From 315a356a9f5c7eba2305ee562b0794dc5bd0e07b Mon Sep 17 00:00:00 2001 From: rnckp <> Date: Tue, 17 Dec 2024 03:44:10 +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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.../710@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../711@statistisches-amt-kanton-zuerich.Rmd | 6 +++--- .../714@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../715@fachstelle-ogd-kanton-zuerich.Rmd | 2 +- .../718@kantonspolizei-kanton-zuerich.Rmd | 2 +- .../719@fachstelle-ogd-kanton-zuerich.Rmd | 2 +- .../71@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/720@stadt-uster.Rmd | 2 +- 01_r-markdown/721@stadt-uster.Rmd | 2 +- .../723@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../725@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../728@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../729@gesundheitsdirektion-kanton-zuerich.Rmd | 2 +- .../72@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd | 2 +- 01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/736@awel-kanton-zuerich.Rmd | 2 +- .../740@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../74@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../78@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../79@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../7@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../80@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../81@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../82@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../83@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../87@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../88@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../89@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../8@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../92@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../93@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../94@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../95@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../96@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../97@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../98@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../99@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../9@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../1282@statistisches-amt-kanton-zuerich.ipynb | 2 +- .../1541@statistisches-amt-kanton-zuerich.ipynb | 2 +- .../1641@statistisches-amt-kanton-zuerich.ipynb | 2 +- .../1742@statistisches-amt-kanton-zuerich.ipynb | 2 +- 02_python/1863@stadt-winterthur.ipynb | 2 +- 02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb | 2 +- 02_python/2142@stadt-winterthur.ipynb | 2 +- .../2522@statistisches-amt-kanton-zuerich.ipynb | 2 +- .../443@statistisches-amt-kanton-zuerich.ipynb | 2 +- .../711@statistisches-amt-kanton-zuerich.ipynb | 2 +- README.md | 2 +- 446 files changed, 478 insertions(+), 478 deletions(-) diff --git a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd index 10c32cb3b9..7f208fd02e 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: "2024-12-16" +date: "2024-12-17" 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 d1d7c7dba0..48d35395a0 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: "2024-12-16" +date: "2024-12-17" 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 260c58cb6b..2f6f6b31cf 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: "2024-12-16" +date: "2024-12-17" 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 6e8509e2e7..5615742e5e 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1040@stadt-uster.Rmd b/01_r-markdown/1040@stadt-uster.Rmd index 0bd88befcf..0edecdc6ed 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: "2024-12-16" +date: "2024-12-17" 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 d3302de8c4..05e5ad4072 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: "2024-12-16" +date: "2024-12-17" 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 fd3cd74536..321c7471f9 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: "2024-12-16" +date: "2024-12-17" 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 0a0830b2e5..c98da25165 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: "2024-12-16" +date: "2024-12-17" 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 b962f587d6..500e25d0d5 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: "2024-12-16" +date: "2024-12-17" 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 7385c1cedd..52fa0151fc 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: "2024-12-16" +date: "2024-12-17" 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 c2a660024e..045ddc4335 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: "2024-12-16" +date: "2024-12-17" 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 65ba595f3f..11211e581f 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1120@are-kanton-zuerich.Rmd b/01_r-markdown/1120@are-kanton-zuerich.Rmd index f7d6bb1d9d..d80e02b8ea 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: "2024-12-16" +date: "2024-12-17" 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 1f29a839fb..71b70aa41c 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: "2024-12-16" +date: "2024-12-17" 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 a79a91545a..bf380cf7d1 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: "2024-12-16" +date: "2024-12-17" 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 202a7d4994..16a1810bd9 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: "2024-12-16" +date: "2024-12-17" 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 5dc5e37911..e8f1cb594f 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: "2024-12-16" +date: "2024-12-17" 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 ae498e65a5..b946144e21 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: "2024-12-16" +date: "2024-12-17" 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 a7eb6d7d79..5b01816ffa 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: "2024-12-16" +date: "2024-12-17" 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 e361d78f9d..424d6b23ae 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: "2024-12-16" +date: "2024-12-17" 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 ce04295880..11bfb2f14e 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: "2024-12-16" +date: "2024-12-17" 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 80722c13c1..b2e398f3ee 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd index c91c50bbfe..c8d8db4247 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: "2024-12-16" +date: "2024-12-17" 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 6522242d64..3677ccb0be 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: "2024-12-16" +date: "2024-12-17" 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 886b951d12..5bd2ef01d1 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: "2024-12-16" +date: "2024-12-17" 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 6e14050fce..24bff798f7 100644 --- a/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd @@ -1,12 +1,12 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-12-16" +date: "2024-12-17" output: html_document --- ## Dataset: Archiv Wahlresultate Gemeindeparlamentswahlen im Kanton Zürich -Ergebnisse der Erneuerungswahlen der Zürcher Gemeindeparlamente +Ergebnisse der Erneuerungswahlen der Gemeindeparlamente der Parlamentsgemeinden des Kantons Zürich. [Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1282@statistisches-amt-kanton-zuerich) @@ -15,7 +15,7 @@ Auto generated R starter code for data set 1282@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2022-03-24T10:22:23` -- **Modified** `2023-01-04T13:53:37` +- **Modified** `2024-12-16T13:37:55` - **Startdate** `2022-02-13` - **Enddate** `None` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']` diff --git a/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd index b932410d6b..b439974159 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: "2024-12-16" +date: "2024-12-17" 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 d9843a282d..969ee73a4a 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd index bafd6278b2..546dfa1c0d 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: "2024-12-16" +date: "2024-12-17" 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 1ed2b66c86..446a52ec29 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: "2024-12-16" +date: "2024-12-17" 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 fc4f6c5a99..e5fcb9f266 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: "2024-12-16" +date: "2024-12-17" 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 9f99168f62..5e213bc9ea 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: "2024-12-16" +date: "2024-12-17" 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 fd5ddbe523..34fb7c003c 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd index 09adb05e16..3dfaf95968 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1363@awel-kanton-zuerich.Rmd b/01_r-markdown/1363@awel-kanton-zuerich.Rmd index d4490f4f65..a276d16705 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: "2024-12-16" +date: "2024-12-17" 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 a6e996f9e0..5a2721620f 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: "2024-12-16" +date: "2024-12-17" 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 a5fd3a5ed8..620d362c45 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1381@stadt-winterthur.Rmd b/01_r-markdown/1381@stadt-winterthur.Rmd index fa7480906b..9c10a03133 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1382@stadt-uster.Rmd b/01_r-markdown/1382@stadt-uster.Rmd index f4874872cd..ddf739236b 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: "2024-12-16" +date: "2024-12-17" 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 78594d2125..0b660d570a 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: "2024-12-16" +date: "2024-12-17" 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 50a6bfa7f8..3584ae49f7 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: "2024-12-16" +date: "2024-12-17" 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 000bb5c70b..314d9a4346 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd index a6a8277d8d..1efa85ce87 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: "2024-12-16" +date: "2024-12-17" 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 3b43720d2c..4feae8b38e 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd index a2cb378506..27bd56bc5e 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: "2024-12-16" +date: "2024-12-17" 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 e0aa378b17..818e0fae60 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: "2024-12-16" +date: "2024-12-17" 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 0b25dab189..e1ea283916 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: "2024-12-16" +date: "2024-12-17" 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 c9a1e2f7f6..ff9c2c416a 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: "2024-12-16" +date: "2024-12-17" 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 534b992bd7..c500acb253 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: "2024-12-16" +date: "2024-12-17" 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 57bf590621..15fc1b369e 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: "2024-12-16" +date: "2024-12-17" 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 ca433673fb..3792d2e318 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1481@stadt-winterthur.Rmd b/01_r-markdown/1481@stadt-winterthur.Rmd index e707320cb3..0e217bfb11 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: "2024-12-16" +date: "2024-12-17" 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 5c6bca2a8a..6cec7211f4 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: "2024-12-16" +date: "2024-12-17" 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 0f0222e0d4..e71f4de33b 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: "2024-12-16" +date: "2024-12-17" 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 4effc8ae82..af455b1541 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: "2024-12-16" +date: "2024-12-17" 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 cdf14410d9..b9c5eb69a3 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: "2024-12-16" +date: "2024-12-17" 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 1ac13ea6fb..3e8a6c3b21 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1521@stadt-winterthur.Rmd b/01_r-markdown/1521@stadt-winterthur.Rmd index c7caa6b940..377888adc5 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1522@stadt-winterthur.Rmd b/01_r-markdown/1522@stadt-winterthur.Rmd index 2f8a62d179..b7b509686c 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: "2024-12-16" +date: "2024-12-17" 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 2b2a4a76e0..371b05ce5b 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: "2024-12-16" +date: "2024-12-17" 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 c9db75cdf2..604384cd5b 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: "2024-12-16" +date: "2024-12-17" 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 ec545bdc2e..b85a796538 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: "2024-12-16" +date: "2024-12-17" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1541@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2022-07-04T13:59:28` -- **Modified** `2024-11-22T10:28:15` +- **Modified** `2024-12-16T08:16:46` - **Startdate** `2022-03-01` -- **Enddate** `2024-10-31` +- **Enddate** `2024-11-30` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']` - **Keyword** `['aufenthalt', 'gefluechtete', 'kanton_zuerich', 'einwohner', 'ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Bestandesdaten der ausländischen Wohnbevölkerung im Kanton Zürich mit Aufenthaltsstatus 'Schutzbedürftige' # Description : Aus Datenschutzgründen werden Zellenwerte, in deren Berechnung Merkmale mit weniger als drei Fällen eingehen, als '-' angegeben. # Issued : 2022-07-04T13:59:28 -# Modified : 2024-11-22T11:28:16 +# Modified : 2024-12-16T09:16:47 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001541_00002958.csv') diff --git a/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd index b0b9083b7b..a2443e4fd0 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: "2024-12-16" +date: "2024-12-17" 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 fcfce25402..44f5090d87 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: "2024-12-16" +date: "2024-12-17" 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 13af7f7085..5e38fc2f44 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: "2024-12-16" +date: "2024-12-17" 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 3051ff2e46..71f376929e 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd index 4eb14618e4..8a6ebff2e7 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd index 74d6f25580..e0755a3c60 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd index 8e4c699dff..ee5f91ba83 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: "2024-12-16" +date: "2024-12-17" 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 011cfe7b1f..5218e053ae 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: "2024-12-16" +date: "2024-12-17" 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 4bebe5ff97..80b3e3da37 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: "2024-12-16" +date: "2024-12-17" 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 5c5277faa9..59b117f11a 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1601@stadt-winterthur.Rmd b/01_r-markdown/1601@stadt-winterthur.Rmd index e535f0b677..c6c18e3daa 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1602@stadt-winterthur.Rmd b/01_r-markdown/1602@stadt-winterthur.Rmd index 04a30f296d..9d1c009896 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: "2024-12-16" +date: "2024-12-17" 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 fbe72f4997..220e133f24 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: "2024-12-16" +date: "2024-12-17" 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 7a7824faf7..606694a326 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1621@stadt-winterthur.Rmd b/01_r-markdown/1621@stadt-winterthur.Rmd index ebf146f095..5f482b5270 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: "2024-12-16" +date: "2024-12-17" 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 60bd03f30e..8fe0a998c5 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: "2024-12-16" +date: "2024-12-17" 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 2083f6398a..3fe882c76e 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: "2024-12-16" +date: "2024-12-17" 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 403c3b72d1..8e3196c63c 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: "2024-12-16" +date: "2024-12-17" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1641@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2022-08-17T10:43:44` -- **Modified** `2024-12-13T11:49:28` +- **Modified** `2024-12-16T10:03:03` - **Startdate** `None` -- **Enddate** `2024-12-13` +- **Enddate** `2024-12-16` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']` - **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', 'ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : OGD-Publisher im Kanton Zürich # Description : Spaltenüberschriften: 'PUBLISHER' = Bezeichnung der Organisation, unter deren Hoheit die publizierten Daten stehen; 'ABTEILUNG' = Bezeichnung der entsprechenden Abteilung der Organisation, welche die Datenhoheit besitzt (eine Abteilung kann angegeben sein, aber muss nicht); 'PUBLISHER_SUFFIX' = URL-Slug der Organisation (die Abteilung wird im Slug nicht repräsentiert). # Issued : 2022-08-17T10:43:44 -# Modified : 2024-12-13T12:49:29 +# Modified : 2024-12-16T11:03:04 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/kanton_zuerich_ogd_orgs.csv') diff --git a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd index 27b2390049..610df6443a 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: "2024-12-16" +date: "2024-12-17" 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 4bf030b03a..2076def70b 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: "2024-12-16" +date: "2024-12-17" 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 06f21004b4..e87083daa5 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1661@awel-kanton-zuerich.Rmd b/01_r-markdown/1661@awel-kanton-zuerich.Rmd index b1395df2f3..fb1235f7b2 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: "2024-12-16" +date: "2024-12-17" 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 69098d6d09..5499ee1841 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: "2024-12-16" +date: "2024-12-17" 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 f2a70e9656..9c63c62680 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1681@awel-kanton-zuerich.Rmd b/01_r-markdown/1681@awel-kanton-zuerich.Rmd index bf260e0e70..b492472c15 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: "2024-12-16" +date: "2024-12-17" 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 5dcf9d2a77..4b59177811 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: "2024-12-16" +date: "2024-12-17" 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 7211f26aa4..ea31811830 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: "2024-12-16" +date: "2024-12-17" 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 8b3133c1f1..3ffb414928 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: "2024-12-16" +date: "2024-12-17" 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 ea1010c81c..5d29f73475 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: "2024-12-16" +date: "2024-12-17" 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 40251715e0..95d0adea0b 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: "2024-12-16" +date: "2024-12-17" 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 aa93015b73..20d0ba3491 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: "2024-12-16" +date: "2024-12-17" 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 ddd95be617..2b82071a75 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: "2024-12-16" +date: "2024-12-17" 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 aa6fbf13db..7795c4cb06 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: "2024-12-16" +date: "2024-12-17" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1742@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2022-09-06T14:13:35` -- **Modified** `2024-12-09T05:05:18` +- **Modified** `2024-12-16T05:08:17` - **Startdate** `2017-01-01` -- **Enddate** `2024-12-08` +- **Enddate** `2024-12-15` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']` - **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Konkurseröffnungen nach Branchen im Kanton Zürich und der Schweiz insgesamt, wöchentlich aktualisiert # Description : Anzahl der Eröffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp "KE Auflösung inf. Konkurs" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gemäss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregisterämtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gemäss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonskürzel oder 'CH' für die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen Ämter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenseröffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenseröffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurseröffnungen der Vergleichsperiode 2017 bis 2019. # Issued : 2022-09-06T14:13:35 -# Modified : 2024-12-09T06:05:15 +# Modified : 2024-12-16T06:08:15 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv') @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_ # Title : Neugründungen nach Branchen im Kanton Zürich und der Schweiz insgesamt, wöchentlich aktualisiert # Description : None # Issued : 2023-01-20T15:22:41 -# Modified : 2024-12-09T06:05:18 +# Modified : 2024-12-16T06:08:18 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv') diff --git a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd index 78cd689dc1..436164d362 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: "2024-12-16" +date: "2024-12-17" 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 7eb0f810bd..5b3189b4df 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: "2024-12-16" +date: "2024-12-17" 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 4fa4f7e973..d6d2828d33 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: "2024-12-16" +date: "2024-12-17" 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 8d235ccc0f..fc3361a9a4 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: "2024-12-16" +date: "2024-12-17" 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 26a056bc35..3fbbe9bd58 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: "2024-12-16" +date: "2024-12-17" 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 089a55cf50..afa30b7b2d 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1802@are-kanton-zuerich.Rmd b/01_r-markdown/1802@are-kanton-zuerich.Rmd index 6a2056e57e..4babf2d23d 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1803@awel-kanton-zuerich.Rmd b/01_r-markdown/1803@awel-kanton-zuerich.Rmd index b513121489..9e0a99b2b7 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: "2024-12-16" +date: "2024-12-17" 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 c09a69799f..032be07415 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1823@stadt-winterthur.Rmd b/01_r-markdown/1823@stadt-winterthur.Rmd index a7d418f04e..e80012e6e6 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: "2024-12-16" +date: "2024-12-17" 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 35ed0e09a8..8e0996afeb 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: "2024-12-16" +date: "2024-12-17" 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 9ba733fef3..07ab11d043 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: "2024-12-16" +date: "2024-12-17" 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 b3fc163084..703de192bf 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: "2024-12-16" +date: "2024-12-17" 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 079b8cbe00..fb547432bb 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1863@stadt-winterthur.Rmd b/01_r-markdown/1863@stadt-winterthur.Rmd index bfefab26ee..ca199ed0be 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: "2024-12-16" +date: "2024-12-17" 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** `2024-12-15T09:19:29` +- **Modified** `2024-12-16T09:19:39` - **Startdate** `2013-01-01` -- **Enddate** `2024-12-14` +- **Enddate** `2024-12-15` - **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 : 2024-12-15T10:19:29 +# Modified : 2024-12-16T10:19:40 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 2362938566..e98a3b6be9 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: "2024-12-16" +date: "2024-12-17" 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 377e08d86c..10de5e8360 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: "2024-12-16" +date: "2024-12-17" 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 f19aa96c8a..3bbccbd6eb 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: "2024-12-16" +date: "2024-12-17" 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 22248aa5ee..7f14be9b97 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: "2024-12-16" +date: "2024-12-17" 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 5c155e6c6e..27fc2d0e85 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: "2024-12-16" +date: "2024-12-17" 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 e173ca0fe4..32ef760571 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: "2024-12-16" +date: "2024-12-17" 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 c2af8c1264..cf9ac623ed 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: "2024-12-16" +date: "2024-12-17" 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 5d1d7c4f65..0a2fb087ee 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: "2024-12-16" +date: "2024-12-17" 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 a6906e19e7..bfe8a77007 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: "2024-12-16" +date: "2024-12-17" 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 6db3cfaf65..7b632ca978 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: "2024-12-16" +date: "2024-12-17" 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 04558dafea..7a46070921 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: "2024-12-16" +date: "2024-12-17" 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 3515cd1831..90713316c5 