From 747b6cda2341c2bf2848d14a7b2dfcd7ca39a4f4 Mon Sep 17 00:00:00 2001 From: rnckp <> Date: Sat, 23 Sep 2023 03:36:10 +0000 Subject: [PATCH] Updates --- 01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd | 2 +- .../1040@geschaeftsfeld-gesellschaft-stadt-uster.Rmd | 2 +- 01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd | 2 +- 01_r-markdown/1120@are-kanton-zuerich.Rmd | 2 +- 01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd | 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--git a/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd index fbf60a31c6..c15704e830 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: "2023-09-22" +date: "2023-09-23" 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 1e6bd366b1..5c94016805 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: "2023-09-22" +date: "2023-09-23" 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 dc3bd72c38..b62805efee 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1040@geschaeftsfeld-gesellschaft-stadt-uster.Rmd b/01_r-markdown/1040@geschaeftsfeld-gesellschaft-stadt-uster.Rmd index 1b9101d581..0350439049 100644 --- a/01_r-markdown/1040@geschaeftsfeld-gesellschaft-stadt-uster.Rmd +++ b/01_r-markdown/1040@geschaeftsfeld-gesellschaft-stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" 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 faba9710a6..7a42797bb6 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: "2023-09-22" +date: "2023-09-23" 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 4d2a95dfc9..aa50611b6f 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: "2023-09-22" +date: "2023-09-23" 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 38a920b9c9..132c30fd9f 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: "2023-09-22" +date: "2023-09-23" 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 33087f3046..52d8738729 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: "2023-09-22" +date: "2023-09-23" 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 331fbbd415..74cf23b116 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: "2023-09-22" +date: "2023-09-23" 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 7bce4686f6..a56835d09d 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: "2023-09-22" +date: "2023-09-23" 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 c59e10a4f3..2fa5fb3228 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1120@are-kanton-zuerich.Rmd b/01_r-markdown/1120@are-kanton-zuerich.Rmd index 838ef20fe0..28d27a02ee 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: "2023-09-22" +date: "2023-09-23" 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 18e3c957a4..0cd1e61251 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: "2023-09-22" +date: "2023-09-23" 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 974b3f87b6..c3ba7539f7 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: "2023-09-22" +date: "2023-09-23" 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 81ec8b4610..6f6948c861 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: "2023-09-22" +date: "2023-09-23" 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 8b5e41a7ef..06b56f7a9f 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: "2023-09-22" +date: "2023-09-23" 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 7274ad600c..1a643c69b6 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: "2023-09-22" +date: "2023-09-23" 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 bc1f3c7d04..eb6ca0cf64 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: "2023-09-22" +date: "2023-09-23" 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 7498ff65f6..38c8919bba 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: "2023-09-22" +date: "2023-09-23" 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 0c9e9e959b..209161fb02 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: "2023-09-22" +date: "2023-09-23" 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 a25bab6b60..c0519cd3b3 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd index 6951ae37cc..7bdba34275 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: "2023-09-22" +date: "2023-09-23" 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 f54280061b..cc8f8fe548 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: "2023-09-22" +date: "2023-09-23" 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 e8d568c68f..56a5b4c759 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: "2023-09-22" +date: "2023-09-23" 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 e6808ba526..34cefeae37 100644 --- a/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd index 7720111644..40f1a6bf68 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: "2023-09-22" +date: "2023-09-23" 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 3288a5f2b1..0a57506c7e 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd index 78fa5e0546..467307cecc 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: "2023-09-22" +date: "2023-09-23" 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 8f0624445f..0ac39323dc 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: "2023-09-22" +date: "2023-09-23" 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 3b12a271b4..0b3b457df7 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: "2023-09-22" +date: "2023-09-23" 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 e792af58d0..c7b2ce60e4 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: "2023-09-22" +date: "2023-09-23" 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 12ab1c2a43..31b92299ba 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd index 7746ab023f..2cc7c002cc 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: "2023-09-22" +date: "2023-09-23" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 1362@gesundheitsdirektion-kanton-zuer ## Metadata - **Issued** `2023-03-24T10:10:26` -- **Modified** `2023-09-15T11:25:04` +- **Modified** `2023-09-22T11:25:04` - **Startdate** `2020-01-01` -- **Enddate** `2023-06-17` +- **Enddate** `2023-06-24` - **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']` - **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']` - **Publisher** `['Gesundheitsdirektion des Kantons Zürich']` @@ -55,7 +55,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion- # Title : Netzproben der Trinkwasserqualität # Description : NA # Issued : 2023-03-24T10:10:26 -# Modified : 2023-09-15T11:25:04 +# Modified : 2023-09-22T11:25:04 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired df <- read_delim('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv') diff --git a/01_r-markdown/1363@awel-kanton-zuerich.Rmd b/01_r-markdown/1363@awel-kanton-zuerich.Rmd index 5b8de8e0d9..dfef2ae2e7 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: "2023-09-22" +date: "2023-09-23" 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 e57f0c4cff..b30718fef5 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: "2023-09-22" +date: "2023-09-23" 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 4ed2b7dde8..afef184ec3 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1381@stadt-winterthur.Rmd b/01_r-markdown/1381@stadt-winterthur.Rmd index 5fcfd4d009..2a4e3cc38a 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1382@geschaeftsfeld-gesellschaft-stadt-uster.Rmd b/01_r-markdown/1382@geschaeftsfeld-gesellschaft-stadt-uster.Rmd index f85ffd0735..fc6ff603cb 100644 --- a/01_r-markdown/1382@geschaeftsfeld-gesellschaft-stadt-uster.Rmd +++ b/01_r-markdown/1382@geschaeftsfeld-gesellschaft-stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" 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 3f5586f020..b909795ca8 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: "2023-09-22" +date: "2023-09-23" 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 3d302f13b3..fb2fe63d82 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: "2023-09-22" +date: "2023-09-23" 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 8fc7535a01..2c39f8e11e 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd index 5f42e1eff4..f9d807a4a5 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: "2023-09-22" +date: "2023-09-23" 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 f5f5a86c35..a601b28e7a 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd index a2eab73892..8f0e31cac3 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: "2023-09-22" +date: "2023-09-23" 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 97b1536ca0..b1c72b24d4 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: "2023-09-22" +date: "2023-09-23" 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 f935320e9d..436ca057d2 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: "2023-09-22" +date: "2023-09-23" 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 19f9ece12b..7cfc80cffe 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: "2023-09-22" +date: "2023-09-23" 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 e1832246c8..fcc9eeb6c0 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: "2023-09-22" +date: "2023-09-23" 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 2c89a01117..bb28a0f96b 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: "2023-09-22" +date: "2023-09-23" 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 664901ca00..9202286cca 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1481@stadt-winterthur.Rmd b/01_r-markdown/1481@stadt-winterthur.Rmd index 819cf0e0ce..06e9102b48 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: "2023-09-22" +date: "2023-09-23" 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 ce886d74e4..1749c7a12d 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: "2023-09-22" +date: "2023-09-23" 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 f380c8f4a6..1aefcf9823 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: "2023-09-22" +date: "2023-09-23" 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 63efd7953a..25113868f2 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: "2023-09-22" +date: "2023-09-23" 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 b1f59928ac..2f7216256c 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: "2023-09-22" +date: "2023-09-23" 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 e017d0afb2..a0b6e7f66b 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1521@stadt-winterthur.Rmd b/01_r-markdown/1521@stadt-winterthur.Rmd index ff48c6ee22..feb8fec852 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1522@stadt-winterthur.Rmd b/01_r-markdown/1522@stadt-winterthur.Rmd index 8faf9a8b12..7c90497563 