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On April 4, 2022 at 7:49:20 AM UTC, Ueli Reber:

Updated description of Replication files for "Integrating biodiversity: A longitudinal and cross-sectoral analysis of Swiss politics" from
## Introduction The ZIP file contains all data and code to replicate the analyses reported in the following paper. Reber, U., Fischer, M., Ingold, K., Kienast, F., Hersperger, A. M., Grütter, R., & Benz, R. (2022). Integrating biodiversity: A longitudinal and cross-sectoral analysis of Swiss politics. *Policy Sciences*. [https://doi.org/10.1007/s11077-022-09456-4](10.1007/s11077-022-09456-4) If you use any of the material included in this repository, please refer to the paper. If you use (parts of) the text corpus, please also refer to the sources used for its compilation listed below. The content of the texts may not be changed. ## Data folder The data folder contains the following files. * _corpus.parquet_: Text corpus of Swiss policy documents * _dict_de.csv_: Biodiversity dictionary (German) * _dict_fr.csv_: Biodiversity dictionary (French) * _dict_it.csv_: Biodiversity dictionary (Italian) * _topic_labels.csv_: labels/codes for policy sectors * _topics.csv_: labels/codes for policy sectors The corpus and the dictionary were compiled by the authors specifically for this project. The labels/codes for policy sectors are based on the [coding scheme](http://ws-old.parlament.ch/affairs/topics) of the Swiss Parliament. ### Text corpus The text corpus consists of 439,984 Swiss policy documents in German, French, and Italian from 1999 to 2018. The corpus was compiled from the following source between 2020-10-01 and 2021-01-31. * Transcripts and parliamentary businesses (e.g. questions, motions, parliamentary initiatives) via the [Web Services (WS)](https://www.parlament.ch/de/%C3%BCber-das-parlament/fakten-und-zahlen/open-data-web-services) provided by the Swiss Parliament * The official compilation of federal legislation ("Amtliche Sammlung", AS) via [opendata.swiss](https://opendata.swiss/de/dataset/official-compilation-of-federal-legislation-bs-as-1947-2018) provided by the Swiss Federal Archives (SFA) * The federal gazette ("Bundesblatt") via [fedlex.admin.ch](https://www.fedlex.admin.ch/de/fga/index) * Decisions of federal courts via [entscheidsuche.ch (ES)](https://entscheidsuche.ch/) The corpus is stored in a single data frame to use with R saved as [PARQUET](https://parquet.apache.org/) file (corpus.parquet). The data frame has the following structure. * _text_id_: Unique identifier for each text (source information as prefix, e.g. "t_") * _doc_type_: Document type (see coding scheme below) * _branch_: Government branche (1 legislative, 2 executive, 3 judicative) * _stage_: Stage of policy process (1 drafting, 2 introduction, 3 interpretation) * _year_: Year of publication * _topic_: Policy sector (coding scheme in separate file in data folder) * _lang_: Language (de, fr, it) * _text_: Text The following list contains the coding scheme for the doc_type variable. * 101: Federal gazette // Draft for public consultation ("Vernehmlassungsverfahren") * 102: Federal gazette // Explanation of draft for parliament ("Botschaft") * 103: Federal gazette // Strategy, action plan * 104: Federal gazette // Federal council decree ("Bundesratsbeschluss") * 105: Federal gazette // (Simple) Federal decree ("(Einfacher) Bundesbeschluss") * 106: Federal gazette // General decree ("Allgemeinverfügung") * 107: Federal gazette // Treaty ("Übereinkommen") * 108: Federal gazette // Treaty ("Abkommen") * 109: Federal gazette // Draft for parliament ("Entwurf") * 110: Federal gazette // Report ("Bericht") * 111: Federal gazette // Report of parliamentary comission ("Bericht") * 112: Federal gazette // Report of federal council ("Bericht") * 201: Parl. businesses // Submitted text * 202: Parl. businesses // Reason text * 203: Parl. businesses // Federal council response * 204: Parl. businesses // Initial situation * 205: Parl. businesses // Proceedings * 301: Parl. transcripts // Speech of MP * 302: Parl. transcripts // Speech of federal council * 401: Federal legislation // Legal text of the official compilation (law, ordinances, etc.) * 501: Court decisions // Federal Supreme Court * 502: Court decisions // Federal Criminal Court * 503: Court decisions // Federal Administrative Court ## Code folder The code folder contains all R code for the analyses. The files are numbered chronologically. * _1_classifier_training.R_: Training of classifiers for classification of policy sectors * _2_classifier_application.R_: Classification of documents in corpus * _3_dictionary_application.R_: Biodiversity indexing of documents in corpus * _4_stm_truncation.R_: Truncation of indexed documents to keep only relevant parts * _5_stm_translation.R_: Translation of FR and IT documents to DE * _6_stm_model.R_: Preprocesssing and structural topic model * _7_plots.R_: Plots and numbers as included in the paper The code/functions folder contains custom functions used in the scripts, e.g. to support topic model interpretation. Package versions and setup details are noted in the code files. ## Contact Please direct any questions to Ueli Reber (ueli.reber@eawag.ch).
