"
diff --git a/press_release_nl/processor/api/serializers.py b/press_release_nl/processor/api/serializers.py
index 2e241c8..53b0630 100644
--- a/press_release_nl/processor/api/serializers.py
+++ b/press_release_nl/processor/api/serializers.py
@@ -64,9 +64,17 @@ def create(self, validated_data):
 
 
 class ProcessedTextSerializer(serializers.ModelSerializer):
+    summary = serializers.CharField(source="summery")
+    file_name = serializers.SerializerMethodField("get_file_name")
+
+    def get_file_name(self, obj):
+        if not obj.file:
+            return "Text"
+        return obj.file.path.split("/")[-1]
+
     class Meta:
         model = Text
-        fields = ["id", "summery", "text", "score"]
+        fields = ["id", "file_name", "summary", "text", "score", "description"]
 
 
 class EntrySerializer(serializers.ModelSerializer):
diff --git a/press_release_nl/processor/api/urls.py b/press_release_nl/processor/api/urls.py
index b23abbe..6024cf9 100644
--- a/press_release_nl/processor/api/urls.py
+++ b/press_release_nl/processor/api/urls.py
@@ -3,6 +3,7 @@
 from press_release_nl.processor.api.views import (
     RetrieveEntryApiView,
     SubmitTextsApiView,
+    UpdateTextDescriptionApiView,
 )
 
 app_name = "processor"
@@ -10,4 +11,5 @@
 urlpatterns = [
     path("", SubmitTextsApiView.as_view()),
     path("<str:uuid>", RetrieveEntryApiView.as_view()),
+    path("describe/<int:id>", UpdateTextDescriptionApiView.as_view()),
 ]
diff --git a/press_release_nl/processor/api/views.py b/press_release_nl/processor/api/views.py
index dc4636a..34bb780 100644
--- a/press_release_nl/processor/api/views.py
+++ b/press_release_nl/processor/api/views.py
@@ -1,12 +1,16 @@
+import requests
 from drf_spectacular.utils import OpenApiParameter, extend_schema, extend_schema_view
 from rest_framework import generics, parsers, permissions, status
+from rest_framework.generics import get_object_or_404
 from rest_framework.response import Response
 
 from press_release_nl.processor.api.serializers import (
     EntrySerializer,
+    ProcessedTextSerializer,
     TextSubmitSerializer,
 )
 from press_release_nl.processor.models import Entry, Text
+from press_release_nl.processor.tasks import ML_HOST
 
 
 class SubmitTextsApiView(generics.CreateAPIView):
@@ -35,3 +39,41 @@ class RetrieveEntryApiView(generics.RetrieveAPIView):
     serializer_class = EntrySerializer
     lookup_field = "id"
     lookup_url_kwarg = "uuid"
+
+
+class UpdateTextDescriptionApiView(generics.GenericAPIView):
+    serializer_class = TextSubmitSerializer
+    queryset = Text.objects.none()
+    permission_classes = [permissions.AllowAny]
+
+    def get(self, request, *args, **kwargs):
+        # TODO: add get param for gen
+        text = get_object_or_404(Text, id=self.kwargs["id"])
+        if text.description:
+            e = False
+            if "bert" not in text.description:
+                e = True
+                text.description["bert"] = {}
+                re = requests.post(ML_HOST + "bert/describe", json={"data": text.text})
+                if re.status_code == 200:
+                    text.description["bert"]["text"] = re.json()["text"]
+
+            if "f" not in text.description:
+                e = True
+                text.description["f"] = {}
+                re = requests.post(ML_HOST + "tfidf/describe", json={"data": text.text})
+                if re.status_code == 200:
+                    text.description["f"]["text"] = re.json()["text"]
+            if e:
+                text.save(update_fields=["description"])
+
+        else:
+            text.description = {"bert": {}, "f": {}}
+            re = requests.post(ML_HOST + "bert/describe", json={"data": text.text})
+            if re.status_code == 200:
+                text.description["bert"]["text"] = re.json()["text"]
+            re = requests.post(ML_HOST + "tfidf/describe", json={"data": text.text})
+            if re.status_code == 200:
+                text.description["f"]["text"] = re.json()["text"]
+            text.save(update_fields=["description"])
+        return Response(data=ProcessedTextSerializer().to_representation(instance=text))
diff --git a/press_release_nl/processor/migrations/0003_text_description.py b/press_release_nl/processor/migrations/0003_text_description.py
new file mode 100644
index 0000000..ac0d1a4
--- /dev/null
+++ b/press_release_nl/processor/migrations/0003_text_description.py
@@ -0,0 +1,18 @@
+# Generated by Django 4.2.5 on 2023-09-09 08:12
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ("processor", "0002_text_summery_alter_text_file"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="text",
+            name="description",
+            field=models.JSONField(null=True),
+        ),
+    ]
diff --git a/press_release_nl/processor/models.py b/press_release_nl/processor/models.py
index 407c099..126a17d 100644
--- a/press_release_nl/processor/models.py
+++ b/press_release_nl/processor/models.py
@@ -25,6 +25,7 @@ class Text(models.Model):
     file = models.FileField(blank=True, null=True, upload_to="uploads/")
     text = models.TextField(blank=True, null=True, max_length=25_000)
     score = models.JSONField(null=True)
+    description = models.JSONField(null=True)
 
