diff --git a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd index 1bc99882b6..937153e8e4 100644 --- a/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/100@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd index f6fa2b7cfe..3550e860f9 100644 --- a/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/101@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5def5fcd14..8722b7eb25 100644 --- a/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/102@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7cc25d03ec..d4907ed49b 100644 --- a/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/103@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1040@stadt-uster.Rmd b/01_r-markdown/1040@stadt-uster.Rmd index 5da24f0930..6ef23b754a 100644 --- a/01_r-markdown/1040@stadt-uster.Rmd +++ b/01_r-markdown/1040@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c2c56c6d97..431fccfb7d 100644 --- a/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/104@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bc5cb9558a..7b0e1fad80 100644 --- a/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/105@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7fd35d2a5c..4776afa2b3 100644 --- a/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/106@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ca3a7541a4..2cf8062dfa 100644 --- a/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/107@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e61bcef841..a2eacc9527 100644 --- a/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/109@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0d461a15e9..df029620de 100644 --- a/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/10@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f083a0bdad..0d8c487162 100644 --- a/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/110@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1120@are-kanton-zuerich.Rmd b/01_r-markdown/1120@are-kanton-zuerich.Rmd index 4f081f2298..42d8217f1d 100644 --- a/01_r-markdown/1120@are-kanton-zuerich.Rmd +++ b/01_r-markdown/1120@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b17b6d7042..bd97669092 100644 --- a/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/112@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5de8171b2e..6957037f6d 100644 --- a/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/113@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 268ba7fd66..befb30599b 100644 --- a/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/114@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 41124d9d04..bbbeba38c9 100644 --- a/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/115@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 828137dd31..bc88afe656 100644 --- a/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/116@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3b6d23d212..5d6db67d10 100644 --- a/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/117@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 14d063f056..c11c48c4bf 100644 --- a/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/118@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 aae18c04d9..295b71cf98 100644 --- a/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/119@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 320310dfe1..48db622db3 100644 --- a/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/11@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd index f633bcf8f9..d79630c4ce 100644 --- a/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/1202@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3b4ae266a8..4c5e4a1d58 100644 --- a/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/120@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6586727ab9..3b86017c11 100644 --- a/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1281@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b2ec45fcd2..9daab6e294 100644 --- a/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1282@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ba15d27c5d..99c06e5dab 100644 --- a/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/128@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c93dc8e350..5491d2246e 100644 --- a/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/12@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd index 804ab6bae6..aa16debdb4 100644 --- a/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd +++ b/01_r-markdown/1321@personalamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 55f952e1e4..fc1364fa27 100644 --- a/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/133@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 58a5c38fb2..1e35bdb027 100644 --- a/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1341@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 76f5d1f5a9..881665b722 100644 --- a/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/134@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7e81aba8d2..acae352da3 100644 --- a/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/135@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd index f5ed525c35..589b3a7dd6 100644 --- a/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/1362@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1363@awel-kanton-zuerich.Rmd b/01_r-markdown/1363@awel-kanton-zuerich.Rmd index 4acf57f3d2..f2fa62a7fe 100644 --- a/01_r-markdown/1363@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1363@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3a6b4f0e77..78ff092b95 100644 --- a/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/136@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7d08cbd59a..278b2f8d8a 100644 --- a/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/137@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1381@stadt-winterthur.Rmd b/01_r-markdown/1381@stadt-winterthur.Rmd index f0645a46a2..df05d92b55 100644 --- a/01_r-markdown/1381@stadt-winterthur.Rmd +++ b/01_r-markdown/1381@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1382@stadt-uster.Rmd b/01_r-markdown/1382@stadt-uster.Rmd index c48f07c44f..9a63f57431 100644 --- a/01_r-markdown/1382@stadt-uster.Rmd +++ b/01_r-markdown/1382@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8010302121..75a3d28371 100644 --- a/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/138@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e1f75c7fe8..b96d19fd9d 100644 --- a/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/139@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f5ef75112e..5f354ddb40 100644 --- a/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/13@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd index 3bae329cd9..acfd201d0d 100644 --- a/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd +++ b/01_r-markdown/1401@finanzverwaltung-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b5f0d7d364..7763cf44f0 100644 --- a/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/141@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd index fe6f3a2506..285868f1b4 100644 --- a/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd +++ b/01_r-markdown/1421@handelsregisteramt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ed759bb489..364c84acfd 100644 --- a/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/142@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dfa6e7a339..b4421d3aa8 100644 --- a/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/143@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6beabc2756..95092c71ab 100644 --- a/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/144@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8cca24b717..b6597e836e 100644 --- a/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/145@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 19d30491e4..5473115376 100644 --- a/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/146@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b2c9d54082..53264d48c7 100644 --- a/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/147@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1481@stadt-winterthur.Rmd b/01_r-markdown/1481@stadt-winterthur.Rmd index 3896ecd20a..eeb60ce88d 100644 --- a/01_r-markdown/1481@stadt-winterthur.Rmd +++ b/01_r-markdown/1481@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 88d4b66d0e..483b742ff0 100644 --- a/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/148@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e6566a6d56..c6a2b84124 100644 --- a/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/149@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2227d8a1b1..7cda354f0e 100644 --- a/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/14@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 94137c6164..7f93c44238 100644 --- a/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/1501@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 af451e4124..3f82db27f9 100644 --- a/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/150@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1521@stadt-winterthur.Rmd b/01_r-markdown/1521@stadt-winterthur.Rmd index b1475ff58b..70eb10b334 100644 --- a/01_r-markdown/1521@stadt-winterthur.Rmd +++ b/01_r-markdown/1521@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1522@stadt-winterthur.Rmd b/01_r-markdown/1522@stadt-winterthur.Rmd index 820461dc44..04c11b3269 100644 --- a/01_r-markdown/1522@stadt-winterthur.Rmd +++ b/01_r-markdown/1522@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0a83fce481..8abca8484e 100644 --- a/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/152@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 cb14853502..ea9d824b8c 100644 --- a/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/153@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 66482fb7a9..b541e817f5 100644 --- a/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1541@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 993cc63061..8b7f2073aa 100644 --- a/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/154@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 cf732dc2ce..d38f5895af 100644 --- a/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/155@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bdeb9c49d6..445149b31a 100644 --- a/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/156@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 760de723af..0b9bcdddc0 100644 --- a/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/157@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd index abb212e548..69256a14a2 100644 --- a/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1581@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd index 40e246dad7..8cb94ba6ac 100644 --- a/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1582@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd index be7786eea8..ff4890a5a9 100644 --- a/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1583@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ddf7840e47..a5cac5f6ad 100644 --- a/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/158@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4d8e4ed6de..2aaefe5feb 100644 --- a/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/159@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 45621c9423..c46057ad77 100644 --- a/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/15@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1601@stadt-winterthur.Rmd b/01_r-markdown/1601@stadt-winterthur.Rmd index eb58f575c1..ef0b59c01d 100644 --- a/01_r-markdown/1601@stadt-winterthur.Rmd +++ b/01_r-markdown/1601@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1602@stadt-winterthur.Rmd b/01_r-markdown/1602@stadt-winterthur.Rmd index 368d501c32..62d24558f6 100644 --- a/01_r-markdown/1602@stadt-winterthur.Rmd +++ b/01_r-markdown/1602@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c2e35af749..768e807a53 100644 --- a/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/160@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c794f5b40d..72cbef99f3 100644 --- a/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/161@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1621@stadt-winterthur.Rmd b/01_r-markdown/1621@stadt-winterthur.Rmd index 67073967e6..af983ddbdd 100644 --- a/01_r-markdown/1621@stadt-winterthur.Rmd +++ b/01_r-markdown/1621@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 422b488136..a9143cf369 100644 --- a/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/162@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 79eb6969f5..f32240693b 100644 --- a/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/163@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6f79be6266..5eca02c151 100644 --- a/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1641@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd index 2a6725301e..a0a56e3e39 100644 --- a/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/1642@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ac3cd69213..2922a3423f 100644 --- a/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/164@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9c8d4795fb..a0ccbb90be 100644 --- a/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/165@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1661@awel-kanton-zuerich.Rmd b/01_r-markdown/1661@awel-kanton-zuerich.Rmd index 2d14adea3e..d8fd54e424 100644 --- a/01_r-markdown/1661@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1661@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0f444eec07..23e23cc94f 100644 --- a/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/166@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9b8be2c12d..5604f349c5 100644 --- a/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/167@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1681@awel-kanton-zuerich.Rmd b/01_r-markdown/1681@awel-kanton-zuerich.Rmd index 7a24a8ebf3..6d59667150 100644 --- a/01_r-markdown/1681@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1681@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 52e1bb1514..9a363a8343 100644 --- a/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/168@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 93d045e382..c68b538b7d 100644 --- a/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/169@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1c1e127276..73a3b2faa3 100644 --- a/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/170@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 80c8c7a34b..9a0fa6cd8a 100644 --- a/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1722@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 448e479110..17747ee740 100644 --- a/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1723@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7a1d142ec9..a205dc461f 100644 --- a/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/172@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b7aaf29a4d..4f59578318 100644 --- a/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/173@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c15ebbb688..8e0aea5173 100644 --- a/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1742@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8882a3a9c9..6c8abf8171 100644 --- a/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/174@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e2532cbccc..0a88e4eb92 100644 --- a/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/175@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 809a1c39e4..77445e12b2 100644 --- a/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/176@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7776006541..98bd7dd998 100644 --- a/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/177@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dcbb349222..9ccd659bdb 100644 --- a/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/178@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 36efcd9d95..b0b7404bdb 100644 --- a/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/179@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1802@are-kanton-zuerich.Rmd b/01_r-markdown/1802@are-kanton-zuerich.Rmd index a38183908f..89e5ab9b1d 100644 --- a/01_r-markdown/1802@are-kanton-zuerich.Rmd +++ b/01_r-markdown/1802@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1803@awel-kanton-zuerich.Rmd b/01_r-markdown/1803@awel-kanton-zuerich.Rmd index 24d911caa0..054f2818cf 100644 --- a/01_r-markdown/1803@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/1803@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 eb64d3bdea..f859f7290a 100644 --- a/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/181@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1823@stadt-winterthur.Rmd b/01_r-markdown/1823@stadt-winterthur.Rmd index e147d63f14..0773bbee71 100644 --- a/01_r-markdown/1823@stadt-winterthur.Rmd +++ b/01_r-markdown/1823@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d1b3c902a4..9b9c0c2b73 100644 --- a/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/182@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a8191f38ce..63265a21c0 100644 --- a/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/183@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 754a3d62b1..f702858b74 100644 --- a/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/184@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f3afa775d5..f1996d8ab4 100644 --- a/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/185@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1863@stadt-winterthur.Rmd b/01_r-markdown/1863@stadt-winterthur.Rmd index b092ded30a..928586b801 100644 --- a/01_r-markdown/1863@stadt-winterthur.Rmd +++ b/01_r-markdown/1863@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 1863@stadt-winterthur. ## Metadata - **Issued** `2022-11-25T09:02:55` -- **Modified** `2024-11-09T09:11:45` +- **Modified** `2024-11-10T09:11:23` - **Startdate** `2013-01-01` -- **Enddate** `2024-11-08` +- **Enddate** `2024-11-09` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']` - **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -55,7 +55,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Energieverbrauch als Bruttolastgang ab 2022 # Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst. # Issued : 2022-11-25T09:02:55 -# Modified : 2024-11-09T10:11:45 +# Modified : 2024-11-10T10:11:23 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 f6481f17b1..e1e2c812ed 100644 --- a/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/186@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a1cff15473..7430b014b0 100644 --- a/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/187@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3e5d5ef748..3cafbe1b23 100644 --- a/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/188@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 78057e925f..f39294e7a7 100644 --- a/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/189@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 337990fd5d..a8100dcfe0 100644 --- a/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/190@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 97641eba05..4a347e3b95 100644 --- a/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/191@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ebeb63b62e..40f49d9119 100644 --- a/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/192@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b9557bd71a..3af0b31697 100644 --- a/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/193@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1b290462cf..679d3294f2 100644 --- a/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/194@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 295845186c..b138c01b89 100644 --- a/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/195@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0291acb723..4ce62ef234 100644 --- a/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/196@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a76b88d1f4..96c04cffd6 100644 --- a/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/197@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/1982@afm-kanton-zuerich.Rmd b/01_r-markdown/1982@afm-kanton-zuerich.Rmd index 980c71391a..d682066e41 100644 --- a/01_r-markdown/1982@afm-kanton-zuerich.Rmd +++ b/01_r-markdown/1982@afm-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6980f3cf97..176f360b08 100644 --- a/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/199@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 461310fd6c..d206c51f49 100644 --- a/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/19@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a5d1bb2766..8d3c60534d 100644 --- a/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/1@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4dc26ccee1..adb1f68af4 100644 --- a/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/200@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d0b535a8de..d1a6b04f8e 100644 --- a/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/201@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 60d8caeef0..3f21170a9d 100644 --- a/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/2022@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e2c7060a4b..7478121752 100644 --- a/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/202@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 