to
## Introduction The ZIP file contains all data and code to replicate the analyses reported in the following paper. Reber, U., Fischer, M., Ingold, K., Kienast, F., Hersperger, A. M., Grütter, R., & Benz, R. (2022). Integrating biodiversity: A longitudinal and cross-sectoral analysis of Swiss politics. *Policy Sciences*. [https://doi.org/10.1007/s11077-022-09456-4](https://doi.org/10.1007/s11077-022-09456-4) If you use any of the material included in this repository, please refer to the paper. If you use (parts of) the text corpus, please also refer to the sources used for its compilation listed below. The content of the texts may not be changed. ## Data folder The data folder contains the following files. * _corpus.parquet_: Text corpus of Swiss policy documents * _dict_de.csv_: Biodiversity dictionary (German) * _dict_fr.csv_: Biodiversity dictionary (French) * _dict_it.csv_: Biodiversity dictionary (Italian) * _topic_labels.csv_: labels/codes for policy sectors * _topics.csv_: labels/codes for policy sectors The corpus and the dictionary were compiled by the authors specifically for this project. The labels/codes for policy sectors are based on the [coding scheme](http://ws-old.parlament.ch/affairs/topics) of the Swiss Parliament. ### Text corpus The text corpus consists of 439,984 Swiss policy documents in German, French, and Italian from 1999 to 2018. The corpus was compiled from the following source between 2020-10-01 and 2021-01-31. * Transcripts and parliamentary businesses (e.g. questions, motions, parliamentary initiatives) via the [Web Services (WS)](https://www.parlament.ch/de/%C3%BCber-das-parlament/fakten-und-zahlen/open-data-web-services) provided by the Swiss Parliament * The official compilation of federal legislation ("Amtliche Sammlung", AS) via [opendata.swiss](https://opendata.swiss/de/dataset/official-compilation-of-federal-legislation-bs-as-1947-2018) provided by the Swiss Federal Archives (SFA) * The federal gazette ("Bundesblatt") via [fedlex.admin.ch](https://www.fedlex.admin.ch/de/fga/index) * Decisions of federal courts via [entscheidsuche.ch (ES)](https://entscheidsuche.ch/) The corpus is stored in a single data frame to use with R saved as [PARQUET](https://parquet.apache.org/) file (corpus.parquet). The data frame has the following structure. * _text_id_: Unique identifier for each text (source information as prefix, e.g. "t_") * _doc_type_: Document type (see coding scheme below) * _branch_: Government branche (1 legislative, 2 executive, 3 judicative) * _stage_: Stage of policy process (1 drafting, 2 introduction, 3 interpretation) * _year_: Year of publication * _topic_: Policy sector (coding scheme in separate file in data folder) * _lang_: Language (de, fr, it) * _text_: Text The following list contains the coding scheme for the doc_type variable. * 101: Federal gazette // Draft for public consultation ("Vernehmlassungsverfahren") * 102: Federal gazette // Explanation of draft for parliament ("Botschaft") * 103: Federal gazette // Strategy, action plan * 104: Federal gazette // Federal council decree ("Bundesratsbeschluss") * 105: Federal gazette // (Simple) Federal decree ("(Einfacher) Bundesbeschluss") * 106: Federal gazette // General decree ("Allgemeinverfügung") * 107: Federal gazette // Treaty ("Übereinkommen") * 108: Federal gazette // Treaty ("Abkommen") * 109: Federal gazette // Draft for parliament ("Entwurf") * 110: Federal gazette // Report ("Bericht") * 111: Federal gazette // Report of parliamentary comission ("Bericht") * 112: Federal gazette // Report of federal council ("Bericht") * 201: Parl. businesses // Submitted text * 202: Parl. businesses // Reason text * 203: Parl. businesses // Federal council response * 204: Parl. businesses // Initial situation * 205: Parl. businesses // Proceedings * 301: Parl. transcripts // Speech of MP * 302: Parl. transcripts // Speech of federal council * 401: Federal legislation // Legal text of the official compilation (law, ordinances, etc.) * 501: Court decisions // Federal Supreme Court * 502: Court decisions // Federal Criminal Court * 503: Court decisions // Federal Administrative Court ## Code folder The code folder contains all R code for the analyses. The files are numbered chronologically. * _1_classifier_training.R_: Training of classifiers for classification of policy sectors * _2_classifier_application.R_: Classification of documents in corpus * _3_dictionary_application.R_: Biodiversity indexing of documents in corpus * _4_stm_truncation.R_: Truncation of indexed documents to keep only relevant parts * _5_stm_translation.R_: Translation of FR and IT documents to DE * _6_stm_model.R_: Preprocesssing and structural topic model * _7_plots.R_: Plots and numbers as included in the paper The code/functions folder contains custom functions used in the scripts, e.g. to support topic model interpretation. Package versions and setup details are noted in the code files. ## Contact Please direct any questions to Ueli Reber (ueli.reber@eawag.ch).

