From 7110d27962c3432fd6067682a57e2ee97b61f858 Mon Sep 17 00:00:00 2001 From: rnckp <> Date: Tue, 3 Dec 2024 03:44:09 +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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02_python/1381@stadt-winterthur.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 +- README.md | 2 +- 441 files changed, 462 insertions(+), 462 deletions(-) diff --git a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd index d229c90a91..8fd14597ba 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: "2024-12-02" +date: "2024-12-03" 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 6518b7f8c2..67a911577b 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: "2024-12-02" +date: "2024-12-03" 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 07e83dfa3c..6f293c9336 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: "2024-12-02" +date: "2024-12-03" 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 7b67f73b3a..efe9eb4881 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1040@stadt-uster.Rmd b/01_r-markdown/1040@stadt-uster.Rmd index 64cc2b10dd..f82ee79940 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: "2024-12-02" +date: "2024-12-03" 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 a1d6041e24..0e28f15e84 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: "2024-12-02" +date: "2024-12-03" 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 069509efb5..4e44964915 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: "2024-12-02" +date: "2024-12-03" 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 c3bd0c1ec4..9c4e15dad8 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: "2024-12-02" +date: "2024-12-03" 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 26c64a754d..0937d32d53 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: "2024-12-02" +date: "2024-12-03" 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 d2b91d4473..c7b9577fb3 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: "2024-12-02" +date: "2024-12-03" 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 e3c1b0a211..88f1a3dead 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: "2024-12-02" +date: "2024-12-03" 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 b68ab15183..011f51f64b 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1120@are-kanton-zuerich.Rmd b/01_r-markdown/1120@are-kanton-zuerich.Rmd index 3c736ca573..fa07eab107 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: "2024-12-02" +date: "2024-12-03" 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 4adab7d359..27361adbd8 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: "2024-12-02" +date: "2024-12-03" 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 1b4186dc7d..a90b8b4103 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: "2024-12-02" +date: "2024-12-03" 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 99cf4d6e32..4132b617b2 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: "2024-12-02" +date: "2024-12-03" 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 4960210cae..22f0792a2c 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: "2024-12-02" +date: "2024-12-03" 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 a56bfcf9ae..c34a8a95d9 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: "2024-12-02" +date: "2024-12-03" 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 a45295127d..9192bcaad7 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: "2024-12-02" +date: "2024-12-03" 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 9eb33d4b40..09b63096ab 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: "2024-12-02" +date: "2024-12-03" 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 3ea320abd8..1ba528fb25 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: "2024-12-02" +date: "2024-12-03" 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 2ac31a505e..5915bf7de3 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd index 4fbb11949e..6736353eb2 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: "2024-12-02" +date: "2024-12-03" 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 c88f3ce51a..7f3d765df1 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: "2024-12-02" +date: "2024-12-03" 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 b67cd3f7b1..0251bc53ea 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: "2024-12-02" +date: "2024-12-03" 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 7fac5ae04b..3c70898937 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: "2024-12-02" +date: "2024-12-03" 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 6a410e755e..cc755d7ca4 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: "2024-12-02" +date: "2024-12-03" 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 592308f629..fcd619f8fe 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd index 01da90ba33..6dd4f11cfa 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: "2024-12-02" +date: "2024-12-03" 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 42f6672b3d..d0ced0c623 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: "2024-12-02" +date: "2024-12-03" 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 9d79bda8f4..c4d15156b6 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: "2024-12-02" +date: "2024-12-03" 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 e623155508..c1196999e0 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: "2024-12-02" +date: "2024-12-03" 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 13b16a5544..0991c7343f 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd index 0bd34e41ed..a77b041385 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1363@awel-kanton-zuerich.Rmd b/01_r-markdown/1363@awel-kanton-zuerich.Rmd index 16d01e0589..7d586f30be 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: "2024-12-02" +date: "2024-12-03" 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 2f0961e5a8..4b6d7879ef 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: "2024-12-02" +date: "2024-12-03" 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 aabd509081..d01b0bbbd3 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1381@stadt-winterthur.Rmd b/01_r-markdown/1381@stadt-winterthur.Rmd index 26b801affa..34bf1f24e9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- @@ -15,7 +15,7 @@ Auto generated R starter code for data set 1381@stadt-winterthur. ## Metadata - **Issued** `2022-09-20T16:50:48` -- **Modified** `2024-06-04T10:26:39` +- **Modified** `2024-12-02T10:45:24` - **Startdate** `2009-12-31` - **Enddate** `2023-12-31` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']` @@ -45,7 +45,7 @@ library(skimr) # Title : Altersstruktur Stadt Winterthur # Description : Altersstruktur der Stadt Winterthur ab 2009. Eine vollständige Dokumentation ist in der Ressource "Dokumentation Daten" zu finden. # Issued : 2022-09-20T16:50:48 -# Modified : 2024-06-04T10:28:22 +# Modified : 2024-12-02T14:27:03 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001381_00003062.csv') diff --git a/01_r-markdown/1382@stadt-uster.Rmd b/01_r-markdown/1382@stadt-uster.Rmd index 88ec13440d..d3d4c424e5 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: "2024-12-02" +date: "2024-12-03" 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 ea7b2dbad0..507d376d00 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: "2024-12-02" +date: "2024-12-03" 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 85a485b122..76d607d7f5 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: "2024-12-02" +date: "2024-12-03" 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 26cf26f5ea..b9915020e1 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd index 0f691ffdd9..9576972cec 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: "2024-12-02" +date: "2024-12-03" 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 9b3f53e621..11d31c977b 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd index a69f39b0d3..be5e4d5c5b 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: "2024-12-02" +date: "2024-12-03" 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 dd25616440..3188dd1694 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: "2024-12-02" +date: "2024-12-03" 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 e718a98b3c..e498a3e3b4 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: "2024-12-02" +date: "2024-12-03" 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 45f19ce42a..6cd2ea1a32 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: "2024-12-02" +date: "2024-12-03" 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 7eaee97630..fa1a53107a 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: "2024-12-02" +date: "2024-12-03" 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 3002546260..d35ae1ced0 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: "2024-12-02" +date: "2024-12-03" 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 c448b0870e..40bc106714 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1481@stadt-winterthur.Rmd b/01_r-markdown/1481@stadt-winterthur.Rmd index 1ee7ccd8bc..66eed842a2 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: "2024-12-02" +date: "2024-12-03" 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 06323f9b21..8db3d35f50 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: "2024-12-02" +date: "2024-12-03" 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 43bcc692f8..220bc8298c 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: "2024-12-02" +date: "2024-12-03" 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 53ba19b8ce..a86d7efe04 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: "2024-12-02" +date: "2024-12-03" 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 df4ea63f9a..41ee8b1dc3 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: "2024-12-02" +date: "2024-12-03" 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 cb769e0b93..ffa3adc1f9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1521@stadt-winterthur.Rmd b/01_r-markdown/1521@stadt-winterthur.Rmd index 4c76d74662..e223d6cc40 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1522@stadt-winterthur.Rmd b/01_r-markdown/1522@stadt-winterthur.Rmd index 9fe889a816..d75f6bcf03 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: "2024-12-02" +date: "2024-12-03" 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 813c50bbf9..7e8dc7ed98 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: "2024-12-02" +date: "2024-12-03" 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 25c8049ff6..2e0635effe 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: "2024-12-02" +date: "2024-12-03" 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 37f0703fb5..10256c972d 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: "2024-12-02" +date: "2024-12-03" 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 1f2230501a..829566fa04 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: "2024-12-02" +date: "2024-12-03" 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 9e46598be5..de3a30ff76 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: "2024-12-02" +date: "2024-12-03" 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 9b516d1a38..43d1f74815 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: "2024-12-02" +date: "2024-12-03" 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 6fdd12a25f..e1ff55fe61 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd index 66dc88e9e6..047ca572ca 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd index ef4d1da8a3..ab1c1b30d7 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd index 509bd31560..9c68351721 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: "2024-12-02" +date: "2024-12-03" 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 a2c9c221a7..bab01df02e 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: "2024-12-02" +date: "2024-12-03" 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 2a9ae8028e..d2adf3da04 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: "2024-12-02" +date: "2024-12-03" 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 89fc63a720..4d76e7a246 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1601@stadt-winterthur.Rmd b/01_r-markdown/1601@stadt-winterthur.Rmd index a178f7dfae..cf95e30aea 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1602@stadt-winterthur.Rmd b/01_r-markdown/1602@stadt-winterthur.Rmd index 7dd4052995..0a9111ede8 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: "2024-12-02" +date: "2024-12-03" 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 e7e3966605..00eae30ff1 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: "2024-12-02" +date: "2024-12-03" 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 52443c0b50..4d093b37d1 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1621@stadt-winterthur.Rmd b/01_r-markdown/1621@stadt-winterthur.Rmd index 7019a7641c..2d8e87f328 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: "2024-12-02" +date: "2024-12-03" 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 7c2530ff2b..a3e932c073 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: "2024-12-02" +date: "2024-12-03" 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 fa9cd2b759..4f95f36213 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: "2024-12-02" +date: "2024-12-03" 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 4b08b71e54..777d9bdacd 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd index 90b0ceded8..04c3b0b08c 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: "2024-12-02" +date: "2024-12-03" 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 07a76b1791..46e6e17322 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: "2024-12-02" +date: "2024-12-03" 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 b67eb923e3..b5ba5778df 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1661@awel-kanton-zuerich.Rmd b/01_r-markdown/1661@awel-kanton-zuerich.Rmd index 5311679746..072893383b 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: "2024-12-02" +date: "2024-12-03" 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 fcea37cacf..f335bd921e 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: "2024-12-02" +date: "2024-12-03" 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 23c4181b9f..1c5d1cf142 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1681@awel-kanton-zuerich.Rmd b/01_r-markdown/1681@awel-kanton-zuerich.Rmd index 9f34f37d76..8c96224a22 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: "2024-12-02" +date: "2024-12-03" 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 7560b49f4f..0ede9c1dbf 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: "2024-12-02" +date: "2024-12-03" 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 f871531681..2a572376bb 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: "2024-12-02" +date: "2024-12-03" 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 db6b610215..4ce7ce0a9e 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: "2024-12-02" +date: "2024-12-03" 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 cf7efe8bd7..8360a5e38e 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: "2024-12-02" +date: "2024-12-03" 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 939991ed4e..3bc2bc8daf 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: "2024-12-02" +date: "2024-12-03" 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 be27d8bbd5..8590102f9b 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: "2024-12-02" +date: "2024-12-03" 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 7191306745..62ab946453 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: "2024-12-02" +date: "2024-12-03" 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 b27b83d741..fd28c4db1d 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd index 6f67654c09..c2829f08f5 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: "2024-12-02" +date: "2024-12-03" 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 f89b5af104..1ae275b5b8 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: "2024-12-02" +date: "2024-12-03" 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 e8b4786c99..2fb8e673a3 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: "2024-12-02" +date: "2024-12-03" 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 d1a26851fb..651434f78b 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: "2024-12-02" +date: "2024-12-03" 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 89701dee96..ec489de783 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: "2024-12-02" +date: "2024-12-03" 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 536ec4d25f..20c7ca22a8 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1802@are-kanton-zuerich.Rmd b/01_r-markdown/1802@are-kanton-zuerich.Rmd index d23a879c43..dd17d5c952 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1803@awel-kanton-zuerich.Rmd b/01_r-markdown/1803@awel-kanton-zuerich.Rmd index 7ea13ddac3..67e56e7074 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: "2024-12-02" +date: "2024-12-03" 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 0445c55385..1d9a06ac24 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1823@stadt-winterthur.Rmd b/01_r-markdown/1823@stadt-winterthur.Rmd index 7308638a1d..ba42ddbddf 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: "2024-12-02" +date: "2024-12-03" 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 53206cf0aa..460f5d1caa 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: "2024-12-02" +date: "2024-12-03" 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 4613e58cad..0a01d4ecee 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: "2024-12-02" +date: "2024-12-03" 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 cb4b41bc6e..a9d8451ee5 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: "2024-12-02" +date: "2024-12-03" 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 a8579ad610..a9a3de8f24 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1863@stadt-winterthur.Rmd b/01_r-markdown/1863@stadt-winterthur.Rmd index c6973a8d0f..69807c6f31 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: "2024-12-02" +date: "2024-12-03" 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** `2024-12-01T09:19:43` +- **Modified** `2024-12-02T09:19:22` - **Startdate** `2013-01-01` -- **Enddate** `2024-11-30` +- **Enddate** `2024-12-01` - **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 : 2024-12-01T10:19:44 +# Modified : 2024-12-02T10:19:22 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 f68e146419..a9bf097bc6 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: "2024-12-02" +date: "2024-12-03" 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 d041757aed..7db1399f45 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: "2024-12-02" +date: "2024-12-03" 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 6b5c711511..e0a9dca868 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: "2024-12-02" +date: "2024-12-03" 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 bf8490991a..8e209c3358 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: "2024-12-02" +date: "2024-12-03" 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 a79fa471f3..66bf00b72c 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: "2024-12-02" +date: "2024-12-03" 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 349c023263..2d267b1d33 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: "2024-12-02" +date: "2024-12-03" 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 566d0a7314..603ce7044e 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: "2024-12-02" +date: "2024-12-03" 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 8b875e11c7..6089e58727 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: "2024-12-02" +date: "2024-12-03" 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 383240401f..b4753fe53e 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: "2024-12-02" +date: "2024-12-03" 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 28040dff99..574b843abe 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: "2024-12-02" +date: "2024-12-03" 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 446f77e51e..414e7707ea 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: "2024-12-02" +date: "2024-12-03" 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 d97517c3f2..8095b846b9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/1982@afm-kanton-zuerich.Rmd b/01_r-markdown/1982@afm-kanton-zuerich.Rmd index 0670908a4f..bd35431e41 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: "2024-12-02" +date: "2024-12-03" 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 ec4ab0927f..60d5b67946 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: "2024-12-02" +date: "2024-12-03" 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 1af30b50b0..41a39134c0 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: "2024-12-02" +date: "2024-12-03" 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 a3c7b5bd39..ff493e9ceb 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: "2024-12-02" +date: "2024-12-03" 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 bbced8a247..cd082f4e50 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: "2024-12-02" +date: "2024-12-03" 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 49e5f62eae..24164f093a 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: "2024-12-02" +date: "2024-12-03" 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 4ad454d39c..7d0f1c5bc6 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: "2024-12-02" +date: "2024-12-03" 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 a081af2463..135ab84acb 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: "2024-12-02" +date: "2024-12-03" 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 31ee3d69b6..6d0ca1fd22 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd index 3b214cea86..f8f1242a23 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: "2024-12-02" +date: "2024-12-03" 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 3476420f8b..992b88fdcb 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: "2024-12-02" +date: "2024-12-03" 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 206d141e82..6bfc62d8ca 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: "2024-12-02" +date: "2024-12-03" 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 e41eca80c5..d94d7a67e6 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: "2024-12-02" +date: "2024-12-03" 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** `2024-12-02T00:00:23` +- **Modified** `2024-12-03T00:00:22` - **Startdate** `2020-01-01` -- **Enddate** `2024-12-02` +- **Enddate** `2024-12-03` - **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 : 2024-12-02T01:00:23 +# Modified : 2024-12-03T01:00:22 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 1602be789b..ab79ad6fec 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: "2024-12-02" +date: "2024-12-03" 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 65b22adcf9..2981f6fd63 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: "2024-12-02" +date: "2024-12-03" 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 01a864c93d..f84d357e57 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: "2024-12-02" +date: "2024-12-03" 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 615ab9e6a5..db0402e061 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: "2024-12-02" +date: "2024-12-03" 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 373c194ab5..0eb9d72b29 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2102@awel-kanton-zuerich.Rmd b/01_r-markdown/2102@awel-kanton-zuerich.Rmd index dff21ffa02..8819c6327e 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: "2024-12-02" +date: "2024-12-03" 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 2e1b05a7e4..3851f3c4ea 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: "2024-12-02" +date: "2024-12-03" 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 6a57964b43..28f5ef9fed 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: "2024-12-02" +date: "2024-12-03" 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 d3fbdc1c5a..ffdf879223 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: "2024-12-02" +date: "2024-12-03" 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 58fe7da8b2..7dcf64a8c1 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2142@stadt-winterthur.Rmd b/01_r-markdown/2142@stadt-winterthur.Rmd index d7dbd1d925..0f89bd0871 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: "2024-12-02" +date: "2024-12-03" 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** `2024-12-02T02:47:28` +- **Modified** `2024-12-03T02:47:24` - **Startdate** `2022-11-01` -- **Enddate** `2024-12-01` +- **Enddate** `2024-12-02` - **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 : 2024-12-02T03:47:30 +# Modified : 2024-12-03T03:47:26 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 : 2024-12-02T03:47:28 +# Modified : 2024-12-03T03:47:24 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 db1dbc59c9..9537f58cd8 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: "2024-12-02" +date: "2024-12-03" 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 31970f5952..c149071e04 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: "2024-12-02" +date: "2024-12-03" 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 409525539e..e9734b1619 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: "2024-12-02" +date: "2024-12-03" 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 d5b76799ec..88d49fc661 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: "2024-12-02" +date: "2024-12-03" 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 d2ed99eeca..33b23c81d6 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: "2024-12-02" +date: "2024-12-03" 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 7b60f06feb..ebd550a410 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: "2024-12-02" +date: "2024-12-03" 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 c2489988b6..02d801d103 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: "2024-12-02" +date: "2024-12-03" 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 8953e5f15b..e45bb7b2b2 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: "2024-12-02" +date: "2024-12-03" 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 efad367d6d..4ea0fc2a1b 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: "2024-12-02" +date: "2024-12-03" 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 45b23f7d2e..a8174226f8 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: "2024-12-02" +date: "2024-12-03" 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 d9dd15b5bf..0da18e0cf0 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: "2024-12-02" +date: "2024-12-03" 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 3c2ffdb63b..a660ea16f4 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: "2024-12-02" +date: "2024-12-03" 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 b06c1a442d..8ec59d35bc 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: "2024-12-02" +date: "2024-12-03" 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 d0956bee2d..d195ab215b 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: "2024-12-02" +date: "2024-12-03" 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 f0e6a27e34..22a95dbde9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2242@ekz.Rmd b/01_r-markdown/2242@ekz.Rmd index ec78420c13..b6c5669599 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: "2024-12-02" +date: "2024-12-03" 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 8532349c08..e5f3657b6f 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: "2024-12-02" +date: "2024-12-03" 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 fc90f06fb5..a84f26ea05 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: "2024-12-02" +date: "2024-12-03" 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 ff8741b772..961c355bb9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2282@ima-kanton-zuerich.Rmd b/01_r-markdown/2282@ima-kanton-zuerich.Rmd index 728a995b65..e72f5cf5ca 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: "2024-12-02" +date: "2024-12-03" 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 c012cf81a3..df6cc824a7 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: "2024-12-02" +date: "2024-12-03" 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 1dcff541fb..12e73dc48d 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: "2024-12-02" +date: "2024-12-03" 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 cc047e948f..63f8a4ac35 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: "2024-12-02" +date: "2024-12-03" 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 5fe8dc9eb9..0cca9dde5c 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: "2024-12-02" +date: "2024-12-03" 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 643294d496..ad587a56ee 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: "2024-12-02" +date: "2024-12-03" 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 a2a1c11b9e..21da4d5b27 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: "2024-12-02" +date: "2024-12-03" 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 76da34af79..9de05462d6 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: "2024-12-02" +date: "2024-12-03" 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 2dc7cdb754..be83a704b7 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: "2024-12-02" +date: "2024-12-03" 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 265029d7ff..1a35f94a99 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: "2024-12-02" +date: "2024-12-03" 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 fcbc0dec30..e055c69c08 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: "2024-12-02" +date: "2024-12-03" 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 546ff5b1c9..6622aa89f4 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: "2024-12-02" +date: "2024-12-03" 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 d578f661a8..6cfda80f2b 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: "2024-12-02" +date: "2024-12-03" 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 54a4710bc2..b0ea482df9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2382@awel-kanton-zuerich.Rmd b/01_r-markdown/2382@awel-kanton-zuerich.Rmd index 2cd7169705..4f8f017d25 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2383@awel-kanton-zuerich.Rmd b/01_r-markdown/2383@awel-kanton-zuerich.Rmd index b3f6b4845e..7bfaf6ca50 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2384@awel-kanton-zuerich.Rmd b/01_r-markdown/2384@awel-kanton-zuerich.Rmd index fe5b1b5145..7093d73998 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: "2024-12-02" +date: "2024-12-03" 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 8c2a72e6b1..d5a96be195 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: "2024-12-02" +date: "2024-12-03" 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 b2ffe7b15b..ff7a9945c5 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: "2024-12-02" +date: "2024-12-03" 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 5be0bf406d..3377a17246 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: "2024-12-02" +date: "2024-12-03" 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 