diff --git a/backend/alembic_files/versions/08ddf28cb361_add_feedback_language_percentage.py b/backend/alembic_files/versions/08ddf28cb361_add_feedback_language_percentage.py
new file mode 100644
index 00000000..ba39b470
--- /dev/null
+++ b/backend/alembic_files/versions/08ddf28cb361_add_feedback_language_percentage.py
@@ -0,0 +1,30 @@
+"""add feedback language percentage
+
+Revision ID: 08ddf28cb361
+Revises: 106ff76da94a
+Create Date: 2023-08-30 16:38:26.013055
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = '08ddf28cb361'
+down_revision = '106ff76da94a'
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('section', sa.Column('positive_language_percent', sa.Integer(), nullable=True))
+    op.add_column('section', sa.Column('constructive_language_percent', sa.Integer(), nullable=True))
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_column('section', 'constructive_language_percent')
+    op.drop_column('section', 'positive_language_percent')
+    # ### end Alembic commands ###
diff --git a/backend/alembic_files/versions/1c3fcbc15477_change_data_type_to_float.py b/backend/alembic_files/versions/1c3fcbc15477_change_data_type_to_float.py
new file mode 100644
index 00000000..c0d1490e
--- /dev/null
+++ b/backend/alembic_files/versions/1c3fcbc15477_change_data_type_to_float.py
@@ -0,0 +1,28 @@
+"""change data type to float
+
+Revision ID: 1c3fcbc15477
+Revises: 08ddf28cb361
+Create Date: 2023-08-30 16:58:36.435159
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = '1c3fcbc15477'
+down_revision = '08ddf28cb361'
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    pass
+    # ### end Alembic commands ###
diff --git a/backend/alembic_files/versions/a363f59d034e_add_feedback_percentage_to_the_section_.py b/backend/alembic_files/versions/a363f59d034e_add_feedback_percentage_to_the_section_.py
new file mode 100644
index 00000000..4cd6bbe2
--- /dev/null
+++ b/backend/alembic_files/versions/a363f59d034e_add_feedback_percentage_to_the_section_.py
@@ -0,0 +1,30 @@
+"""add feedback percentage to the section table
+
+Revision ID: a363f59d034e
+Revises: c2010fea1867
+Create Date: 2023-08-31 14:35:41.192691
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = 'a363f59d034e'
+down_revision = 'c2010fea1867'
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('section', sa.Column('positive_language_percent', sa.Float(), nullable=True))
+    op.add_column('section', sa.Column('constructive_language_percent', sa.Float(), nullable=True))
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_column('section', 'constructive_language_percent')
+    op.drop_column('section', 'positive_language_percent')
+    # ### end Alembic commands ###
diff --git a/backend/alembic_files/versions/c2010fea1867_remove_column_from_table.py b/backend/alembic_files/versions/c2010fea1867_remove_column_from_table.py
new file mode 100644
index 00000000..3e5d71f4
--- /dev/null
+++ b/backend/alembic_files/versions/c2010fea1867_remove_column_from_table.py
@@ -0,0 +1,30 @@
+"""remove column from table
+
+Revision ID: c2010fea1867
+Revises: 1c3fcbc15477
+Create Date: 2023-08-31 14:35:01.377046
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = 'c2010fea1867'
+down_revision = '1c3fcbc15477'
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_column('section', 'positive_language_percent')
+    op.drop_column('section', 'constructive_language_percent')
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('section', sa.Column('constructive_language_percent', sa.INTEGER(), autoincrement=False, nullable=True))
+    op.add_column('section', sa.Column('positive_language_percent', sa.INTEGER(), autoincrement=False, nullable=True))
+    # ### end Alembic commands ###
diff --git a/backend/data/report_writer.py b/backend/data/report_writer.py
index 9b50bc0a..3e95c4b1 100644
--- a/backend/data/report_writer.py
+++ b/backend/data/report_writer.py
@@ -62,7 +62,9 @@ def upsert_report_section(section: Section, report_id: int, session: Session):
         report_id=report_id,
         number=section.number,
         title=section.title,
-        decision=section.decision
+        decision=section.decision,
+        positive_language_percent=section.positive_language_percent,
+        constructive_language_percent = section.constructive_language_percent
     )
 