              
    
          
          
        
        
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            2   "author": "[{\"affiliation\": \"Eawag\", \"affiliation_02\": \"\",  2   "author": "[{\"affiliation\": \"Eawag\", \"affiliation_02\": \"\", 
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            6 \"identifier\": \"0000-0001-8036-4493\", \"name\": \"Reber\"}]", 6 \"identifier\": \"0000-0001-8036-4493\", \"name\": \"Reber\"}]",
            7   "author_email": null, 7   "author_email": null,
            8   "creator_user_id": "91ad3fba-4fd5-409a-b0f9-f0d5788ce0e0", 8   "creator_user_id": "91ad3fba-4fd5-409a-b0f9-f0d5788ce0e0",
            9   "date": "[{\"date\": \"2020-10-01\", \"date_type\": \"collected\",  9   "date": "[{\"date\": \"2020-10-01\", \"date_type\": \"collected\", 
            10 \"end_date\": \"2021-01-31\"}]", 10 \"end_date\": \"2021-01-31\"}]",
            11   "doi": "10.16904/envidat.302", 11   "doi": "10.16904/envidat.302",
            12   "funding": "[{\"grant_number\": \"\", \"institution\": \"BGB  12   "funding": "[{\"grant_number\": \"\", \"institution\": \"BGB 
            13 Initiative (BGB 2020)\", \"institution_url\": \"\"}]", 13 Initiative (BGB 2020)\", \"institution_url\": \"\"}]",
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            17   "language": "en", 17   "language": "en",
            18   "license_id": "cc-by-sa", 18   "license_id": "cc-by-sa",
            19   "license_title": "Creative Commons Attribution Share-Alike  19   "license_title": "Creative Commons Attribution Share-Alike 
            20 (CC-BY-SA)", 20 (CC-BY-SA)",
            21   "license_url": "https://creativecommons.org/licenses/by-sa/4.0/", 21   "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
            22   "maintainer": "{\"affiliation\": \"Eawag\", \"email\":  22   "maintainer": "{\"affiliation\": \"Eawag\", \"email\": 
            23 \"ueli.reber@eawag.ch\", \"given_name\": \"Ueli\", \"identifier\":  23 \"ueli.reber@eawag.ch\", \"given_name\": \"Ueli\", \"identifier\": 
            24 \"0000-0001-8036-4493\", \"name\": \"Reber\"}", 24 \"0000-0001-8036-4493\", \"name\": \"Reber\"}",
            25   "maintainer_email": null, 25   "maintainer_email": null,
            26   "metadata_created": "2022-02-28T10:11:26.241933", 26   "metadata_created": "2022-02-28T10:11:26.241933",
            n 27   "metadata_modified": "2022-04-04T07:43:26.954997", n 27   "metadata_modified": "2022-04-04T07:49:19.930830",
            28   "name": "biodiversity-integration", 28   "name": "biodiversity-integration",
            29   "notes": "## Introduction\r\n\r\nThe ZIP file contains all data and  29   "notes": "## Introduction\r\n\r\nThe ZIP file contains all data and 
            30 code to replicate the analyses reported in the following  30 code to replicate the analyses reported in the following 
            31 paper.\r\n\r\nReber, U., Fischer, M., Ingold, K., Kienast, F.,  31 paper.\r\n\r\nReber, U., Fischer, M., Ingold, K., Kienast, F., 
            32 Hersperger, A. M., Gr\u00fctter, R., & Benz, R. (2022). Integrating  32 Hersperger, A. M., Gr\u00fctter, R., & Benz, R. (2022). Integrating 
            33 biodiversity: A longitudinal and cross-sectoral analysis of Swiss  33 biodiversity: A longitudinal and cross-sectoral analysis of Swiss 
            34 politics. *Policy Sciences*.  34 politics. *Policy Sciences*. 