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: "2023-09-22" +date: "2023-09-23" 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 9df5c8ee5b..99860b1749 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: "2023-09-22" +date: "2023-09-23" 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 4402c8b42a..92e1d1aff2 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: "2023-09-22" +date: "2023-09-23" 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 fa4fca1547..9dae0f31fe 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd index 1e2107b9b6..79a57a6c0c 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: "2023-09-22" +date: "2023-09-23" 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 11d4ed07ad..1eed05dd98 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: "2023-09-22" +date: "2023-09-23" 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 b2ba3331ef..3a08a34121 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: "2023-09-22" +date: "2023-09-23" 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 377eef7f4c..2f8769e668 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd index 94ecc60c32..1ff51346c3 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd index 8383eb642c..cb5bb1fcc0 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd index 5d7737d0ef..5c3ae93198 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: "2023-09-22" +date: "2023-09-23" 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 024a10e56e..3fd2059e3d 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: "2023-09-22" +date: "2023-09-23" 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 e3b4cf12a1..313019f007 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: "2023-09-22" +date: "2023-09-23" 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 dff98dde67..3e439d3062 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1601@stadt-winterthur.Rmd b/01_r-markdown/1601@stadt-winterthur.Rmd index 7f399dffd4..dd47781656 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1602@stadt-winterthur.Rmd b/01_r-markdown/1602@stadt-winterthur.Rmd index f1cfcd7f1b..1915165b9c 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: "2023-09-22" +date: "2023-09-23" 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 8e7fdd3c1b..00101aa5ab 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: "2023-09-22" +date: "2023-09-23" 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 c01f576d90..67ec36ef2d 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1621@stadt-winterthur.Rmd b/01_r-markdown/1621@stadt-winterthur.Rmd index d678bfc168..8bd7ff925f 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: "2023-09-22" +date: "2023-09-23" 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 a3c722e12d..c046d183be 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: "2023-09-22" +date: "2023-09-23" 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 e010dcdc80..50e790ebd1 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: "2023-09-22" +date: "2023-09-23" 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 e2f26fb09d..1c9772e2f7 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: "2023-09-22" +date: "2023-09-23" 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** `2023-09-15T12:49:44` +- **Modified** `2023-09-22T12:49:50` - **Startdate** `None` -- **Enddate** `2023-09-15` +- **Enddate** `2023-09-22` - **Theme** `['Öffentliche Verwaltung und Finanzen']` - **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', 'stadtverwaltung', '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 : 2023-09-15T12:49:45 +# Modified : 2023-09-22T12:49:51 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired 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 18b81527d0..402f1d907c 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: "2023-09-22" +date: "2023-09-23" 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 ba274db737..fa7bfb70e7 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: "2023-09-22" +date: "2023-09-23" 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 61c6d9030a..66b3ec7d3c 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1661@awel-kanton-zuerich.Rmd b/01_r-markdown/1661@awel-kanton-zuerich.Rmd index 51d2724646..303f3cd9c1 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: "2023-09-22" +date: "2023-09-23" 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 c94ffd36ef..305717bf33 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: "2023-09-22" +date: "2023-09-23" 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 78dbcd4b80..9423b2af1c 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1681@awel-kanton-zuerich.Rmd b/01_r-markdown/1681@awel-kanton-zuerich.Rmd index e59e7d374b..2f9724c0f8 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: "2023-09-22" +date: "2023-09-23" 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 7cff01f5ac..95ed5a0a93 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: "2023-09-22" +date: "2023-09-23" 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 236c59ee5b..606cefc8d9 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: "2023-09-22" +date: "2023-09-23" 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 2f743ac320..d505e4267e 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: "2023-09-22" +date: "2023-09-23" 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 54b4131910..03874431f6 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: "2023-09-22" +date: "2023-09-23" 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 f69ddbccc5..29934483e5 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: "2023-09-22" +date: "2023-09-23" 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 e22a2bc754..5ab2c0b18a 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: "2023-09-22" +date: "2023-09-23" 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 cd1c09ece4..08828eb4d6 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: "2023-09-22" +date: "2023-09-23" 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 1ead9502f3..a6c9c1f372 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd index 36187b027a..b5189c5503 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: "2023-09-22" +date: "2023-09-23" 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 fc88cbe80b..dad1ab8451 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: "2023-09-22" +date: "2023-09-23" 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 9b45c25d07..4c808bb86a 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: "2023-09-22" +date: "2023-09-23" 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 6c48e83ceb..7858f435d5 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: "2023-09-22" +date: "2023-09-23" 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 5433bdade6..cbdc86d520 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: "2023-09-22" +date: "2023-09-23" 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 7053c59cd2..af2805c390 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1802@are-kanton-zuerich.Rmd b/01_r-markdown/1802@are-kanton-zuerich.Rmd index 933f5ec8d1..474c6eae39 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1803@awel-kanton-zuerich.Rmd b/01_r-markdown/1803@awel-kanton-zuerich.Rmd index 0e0b9e9858..7bc4bc3bde 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: "2023-09-22" +date: "2023-09-23" 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 af2ca994a0..4378d5d395 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1823@stadt-winterthur.Rmd b/01_r-markdown/1823@stadt-winterthur.Rmd index 435614b923..a567b67f59 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: "2023-09-22" +date: "2023-09-23" 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 1c19ac0a01..ad8057e6d4 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: "2023-09-22" +date: "2023-09-23" 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 e41759d569..9b5cad0058 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: "2023-09-22" +date: "2023-09-23" 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 3c6d030ba9..dbd2565307 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: "2023-09-22" +date: "2023-09-23" 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 a6e51365d2..43bbff4e43 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1863@stadt-winterthur.Rmd b/01_r-markdown/1863@stadt-winterthur.Rmd index 81aadc58ab..4a0c030382 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: "2023-09-22" +date: "2023-09-23" 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** `2023-09-21T10:10:50` +- **Modified** `2023-09-22T10:10:51` - **Startdate** `2013-01-01` -- **Enddate** `2023-09-20` +- **Enddate** `2023-09-21` - **Theme** `['Energie']` - **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -56,7 +56,7 @@ 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 : 2023-09-21T10:10:51 +# Modified : 2023-09-22T10:10:52 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired 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 cc3bc24787..f0ecad66c6 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: "2023-09-22" +date: "2023-09-23" 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 8335b8e968..2da3b2e7cb 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: "2023-09-22" +date: "2023-09-23" 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 88129bad96..38c0e6aa2f 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: "2023-09-22" +date: "2023-09-23" 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 2619c005a8..986e3cffd0 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: "2023-09-22" +date: "2023-09-23" 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 5828ed5e7c..313e909b88 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: "2023-09-22" +date: "2023-09-23" 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 a9c8659d4b..5359514156 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: "2023-09-22" +date: "2023-09-23" 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 2c9688578d..0df82deb4f 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: "2023-09-22" +date: "2023-09-23" 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 80abe420e8..621aba01aa 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: "2023-09-22" +date: "2023-09-23" 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 d2dc46adac..6164b33c6b 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: "2023-09-22" +date: "2023-09-23" 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 ec71742a67..4431571888 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: "2023-09-22" +date: "2023-09-23" 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 f26da8800d..d79c4acfd5 