     def __str__(self):
         return f"{self.text}"[:200]
diff --git a/press_release_nl/processor/services.py b/press_release_nl/processor/services.py
new file mode 100644
index 0000000..3464ad5
--- /dev/null
+++ b/press_release_nl/processor/services.py
@@ -0,0 +1,45 @@
+from random import randint
+
+from django.conf import settings
+from docx import Document
+from docx.oxml.ns import qn
+from docx.oxml.shared import OxmlElement
+from docx.shared import Pt
+from matplotlib.colors import LinearSegmentedColormap
+
+from press_release_nl.processor.models import Text
+
+cmap = LinearSegmentedColormap.from_list("rg", ["w", "y"], N=512)
+
+
+def to_rgb(vals):
+    return f"{hex(int(vals[0]*255))[2:].upper()}{hex(int(vals[1]*255))[2:].upper()}{hex(int(vals[2]*255))[2:].upper()}"
+
+
+def create_highlighted_document(pk: int, var: str) -> str:
+    text = Text.objects.get(pk=pk).description[var]["text"]
+    document = Document()
+    p = document.add_paragraph()
+    for e in [[y.split(">") for y in x.split("<")] for x in text.split("<span ")]:
+        if len(e) == 1:
+            run = p.add_run()
+            run.add_text(e[0][0])
+        else:
+            for k, v in e:
+                if "data-value" in k:
+                    if v:
+                        run = p.add_run()
+                        run.add_text(v)
+                        w = float(k.split("=")[-1].replace('"', ""))
+                        tag = run._r
+                        run.font.size = Pt(11)
+                        shd = OxmlElement("w:shd")
+                        shd.set(qn("w:fill"), to_rgb(cmap(w)))
+                        tag.rPr.append(shd)
+                else:
+                    if v:
+                        run = p.add_run()
+                        run.add_text(v)
+    f = settings.MEDIA_ROOT + f"/docx/{pk}_{randint(1, 1000)}.docx"
+    document.save(f)
+    return f.replace(settings.MEDIA_ROOT, "/media")
diff --git a/press_release_nl/processor/signals.py b/press_release_nl/processor/signals.py
index 0420f80..3522598 100644
--- a/press_release_nl/processor/signals.py
+++ b/press_release_nl/processor/signals.py
@@ -3,7 +3,12 @@
 from django.dispatch import receiver
 
 from press_release_nl.processor.models import Entry, Text
-from press_release_nl.processor.tasks import load_text, load_text_sum, run_ml
+from press_release_nl.processor.tasks import (
+    load_text,
+    load_text_sum,
+    run_create_highlighted_document,
+    run_ml,
+)
 
 
 @receiver(post_save, sender=Text)
@@ -23,6 +28,12 @@ def run_text_process(sender, instance: Text, created, **kwargs):
                     return
         load_text.apply_async(kwargs={"pk": instance.pk}, countdown=1)
         load_text_sum.apply_async(kwargs={"pk": instance.pk}, countdown=4)
+    if instance.description:
+        for k, v in instance.description.items():
+            if "file" not in v:
+                run_create_highlighted_document.apply_async(
+                    kwargs={"pk": instance.pk, "var": k}, countdown=1
+                )
 
 
 @receiver(post_save, sender=Entry)
diff --git a/press_release_nl/processor/tasks.py b/press_release_nl/processor/tasks.py
index e93bd64..b03dcca 100644
--- a/press_release_nl/processor/tasks.py
+++ b/press_release_nl/processor/tasks.py
@@ -5,8 +5,10 @@
 from celery import shared_task
 
 from press_release_nl.processor.models import Entry, Text
+from press_release_nl.processor.services import create_highlighted_document
 
 ML_HOST = "http://192.168.107.95:8000/"
+# ML_HOST = "https://dev2.akarpov.ru/"
 ML_SUM_HOST = "https://dev.akarpov.ru/"
 
 
@@ -66,3 +68,12 @@ def load_text_sum(pk: int):
     text.summery = str(data)
     text.save(update_fields=["summery"])
     return pk
+
+
+@shared_task
+def run_create_highlighted_document(pk: int, var: str):
+    text = Text.objects.get(pk=pk)
+    file_path = create_highlighted_document(pk, var)
+    text.description[var]["file"] = file_path
+    text.save()
+    return pk
diff --git a/pyproject.toml b/pyproject.toml
index b091ea1..283102d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -51,6 +51,9 @@ textract = "^1.6.5"
 pytesseract = "^0.3.10"
 openpyxl = "^3.1.2"
 extract-msg = "0.28.7"
+django-rest-framework-proxy = "^1.6.0"
+python-docx = "^0.8.11"
+matplotlib = "^3.7.2"
 
 
 [build-system]