            t 35 .org/10.1007/s11077-022-09456-4](10.1007/s11077-022-09456-4)\r\n\r\nIf  t 35 077-022-09456-4](https://doi.org/10.1007/s11077-022-09456-4)\r\n\r\nIf 
            36 you use any of the material included in this repository, please refer  36 you use any of the material included in this repository, please refer 
            37 to the paper. If you use (parts of) the text corpus, please also refer  37 to the paper. If you use (parts of) the text corpus, please also refer 
            38 to the sources used for its compilation listed below. The content of  38 to the sources used for its compilation listed below. The content of 
            39 the texts may not be changed.\r\n\r\n## Data folder\r\n\r\nThe data  39 the texts may not be changed.\r\n\r\n## Data folder\r\n\r\nThe data 
            40 folder contains the following files.\r\n\r\n* _corpus.parquet_: Text  40 folder contains the following files.\r\n\r\n* _corpus.parquet_: Text 
            41 corpus of Swiss policy documents\r\n* _dict_de.csv_: Biodiversity  41 corpus of Swiss policy documents\r\n* _dict_de.csv_: Biodiversity 
            42 dictionary (German)\r\n* _dict_fr.csv_: Biodiversity dictionary  42 dictionary (German)\r\n* _dict_fr.csv_: Biodiversity dictionary 
            43 (French)\r\n* _dict_it.csv_: Biodiversity dictionary (Italian)\r\n*  43 (French)\r\n* _dict_it.csv_: Biodiversity dictionary (Italian)\r\n* 
            44 _topic_labels.csv_: labels/codes for policy sectors\r\n* _topics.csv_:  44 _topic_labels.csv_: labels/codes for policy sectors\r\n* _topics.csv_: 
            45 labels/codes for policy sectors\r\n\r\nThe corpus and the dictionary  45 labels/codes for policy sectors\r\n\r\nThe corpus and the dictionary 
            46 were compiled by the authors specifically for this project. The  46 were compiled by the authors specifically for this project. The 
            47 labels/codes for policy sectors are based on the [coding  47 labels/codes for policy sectors are based on the [coding 
            48 scheme](http://ws-old.parlament.ch/affairs/topics) of the Swiss  48 scheme](http://ws-old.parlament.ch/affairs/topics) of the Swiss 
            49 Parliament.\r\n\r\n\r\n### Text corpus\r\n\r\nThe text corpus consists  49 Parliament.\r\n\r\n\r\n### Text corpus\r\n\r\nThe text corpus consists 
            50 of 439,984 Swiss policy documents in German, French, and Italian from  50 of 439,984 Swiss policy documents in German, French, and Italian from 
            51 1999 to 2018. The corpus was compiled from the following source  51 1999 to 2018. The corpus was compiled from the following source 
            52 between 2020-10-01 and 2021-01-31.\r\n\r\n* Transcripts and  52 between 2020-10-01 and 2021-01-31.\r\n\r\n* Transcripts and 
            53 parliamentary businesses (e.g. questions, motions, parliamentary  53 parliamentary businesses (e.g. questions, motions, parliamentary 
            54 initiatives) via the [Web Services  54 initiatives) via the [Web Services 
            55 h/de/%C3%BCber-das-parlament/fakten-und-zahlen/open-data-web-services)  55 h/de/%C3%BCber-das-parlament/fakten-und-zahlen/open-data-web-services) 
            56 provided by the Swiss Parliament\r\n* The official compilation of  56 provided by the Swiss Parliament\r\n* The official compilation of 
            57 federal legislation (\"Amtliche Sammlung\", AS) via  57 federal legislation (\"Amtliche Sammlung\", AS) via 
            58 e/dataset/official-compilation-of-federal-legislation-bs-as-1947-2018)  58 e/dataset/official-compilation-of-federal-legislation-bs-as-1947-2018) 
            59 provided by the Swiss Federal Archives (SFA)\r\n*  The federal gazette  59 provided by the Swiss Federal Archives (SFA)\r\n*  The federal gazette 
            60 (\"Bundesblatt\") via  60 (\"Bundesblatt\") via 
            61 [fedlex.admin.ch](https://www.fedlex.admin.ch/de/fga/index)\r\n*  61 [fedlex.admin.ch](https://www.fedlex.admin.ch/de/fga/index)\r\n* 
            62 Decisions of federal courts via [entscheidsuche.ch  62 Decisions of federal courts via [entscheidsuche.ch 
            63 (ES)](https://entscheidsuche.ch/)\r\n\r\nThe corpus is stored in a  63 (ES)](https://entscheidsuche.ch/)\r\n\r\nThe corpus is stored in a 
            64 single data frame to use with R saved as  64 single data frame to use with R saved as 
            65 [PARQUET](https://parquet.apache.org/) file (corpus.parquet). The data  65 [PARQUET](https://parquet.apache.org/) file (corpus.parquet). The data 
            66 frame has the following structure.\r\n\r\n* _text_id_: Unique  66 frame has the following structure.\r\n\r\n* _text_id_: Unique 
            67 identifier for each text (source information as prefix, e.g.  67 identifier for each text (source information as prefix, e.g. 