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: "2023-09-22" +date: "2023-09-23" 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 d6b3dbdef6..b9db606507 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/1982@afm-kanton-zuerich.Rmd b/01_r-markdown/1982@afm-kanton-zuerich.Rmd index c1b11e702c..ace91960c1 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: "2023-09-22" +date: "2023-09-23" 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 1e36a8b973..b78eaf1dab 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: "2023-09-22" +date: "2023-09-23" 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 cd9473b144..79190ac11a 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: "2023-09-22" +date: "2023-09-23" 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 66389bc473..9c52719393 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: "2023-09-22" +date: "2023-09-23" 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 03b53878d9..377847cc08 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: "2023-09-22" +date: "2023-09-23" 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 4ff6d9343c..ca568b1807 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: "2023-09-22" +date: "2023-09-23" 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 deff86ee88..8330675046 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: "2023-09-22" +date: "2023-09-23" 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 7a8a1620ac..218c1e834a 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: "2023-09-22" +date: "2023-09-23" 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 aa69d8eca8..248d6d9b2b 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd index 19ff4ddced..9458780756 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: "2023-09-22" +date: "2023-09-23" 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 77ba2b02d8..86a5c2dc91 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: "2023-09-22" +date: "2023-09-23" 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 0faf94deb8..ec39f4a37c 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: "2023-09-22" +date: "2023-09-23" 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 62f0fe0303..53ee5547f2 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: "2023-09-22" +date: "2023-09-23" 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** `2023-09-22T01:01:18` +- **Modified** `2023-09-23T01:01:18` - **Startdate** `2020-01-01` -- **Enddate** `2023-09-22` +- **Enddate** `2023-09-23` - **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']` - **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 : NA # Issued : 2023-03-24T10:12:00 -# Modified : 2023-09-22T01:01:18 +# Modified : 2023-09-23T01:01:17 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired 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 7378dfd81d..4ed5931966 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: "2023-09-22" +date: "2023-09-23" 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 ea4c8782a6..b22ce900fa 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: "2023-09-22" +date: "2023-09-23" 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 9a81bf0f94..2435023e0e 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: "2023-09-22" +date: "2023-09-23" 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 835cfc3b4e..6b1b1c44e8 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: "2023-09-22" +date: "2023-09-23" 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 a650a25705..0491bc436c 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/2102@awel-kanton-zuerich.Rmd b/01_r-markdown/2102@awel-kanton-zuerich.Rmd index fc0c4befb7..31b18f7f10 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: "2023-09-22" +date: "2023-09-23" 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 30bc7842a5..344bee8729 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: "2023-09-22" +date: "2023-09-23" 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 c069f993b6..39eb50a00a 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: "2023-09-22" +date: "2023-09-23" 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 a60ff2dc2b..f5eaffa3e2 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: "2023-09-22" +date: "2023-09-23" 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 5be7f6a5cb..4322749a7a 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/2142@stadt-winterthur.Rmd b/01_r-markdown/2142@stadt-winterthur.Rmd index 548a8be539..d0533063d7 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: "2023-09-22" +date: "2023-09-23" 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** `2023-09-22T03:47:42` +- **Modified** `2023-09-23T03:47:42` - **Startdate** `2022-11-01` -- **Enddate** `2023-09-21` +- **Enddate** `2023-09-22` - **Theme** `['Raum, Umwelt']` - **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -46,7 +46,7 @@ library(skimr) # Title : Messdaten_2023 # Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal "station_id" können 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 vollständige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten können Lücken enthalten. # Issued : 2023-08-28T16:46:58 -# Modified : 2023-09-22T03:47:42 +# Modified : 2023-09-23T03:47:42 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004246.csv') @@ -66,7 +66,7 @@ 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 : 2023-09-22T03:47:43 +# Modified : 2023-09-23T03:47:43 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv') diff --git a/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd index dbf03df55b..8b55c59ecb 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: "2023-09-22" +date: "2023-09-23" 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 59c4bb3e89..1381f9d934 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: "2023-09-22" +date: "2023-09-23" 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 0020967bee..672e51c489 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: "2023-09-22" +date: "2023-09-23" 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 8c9c305c2b..2745564472 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: "2023-09-22" +date: "2023-09-23" 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 b6be2cc534..291941aab1 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: "2023-09-22" +date: "2023-09-23" 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 fae8b25bbf..8c67f45bb0 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: "2023-09-22" +date: "2023-09-23" 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 20a8568278..abd19230dc 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: "2023-09-22" +date: "2023-09-23" 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 8a2ba2f0f3..23a3f9e78b 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: "2023-09-22" +date: "2023-09-23" 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 f09e878136..126af619d0 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: "2023-09-22" +date: "2023-09-23" 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 12c567cecd..d4ff74be11 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: "2023-09-22" +date: "2023-09-23" 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 c549d1f80f..835c1ba085 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: "2023-09-22" +date: "2023-09-23" 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 e99c31182c..8e685078c5 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: "2023-09-22" +date: "2023-09-23" 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 771cc95ac5..2b7c732d07 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: "2023-09-22" +date: "2023-09-23" 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 606b48f538..d51eb34460 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: "2023-09-22" +date: "2023-09-23" 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 766a59c52f..32b29639ff 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: "2023-09-22" +date: "2023-09-23" 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 082c2c47e3..50153702e2 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: "2023-09-22" +date: "2023-09-23" 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 ee4cea2727..1f85a5f98e 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: "2023-09-22" +date: "2023-09-23" 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 2740833219..3f9b188152 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: "2023-09-22" +date: "2023-09-23" 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 71dc53f306..0b2a13eae7 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: "2023-09-22" +date: "2023-09-23" 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 99ced32e6f..509e7545ef 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: "2023-09-22" +date: "2023-09-23" 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 85465d6d91..1a1d636d66 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: "2023-09-22" +date: "2023-09-23" 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 8004547206..df2528140c 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: "2023-09-22" +date: "2023-09-23" 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 f0df9cc0e7..4ce892f351 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: "2023-09-22" +date: "2023-09-23" 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 bac3c8a466..e0c9c59dd5 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: "2023-09-22" +date: "2023-09-23" 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 145802a8f1..6f42ee474c 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: "2023-09-22" +date: "2023-09-23" 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 da19184602..b31406602e 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: "2023-09-22" +date: "2023-09-23" 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 f1b6316648..54f2d74469 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: "2023-09-22" +date: "2023-09-23" 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 29d91bfd26..02a80c483b 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: "2023-09-22" +date: "2023-09-23" 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 d6134727a2..c03ae2310a 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: "2023-09-22" +date: "2023-09-23" 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 248e340441..3e21388534 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: "2023-09-22" +date: "2023-09-23" 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 13a68f8f7a..9a6dbf42ca 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: "2023-09-22" +date: "2023-09-23" 