     upsert_section_statement = insert(section_table).values(section_to_insert)
diff --git a/backend/models/section.py b/backend/models/section.py
index 77b4441f..d00480f7 100644
--- a/backend/models/section.py
+++ b/backend/models/section.py
@@ -18,4 +18,6 @@ class Section(Base):
     number: Mapped[int]= mapped_column(nullable=True)
     decision: Mapped[str] = mapped_column(nullable=True)
     title: Mapped[str] = mapped_column(nullable= True)
-    feedback: Mapped[List["Feedback"]] = relationship()
\ No newline at end of file
+    feedback: Mapped[List["Feedback"]] = relationship()
+    positive_language_percent: Mapped[float] = mapped_column(nullable=True)
+    constructive_language_percent: Mapped[float] = mapped_column(nullable=True)
diff --git a/backend/services/basic_info_scraper.py b/backend/services/basic_info_scraper.py
index 02d0ace3..ffe6599e 100644
--- a/backend/services/basic_info_scraper.py
+++ b/backend/services/basic_info_scraper.py
@@ -18,7 +18,7 @@
 
 def scrape_reports() -> list[Report]:
     LOGGER.info("Retrieving report links")
-    # report_links = get_report_links()
+    report_links = get_report_links()
     report_links = ["/service-standard-reports/get-security-clearance"]
     reports_models = []
     number_of_reports = len(report_links)
@@ -264,6 +264,9 @@ def create_report_model(report_dict: dict, url: str) -> Report:
             section.decision = report_section["decision"]
             if "title" in report_section.keys():
                 section.title = report_section["title"]
+            section.positive_language_percent = report_section["positive_feedback_percentage"]
+            section.constructive_language_percent = report_section["negative_feedback_percentage"]
+            
 
             if "feedback" in report_section:
                 for feedback_item in report_section["feedback"]:
diff --git a/backend/services/section_info_scraper.py b/backend/services/section_info_scraper.py
index e96479cf..dec3d079 100644
--- a/backend/services/section_info_scraper.py
+++ b/backend/services/section_info_scraper.py
@@ -43,14 +43,20 @@ def scrape_sections_html(soup) -> list[dict]:
 
 
 def analyse_feedback(feedback_string):
-
+    analysed_percentages =[]
     si_obj = SentimentIntensityAnalyzer()
     sentiment_dict = si_obj.polarity_scores(feedback_string)
-    negative_percentage = sentiment_dict['neg']*100
-    positive_percentage = sentiment_dict['pos']*100
+    analysed_percentages.insert(0,sentiment_dict['neg']*100)
+    analysed_percentages.insert(0,sentiment_dict['pos']*100)
 
-    return positive_percentage, negative_percentage
+    return analysed_percentages
 
+def extract_text_from_feedback(feedback):
+    feedback_concat = []
+    feedback_string = ' '
+    for text in feedback:
+        feedback_concat.insert(0,text[0])
+    return feedback_string.join(feedback_concat)
 
 
 
@@ -79,21 +85,16 @@ def scrape_one(soup: BeautifulSoup, sections: list[dict]):
             feedback = []
             feedback.extend(extract_feedback(section_decision, "what-the-team-has-done-well", FeedbackType.POSITIVE))
             feedback.extend(extract_feedback(section_decision, "what-the-team-needs-to-explore", FeedbackType.CONSTRUCTIVE))
-        
-
-            feedback_concat = []
-            feedback_string = ' '
-            for text in feedback:
-                feedback_concat.insert(0,text[0])
-    
-            analyse_feedback(feedback_string.join(feedback_concat))
-
+            feedback_text = extract_text_from_feedback(feedback)
+            
 
             sections.append(dict(
                 number=int(section_id),
                 decision=get_decision(section_decision.text),
                 title = section_element.text.strip(),
-                feedback = feedback
+                feedback = feedback,
+                positive_feedback_percentage = analyse_feedback(feedback_text)[0],
+                negative_feedback_percentage = analyse_feedback(feedback_text)[1]
             ))
             break