From 16109c564af8b94f7d6172c761fabdb6d3c64294 Mon Sep 17 00:00:00 2001 From: rnckp <> Date: Tue, 26 Nov 2024 03:43:20 +0000 Subject: [PATCH] Updates --- .../100@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../101@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../102@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../103@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/1040@stadt-uster.Rmd | 2 +- .../104@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../105@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../106@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../107@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../109@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../10@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../110@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/1120@are-kanton-zuerich.Rmd | 2 +- .../112@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../113@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../114@statistisches-amt-kanton-zuerich.Rmd | 2 +- 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.../711@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../714@statistisches-amt-kanton-zuerich.Rmd | 6 +++--- .../715@fachstelle-ogd-kanton-zuerich.Rmd | 2 +- .../718@kantonspolizei-kanton-zuerich.Rmd | 2 +- .../719@fachstelle-ogd-kanton-zuerich.Rmd | 2 +- .../71@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/720@stadt-uster.Rmd | 2 +- 01_r-markdown/721@stadt-uster.Rmd | 2 +- .../723@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../725@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../728@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../729@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../72@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd | 2 +- 01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/736@awel-kanton-zuerich.Rmd | 2 +- .../740@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../74@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../78@statistisches-amt-kanton-zuerich.Rmd | 2 +- 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.../1362@gesundheitsdirektion-kanton-zuerich.ipynb | 2 +- .../1742@statistisches-amt-kanton-zuerich.ipynb | 2 +- 02_python/1863@stadt-winterthur.ipynb | 2 +- 02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb | 2 +- 02_python/2142@stadt-winterthur.ipynb | 2 +- .../2522@statistisches-amt-kanton-zuerich.ipynb | 2 +- 02_python/563@awel-kanton-zuerich.ipynb | 2 +- .../714@statistisches-amt-kanton-zuerich.ipynb | 2 +- README.md | 2 +- 443 files changed, 471 insertions(+), 471 deletions(-) diff --git a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd index 25a57b0ddd..7e5dc08d8a 100644 --- a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd index c3feb05aac..3f0f336012 100644 --- a/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd index 225694f1b8..e7b62f81ae 100644 --- a/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd index 588a5074cc..fc38208c5e 100644 --- a/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1040@stadt-uster.Rmd b/01_r-markdown/1040@stadt-uster.Rmd index ea26f72a5f..2cb052b75d 100644 --- a/01_r-markdown/1040@stadt-uster.Rmd +++ b/01_r-markdown/1040@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd index 9876787be5..9476dde291 100644 --- a/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd index d404275201..5c7b7616b1 100644 --- a/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd index d0814ac3fe..29482f79f1 100644 --- a/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd index 37556456ef..d3fa87957a 100644 --- a/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd index d967d004ca..f1ba0de6c2 100644 --- a/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd index 0d0983091e..aeaea26dca 100644 --- a/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd index 9e00fc886d..a906eeeae1 100644 --- a/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1120@are-kanton-zuerich.Rmd b/01_r-markdown/1120@are-kanton-zuerich.Rmd index 31538717e3..99b63bf7f7 100644 --- a/01_r-markdown/1120@are-kanton-zuerich.Rmd +++ b/01_r-markdown/1120@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd index 41f9ab2279..cf87b0f16f 100644 --- a/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd index 3457d54098..9f16247459 100644 --- a/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd index 8fe1c36334..c22c384c15 100644 --- a/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd index 755e239057..c723782b02 100644 --- a/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd index cc2511ad79..f4f46ceb40 100644 --- a/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd index 9a66cc2df9..99146ab4d9 100644 --- a/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd index 985bf8716f..03d49f0257 100644 --- a/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd index 19364071ff..a1f08176d5 100644 --- a/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd index 42d6641fac..d73e8c5983 100644 --- a/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd index d9ea1e1056..a807b484b9 100644 --- a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd index ca165fdb8c..49bcd49d30 100644 --- a/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd index 7b1744ad1b..06675cd018 100644 --- a/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd index 899be920f5..ba92915a3e 100644 --- a/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd index b28077d5ae..6ee2e450e6 100644 --- a/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd index 2944f59568..2f4fd7ce28 100644 --- a/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd index 539b7026b2..bcbf628ce7 100644 --- a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd +++ b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd index 41d310af2d..cb4841f8a5 100644 --- a/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd index 3634c44d4a..271d6328ff 100644 --- a/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd index beb816988f..9ad79c29cc 100644 --- a/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd index b9d333a141..3fac6f6a18 100644 --- a/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd index a090e4e63e..7ad0c58b52 100644 --- a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1362@gesundheitsdirektion-kanton-zuer ## Metadata - **Issued** `2023-03-24T10:10:26` -- **Modified** `2024-11-22T11:25:03` +- **Modified** `2024-11-25T11:54:48` - **Startdate** `2020-01-01` -- **Enddate** `2024-08-24` +- **Enddate** `2024-08-27` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']` - **Publisher** `['Gesundheitsdirektion des Kantons Zürich']` @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion- # Title : Netzproben der Trinkwasserqualität # Description : None # Issued : 2023-03-24T10:10:26 -# Modified : 2024-11-22T11:25:03 +# Modified : 2024-11-25T11:54:48 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv') diff --git a/01_r-markdown/1363@awel-kanton-zuerich.Rmd b/01_r-markdown/1363@awel-kanton-zuerich.Rmd index bfe1fcd3fd..4c4fc597ca 100644 --- a/01_r-markdown/1363@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1363@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd index d29f71fd2e..8622a8081a 100644 --- a/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd index 77dbf3c5bc..1652a25576 100644 --- a/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1381@stadt-winterthur.Rmd b/01_r-markdown/1381@stadt-winterthur.Rmd index 115d868704..7f78072d10 100644 --- a/01_r-markdown/1381@stadt-winterthur.Rmd +++ b/01_r-markdown/1381@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1382@stadt-uster.Rmd b/01_r-markdown/1382@stadt-uster.Rmd index c987152ec9..9e02c55f91 100644 --- a/01_r-markdown/1382@stadt-uster.Rmd +++ b/01_r-markdown/1382@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd index 6bed673683..6d835fc412 100644 --- a/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd index 87d1d53214..4f27e54b63 100644 --- a/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd index d2f08c842b..fc863bd697 100644 --- a/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd index 335dfe6541..2a76566223 100644 --- a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd +++ b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd index 0c8df9c4c4..7018090a95 100644 --- a/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd index dfee8ce683..04799cec7a 100644 --- a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd +++ b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd index 96b6d9e35a..0a592333ac 100644 --- a/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd index 06ed2d4cf5..64f91f9da0 100644 --- a/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd index 4a8f78dc30..ff2a2d119d 100644 --- a/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd index 70cb8008e0..faeec792bc 100644 --- a/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd index 70189bfc36..ef29c9226d 100644 --- a/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd index 9e486f5dd7..8ef2413ad0 100644 --- a/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1481@stadt-winterthur.Rmd b/01_r-markdown/1481@stadt-winterthur.Rmd index dab04570d2..39eec06ee3 100644 --- a/01_r-markdown/1481@stadt-winterthur.Rmd +++ b/01_r-markdown/1481@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd index 838d9d2d64..72841189be 100644 --- a/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd index 61450551ca..e54fa986ec 100644 --- a/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd index 998cb9ba1d..6d7a305ec9 100644 --- a/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd index e4bec2568a..53b6d64fd1 100644 --- a/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd index 98458d86e6..2d347854f4 100644 --- a/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1521@stadt-winterthur.Rmd b/01_r-markdown/1521@stadt-winterthur.Rmd index ea66b30c89..be63f0e1a0 100644 --- a/01_r-markdown/1521@stadt-winterthur.Rmd +++ b/01_r-markdown/1521@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1522@stadt-winterthur.Rmd b/01_r-markdown/1522@stadt-winterthur.Rmd index bea70a979a..367243c755 100644 --- a/01_r-markdown/1522@stadt-winterthur.Rmd +++ b/01_r-markdown/1522@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd index 85205719d7..68355b3405 100644 --- a/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd index 84edd084d1..ad830f3d10 100644 --- a/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd index 3998160e2b..0bf259e719 100644 --- a/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd index cbd47b334d..ee978a2b1a 100644 --- a/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd index dc8f4f8548..76afba4f2b 100644 --- a/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd index f32874e3dc..b7c0134a19 100644 --- a/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd index ccfe7f0894..3c41c272d3 100644 --- a/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd index 619b9754d7..4f14653637 100644 --- a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd index ee4220baa0..d36696b403 100644 --- a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd index 5fc2ad01b0..050681094d 100644 --- a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd index 3b9f5c996f..a846ad5a13 100644 --- a/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd index e20ae72331..471b6ba0a2 100644 --- a/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd index 482f349575..f186185e81 100644 --- a/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1601@stadt-winterthur.Rmd b/01_r-markdown/1601@stadt-winterthur.Rmd index 3d04e83802..f92e205194 100644 --- a/01_r-markdown/1601@stadt-winterthur.Rmd +++ b/01_r-markdown/1601@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1602@stadt-winterthur.Rmd b/01_r-markdown/1602@stadt-winterthur.Rmd index cbc1a25aaf..2dddd0654e 100644 --- a/01_r-markdown/1602@stadt-winterthur.Rmd +++ b/01_r-markdown/1602@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd index 55853f9d97..77308189dc 100644 --- a/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd index 20ae50dd74..1dd8182004 100644 --- a/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1621@stadt-winterthur.Rmd b/01_r-markdown/1621@stadt-winterthur.Rmd index 1b9c4f7c11..a057b6e102 100644 --- a/01_r-markdown/1621@stadt-winterthur.Rmd +++ b/01_r-markdown/1621@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd index f1cc4f24e6..263b4d5fa4 100644 --- a/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd index 287dcf7ea5..9c221f6b54 100644 --- a/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd index a0c005f025..55239e49b5 100644 --- a/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd index 0295be3e2c..e69078aa71 100644 --- a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd index 