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/1982@afm-kanton-zuerich.Rmd b/01_r-markdown/1982@afm-kanton-zuerich.Rmd index 17b38fad93..930a3fb1c3 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: "2024-12-16" +date: "2024-12-17" 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 a80432adf3..075db4a3ab 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: "2024-12-16" +date: "2024-12-17" 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 89d92471f9..9911765941 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: "2024-12-16" +date: "2024-12-17" 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 6abcc06ef4..f75734f540 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: "2024-12-16" +date: "2024-12-17" 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 7d95251b8b..77958c0df4 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: "2024-12-16" +date: "2024-12-17" 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 d1a7db7181..46da3f90d8 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: "2024-12-16" +date: "2024-12-17" 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 174543aefe..cac6a7101c 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: "2024-12-16" +date: "2024-12-17" 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 1870a7cbd7..f8283bcf79 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: "2024-12-16" +date: "2024-12-17" 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 223dcee2f5..975d877a38 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd index 939ece4b3e..626d5dc895 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: "2024-12-16" +date: "2024-12-17" 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 0814ed0615..4b5e6cef54 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: "2024-12-16" +date: "2024-12-17" 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 ee372bbbaa..b1de79220d 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: "2024-12-16" +date: "2024-12-17" 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 74235c0f67..5902e384a4 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: "2024-12-16" +date: "2024-12-17" 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** `2024-12-16T00:00:23` +- **Modified** `2024-12-17T00:00:20` - **Startdate** `2020-01-01` -- **Enddate** `2024-12-16` +- **Enddate** `2024-12-17` - **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 : 2024-12-16T01:00:23 +# Modified : 2024-12-17T01:00:19 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 3cc410dc91..64a7a23ea0 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: "2024-12-16" +date: "2024-12-17" 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 d0d16098ed..4517794b0c 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: "2024-12-16" +date: "2024-12-17" 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 465eaf3d97..8d57b1d557 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: "2024-12-16" +date: "2024-12-17" 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 110aeaa95f..87f65efa9d 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: "2024-12-16" +date: "2024-12-17" 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 f848900869..8a09cbb1a0 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2102@awel-kanton-zuerich.Rmd b/01_r-markdown/2102@awel-kanton-zuerich.Rmd index 9babcf7fed..d4195d2c86 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: "2024-12-16" +date: "2024-12-17" 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 cc056dec96..65d469d844 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: "2024-12-16" +date: "2024-12-17" 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 8eefec662b..5a029943af 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: "2024-12-16" +date: "2024-12-17" 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 664fd25fab..8eddc5ed1e 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: "2024-12-16" +date: "2024-12-17" 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 63fac66f0a..e5c09708aa 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2142@stadt-winterthur.Rmd b/01_r-markdown/2142@stadt-winterthur.Rmd index ff80156cf4..114c10b026 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: "2024-12-16" +date: "2024-12-17" 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** `2024-12-16T02:47:26` +- **Modified** `2024-12-17T02:47:45` - **Startdate** `2022-11-01` -- **Enddate** `2024-12-15` +- **Enddate** `2024-12-16` - **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 : 2024-12-16T03:47:28 +# Modified : 2024-12-17T03:47:47 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 : 2024-12-16T03:47:26 +# Modified : 2024-12-17T03:47:45 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 904eba9196..94427462de 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: "2024-12-16" +date: "2024-12-17" 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 8a418239f1..4502551c36 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: "2024-12-16" +date: "2024-12-17" 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 067b9467f9..c071c547a0 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: "2024-12-16" +date: "2024-12-17" 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 832bb4e922..e326d2a3b8 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: "2024-12-16" +date: "2024-12-17" 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 6b0c7a52fc..e1ac3419ea 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: "2024-12-16" +date: "2024-12-17" 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 13bd78962a..0d08b4118c 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: "2024-12-16" +date: "2024-12-17" 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 9c79e06cff..962f38d6da 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: "2024-12-16" +date: "2024-12-17" 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 06cd552cc9..55774a503e 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: "2024-12-16" +date: "2024-12-17" 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 64cc1e418b..082a548bf8 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: "2024-12-16" +date: "2024-12-17" 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 24592ce4e0..598ede8399 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: "2024-12-16" +date: "2024-12-17" 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 53c609cf0d..0e5177b033 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: "2024-12-16" +date: "2024-12-17" 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 075d43bea8..794c4d30b0 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: "2024-12-16" +date: "2024-12-17" 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 3d108857e1..0ff3840136 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: "2024-12-16" +date: "2024-12-17" 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 02f20af6b9..053d983941 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: "2024-12-16" +date: "2024-12-17" 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 7d30448906..bd40c4298c 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2242@ekz.Rmd b/01_r-markdown/2242@ekz.Rmd index da07e94964..3818e00034 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: "2024-12-16" +date: "2024-12-17" 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 3e84204dfa..29cae3dcc7 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: "2024-12-16" +date: "2024-12-17" 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 3dbc984b8d..435979a72b 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: "2024-12-16" +date: "2024-12-17" 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 3df194bf41..ed877178e6 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2282@ima-kanton-zuerich.Rmd b/01_r-markdown/2282@ima-kanton-zuerich.Rmd index 652a64da1e..08fe1b53f8 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: "2024-12-16" +date: "2024-12-17" 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 aebeed7c8d..d9f2a0181d 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: "2024-12-16" +date: "2024-12-17" 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 334f1ad324..1bbaaa4705 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: "2024-12-16" +date: "2024-12-17" 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 675bbac1b7..da579c24e4 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: "2024-12-16" +date: "2024-12-17" 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 ac0eb0faf1..69520e5555 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: "2024-12-16" +date: "2024-12-17" 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 8176b796a1..4f4afd52ee 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: "2024-12-16" +date: "2024-12-17" 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 455ae8d781..4cab45984d 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: "2024-12-16" +date: "2024-12-17" 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 a7b8e2c5da..a663719f7b 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: "2024-12-16" +date: "2024-12-17" 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 7babf69d31..f4e5966784 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: "2024-12-16" +date: "2024-12-17" 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 6a802938b8..a6e41c8510 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: "2024-12-16" +date: "2024-12-17" 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 0ecb4ed2d3..dcf1ed5be0 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: "2024-12-16" +date: "2024-12-17" 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 8d2ab9ccf2..bbe094b98f 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: "2024-12-16" +date: "2024-12-17" 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 e2e9122f20..58cd61c1cf 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: "2024-12-16" +date: "2024-12-17" 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 da34645916..f579d270f2 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2382@awel-kanton-zuerich.Rmd b/01_r-markdown/2382@awel-kanton-zuerich.Rmd index c93e29c8b1..a92f3f726a 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2383@awel-kanton-zuerich.Rmd b/01_r-markdown/2383@awel-kanton-zuerich.Rmd index f652de44cd..ea96cd84bf 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2384@awel-kanton-zuerich.Rmd b/01_r-markdown/2384@awel-kanton-zuerich.Rmd index 0dbf3c7b8d..091f297288 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: "2024-12-16" +date: "2024-12-17" 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 154956f1e7..97bd13bdd4 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: "2024-12-16" +date: "2024-12-17" 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 6b35136e59..6ea14f3abb 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: "2024-12-16" +date: "2024-12-17" 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 060e378f54..d3a214bd8b 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: "2024-12-16" +date: "2024-12-17" 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 d59ebc4581..4dc00e4dba 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2423@awi-kanton-zuerich.Rmd b/01_r-markdown/2423@awi-kanton-zuerich.Rmd index 1fe09f1a17..b793144931 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2442@awel-kanton-zuerich.Rmd b/01_r-markdown/2442@awel-kanton-zuerich.Rmd index f7e846b6ec..81df757a96 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: "2024-12-16" +date: "2024-12-17" 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 fc9d038445..23c8817683 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2462@awel-kanton-zuerich.Rmd b/01_r-markdown/2462@awel-kanton-zuerich.Rmd index e869809911..2dd8581c44 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: "2024-12-16" +date: "2024-12-17" 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 1027e8dc34..c1241c97c2 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: "2024-12-16" +date: "2024-12-17" 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 cb1f1871ed..9f8eb7a8b8 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: "2024-12-16" +date: "2024-12-17" 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 34f99b66aa..dd3a40d68e 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: "2024-12-16" +date: "2024-12-17" 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 ae09151844..85f271b235 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: "2024-12-16" +date: "2024-12-17" 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 123600f76a..c46d2b1636 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: "2024-12-16" +date: "2024-12-17" 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 5f1cd9653c..ccd75d2359 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: "2024-12-16" +date: "2024-12-17" 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 3991418257..0f71afcddc 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: "2024-12-16" +date: "2024-12-17" 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 40af6545a9..dfa44c28c7 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: "2024-12-16" +date: "2024-12-17" 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** `2024-12-16T02:49:16` +- **Modified** `2024-12-17T02:49:15` - **Startdate** `2023-09-01` -- **Enddate** `2024-12-15` +- **Enddate** `2024-12-16` - **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 : 2024-12-16T03:49:13 +# Modified : 2024-12-17T03:49:12 