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 109b6c5a5b..bcc60774b2 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: "2023-09-22" +date: "2023-09-23" 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 13a42b0fe8..0d9e802d11 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: "2023-09-22" +date: "2023-09-23" 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 567c920173..ad8a57994d 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: "2023-09-22" +date: "2023-09-23" 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 e26f6dcf58..30354a589b 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: "2023-09-22" +date: "2023-09-23" 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 4597c6a123..63f5ce9619 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: "2023-09-22" +date: "2023-09-23" 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 f9459081f1..801475a3fa 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: "2023-09-22" +date: "2023-09-23" 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 328c6b8922..0df376bf98 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd index 0554580aac..f84d1df146 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: "2023-09-22" +date: "2023-09-23" 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 bf76e3f740..5e1126f988 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: "2023-09-22" +date: "2023-09-23" 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 caef153b29..2da8cd04fb 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: "2023-09-22" +date: "2023-09-23" 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 de0ded19af..926369af32 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: "2023-09-22" +date: "2023-09-23" 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 6697f50d6e..2768477e1c 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: "2023-09-22" +date: "2023-09-23" 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 c92f672db8..f92ebe6eed 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: "2023-09-22" +date: "2023-09-23" 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 6e66f57d56..21960a38bb 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: "2023-09-22" +date: "2023-09-23" 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 2ab68de532..7890698759 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: "2023-09-22" +date: "2023-09-23" 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 b17a3deb16..db5637331d 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: "2023-09-22" +date: "2023-09-23" 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 6673b57eab..70e2a011a7 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: "2023-09-22" +date: "2023-09-23" 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 d308aeadd5..c2e1f99d67 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: "2023-09-22" +date: "2023-09-23" 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 b3eb8d0390..e10d1f68ad 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: "2023-09-22" +date: "2023-09-23" 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 990bb7e682..04de24a754 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: "2023-09-22" +date: "2023-09-23" 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 9b61073745..3efe3b8938 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: "2023-09-22" +date: "2023-09-23" 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 d7ad7ec8fb..c50816e1ac 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: "2023-09-22" +date: "2023-09-23" 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 8283a43274..678ec9d48d 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: "2023-09-22" +date: "2023-09-23" 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 67b46aa2e6..c600fdcb37 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: "2023-09-22" +date: "2023-09-23" 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 07fd3b80b5..466430e020 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: "2023-09-22" +date: "2023-09-23" 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 a0489200fb..63b87c5018 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: "2023-09-22" +date: "2023-09-23" 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 c1ef2fdd4d..c378b23ab6 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: "2023-09-22" +date: "2023-09-23" 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 deccb7025d..9ad07dc250 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: "2023-09-22" +date: "2023-09-23" 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 36bab289a3..8330dc99db 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: "2023-09-22" +date: "2023-09-23" 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 be39354d8a..42fd4e7f8a 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: "2023-09-22" +date: "2023-09-23" 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 2ce5fab17c..5d9a73dc44 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: "2023-09-22" +date: "2023-09-23" 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 56eae35119..9d74d9a725 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: "2023-09-22" +date: "2023-09-23" 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 cfd96b4dd1..3fa7dfa95c 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: "2023-09-22" +date: "2023-09-23" 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 d01fd8017d..76cb4b55b2 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: "2023-09-22" +date: "2023-09-23" 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 96b5f9262c..7985f92826 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: "2023-09-22" +date: "2023-09-23" 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 cc8abc87b0..947bf85029 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: "2023-09-22" +date: "2023-09-23" 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 b53cb12c49..89222f2261 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: "2023-09-22" +date: "2023-09-23" 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 b009ce6375..46945a7590 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: "2023-09-22" +date: "2023-09-23" 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 8c9b01c37e..ec08a9e9d9 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: "2023-09-22" +date: "2023-09-23" 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 c4a6c4a3c1..de80439217 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: "2023-09-22" +date: "2023-09-23" 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 562d28bda0..1a225024f3 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: "2023-09-22" +date: "2023-09-23" 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 9c0a98c8c6..f8d2d5c4bc 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: "2023-09-22" +date: "2023-09-23" 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 7e0cec897f..9f48d3d855 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: "2023-09-22" +date: "2023-09-23" 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 c7d5363643..81c0b66dbf 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: "2023-09-22" +date: "2023-09-23" 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 6932a896a6..cda7258ae9 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: "2023-09-22" +date: "2023-09-23" 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 57764c9b31..dde9de0b91 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: "2023-09-22" +date: "2023-09-23" 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 50385b322a..841bb5fde6 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: "2023-09-22" +date: "2023-09-23" 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 13cc0ea3e2..4a3495a8b1 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: "2023-09-22" +date: "2023-09-23" 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 b5c63c1bb0..2b9b8ab08a 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: "2023-09-22" +date: "2023-09-23" 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 545c4a67b6..a56e8442f2 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: "2023-09-22" +date: "2023-09-23" 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 00b8db9441..47853652e1 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: "2023-09-22" +date: "2023-09-23" 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 90fd6b840b..84e3b7334c 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: "2023-09-22" +date: "2023-09-23" 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 0827a11974..2fed2f23c6 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: "2023-09-22" +date: "2023-09-23" 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 db748c9b5b..74d3181370 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: "2023-09-22" +date: "2023-09-23" 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 5e5ea6afbe..3c4dfd4a9b 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: "2023-09-22" +date: "2023-09-23" 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 90411ff35e..d7cea10dfe 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: "2023-09-22" +date: "2023-09-23" 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 5e33ff24b4..ec3f9893fe 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: "2023-09-22" +date: "2023-09-23" 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 1765caceca..6d6f1f6e99 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: "2023-09-22" +date: "2023-09-23" 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 2ff4d02a97..5a162105c1 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: "2023-09-22" +date: "2023-09-23" 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 17aae88c57..6470c431b7 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: "2023-09-22" +date: "2023-09-23" 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 1f89c5b5ab..c46a559b73 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: "2023-09-22" +date: "2023-09-23" 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 c655e0f23b..6bb73401f3 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: "2023-09-22" +date: "2023-09-23" 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 c4efcf3916..1b0e333c22 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: "2023-09-22" +date: "2023-09-23" 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 900039b371..7420e0c413 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: "2023-09-22" +date: "2023-09-23" 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 e1ded403de..3d68aa2b37 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: "2023-09-22" +date: "2023-09-23" 