05c3fe8517..4c211d4874 100644 --- a/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd index 6793624319..4e40fe2468 100644 --- a/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1661@awel-kanton-zuerich.Rmd b/01_r-markdown/1661@awel-kanton-zuerich.Rmd index d1cee9e346..94f2a4907e 100644 --- a/01_r-markdown/1661@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1661@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd index c292b75564..916f3fce73 100644 --- a/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd index 2fa2ba56ff..146977d6ba 100644 --- a/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1681@awel-kanton-zuerich.Rmd b/01_r-markdown/1681@awel-kanton-zuerich.Rmd index 3eb4ef506b..a860499a1d 100644 --- a/01_r-markdown/1681@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1681@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd index c0cc3bdd38..5cb2dc4ae0 100644 --- a/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd index e565a7e76f..1061ed9164 100644 --- a/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd index f48e5bca4e..086cd41161 100644 --- a/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd index 0112252b5a..2722a1e5d0 100644 --- a/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd index 5ca0b5cdd8..0d87042e6d 100644 --- a/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd index 3668dfdea6..cc5d2bfc00 100644 --- a/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd index 3f8115c399..d980467201 100644 --- a/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd index bced3799bb..4f1e62db77 100644 --- a/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1742@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2022-09-06T14:13:35` -- **Modified** `2024-11-18T05:00:38` +- **Modified** `2024-11-25T05:04:26` - **Startdate** `2017-01-01` -- **Enddate** `2024-11-17` +- **Enddate** `2024-11-24` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']` - **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Konkurseröffnungen nach Branchen im Kanton Zürich und der Schweiz insgesamt, wöchentlich aktualisiert # Description : Anzahl der Eröffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp "KE Auflösung inf. Konkurs" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gemäss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregisterämtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gemäss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonskürzel oder 'CH' für die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen Ämter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenseröffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenseröffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurseröffnungen der Vergleichsperiode 2017 bis 2019. # Issued : 2022-09-06T14:13:35 -# Modified : 2024-11-18T06:00:35 +# Modified : 2024-11-25T06:04:19 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv') @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_ # Title : Neugründungen nach Branchen im Kanton Zürich und der Schweiz insgesamt, wöchentlich aktualisiert # Description : None # Issued : 2023-01-20T15:22:41 -# Modified : 2024-11-18T06:00:39 +# Modified : 2024-11-25T06:04:26 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv') diff --git a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd index 805206bc96..e8b5d88ed4 100644 --- a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd index 467a99699b..b14fa288c0 100644 --- a/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd index 271ba72d66..c075397ad3 100644 --- a/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd index 6006915e00..6c0713b3e2 100644 --- a/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd index 5106024e6b..0827e47769 100644 --- a/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd index 42e3e04ed1..ce064416b5 100644 --- a/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1802@are-kanton-zuerich.Rmd b/01_r-markdown/1802@are-kanton-zuerich.Rmd index 0cbf55de7d..30b7399aba 100644 --- a/01_r-markdown/1802@are-kanton-zuerich.Rmd +++ b/01_r-markdown/1802@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1803@awel-kanton-zuerich.Rmd b/01_r-markdown/1803@awel-kanton-zuerich.Rmd index 3578f22435..a2088f50be 100644 --- a/01_r-markdown/1803@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1803@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd index d8f109acbb..630fbb2524 100644 --- a/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1823@stadt-winterthur.Rmd b/01_r-markdown/1823@stadt-winterthur.Rmd index 737ca3a8fd..5cd8e4db71 100644 --- a/01_r-markdown/1823@stadt-winterthur.Rmd +++ b/01_r-markdown/1823@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd index 7415583ab9..63c5077731 100644 --- a/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd index 7bea3afb33..d327a600dd 100644 --- a/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd index f33ece7bc8..902ffc9401 100644 --- a/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd index 8d842ebcdd..03f0a9fe8c 100644 --- a/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1863@stadt-winterthur.Rmd b/01_r-markdown/1863@stadt-winterthur.Rmd index 7e50b76c67..0652b421a2 100644 --- a/01_r-markdown/1863@stadt-winterthur.Rmd +++ b/01_r-markdown/1863@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 1863@stadt-winterthur. ## Metadata - **Issued** `2022-11-25T09:02:55` -- **Modified** `2024-11-24T09:11:34` +- **Modified** `2024-11-25T09:11:34` - **Startdate** `2013-01-01` -- **Enddate** `2024-11-23` +- **Enddate** `2024-11-24` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']` - **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -55,7 +55,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Energieverbrauch als Bruttolastgang ab 2022 # Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst. # Issued : 2022-11-25T09:02:55 -# Modified : 2024-11-24T10:11:34 +# Modified : 2024-11-25T10:11:34 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003562.csv') diff --git a/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd index 7a5594ebac..995f04f230 100644 --- a/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd index 19db8e684b..8786af393a 100644 --- a/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd index ed39332d64..91b1527a32 100644 --- a/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd index 92c4e3eb83..fa3c623b64 100644 --- a/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd index 4680fea490..411a75179e 100644 --- a/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd index 48f3ad731a..e90ae53524 100644 --- a/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd index 8afdde70a5..5f4a742419 100644 --- a/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd index 93fc1ad79d..91338c9a2d 100644 --- a/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd index e7c2bd4814..bc6012b18e 100644 --- a/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd index 3baaa5d339..74188c485f 100644 --- a/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd index 7a22e55cef..5ae4cf874c 100644 --- a/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd index 05442e081e..569e1adb2d 100644 --- a/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1982@afm-kanton-zuerich.Rmd b/01_r-markdown/1982@afm-kanton-zuerich.Rmd index ece262a992..f82d350f61 100644 --- a/01_r-markdown/1982@afm-kanton-zuerich.Rmd +++ b/01_r-markdown/1982@afm-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd index 9cda6c206c..240e183b88 100644 --- a/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd index 1040d43a4f..20137f3610 100644 --- a/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd index e7ca5c56da..630f5bfaa0 100644 --- a/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd index b4a634af66..5d513f62e4 100644 --- a/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd index 75b65008be..7ef309640c 100644 --- a/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd index 5ac1333e23..97017a1dba 100644 --- a/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd index c2ffda3ac4..51078feabe 100644 --- a/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd index 7d291823d3..46b8e7c22d 100644 --- a/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd index ee71d29c21..1223cf5e92 100644 --- a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd index 71c5d668c0..a4002473e3 100644 --- a/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd index 42fa80ebf0..f529759b4d 100644 --- a/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd index 9ec9c521c3..e75e68745d 100644 --- a/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 2063@fachstelle-ogd-kanton-zuerich. ## Metadata - **Issued** `2023-03-24T10:12:00` -- **Modified** `2024-11-25T00:01:04` +- **Modified** `2024-11-26T00:00:55` - **Startdate** `2020-01-01` -- **Enddate** `2024-11-25` +- **Enddate** `2024-11-26` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']` - **Publisher** `['Fachstelle Open Government Data des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Netzproben der Trinkwasserqualität # Description : None # Issued : 2023-03-24T10:12:00 -# Modified : 2024-11-25T01:01:04 +# Modified : 2024-11-26T01:00:54 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002063_00004104.csv') diff --git a/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd index 6d10444b46..5dd908d046 100644 --- a/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd index 0a9f6b03cb..505f8d04dc 100644 --- a/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd index b7582dc11c..8e9f8a3544 100644 --- a/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd index 075d0625d2..417780224e 100644 --- a/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd index 42445dd896..45bf570d32 100644 --- a/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2102@awel-kanton-zuerich.Rmd b/01_r-markdown/2102@awel-kanton-zuerich.Rmd index 6a5bbc6a62..aa313084f6 100644 --- a/01_r-markdown/2102@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2102@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd index 0b6f2225e2..7440280958 100644 --- a/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd index dce9fe9bb9..e7300a086c 100644 --- a/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd index 0abc3b38ee..8b7f3dff09 100644 --- a/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd index 0caf345c71..7d9494e4a0 100644 --- a/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2142@stadt-winterthur.Rmd b/01_r-markdown/2142@stadt-winterthur.Rmd index d3c2ffa56f..8fd693aa99 100644 --- a/01_r-markdown/2142@stadt-winterthur.Rmd +++ b/01_r-markdown/2142@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 2142@stadt-winterthur. ## Metadata - **Issued** `2023-08-28T16:46:58` -- **Modified** `2024-11-25T02:47:56` +- **Modified** `2024-11-26T02:47:57` - **Startdate** `2022-11-01` -- **Enddate** `2024-11-24` +- **Enddate** `2024-11-25` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -64,7 +64,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Standorte-Stationen # Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale "laengengrad" und "breitengrad" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verfügbaren Messdaten bestimmt. # Issued : 2023-08-28T16:46:58 -# Modified : 2024-11-25T03:47:58 +# Modified : 2024-11-26T03:47:59 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv') @@ -73,7 +73,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Messdaten_2024 # Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten können Lücken enthalten. # Issued : 2024-01-02T03:48:21 -# Modified : 2024-11-25T03:47:56 +# Modified : 2024-11-26T03:47:57 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv') diff --git a/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd index 195bedd8b9..5ba94b6033 100644 --- a/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd index 6fe54103f0..8521eafe33 100644 --- a/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd index 1a335709f7..3293583d73 100644 --- a/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd index 7edbe204d3..db5dda2cd7 100644 --- a/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd index 8fbdd32b18..26f781fc48 100644 --- a/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd index 9a58216367..5b0d73f88c 100644 --- a/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd index a59065c074..056a179716 100644 --- a/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd index 5d30adc4f3..693d7075cc 100644 --- a/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd index 1810a776db..30f2f693a1 100644 --- a/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd index cf8a382b8c..1787b0544f 100644 --- a/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd index 86e4f872e8..25286a97d7 100644 --- a/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd index bf2b14e861..57c4ab2b0c 100644 --- a/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd index 5c4e8f648d..865f93eed0 100644 --- a/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd index 48e7503cc4..9d158bb85d 100644 --- a/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd index 07fa1bcf04..941fb4fb7b 100644 --- a/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2242@ekz.Rmd b/01_r-markdown/2242@ekz.Rmd index be253d2731..e5d9fddae0 100644 --- a/01_r-markdown/2242@ekz.Rmd +++ b/01_r-markdown/2242@ekz.