2771a983eb..2d56dc7cf8 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2423@awi-kanton-zuerich.Rmd b/01_r-markdown/2423@awi-kanton-zuerich.Rmd index 76fac00612..379b4c12d2 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2442@awel-kanton-zuerich.Rmd b/01_r-markdown/2442@awel-kanton-zuerich.Rmd index 7028f238eb..22836526b4 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: "2024-12-02" +date: "2024-12-03" 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 f123bfa057..557fca5f73 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2462@awel-kanton-zuerich.Rmd b/01_r-markdown/2462@awel-kanton-zuerich.Rmd index eb15c85c3f..001c517fcf 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: "2024-12-02" +date: "2024-12-03" 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 bc7b09fb46..7df9a7aa84 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: "2024-12-02" +date: "2024-12-03" 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 3a598591bb..fac57158c2 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: "2024-12-02" +date: "2024-12-03" 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 ea33a79954..76f76ac3e1 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: "2024-12-02" +date: "2024-12-03" 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 df2ad55ee2..013be49fee 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: "2024-12-02" +date: "2024-12-03" 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 fb18b6ed4c..7225fff0a8 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: "2024-12-02" +date: "2024-12-03" 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 6b5afbab70..8ad513944f 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: "2024-12-02" +date: "2024-12-03" 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 229a3906af..f59636344a 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: "2024-12-02" +date: "2024-12-03" 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 5843a12c58..6317e3b62b 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: "2024-12-02" +date: "2024-12-03" 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** `2024-12-02T02:49:18` +- **Modified** `2024-12-03T02:49:17` - **Startdate** `2023-09-01` -- **Enddate** `2024-12-01` +- **Enddate** `2024-12-02` - **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 : 2024-12-02T03:49:16 +# Modified : 2024-12-03T03:49:14 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 : 2024-12-02T03:49:18 +# Modified : 2024-12-03T03:49:16 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 : 2024-12-02T03:49:17 +# Modified : 2024-12-03T03:49:15 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 : 2024-12-02T03:49:18 +# Modified : 2024-12-03T03:49:16 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 6ff57a0468..0832f84f6a 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2563@stadt-winterthur.Rmd b/01_r-markdown/2563@stadt-winterthur.Rmd index ff203cacc3..9ac6713e4f 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2564@stadt-winterthur.Rmd b/01_r-markdown/2564@stadt-winterthur.Rmd index d33563ffcd..e7b8bb3a68 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2582@stadt-winterthur.Rmd b/01_r-markdown/2582@stadt-winterthur.Rmd index 2b0c305808..3f467554c0 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2604@stadt-winterthur.Rmd b/01_r-markdown/2604@stadt-winterthur.Rmd index 635fcf24f7..6443dfa4fe 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2605@stadt-winterthur.Rmd b/01_r-markdown/2605@stadt-winterthur.Rmd index d1a043f662..5221291be6 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2622@are-kanton-zuerich.Rmd b/01_r-markdown/2622@are-kanton-zuerich.Rmd index 733f6677f4..fe537af24b 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2643@aln-kanton-zuerich.Rmd b/01_r-markdown/2643@aln-kanton-zuerich.Rmd index 9e02c500a3..1ab65eaabe 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2683@awel-kanton-zuerich.Rmd b/01_r-markdown/2683@awel-kanton-zuerich.Rmd index 8770d2f3ce..68bfee7da1 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2702@stadt-winterthur.Rmd b/01_r-markdown/2702@stadt-winterthur.Rmd index e005a260fe..ee72221162 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2742@stadt-winterthur.Rmd b/01_r-markdown/2742@stadt-winterthur.Rmd index 6269e944c3..364972d796 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: "2024-12-02" +date: "2024-12-03" 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 42713d6e2a..8078f51dc3 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2762@stadt-winterthur.Rmd b/01_r-markdown/2762@stadt-winterthur.Rmd index 678758911b..d1c4cb421a 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/2763@stadt-winterthur.Rmd b/01_r-markdown/2763@stadt-winterthur.Rmd index b14558c18c..cca0d9063b 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: "2024-12-02" +date: "2024-12-03" 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 df43f3b825..0572a5854a 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: "2024-12-02" +date: "2024-12-03" 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 4c94d0fbab..ebd9d3ded8 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: "2024-12-02" +date: "2024-12-03" 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 c81c37e735..fe97350d0d 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: "2024-12-02" +date: "2024-12-03" 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 24e8205a28..05610af1d2 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: "2024-12-02" +date: "2024-12-03" 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 c1a3fc92a8..1bc6c0fa2f 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: "2024-12-02" +date: "2024-12-03" 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 0a15f50fc9..d9f99948b5 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: "2024-12-02" +date: "2024-12-03" 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 63909067a9..4227bacc3b 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: "2024-12-02" +date: "2024-12-03" 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 92d9ed367a..316ebd58cb 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: "2024-12-02" +date: "2024-12-03" 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 5f67cae5e6..67522f7e2f 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: "2024-12-02" +date: "2024-12-03" 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 3ba7e57db7..83bdfd541e 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: "2024-12-02" +date: "2024-12-03" 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 d17fb6581e..ff9e28de8b 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: "2024-12-02" +date: "2024-12-03" 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 2b2b6bca69..a34ecd1be4 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: "2024-12-02" +date: "2024-12-03" 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 3d22c5e9c1..4632908012 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: "2024-12-02" +date: "2024-12-03" 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 3d0530179a..964f0e416a 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: "2024-12-02" +date: "2024-12-03" 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 68fe46d610..6380d1f028 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: "2024-12-02" +date: "2024-12-03" 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 e03987f5a7..706ec17bdf 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: "2024-12-02" +date: "2024-12-03" 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 0b52b499c7..ce655ebdbf 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: "2024-12-02" +date: "2024-12-03" 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 fbda2c3c38..2bfb7ec17b 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: "2024-12-02" +date: "2024-12-03" 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 2711161e51..6d7f0da17f 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: "2024-12-02" +date: "2024-12-03" 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 ceba85901c..af58c983c3 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: "2024-12-02" +date: "2024-12-03" 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 2b7c41a56d..13bd1b65a6 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: "2024-12-02" +date: "2024-12-03" 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 e0221c3a78..e129395cc0 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: "2024-12-02" +date: "2024-12-03" 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 66a6348b0f..7217c0a300 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: "2024-12-02" +date: "2024-12-03" 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 5b751974ec..7e3e0f2d41 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: "2024-12-02" +date: "2024-12-03" 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 06f323faef..1a2ebf9b98 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: "2024-12-02" +date: "2024-12-03" 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 03a85b9150..1e7b786a9b 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: "2024-12-02" +date: "2024-12-03" 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 0ae4b40409..aab4ca8f41 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: "2024-12-02" +date: "2024-12-03" 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 1046efae4a..4a60582251 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: "2024-12-02" +date: "2024-12-03" 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 25f557430a..4bcf6f8bf7 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: "2024-12-02" +date: "2024-12-03" 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 3379061ca4..6bace6a7cc 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: "2024-12-02" +date: "2024-12-03" 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 d654a6e586..59a363a393 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: "2024-12-02" +date: "2024-12-03" 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 e6c0dbdd29..00b2b6c263 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: "2024-12-02" +date: "2024-12-03" 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 fa10466140..b449e30b4f 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: "2024-12-02" +date: "2024-12-03" 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 a42a30240b..9a21f8a581 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: "2024-12-02" +date: "2024-12-03" 