            68 \"t_\")\r\n* _doc_type_: Document type (see coding scheme below)\r\n*  68 \"t_\")\r\n* _doc_type_: Document type (see coding scheme below)\r\n* 
            69 _branch_: Government branche (1 legislative, 2 executive, 3  69 _branch_: Government branche (1 legislative, 2 executive, 3 
            70 judicative)\r\n* _stage_: Stage of policy process (1 drafting, 2  70 judicative)\r\n* _stage_: Stage of policy process (1 drafting, 2 
            71 introduction, 3 interpretation)\r\n* _year_: Year of publication\r\n*  71 introduction, 3 interpretation)\r\n* _year_: Year of publication\r\n* 
            72 _topic_: Policy sector (coding scheme in separate file in data  72 _topic_: Policy sector (coding scheme in separate file in data 
            73 folder)\r\n* _lang_: Language (de, fr, it)\r\n* _text_:  73 folder)\r\n* _lang_: Language (de, fr, it)\r\n* _text_: 
            74 Text\r\n\r\nThe following list contains the coding scheme for the  74 Text\r\n\r\nThe following list contains the coding scheme for the 
            75 doc_type variable.\r\n\r\n* 101: Federal gazette // Draft for public  75 doc_type variable.\r\n\r\n* 101: Federal gazette // Draft for public 
            76 consultation (\"Vernehmlassungsverfahren\")\r\n* 102: Federal gazette  76 consultation (\"Vernehmlassungsverfahren\")\r\n* 102: Federal gazette 
            77 // Explanation of draft for parliament (\"Botschaft\")\r\n* 103:  77 // Explanation of draft for parliament (\"Botschaft\")\r\n* 103: 
            78 Federal gazette // Strategy, action plan\r\n* 104: Federal gazette //  78 Federal gazette // Strategy, action plan\r\n* 104: Federal gazette // 
            79 Federal council decree (\"Bundesratsbeschluss\")\r\n* 105: Federal  79 Federal council decree (\"Bundesratsbeschluss\")\r\n* 105: Federal 
            80 gazette // (Simple) Federal decree (\"(Einfacher)  80 gazette // (Simple) Federal decree (\"(Einfacher) 
            81 Bundesbeschluss\")\r\n* 106: Federal gazette // General decree  81 Bundesbeschluss\")\r\n* 106: Federal gazette // General decree 
            82 (\"Allgemeinverf\u00fcgung\")\r\n* 107: Federal gazette // Treaty  82 (\"Allgemeinverf\u00fcgung\")\r\n* 107: Federal gazette // Treaty 
            83 (\"\u00dcbereinkommen\")\r\n* 108: Federal gazette // Treaty  83 (\"\u00dcbereinkommen\")\r\n* 108: Federal gazette // Treaty 
            84 (\"Abkommen\")\r\n* 109: Federal gazette // Draft for parliament  84 (\"Abkommen\")\r\n* 109: Federal gazette // Draft for parliament 
            85 (\"Entwurf\")\r\n* 110: Federal gazette // Report (\"Bericht\")\r\n*  85 (\"Entwurf\")\r\n* 110: Federal gazette // Report (\"Bericht\")\r\n* 
            86 111: Federal gazette // Report of parliamentary comission  86 111: Federal gazette // Report of parliamentary comission 
            87 (\"Bericht\")\r\n* 112: Federal gazette // Report of federal council  87 (\"Bericht\")\r\n* 112: Federal gazette // Report of federal council 
            88 (\"Bericht\")\r\n* 201: Parl. businesses // Submitted text\r\n* 202:  88 (\"Bericht\")\r\n* 201: Parl. businesses // Submitted text\r\n* 202: 
            89 Parl. businesses // Reason text\r\n* 203: Parl. businesses // Federal  89 Parl. businesses // Reason text\r\n* 203: Parl. businesses // Federal 
            90 council response\r\n* 204: Parl. businesses // Initial situation\r\n*  90 council response\r\n* 204: Parl. businesses // Initial situation\r\n* 
            91 205: Parl. businesses // Proceedings\r\n* 301: Parl. transcripts //  91 205: Parl. businesses // Proceedings\r\n* 301: Parl. transcripts // 
            92 Speech of MP\r\n* 302: Parl. transcripts // Speech of federal  92 Speech of MP\r\n* 302: Parl. transcripts // Speech of federal 
            93 council\r\n* 401: Federal legislation // Legal text of the official  93 council\r\n* 401: Federal legislation // Legal text of the official 
            94 compilation (law, ordinances, etc.)\r\n* 501: Court decisions //  94 compilation (law, ordinances, etc.)\r\n* 501: Court decisions // 
            95 Federal Supreme Court\r\n* 502: Court decisions // Federal Criminal  95 Federal Supreme Court\r\n* 502: Court decisions // Federal Criminal 
            96 Court\r\n* 503: Court decisions // Federal Administrative  96 Court\r\n* 503: Court decisions // Federal Administrative 
            97 Court\r\n\r\n## Code folder\r\n\r\nThe code folder contains all R code  97 Court\r\n\r\n## Code folder\r\n\r\nThe code folder contains all R code 
            98 for the analyses. The files are numbered chronologically. \r\n\r\n*  98 for the analyses. The files are numbered chronologically. \r\n\r\n* 
            99 _1_classifier_training.R_: Training of classifiers for classification  99 _1_classifier_training.R_: Training of classifiers for classification 