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd index 6d03449271..2057b9ef91 100644 --- a/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd index ef6bba13d2..25181f5862 100644 --- a/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd index 99346a53ad..975dbe71bc 100644 --- a/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2282@ima-kanton-zuerich.Rmd b/01_r-markdown/2282@ima-kanton-zuerich.Rmd index 2f35522390..c5196e057d 100644 --- a/01_r-markdown/2282@ima-kanton-zuerich.Rmd +++ b/01_r-markdown/2282@ima-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd index 5d3ff770ec..1367e1ff1b 100644 --- a/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd index 671878fe5b..a8d6e58c84 100644 --- a/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd index fff27b4922..4ea0e0236e 100644 --- a/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd index 6ab4a5f59a..d61c3eaf8d 100644 --- a/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd index 89f10e7b91..51e3131120 100644 --- a/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd index 01583568e7..acc0d811c6 100644 --- a/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd index 81df671adc..7c5fa862f4 100644 --- a/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd index a8fe48022a..cd0333b414 100644 --- a/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd index ab287f7b85..e9c4b378db 100644 --- a/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd index 26a8af0739..5e89816c1a 100644 --- a/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd index e4b7b3d60a..256bbb5f36 100644 --- a/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd index 428c248823..1c2efb744d 100644 --- a/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd index a055b16f74..424e6bc16f 100644 --- a/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2382@awel-kanton-zuerich.Rmd b/01_r-markdown/2382@awel-kanton-zuerich.Rmd index 2cb3e40bb1..5906fd3ce7 100644 --- a/01_r-markdown/2382@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2382@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2383@awel-kanton-zuerich.Rmd b/01_r-markdown/2383@awel-kanton-zuerich.Rmd index 000d238d3a..81bf89f694 100644 --- a/01_r-markdown/2383@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2383@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2384@awel-kanton-zuerich.Rmd b/01_r-markdown/2384@awel-kanton-zuerich.Rmd index 47c6de91d0..8880baa14a 100644 --- a/01_r-markdown/2384@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2384@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd index e6053f0bcd..be0a702ad3 100644 --- a/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd index 3416624169..f0d2d0e8ef 100644 --- a/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd index 7a6e334c4d..929535900c 100644 --- a/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd index 4c400e72a2..2c4f327ba6 100644 --- a/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2423@awi-kanton-zuerich.Rmd b/01_r-markdown/2423@awi-kanton-zuerich.Rmd index 2f9becc227..46371a0ff0 100644 --- a/01_r-markdown/2423@awi-kanton-zuerich.Rmd +++ b/01_r-markdown/2423@awi-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2442@awel-kanton-zuerich.Rmd b/01_r-markdown/2442@awel-kanton-zuerich.Rmd index 25e212bb21..07f400308e 100644 --- a/01_r-markdown/2442@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2442@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd index 2e47b0ffc7..fc957d91c0 100644 --- a/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2462@awel-kanton-zuerich.Rmd b/01_r-markdown/2462@awel-kanton-zuerich.Rmd index 64770dc746..308faf87db 100644 --- a/01_r-markdown/2462@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2462@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd index 30fee09cee..3e9ed107f3 100644 --- a/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd index 048c2583ee..a0c2815e59 100644 --- a/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd index e7c82a7f6c..d94216a56b 100644 --- a/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd index 0681ab8fda..cbfdae0787 100644 --- a/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd index 0ab8e4534e..5fc579dea2 100644 --- a/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd index 681092d7e7..099639e7a2 100644 --- a/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd index 3b3dc7be51..3315885da2 100644 --- a/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd index 1d979fb821..61c13948a3 100644 --- a/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 2522@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2024-01-26T11:21:12` -- **Modified** `2024-11-25T02:49:19` +- **Modified** `2024-11-26T02:49:19` - **Startdate** `2023-09-01` -- **Enddate** `2024-11-24` +- **Enddate** `2024-11-25` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']` - **Keyword** `['ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Web Analytics auf Ebene Datensatz # Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. # Issued : 2024-01-26T00:00:00 -# Modified : 2024-11-25T03:49:17 +# Modified : 2024-11-26T03:49:16 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv') @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics zu den Zugriffen auf Ebene Ressource # Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltflächen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfläche pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zusätzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer höher oder gleich als die Anzahl Klicks auf die Schaltflächen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gründen, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gezählt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann. # Issued : 2024-01-26T00:00:00 -# Modified : 2024-11-25T03:49:18 +# Modified : 2024-11-26T03:49:18 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv') @@ -63,7 +63,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics 'Details anzeigen' zu Ressourcen # Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf "Details anzeigen") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. # Issued : 2024-01-26T09:53:13 -# Modified : 2024-11-25T03:49:17 +# Modified : 2024-11-26T03:49:17 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv') @@ -72,7 +72,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics auf Ebene verwandter Datensatz # Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. # Issued : 2024-01-26T09:52:45 -# Modified : 2024-11-25T03:49:19 +# Modified : 2024-11-26T03:49:19 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv') diff --git a/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd index 8a34d0b0f8..cd113a751c 100644 --- a/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2563@stadt-winterthur.Rmd b/01_r-markdown/2563@stadt-winterthur.Rmd index 3a5f815797..08f7025559 100644 --- a/01_r-markdown/2563@stadt-winterthur.Rmd +++ b/01_r-markdown/2563@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2564@stadt-winterthur.Rmd b/01_r-markdown/2564@stadt-winterthur.Rmd index 5e0830744e..a1290e765f 100644 --- a/01_r-markdown/2564@stadt-winterthur.Rmd +++ b/01_r-markdown/2564@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2582@stadt-winterthur.Rmd b/01_r-markdown/2582@stadt-winterthur.Rmd index 796d2e41ac..881a6edece 100644 --- a/01_r-markdown/2582@stadt-winterthur.Rmd +++ b/01_r-markdown/2582@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2604@stadt-winterthur.Rmd b/01_r-markdown/2604@stadt-winterthur.Rmd index 127bf3044e..6f792048fe 100644 --- a/01_r-markdown/2604@stadt-winterthur.Rmd +++ b/01_r-markdown/2604@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2605@stadt-winterthur.Rmd b/01_r-markdown/2605@stadt-winterthur.Rmd index e262c1f89a..578a78af02 100644 --- a/01_r-markdown/2605@stadt-winterthur.Rmd +++ b/01_r-markdown/2605@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2622@are-kanton-zuerich.Rmd b/01_r-markdown/2622@are-kanton-zuerich.Rmd index 338b3b8850..045059f23a 100644 --- a/01_r-markdown/2622@are-kanton-zuerich.Rmd +++ b/01_r-markdown/2622@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2643@aln-kanton-zuerich.Rmd b/01_r-markdown/2643@aln-kanton-zuerich.Rmd index 46e79ed2e2..aaa7286072 100644 --- a/01_r-markdown/2643@aln-kanton-zuerich.Rmd +++ b/01_r-markdown/2643@aln-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2683@awel-kanton-zuerich.Rmd b/01_r-markdown/2683@awel-kanton-zuerich.Rmd index a18697a291..69d0f8250c 100644 --- a/01_r-markdown/2683@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2683@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2702@stadt-winterthur.Rmd b/01_r-markdown/2702@stadt-winterthur.Rmd index 266ce0d01e..60a282db00 100644 --- a/01_r-markdown/2702@stadt-winterthur.Rmd +++ b/01_r-markdown/2702@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2742@stadt-winterthur.Rmd b/01_r-markdown/2742@stadt-winterthur.Rmd index 3d7c2e1433..a2fa7953f8 100644 --- a/01_r-markdown/2742@stadt-winterthur.Rmd +++ b/01_r-markdown/2742@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd index 5e076c0724..c6d0f47312 100644 --- a/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2762@stadt-winterthur.Rmd b/01_r-markdown/2762@stadt-winterthur.Rmd index ff276908da..9589e9e8aa 100644 --- a/01_r-markdown/2762@stadt-winterthur.Rmd +++ b/01_r-markdown/2762@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2763@stadt-winterthur.Rmd b/01_r-markdown/2763@stadt-winterthur.Rmd index 21f7b03c40..e9ef1de1bc 100644 --- a/01_r-markdown/2763@stadt-winterthur.Rmd +++ b/01_r-markdown/2763@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd index 805528dfea..658c69816d 100644 --- a/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd index 6b3bd81dc0..737033a9f7 100644 --- a/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd index 3a07fc6145..56f1ce461a 100644 --- a/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd index b43bc3c729..304026f245 100644 --- a/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd index c0f7a80d91..c24b2bc32f 100644 --- a/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd index 1d65914f78..4c370d8476 100644 --- a/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd index 61130ed9b7..d064bfe557 100644 --- a/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd index 34434c8521..a954e3cf04 100644 --- a/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd index 3aa71591ab..6ef261cee1 100644 --- a/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd index c2b9ece0ea..88a011300a 100644 --- a/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd index e3c4f8543e..0c5b15341f 100644 --- a/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd index bdecc6e94b..9890314d94 100644 --- a/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd index 89f1610219..954aeaa20c 100644 --- a/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd index 6df88a9d41..585fd5053c 100644 --- a/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd index 789c1d8659..2285cbf416 100644 --- a/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd index b4344aef62..6d28048c60 100644 --- a/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd index c9753d9136..25f76b8c53 100644 --- a/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd index 16c993e078..99cd80185e 100644 --- a/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd index c69c4539f1..9c2aa7da4f 100644 --- a/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd index 17a84ac4b0..a64257da2f 100644 --- a/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd index ede8ebd342..776febf0dc 100644 --- a/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd index 645be37626..26fddbb1d3 100644 --- a/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd index 3c6dc9a92e..a273140dab 100644 --- a/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd index 5061a49378..9312152030 100644 --- a/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd index 2886011773..5b3a202f55 100644 --- a/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd index ccb8cd9e4c..4f8f11e49f 100644 --- a/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd index 260dd72edf..1811e048d5 100644 --- a/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd index bad877c909..3c266a8871 100644 --- a/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd index 4f96073aa6..33184af117 100644 --- a/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd index 8cb65fdc0e..3d413de408 100644 --- a/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd index a911da7dbc..9235152fe9 100644 --- a/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd index 15bc839086..430678cdf7 100644 --- a/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd index 12a9f5f693..711315d0bb 100644 --- a/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd index 5107d2511d..6dbb904a79 100644 --- a/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd index 51bbec0ca0..2f5a52d26c 100644 --- a/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd index 9b236bbd2d..03241ccb8e 100644 --- a/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd index c2590614b3..ad0c3c9180 100644 --- a/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd index 6b787cffec..ff1fafd616 100644 --- a/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd index 8aabdf8fbc..b76bdde0f7 100644 --- a/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd index f02a6c849a..5f52ac2a7d 100644 --- a/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd index c64900aacb..7ce02b4409 100644 --- a/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd index 049cfb8bc5..4c70c536d1 100644 --- a/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd index f88472235e..ad6a825894 100644 --- a/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd index 30d820889b..520acce558 100644 --- a/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd index 1bfec0dee4..91029008b4 100644 --- a/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd index 8b5e857f71..0b0ab33f4c 100644 --- a/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd index 55c95697b4..a9420d102e 100644 --- a/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd index 80113c8ff5..3db52e19eb 100644 --- a/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd index 95b296459d..e00593192a 100644 --- a/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd index a115a5d7bd..a6cee44e04 100644 --- a/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd index 451772f82e..0e1892a989 100644 --- a/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd index 28725213be..28e8ae3ef0 100644 --- a/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd index 48a3e0c9eb..0e770ab947 100644 --- a/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd index 7015cb4431..347c2e2dea 100644 --- a/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd index 58688cc70b..ef38651d84 100644 --- a/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd index 86c882ff89..21c59bda47 100644 --- a/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd index 7a1761047e..e635322ff5 100644 --- a/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd index 7dd1d53273..8cb172b62d 100644 --- a/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd index 96632a2dc6..8cbd6e0eec 100644 --- a/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd index cdc0aa4c98..0b821d928f 100644 --- a/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd index c5779af4fb..4e301bb01b 100644 --- a/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd index 1abf4cb593..0f61827359 100644 --- a/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd index 858475bd7f..c311d6238d 100644 --- a/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd index 0c28780169..9ecd10841c 100644 --- a/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd index 89287d67e1..c0665d0585 100644 --- a/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd index 666923a083..5f39d6e449 100644 --- a/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd index 4ba103c9ac..ab347fa3f6 100644 --- a/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd index 1e9c006ce7..daab963781 100644 --- a/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd index 888e78a5e2..c7acdbfa7a 100644 --- a/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd index ee427c13df..371dd1c3bf 100644 --- a/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd index 633c3b7679..9801176d98 100644 --- a/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd index 36d5bf7c81..4b85c2d1a1 100644 --- a/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd index 878a1596fe..107559e188 100644 --- a/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd index 21e34b1b8d..81f1e49861 100644 --- a/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd index 13a89259f5..67ecd626f3 100644 --- a/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd index 7f43deb6d9..d002d9b66f 100644 --- a/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd index 6f6f84e155..60364f43c6 100644 --- a/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd index 89db116068..baaae7c9e9 100644 --- a/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd index 908d08c31d..2177c46c40 100644 --- a/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd index a177d83bfb..03a4cf1558 100644 --- a/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd index ad06f7bbb2..7f617d6658 100644 --- a/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd index c34443607d..ab92741fbd 100644 --- a/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd index b861a8af0f..e48db03840 100644 --- a/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd index bdc19294bc..ed6a42fe19 100644 --- a/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd index 194c3b0d51..8d2cd59744 100644 --- a/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd index 87c115e0e7..5fc2c39b79 100644 --- a/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd index fb5f3f062a..b39ce2e42f 100644 --- a/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd index d07b3d03fa..8dcb911804 100644 --- a/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd index 7a55826bd8..b3cc453927 100644 --- a/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd index b3f7138b61..3cb6bb4c03 100644 --- a/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd index 312110132b..4b2c83414d 100644 --- a/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd index 8a003df233..4d237c6664 100644 --- a/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd index 53c9fb8972..c998dc28ae 100644 --- a/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd index 86fb8daa39..d006716315 100644 --- a/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd index 5ff8da73c1..438e8fe4a1 100644 --- a/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd index 94fd9a8b02..f434c994f1 100644 --- a/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd index 1eb8636492..e8400e1355 100644 --- a/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd index cfdd894ec4..e708ca794c 100644 --- a/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd index e8c4f65ba4..9af2413cbf 100644 --- a/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd index 64e2ff6169..e42d8553eb 100644 --- a/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd index 08f9082e96..5e699e328e 100644 --- a/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd index 905c9ce8b0..f0d4571caf 100644 --- a/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd index 8fa9765819..b367521836 100644 --- a/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd index 0a266662f0..c3e11908c3 100644 --- a/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd index d03d6dfc10..f27d48b62a 100644 --- a/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd index 79687186fb..efdec17f1f 100644 --- a/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd index bba1d453bd..d47288795b 100644 --- a/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd index 18680741a5..0b9fde177c 100644 --- a/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd index 9e8f1186c4..7000bcd1ad 100644 --- a/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd index e238022be8..a0ccd4244b 100644 --- a/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd index 8d9ee65546..56fbd9fe01 100644 --- a/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd index f7c4635853..eb85a80f2c 100644 --- a/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd index 1bfd3b10c0..93ee210381 100644 --- a/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd index d579335e5c..cb75640ac1 100644 --- a/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd index add12b2d3f..1da846b930 100644 --- a/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd index f074a6450d..0b421d0ddd 100644 --- a/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd index dfbccaef36..dc275752fc 100644 --- a/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd index 91b6724fa1..fbf17742fa 100644 --- a/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd index 679490724c..76d84ef188 100644 --- a/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd index 45f596eda6..7dc60ac50e 100644 --- a/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd index 93d08cb30c..a672ba5b65 100644 --- a/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd index 9b85da3708..4dab3cc4a9 100644 --- a/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd index 3953180b57..0554696b91 100644 --- a/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd index 7dbcda9123..0518997ab2 100644 --- a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd +++ b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd index 06c3ace23a..9209e10d64 100644 --- a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd +++ b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd index 4993c9d4bc..9867b14034 100644 --- a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd +++ b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd index 8a7fecedf7..f1da1c449c 100644 --- a/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd index 7cf885609c..e35f44057e 100644 --- a/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd index c9e849a7b5..dae13e2ce1 100644 --- a/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd index 019f13e552..9db8b0a550 100644 --- a/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd index c4aceee3ae..cadbbf4e5b 100644 --- a/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd index c2e7013075..a8646f3ee8 100644 --- a/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd index b53ffccad9..b36fa92c46 100644 --- a/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd index 38113af02d..11ed9b644e 100644 --- a/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd index d9407a3a76..07b09b395c 100644 --- a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd index 92b121ce17..7fd997062f 100644 --- a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd index 1f6fbd60fe..e978b7640e 100644 --- a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd index 2820086eab..4982ca160c 100644 --- a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd +++ b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd index ab77056933..2b68b15bc8 100644 --- a/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd index b4f1d99fe1..432f4b8a99 100644 --- a/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/563@awel-kanton-zuerich.Rmd b/01_r-markdown/563@awel-kanton-zuerich.Rmd index 18adfb10ca..805132c32b 100644 --- a/01_r-markdown/563@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/563@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 563@awel-kanton-zuerich. ## Metadata - **Issued** `2019-12-09T00:00:00` -- **Modified** `2024-11-25T00:01:05` +- **Modified** `2024-11-26T00:01:06` - **Startdate** `None` -- **Enddate** `2024-11-24` +- **Enddate** `2024-11-25` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['luft', 'lufttemperaturen', 'ogd']` - **Publisher** `['Amt für Abfall, Wasser, Energie und Luft des Kantons Zürich']` @@ -253,7 +253,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_Lo # Title : LoRa-Sensor-Messwerte 2024/11 # Description : None # Issued : 2024-11-02T00:01:11 -# Modified : 2024-11-25T01:01:04 +# Modified : 2024-11-26T01:01:05 df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv') diff --git a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd index e819628f70..c65c7e7e50 100644 --- a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd index ad01a1121a..5d975189dd 100644 --- a/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd index 9692e3d22f..3e14089f9f 100644 --- a/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd index ed70d75864..d7b08ddbf5 100644 --- a/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd index 860124544d..be3bc07242 100644 --- a/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd index b04ef347e5..8e1f559231 100644 --- a/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd index 5f1f5aa968..0afd4b1f4e 100644 --- a/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd index a54a25639b..3657fdcf08 100644 --- a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd index 787995b219..5ca42490db 100644 --- a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd index 2cf7524097..e51015d61d 100644 --- a/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd index 0943497101..ec873af894 100644 --- a/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd index 667e562d8c..1869e83f44 100644 --- a/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd index 83a18da439..02c94c36c6 100644 --- a/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd index 8e3ea2c64a..b431bf684a 100644 --- a/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd index 4fc2a89081..8b150cc92e 100644 --- a/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd index bac058e3bc..2732142d1a 100644 --- a/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd index ee2e5a4668..c8391051bb 100644 --- a/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd index 3de39f8f58..1e805b464c 100644 --- a/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd index a9c99acc07..95da39a2a5 100644 --- a/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd index 10babe1ad8..65623596b1 100644 --- a/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd index b8e307f234..7b22f66ccd 100644 --- a/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd index bf32191dfe..f2effc356a 100644 --- a/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd index cdbc65447f..e5b75fda65 100644 --- a/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd index e023965347..aef6511501 100644 --- a/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd index bfc40916dd..a7f5c42e45 100644 --- a/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd index f1c1e85743..04f23b2b64 100644 --- a/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd index 55156f05b4..7e8564793d 100644 --- a/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd index 613ccba010..80e6bb9bbf 100644 --- a/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd index c554f8a466..1b8e461eee 100644 --- a/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd index aa71408a57..54c6c41e3d 100644 --- a/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd index 5cc5515b40..b494d17472 100644 --- a/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd index 968dccdebc..19b85e1ebe 100644 --- a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd index 34f5338eaa..f64c0a89fc 100644 --- a/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd index bfc8b45072..567abe3ad6 100644 --- a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd index 430ec18fc1..9d85543c87 100644 --- a/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd index f09bde0c43..4cde304938 100644 --- a/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd index 18d4faaf25..1dc1beceb4 100644 --- a/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd index 227419d5d3..01cea17993 100644 --- a/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd index 6107905b45..86fd1bb741 100644 --- a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd index 86789a3e10..47a42ea8fe 100644 --- a/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd index 7beafc8054..4239ad6f19 100644 --- a/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd index 8a69f2138e..d9de02a844 100644 --- a/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd index 4874b613c9..088a5580eb 100644 --- a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd index da825a47a3..6d091c0ca8 100644 --- a/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd index de601d748a..aebe912acc 100644 --- a/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- @@ -45,7 +45,7 @@ library(skimr) # Title : Abstimmungsarchiv des Kantons Zürich, Ergebnisse Kanton Zürich # Description : None # Issued : 2016-02-26T10:10:10 -# Modified : 2024-09-24T15:42:57 +# Modified : 2024-11-25T17:15:33 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_kanton.csv') @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstim # Title : Abstimmungsarchiv des Kantons Zürich, Ergebnisse pro Gemeinde # Description : None # Issued : 2016-02-26T10:10:10 -# Modified : 2024-09-24T15:42:14 +# Modified : 2024-11-25T17:14:38 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_gemeinden.csv') diff --git a/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd index c8d2f913b2..49000c9317 100644 --- a/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd index dbe3c499f3..4d649ed70b 100644 --- a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd index 7a535d3cf7..b08c047c41 100644 --- a/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd index 0f1c1f0e59..b976da2468 100644 --- a/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/720@stadt-uster.Rmd b/01_r-markdown/720@stadt-uster.Rmd index 171bab0aa6..55fdf81eb0 100644 --- a/01_r-markdown/720@stadt-uster.Rmd +++ b/01_r-markdown/720@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/721@stadt-uster.Rmd b/01_r-markdown/721@stadt-uster.Rmd index a2f4a131a8..98b83c4634 100644 --- a/01_r-markdown/721@stadt-uster.Rmd +++ b/01_r-markdown/721@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd index d5b3bdfa93..b269989a3e 100644 --- a/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd index 0a5d74aa33..21a7dc227c 100644 --- a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd index 25c7cbcab7..e40cfbdbf4 100644 --- a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd index 2ecf9a1b3b..477e15eaf3 100644 --- a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd index 3f3aa0d5a1..ca27ff6cb8 100644 --- a/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd index a1466a7562..1a8aae8da8 100644 --- a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd +++ b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd index 0fc5a03b66..aa03e1d93f 100644 --- a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd +++ b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/736@awel-kanton-zuerich.Rmd b/01_r-markdown/736@awel-kanton-zuerich.Rmd index 34f72e090f..2f806c17a9 100644 --- a/01_r-markdown/736@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/736@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd index 7b20b646fd..5f201261fa 100644 --- a/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd index 8787e42f68..eb8e6aa9a2 100644 --- a/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd index 72d5403617..7c7f05d4cb 100644 --- a/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd index 721695e072..7c0d9216f3 100644 --- a/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd index 2fd9edf0aa..9c7bdd832c 100644 --- a/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd index 8dd9e2f5e6..0e1e74dc0c 100644 --- a/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd index 84fb6a56fe..6f7fbcf7d4 100644 --- a/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd index 2dae3fc7cb..2a23ea3c4e 100644 --- a/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd index 9badfb8ae9..77b0f5b2ae 100644 --- a/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd index 6ecd0a8468..67cfd6f778 100644 --- a/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd index 86294e10da..40b5a966d3 100644 --- a/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd index 4026c06861..e29e6efe7f 100644 --- a/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd index 7b3adb605c..13fe20ccb3 100644 --- a/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd index 05df7af3e8..a3055b760e 100644 --- a/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd index fd41249b7e..c787e9e5dc 100644 --- a/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd index c435080749..b64c85a8b5 100644 --- a/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd index 18ab9c4581..863d5cc873 100644 --- a/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd index 453da94db3..2832d31ed9 100644 --- a/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd index b4f44d7e8c..f66cff4488 100644 --- a/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd index cf9449465f..3ea0825ed5 100644 --- a/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd index 5e06f7d3d6..8c52ffc11e 100644 --- a/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd index 2faa591d04..6f64128f9e 100644 --- a/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-25" +date: "2024-11-26" output: html_document --- diff --git a/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb b/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb index 1aca6afb16..c6c12fbd74 100644 --- a/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb +++ b/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1362@gesundheitsdirektion-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten Selbstkontrolluntersuchungen sowie amtlichen Untersuchungen in den Gemeinden des Kantons Z\u00fcrich \u2013 im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Daten-Ressource 'Netzproben' enth\u00e4lt u. a. das Datum der Probenahme, die spezifische Bezeichnung des Analyten (z. B. Chlorothalonil 'R471811'), die Bezeichnung der Verteilzone(n) der Gemeinde sowie den Konzentrationsbereich (dem der Messwert zugeordnet wurde). Die Daten-Ressource 'Bewertungskategorien' enth\u00e4lt die Kategorien der Konzentrationsbereiche pro Analyt sowie den Zeitraum, zu dem sie f\u00fcr die Qualit\u00e4tsbewertung G\u00fcltigkeit haben. Die Messwerte aus den erg\u00e4nzenden Selbstkontrolluntersuchungen durchgef\u00fchrt durch externe Dienstleistungslaboratorien im Auftrag der Wasserversorgungen sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020 (Selbstkontrolle der Wasserversorgungen)' enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1362@gesundheitsdirektion-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:10:26`\n- **Modified** `2024-11-22T11:25:03`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-08-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Gesundheitsdirektion des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 2661\n# Title : Bewertungskategorien der Trinkwasserqualit\u00e4t\n# Description : Kategorien von Konzentrationsbereichen pro Analyt zur Qualit\u00e4tsbewertung. Variablen: 'analyt' = spezifische Bezeichnung des Indikators (z. B. Chlorothalonil \"R471811\"); 'kategorie' = Konzentrationsbereich von Messwerten; 'kategorie_sortierung' = Sortierung nach aufsteigender Konzentration; 'farbcode' = hexadezimaler Farbcode, der die Einf\u00e4rbung der Kategorie in der Visualisierung des Kantonalen Labors bestimmt (siehe 'Trinkwasser' unter \"Weitere Informationen\"); 'start_datum' = Beginn der G\u00fcltigkeit des Konzentrationsbereichs; 'end_datum' = Ende der G\u00fcltigkeit des Konzentrationsbereichs; 'bemerkung' = Hinweise zum Grund der \u00c4nderung des Konzentrationsbereichs.\n# Issued : 2023-03-24T10:10:26\n# Modified : 2024-04-10T10:51:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Konzentrationsbereiche.csv')\n\n# Distribution 1\n# Ktzhdistid : 2662\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:10:26\n# Modified : 2024-11-22T11:25:03\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Gesundheitsdirektion des Kantons Z\u00fcrich | Kantonales Labor | davi@kl.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1362@gesundheitsdirektion-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten Selbstkontrolluntersuchungen sowie amtlichen Untersuchungen in den Gemeinden des Kantons Z\u00fcrich \u2013 im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Daten-Ressource 'Netzproben' enth\u00e4lt u. a. das Datum der Probenahme, die spezifische Bezeichnung des Analyten (z. B. Chlorothalonil 'R471811'), die Bezeichnung der Verteilzone(n) der Gemeinde sowie den Konzentrationsbereich (dem der Messwert zugeordnet wurde). Die Daten-Ressource 'Bewertungskategorien' enth\u00e4lt die Kategorien der Konzentrationsbereiche pro Analyt sowie den Zeitraum, zu dem sie f\u00fcr die Qualit\u00e4tsbewertung G\u00fcltigkeit haben. Die Messwerte aus den erg\u00e4nzenden Selbstkontrolluntersuchungen durchgef\u00fchrt durch externe Dienstleistungslaboratorien im Auftrag der Wasserversorgungen sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020 (Selbstkontrolle der Wasserversorgungen)' enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1362@gesundheitsdirektion-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:10:26`\n- **Modified** `2024-11-25T11:54:48`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-08-27`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Gesundheitsdirektion des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 2661\n# Title : Bewertungskategorien der Trinkwasserqualit\u00e4t\n# Description : Kategorien von Konzentrationsbereichen pro Analyt zur Qualit\u00e4tsbewertung. Variablen: 'analyt' = spezifische Bezeichnung des Indikators (z. B. Chlorothalonil \"R471811\"); 'kategorie' = Konzentrationsbereich von Messwerten; 'kategorie_sortierung' = Sortierung nach aufsteigender Konzentration; 'farbcode' = hexadezimaler Farbcode, der die Einf\u00e4rbung der Kategorie in der Visualisierung des Kantonalen Labors bestimmt (siehe 'Trinkwasser' unter \"Weitere Informationen\"); 'start_datum' = Beginn der G\u00fcltigkeit des Konzentrationsbereichs; 'end_datum' = Ende der G\u00fcltigkeit des Konzentrationsbereichs; 'bemerkung' = Hinweise zum Grund der \u00c4nderung des Konzentrationsbereichs.