93c362dbeb..3fbca85c5d 100644 --- a/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/203@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd index 15ba3b3914..488c30281e 100644 --- a/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/2042@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3d0dc55ce1..e99e067037 100644 --- a/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/204@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3353d2f0f1..907d342f4d 100644 --- a/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/205@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0f1204988d..f36f20ddf7 100644 --- a/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/2063@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 2063@fachstelle-ogd-kanton-zuerich. ## Metadata - **Issued** `2023-03-24T10:12:00` -- **Modified** `2024-11-10T00:00:59` +- **Modified** `2024-11-11T00:01:04` - **Startdate** `2020-01-01` -- **Enddate** `2024-11-10` +- **Enddate** `2024-11-11` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']` - **Publisher** `['Fachstelle Open Government Data des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Netzproben der Trinkwasserqualität # Description : None # Issued : 2023-03-24T10:12:00 -# Modified : 2024-11-10T01:00:59 +# Modified : 2024-11-11T01:01:03 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 0a23207d1a..97a96fc363 100644 --- a/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/206@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dccd122670..6a49432683 100644 --- a/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/207@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c3d6ea6ccf..8ca586f8d0 100644 --- a/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/208@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 fd046e21e0..5178e18a41 100644 --- a/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/209@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a8a8079eab..ddbc09978d 100644 --- a/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/20@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2102@awel-kanton-zuerich.Rmd b/01_r-markdown/2102@awel-kanton-zuerich.Rmd index 8772079a51..70c364dfae 100644 --- a/01_r-markdown/2102@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2102@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 20ddd85d31..d88d0a0398 100644 --- a/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/210@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 88f562e0b6..43a2ccd9ee 100644 --- a/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/211@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 cee3cbbc43..fe029e59e9 100644 --- a/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/212@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 78a2e679d5..25a5b0e6a7 100644 --- a/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/213@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2142@stadt-winterthur.Rmd b/01_r-markdown/2142@stadt-winterthur.Rmd index ab3ce4b4a4..ee40189828 100644 --- a/01_r-markdown/2142@stadt-winterthur.Rmd +++ b/01_r-markdown/2142@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 2142@stadt-winterthur. ## Metadata - **Issued** `2023-08-28T16:46:58` -- **Modified** `2024-11-10T02:47:54` +- **Modified** `2024-11-11T02:47:54` - **Startdate** `2022-11-01` -- **Enddate** `2024-11-09` +- **Enddate** `2024-11-10` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']` - **Publisher** `['Stadt Winterthur']` @@ -64,7 +64,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Standorte-Stationen # Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale "laengengrad" und "breitengrad" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verfügbaren Messdaten bestimmt. # Issued : 2023-08-28T16:46:58 -# Modified : 2024-11-10T03:47:56 +# Modified : 2024-11-11T03:47:56 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv') @@ -73,7 +73,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Messdaten_2024 # Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten können Lücken enthalten. # Issued : 2024-01-02T03:48:21 -# Modified : 2024-11-10T03:47:54 +# Modified : 2024-11-11T03:47:54 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv') diff --git a/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd index 1ed5466829..0f2a38aabb 100644 --- a/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/214@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 767411150c..3d5ab9350e 100644 --- a/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/215@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 efd113182b..feed057535 100644 --- a/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/216@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 068fa3c463..aadfd35d7c 100644 --- a/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/217@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 29d1166549..863a4cd06f 100644 --- a/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2182@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 386d3bcd0a..2733461387 100644 --- a/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2183@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c698316df1..351002038a 100644 --- a/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2184@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 77f87c7f72..7816fec7e5 100644 --- a/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/218@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 23ae1248fe..4981c55621 100644 --- a/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/21@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1259ccaa6d..ed00f1a190 100644 --- a/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2202@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 64cc2bf78e..edd79c7a7c 100644 --- a/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2203@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c92b4c68bd..79edc87824 100644 --- a/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/220@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7f996ef278..b8d4b0838c 100644 --- a/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/221@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f45b5ae5a4..884ada53ac 100644 --- a/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/222@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 00dc73537b..b64c85a965 100644 --- a/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/223@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2242@ekz.Rmd b/01_r-markdown/2242@ekz.Rmd index 7b59b413f5..85e2228cab 100644 --- a/01_r-markdown/2242@ekz.Rmd +++ b/01_r-markdown/2242@ekz.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a3cad59e8b..1e7f1e4bf3 100644 --- a/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/224@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 195d0fdb88..ea5224ef85 100644 --- a/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/225@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 27a68cf8ed..5aa3849e85 100644 --- a/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/226@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2282@ima-kanton-zuerich.Rmd b/01_r-markdown/2282@ima-kanton-zuerich.Rmd index 688e801173..65af05d9b1 100644 --- a/01_r-markdown/2282@ima-kanton-zuerich.Rmd +++ b/01_r-markdown/2282@ima-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1d1a48a805..67dc1d87c4 100644 --- a/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/228@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d1a0e5e93d..8f63f57180 100644 --- a/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/229@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f98ce5d829..b59850f10d 100644 --- a/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/22@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3344ab5aaf..7caa21dd89 100644 --- a/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/230@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 04f357a972..3dffc227f8 100644 --- a/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/231@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 436caa4799..746414d4ca 100644 --- a/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2322@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 238872214a..71d1caa18a 100644 --- a/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/232@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 56b61037a0..fc771e96a4 100644 --- a/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/233@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7227f81ce0..b4503922f6 100644 --- a/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/234@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 482948b600..f17f931a3d 100644 --- a/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/235@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd index 59d24f07a2..e632263267 100644 --- a/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2362@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd index 0ccc9bee1b..f32ba55f94 100644 --- a/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2363@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f9f75a4020..c3a7f97593 100644 --- a/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/237@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2382@awel-kanton-zuerich.Rmd b/01_r-markdown/2382@awel-kanton-zuerich.Rmd index 98aef2ef3a..61d2b2c820 100644 --- a/01_r-markdown/2382@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2382@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2383@awel-kanton-zuerich.Rmd b/01_r-markdown/2383@awel-kanton-zuerich.Rmd index 8384508648..5b7e40ff96 100644 --- a/01_r-markdown/2383@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2383@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2384@awel-kanton-zuerich.Rmd b/01_r-markdown/2384@awel-kanton-zuerich.Rmd index 4a705eec5f..64a8efa94a 100644 --- a/01_r-markdown/2384@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2384@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1a4b002a38..aabefbeb3a 100644 --- a/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/238@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1db692683d..32a18c27d0 100644 --- a/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/23@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9bd460894f..55d17ce8a4 100644 --- a/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/240@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a84980f2b8..5370dc8105 100644 --- a/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/241@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2423@awi-kanton-zuerich.Rmd b/01_r-markdown/2423@awi-kanton-zuerich.Rmd index b81606a60a..d0f24947a9 100644 --- a/01_r-markdown/2423@awi-kanton-zuerich.Rmd +++ b/01_r-markdown/2423@awi-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2442@awel-kanton-zuerich.Rmd b/01_r-markdown/2442@awel-kanton-zuerich.Rmd index a7b0c0327c..8492fd55a1 100644 --- a/01_r-markdown/2442@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2442@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6492a06936..d04152dd6d 100644 --- a/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/245@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2462@awel-kanton-zuerich.Rmd b/01_r-markdown/2462@awel-kanton-zuerich.Rmd index 0f4c1be2e8..229336d749 100644 --- a/01_r-markdown/2462@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2462@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd index 2eafe333d8..2617708b2a 100644 --- a/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2463@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 41d40d754f..333f5ee0d2 100644 --- a/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/246@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 877e0d201d..6f1049c353 100644 --- a/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/247@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd index 6b0a594222..e90a444a25 100644 --- a/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2483@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 08e12a3187..29e130e873 100644 --- a/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/249@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4b657ed2a9..2e9ef95c28 100644 --- a/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/24@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd index 6e391de028..d0d9df1869 100644 --- a/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2502@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd index 0cb171dff1..de71515ddf 100644 --- a/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2522@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- @@ -15,9 +15,9 @@ Auto generated R starter code for data set 2522@statistisches-amt-kanton-zuerich ## Metadata - **Issued** `2024-01-26T11:21:12` -- **Modified** `2024-11-10T02:49:18` +- **Modified** `2024-11-11T02:49:16` - **Startdate** `2023-09-01` -- **Enddate** `2024-11-09` +- **Enddate** `2024-11-10` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']` - **Keyword** `['ogd']` - **Publisher** `['Statistisches Amt des Kantons Zürich']` @@ -45,7 +45,7 @@ library(skimr) # Title : Web Analytics auf Ebene Datensatz # Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. # Issued : 2024-01-26T00:00:00 -# Modified : 2024-11-10T03:49:14 +# Modified : 2024-11-11T03:49:13 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv') @@ -54,7 +54,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics zu den Zugriffen auf Ebene Ressource # Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltflächen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfläche pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zusätzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer höher oder gleich als die Anzahl Klicks auf die Schaltflächen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gründen, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gezählt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann. # Issued : 2024-01-26T00:00:00 -# Modified : 2024-11-10T03:49:17 +# Modified : 2024-11-11T03:49:15 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv') @@ -63,7 +63,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics 'Details anzeigen' zu Ressourcen # Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf "Details anzeigen") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. # Issued : 2024-01-26T09:53:13 -# Modified : 2024-11-10T03:49:15 +# Modified : 2024-11-11T03:49:14 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv') @@ -72,7 +72,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_0000 # Title : Web Analytics auf Ebene verwandter Datensatz # Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. # Issued : 2024-01-26T09:52:45 -# Modified : 2024-11-10T03:49:18 +# Modified : 2024-11-11T03:49:15 df <- read_delim('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv') diff --git a/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd index a782f62c35..806dad55ce 100644 --- a/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/254@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2563@stadt-winterthur.Rmd b/01_r-markdown/2563@stadt-winterthur.Rmd index 1254fdc261..2ff22fa017 100644 --- a/01_r-markdown/2563@stadt-winterthur.Rmd +++ b/01_r-markdown/2563@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2564@stadt-winterthur.Rmd b/01_r-markdown/2564@stadt-winterthur.Rmd index 4578668fdd..802ea65d4a 100644 --- a/01_r-markdown/2564@stadt-winterthur.Rmd +++ b/01_r-markdown/2564@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2604@stadt-winterthur.Rmd b/01_r-markdown/2604@stadt-winterthur.Rmd index d40509a5da..5d06fdc51c 100644 --- a/01_r-markdown/2604@stadt-winterthur.Rmd +++ b/01_r-markdown/2604@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2605@stadt-winterthur.Rmd b/01_r-markdown/2605@stadt-winterthur.Rmd index eb9e10f124..1c215b1b81 100644 --- a/01_r-markdown/2605@stadt-winterthur.Rmd +++ b/01_r-markdown/2605@stadt-winterthur.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2622@are-kanton-zuerich.Rmd b/01_r-markdown/2622@are-kanton-zuerich.Rmd index 8d536149e7..f5446b5f14 100644 --- a/01_r-markdown/2622@are-kanton-zuerich.Rmd +++ b/01_r-markdown/2622@are-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2643@aln-kanton-zuerich.Rmd b/01_r-markdown/2643@aln-kanton-zuerich.Rmd index 238a8ec03d..ab6fd4fe76 100644 --- a/01_r-markdown/2643@aln-kanton-zuerich.Rmd +++ b/01_r-markdown/2643@aln-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/2683@awel-kanton-zuerich.Rmd b/01_r-markdown/2683@awel-kanton-zuerich.Rmd index 29e88b30db..7e5429398d 100644 --- a/01_r-markdown/2683@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/2683@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d383d42a3a..c022476630 100644 --- a/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/275@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8d7e779b35..8d005efec0 100644 --- a/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/279@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 67fb63fd2b..07d55f015f 100644 --- a/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/27@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 477c4b44b3..28f8c092e1 100644 --- a/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/280@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 41f61e6cd8..b290752726 100644 --- a/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/281@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 aca6de1cc7..3f3049a113 100644 --- a/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/282@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 00234a86b2..ece7b2c9dd 100644 --- a/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/283@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3b311e4184..ea2356dd3d 100644 --- a/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/284@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1b46e71a46..839f7f5247 100644 --- a/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/285@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 77c7716ea3..8fd23d23e8 100644 --- a/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/288@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2292685feb..fed26ace7d 100644 --- a/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/289@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f2b89667da..175c620ab3 100644 --- a/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/28@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1122e5ebf4..a382582bef 100644 --- a/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/290@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 38a79710ac..556df3419a 100644 --- a/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/291@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7144e7c123..4177adaef8 100644 --- a/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/292@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0e903ebd17..2d15e89926 100644 --- a/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/293@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9dd23afb74..322466b9ce 100644 --- a/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/294@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7144b1dd17..0065fe45f3 100644 --- a/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/295@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b7effa8271..9aa5bdb64a 100644 --- a/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/296@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 496f5e00df..60a3943643 100644 --- a/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/297@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 21c9e0fff6..9b2d99aa01 100644 --- a/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/298@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 024fa226db..2689e1bd0f 100644 --- a/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/299@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9607617ba1..8f75cc3a90 100644 --- a/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/29@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7e4282631f..4bcae48453 100644 --- a/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/2@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 293a92bccb..e4f97628f2 100644 --- a/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/300@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 fe7f0f0bf1..04b341c834 100644 --- a/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/301@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c2884071dd..9e946e9563 100644 --- a/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/302@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c8c76b68c1..489e8326b9 100644 --- a/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/303@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5228c20378..efabc63fa2 100644 --- a/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/304@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d43db38280..cf5f11ad6d 100644 --- a/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/305@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6de68eb5b3..bcf4db957e 100644 --- a/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/307@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6395c9b475..e1395203da 100644 --- a/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/308@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 947fd585ea..2468b22674 100644 --- a/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/309@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3020b8dfef..1e4572bea0 100644 --- a/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/30@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 87284034f2..5c1d579e30 100644 --- a/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/310@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 da43eaf2c6..3aa14d9af7 100644 --- a/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/312@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d8d8556747..e512bd3b93 100644 --- a/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/318@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 639a9f0130..fb01b69ed4 100644 --- a/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/320@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 880232aaa9..d49eedb0df 100644 --- a/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/321@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1be21bb7e0..013250c1df 100644 --- a/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/322@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 fcfa60b0ec..2b9d2f6f0b 100644 --- a/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/323@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 92f259ae76..3fcc100009 100644 --- a/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/325@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c0fe59f492..eba1568fa5 100644 --- a/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/326@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b43a810969..e361a1ed0d 100644 --- a/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/327@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f5d10f7a5c..7f61afb5eb 100644 --- a/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/32@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6fffb963d2..21a2c2cc1e 100644 --- a/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/332@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d5ba0907b8..180ca8401c 100644 --- a/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/334@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5020aa924a..51b6d44e36 100644 --- a/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/335@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f7a9ba0fb5..2466d2edb1 100644 --- a/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/336@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 793e62a984..53cc406275 100644 --- a/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/337@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 cb80c2840b..77be8a5321 100644 --- a/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/338@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 734801632d..5f84d085bc 100644 --- a/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/339@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6515a01770..b48bcb8694 100644 --- a/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/340@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b7dde479e1..3793730e4f 100644 --- a/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/341@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2464e67cf6..f62e452585 100644 --- a/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/342@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f8302c0f45..45f82a6ae1 100644 --- a/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/343@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8ee55b915b..ee1d6b7d02 100644 --- a/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/344@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b934527c1b..9b5c580d82 100644 --- a/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/345@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a1bd535324..aeae17e778 100644 --- a/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/346@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2110fe84fc..02cfc40e05 100644 --- a/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/347@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 830802fb4d..5911c7bdf7 100644 --- a/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/348@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f7289477a4..ce6a9c649d 100644 --- a/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/349@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6a91769854..69d9b38b99 100644 --- a/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/34@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 655ae10baf..232ae534ad 100644 --- a/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/352@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 55cc5173a0..2db86fdf78 100644 --- a/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/353@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 05e1630148..0bb6fa23b2 100644 --- a/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/354@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e71edc23fb..ab6af8cb1e 100644 --- a/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/355@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f2fd43cc00..2ae008c5a7 100644 --- a/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/356@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8bba130644..8c26eab9d7 100644 --- a/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/357@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7432014dbb..c2dfc288b6 100644 --- a/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/358@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d3c8ce38a9..900354816c 100644 --- a/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/359@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 08f87e6b17..14d716478b 100644 --- a/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/35@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1123f3c274..2db25e525f 100644 --- a/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/360@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 69165e7cad..13e93b7c24 100644 --- a/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/361@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0394d5f493..6899332d4f 100644 --- a/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/362@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bb6551d990..8d10915bea 100644 --- a/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/363@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 34eeeea91b..7b2d5f3994 100644 --- a/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/364@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b9bbc55db6..958c6c78d6 100644 --- a/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/366@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4e465988cf..13018ecdce 100644 --- a/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/369@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 79adfa8360..becd6128a7 100644 --- a/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/36@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3e9c3aaa3b..c24c001f26 100644 --- a/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/371@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c1da2386be..c16e0880f7 100644 --- a/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/372@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 524edb55cf..b8d378b1b6 100644 --- a/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/373@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ba854bc23b..1987745761 100644 --- a/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/374@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 087cc71fc0..8c4b18b124 100644 --- a/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/377@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a270fede11..1fadc7d57b 100644 --- a/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/378@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6741c6613e..160b130a72 100644 --- a/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/379@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 600b139f58..ef564267f3 100644 --- a/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/380@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b9268576f9..2f1218b1b8 100644 --- a/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/381@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8a791a7851..16f15f2c01 100644 --- a/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/382@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c2cf5ef10c..d4cd1aac95 100644 --- a/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/384@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 93b44ddff5..8aef44c82f 100644 --- a/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/385@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d4bfc43ba1..41df85d910 100644 --- a/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/386@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 217cdc9674..aef96136de 100644 --- a/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/387@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3245e559aa..daa491c965 100644 --- a/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/388@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e53c3e51da..08bbfe5989 100644 --- a/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/389@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f4f6afb911..fe11834fe6 100644 --- a/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/390@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f26eae31bd..7cc222fc2e 100644 --- a/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/391@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0d04e4c5fe..99b73e028f 100644 --- a/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/392@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 17178fbcc4..ef62a91eb1 100644 --- a/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/393@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f7809dee03..de759fa10b 100644 --- a/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/394@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 af658e60f7..0f849bfd4c 100644 --- a/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/395@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a0adae1415..ae1ca2e784 100644 --- a/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/396@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1ec313f83c..a0de2fd6d1 100644 --- a/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/399@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3d1551f1f6..2c0989df84 100644 --- a/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/39@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 99f88f162f..8096ce7818 100644 --- a/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/3@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a2631fb9dc..0c45abe053 100644 --- a/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/400@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 81dc1b8610..8aabe8686b 100644 --- a/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/403@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a9913c0892..efeeca6993 100644 --- a/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/404@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 a354f1b292..2b9fec2a61 100644 --- a/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/405@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 592042b7e0..200fd650e7 100644 --- a/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/406@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 fa039b1e4f..52b610fbdc 100644 --- a/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/407@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 544afc065b..2ac84fe983 100644 --- a/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/408@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f3bd8e7c87..6ab3d3ec8c 100644 --- a/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/409@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5696459077..b25f9f105d 100644 --- a/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/40@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6e98a8e54e..84869012ba 100644 --- a/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/410@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 88aaa6b26c..6758ef2b8d 100644 --- a/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/411@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bf8487cd83..0398a64b6c 100644 --- a/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/412@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ed6beb215b..a7e1dad401 100644 --- a/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/413@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b2c49d97e9..dc371a9f2a 100644 --- a/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/41@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0530a1b4b7..08db3424ec 100644 --- a/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/42@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b1b7b8e220..0900d268bf 100644 --- a/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/43@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 79f941692b..53381e43ea 100644 --- a/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/443@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2ff76f766f..e7da4a8452 100644 --- a/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/444@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd index cfe7f76755..b89ecc9b3e 100644 --- a/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd +++ b/01_r-markdown/465@gemeindeamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd index 08f4dc6cd5..56d729fd56 100644 --- a/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd +++ b/01_r-markdown/467@staatsarchiv-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd index 330b7d4a56..98b1c58bc2 100644 --- a/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd +++ b/01_r-markdown/468@staatsarchiv-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 51b359d241..f6b4953bbb 100644 --- a/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/46@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b4a11b3e03..1be08ecb1c 100644 --- a/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/47@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6140fbeda8..9c7816c8c6 100644 --- a/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/48@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2585789ce2..2c90a556fd 100644 --- a/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/49@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5b0377ee51..a36a31289d 100644 --- a/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/4@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 7085d63392..4e91d1a628 100644 --- a/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/50@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 af28da4968..12c93b1955 100644 --- a/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/51@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5de70aa0e6..fc233f99a3 100644 --- a/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/523@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd index 8005106259..b7af73eb15 100644 --- a/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/524@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd index 7780f1048e..0d224bceaf 100644 --- a/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/525@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd index 6d0ae67ed8..3780acd6f3 100644 --- a/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/526@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd index 673ed3371b..b3fc5f98d7 100644 --- a/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd +++ b/01_r-markdown/544@oberjugendanwaltschaft-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6b043d3dcd..74df1d0dac 100644 --- a/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/54@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f1eeb4c374..ef5436a2fb 100644 --- a/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/55@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/563@awel-kanton-zuerich.Rmd b/01_r-markdown/563@awel-kanton-zuerich.Rmd index 1d3bb167f2..964cd8a258 100644 --- a/01_r-markdown/563@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/563@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- @@ -16,9 +16,9 @@ Auto generated R starter code for data set 563@awel-kanton-zuerich. ## Metadata - **Issued** `2019-12-09T00:00:00` -- **Modified** `2024-11-10T00:01:09` +- **Modified** `2024-11-11T00:01:09` - **Startdate** `None` -- **Enddate** `2024-11-09` +- **Enddate** `2024-11-10` - **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']` - **Keyword** `['luft', 'lufttemperaturen', 'ogd']` - **Publisher** `['Amt für Abfall, Wasser, Energie und Luft des Kantons Zürich']` @@ -253,7 +253,7 @@ df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_Lo # Title : LoRa-Sensor-Messwerte 2024/11 # Description : None # Issued : 2024-11-02T00:01:11 -# Modified : 2024-11-10T01:01:08 +# Modified : 2024-11-11T01:01:08 df <- read_delim('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv') diff --git a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd index 885039b15d..780d6cfc37 100644 --- a/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/57@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 625106c73b..11a954e8f6 100644 --- a/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/58@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 55cf55f242..503b1f6637 100644 --- a/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/59@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 554bb8f088..349119c7cd 100644 --- a/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/60@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 70a8e7b085..7b1c0203ce 100644 --- a/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/61@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 d19c60a914..6fb253d767 100644 --- a/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/65@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ff50cb7231..e3482e3a0c 100644 --- a/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/66@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd index 89254031d4..71d618fd90 100644 --- a/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/671@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd index 7c7368cb1a..8af25b5c21 100644 --- a/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd +++ b/01_r-markdown/672@bildungsstatistik-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9a5596c44b..b0d1f6f54e 100644 --- a/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/673@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4ea89c3886..e383caf83a 100644 --- a/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/676@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 eaafdcb627..426c3050c9 100644 --- a/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/677@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 67e52a670e..cbb8b3bd71 100644 --- a/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/678@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 27f558200b..4c4954a595 100644 --- a/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/679@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 ff937f6ed2..69c9668ed6 100644 --- a/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/67@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0760a02b87..776bffa820 100644 --- a/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/680@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 0ea0b83777..53098e220c 100644 --- a/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/681@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8b22b1ea32..d3bd066fb9 100644 --- a/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/682@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f11631af35..525120d161 100644 --- a/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/683@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dfd3da2db5..ce758fe312 100644 --- a/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/684@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c0fdfd736d..bfbef0d04f 100644 --- a/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/685@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 10cc30ea2a..423da1893a 100644 --- a/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/686@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 949e15bcca..77f9c350dc 100644 --- a/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/687@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 950d7363d9..0cbdf69a73 100644 --- a/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/688@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 4eea05a518..d3e80da072 100644 --- a/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/689@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2671865a0b..94351eb463 100644 --- a/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/68@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 87f15130f3..de73f4e8c7 100644 --- a/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/690@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3302cc7bc3..79198f1779 100644 --- a/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/691@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 94dc8d6d52..e5567d2fa2 100644 --- a/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/693@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dfe90d24eb..74859e6e3e 