diff --git a/.gitignore b/.gitignore
index 0326053..4edf996 100644
--- a/.gitignore
+++ b/.gitignore
@@ -31,5 +31,5 @@ models/
 # project structure creation file
 create_project_structure.py
 
-# exclude sessions D:\@kaim\EthioMart\ethiomart_session.session
+# exclude sessions created during scraping
 ethiomart_session.session
\ No newline at end of file
diff --git a/README.md b/README.md
index bfc47d9..7488bc8 100644
--- a/README.md
+++ b/README.md
@@ -284,7 +284,7 @@ This task focuses on combining NER-extracted entities with Telegram post metadat
 | :---------------- | :------------------------ | :--------------------- | :---------- | :-------- | :---------------------- | :------------ |
 | Zemen Express®    | 42.424242                 | 5417.891               | None        | None      | 1.664871e+07            | 2730.157621   |
 | EthioBrand®       | 10.494753                 | 39753.976              | ##ge        | SD Size   | 1.624311e+13            | 19882.235376  |
-| ልዩ እቃ          | 41.666667                 | 26020.603              | LeM          |ዘመናዊ አዲስ በኤሌክትሪክ የሚሰራ  | 1.534902e+10            | 13031.134833  |
+| ልዩ እቃ          | 41.666667                 | 26020.603                 |ዘመናዊ አዲስ በኤሌክትሪክ የሚሰራ| 1300  | 1.534902e+10            | 13031.134833  |
 | Fashion tera      | 5.359877                  | 9385.297               | 2           | ፋሽን ተራ    | 3.179614e+09            | 4695.328439   |
 | ማራኪ ცЯﾑŋの™    | 21.671827                 | 11434.001              | None        | None      | 3.293501e+08            | 5727.836413   |
 
diff --git a/reports/Week 4 - Final Report -- Building an Amharic E-commerce Data Extractor.pdf b/reports/Week 4 - Final Report -- Building an Amharic E-commerce Data Extractor.pdf
new file mode 100644
index 0000000..dc87e0a
Binary files /dev/null and b/reports/Week 4 - Final Report -- Building an Amharic E-commerce Data Extractor.pdf differ
diff --git a/reports/Week 4 - Interim Report -- Building an Amharic E-commerce Data Extractor.pdf b/reports/Week 4 - Interim Report -- Building an Amharic E-commerce Data Extractor.pdf
new file mode 100644
index 0000000..e5a95f2
Binary files /dev/null and b/reports/Week 4 - Interim Report -- Building an Amharic E-commerce Data Extractor.pdf differ
diff --git a/requirements.txt b/requirements.txt
index bc51cc1..acc086a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,18 @@
 pandas
+numpy
 telethon
-python-dotenv
\ No newline at end of file
+python-dotenv
+wordcloud 
+matplotlib
+pathlib
+seaborn 
+shap
+lime
+transformers
+datasets
+tqdm
+emoji
+seqeval
+spacy
+scikit-learn
+torch
\ No newline at end of file