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 : 2024-12-16T03:49:15 +# Modified : 2024-12-17T03:49:14 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 : 2024-12-16T03:49:14 +# Modified : 2024-12-17T03:49:13 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 : 2024-12-16T03:49:16 +# Modified : 2024-12-17T03:49:15 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 55da8974e3..cb522196be 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2563@stadt-winterthur.Rmd b/01_r-markdown/2563@stadt-winterthur.Rmd index 3c7663022a..e000db0f00 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2564@stadt-winterthur.Rmd b/01_r-markdown/2564@stadt-winterthur.Rmd index 6534f64dd5..accb416bee 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2582@stadt-winterthur.Rmd b/01_r-markdown/2582@stadt-winterthur.Rmd index 3ec69e5945..5f5bfffab8 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2604@stadt-winterthur.Rmd b/01_r-markdown/2604@stadt-winterthur.Rmd index 3265a6916b..d1f2241edc 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2605@stadt-winterthur.Rmd b/01_r-markdown/2605@stadt-winterthur.Rmd index bd8f6d6153..27a5690bc7 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2622@are-kanton-zuerich.Rmd b/01_r-markdown/2622@are-kanton-zuerich.Rmd index 679a3da69a..c455d4b9c0 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2643@aln-kanton-zuerich.Rmd b/01_r-markdown/2643@aln-kanton-zuerich.Rmd index dc6448bac5..8b259e90a1 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2683@awel-kanton-zuerich.Rmd b/01_r-markdown/2683@awel-kanton-zuerich.Rmd index 7f7fee7e71..8cf388d718 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2702@stadt-winterthur.Rmd b/01_r-markdown/2702@stadt-winterthur.Rmd index 5f56005f21..79db2b7cb5 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2742@stadt-winterthur.Rmd b/01_r-markdown/2742@stadt-winterthur.Rmd index 4e5a74883f..ee32d2e282 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: "2024-12-16" +date: "2024-12-17" 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 948e4e54ec..a0f655dcfa 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2762@stadt-winterthur.Rmd b/01_r-markdown/2762@stadt-winterthur.Rmd index baa578eaf4..440935c59d 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2763@stadt-winterthur.Rmd b/01_r-markdown/2763@stadt-winterthur.Rmd index ed6bac5bef..2e6e2604c3 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: "2024-12-16" +date: "2024-12-17" 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 edcdba3fdc..d87e28a7e0 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: "2024-12-16" +date: "2024-12-17" 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 0e5db0391e..1e5368b3b0 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: "2024-12-16" +date: "2024-12-17" 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 a024958f86..4d78c4f435 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: "2024-12-16" +date: "2024-12-17" 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 555ac75f47..c4f7586d4e 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/2822@stadt-winterthur.Rmd b/01_r-markdown/2822@stadt-winterthur.Rmd index 7f0c44e487..d695dbaa15 100644 --- a/01_r-markdown/2822@stadt-winterthur.Rmd +++ b/01_r-markdown/2822@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-12-16" +date: "2024-12-17" 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 805f453a1a..a7301f85e8 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: "2024-12-16" +date: "2024-12-17" 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 a8f0a265fd..b164fef1f5 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: "2024-12-16" +date: "2024-12-17" 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 12839079fe..c7e02d5c1f 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: "2024-12-16" +date: "2024-12-17" 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 83de2d9f59..f6efb09d50 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: "2024-12-16" +date: "2024-12-17" 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 6ab3e2f268..02f8481d6d 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: "2024-12-16" +date: "2024-12-17" 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 ce6228c030..287ad8c800 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: "2024-12-16" +date: "2024-12-17" 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 6a93c3505e..bc2e8b1d93 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: "2024-12-16" +date: "2024-12-17" 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 04ce147010..30b4b4850d 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: "2024-12-16" +date: "2024-12-17" 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 9a429b93fe..0881548a96 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: "2024-12-16" +date: "2024-12-17" 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 06ed6385dd..e9ddcac959 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: "2024-12-16" +date: "2024-12-17" 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 335eaafe85..249ea43161 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: "2024-12-16" +date: "2024-12-17" 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 455b8dbd50..3e39d5a44b 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: "2024-12-16" +date: "2024-12-17" 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 2cead7439b..cd33428641 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: "2024-12-16" +date: "2024-12-17" 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 d4c564fbbb..60404461ca 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: "2024-12-16" +date: "2024-12-17" 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 b263b36496..bb5f50cf3b 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: "2024-12-16" +date: "2024-12-17" 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 b5212b5ad4..0584534c3a 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: "2024-12-16" +date: "2024-12-17" 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 034a0d442d..a79c14b392 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: "2024-12-16" +date: "2024-12-17" 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 783b6914b3..527a1b20fc 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: "2024-12-16" +date: "2024-12-17" 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 1e166d16fe..c8eddbe04d 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: "2024-12-16" +date: "2024-12-17" 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 b44c233abb..7a03e70b75 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: "2024-12-16" +date: "2024-12-17" 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 78e3b02156..3ad1b58e25 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: "2024-12-16" +date: "2024-12-17" 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 4813021374..65fec440c8 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: "2024-12-16" +date: "2024-12-17" 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 4dd851b080..14643f83d7 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: "2024-12-16" +date: "2024-12-17" 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 b2d0d2b45a..2ef9629aff 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: "2024-12-16" +date: "2024-12-17" 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 6cf302497d..f4cf5167f8 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: "2024-12-16" +date: "2024-12-17" 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 86c3aaabd1..a02109cbe7 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: "2024-12-16" +date: "2024-12-17" 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 01e5014603..7dd4982b4a 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: "2024-12-16" +date: "2024-12-17" 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 9be1f24a31..8f663c83e4 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: "2024-12-16" +date: "2024-12-17" 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 dfcbeecf2e..5ae62fd6c5 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: "2024-12-16" +date: "2024-12-17" 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 1d6ed8557f..62e7e834c0 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: "2024-12-16" +date: "2024-12-17" 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 ab25ba2c60..ab13828b1b 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: "2024-12-16" +date: "2024-12-17" 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 4443352f5d..178ae47c89 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: "2024-12-16" +date: "2024-12-17" 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 ad17df0e65..a5463d5b02 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: "2024-12-16" +date: "2024-12-17" 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 af5aac4dc4..8e3d4f39d9 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: "2024-12-16" +date: "2024-12-17" 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 b94c463b07..93fcea7f9b 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: "2024-12-16" +date: "2024-12-17" 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 fb88c3bfbf..e6836fcaf3 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: "2024-12-16" +date: "2024-12-17" 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 26d5e52ed5..3f7a99b4c3 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: "2024-12-16" +date: "2024-12-17" 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 9a8c5a04fd..7b3fcc23f4 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: "2024-12-16" +date: "2024-12-17" 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 571f2d33f0..4bc992ec9c 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: "2024-12-16" +date: "2024-12-17" 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 ec1d28af0d..84bdece328 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: "2024-12-16" +date: "2024-12-17" 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 eda672e15b..423fcef9bc 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: "2024-12-16" +date: "2024-12-17" 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 8868e518de..9f088a9dd7 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: "2024-12-16" +date: "2024-12-17" 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 0ea781986a..f10bbade79 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: "2024-12-16" +date: "2024-12-17" 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 916b91ad1c..5a98a31864 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: "2024-12-16" +date: "2024-12-17" 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 b56119b784..1dec42b51b 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: "2024-12-16" +date: "2024-12-17" 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 b2b5764d44..54b87d6618 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: "2024-12-16" +date: "2024-12-17" 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 e06b0122b6..10623859ab 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: "2024-12-16" +date: "2024-12-17" 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 01e1c33d8f..e0aa562eaa 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: "2024-12-16" +date: "2024-12-17" 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 a2f6530f6a..36f5de6dad 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: "2024-12-16" +date: "2024-12-17" 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 293aefa8a0..d442456361 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: "2024-12-16" +date: "2024-12-17" 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 a8fcc4286c..b4bab31fd1 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: "2024-12-16" +date: "2024-12-17" 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 9fceb75501..427ce713ad 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: "2024-12-16" +date: "2024-12-17" 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 5c5be08333..a22366a39f 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: "2024-12-16" +date: "2024-12-17" 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 480db8c38e..3ad86c81a9 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: "2024-12-16" +date: "2024-12-17" 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 67176649fa..51429c3819 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: "2024-12-16" +date: "2024-12-17" 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 8be82f8987..68a7747821 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: "2024-12-16" +date: "2024-12-17" 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 ce3e8f9401..e7f5407cf4 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: "2024-12-16" +date: "2024-12-17" 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 99de2d4a77..0d4c056420 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: "2024-12-16" +date: "2024-12-17" 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 ff7a78001f..8e1302cb24 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: "2024-12-16" +date: "2024-12-17" 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 a4faa1d3bb..2e34021ebc 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: "2024-12-16" +date: "2024-12-17" 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 3f892c1e52..7b26c44a88 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: "2024-12-16" +date: "2024-12-17" 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 