100644 --- a/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/694@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 369131d0bf..0ea88599f1 100644 --- a/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/695@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd index d5cbaea33f..420891a517 100644 --- a/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/696@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9db61826e4..dfbf4ae17d 100644 --- a/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/698@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd index 7772f28748..65ba0d0629 100644 --- a/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/699@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e1e13cf866..11ac911355 100644 --- a/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/69@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 aace237063..857656201d 100644 --- a/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/6@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 464bb0e5d9..315fe0ac12 100644 --- a/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/700@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 be40b21e66..2cace1eb7c 100644 --- a/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/705@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd index 6abcd15b52..1d7c3483b7 100644 --- a/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/706@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 18e325e8fc..fb390c3ccf 100644 --- a/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/707@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3bb08145b7..e08cbd08a5 100644 --- a/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/708@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dff0fdfeaa..30aa3dd12a 100644 --- a/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/70@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd index 5260dccd6a..a52234fb3d 100644 --- a/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/710@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c02d662811..1aaee635ba 100644 --- a/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/711@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3960f7a238..6673f2d9af 100644 --- a/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/714@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 474ceb78ca..f4463d51e9 100644 --- a/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/715@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd index 5cdd0ff60d..1650f2e0bb 100644 --- a/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd +++ b/01_r-markdown/718@kantonspolizei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 cf5212a54d..0c401756ea 100644 --- a/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd +++ b/01_r-markdown/719@fachstelle-ogd-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bdd296ceb9..311b2261c5 100644 --- a/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/71@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/720@stadt-uster.Rmd b/01_r-markdown/720@stadt-uster.Rmd index c97df83f57..b86204ea93 100644 --- a/01_r-markdown/720@stadt-uster.Rmd +++ b/01_r-markdown/720@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/721@stadt-uster.Rmd b/01_r-markdown/721@stadt-uster.Rmd index 74bb0bc2f8..c14fc3884f 100644 --- a/01_r-markdown/721@stadt-uster.Rmd +++ b/01_r-markdown/721@stadt-uster.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 5fa3fb0356..4312b5e1d3 100644 --- a/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/723@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd index 4fa4850394..61d28ccf99 100644 --- a/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/725@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd index 89a23dcf31..d38efd9a6f 100644 --- a/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/728@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd index a5c5d88e51..bfbcdbfd6e 100644 --- a/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd +++ b/01_r-markdown/729@gesundheitsdirektion-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 2e3c35fecb..c86b3e0249 100644 --- a/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/72@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd index 1da2fb707e..010e74efe7 100644 --- a/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd +++ b/01_r-markdown/731@staatskanzlei-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd index e42ebdf422..024b008730 100644 --- a/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd +++ b/01_r-markdown/735@volksschulamt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/01_r-markdown/736@awel-kanton-zuerich.Rmd b/01_r-markdown/736@awel-kanton-zuerich.Rmd index ecfbcf1f17..026bd7a4a1 100644 --- a/01_r-markdown/736@awel-kanton-zuerich.Rmd +++ b/01_r-markdown/736@awel-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e31a09763a..339dc9ad29 100644 --- a/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/740@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 9232e9f72d..bb3954305e 100644 --- a/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/74@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 3874476eaa..73182af87a 100644 --- a/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/78@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c640f07d66..c1cb59c8ff 100644 --- a/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/79@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 bb7d7c50c1..ca1b6705a6 100644 --- a/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/7@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 37e9e391b3..a08e86f134 100644 --- a/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/80@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8f9efd8eba..e86bfa2c51 100644 --- a/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/81@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 b27653b763..8c0751eb2f 100644 --- a/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/82@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 f1435ef67d..079bf15407 100644 --- a/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/83@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 af212ee4bf..4154cb45c3 100644 --- a/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/87@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 6dab244e7b..78a998eea5 100644 --- a/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/88@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 e5b0b58c2c..b150fd8b51 100644 --- a/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/89@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 dfa061375c..dacb0a6dbb 100644 --- a/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/8@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 1739dede1c..faa5e8c1b9 100644 --- a/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/92@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 fb47e786cd..cdae207836 100644 --- a/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/93@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 daca37cd0a..99342091c2 100644 --- a/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/94@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8210ea0d3f..98e6cc9586 100644 --- a/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/95@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 c8c427b824..6de858527f 100644 --- a/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/96@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 34a21cbb36..2093556740 100644 --- a/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/97@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 8215b59634..0b9219c46e 100644 --- a/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/98@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 82f35079a6..75697fe7dc 100644 --- a/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/99@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" 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 17ce6bab4c..30e51fdb5d 100644 --- a/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd +++ b/01_r-markdown/9@statistisches-amt-kanton-zuerich.Rmd @@ -1,6 +1,6 @@ --- title: "Open Government Data, provided by Canton Zurich" -date: "2024-11-10" +date: "2024-11-11" output: html_document --- diff --git a/02_python/1863@stadt-winterthur.ipynb b/02_python/1863@stadt-winterthur.ipynb index 60b1ab5b54..7b9b5f1e1d 100644 --- a/02_python/1863@stadt-winterthur.ipynb +++ b/02_python/1863@stadt-winterthur.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1863@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Bruttolastgang elektrische Energie der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Der Bruttolastgang entspricht der im Netzgebiet von Stadtwerk Winterthur an Endverbraucher abgegebenen elektrischen Energie in einer Aufl\u00f6sung von 15 Minuten. Die Berechnung erfolgt t\u00e4glich gem\u00e4ss dem Metering Code Schweiz mit den verf\u00fcgbaren Daten und wird zwischen dem 5. und 10. Arbeitstag f\u00fcr den Vormonat plausibilisiert. Aufgrund der grossen Anzahl an Datens\u00e4tzen, die der Berechnung der Bruttolastgangsumme zugrunde liegen, k\u00f6nnen die Werte im Verlauf der Zeit, bis max. 6 Monate zur\u00fcck, noch nachtr\u00e4glich angepasst werden. Dargestellt sind die Stromverbrauchsdaten seit 2013. \nDie Daten werden \u00fcber das ganze Jahr der Winterzeit in der Zeitzone (CET) als Datum und Uhrzeit ausgewiesen. Daher ist 'T+01:00' am Ende der Datum- und Uhrzeit Angabe w\u00e4hrend dem ganzen Jahr konstant und zeigt die Zeitverschiebung zu UTC in der Winterzeit an. F\u00fcr die Daten in der Sommerzeit muss man ber\u00fccksichtigen, dass man der Zeit noch 1 Stunde dazu addieren muss. Damit entstehen bei der Zeitumstellung keine doppelten oder fehlenden Eintr\u00e4ge."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2024-11-09T09:11:45`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-11-08`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']`\n- **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3561\n# Title : Energieverbrauch als Bruttolastgang 2013-2015\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003561.csv')\n\n# Distribution 1\n# Ktzhdistid : 3562\n# Title : Energieverbrauch als Bruttolastgang ab 2022\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2024-11-09T10:11:45\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003562.csv')\n\n# Distribution 2\n# Ktzhdistid : 3563\n# Title : Energieverbrauch als Bruttolastgang 2016-2018\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003563.csv')\n\n# Distribution 3\n# Ktzhdistid : 3564\n# Title : Energieverbrauch als Bruttolastgang 2019-2021\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003564.