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 6cd630e313..11c60c8d39 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: "2024-12-02" +date: "2024-12-03" 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 7ad171ecfa..224701b2d9 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: "2024-12-02" +date: "2024-12-03" 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 cc95284f6f..2589262fd1 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: "2024-12-02" +date: "2024-12-03" 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 765d2f834f..1606ef3bc8 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: "2024-12-02" +date: "2024-12-03" 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 345b2bf470..1b01bc2e0b 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: "2024-12-02" +date: "2024-12-03" 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 e22dfb549c..5096c4cca7 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: "2024-12-02" +date: "2024-12-03" 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 1b1d296b0d..79d4fc9ee4 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: "2024-12-02" +date: "2024-12-03" 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 a30968ec17..d6ada9d669 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: "2024-12-02" +date: "2024-12-03" 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 f85b095a96..3334072efe 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: "2024-12-02" +date: "2024-12-03" 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 19228210c9..94f88ef984 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: "2024-12-02" +date: "2024-12-03" 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 ee7849e67b..f3610b01c4 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: "2024-12-02" +date: "2024-12-03" 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 ec09447601..6374b049c6 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: "2024-12-02" +date: "2024-12-03" 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 5bb36f04b7..d75c8126cc 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: "2024-12-02" +date: "2024-12-03" 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 f014ed3eaa..7c494b4921 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: "2024-12-02" +date: "2024-12-03" 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 73047b4b58..fbd50d734d 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: "2024-12-02" +date: "2024-12-03" 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 9bbf2de7f2..03b7929ad5 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: "2024-12-02" +date: "2024-12-03" 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 295a07f268..b61ed5a498 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: "2024-12-02" +date: "2024-12-03" 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 917f357ecb..1c6b2f0eef 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: "2024-12-02" +date: "2024-12-03" 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 e234949383..df6e4438f0 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: "2024-12-02" +date: "2024-12-03" 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 79cd9b169b..f379042b7b 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: "2024-12-02" +date: "2024-12-03" 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 6685622292..85e6914197 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: "2024-12-02" +date: "2024-12-03" 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 d2f030be99..0551cf1ac8 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: "2024-12-02" +date: "2024-12-03" 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 78c87f80db..9f8b765710 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: "2024-12-02" +date: "2024-12-03" 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 dbe5daca83..2681cb5eb4 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: "2024-12-02" +date: "2024-12-03" 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 db34fbb792..98588eeccd 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: "2024-12-02" +date: "2024-12-03" 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 e91d4f3761..9b2ded1d3e 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: "2024-12-02" +date: "2024-12-03" 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 3f245dcf60..fc96d68e23 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: "2024-12-02" +date: "2024-12-03" 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 5480be3d8b..5d3e67adf0 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: "2024-12-02" +date: "2024-12-03" 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 41a3a4f25e..d559ba156f 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: "2024-12-02" +date: "2024-12-03" 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 0fbdc167a5..5b7ca1567f 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: "2024-12-02" +date: "2024-12-03" 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 2f09f60d6a..0ff74720fc 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: "2024-12-02" +date: "2024-12-03" 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 a3d453f7af..b57b04dbbb 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: "2024-12-02" +date: "2024-12-03" 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 08fec0bcd2..4f00aaa30c 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: "2024-12-02" +date: "2024-12-03" 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 754f16739b..b4a0c6dce7 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: "2024-12-02" +date: "2024-12-03" 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 0e203ada65..54c65a55ef 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: "2024-12-02" +date: "2024-12-03" 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 2e26865b4d..6a7baaebc8 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: "2024-12-02" +date: "2024-12-03" 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 6e4ecc6d2f..62642c6c01 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: "2024-12-02" +date: "2024-12-03" 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 2412aaf869..a85a42e31b 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: "2024-12-02" +date: "2024-12-03" 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 5e55545bf7..90030b07ab 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: "2024-12-02" +date: "2024-12-03" 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 a102dca07d..ca544c1cb8 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: "2024-12-02" +date: "2024-12-03" 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 28736ed801..d2256f24b9 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: "2024-12-02" +date: "2024-12-03" 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 76c485470d..aa5af942c7 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: "2024-12-02" +date: "2024-12-03" 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 bc1fba7747..35de4fa5a6 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: "2024-12-02" +date: "2024-12-03" 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 a6d91d825f..b1ac416ff1 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: "2024-12-02" +date: "2024-12-03" 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 3847d8a010..8e47d436bc 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: "2024-12-02" +date: "2024-12-03" 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 82ab37d039..394cee50f9 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: "2024-12-02" +date: "2024-12-03" 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 16ee5cb322..84ab7a7f8a 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: "2024-12-02" +date: "2024-12-03" 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 ce1ae0b268..595ce0ca2e 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: "2024-12-02" +date: "2024-12-03" 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 dc68ec98f2..fdc776481b 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: "2024-12-02" +date: "2024-12-03" 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 f325f7d5ed..031ce7bb50 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: "2024-12-02" +date: "2024-12-03" 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 47da715e21..e2f372c17b 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: "2024-12-02" +date: "2024-12-03" 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 b6ef22b100..9c22f6d3c5 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: "2024-12-02" +date: "2024-12-03" 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 a3b2ddab30..686b410c22 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: "2024-12-02" +date: "2024-12-03" 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 687657d13a..d5b2c5c739 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: "2024-12-02" +date: "2024-12-03" 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 8835029710..847059d93f 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: "2024-12-02" +date: "2024-12-03" 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 f08605d02c..c549877398 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: "2024-12-02" +date: "2024-12-03" 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 326eb0d6cd..3cd6608a9a 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: "2024-12-02" +date: "2024-12-03" 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 e036cf41d9..2d56680f8c 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: "2024-12-02" +date: "2024-12-03" 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 145159f0e1..e5594b86fe 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: "2024-12-02" +date: "2024-12-03" 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 6c41e0ac88..44729265fe 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: "2024-12-02" +date: "2024-12-03" 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 c21ee3e62a..adee847a55 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: "2024-12-02" +date: "2024-12-03" 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 725dad5a2c..4462cfc678 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: "2024-12-02" +date: "2024-12-03" 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 49236b48d4..18463b7fc1 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: "2024-12-02" +date: "2024-12-03" 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 697589db89..e65eea4447 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: "2024-12-02" +date: "2024-12-03" 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 3e16bfd1e3..0842c504bc 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: "2024-12-02" +date: "2024-12-03" 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 1019093689..903c281011 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: "2024-12-02" +date: "2024-12-03" 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 7e94bb3a51..b50978328a 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: "2024-12-02" +date: "2024-12-03" 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 4a895690fc..681af7458b 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: "2024-12-02" +date: "2024-12-03" 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 a21d969aae..00e1849582 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: "2024-12-02" +date: "2024-12-03" 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 d26d8a679d..aba051ed05 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: "2024-12-02" +date: "2024-12-03" 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 3806990e94..86f5ffb279 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: "2024-12-02" +date: "2024-12-03" 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 57fd8e6299..7f452428cc 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: "2024-12-02" +date: "2024-12-03" 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 d74eab2ba0..89302b4f0e 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: "2024-12-02" +date: "2024-12-03" 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 c9f6545b5a..f87f0dc35f 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: "2024-12-02" +date: "2024-12-03" 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 87dd35416c..c92bca06fa 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: "2024-12-02" +date: "2024-12-03" 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 60810e5d57..7f3bc964c2 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: "2024-12-02" +date: "2024-12-03" 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 b7ddba86d1..2b8dc48ea2 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: "2024-12-02" +date: "2024-12-03" 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 6ccdee866c..80618e9554 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: "2024-12-02" +date: "2024-12-03" 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 6908e3df62..1afe0268b0 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: "2024-12-02" +date: "2024-12-03" 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 209bb5d2dd..7ad3b9822d 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: "2024-12-02" +date: "2024-12-03" 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 e3c41c604b..e07a3a9c01 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: "2024-12-02" +date: "2024-12-03" 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 f070eb6577..a11e707457 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: "2024-12-02" +date: "2024-12-03" 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 d2a319eb18..59a2629130 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: "2024-12-02" +date: "2024-12-03" 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 e2ab7513a6..fa40ff00e3 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: "2024-12-02" +date: "2024-12-03" 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 41f69d97da..da0417123e 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: "2024-12-02" +date: "2024-12-03" 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 c3ade3c7a0..722e60490e 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: "2024-12-02" +date: "2024-12-03" 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 1bbdd17e4d..c98e2f2afb 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: "2024-12-02" +date: "2024-12-03" 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 48a89a49d9..4d1a0a3969 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: "2024-12-02" +date: "2024-12-03" 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 a045fad009..fa72bcfef8 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd index dd92d316e7..c4ca3270e6 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd index 3cc38060d5..a8e67f90d4 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd index 27e40fa668..7aefd4843b 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: "2024-12-02" +date: "2024-12-03" 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 dd5eef1850..eec6c1934a 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: "2024-12-02" +date: "2024-12-03" 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 ff12a17ec8..c4b9334762 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: "2024-12-02" +date: "2024-12-03" 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 eef68a3c38..a656749689 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: "2024-12-02" +date: "2024-12-03" 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 79a0e90caa..90d4ab83b7 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: "2024-12-02" +date: "2024-12-03" 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 bd58e9e7e4..c0ab6b79a6 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: "2024-12-02" +date: "2024-12-03" 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 226c075f77..36b185bc19 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: "2024-12-02" +date: "2024-12-03" 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 3e4886d280..c8235256ff 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: "2024-12-02" +date: "2024-12-03" 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 ccc027bda1..5ffe9f227e 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd index 8f54076404..ae74371262 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd index 3ffafc9bbc..7044073ab0 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd index 2576babfe0..c04d25cb3e 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd index 0529645402..a4b79626a5 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: "2024-12-02" +date: "2024-12-03" 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 a3a13c7ec3..964bf07ca7 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: "2024-12-02" +date: "2024-12-03" 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 fddc2c0173..f653261d9b 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/563@awel-kanton-zuerich.Rmd b/01_r-markdown/563@awel-kanton-zuerich.Rmd index c5599e9a8c..90cae57700 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: "2024-12-02" +date: "2024-12-03" 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** `2024-12-02T00:01:15` +- **Modified** `2024-12-03T00:01:11` - **Startdate** `None` -- **Enddate** `2024-12-01` +- **Enddate** `2024-12-02` - **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']` @@ -262,7 +262,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_Lo # Title : LoRa-Sensor-Messwerte 2024/12 # Description : None # Issued : 2024-12-02T00:01:14 -# Modified : 2024-12-02T00:01:14 +# Modified : 2024-12-03T01:01:10 df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202412.csv') diff --git a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd index 066fbab4c8..cf8e8b0912 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: "2024-12-02" +date: "2024-12-03" 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 071c94caf6..0e3d5227ff 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: "2024-12-02" +date: "2024-12-03" 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 31b622d869..f56c2a9398 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: "2024-12-02" +date: "2024-12-03" 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 0412e9fbbf..2ce5e7e6f7 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: "2024-12-02" +date: "2024-12-03" 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 612b4525d0..bd9b464c00 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: "2024-12-02" +date: "2024-12-03" 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 45de539e50..ee7bc97728 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: "2024-12-02" +date: "2024-12-03" 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 81d6c26047..5301fcfb7d 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd index eb23a36805..d9d28abfa0 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd index a88f77fa9e..c078adf89e 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: "2024-12-02" +date: "2024-12-03" 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 9535c9ef73..9ceb0bc370 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: "2024-12-02" +date: "2024-12-03" 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 d1cad4fca0..a2c5ebc70a 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: "2024-12-02" +date: "2024-12-03" 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 a52e3559de..b8b123e78a 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: "2024-12-02" +date: "2024-12-03" 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 525808eee1..647824794b 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: "2024-12-02" +date: "2024-12-03" 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 a83a592650..391fa6ad5f 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: "2024-12-02" +date: "2024-12-03" 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 e28b892691..d7a7663ac1 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: "2024-12-02" +date: "2024-12-03" 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 6f48efe5a3..b2c2d5877b 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: "2024-12-02" +date: "2024-12-03" 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 1339239b06..65d44e0392 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: "2024-12-02" +date: "2024-12-03" 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 52309a5042..c32fdbc0ec 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: "2024-12-02" +date: "2024-12-03" 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 365f0213a4..12079fc235 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: "2024-12-02" +date: "2024-12-03" 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 62b06d62f4..1e54fb5537 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: "2024-12-02" +date: "2024-12-03" 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 7ba3c1741f..bca0d78e95 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: "2024-12-02" +date: "2024-12-03" 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 eb0e67ccfe..cea4173312 