d083e2f940..ee5c6b76fc 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: "2024-12-16" +date: "2024-12-17" 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 6be5695a77..eaa9ce738e 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: "2024-12-16" +date: "2024-12-17" 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 1d01456053..3aafd2bb60 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: "2024-12-16" +date: "2024-12-17" 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 c674c035cc..a44308fc50 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: "2024-12-16" +date: "2024-12-17" 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 71b45cd1ae..b822757fdf 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: "2024-12-16" +date: "2024-12-17" 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 f72040da37..b56b4d3347 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: "2024-12-16" +date: "2024-12-17" 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 bec1f54ef2..02f742d414 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: "2024-12-16" +date: "2024-12-17" 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 17bfaa8c06..c3c12460fa 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: "2024-12-16" +date: "2024-12-17" 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 483fb93cc8..a6bd7faaa3 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: "2024-12-16" +date: "2024-12-17" 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 7731488923..8004025f17 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: "2024-12-16" +date: "2024-12-17" 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 4eb6028191..da449463e0 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: "2024-12-16" +date: "2024-12-17" 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 6896bb1bf2..860df376d1 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: "2024-12-16" +date: "2024-12-17" 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 0a27aa8696..1339937159 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: "2024-12-16" +date: "2024-12-17" 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 72128a6d70..02f63cdb2b 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: "2024-12-16" +date: "2024-12-17" 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 8faca42444..857fb8c96a 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: "2024-12-16" +date: "2024-12-17" 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 9cc895cf19..b05c75f088 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: "2024-12-16" +date: "2024-12-17" 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 02240eb1b4..52a4d5abcd 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: "2024-12-16" +date: "2024-12-17" 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 ad9c605254..50b88970ed 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: "2024-12-16" +date: "2024-12-17" 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 f8af06960b..74e21c40c8 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: "2024-12-16" +date: "2024-12-17" 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 7fd64a6f27..1bd63a2896 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: "2024-12-16" +date: "2024-12-17" 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 5ad2c1a64d..af87bd7b3e 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: "2024-12-16" +date: "2024-12-17" 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 9b69b6eaad..c32281fdcc 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: "2024-12-16" +date: "2024-12-17" 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 4189f70bd6..c606ed365f 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: "2024-12-16" +date: "2024-12-17" 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 fae5bf8e17..79c8b300ea 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: "2024-12-16" +date: "2024-12-17" 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 250dfa8d64..3d837b755f 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: "2024-12-16" +date: "2024-12-17" 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 f8563a07c5..6ea8420497 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: "2024-12-16" +date: "2024-12-17" 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 b80ba5eb44..5e054ac6a3 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: "2024-12-16" +date: "2024-12-17" 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 44b3a58d9d..6846955597 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: "2024-12-16" +date: "2024-12-17" 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 321e366540..e1ed3beb65 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: "2024-12-16" +date: "2024-12-17" 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 fff18101d8..52d50fe80c 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: "2024-12-16" +date: "2024-12-17" 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 332ffad256..d9a0613de1 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: "2024-12-16" +date: "2024-12-17" 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 2d4d601b58..e479f83e7d 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: "2024-12-16" +date: "2024-12-17" 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 da48ca085b..aa3075ee1a 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: "2024-12-16" +date: "2024-12-17" 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 9552049aff..a05d550015 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: "2024-12-16" +date: "2024-12-17" 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 31b02b5a5d..4b72d54579 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: "2024-12-16" +date: "2024-12-17" 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 ac56d34c48..ab5244ea23 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: "2024-12-16" +date: "2024-12-17" 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 c3f3c4dcb2..de21de3d40 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: "2024-12-16" +date: "2024-12-17" 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 d748862a26..9967ec357e 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: "2024-12-16" +date: "2024-12-17" 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 9eadcdbb28..8f2bb215bd 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: "2024-12-16" +date: "2024-12-17" 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 5a4c9653f4..aacb2f0906 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: "2024-12-16" +date: "2024-12-17" 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 f87a77165c..23371f593a 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: "2024-12-16" +date: "2024-12-17" 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 78bed90f88..11b0ed0bf4 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: "2024-12-16" +date: "2024-12-17" 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 1e13f9ff47..93bba4b2a1 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: "2024-12-16" +date: "2024-12-17" 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 006572af06..a5915ad7aa 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: "2024-12-16" +date: "2024-12-17" 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 caf413e55d..79936c6b1e 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: "2024-12-16" +date: "2024-12-17" 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 331a3b9be8..81a469a723 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: "2024-12-16" +date: "2024-12-17" 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 581ba18025..d3edb3af06 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: "2024-12-16" +date: "2024-12-17" 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 d685a32847..e16e6aa84e 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: "2024-12-16" +date: "2024-12-17" 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 ddab8b7ab4..f9ecd98faa 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: "2024-12-16" +date: "2024-12-17" 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 8eb8956c07..8b90f7e4cb 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: "2024-12-16" +date: "2024-12-17" 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 af4b397adc..440c5319bb 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: "2024-12-16" +date: "2024-12-17" 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 d56e897169..603944aaee 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: "2024-12-16" +date: "2024-12-17" 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 ffbce9ed46..e2dae69a1e 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: "2024-12-16" +date: "2024-12-17" 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 9a4def60d7..8e78d56a38 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: "2024-12-16" +date: "2024-12-17" 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 aaf7d76920..8c57319f94 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: "2024-12-16" +date: "2024-12-17" 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 77138a596c..e34a137551 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: "2024-12-16" +date: "2024-12-17" 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 5fc8debace..e892c1589c 100644 --- a/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd @@ -1,12 +1,12 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-12-16" +date: "2024-12-17" output: html_document --- ## Dataset: Abstimmungsempfehlungen von Kantonsrat und Regierungsrat des Kantons Zürich -Abstimmungsempfehlungen des Zürcher Regierungs- und Kantonsrats zu kantonalen Abstimmungen und des Bundes-, des National- und des Ständerates zu eidgenössischen Abstimmungen. Es besteht kein Anspruch auf Vollständigkeit. Bitte senden Sie Ergänzungen zum Datensatz an die unter Kontakt angegebene E-Mail-Adresse. +Abstimmungsempfehlungen des Zürcher Regierungs- und Kantonsrats zu kantonalen Abstimmungen und des Bundes-, des National- und des Ständerates zu eidgenössischen Abstimmungen. Die Daten werden von den Parteien geliefert und von den Webseiten der Parteien ausgelesen, es besteht daher kein Anspruch auf Vollständigkeit. Falls Sie Ergänzungen haben, senden Sie diese an die unter Kontakt angegebene E-Mail-Adresse. [Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/443@statistisches-amt-kanton-zuerich) @@ -15,7 +15,7 @@ Auto generated R starter code for data set 443@statistisches-amt-kanton-zuerich. ## Metadata - **Issued** `2019-07-02T00:00:00` -- **Modified** `2024-07-16T16:54:45` +- **Modified** `2024-12-16T11:58:22` - **Startdate** `1981-04-05` - **Enddate** `None` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']` diff --git a/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd index 98c1b9c446..e871bd1b2f 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd index f925361bf4..7ae071b005 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd index de5888b0ac..08a8e90e6f 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd index a7faecbd96..fb1af6631e 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: "2024-12-16" +date: "2024-12-17" 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 c9b9f96675..5ff57c4224 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: "2024-12-16" +date: "2024-12-17" 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 b512b0334d..1561476939 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: "2024-12-16" +date: "2024-12-17" 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 4a9c3572fe..1c8a6618a5 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: "2024-12-16" +date: "2024-12-17" 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 5301a34cdb..afb6b880dc 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: "2024-12-16" +date: "2024-12-17" 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 53b1a041e7..f24309abcf 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: "2024-12-16" +date: "2024-12-17" 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 4401e3ece9..b235a302d7 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: "2024-12-16" +date: "2024-12-17" 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 9c3d9762d8..1c2725cb10 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: "2024-12-16" +date: "2024-12-17" 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 e0f69d4862..8bf4457a70 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd index cccacc2a2e..dac3d493f3 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd index 949301c6f9..f73d057ef3 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd index 165c70a9a1..3831a9b8f4 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd index f4e8d4f560..fe591ff0fd 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: "2024-12-16" +date: "2024-12-17" 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 007caf3e89..a86ec3261c 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: "2024-12-16" +date: "2024-12-17" 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 48c7cbfed8..16fd0e10f3 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/563@awel-kanton-zuerich.Rmd b/01_r-markdown/563@awel-kanton-zuerich.Rmd index 1766d3680b..8a9993c1f0 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd index b6aa9d7435..78d524e6ad 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: "2024-12-16" +date: "2024-12-17" 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 327dad7a97..3ec4cbb11e 