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license: mit |
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# Dataset Card for nrw-bplan-scrape |
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## Dataset Description |
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**Homepage:** [DSSGx Munich](https://sites.google.com/view/dssgx-munich-2023/startseite) organization page. |
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**Repository:** [GitHub](https://github.com/DSSGxMunich/land-sealing-dataset-and-analysis). |
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### Dataset Summary |
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This dataset contains all inputs needed as well as outputs of running the full pipeline for creating the NRW land sealing dataset. This can be reproduced by running [this notebook](https://github.com/DSSGxMunich/land-sealing-dataset-and-analysis/blob/main/src/1_execute_pipeline.ipynb). |
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## Dataset Structure |
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* nrw |
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* bplan |
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* features |
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* keywords |
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* exact_search |
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* ```baunvo_keywords.csv```: Results y/n of keywords found in documents relating to baunvo and article 13b. |
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* fuzzy_search: |
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* ```keyword_dict_hochwasser.json```: Results of keywords found in documents relating to "hochwasser", e.g. hqhäufig and hq100 |
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* 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 |
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* raw |
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* images: images from [here](https://huggingface.co/datasets/DSSGxMunich/nrw-bplan-images) can be added to this folder |
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* links: |
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* ```NRW_BP.geojson```: The file downloaded from the NRV geoportal, containing all raw data on URLs to land parcel bplans. |
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* ```land_parcels.geojson```: A processed version of NRW_BP.geojson. |
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* ```NRW_BP_parsed_links.csv```: A csv formatted version of NRW_BP.geojson. |
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* text: |
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* ```bp_text.json```: Raw output of the text text extraction of each pdf. Contains only columns for the filename and the extracted text. |
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* ```document_texts.json```: Enriched version of bp_texts.json in which columns about the documents have been appended. |
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* pdfs: pdfs extarcted from the NRW Geoportal and are found [here](https://huggingface.co/datasets/DSSGxMunich/nrw-bplan-pdfs), can be added to this folder |
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* knowledge_extraction_agent: Contains 6 json files. The filename corresponds to the key looked for in the fuzzy keyword search (e.g. ```fh.json``` cooresponds to ```firsthöhe.csv```, ```gfz.json``` corrresponds to ```geschossflächenzahl.csv```). More unfo can be found [here](https://huggingface.co/datasets/DSSGxMunich/bplan_keyword_extraction) |
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* ```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```) |
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* clean |
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* ```document_texts.xlsx```: See [here](https://huggingface.co/datasets/DSSGxMunich/document_text) for more information |
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* ```exact_keyword.xlsx```: This corresponds to baunvo_keywords.csv. |
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* ```fuzzy_keyword.xlsx```: Is the merged version of the files found in ```nrw/bplan/fuzzy_search```` |
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* ```knowledge_agent.xlsx```: The .xlsx version of ```nrw/bplan/knowledge_agent_output.json```) |
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* ```land_parcels.xlsx```: See [here](https://huggingface.co/datasets/DSSGxMunich/land_parcels) for more information |
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* ```regional_plans.xlsx```: The .xlsx version of the data table found [here](https://huggingface.co/datasets/DSSGxMunich/regional_plan_sections) |
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* rplan |
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* features: contains ```regional_plan_sections.json```, the output of the pipeline - a more detailed can be found [here](https://huggingface.co/datasets/DSSGxMunich/regional_plan_sections) |
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* raw |
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* geo: contains ```regions_map.geojson``` with information on the geolocations of the regional plans |
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* pdfs: contains pdfs of regional plans for NRW - used as input to run the pipeline |
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* text: contains text extracted with Tika from all pdf regional plans |
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