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 b1c9758fe0..136c23703e 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: "2023-09-22" +date: "2023-09-23" 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 2806aa7423..49910eaf71 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: "2023-09-22" +date: "2023-09-23" 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 97fb3e8b12..1690c527a1 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: "2023-09-22" +date: "2023-09-23" 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 15f74b5dbe..9ab6115a59 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: "2023-09-22" +date: "2023-09-23" 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 91d3805b62..3308906804 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: "2023-09-22" +date: "2023-09-23" 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 12be8b16ab..dc6a8c6b7d 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: "2023-09-22" +date: "2023-09-23" 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 fe68cce769..f080a59ae3 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: "2023-09-22" +date: "2023-09-23" 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 63e922e522..03cd26170d 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: "2023-09-22" +date: "2023-09-23" 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 3136889401..560c6c13a5 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: "2023-09-22" +date: "2023-09-23" 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 b9f9c63c88..758bba554d 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: "2023-09-22" +date: "2023-09-23" 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 29bb901b9c..653a1d2460 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: "2023-09-22" +date: "2023-09-23" 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 2ab8a00c2d..635cfae8f2 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: "2023-09-22" +date: "2023-09-23" 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 5116705a36..f6c588c1ba 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: "2023-09-22" +date: "2023-09-23" 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 8bd65d8b48..f54adf7ab5 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: "2023-09-22" +date: "2023-09-23" 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 d0ca88a051..a9e2cf3176 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: "2023-09-22" +date: "2023-09-23" 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 b77d2198fc..1978a89e30 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: "2023-09-22" +date: "2023-09-23" 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 868dd9c896..c2b3c35265 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: "2023-09-22" +date: "2023-09-23" 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 803868a76c..26917fb3ae 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: "2023-09-22" +date: "2023-09-23" 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 485cec9092..b5ab702335 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: "2023-09-22" +date: "2023-09-23" 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 d72ce66894..42587eef02 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: "2023-09-22" +date: "2023-09-23" 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 c7ab2602bc..6e6aa233e1 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: "2023-09-22" +date: "2023-09-23" 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 2e12782336..74bd79f738 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: "2023-09-22" +date: "2023-09-23" 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 b3c384d000..ca1ae11b72 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: "2023-09-22" +date: "2023-09-23" 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 7c3f0d9e4c..6a434a9685 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: "2023-09-22" +date: "2023-09-23" 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 4d338fbaff..437fcf6e3c 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: "2023-09-22" +date: "2023-09-23" 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 4add549f31..3928bbd4f8 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: "2023-09-22" +date: "2023-09-23" 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 0967d4358a..700bb77899 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: "2023-09-22" +date: "2023-09-23" 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 270271c41d..844da45e98 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: "2023-09-22" +date: "2023-09-23" 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 7345322f69..7a65e0e7e7 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: "2023-09-22" +date: "2023-09-23" 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 9fb7b88c6f..e1be4622c6 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: "2023-09-22" +date: "2023-09-23" 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 91f69fd051..93336eab48 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: "2023-09-22" +date: "2023-09-23" 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 2c437994a8..b3f45f103e 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: "2023-09-22" +date: "2023-09-23" 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 e76425a461..37cc86ee63 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: "2023-09-22" +date: "2023-09-23" 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 8fd9b5a172..2d5a56a3b7 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: "2023-09-22" +date: "2023-09-23" 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 8b584fd4f9..ade2c1b0cb 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: "2023-09-22" +date: "2023-09-23" 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 bb5b61fce9..d7d8f680a5 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: "2023-09-22" +date: "2023-09-23" 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 c5213d2942..bee3b4177b 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: "2023-09-22" +date: "2023-09-23" 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 234f35ac38..cc5b656e42 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: "2023-09-22" +date: "2023-09-23" 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 b15aec4867..c660323c7c 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: "2023-09-22" +date: "2023-09-23" 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 6b4f2af18c..f9a1012994 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: "2023-09-22" +date: "2023-09-23" 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 fd6657074f..e969a1f61e 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: "2023-09-22" +date: "2023-09-23" 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 5fbf00fc42..f557bc963a 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: "2023-09-22" +date: "2023-09-23" 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 eeebeac4bd..34cd944481 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: "2023-09-22" +date: "2023-09-23" 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 2c69bf8949..ca88fddd34 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: "2023-09-22" +date: "2023-09-23" 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 bc08b9305c..d14be704ac 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: "2023-09-22" +date: "2023-09-23" 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 467f4d54e4..d1f98231e3 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: "2023-09-22" +date: "2023-09-23" 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 6e6641786a..d18dcd5996 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: "2023-09-22" +date: "2023-09-23" 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 54828bc931..515a294d36 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: "2023-09-22" +date: "2023-09-23" 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 50cbfdd861..5d02b85b1e 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: "2023-09-22" +date: "2023-09-23" 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 df94dd097b..d01f8351f0 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: "2023-09-22" +date: "2023-09-23" 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 55474d2dc0..0d2599139b 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: "2023-09-22" +date: "2023-09-23" 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 70a09b4ccc..adbca2ec93 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: "2023-09-22" +date: "2023-09-23" 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 a3352b634e..7bed301c5f 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: "2023-09-22" +date: "2023-09-23" 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 fae9d2f85f..a86116369a 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: "2023-09-22" +date: "2023-09-23" 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 615422d7c3..4607f3cf68 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: "2023-09-22" +date: "2023-09-23" 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 fdc77762b5..80dba71800 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: "2023-09-22" +date: "2023-09-23" 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 22bf6c2fb6..d1666daf65 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: "2023-09-22" +date: "2023-09-23" 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 c6bf9bc6c8..a9688dcb47 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: "2023-09-22" +date: "2023-09-23" 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 7237c60c99..3c26c45996 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: "2023-09-22" +date: "2023-09-23" 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 2f61519d96..23c0bb5800 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: "2023-09-22" +date: "2023-09-23" 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 3a6ed4b4c9..98348d31e9 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: "2023-09-22" +date: "2023-09-23" 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 c097dadfa8..59569b3b2f 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: "2023-09-22" +date: "2023-09-23" 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 4c61a9f90f..bc1a1e946e 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: "2023-09-22" +date: "2023-09-23" 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 aac5c1b510..c313ecaaae 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: "2023-09-22" +date: "2023-09-23" 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 f99e5bc165..1c43a0ac54 