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: "2024-12-16" +date: "2024-12-17" 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 a3d111b155..e397a18d0f 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: "2024-12-16" +date: "2024-12-17" 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 9dfc88a77a..ce15e07230 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: "2024-12-16" +date: "2024-12-17" 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 7bea7e2073..e865ac6384 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: "2024-12-16" +date: "2024-12-17" 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 7ba982faa1..76ebd3e96b 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: "2024-12-16" +date: "2024-12-17" 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 dfb9951fc3..b9642f28e9 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd index 632bcd4ad9..d167e932e4 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd index a6587bc7db..91917bbca1 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: "2024-12-16" +date: "2024-12-17" 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 541d2ce956..17e340d231 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: "2024-12-16" +date: "2024-12-17" 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 3cc7f8bd17..f7fb7f5be9 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: "2024-12-16" +date: "2024-12-17" 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 1a132561a8..5bc07ae5d3 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: "2024-12-16" +date: "2024-12-17" 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 737eef7c1e..f3ca4d6139 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: "2024-12-16" +date: "2024-12-17" 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 25f21ecad7..5e8939f1fa 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: "2024-12-16" +date: "2024-12-17" 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 5a467d0fe0..f4f11345b1 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: "2024-12-16" +date: "2024-12-17" 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 02fb00f8da..762e5cce5b 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: "2024-12-16" +date: "2024-12-17" 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 ba4d72d2bc..5c28fcf845 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: "2024-12-16" +date: "2024-12-17" 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 3b08245781..a7d7693f7c 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: "2024-12-16" +date: "2024-12-17" 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 0f7a195f66..cf617e85d9 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: "2024-12-16" +date: "2024-12-17" 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 8f2a6573cf..b325c37919 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: "2024-12-16" +date: "2024-12-17" 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 93063068e8..8be0616a1f 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: "2024-12-16" +date: "2024-12-17" 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 b9664371ad..e70d32e2cb 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: "2024-12-16" +date: "2024-12-17" 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 256b275df6..474fb5145a 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: "2024-12-16" +date: "2024-12-17" 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 d8738924ba..17498d4b14 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: "2024-12-16" +date: "2024-12-17" 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 c8c1e0a9cb..9e28a20a4c 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: "2024-12-16" +date: "2024-12-17" 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 4ff006615b..6782cd2c6e 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: "2024-12-16" +date: "2024-12-17" 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 33a187a2cc..6097226dd5 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: "2024-12-16" +date: "2024-12-17" 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 32b4f4f9ed..6a8010dc53 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: "2024-12-16" +date: "2024-12-17" 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 9f8517679d..dc4dc0d605 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: "2024-12-16" +date: "2024-12-17" 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 f3ebf75769..58e4d8aa4e 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: "2024-12-16" +date: "2024-12-17" 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 6d849b7753..3c8267c3fc 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd index e587bf4faa..822fa32f64 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: "2024-12-16" +date: "2024-12-17" 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 3a3bccadca..98bb26f94c 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd index 4f501cd596..c44e6bb8e0 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: "2024-12-16" +date: "2024-12-17" 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 238349dffa..df5129b97e 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: "2024-12-16" +date: "2024-12-17" 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 08c9a3888b..8358fdc2be 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: "2024-12-16" +date: "2024-12-17" 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 1044d2702a..e1475e2a2e 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: "2024-12-16" +date: "2024-12-17" 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 26d4deab8a..ab7b9e632a 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd index a3362b5035..757a6ef31a 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: "2024-12-16" +date: "2024-12-17" 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 1736b121e0..4c4903198a 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: "2024-12-16" +date: "2024-12-17" 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 53e8f96817..dce82f4efb 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: "2024-12-16" +date: "2024-12-17" 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 28a76c9ba8..b27795eb19 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd index 3659787323..7fbb546d7d 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: "2024-12-16" +date: "2024-12-17" 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 c2748c0654..276dbb8145 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: "2024-12-16" +date: "2024-12-17" output: html_document --- @@ -15,7 +15,7 @@ Auto generated R starter code for data set 711@statistisches-amt-kanton-zuerich. ## Metadata - **Issued** `2020-12-10T00:00:00` -- **Modified** `2024-12-12T13:21:44` +- **Modified** `2024-12-16T09:26:24` - **Startdate** `2012-12-31` - **Enddate** `2025-12-31` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']` @@ -45,7 +45,7 @@ library(skimr) # Title : Zürcher Gemeindesteuerfüsse - aktuell # Description : Gemeindesteuerfüsse der laufenden Erhebung. Die Daten werden während der Erhebungsphase (Dezember bis ca. März) laufend aktualisiert. # Issued : 2020-12-10T15:35:17 -# Modified : 2024-12-12T14:21:45 +# Modified : 2024-12-16T10:26:25 df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/steuerfuesse/kanton_zuerich_stf_aktuell.csv') diff --git a/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd index 80993b6dde..a5e40183e0 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: "2024-12-16" +date: "2024-12-17" 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 f66c76a057..5148d09f73 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd index dc017eed57..83d802fce0 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: "2024-12-16" +date: "2024-12-17" 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 194635ae24..b305fd46d0 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: "2024-12-16" +date: "2024-12-17" 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 2a23187414..11b90d2372 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/720@stadt-uster.Rmd b/01_r-markdown/720@stadt-uster.Rmd index 649121e4c2..b8528f275f 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/721@stadt-uster.Rmd b/01_r-markdown/721@stadt-uster.Rmd index b190dadfa4..853afca954 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: "2024-12-16" +date: "2024-12-17" 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 78fd2e9b8a..38a9a5be2a 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd index 6393d1b66b..88f4b5f780 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd index 3f46805cfd..6a116557cb 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd index 22de20e83c..93dffa4ec4 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: "2024-12-16" +date: "2024-12-17" 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 4cb213e201..1d0bc03ec8 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd index 29c4c225fe..328f0796bd 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd index 59f7c73b68..ad2bb49f96 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/01_r-markdown/736@awel-kanton-zuerich.Rmd b/01_r-markdown/736@awel-kanton-zuerich.Rmd index e3cc138217..0ef2654835 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: "2024-12-16" +date: "2024-12-17" 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 7a10bd3d64..ad86436963 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: "2024-12-16" +date: "2024-12-17" 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 fd8edfa678..673b808d81 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: "2024-12-16" +date: "2024-12-17" 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 fc15e04dc8..c9538fad91 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: "2024-12-16" +date: "2024-12-17" 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 4a90979194..e397d38a1f 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: "2024-12-16" +date: "2024-12-17" 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 00dde42b35..9a543e652d 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: "2024-12-16" +date: "2024-12-17" 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 6f7a3b7f44..480e5fd281 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: "2024-12-16" +date: "2024-12-17" 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 0a9865bf64..341bbeed68 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: "2024-12-16" +date: "2024-12-17" 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 9a584a404e..c6de6795ac 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: "2024-12-16" +date: "2024-12-17" 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 80cdba975d..8036d27222 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: "2024-12-16" +date: "2024-12-17" 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 18e7b2ee11..618e29926b 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: "2024-12-16" +date: "2024-12-17" 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 96322cfa61..49722e34e0 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: "2024-12-16" +date: "2024-12-17" 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 a9083f0b73..7f3bb3c308 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: "2024-12-16" +date: "2024-12-17" 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 1964aabcac..edf3e43a5a 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: "2024-12-16" +date: "2024-12-17" 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 ce473536a0..388e4b6487 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: "2024-12-16" +date: "2024-12-17" 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 afa762900c..3b874db5f2 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: "2024-12-16" +date: "2024-12-17" 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 1816b76090..0ba1d3d799 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: "2024-12-16" +date: "2024-12-17" 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 92763df4bd..2233a8c4fd 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: "2024-12-16" +date: "2024-12-17" 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 8a76460aa2..5b07786b8d 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: "2024-12-16" +date: "2024-12-17" 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 34108e494c..462004c2cd 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: "2024-12-16" +date: "2024-12-17" 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 00ea1d7898..fc7f2450aa 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: "2024-12-16" +date: "2024-12-17" 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 11199ddf83..3467c091a0 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: "2024-12-16" +date: "2024-12-17" 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 aac276b9c7..f6c5719c3d 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: "2024-12-16" +date: "2024-12-17" output: html_document --- diff --git a/02_python/1282@statistisches-amt-kanton-zuerich.ipynb b/02_python/1282@statistisches-amt-kanton-zuerich.ipynb index 522d9bf085..c4c8290084 100644 --- a/02_python/1282@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/1282@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* **1282@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Archiv Wahlresultate Gemeindeparlamentswahlen im Kanton Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente"]}, {"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/1282@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-03-24T10:22:23`\n- **Modified** `2023-01-04T13:53:37`\n- **Startdate** `2022-02-13`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['gemeinden', 'gemeindewahlen', 'kanton_zuerich', 'politik', 'politische_gemeinden', 'politische_parteien', 'wahlen', 'wahlergebnisse', 'wahlarchiv', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `https://www.zh.ch/de/politik-staat/wahlen-abstimmungen/gemeindewahlen.html`\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 **`3` 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 : 2438\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-04-12T12:27:37\n# Modified : 2022-06-29T16:14:51\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002438.csv')\n\n# Distribution 1\n# Ktzhdistid : 2418\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022 auf Ebene Kandidierende\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-03-24T10:22:23\n# Modified : 2022-06-29T16:14:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002418.csv')\n\n# Distribution 2\n# Ktzhdistid : 2420\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022 auf Ebene Listen\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-03-24T10:22:23\n# Modified : 2022-06-29T16:14:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002420.