diff --git a/README.md b/README.md
index 007bded..df4da1c 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Anime Style Illustration Specific Image Search App with Vit Tagger x LSI
+# Anime Style Illustration Specific Image Search App with ViT Tagger x LSI
 ## What's This?
 - Anime Style Illustration Specific Image Search App with ML Technique
   - can be used for photos. but flexible photo search is offered by Google Photos or etc :)
@@ -6,10 +6,10 @@
 - So, I wrote simple scripts
 
 ## Method
-- Search Images matching with Query Texts on Latent Representation Vectors
+- Search Images Matching with Query Texts on Latent Semantic Representation Vector Space
   - Vectors are generated with embedding model: Visual Transformar (ViT) Tagger x Latent Semantic Indexing (LSI) 
-- LSI is Ssed for Covering Tagging Presision
-  - You can use tags to search which are difficult for tagging because search index is applyed LSI
+- LSI is used for Covering Tagging Presision
+  - You can use tags to search which are difficult for tagging because the index data which is composed of vectors is applyed LSI
   - implemented with Gensim lib
 - ( Web UI is implemented with StreamLit )
 
@@ -18,7 +18,7 @@
 - $ python make-tags-with-wd-tagger.py --dir "IMAGE FILES CONTAINED DIR PATH"
   - The script searches directory structure recursively :)
   - This takes quite a while...
-    - About 1 file/s at middle spec desktop PC (GPU is not used)
+    - About 0.5 sec/file at middle spec desktop PC (GPU is not used)
       - AMD Ryzen 7 5700X 8-Core Processor 4.50 GHz
     - You may speed up with editing the script to use CUDAExecutionProvider, CoreMLExecutionProvider and etc :)
       - Plese see [here](https://onnxruntime.ai/docs/execution-providers/)
@@ -43,7 +43,7 @@
   - Solution
     - Search words you want to use from taggs-wd-tagger.txt with grep, editor or something for existance checking
     - If exist, there is no problem. If not, you should think similar words and search it in same manner :) 
-- Charcter code of file pathes 
+- Character code of file pathes 
   - If file path contains charactors which can't be contered to Unicode or utf-8, scripts may ouput error message at processing the file
   - But, it doesn't mean that your script usage is wrong. Though these files is ignored or not displayed at Web UI :|
     - This is problem of current implentation. When you use scripts on Windows and charactor code of directory/file names isn't utf-8, the problem may occur
@@ -55,11 +55,11 @@
 
 ## TODO
 - [ ] <del>Search on latent representation generated by CLIP model</del>
-  - This was tried but precition with current public available CLIP models which are not fit for anime style illust was bad :|
+  - This was alredy tried but precition was not good because current public available CLIP models are not fitting for anime style illust :|
 - [ ] Weight specifying to keyword like prompt format of Stable Diffusion Web UI
   - Current implemenataion uses all keywords faialy. But there is many cases that users want to emphasize specific keyword and can't get appropriate results without that!
 - [ ] Incremental index updating at image files increasing
-- [ ] Similar image search with specifying target image file 
+- [ ] Similar image search with specifying a image file 
 - [ ] Exporting found files list feature
   - In text file. Once you get list, many other tools and viewer you like can be used :)
 - [ ] Making binary package of this app which doesn't need python environment building