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: "2023-09-22" +date: "2023-09-23" 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 343facd0ab..2271a3e5aa 100644 --- a/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd index a553f41052..55791b62c8 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd index 0ddf996658..5f21c3f755 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd index 6a529d5e62..e76c97a017 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd index 790ca49608..3fc36b4564 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: "2023-09-22" +date: "2023-09-23" 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 df80900135..27623a440c 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: "2023-09-22" +date: "2023-09-23" 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 ef8004215e..a7cc33a90c 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: "2023-09-22" +date: "2023-09-23" 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 2780c622b9..113623ea0e 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: "2023-09-22" +date: "2023-09-23" 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 1e45865147..f1fd4bf5a5 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: "2023-09-22" +date: "2023-09-23" 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 8bc585589f..b908adcd91 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: "2023-09-22" +date: "2023-09-23" 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 06c62fc3d9..faef194883 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: "2023-09-22" +date: "2023-09-23" 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 e1416f9158..f3279f73d8 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: "2023-09-22" +date: "2023-09-23" 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 903eb17842..72b8816251 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd index ea6cd97e59..70a1b1dd56 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd index af01c760fb..6fbc038c20 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd index 93f6118ab3..76711a5004 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd index 7505d9b9a2..5a74eb40a6 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: "2023-09-22" +date: "2023-09-23" 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 489e890ec2..73e6fc18a5 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: "2023-09-22" +date: "2023-09-23" 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 458adb5f24..885a778215 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/563@awel-kanton-zuerich.Rmd b/01_r-markdown/563@awel-kanton-zuerich.Rmd index 993d8db59b..747f7762cc 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: "2023-09-22" +date: "2023-09-23" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 563@awel-kanton-zuerich. ## Metadata - **Issued** `2019-12-09T00:00:00` -- **Modified** `2023-09-22T00:01:10` +- **Modified** `2023-09-23T00:01:09` - **Startdate** `None` -- **Enddate** `2023-09-21` +- **Enddate** `2023-09-22` - **Theme** `['Raum, Umwelt']` - **Keyword** `['luft', 'lufttemperaturen', 'ogd']` - **Publisher** `['Amt für Abfall, Wasser, Energie und Luft des Kantons Zürich']` @@ -136,7 +136,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_Lo # Title : LoRa-Sensor-Messwerte 2023/09 # Description : None # Issued : 2023-09-02T00:01:12 -# Modified : 2023-09-22T02:01:09 +# Modified : 2023-09-23T02:01:08 # Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv') diff --git a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd index a6b04195a8..7dcd0b56c0 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: "2023-09-22" +date: "2023-09-23" 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 82d0c86be0..84292353f9 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: "2023-09-22" +date: "2023-09-23" 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 900dae1f5b..508d3f5c70 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: "2023-09-22" +date: "2023-09-23" 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 324e7be41d..3e2aa3fccc 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: "2023-09-22" +date: "2023-09-23" 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 54ad18d8fd..ab0cc29063 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: "2023-09-22" +date: "2023-09-23" 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 6f1d375218..3f8b9baee7 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: "2023-09-22" +date: "2023-09-23" 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 ca7e90c2c4..7feecf7601 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd index 691733bcc5..d918e46c39 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd index 7456684e31..924e748033 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: "2023-09-22" +date: "2023-09-23" 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 ec90aab0ab..78b5e0a28f 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: "2023-09-22" +date: "2023-09-23" 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 f088585007..f4aa9a62b8 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: "2023-09-22" +date: "2023-09-23" 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 56c4583142..faa18fdcc3 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: "2023-09-22" +date: "2023-09-23" 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 b5914796a9..dae82c046b 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: "2023-09-22" +date: "2023-09-23" 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 5511360dd3..8aa877193b 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: "2023-09-22" +date: "2023-09-23" 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 afac4239bf..2d249a4a90 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: "2023-09-22" +date: "2023-09-23" 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 45254adda0..711c17e1aa 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: "2023-09-22" +date: "2023-09-23" 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 c613d08981..e773485e2b 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: "2023-09-22" +date: "2023-09-23" 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 cdaf629d1c..54b02b026e 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: "2023-09-22" +date: "2023-09-23" 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 c864564eec..ebd7034f0b 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: "2023-09-22" +date: "2023-09-23" 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 8a82334545..81aa49b1f1 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: "2023-09-22" +date: "2023-09-23" 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 820ab50a2d..df969538ef 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: "2023-09-22" +date: "2023-09-23" 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 b2655b8b80..5775090afa 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: "2023-09-22" +date: "2023-09-23" 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 a56ff14d33..526303c540 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: "2023-09-22" +date: "2023-09-23" 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 6a566f91fb..618dbca29a 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: "2023-09-22" +date: "2023-09-23" 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 09614f3a78..b2c56e0686 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: "2023-09-22" +date: "2023-09-23" 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 ac78c05b8e..46862b30a8 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: "2023-09-22" +date: "2023-09-23" 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 8adc69112a..991878e27c 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: "2023-09-22" +date: "2023-09-23" 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 3ab464345d..dd84d94682 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: "2023-09-22" +date: "2023-09-23" 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 1d7993bd8e..6fca066d7f 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: "2023-09-22" +date: "2023-09-23" 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 55620ba86c..94ea8e142c 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: "2023-09-22" +date: "2023-09-23" 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 8135c63e1f..d537273540 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd index 4ea8d791f1..0f025932d5 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: "2023-09-22" +date: "2023-09-23" 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 3e0a9e2321..e879ec5077 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd index 38fc9ee4d3..f3c009c598 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: "2023-09-22" +date: "2023-09-23" 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 ab9c1cbe99..834637769f 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: "2023-09-22" +date: "2023-09-23" 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 79e6a355c6..070b2197ea 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: "2023-09-22" +date: "2023-09-23" 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 be0d9e657d..fde4206d73 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: "2023-09-22" +date: "2023-09-23" 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 fe73ba3f1b..8f31cb4e54 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd index 4a15e74c34..c033f8403b 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: "2023-09-22" +date: "2023-09-23" 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 1f0941cb6b..80afecf503 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: "2023-09-22" +date: "2023-09-23" 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 d521301508..fb89cd5d35 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: "2023-09-22" +date: "2023-09-23" 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 5f518b06c9..9e4716f80d 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd index d568f28c83..fe6b93474a 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: "2023-09-22" +date: "2023-09-23" 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 917db3850d..abcc07e864 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd index 3cba09e2c7..cd8d1f7827 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: "2023-09-22" +date: "2023-09-23" 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 031572dd56..34ff66470a 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd index ae0f2ba2f7..91489060b9 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: "2023-09-22" +date: "2023-09-23" 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 