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1282@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Archiv Wahlresultate Gemeindeparlamentswahlen im Kanton Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Ergebnisse der Erneuerungswahlen der Gemeindeparlamente der Parlamentsgemeinden des Kantons Z\u00fcrich."]}, {"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/1282@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-03-24T10:22:23`\n- **Modified** `2024-12-16T13:37:55`\n- **Startdate** `2022-02-13`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['gemeinden', 'gemeindewahlen', 'kanton_zuerich', 'politik', 'politische_gemeinden', 'politische_parteien', 'wahlen', 'wahlergebnisse', 'wahlarchiv', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `https://www.zh.ch/de/politik-staat/wahlen-abstimmungen/gemeindewahlen.html`\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 **`3` 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 : 2438\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-04-12T12:27:37\n# Modified : 2022-06-29T16:14:51\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002438.csv')\n\n# Distribution 1\n# Ktzhdistid : 2418\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022 auf Ebene Kandidierende\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-03-24T10:22:23\n# Modified : 2022-06-29T16:14:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002418.csv')\n\n# Distribution 2\n# Ktzhdistid : 2420\n# Title : Ergebnisse der kommunalen Parlamentswahlen 2022 auf Ebene Listen\n# Description : Ergebnisse der Erneuerungswahlen der Z\u00fcrcher Gemeindeparlamente. Abgebildet sind s\u00e4mtliche \u00fcber die den Gemeinden vom Kanton Z\u00fcrich zur Verf\u00fcgung gestellte Wahl- und Abstimmungssoftware abgewickelten Gemeindeparlamentswahlen 2022. Gemeinden sind nicht verpflichtet, die Wahlen mit besagter Software abzuwickeln. Ausserdem ist es m\u00f6glich, dass gew\u00e4hlte Personen die Wahl ablehnen. Der rechtskr\u00e4ftig gewordene Ausgang einer Wahl wird lediglich von der entsprechenden Gemeinde publiziert.\n# Issued : 2022-03-24T10:22:23\n# Modified : 2022-06-29T16:14:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001282_00002420.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/1541@statistisches-amt-kanton-zuerich.ipynb b/02_python/1541@statistisches-amt-kanton-zuerich.ipynb index 0daf89a7ec..409c186f25 100644 --- a/02_python/1541@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/1541@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* **1541@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Ausl\u00e4ndische Wohnbev\u00f6lkerung mit Schutzstatus S im Kanton Z\u00fcrich, 10-Jahres-Altersklassen und Geschlecht**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Die Daten werden monatlich aktualisiert (jeweils ungef\u00e4hr am 15. Tag des Folgemonats). Die Quelldaten stammen aus dem Zentralen Migrationsinformationssystem ZEMIS des Staatssekretariats f\u00fcr Migration SEM."]}, {"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/1541@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-07-04T13:59:28`\n- **Modified** `2024-11-22T10:28:15`\n- **Startdate** `2022-03-01`\n- **Enddate** `2024-10-31`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']`\n- **Keyword** `['aufenthalt', 'gefluechtete', 'kanton_zuerich', 'einwohner', '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 **`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 : 2958\n# Title : Bestandesdaten der ausl\u00e4ndischen Wohnbev\u00f6lkerung im Kanton Z\u00fcrich mit Aufenthaltsstatus 'Schutzbed\u00fcrftige'\n# Description : Aus Datenschutzgr\u00fcnden werden Zellenwerte, in deren Berechnung Merkmale mit weniger als drei F\u00e4llen eingehen, als '-' angegeben.\n# Issued : 2022-07-04T13:59:28\n# Modified : 2024-11-22T11:28:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001541_00002958.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* **1541@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Ausl\u00e4ndische Wohnbev\u00f6lkerung mit Schutzstatus S im Kanton Z\u00fcrich, 10-Jahres-Altersklassen und Geschlecht**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Die Daten werden monatlich aktualisiert (jeweils ungef\u00e4hr am 15. Tag des Folgemonats). Die Quelldaten stammen aus dem Zentralen Migrationsinformationssystem ZEMIS des Staatssekretariats f\u00fcr Migration SEM."]}, {"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/1541@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-07-04T13:59:28`\n- **Modified** `2024-12-16T08:16:46`\n- **Startdate** `2022-03-01`\n- **Enddate** `2024-11-30`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/SOCI']`\n- **Keyword** `['aufenthalt', 'gefluechtete', 'kanton_zuerich', 'einwohner', '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 **`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 : 2958\n# Title : Bestandesdaten der ausl\u00e4ndischen Wohnbev\u00f6lkerung im Kanton Z\u00fcrich mit Aufenthaltsstatus 'Schutzbed\u00fcrftige'\n# Description : Aus Datenschutzgr\u00fcnden werden Zellenwerte, in deren Berechnung Merkmale mit weniger als drei F\u00e4llen eingehen, als '-' angegeben.\n# Issued : 2022-07-04T13:59:28\n# Modified : 2024-12-16T09:16:47\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001541_00002958.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/1641@statistisches-amt-kanton-zuerich.ipynb b/02_python/1641@statistisches-amt-kanton-zuerich.ipynb index 446e9dc4bd..98f73ae9d6 100644 --- a/02_python/1641@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/1641@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* **1641@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Open Government Data publizierende Verwaltungseinheiten und -abteilungen im Kanton Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Liste aller Verwaltungseinheiten und -abteilungen (inkl. 'Publisher-Suffix' = URL-Slug der Organisation), die bis zum angegebenen Zeitpunkt offene Beh\u00f6rdendaten (OGD) \u00fcber die kantonale Metadatenverwaltung (MDV) publizieren. Davon ausgenommen sind Beh\u00f6rden, die ausschliesslich offene Geodaten publizieren, da diese nicht \u00fcber die MDV bereitgestellt werden, sondern \u00fcber die kantonale Geodateninfrastruktur (Geoinformation Kanton Z\u00fcrich). Die Stadt Z\u00fcrich als gr\u00f6sstes *kommunales* OGD-publizierendes Organ im Kanton ist ebenfalls ausgenommen, da sie \u00fcber eine eigene OGD-Metadateninfrastruktur (Open Data Z\u00fcrich) verf\u00fcgt. Hinweis: Alle OGD, die \u00fcber die MDV bereitgestellt werden, verf\u00fcgen sowohl im \u00f6ffentlichen kantonalen Datenkatalog (zh.ch/daten) wie auch im zentralen Portal f\u00fcr offene Daten der Schweizer Beh\u00f6rden (opendata.swiss) \u00fcber eine permanente URL (Permalink): Das 'Publisher-Suffix' der Organisation, welche die Datenhoheit \u00fcber die entsprechenden Daten h\u00e4lt, bildet zusammen mit einer numerischen ID den eindeutigen URL-Slug des Metadatensatzes."]}, {"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/1641@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-08-17T10:43:44`\n- **Modified** `2024-12-13T11:49:28`\n- **Startdate** `None`\n- **Enddate** `2024-12-13`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', '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 **`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 : 3098\n# Title : OGD-Publisher im Kanton Z\u00fcrich\n# Description : Spalten\u00fcberschriften: 'PUBLISHER' = Bezeichnung der Organisation, unter deren Hoheit die publizierten Daten stehen; 'ABTEILUNG' = Bezeichnung der entsprechenden Abteilung der Organisation, welche die Datenhoheit besitzt (eine Abteilung kann angegeben sein, aber muss nicht); 'PUBLISHER_SUFFIX' = URL-Slug der Organisation (die Abteilung wird im Slug nicht repr\u00e4sentiert).\n# Issued : 2022-08-17T10:43:44\n# Modified : 2024-12-13T12:49:29\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/kanton_zuerich_ogd_orgs.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* **1641@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Open Government Data publizierende Verwaltungseinheiten und -abteilungen im Kanton Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Liste aller Verwaltungseinheiten und -abteilungen (inkl. 'Publisher-Suffix' = URL-Slug der Organisation), die bis zum angegebenen Zeitpunkt offene Beh\u00f6rdendaten (OGD) \u00fcber die kantonale Metadatenverwaltung (MDV) publizieren. Davon ausgenommen sind Beh\u00f6rden, die ausschliesslich offene Geodaten publizieren, da diese nicht \u00fcber die MDV bereitgestellt werden, sondern \u00fcber die kantonale Geodateninfrastruktur (Geoinformation Kanton Z\u00fcrich). Die Stadt Z\u00fcrich als gr\u00f6sstes *kommunales* OGD-publizierendes Organ im Kanton ist ebenfalls ausgenommen, da sie \u00fcber eine eigene OGD-Metadateninfrastruktur (Open Data Z\u00fcrich) verf\u00fcgt. Hinweis: Alle OGD, die \u00fcber die MDV bereitgestellt werden, verf\u00fcgen sowohl im \u00f6ffentlichen kantonalen Datenkatalog (zh.ch/daten) wie auch im zentralen Portal f\u00fcr offene Daten der Schweizer Beh\u00f6rden (opendata.swiss) \u00fcber eine permanente URL (Permalink): Das 'Publisher-Suffix' der Organisation, welche die Datenhoheit \u00fcber die entsprechenden Daten h\u00e4lt, bildet zusammen mit einer numerischen ID den eindeutigen URL-Slug des Metadatensatzes."]}, {"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/1641@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-08-17T10:43:44`\n- **Modified** `2024-12-16T10:03:03`\n- **Startdate** `None`\n- **Enddate** `2024-12-16`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', '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 **`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 : 3098\n# Title : OGD-Publisher im Kanton Z\u00fcrich\n# Description : Spalten\u00fcberschriften: 'PUBLISHER' = Bezeichnung der Organisation, unter deren Hoheit die publizierten Daten stehen; 'ABTEILUNG' = Bezeichnung der entsprechenden Abteilung der Organisation, welche die Datenhoheit besitzt (eine Abteilung kann angegeben sein, aber muss nicht); 'PUBLISHER_SUFFIX' = URL-Slug der Organisation (die Abteilung wird im Slug nicht repr\u00e4sentiert).\n# Issued : 2022-08-17T10:43:44\n# Modified : 2024-12-16T11:03:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/kanton_zuerich_ogd_orgs.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/1742@statistisches-amt-kanton-zuerich.ipynb b/02_python/1742@statistisches-amt-kanton-zuerich.ipynb index 579855f039..6f78292020 100644 --- a/02_python/1742@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/1742@statistisches-amt-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1742@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Tagesregistereintr\u00e4ge zum Kanton Z\u00fcrich und der Schweiz aus dem Zentralen Firmenindex (Zefix) des Bundes**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "W\u00f6chentlich aktualisierte Informationen zu den im Firmenzentralregister (Zefix) des Eidgen\u00f6ssischen Amts f\u00fcr das Handelsregister (EHRA) eingetragenen Unternehmen und weiteren Rechtseinheiten mit Sitz (Domiziladresse) im Kanton Z\u00fcrich. Die Daten (Ressourcen) enthalten w\u00f6chentlich aktualisierte Konkurser\u00f6ffnungen und Neugr\u00fcndungen nach Branche. Die Brancheninformation stammt aus dem Betriebs- und Unternehmensregister (BUR), dort sind NOGA-Codes hinterlegt. Das Statistische Amt plant weitere Daten als weitere Ressourcen zu ver\u00f6ffentlichen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1742@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-06T14:13:35`\n- **Modified** `2024-12-09T05:05:18`\n- **Startdate** `2017-01-01`\n- **Enddate** `2024-12-08`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3261\n# Title : Konkurser\u00f6ffnungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : Anzahl der Er\u00f6ffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp \"KE Aufl\u00f6sung inf. Konkurs\" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregister\u00e4mtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonsk\u00fcrzel oder 'CH' f\u00fcr die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen \u00c4mter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenser\u00f6ffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenser\u00f6ffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurser\u00f6ffnungen der Vergleichsperiode 2017 bis 2019.