            100 of policy sectors\r\n* _2_classifier_application.R_: Classification of  100 of policy sectors\r\n* _2_classifier_application.R_: Classification of 
            101 documents in corpus\r\n* _3_dictionary_application.R_: Biodiversity  101 documents in corpus\r\n* _3_dictionary_application.R_: Biodiversity 
            102 indexing of documents in corpus\r\n* _4_stm_truncation.R_: Truncation  102 indexing of documents in corpus\r\n* _4_stm_truncation.R_: Truncation 
            103 of indexed documents to keep only relevant parts\r\n*  103 of indexed documents to keep only relevant parts\r\n* 
            104 _5_stm_translation.R_: Translation of FR and IT documents to DE\r\n*  104 _5_stm_translation.R_: Translation of FR and IT documents to DE\r\n* 
            105 _6_stm_model.R_: Preprocesssing and structural topic model\r\n*  105 _6_stm_model.R_: Preprocesssing and structural topic model\r\n* 
            106 _7_plots.R_: Plots and numbers as included in the paper\r\n\r\nThe  106 _7_plots.R_: Plots and numbers as included in the paper\r\n\r\nThe 
            107 code/functions folder contains custom functions used in the scripts,  107 code/functions folder contains custom functions used in the scripts, 
            108 e.g. to support topic model interpretation.\r\n\r\nPackage versions  108 e.g. to support topic model interpretation.\r\n\r\nPackage versions 
            109 and setup details are noted in the code files.\r\n\r\n##  109 and setup details are noted in the code files.\r\n\r\n## 
            110 Contact\r\n\r\nPlease direct any questions to Ueli Reber  110 Contact\r\n\r\nPlease direct any questions to Ueli Reber 
            111 (ueli.reber@eawag.ch).", 111 (ueli.reber@eawag.ch).",
            112   "num_resources": 1, 112   "num_resources": 1,
            113   "num_tags": 7, 113   "num_tags": 7,
            114   "organization": { 114   "organization": {
            115     "approval_status": "approved", 115     "approval_status": "approved",
            116     "created": "2021-12-01T19:07:26.442187", 116     "created": "2021-12-01T19:07:26.442187",
            117     "description": "_An Eawag-WSL collaboration focusing on  117     "description": "_An Eawag-WSL collaboration focusing on 
            118 Biodiversity at the interface of aquatic and terrestrial  118 Biodiversity at the interface of aquatic and terrestrial 
            119 ecosystems._\r\n\r\nHotspots of biodiversity can be found both in  119 ecosystems._\r\n\r\nHotspots of biodiversity can be found both in 
            120 freshwater and terrestrial (blue-green) environments, and especially  120 freshwater and terrestrial (blue-green) environments, and especially 
            121 at their interface. Freshwater and terrestrial ecosystems are often  121 at their interface. Freshwater and terrestrial ecosystems are often 
            122 interdependent and rely on resources and substance flows across  122 interdependent and rely on resources and substance flows across 
            123 land-water boundaries. Many organisms depend on both environments,  123 land-water boundaries. Many organisms depend on both environments, 
            124 move across the boundaries or spend different life stages in different  124 move across the boundaries or spend different life stages in different 
            125 habitats. Yet blue-green ecosystems are seldom studied in an  125 habitats. Yet blue-green ecosystems are seldom studied in an 
            126 integrated manner, despite the fact that they are dramatically  126 integrated manner, despite the fact that they are dramatically 
            127 impacted by the current decrease of biodiversity associated with  127 impacted by the current decrease of biodiversity associated with 
            128 habitat fragmentation and loss, invasive species, climate change and  128 habitat fragmentation and loss, invasive species, climate change and 
            129 other drivers. Research and action to reverse and mitigate the loss of  129 other drivers. Research and action to reverse and mitigate the loss of 
            130 biodiversity and associated ecosystem functions and services are thus  130 biodiversity and associated ecosystem functions and services are thus 
            131 crucially needed.\r\nIn order to tackle this scientifically and  131 crucially needed.\r\nIn order to tackle this scientifically and 
            132 societally urgent topic, the ETH Board has funded a research  132 societally urgent topic, the ETH Board has funded a research 
            133 initiative on Blue-Green Biodiversity (BGB). Its goal is to strengthen  133 initiative on Blue-Green Biodiversity (BGB). Its goal is to strengthen 
            134 interdisciplinary biodiversity research within WSL and Eawag, but also  134 interdisciplinary biodiversity research within WSL and Eawag, but also 