\n# Issued : 2023-03-24T10:10:26\n# Modified : 2024-04-10T10:51:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Konzentrationsbereiche.csv')\n\n# Distribution 1\n# Ktzhdistid : 2662\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:10:26\n# Modified : 2024-11-25T11:54:48\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Gesundheitsdirektion des Kantons Z\u00fcrich | Kantonales Labor | davi@kl.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/1742@statistisches-amt-kanton-zuerich.ipynb b/02_python/1742@statistisches-amt-kanton-zuerich.ipynb index c13bf4bf42..51e2c14684 100644 --- a/02_python/1742@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/1742@statistisches-amt-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1742@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Tagesregistereintr\u00e4ge zum Kanton Z\u00fcrich und der Schweiz aus dem Zentralen Firmenindex (Zefix) des Bundes**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "W\u00f6chentlich aktualisierte Informationen zu den im Firmenzentralregister (Zefix) des Eidgen\u00f6ssischen Amts f\u00fcr das Handelsregister (EHRA) eingetragenen Unternehmen und weiteren Rechtseinheiten mit Sitz (Domiziladresse) im Kanton Z\u00fcrich. Die Daten (Ressourcen) enthalten w\u00f6chentlich aktualisierte Konkurser\u00f6ffnungen und Neugr\u00fcndungen nach Branche. Die Brancheninformation stammt aus dem Betriebs- und Unternehmensregister (BUR), dort sind NOGA-Codes hinterlegt. Das Statistische Amt plant weitere Daten als weitere Ressourcen zu ver\u00f6ffentlichen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1742@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-06T14:13:35`\n- **Modified** `2024-11-18T05:00:38`\n- **Startdate** `2017-01-01`\n- **Enddate** `2024-11-17`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3261\n# Title : Konkurser\u00f6ffnungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : Anzahl der Er\u00f6ffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp \"KE Aufl\u00f6sung inf. Konkurs\" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregister\u00e4mtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonsk\u00fcrzel oder 'CH' f\u00fcr die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen \u00c4mter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenser\u00f6ffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenser\u00f6ffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurser\u00f6ffnungen der Vergleichsperiode 2017 bis 2019.\n# Issued : 2022-09-06T14:13:35\n# Modified : 2024-11-18T06:00:35\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv')\n\n# Distribution 1\n# Ktzhdistid : 3740\n# Title : Neugr\u00fcndungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : None\n# Issued : 2023-01-20T15:22:41\n# Modified : 2024-11-18T06:00:39\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1742@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Tagesregistereintr\u00e4ge zum Kanton Z\u00fcrich und der Schweiz aus dem Zentralen Firmenindex (Zefix) des Bundes**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "W\u00f6chentlich aktualisierte Informationen zu den im Firmenzentralregister (Zefix) des Eidgen\u00f6ssischen Amts f\u00fcr das Handelsregister (EHRA) eingetragenen Unternehmen und weiteren Rechtseinheiten mit Sitz (Domiziladresse) im Kanton Z\u00fcrich. Die Daten (Ressourcen) enthalten w\u00f6chentlich aktualisierte Konkurser\u00f6ffnungen und Neugr\u00fcndungen nach Branche. Die Brancheninformation stammt aus dem Betriebs- und Unternehmensregister (BUR), dort sind NOGA-Codes hinterlegt. Das Statistische Amt plant weitere Daten als weitere Ressourcen zu ver\u00f6ffentlichen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1742@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-06T14:13:35`\n- **Modified** `2024-11-25T05:04:26`\n- **Startdate** `2017-01-01`\n- **Enddate** `2024-11-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3261\n# Title : Konkurser\u00f6ffnungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : Anzahl der Er\u00f6ffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp \"KE Aufl\u00f6sung inf. Konkurs\" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregister\u00e4mtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonsk\u00fcrzel oder 'CH' f\u00fcr die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen \u00c4mter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenser\u00f6ffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenser\u00f6ffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurser\u00f6ffnungen der Vergleichsperiode 2017 bis 2019.\n# Issued : 2022-09-06T14:13:35\n# Modified : 2024-11-25T06:04:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv')\n\n# Distribution 1\n# Ktzhdistid : 3740\n# Title : Neugr\u00fcndungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : None\n# Issued : 2023-01-20T15:22:41\n# Modified : 2024-11-25T06:04:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/1863@stadt-winterthur.ipynb b/02_python/1863@stadt-winterthur.ipynb index ebecf59b74..cc3cc776b3 100644 --- a/02_python/1863@stadt-winterthur.ipynb +++ b/02_python/1863@stadt-winterthur.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1863@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Bruttolastgang elektrische Energie der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Der Bruttolastgang entspricht der im Netzgebiet von Stadtwerk Winterthur an Endverbraucher abgegebenen elektrischen Energie in einer Aufl\u00f6sung von 15 Minuten. Die Berechnung erfolgt t\u00e4glich gem\u00e4ss dem Metering Code Schweiz mit den verf\u00fcgbaren Daten und wird zwischen dem 5. und 10. Arbeitstag f\u00fcr den Vormonat plausibilisiert. Aufgrund der grossen Anzahl an Datens\u00e4tzen, die der Berechnung der Bruttolastgangsumme zugrunde liegen, k\u00f6nnen die Werte im Verlauf der Zeit, bis max. 6 Monate zur\u00fcck, noch nachtr\u00e4glich angepasst werden. Dargestellt sind die Stromverbrauchsdaten seit 2013. \nDie Daten werden \u00fcber das ganze Jahr der Winterzeit in der Zeitzone (CET) als Datum und Uhrzeit ausgewiesen. Daher ist 'T+01:00' am Ende der Datum- und Uhrzeit Angabe w\u00e4hrend dem ganzen Jahr konstant und zeigt die Zeitverschiebung zu UTC in der Winterzeit an. F\u00fcr die Daten in der Sommerzeit muss man ber\u00fccksichtigen, dass man der Zeit noch 1 Stunde dazu addieren muss. Damit entstehen bei der Zeitumstellung keine doppelten oder fehlenden Eintr\u00e4ge."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2024-11-24T09:11:34`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-11-23`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']`\n- **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3561\n# Title : Energieverbrauch als Bruttolastgang 2013-2015\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003561.csv')\n\n# Distribution 1\n# Ktzhdistid : 3562\n# Title : Energieverbrauch als Bruttolastgang ab 2022\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2024-11-24T10:11:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003562.csv')\n\n# Distribution 2\n# Ktzhdistid : 3563\n# Title : Energieverbrauch als Bruttolastgang 2016-2018\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003563.csv')\n\n# Distribution 3\n# Ktzhdistid : 3564\n# Title : Energieverbrauch als Bruttolastgang 2019-2021\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003564.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Stadtwerk Winterthur | stadtwerk.messdaten@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1863@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Bruttolastgang elektrische Energie der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Der Bruttolastgang entspricht der im Netzgebiet von Stadtwerk Winterthur an Endverbraucher abgegebenen elektrischen Energie in einer Aufl\u00f6sung von 15 Minuten. Die Berechnung erfolgt t\u00e4glich gem\u00e4ss dem Metering Code Schweiz mit den verf\u00fcgbaren Daten und wird zwischen dem 5. und 10. Arbeitstag f\u00fcr den Vormonat plausibilisiert. Aufgrund der grossen Anzahl an Datens\u00e4tzen, die der Berechnung der Bruttolastgangsumme zugrunde liegen, k\u00f6nnen die Werte im Verlauf der Zeit, bis max. 6 Monate zur\u00fcck, noch nachtr\u00e4glich angepasst werden. Dargestellt sind die Stromverbrauchsdaten seit 2013. \nDie Daten werden \u00fcber das ganze Jahr der Winterzeit in der Zeitzone (CET) als Datum und Uhrzeit ausgewiesen. Daher ist 'T+01:00' am Ende der Datum- und Uhrzeit Angabe w\u00e4hrend dem ganzen Jahr konstant und zeigt die Zeitverschiebung zu UTC in der Winterzeit an. F\u00fcr die Daten in der Sommerzeit muss man ber\u00fccksichtigen, dass man der Zeit noch 1 Stunde dazu addieren muss. Damit entstehen bei der Zeitumstellung keine doppelten oder fehlenden Eintr\u00e4ge."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2024-11-25T09:11:34`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-11-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']`\n- **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3561\n# Title : Energieverbrauch als Bruttolastgang 2013-2015\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003561.csv')\n\n# Distribution 1\n# Ktzhdistid : 3562\n# Title : Energieverbrauch als Bruttolastgang ab 2022\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2024-11-25T10:11:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003562.csv')\n\n# Distribution 2\n# Ktzhdistid : 3563\n# Title : Energieverbrauch als Bruttolastgang 2016-2018\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003563.csv')\n\n# Distribution 3\n# Ktzhdistid : 3564\n# Title : Energieverbrauch als Bruttolastgang 2019-2021\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003564.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Stadtwerk Winterthur | stadtwerk.messdaten@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb b/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb index 0e51a2c5e9..154b12b9b2 100644 --- a/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb +++ b/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2063@fachstelle-ogd-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen (Selbstkontrolle der Wasserversorgungen)**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten erg\u00e4nzenden Selbstkontrolluntersuchungen in den Gemeinden des Kantons Z\u00fcrich - im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Konzentrationsbereiche zur Trinkwasserqualit\u00e4t aus den Kontrolluntersuchungen durchgef\u00fchrt durch das Kantonale Labor Kanton Z\u00fcrich sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020' der Gesundheitsdirektion enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2024-11-25T00:01:04`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-11-25`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Fachstelle Open Government Data des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`1` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4104\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:12:00\n# Modified : 2024-11-25T01:01:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002063_00004104.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2063@fachstelle-ogd-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen (Selbstkontrolle der Wasserversorgungen)**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten erg\u00e4nzenden Selbstkontrolluntersuchungen in den Gemeinden des Kantons Z\u00fcrich - im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Konzentrationsbereiche zur Trinkwasserqualit\u00e4t aus den Kontrolluntersuchungen durchgef\u00fchrt durch das Kantonale Labor Kanton Z\u00fcrich sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020' der Gesundheitsdirektion enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2024-11-26T00:00:55`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-11-26`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Fachstelle Open Government Data des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`1` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4104\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:12:00\n# Modified : 2024-11-26T01:00:54\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002063_00004104.