Update README.md

README.md

@@ -22,15 +22,14 @@ This dataset contains all inputs needed as well as outputs of running the full p
       * keywords
         * exact_search
           * ```baunvo_keywords.csv```: Results y/n of keywords found in documents relating to baunvo and article 13b.
-          * ```hochwasser_keywords.csv```: Results of keywords found in documents relating to "hochwasser", e.g. hqhäufig and hq100
         * fuzzy_search:
-          * ```keyword_dict_hochwasser.json```: **to do**
+          * ```keyword_dict_hochwasser.json```: Results of keywords found in documents relating to "hochwasser", e.g. hqhäufig and hq100
           * contains 7 csv files with results of fuzzy key search for keywords. The file name indicates the key being searched for and the text around this keyword is extracted in a row for each document
     * raw
       * images: images from [here](https://huggingface.co/datasets/DSSGxMunich/nrw-bplan-images) can be added to this folder
       * links:
           * ```NRW_BP.geojson```: The file downloaded from the NRV geoportal, containing all raw data on URLs to land parcel bplans. 
-          * ```land_parcels.geojson```: A processed version of NRW_BP.geojson
+          * ```land_parcels.geojson```: A processed version of NRW_BP.geojson.
           * ```NRW_BP_parsed_links.csv```: A csv formatted version of NRW_BP.geojson.
           
       * text: 
@@ -41,7 +40,7 @@ This dataset contains all inputs needed as well as outputs of running the full p
     * ```knowledge_agent_output.json```: Is a toy example for 10 files of the output of the pipeline for the knowledge agent (merging of results in ```nrw/bplan/knowledge_extraction_agent```)
   * clean
     * ```document_texts.xlsx```: See [here](https://huggingface.co/datasets/DSSGxMunich/document_text) for more information
-    * ```exact_keyword.xlsx```: **to clarify**: this corresponds to baunvo_keywords.csv **not** merged results of exact search tables (baunvo&hochwasser) - this is unclear; either hochwasser keywords should be joined or file should be renames 
+    * ```exact_keyword.xlsx```: This corresponds to baunvo_keywords.csv.
     * ```fuzzy_keyword.xlsx```: Is the merged version of the files found in ```nrw/bplan/fuzzy_search````
     * ```knowledge_agent.xlsx```: The .xlsx version of ```nrw/bplan/knowledge_agent_output.json```)
     * ```land_parcels.xlsx```: See [here](https://huggingface.co/datasets/DSSGxMunich/land_parcels) for more information