            135 within the whole ETH domain and beyond, to understand and respond to  135 within the whole ETH domain and beyond, to understand and respond to 
            136 challenges associated to species loss and biodiversity change as  136 challenges associated to species loss and biodiversity change as 
            137 quickly as possible.", 137 quickly as possible.",
            138     "id": "121fdf3a-35c5-4aee-9f88-680d927d5fcd", 138     "id": "121fdf3a-35c5-4aee-9f88-680d927d5fcd",
            139     "image_url": "", 139     "image_url": "",
            140     "is_organization": true, 140     "is_organization": true,
            141     "name": "bgb", 141     "name": "bgb",
            142     "state": "active", 142     "state": "active",
            143     "title": "BGB", 143     "title": "BGB",
            144     "type": "organization" 144     "type": "organization"
            145   }, 145   },
            146   "owner_org": "121fdf3a-35c5-4aee-9f88-680d927d5fcd", 146   "owner_org": "121fdf3a-35c5-4aee-9f88-680d927d5fcd",
            147   "private": false, 147   "private": false,
            148   "publication": "{\"publication_year\": \"2022\", \"publisher\":  148   "publication": "{\"publication_year\": \"2022\", \"publisher\": 
            149 \"\"}", 149 \"\"}",
            150   "publication_state": "published", 150   "publication_state": "published",
            151   "related_datasets": "", 151   "related_datasets": "",
            152   "related_publications": "* Reber, U., Fischer, M., Ingold, K.,  152   "related_publications": "* Reber, U., Fischer, M., Ingold, K., 
            153 Kienast, F., Hersperger, A. M., Gr\u00fctter, R., & Benz, R. (2022).  153 Kienast, F., Hersperger, A. M., Gr\u00fctter, R., & Benz, R. (2022). 
            154 Integrating biodiversity: A longitudinal and cross-sectoral analysis  154 Integrating biodiversity: A longitudinal and cross-sectoral analysis 
            155 of Swiss politics. *Policy Sciences*.", 155 of Swiss politics. *Policy Sciences*.",
            156   "relationships_as_object": [], 156   "relationships_as_object": [],
            157   "relationships_as_subject": [], 157   "relationships_as_subject": [],
            158   "resource_type": "dataset", 158   "resource_type": "dataset",
            159   "resource_type_general": "dataset", 159   "resource_type_general": "dataset",
            160   "resources": [ 160   "resources": [
            161     { 161     {
            162       "cache_last_updated": null, 162       "cache_last_updated": null,
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            164       "created": "2022-02-28T10:12:51.325963", 164       "created": "2022-02-28T10:12:51.325963",
            165       "description": "", 165       "description": "",
            166       "doi": "", 166       "doi": "",
            167       "format": "*.zip", 167       "format": "*.zip",
            168       "hash": "", 168       "hash": "",
            169       "id": "1d1258dc-ea9f-4f51-a6e9-34c024193daa", 169       "id": "1d1258dc-ea9f-4f51-a6e9-34c024193daa",
            170       "last_modified": "2022-03-10T21:49:12.358410", 170       "last_modified": "2022-03-10T21:49:12.358410",
            171       "metadata_modified": "2022-03-10T20:49:12.884464", 171       "metadata_modified": "2022-03-10T20:49:12.884464",
            172       "mimetype": null, 172       "mimetype": null,
            173       "mimetype_inner": null, 173       "mimetype_inner": null,
            174       "name": "Replication files", 174       "name": "Replication files",
            175       "package_id": "9a78b620-82fd-4b38-a1c5-c04e95913cc1", 175       "package_id": "9a78b620-82fd-4b38-a1c5-c04e95913cc1",
            176       "position": 0, 176       "position": 0,
            177       "publication_state": "", 177       "publication_state": "",
            178       "resource_size": "{\"size_value\": \"\", \"size_units\":  178       "resource_size": "{\"size_value\": \"\", \"size_units\": 
            179 \"kb\"}", 179 \"kb\"}",
            180       "resource_type": null, 180       "resource_type": null,
            181       "restricted": "{\"level\": \"public\", \"allowed_users\": \"\",  181       "restricted": "{\"level\": \"public\", \"allowed_users\": \"\", 
            182 \"shared_secret\": \"\"}", 182 \"shared_secret\": \"\"}",
            183       "size": 1830842173, 183       "size": 1830842173,
            184       "state": "active", 184       "state": "active",
            185       "url":  185       "url": 
            186 /1d1258dc-ea9f-4f51-a6e9-34c024193daa/download/replication-files.zip", 186 /1d1258dc-ea9f-4f51-a6e9-34c024193daa/download/replication-files.zip",
            187       "url_type": "upload" 187       "url_type": "upload"