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/2142@stadt-winterthur.ipynb b/02_python/2142@stadt-winterthur.ipynb index 1fad3c8830..35957b2c5a 100644 --- a/02_python/2142@stadt-winterthur.ipynb +++ b/02_python/2142@stadt-winterthur.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2142@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Stadtklimamessungen Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Temperatur und Luftfeuchtigkeit sowie die Strahlung als Hilfswerte gemessen durch Sensoren von rund 25 Meteohelix-Messstationen im Stadtgebiet von Winterthur. Dieses Messnetz wurde im Sommer 2022 durch die Fachstelle Umwelt der Stadt Winterthur aufgebaut und seither betrieben. \nDer Datensatz wird t\u00e4glich aktualisiert und umfasst alle f\u00fcr die Standorte g\u00fcltigen Messwerte im 10-Minuten-Mittel; die Standortinformationen sind in der Ressource 'Standorte-Stationen' abrufbar. Es handelt sich um Rohdaten, welche direkt von der meteoblue API (Produktbeschrieb unter 'Zus\u00e4tzliche Informationen' verlinkt) bezogen wurden, und nicht plausibilisiert oder korrigiert sind. In der Ressource 'Datenbeschrieb' finden Sie die vollst\u00e4ndige Beschreibung der Merkmale. Direkter Zugriff auf die meteoblue API ist m\u00f6glich und kann direkt bei meteoblue angefragt werden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2024-11-25T02:47:56`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-11-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4246\n# Title : Messdaten_2023\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-01-02T03:48:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004246.csv')\n\n# Distribution 1\n# Ktzhdistid : 4245\n# Title : Messdaten_2022\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2023-08-28T16:46:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004245.csv')\n\n# Distribution 2\n# Ktzhdistid : 4244\n# Title : Standorte-Stationen\n# Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale \"laengengrad\" und \"breitengrad\" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verf\u00fcgbaren Messdaten bestimmt.\n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-11-25T03:47:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv')\n\n# Distribution 3\n# Ktzhdistid : 5084\n# Title : Messdaten_2024\n# Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten k\u00f6nnen L\u00fccken enthalten.\n# Issued : 2024-01-02T03:48:21\n# Modified : 2024-11-25T03:47:56\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Umwelt und Gesundheitsschutz, Fachstelle Umwelt | umwelt@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2142@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Stadtklimamessungen Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Temperatur und Luftfeuchtigkeit sowie die Strahlung als Hilfswerte gemessen durch Sensoren von rund 25 Meteohelix-Messstationen im Stadtgebiet von Winterthur. Dieses Messnetz wurde im Sommer 2022 durch die Fachstelle Umwelt der Stadt Winterthur aufgebaut und seither betrieben. \nDer Datensatz wird t\u00e4glich aktualisiert und umfasst alle f\u00fcr die Standorte g\u00fcltigen Messwerte im 10-Minuten-Mittel; die Standortinformationen sind in der Ressource 'Standorte-Stationen' abrufbar. Es handelt sich um Rohdaten, welche direkt von der meteoblue API (Produktbeschrieb unter 'Zus\u00e4tzliche Informationen' verlinkt) bezogen wurden, und nicht plausibilisiert oder korrigiert sind. In der Ressource 'Datenbeschrieb' finden Sie die vollst\u00e4ndige Beschreibung der Merkmale. Direkter Zugriff auf die meteoblue API ist m\u00f6glich und kann direkt bei meteoblue angefragt werden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2024-11-26T02:47:57`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-11-25`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4246\n# Title : Messdaten_2023\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-01-02T03:48:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004246.csv')\n\n# Distribution 1\n# Ktzhdistid : 4245\n# Title : Messdaten_2022\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2023-08-28T16:46:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004245.csv')\n\n# Distribution 2\n# Ktzhdistid : 4244\n# Title : Standorte-Stationen\n# Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale \"laengengrad\" und \"breitengrad\" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verf\u00fcgbaren Messdaten bestimmt.\n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-11-26T03:47:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv')\n\n# Distribution 3\n# Ktzhdistid : 5084\n# Title : Messdaten_2024\n# Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten k\u00f6nnen L\u00fccken enthalten.\n# Issued : 2024-01-02T03:48:21\n# Modified : 2024-11-26T03:47:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Umwelt und Gesundheitsschutz, Fachstelle Umwelt | umwelt@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/2522@statistisches-amt-kanton-zuerich.ipynb b/02_python/2522@statistisches-amt-kanton-zuerich.ipynb index 3e2a9ecb60..67c5236020 100644 --- a/02_python/2522@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/2522@statistisches-amt-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2522@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Web Analytics des Datenkatalogs des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Dieser Datensatz enth\u00e4lt die Web Analytics des Datenkatalogs des Kantons Z\u00fcrich (www.zh.ch/daten). Die Daten zeigen, welche Datens\u00e4tze (dataset) und Ressourcen (distribution) (siehe Definition in DCAP-AP CH, unten verlinkt) wie oft aufgerufen und besucht wurden. Die Aufrufe und Besuche von externen Webseiten, welche den Datenkatalog eingebunden haben, werden mitgez\u00e4hlt. Aus technischen Gr\u00fcnden werden nicht alle Zugriffe registriert (bei Verwendung von Werbeblockern z.B 'Ad-Blocker'). Wir beziehen die Daten von mehreren Matomo APIs. Datens\u00e4tze und Ressourcen mit 0 Aufrufen/Besuchenden sind nicht ausgewiesen. Aufrufe \u00fcber Metadatenkatalog wie opendata.swiss sind nicht ausgewiesen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2522@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2024-01-26T11:21:12`\n- **Modified** `2024-11-25T02:49:19`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-11-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 5024\n# Title : Web Analytics auf Ebene Datensatz \n# Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-25T03:49:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv')\n\n# Distribution 1\n# Ktzhdistid : 5043\n# Title : Web Analytics zu den Zugriffen auf Ebene Ressource\n# Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4chen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4che pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zus\u00e4tzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer h\u00f6her oder gleich als die Anzahl Klicks auf die Schaltfl\u00e4chen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gr\u00fcnden, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gez\u00e4hlt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-25T03:49:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv')\n\n# Distribution 2\n# Ktzhdistid : 5023\n# Title : Web Analytics 'Details anzeigen' zu Ressourcen\n# Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf \"Details anzeigen\") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH.\n# Issued : 2024-01-26T09:53:13\n# Modified : 2024-11-25T03:49:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv')\n\n# Distribution 3\n# Ktzhdistid : 5044\n# Title : Web Analytics auf Ebene verwandter Datensatz\n# Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. \n# Issued : 2024-01-26T09:52:45\n# Modified : 2024-11-25T03:49:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Data Shop | datashop@statistik.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2522@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Web Analytics des Datenkatalogs des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Dieser Datensatz enth\u00e4lt die Web Analytics des Datenkatalogs des Kantons Z\u00fcrich (www.zh.ch/daten). Die Daten zeigen, welche Datens\u00e4tze (dataset) und Ressourcen (distribution) (siehe Definition in DCAP-AP CH, unten verlinkt) wie oft aufgerufen und besucht wurden. Die Aufrufe und Besuche von externen Webseiten, welche den Datenkatalog eingebunden haben, werden mitgez\u00e4hlt. Aus technischen Gr\u00fcnden werden nicht alle Zugriffe registriert (bei Verwendung von Werbeblockern z.B 'Ad-Blocker'). Wir beziehen die Daten von mehreren Matomo APIs. Datens\u00e4tze und Ressourcen mit 0 Aufrufen/Besuchenden sind nicht ausgewiesen. Aufrufe \u00fcber Metadatenkatalog wie opendata.swiss sind nicht ausgewiesen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2522@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2024-01-26T11:21:12`\n- **Modified** `2024-11-26T02:49:19`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-11-25`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 5024\n# Title : Web Analytics auf Ebene Datensatz \n# Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-26T03:49:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv')\n\n# Distribution 1\n# Ktzhdistid : 5043\n# Title : Web Analytics zu den Zugriffen auf Ebene Ressource\n# Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4chen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4che pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zus\u00e4tzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer h\u00f6her oder gleich als die Anzahl Klicks auf die Schaltfl\u00e4chen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gr\u00fcnden, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gez\u00e4hlt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-26T03:49:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv')\n\n# Distribution 2\n# Ktzhdistid : 5023\n# Title : Web Analytics 'Details anzeigen' zu Ressourcen\n# Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf \"Details anzeigen\") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH.\n# Issued : 2024-01-26T09:53:13\n# Modified : 2024-11-26T03:49:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv')\n\n# Distribution 3\n# Ktzhdistid : 5044\n# Title : Web Analytics auf Ebene verwandter Datensatz\n# Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. \n# Issued : 2024-01-26T09:52:45\n# Modified : 2024-11-26T03:49:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Data Shop | datashop@statistik.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/563@awel-kanton-zuerich.ipynb b/02_python/563@awel-kanton-zuerich.ipynb index 455e9b18d6..a4272f7054 100644 --- a/02_python/563@awel-kanton-zuerich.ipynb +++ b/02_python/563@awel-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2024-11-25T00:01:05`\n- **Startdate** `None`\n- **Enddate** `2024-11-24`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`68` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 4603\n# Title : LoRa-Sensor-Messwerte 2023/10\n# Description : None\n# Issued : 2023-10-02T00:01:11\n# Modified : 2023-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202310.csv')\n\n# Distribution 11\n# Ktzhdistid : 4745\n# Title : LoRa-Sensor-Messwerte 2023/11\n# Description : None\n# Issued : 2023-11-02T00:01:11\n# Modified : 2023-12-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202311.csv')\n\n# Distribution 12\n# Ktzhdistid : 4984\n# Title : LoRa-Sensor-Messwerte 2023/12\n# Description : None\n# Issued : 2023-12-02T00:01:11\n# Modified : 2024-01-10T10:56:06\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202312.csv')\n\n# Distribution 13\n# Ktzhdistid : 5083\n# Title : LoRa-Sensor-Messwerte 2024/01\n# Description : None\n# Issued : 2024-01-02T00:01:09\n# Modified : 2024-02-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202401.csv')\n\n# Distribution 14\n# Ktzhdistid : 5163\n# Title : LoRa-Sensor-Messwerte 2024/02\n# Description : None\n# Issued : 2024-02-02T00:01:10\n# Modified : 2024-03-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202402.csv')\n\n# Distribution 15\n# Ktzhdistid : 5228\n# Title : LoRa-Sensor-Messwerte 2024/03\n# Description : None\n# Issued : 2024-03-02T00:01:11\n# Modified : 2024-04-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202403.csv')\n\n# Distribution 16\n# Ktzhdistid : 5263\n# Title : LoRa-Sensor-Messwerte 2024/04\n# Description : None\n# Issued : 2024-04-02T00:01:12\n# Modified : 2024-07-01T02:02:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202404.csv')\n\n# Distribution 17\n# Ktzhdistid : 5343\n# Title : LoRa-Sensor-Messwerte 2024/05\n# Description : None\n# Issued : 2024-05-02T00:01:11\n# Modified : 2024-07-01T02:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202405.csv')\n\n# Distribution 