92c988cf00..5cb878fffe 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: "2023-09-22" +date: "2023-09-23" 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 f5e22626fc..19e6cda2c6 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/720@geschaeftsfeld-gesellschaft-stadt-uster.Rmd b/01_r-markdown/720@geschaeftsfeld-gesellschaft-stadt-uster.Rmd index 35c6444bd8..647fa58c61 100644 --- a/01_r-markdown/720@geschaeftsfeld-gesellschaft-stadt-uster.Rmd +++ b/01_r-markdown/720@geschaeftsfeld-gesellschaft-stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/721@geschaeftsfeld-gesellschaft-stadt-uster.Rmd b/01_r-markdown/721@geschaeftsfeld-gesellschaft-stadt-uster.Rmd index ce28d85908..462160c8ba 100644 --- a/01_r-markdown/721@geschaeftsfeld-gesellschaft-stadt-uster.Rmd +++ b/01_r-markdown/721@geschaeftsfeld-gesellschaft-stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2023-09-22" +date: "2023-09-23" 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 ca80b97ea0..6ef45765f2 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd index 0a6e09b37f..e32075b852 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd index 7d216c3f70..1331837f59 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd index 50c74c218b..45773d43f6 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: "2023-09-22" +date: "2023-09-23" 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 cbcee29bdf..e39306f6fe 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd index 9ed36c5bf0..8e06df0393 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd index 74c0a0eece..e8dbb44135 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/01_r-markdown/736@awel-kanton-zuerich.Rmd b/01_r-markdown/736@awel-kanton-zuerich.Rmd index 9d87f80ebe..3c67d0b97e 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: "2023-09-22" +date: "2023-09-23" 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 b6b1224105..89a1f6189e 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: "2023-09-22" +date: "2023-09-23" 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 b82f92ff41..6c83632fd4 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: "2023-09-22" +date: "2023-09-23" 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 e824774439..dbd4e8606f 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: "2023-09-22" +date: "2023-09-23" 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 788fd10699..5233e23f0e 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: "2023-09-22" +date: "2023-09-23" 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 d78dc0ac8e..448f8caf8b 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: "2023-09-22" +date: "2023-09-23" 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 bc725f0393..02eedf726e 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: "2023-09-22" +date: "2023-09-23" 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 82990f17b6..ccae5987c9 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: "2023-09-22" +date: "2023-09-23" 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 2f9c8bed87..49b22c0f87 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: "2023-09-22" +date: "2023-09-23" 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 30f923ee49..03a9669f8c 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: "2023-09-22" +date: "2023-09-23" 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 f6724a9d5a..bbd4a911e1 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: "2023-09-22" +date: "2023-09-23" 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 0d7fe1b17b..e5c748b245 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: "2023-09-22" +date: "2023-09-23" 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 e6e3ddbc8d..0f4e78e8da 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: "2023-09-22" +date: "2023-09-23" 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 46c235fd3e..8290de3614 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: "2023-09-22" +date: "2023-09-23" 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 3806c55516..6b8225799e 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: "2023-09-22" +date: "2023-09-23" 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 e66aeb95a2..4b343ba916 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: "2023-09-22" +date: "2023-09-23" 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 1537d51d90..e1faa9fdea 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: "2023-09-22" +date: "2023-09-23" 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 42c18b9840..6a2d3ff8e9 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: "2023-09-22" +date: "2023-09-23" 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 b1d6e54176..9b3663fb51 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: "2023-09-22" +date: "2023-09-23" 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 9f8a3ce51f..c789f46bc2 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: "2023-09-22" +date: "2023-09-23" 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 2dafb09a50..f3ee6304ee 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: "2023-09-22" +date: "2023-09-23" 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 4d121d4b1e..88f1d30a0a 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: "2023-09-22" +date: "2023-09-23" 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 febfcb67d1..fa306d13c8 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: "2023-09-22" +date: "2023-09-23" output: html_document --- diff --git a/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb b/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb index ee046bdcfa..15c811441b 100644 --- a/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb +++ b/02_python/1362@gesundheitsdirektion-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1362@gesundheitsdirektion-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten Selbstkontrolluntersuchungen sowie amtlichen Untersuchungen in den Gemeinden des Kantons Z\u00fcrich \u2013 im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Daten-Ressource 'Netzproben' enth\u00e4lt u. a. das Datum der Probenahme, die spezifische Bezeichnung des Analyten (z. B. Chlorothalonil 'R471811'), die Bezeichnung der Verteilzone(n) der Gemeinde sowie den Konzentrationsbereich (dem der Messwert zugeordnet wurde). Die Daten-Ressource 'Bewertungskategorien' enth\u00e4lt die Kategorien der Konzentrationsbereiche pro Analyt sowie den Zeitraum, zu dem sie f\u00fcr die Qualit\u00e4tsbewertung G\u00fcltigkeit haben. Die Messwerte aus den erg\u00e4nzenden Selbstkontrolluntersuchungen durchgef\u00fchrt durch externe Dienstleistungslaboratorien im Auftrag der Wasserversorgungen sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020 (Selbstkontrolle der Wasserversorgungen)' enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1362@gesundheitsdirektion-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:10:26`\n- **Modified** `2023-09-15T11:25:04`\n- **Startdate** `2020-01-01`\n- **Enddate** `2023-06-17`\n- **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Gesundheitsdirektion des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 2661\n# Title : Bewertungskategorien der Trinkwasserqualit\u00e4t\n# Description : Kategorien von Konzentrationsbereichen pro Analyt zur Qualit\u00e4tsbewertung. Variablen: 'analyt' = spezifische Bezeichnung des Indikators (z. B. Chlorothalonil \"R471811\"); 'kategorie' = Konzentrationsbereich von Messwerten; 'kategorie_sortierung' = Sortierung nach aufsteigender Konzentration; 'farbcode' = hexadezimaler Farbcode, der die Einf\u00e4rbung der Kategorie in der Visualisierung des Kantonalen Labors bestimmt (siehe 'Trinkwasser' unter \"Weitere Informationen\"); 'start_datum' = Beginn der G\u00fcltigkeit des Konzentrationsbereichs; 'end_datum' = Ende der G\u00fcltigkeit des Konzentrationsbereichs; 'bemerkung' = Hinweise zum Grund der \u00c4nderung des Konzentrationsbereichs.\n# Issued : 2023-03-24T10:10:26\n# Modified : 2023-03-24T10:10:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Konzentrationsbereiche.csv')\n\n# Distribution 1\n# Ktzhdistid : 2662\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : NA\n# Issued : 2023-03-24T10:10:26\n# Modified : 2023-09-15T11:25:04\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Gesundheitsdirektion des Kantons Z\u00fcrich | Kantonales Labor | davi@kl.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1362@gesundheitsdirektion-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten Selbstkontrolluntersuchungen sowie amtlichen Untersuchungen in den Gemeinden des Kantons Z\u00fcrich \u2013 im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Daten-Ressource 'Netzproben' enth\u00e4lt u. a. das Datum der Probenahme, die spezifische Bezeichnung des Analyten (z. B. Chlorothalonil 'R471811'), die Bezeichnung der Verteilzone(n) der Gemeinde sowie den Konzentrationsbereich (dem der Messwert zugeordnet wurde). Die Daten-Ressource 'Bewertungskategorien' enth\u00e4lt die Kategorien der Konzentrationsbereiche pro Analyt sowie den Zeitraum, zu dem sie f\u00fcr die Qualit\u00e4tsbewertung G\u00fcltigkeit haben. Die Messwerte aus den erg\u00e4nzenden Selbstkontrolluntersuchungen durchgef\u00fchrt durch externe Dienstleistungslaboratorien im Auftrag der Wasserversorgungen sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020 (Selbstkontrolle der Wasserversorgungen)' enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1362@gesundheitsdirektion-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:10:26`\n- **Modified** `2023-09-22T11:25:04`\n- **Startdate** `2020-01-01`\n- **Enddate** `2023-06-24`\n- **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Gesundheitsdirektion des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`2` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 2661\n# Title : Bewertungskategorien der Trinkwasserqualit\u00e4t\n# Description : Kategorien von Konzentrationsbereichen pro Analyt zur Qualit\u00e4tsbewertung. Variablen: 'analyt' = spezifische Bezeichnung des Indikators (z. B. Chlorothalonil \"R471811\"); 'kategorie' = Konzentrationsbereich von Messwerten; 'kategorie_sortierung' = Sortierung nach aufsteigender Konzentration; 'farbcode' = hexadezimaler Farbcode, der die Einf\u00e4rbung der Kategorie in der Visualisierung des Kantonalen Labors bestimmt (siehe 'Trinkwasser' unter \"Weitere Informationen\"); 'start_datum' = Beginn der G\u00fcltigkeit des Konzentrationsbereichs; 'end_datum' = Ende der G\u00fcltigkeit des Konzentrationsbereichs; 'bemerkung' = Hinweise zum Grund der \u00c4nderung des Konzentrationsbereichs.