            188     } 188     }
            189   ], 189   ],
            190   "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587,  190   "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[5.95587, 
            191 45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203,  191 45.81802],[5.95587, 47.80838],[10.49203, 47.80838],[10.49203, 
            192 45.81802],[5.95587, 45.81802]]]}", 192 45.81802],[5.95587, 45.81802]]]}",
            193   "spatial_info": "Switzerland", 193   "spatial_info": "Switzerland",
            194   "state": "active", 194   "state": "active",
            195   "subtitle": "", 195   "subtitle": "",
            196   "tags": [ 196   "tags": [
            197     { 197     {
            198       "display_name": "BGB", 198       "display_name": "BGB",
            199       "id": "343b04ed-8635-43e1-bb6b-782f3aab5933", 199       "id": "343b04ed-8635-43e1-bb6b-782f3aab5933",
            200       "name": "BGB", 200       "name": "BGB",
            201       "state": "active", 201       "state": "active",
            202       "vocabulary_id": null 202       "vocabulary_id": null
            203     }, 203     },
            204     { 204     {
            205       "display_name": "BIODIVERSITY", 205       "display_name": "BIODIVERSITY",
            206       "id": "cb53f136-b0e5-418c-a3d3-cda8d0945ec6", 206       "id": "cb53f136-b0e5-418c-a3d3-cda8d0945ec6",
            207       "name": "BIODIVERSITY", 207       "name": "BIODIVERSITY",
            208       "state": "active", 208       "state": "active",
            209       "vocabulary_id": null 209       "vocabulary_id": null
            210     }, 210     },
            211     { 211     {
            212       "display_name": "ENVIRONMENTAL  POLICY", 212       "display_name": "ENVIRONMENTAL  POLICY",
            213       "id": "62c8ccb4-36db-4459-ba6b-de6068d6a32c", 213       "id": "62c8ccb4-36db-4459-ba6b-de6068d6a32c",
            214       "name": "ENVIRONMENTAL  POLICY", 214       "name": "ENVIRONMENTAL  POLICY",
            215       "state": "active", 215       "state": "active",
            216       "vocabulary_id": null 216       "vocabulary_id": null
            217     }, 217     },
            218     { 218     {
            219       "display_name": "POLICY ANALYSIS", 219       "display_name": "POLICY ANALYSIS",
            220       "id": "d0564e55-58d0-4e6c-b3da-c4078c537ab4", 220       "id": "d0564e55-58d0-4e6c-b3da-c4078c537ab4",
            221       "name": "POLICY ANALYSIS", 221       "name": "POLICY ANALYSIS",
            222       "state": "active", 222       "state": "active",
            223       "vocabulary_id": null 223       "vocabulary_id": null
            224     }, 224     },
            225     { 225     {
            226       "display_name": "POLICY DOCUMENTS", 226       "display_name": "POLICY DOCUMENTS",
            227       "id": "82b36978-25cb-4924-857c-d1787c3dccad", 227       "id": "82b36978-25cb-4924-857c-d1787c3dccad",
            228       "name": "POLICY DOCUMENTS", 228       "name": "POLICY DOCUMENTS",
            229       "state": "active", 229       "state": "active",
            230       "vocabulary_id": null 230       "vocabulary_id": null
            231     }, 231     },
            232     { 232     {
            233       "display_name": "SWITZERLAND", 233       "display_name": "SWITZERLAND",
            234       "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a", 234       "id": "97ac3564-bb88-46ad-9fe4-b7d606e0aa3a",
            235       "name": "SWITZERLAND", 235       "name": "SWITZERLAND",
            236       "state": "active", 236       "state": "active",
            237       "vocabulary_id": null 237       "vocabulary_id": null
            238     }, 238     },
            239     { 239     {
            240       "display_name": "TEXT CORPUS", 240       "display_name": "TEXT CORPUS",
            241       "id": "cf406fe5-c276-4607-9ad7-aba1eaa9d7bd", 241       "id": "cf406fe5-c276-4607-9ad7-aba1eaa9d7bd",
            242       "name": "TEXT CORPUS", 242       "name": "TEXT CORPUS",
            243       "state": "active", 243       "state": "active",
            244       "vocabulary_id": null 244       "vocabulary_id": null
            245     } 245     }
            246   ], 246   ],
            247   "title": "Replication files for \"Integrating biodiversity: A  247   "title": "Replication files for \"Integrating biodiversity: A 
            248 longitudinal and cross-sectoral analysis of Swiss politics\"", 248 longitudinal and cross-sectoral analysis of Swiss politics\"",
            249   "type": "dataset", 249   "type": "dataset",
            250   "url": null, 250   "url": null,
            251   "version": "1.0" 251   "version": "1.0"
            252 } 252 }