\n# Issued : 2022-09-06T14:13:35\n# Modified : 2024-12-09T06:05:15\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv')\n\n# Distribution 1\n# Ktzhdistid : 3740\n# Title : Neugr\u00fcndungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : None\n# Issued : 2023-01-20T15:22:41\n# Modified : 2024-12-09T06:05:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1742@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Tagesregistereintr\u00e4ge zum Kanton Z\u00fcrich und der Schweiz aus dem Zentralen Firmenindex (Zefix) des Bundes**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "W\u00f6chentlich aktualisierte Informationen zu den im Firmenzentralregister (Zefix) des Eidgen\u00f6ssischen Amts f\u00fcr das Handelsregister (EHRA) eingetragenen Unternehmen und weiteren Rechtseinheiten mit Sitz (Domiziladresse) im Kanton Z\u00fcrich. Die Daten (Ressourcen) enthalten w\u00f6chentlich aktualisierte Konkurser\u00f6ffnungen und Neugr\u00fcndungen nach Branche. Die Brancheninformation stammt aus dem Betriebs- und Unternehmensregister (BUR), dort sind NOGA-Codes hinterlegt. Das Statistische Amt plant weitere Daten als weitere Ressourcen zu ver\u00f6ffentlichen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1742@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-09-06T14:13:35`\n- **Modified** `2024-12-16T05:08:17`\n- **Startdate** `2017-01-01`\n- **Enddate** `2024-12-15`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['branchen', 'einzelfirmen', 'firmen', 'genossenschaften', 'gmbh', 'handelsregister', 'konkurse', 'stiftungen', 'unternehmen', 'wirtschaft', 'vereine', 'unternehmensdaten', 'shab', 'ehra', 'zefix', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3261\n# Title : Konkurser\u00f6ffnungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : Anzahl der Er\u00f6ffnungen von Konkursverfahren gegen Unternehmen und weitere Rechtseinheiten, wie sie im Zentralen Firmenindex (Zefix) mit Mutationstyp \"KE Aufl\u00f6sung inf. Konkurs\" ausgewiesenen sind. Die Meldungen werden mit den Branchenklassifikationen gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA) angereichert und nach Branchen-Abschnitten (Grossbuchstaben) aggregiert. Aufgrund von Unterschieden bei der Datenerhebung kann es zu Abweichungen von anderen Auswertungen (zB. von kantonalen Handelsregister\u00e4mtern) kommen. Variabeln: 'br_abschnitt_red' = Auswahl von Branchen-Abschnitten (Grossbuchstaben) gem\u00e4ss der Allgemeinen Systematik der Wirtschaftszweige (NOGA); 'location' = Kantonsk\u00fcrzel oder 'CH' f\u00fcr die Schweiz insgesamt; 'date' = Datum der Publikation im Schweizerischen Handelsamtsblatt (SHAB), die im Normalfall einige Tage nach der Publikation durch die kantonalen \u00c4mter erfolgt; 'value' = Anzahl erstmaliger Konkursverfahrenser\u00f6ffnungen per SHAB-Publikationsdatum; 'cumsum_diff' = Differenz der Anzahl Konkursverfahrenser\u00f6ffnungen am SHAB-Publikationsdatum verglichen mit dem Durchschnitt Konkurser\u00f6ffnungen der Vergleichsperiode 2017 bis 2019.\n# Issued : 2022-09-06T14:13:35\n# Modified : 2024-12-16T06:08:15\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Konkurse.csv')\n\n# Distribution 1\n# Ktzhdistid : 3740\n# Title : Neugr\u00fcndungen nach Branchen im Kanton Z\u00fcrich und der Schweiz insgesamt, w\u00f6chentlich aktualisiert\n# Description : None\n# Issued : 2023-01-20T15:22:41\n# Modified : 2024-12-16T06:08:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_ZEFIX_Neugruendungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/1863@stadt-winterthur.ipynb b/02_python/1863@stadt-winterthur.ipynb index d2e34b1582..c30f261e6b 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** `2024-12-15T09:19:29`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-12-14`\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 : 2024-12-15T10:19:29\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** `2024-12-16T09:19:39`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-12-15`\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 : 2024-12-16T10:19:40\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 11baac86fc..e2445bd1f6 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** `2024-12-16T00:00:23`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-12-16`\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 : 2024-12-16T01:00:23\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** `2024-12-17T00:00:20`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-12-17`\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 : 2024-12-17T01:00:19\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 3327e749a5..67afdef983 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** `2024-12-16T02:47:26`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-12-15`\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 : 2024-12-16T03:47:28\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 : 2024-12-16T03:47:26\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** `2024-12-17T02:47:45`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-12-16`\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 : 2024-12-17T03:47:47\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 : 2024-12-17T03:47:45\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 7fdde2dc58..92489c6d29 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** `2024-12-16T02:49:16`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-12-15`\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 : 2024-12-16T03:49:13\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 : 2024-12-16T03:49:15\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 : 2024-12-16T03:49:14\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 : 2024-12-16T03:49:16\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 +{"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** `2024-12-17T02:49:15`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-12-16`\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 : 2024-12-17T03:49:12\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 : 2024-12-17T03:49:14\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 : 2024-12-17T03:49:13\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 : 2024-12-17T03:49:15\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/443@statistisches-amt-kanton-zuerich.ipynb b/02_python/443@statistisches-amt-kanton-zuerich.ipynb index d81907ab59..5785ebec3d 100644 --- a/02_python/443@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/443@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* **443@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Abstimmungsempfehlungen von Kantonsrat und Regierungsrat des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Abstimmungsempfehlungen des Z\u00fcrcher Regierungs- und Kantonsrats zu kantonalen Abstimmungen und des Bundes-, des National- und des St\u00e4nderates zu eidgen\u00f6ssischen Abstimmungen. Es besteht kein Anspruch auf Vollst\u00e4ndigkeit. Bitte senden Sie Erg\u00e4nzungen zum Datensatz an die unter Kontakt angegebene E-Mail-Adresse."]}, {"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/443@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-07-02T00:00:00`\n- **Modified** `2024-07-16T16:54:45`\n- **Startdate** `1981-04-05`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['abstimmungen', 'eidgenoessische_volksabstimmungen', 'kantonale_volksabstimmungen', 'kantonsrat', 'politik', 'regierungsrat', 'exekutive', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`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 : 748\n# Title : Abstimmungsempfehlungen von Kantonsrat und Regierungsrat des Kantons Z\u00fcrich\n# Description : None\n# Issued : 2019-07-02T15:41:05\n# Modified : 2024-12-12T07:53:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsempfehlungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **443@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Abstimmungsempfehlungen von Kantonsrat und Regierungsrat des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Abstimmungsempfehlungen des Z\u00fcrcher Regierungs- und Kantonsrats zu kantonalen Abstimmungen und des Bundes-, des National- und des St\u00e4nderates zu eidgen\u00f6ssischen Abstimmungen. Die Daten werden von den Parteien geliefert und von den Webseiten der Parteien ausgelesen, es besteht daher kein Anspruch auf Vollst\u00e4ndigkeit. Falls Sie Erg\u00e4nzungen haben, senden Sie diese an die unter Kontakt angegebene E-Mail-Adresse."]}, {"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/443@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-07-02T00:00:00`\n- **Modified** `2024-12-16T11:58:22`\n- **Startdate** `1981-04-05`\n- **Enddate** `None`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE']`\n- **Keyword** `['abstimmungen', 'eidgenoessische_volksabstimmungen', 'kantonale_volksabstimmungen', 'kantonsrat', 'politik', 'regierungsrat', 'exekutive', 'demokratie', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`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 : 748\n# Title : Abstimmungsempfehlungen von Kantonsrat und Regierungsrat des Kantons Z\u00fcrich\n# Description : None\n# Issued : 2019-07-02T15:41:05\n# Modified : 2024-12-12T07:53:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/KANTON_ZUERICH_abstimmungsempfehlungen.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Wahlen & Abstimmungen | wahlen@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/711@statistisches-amt-kanton-zuerich.ipynb b/02_python/711@statistisches-amt-kanton-zuerich.ipynb index 78bc589f94..ebcd745db5 100644 --- a/02_python/711@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/711@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* **711@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Steuerf\u00fcsse der Z\u00fcrcher Gemeinden f\u00fcr nat\u00fcrliche und juristische Personen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Gemeindesteuerf\u00fcsse nat\u00fcrlicher und juristischer Personen."]}, {"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/711@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2020-12-10T00:00:00`\n- **Modified** `2024-12-12T13:21:44`\n- **Startdate** `2012-12-31`\n- **Enddate** `2025-12-31`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['gemeindesteuern', 'juristische_personen', 'natuerliche_personen', 'steuerfuss', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 1775\n# Title : Z\u00fcrcher Gemeindesteuerf\u00fcsse - aktuell\n# Description : Gemeindesteuerf\u00fcsse der laufenden Erhebung. Die Daten werden w\u00e4hrend der Erhebungsphase (Dezember bis ca. M\u00e4rz) laufend aktualisiert.\n# Issued : 2020-12-10T15:35:17\n# Modified : 2024-12-12T14:21:45\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/steuerfuesse/kanton_zuerich_stf_aktuell.csv')\n\n# Distribution 1\n# Ktzhdistid : 1776\n# Title : Z\u00fcrcher Gemeindesteuerf\u00fcsse - Zeitreihe\n# Description : Gemeindesteuerf\u00fcsse seit 2012, ohne aktuelle Erhebung\n# Issued : 2020-12-10T15:38:07\n# Modified : 2024-03-15T13:56:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/steuerfuesse/kanton_zuerich_stf_timeseries.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 Management | daniel.cahn@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **711@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Steuerf\u00fcsse der Z\u00fcrcher Gemeinden f\u00fcr nat\u00fcrliche und juristische Personen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Gemeindesteuerf\u00fcsse nat\u00fcrlicher und juristischer Personen."]}, {"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/711@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2020-12-10T00:00:00`\n- **Modified** `2024-12-16T09:26:24`\n- **Startdate** `2012-12-31`\n- **Enddate** `2025-12-31`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['gemeindesteuern', 'juristische_personen', 'natuerliche_personen', 'steuerfuss', 'ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 1775\n# Title : Z\u00fcrcher Gemeindesteuerf\u00fcsse - aktuell\n# Description : Gemeindesteuerf\u00fcsse der laufenden Erhebung. Die Daten werden w\u00e4hrend der Erhebungsphase (Dezember bis ca. M\u00e4rz) laufend aktualisiert.\n# Issued : 2020-12-10T15:35:17\n# Modified : 2024-12-16T10:26:25\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/steuerfuesse/kanton_zuerich_stf_aktuell.csv')\n\n# Distribution 1\n# Ktzhdistid : 1776\n# Title : Z\u00fcrcher Gemeindesteuerf\u00fcsse - Zeitreihe\n# Description : Gemeindesteuerf\u00fcsse seit 2012, ohne aktuelle Erhebung\n# Issued : 2020-12-10T15:38:07\n# Modified : 2024-03-15T13:56:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/steuerfuesse/kanton_zuerich_stf_timeseries.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 Management | daniel.cahn@statistik.ji.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/README.md b/README.md index 075f4f225b..6f3d16fefb 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: **2024-12-16 03:44:48** +Latest update: **2024-12-17 03:44:06** | ID | Title (abbreviated to 200 chars) | Python Colab | Python GitHub | R GitHub | | :-- | :-- | :-- | :-- | :-- |