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: "2024-12-02" +date: "2024-12-03" 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 af2a0857df..dc1e84e6df 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: "2024-12-02" +date: "2024-12-03" 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 79594143a2..bf131f9511 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: "2024-12-02" +date: "2024-12-03" 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 eb0a3d3478..e44c84c2ec 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: "2024-12-02" +date: "2024-12-03" 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 f572d45c8b..5fa018c219 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: "2024-12-02" +date: "2024-12-03" 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 2c6f3c63e0..bdaa3fd19a 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: "2024-12-02" +date: "2024-12-03" 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 34aa383e2a..b4812f29b5 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: "2024-12-02" +date: "2024-12-03" 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 e661c247da..50f29a67d7 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: "2024-12-02" +date: "2024-12-03" 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 61d47a5b72..12c566af94 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: "2024-12-02" +date: "2024-12-03" 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 d29adf21f7..b658eaf20a 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd index 41c5e660a7..e7403f2b75 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: "2024-12-02" +date: "2024-12-03" 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 b8c19cc2ea..fdf46c1bc1 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd index 9c93505927..e2cd7be0f1 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: "2024-12-02" +date: "2024-12-03" 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 d68db61694..3491002aac 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: "2024-12-02" +date: "2024-12-03" 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 3ecd564a20..0ee80553d6 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: "2024-12-02" +date: "2024-12-03" 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 99ff5b30e7..9094164047 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: "2024-12-02" +date: "2024-12-03" 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 96ec6c32cd..ffa6cf3dd8 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd index 625aac45b2..962c7afded 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: "2024-12-02" +date: "2024-12-03" 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 f9abb752b3..7e6f4d931f 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: "2024-12-02" +date: "2024-12-03" 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 6f606e98d4..623d82b1d6 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: "2024-12-02" +date: "2024-12-03" 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 d7b9a53681..059ea05b03 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd index 54a2640559..0eb4f932f2 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: "2024-12-02" +date: "2024-12-03" 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 82134d4b2d..e1b54abc42 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: "2024-12-02" +date: "2024-12-03" 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 9fcf50c453..f4b47cef6b 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd b/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd index 40b1de7414..7507c10c76 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd index d5890276fd..d13e3a0fa6 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: "2024-12-02" +date: "2024-12-03" 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 219a937383..10f9ca9971 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: "2024-12-02" +date: "2024-12-03" 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 fd953d095f..e3f9784357 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/720@stadt-uster.Rmd b/01_r-markdown/720@stadt-uster.Rmd index d2c91fde08..47f27810c8 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/721@stadt-uster.Rmd b/01_r-markdown/721@stadt-uster.Rmd index 38235e71a3..af950805c9 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: "2024-12-02" +date: "2024-12-03" 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 4eeaf02a19..9a5a0e7ad6 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd index 94e2abfd78..45fea6eaf3 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd index 23eddf4465..04da40cabb 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd index ae511c5bb9..9aa3e59192 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: "2024-12-02" +date: "2024-12-03" 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 1992187209..93a9442d02 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd index 31391ac010..0d9823c6ea 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd index 6b176cc576..8fe45c90a9 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/01_r-markdown/736@awel-kanton-zuerich.Rmd b/01_r-markdown/736@awel-kanton-zuerich.Rmd index 092c7f5952..f384b455c0 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: "2024-12-02" +date: "2024-12-03" 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 41917a57b9..f8539de9a8 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: "2024-12-02" +date: "2024-12-03" 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 e63bb7b79c..62e961f993 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: "2024-12-02" +date: "2024-12-03" 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 637ab91719..7f9e2f928f 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: "2024-12-02" +date: "2024-12-03" 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 415eac8b3b..7cf3f7e1f6 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: "2024-12-02" +date: "2024-12-03" 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 e04ddb689d..2074cb599a 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: "2024-12-02" +date: "2024-12-03" 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 dab962e8cb..c318f4a979 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: "2024-12-02" +date: "2024-12-03" 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 9552616e71..98166c3294 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: "2024-12-02" +date: "2024-12-03" 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 422b0a21e3..7fd229440f 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: "2024-12-02" +date: "2024-12-03" 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 3cefd4baf4..c7928c4e22 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: "2024-12-02" +date: "2024-12-03" 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 22fb1e2dc4..6ceb417db1 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: "2024-12-02" +date: "2024-12-03" 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 f608994da7..af933b7ff8 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: "2024-12-02" +date: "2024-12-03" 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 8e2091e3cb..c8c7fc3687 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: "2024-12-02" +date: "2024-12-03" 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 a4e191c5c7..8a851a68e1 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: "2024-12-02" +date: "2024-12-03" 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 8eb610bd6d..b73f7b7b7c 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: "2024-12-02" +date: "2024-12-03" 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 f0f0689a2f..4cb5113af2 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: "2024-12-02" +date: "2024-12-03" 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 1a790d772a..3a2977358b 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: "2024-12-02" +date: "2024-12-03" 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 2af2a01865..280751b3db 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: "2024-12-02" +date: "2024-12-03" 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 637d77e54d..3491c8a7ae 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: "2024-12-02" +date: "2024-12-03" 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 d4cebe652a..39843743ca 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: "2024-12-02" +date: "2024-12-03" 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 1c3ae41e78..69ed18f651 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: "2024-12-02" +date: "2024-12-03" 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 6d2693b3c7..a7c1334807 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: "2024-12-02" +date: "2024-12-03" 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 e1af9be098..2152c1a718 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: "2024-12-02" +date: "2024-12-03" output: html_document --- diff --git a/02_python/1381@stadt-winterthur.ipynb b/02_python/1381@stadt-winterthur.ipynb index f912c6698b..03f0d109bf 100644 --- a/02_python/1381@stadt-winterthur.ipynb +++ b/02_python/1381@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* **1381@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Altersstruktur der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Altersstruktur der Bev\u00f6lkerung der Stadt Winterthur ab 2009, Endjahresstand 31. Dezember des Jahres. Eine vollst\u00e4ndige Dokumentation ist in der Ressource 'Dokumentation Daten' 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/1381@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-20T16:50:48`\n- **Modified** `2024-06-04T10:26:39`\n- **Startdate** `2009-12-31`\n- **Enddate** `2023-12-31`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']`\n- **Keyword** `['alter', 'altersgruppen', 'altersklassen', 'bevoelkerung', 'gemeinden', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `https://stadt.winterthur.ch/themen/die-stadt/winterthur/statistik/bevoelkerung`\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 : 3062\n# Title : Altersstruktur Stadt Winterthur\n# Description : Altersstruktur der Stadt Winterthur ab 2009. Eine vollst\u00e4ndige Dokumentation ist in der Ressource \"Dokumentation Daten\" zu finden.\n# Issued : 2022-09-20T16:50:48\n# Modified : 2024-06-04T10:28:22\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001381_00003062.