\n# Issued : 2023-03-24T10:10:26\n# Modified : 2023-03-24T10:10:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Konzentrationsbereiche.csv')\n\n# Distribution 1\n# Ktzhdistid : 2662\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : NA\n# Issued : 2023-03-24T10:10:26\n# Modified : 2023-09-22T11:25:04\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/data/gesundheitsdirektion-kanton-zuerich/kl/twq-data/Trinkwasserqualitaetsexport.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Gesundheitsdirektion des Kantons Z\u00fcrich | Kantonales Labor | davi@kl.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/1641@statistisches-amt-kanton-zuerich.ipynb b/02_python/1641@statistisches-amt-kanton-zuerich.ipynb index 5e4c550c44..6d0af0b2f8 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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1641@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-08-17T10:43:44`\n- **Modified** `2023-09-15T12:49:44`\n- **Startdate** `None`\n- **Enddate** `2023-09-15`\n- **Theme** `['\u00d6ffentliche Verwaltung und Finanzen']`\n- **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', 'stadtverwaltung', '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 : 2023-09-15T12:49:45\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1641@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-08-17T10:43:44`\n- **Modified** `2023-09-22T12:49:50`\n- **Startdate** `None`\n- **Enddate** `2023-09-22`\n- **Theme** `['\u00d6ffentliche Verwaltung und Finanzen']`\n- **Keyword** `['gemeinden', 'gemeindeverwaltung', 'kantonale_verwaltung', 'kanton_zuerich', 'stadtverwaltung', '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 : 2023-09-22T12:49:51\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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/1863@stadt-winterthur.ipynb b/02_python/1863@stadt-winterthur.ipynb index 82211aa587..952e64d861 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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2023-09-21T10:10:50`\n- **Startdate** `2013-01-01`\n- **Enddate** `2023-09-20`\n- **Theme** `['Energie']`\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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 : 2023-09-21T10:10:51\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2023-09-22T10:10:51`\n- **Startdate** `2013-01-01`\n- **Enddate** `2023-09-21`\n- **Theme** `['Energie']`\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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 : 2023-09-22T10:10:52\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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 53c14183d4..21ca668483 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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2023-09-22T01:01:18`\n- **Startdate** `2020-01-01`\n- **Enddate** `2023-09-22`\n- **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']`\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 : NA\n# Issued : 2023-03-24T10:12:00\n# Modified : 2023-09-22T01:01:18\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2023-09-23T01:01:18`\n- **Startdate** `2020-01-01`\n- **Enddate** `2023-09-23`\n- **Theme** `['Land- und Forstwirtschaft', 'Gesundheit', 'Raum, Umwelt']`\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 : NA\n# Issued : 2023-03-24T10:12:00\n# Modified : 2023-09-23T01:01:17\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceRequired\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 5aa5642948..a6f7aec3b7 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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2023-09-22T03:47:42`\n- **Startdate** `2022-11-01`\n- **Enddate** `2023-09-21`\n- **Theme** `['Raum, Umwelt']`\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 **`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 : 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 : 2023-09-22T03:47:42\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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 : 2023-09-22T03:47:43\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.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/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2023-09-23T03:47:42`\n- **Startdate** `2022-11-01`\n- **Enddate** `2023-09-22`\n- **Theme** `['Raum, Umwelt']`\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 **`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 : 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 : 2023-09-23T03:47:42\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\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 : 2023-09-23T03:47:43\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.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/563@awel-kanton-zuerich.ipynb b/02_python/563@awel-kanton-zuerich.ipynb index 7ca9f145e4..cd06d04161 100644 --- a/02_python/563@awel-kanton-zuerich.ipynb +++ b/02_python/563@awel-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2023-09-22T00:01:10`\n- **Startdate** `None`\n- **Enddate** `2023-09-21`\n- **Theme** `['Raum, Umwelt']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`54` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-09-22T02:01:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 11\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 12\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 13\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 14\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 15\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 16\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 17\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 18\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 19\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 20\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 21\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 22\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 23\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 24\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 25\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 26\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 27\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 28\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 29\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 30\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 31\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 34\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 35\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 36\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 37\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 38\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 39\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 40\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 41\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 42\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 43\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n# Distribution 44\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 45\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 46\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 47\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 48\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 49\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 50\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 51\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 52\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 53\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2023-09-23T00:01:09`\n- **Startdate** `None`\n- **Enddate** `2023-09-22`\n- **Theme** `['Raum, Umwelt']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`54` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-09-23T02:01:08\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 11\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 12\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 13\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 14\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 15\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 16\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 17\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 18\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 19\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 20\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 21\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 22\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 23\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 24\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 25\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 26\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 27\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 28\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 29\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 30\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 31\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 34\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 35\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 36\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 37\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 38\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 39\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 40\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 41\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 42\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 43\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n# Distribution 44\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 45\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 46\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 47\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 48\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 49\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 50\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 51\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 52\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 53\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n# Rights : NonCommercialAllowed-CommercialAllowed-ReferenceNotRequired\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/README.md b/README.md index 7a03b36866..5130fadd40 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: **2023-09-22 03:36:05** +Latest update: **2023-09-23 03:36:06** | ID | Title (abbreviated to 200 chars) | Python Colab | Python GitHub | R GitHub | | :-- | :-- | :-- | :-- | :-- |