18\n# Ktzhdistid : 5383\n# Title : LoRa-Sensor-Messwerte 2024/06\n# Description : None\n# Issued : 2024-06-02T00:01:06\n# Modified : 2024-07-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202406.csv')\n\n# Distribution 19\n# Ktzhdistid : 5423\n# Title : LoRa-Sensor-Messwerte 2024/07\n# Description : None\n# Issued : 2024-07-02T00:01:10\n# Modified : 2024-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202407.csv')\n\n# Distribution 20\n# Ktzhdistid : 5483\n# Title : LoRa-Sensor-Messwerte 2024/08\n# Description : None\n# Issued : 2024-08-02T00:01:11\n# Modified : 2024-09-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202408.csv')\n\n# Distribution 21\n# Ktzhdistid : 5543\n# Title : LoRa-Sensor-Messwerte 2024/09\n# Description : None\n# Issued : 2024-09-02T00:01:09\n# Modified : 2024-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202409.csv')\n\n# Distribution 22\n# Ktzhdistid : 5563\n# Title : LoRa-Sensor-Messwerte 2024/10\n# Description : None\n# Issued : 2024-10-02T00:01:11\n# Modified : 2024-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202410.csv')\n\n# Distribution 23\n# Ktzhdistid : 5643\n# Title : LoRa-Sensor-Messwerte 2024/11\n# Description : None\n# Issued : 2024-11-02T00:01:11\n# Modified : 2024-11-25T01:01:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 25\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 26\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 27\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 28\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 29\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 30\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 31\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 34\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 35\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 36\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 37\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 38\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 39\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 40\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 41\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 42\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 43\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 44\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 45\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 46\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 47\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 48\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 49\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 50\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 51\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 52\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 53\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 54\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 55\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 56\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 57\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 58\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 59\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 60\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 61\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 62\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 63\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 64\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n# Distribution 65\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 66\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 67\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2024-11-26T00:01:06`\n- **Startdate** `None`\n- **Enddate** `2024-11-25`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`68` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 4603\n# Title : LoRa-Sensor-Messwerte 2023/10\n# Description : None\n# Issued : 2023-10-02T00:01:11\n# Modified : 2023-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202310.csv')\n\n# Distribution 11\n# Ktzhdistid : 4745\n# Title : LoRa-Sensor-Messwerte 2023/11\n# Description : None\n# Issued : 2023-11-02T00:01:11\n# Modified : 2023-12-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202311.csv')\n\n# Distribution 12\n# Ktzhdistid : 4984\n# Title : LoRa-Sensor-Messwerte 2023/12\n# Description : None\n# Issued : 2023-12-02T00:01:11\n# Modified : 2024-01-10T10:56:06\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202312.csv')\n\n# Distribution 13\n# Ktzhdistid : 5083\n# Title : LoRa-Sensor-Messwerte 2024/01\n# Description : None\n# Issued : 2024-01-02T00:01:09\n# Modified : 2024-02-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202401.csv')\n\n# Distribution 14\n# Ktzhdistid : 5163\n# Title : LoRa-Sensor-Messwerte 2024/02\n# Description : None\n# Issued : 2024-02-02T00:01:10\n# Modified : 2024-03-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202402.csv')\n\n# Distribution 15\n# Ktzhdistid : 5228\n# Title : LoRa-Sensor-Messwerte 2024/03\n# Description : None\n# Issued : 2024-03-02T00:01:11\n# Modified : 2024-04-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202403.csv')\n\n# Distribution 16\n# Ktzhdistid : 5263\n# Title : LoRa-Sensor-Messwerte 2024/04\n# Description : None\n# Issued : 2024-04-02T00:01:12\n# Modified : 2024-07-01T02:02:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202404.csv')\n\n# Distribution 17\n# Ktzhdistid : 5343\n# Title : LoRa-Sensor-Messwerte 2024/05\n# Description : None\n# Issued : 2024-05-02T00:01:11\n# Modified : 2024-07-01T02:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202405.csv')\n\n# Distribution 18\n# Ktzhdistid : 5383\n# Title : LoRa-Sensor-Messwerte 2024/06\n# Description : None\n# Issued : 2024-06-02T00:01:06\n# Modified : 2024-07-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202406.csv')\n\n# Distribution 19\n# Ktzhdistid : 5423\n# Title : LoRa-Sensor-Messwerte 2024/07\n# Description : None\n# Issued : 2024-07-02T00:01:10\n# Modified : 2024-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202407.csv')\n\n# Distribution 20\n# Ktzhdistid : 5483\n# Title : LoRa-Sensor-Messwerte 2024/08\n# Description : None\n# Issued : 2024-08-02T00:01:11\n# Modified : 2024-09-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202408.csv')\n\n# Distribution 21\n# Ktzhdistid : 5543\n# Title : LoRa-Sensor-Messwerte 2024/09\n# Description : None\n# Issued : 2024-09-02T00:01:09\n# Modified : 2024-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202409.csv')\n\n# Distribution 22\n# Ktzhdistid : 5563\n# Title : LoRa-Sensor-Messwerte 2024/10\n# Description : None\n# Issued : 2024-10-02T00:01:11\n# Modified : 2024-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202410.csv')\n\n# Distribution 23\n# Ktzhdistid : 5643\n# Title : LoRa-Sensor-Messwerte 2024/11\n# Description : None\n# Issued : 2024-11-02T00:01:11\n# Modified : 2024-11-26T01:01:05\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 25\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 26\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 27\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 28\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 29\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 30\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 31\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 34\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 35\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 36\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 37\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 38\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 39\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 40\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 41\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 42\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 43\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 44\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 45\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 46\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 47\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 48\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 49\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 50\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 51\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 52\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 53\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 54\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 55\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 56\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 57\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 58\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 59\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 60\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 61\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 62\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 63\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 64\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n# Distribution 65\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 66\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 67\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/714@statistisches-amt-kanton-zuerich.ipynb b/02_python/714@statistisches-amt-kanton-zuerich.ipynb index 833e90317a..d6ec878022 100644 --- a/02_python/714@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/714@statistisches-amt-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **714@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Abstimmungsarchiv des Kantons Z\u00fcrich ab 1831**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Alle Ergebnisse der kantonalen und eidgen\u00f6ssischen Abstimmungen des Kantons Z\u00fcrich seit 1831."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/714@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2016-02-26T00:00:00`\n- **Modified** `2022-05-31T14:51:46`\n- **Startdate** `None`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['abstimmungen', 'abstimmungsergebnisse', 'eidgenoessische_volksabstimmungen', 'gemeinden', 'kantonale_volksabstimmungen', 'politik', 'politische_gemeinden', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 323\n# Title : Abstimmungsarchiv des Kantons Z\u00fcrich, Ergebnisse Kanton Z\u00fcrich\n# Description : None\n# Issued : 2016-02-26T10:10:10\n# Modified : 2024-09-24T15:42:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_kanton.csv')\n\n# Distribution 1\n# Ktzhdistid : 322\n# Title : Abstimmungsarchiv des Kantons Z\u00fcrich, Ergebnisse pro Gemeinde\n# Description : None\n# Issued : 2016-02-26T10:10:10\n# Modified : 2024-09-24T15:42:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_gemeinden.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **714@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Abstimmungsarchiv des Kantons Z\u00fcrich ab 1831**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Alle Ergebnisse der kantonalen und eidgen\u00f6ssischen Abstimmungen des Kantons Z\u00fcrich seit 1831."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/714@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2016-02-26T00:00:00`\n- **Modified** `2022-05-31T14:51:46`\n- **Startdate** `None`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['abstimmungen', 'abstimmungsergebnisse', 'eidgenoessische_volksabstimmungen', 'gemeinden', 'kantonale_volksabstimmungen', 'politik', 'politische_gemeinden', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 323\n# Title : Abstimmungsarchiv des Kantons Z\u00fcrich, Ergebnisse Kanton Z\u00fcrich\n# Description : None\n# Issued : 2016-02-26T10:10:10\n# Modified : 2024-11-25T17:15:33\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_kanton.csv')\n\n# Distribution 1\n# Ktzhdistid : 322\n# Title : Abstimmungsarchiv des Kantons Z\u00fcrich, Ergebnisse pro Gemeinde\n# Description : None\n# Issued : 2016-02-26T10:10:10\n# Modified : 2024-11-25T17:14:38\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsarchiv_gemeinden.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/README.md b/README.md index c5975976dc..f5e6d606a5 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ Feedback is always very welcome – simply open an issue. For all data licenses please refer to each data set's link or the metadata API endpoint provided [here](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html?keywords=ogd#/datasets/1461@fachstelle-ogd-kanton-zuerich). -Latest update: **2024-11-25 03:43:37** +Latest update: **2024-11-26 03:43:17** | ID | Title (abbreviated to 200 chars) | Python Colab | Python GitHub | R GitHub | | :-- | :-- | :-- | :-- | :-- |