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 | Stadtentwicklung der Stadt Winterthur | statistik@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* **1381@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Altersstruktur der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Altersstruktur der Bev\u00f6lkerung der Stadt Winterthur ab 2009, Endjahresstand 31. Dezember des Jahres. Eine vollst\u00e4ndige Dokumentation ist in der Ressource 'Dokumentation Daten' 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/1381@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-20T16:50:48`\n- **Modified** `2024-12-02T10:45:24`\n- **Startdate** `2009-12-31`\n- **Enddate** `2023-12-31`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']`\n- **Keyword** `['alter', 'altersgruppen', 'altersklassen', 'bevoelkerung', 'gemeinden', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `https://stadt.winterthur.ch/themen/die-stadt/winterthur/statistik/bevoelkerung`\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 : 3062\n# Title : Altersstruktur Stadt Winterthur\n# Description : Altersstruktur der Stadt Winterthur ab 2009. Eine vollst\u00e4ndige Dokumentation ist in der Ressource \"Dokumentation Daten\" zu finden.\n# Issued : 2022-09-20T16:50:48\n# Modified : 2024-12-02T14:27:03\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001381_00003062.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 | Stadtentwicklung der Stadt Winterthur | statistik@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/1863@stadt-winterthur.ipynb b/02_python/1863@stadt-winterthur.ipynb index 7881649aa2..a01ccc5040 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** `2024-12-01T09:19:43`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-11-30`\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 : 2024-12-01T10:19:44\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** `2024-12-02T09:19:22`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-12-01`\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 : 2024-12-02T10:19:22\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 9b82a254ab..67e6ce287c 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** `2024-12-02T00:00:23`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-12-02`\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 : 2024-12-02T01:00:23\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** `2024-12-03T00:00:22`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-12-03`\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 : 2024-12-03T01:00:22\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 9ed72e205f..f984e71adf 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** `2024-12-02T02:47:28`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-12-01`\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 : 2024-12-02T03:47:30\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 : 2024-12-02T03:47:28\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** `2024-12-03T02:47:24`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-12-02`\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 : 2024-12-03T03:47:26\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 : 2024-12-03T03:47:24\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 2c7447216b..7605c5f9ac 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** `2024-12-02T02:49:18`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-12-01`\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 : 2024-12-02T03:49:16\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 : 2024-12-02T03:49:18\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 : 2024-12-02T03:49:17\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 : 2024-12-02T03:49:18\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** `2024-12-03T02:49:17`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-12-02`\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 : 2024-12-03T03:49:14\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 : 2024-12-03T03:49:16\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 : 2024-12-03T03:49:15\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 : 2024-12-03T03:49:16\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 ee429a556f..740ebd4352 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** `2024-12-02T00:01:15`\n- **Startdate** `None`\n- **Enddate** `2024-12-01`\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 **`69` 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 : 2024-12-02T01:01:12\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 5763\n# Title : LoRa-Sensor-Messwerte 2024/12\n# Description : None\n# Issued : 2024-12-02T00:01:14\n# Modified : 2024-12-02T00:01:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202412.csv')\n\n# Distribution 25\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 26\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 27\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 28\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 29\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 30\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 31\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 32\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 33\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 34\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 35\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 36\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 37\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 38\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 39\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 40\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 41\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 42\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 43\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 44\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 45\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 46\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 47\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 48\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 49\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 50\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 51\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 52\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 53\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 54\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 55\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 56\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 57\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 58\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 59\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 60\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 61\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 62\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 63\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 64\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 65\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 66\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 67\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 68\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** `2024-12-03T00:01:11`\n- **Startdate** `None`\n- **Enddate** `2024-12-02`\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 **`69` 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 : 2024-12-02T01:01:12\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 5763\n# Title : LoRa-Sensor-Messwerte 2024/12\n# Description : None\n# Issued : 2024-12-02T00:01:14\n# Modified : 2024-12-03T01:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202412.csv')\n\n# Distribution 25\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 26\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 27\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 28\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 29\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 30\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 31\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 32\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 33\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 34\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 35\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 36\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 37\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 38\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 39\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 40\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 41\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 42\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 43\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 44\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 45\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 46\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 47\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 48\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 49\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 50\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 51\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 52\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 53\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 54\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 55\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 56\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 57\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 58\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 59\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 60\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 61\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 62\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 63\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 64\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 65\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 66\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 67\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 68\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/README.md b/README.md index de833a41ea..79d915c5cd 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: **2024-12-02 03:44:23** +Latest update: **2024-12-03 03:44:05** | ID | Title (abbreviated to 200 chars) | Python Colab | Python GitHub | R GitHub | | :-- | :-- | :-- | :-- | :-- |