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Stadtwerk Winterthur | stadtwerk.messdaten@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **1863@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Bruttolastgang elektrische Energie der Stadt Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Der Bruttolastgang entspricht der im Netzgebiet von Stadtwerk Winterthur an Endverbraucher abgegebenen elektrischen Energie in einer Aufl\u00f6sung von 15 Minuten. Die Berechnung erfolgt t\u00e4glich gem\u00e4ss dem Metering Code Schweiz mit den verf\u00fcgbaren Daten und wird zwischen dem 5. und 10. Arbeitstag f\u00fcr den Vormonat plausibilisiert. Aufgrund der grossen Anzahl an Datens\u00e4tzen, die der Berechnung der Bruttolastgangsumme zugrunde liegen, k\u00f6nnen die Werte im Verlauf der Zeit, bis max. 6 Monate zur\u00fcck, noch nachtr\u00e4glich angepasst werden. Dargestellt sind die Stromverbrauchsdaten seit 2013. \nDie Daten werden \u00fcber das ganze Jahr der Winterzeit in der Zeitzone (CET) als Datum und Uhrzeit ausgewiesen. Daher ist 'T+01:00' am Ende der Datum- und Uhrzeit Angabe w\u00e4hrend dem ganzen Jahr konstant und zeigt die Zeitverschiebung zu UTC in der Winterzeit an. F\u00fcr die Daten in der Sommerzeit muss man ber\u00fccksichtigen, dass man der Zeit noch 1 Stunde dazu addieren muss. Damit entstehen bei der Zeitumstellung keine doppelten oder fehlenden Eintr\u00e4ge."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/1863@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2022-11-25T09:02:55`\n- **Modified** `2024-11-10T09:11:23`\n- **Startdate** `2013-01-01`\n- **Enddate** `2024-11-09`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENER']`\n- **Keyword** `['gemeinden', 'strom', 'stromverbrauch', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3561\n# Title : Energieverbrauch als Bruttolastgang 2013-2015\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003561.csv')\n\n# Distribution 1\n# Ktzhdistid : 3562\n# Title : Energieverbrauch als Bruttolastgang ab 2022\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2024-11-10T10:11:23\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003562.csv')\n\n# Distribution 2\n# Ktzhdistid : 3563\n# Title : Energieverbrauch als Bruttolastgang 2016-2018\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003563.csv')\n\n# Distribution 3\n# Ktzhdistid : 3564\n# Title : Energieverbrauch als Bruttolastgang 2019-2021\n# Description : Der Bruttolastgang wird pro Viertelstunde in Kilowattstunden zusammengefasst.\n# Issued : 2022-11-25T09:02:55\n# Modified : 2022-11-25T09:02:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00001863_00003564.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Stadtwerk Winterthur | stadtwerk.messdaten@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb b/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb index 8bcaff3017..1607c00587 100644 --- a/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb +++ b/02_python/2063@fachstelle-ogd-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2063@fachstelle-ogd-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen (Selbstkontrolle der Wasserversorgungen)**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten erg\u00e4nzenden Selbstkontrolluntersuchungen in den Gemeinden des Kantons Z\u00fcrich - im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Konzentrationsbereiche zur Trinkwasserqualit\u00e4t aus den Kontrolluntersuchungen durchgef\u00fchrt durch das Kantonale Labor Kanton Z\u00fcrich sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020' der Gesundheitsdirektion enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2024-11-10T00:00:59`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-11-10`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Fachstelle Open Government Data des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`1` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4104\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:12:00\n# Modified : 2024-11-10T01:00:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002063_00004104.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Fachstelle Open Government Data des Kantons Z\u00fcrich | info@open.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2063@fachstelle-ogd-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Trinkwasserqualit\u00e4t im Kanton Z\u00fcrich nach Gemeinden und Verteilzonen (Selbstkontrolle der Wasserversorgungen)**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Konzentrationsbereiche zur Trinkwasserqualit\u00e4t f\u00fcr verschiedene Analyten aus den im Auftrag der Wasserversorgungen durchgef\u00fchrten erg\u00e4nzenden Selbstkontrolluntersuchungen in den Gemeinden des Kantons Z\u00fcrich - im regul\u00e4ren Trinkwassernetz (ohne Notversorgung, Laufbrunnen und Ressourcen). Die Konzentrationsbereiche zur Trinkwasserqualit\u00e4t aus den Kontrolluntersuchungen durchgef\u00fchrt durch das Kantonale Labor Kanton Z\u00fcrich sind im Datensatz 'Qualit\u00e4t des Trinkwassers im Kanton Z\u00fcrich ab 2020' der Gesundheitsdirektion enthalten (siehe Verwandte Datens\u00e4tze)."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2063@fachstelle-ogd-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-03-24T10:12:00`\n- **Modified** `2024-11-11T00:01:04`\n- **Startdate** `2020-01-01`\n- **Enddate** `2024-11-11`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/HEAL', 'http://publications.europa.eu/resource/authority/data-theme/AGRI', 'http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['gemeinden', 'gesundheit', 'trinkwasser', 'wasser', 'pestizide', 'wasserversorgung', 'lebensmittel', 'schwellenwert', 'pflanzenschutzmittel', 'verunreinigung', 'ogd']`\n- **Publisher** `['Fachstelle Open Government Data des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`1` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4104\n# Title : Netzproben der Trinkwasserqualit\u00e4t\n# Description : None\n# Issued : 2023-03-24T10:12:00\n# Modified : 2024-11-11T01:01:03\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 b2bd62bfe4..960cb3cdd8 100644 --- a/02_python/2142@stadt-winterthur.ipynb +++ b/02_python/2142@stadt-winterthur.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2142@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Stadtklimamessungen Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Temperatur und Luftfeuchtigkeit sowie die Strahlung als Hilfswerte gemessen durch Sensoren von rund 25 Meteohelix-Messstationen im Stadtgebiet von Winterthur. Dieses Messnetz wurde im Sommer 2022 durch die Fachstelle Umwelt der Stadt Winterthur aufgebaut und seither betrieben. \nDer Datensatz wird t\u00e4glich aktualisiert und umfasst alle f\u00fcr die Standorte g\u00fcltigen Messwerte im 10-Minuten-Mittel; die Standortinformationen sind in der Ressource 'Standorte-Stationen' abrufbar. Es handelt sich um Rohdaten, welche direkt von der meteoblue API (Produktbeschrieb unter 'Zus\u00e4tzliche Informationen' verlinkt) bezogen wurden, und nicht plausibilisiert oder korrigiert sind. In der Ressource 'Datenbeschrieb' finden Sie die vollst\u00e4ndige Beschreibung der Merkmale. Direkter Zugriff auf die meteoblue API ist m\u00f6glich und kann direkt bei meteoblue angefragt werden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2024-11-10T02:47:54`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-11-09`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4246\n# Title : Messdaten_2023\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-01-02T03:48:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004246.csv')\n\n# Distribution 1\n# Ktzhdistid : 4245\n# Title : Messdaten_2022\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2023-08-28T16:46:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004245.csv')\n\n# Distribution 2\n# Ktzhdistid : 4244\n# Title : Standorte-Stationen\n# Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale \"laengengrad\" und \"breitengrad\" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verf\u00fcgbaren Messdaten bestimmt.\n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-11-10T03:47:56\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv')\n\n# Distribution 3\n# Ktzhdistid : 5084\n# Title : Messdaten_2024\n# Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten k\u00f6nnen L\u00fccken enthalten.\n# Issued : 2024-01-02T03:48:21\n# Modified : 2024-11-10T03:47:54\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Umwelt und Gesundheitsschutz, Fachstelle Umwelt | umwelt@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2142@stadt-winterthur**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Stadtklimamessungen Winterthur**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Temperatur und Luftfeuchtigkeit sowie die Strahlung als Hilfswerte gemessen durch Sensoren von rund 25 Meteohelix-Messstationen im Stadtgebiet von Winterthur. Dieses Messnetz wurde im Sommer 2022 durch die Fachstelle Umwelt der Stadt Winterthur aufgebaut und seither betrieben. \nDer Datensatz wird t\u00e4glich aktualisiert und umfasst alle f\u00fcr die Standorte g\u00fcltigen Messwerte im 10-Minuten-Mittel; die Standortinformationen sind in der Ressource 'Standorte-Stationen' abrufbar. Es handelt sich um Rohdaten, welche direkt von der meteoblue API (Produktbeschrieb unter 'Zus\u00e4tzliche Informationen' verlinkt) bezogen wurden, und nicht plausibilisiert oder korrigiert sind. In der Ressource 'Datenbeschrieb' finden Sie die vollst\u00e4ndige Beschreibung der Merkmale. Direkter Zugriff auf die meteoblue API ist m\u00f6glich und kann direkt bei meteoblue angefragt werden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2142@stadt-winterthur)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2023-08-28T16:46:58`\n- **Modified** `2024-11-11T02:47:54`\n- **Startdate** `2022-11-01`\n- **Enddate** `2024-11-10`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['klima', 'luft', 'lufttemperaturen', 'temperatur', 'ogd']`\n- **Publisher** `['Stadt Winterthur']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 4246\n# Title : Messdaten_2023\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-01-02T03:48:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004246.csv')\n\n# Distribution 1\n# Ktzhdistid : 4245\n# Title : Messdaten_2022\n# Description : Die Messwerte sind in UTC (Coordinated Universal Time). Mithilfe dem Merkmal \"station_id\" k\u00f6nnen die Ressourcen: \"Standorte-Stationen\" und \"Messdaten_XXXX\" kombiniert werden. Wenn im Verlauf der Zeit neue Stationen dazu kommen oder wegfallen, ist dies in der Ressource \"Standorte-Stationen\" an den Merkmalen \"daten_von\" und \"daten_bis\" abzulesen. Die vollst\u00e4ndige Dokumentation der Merkmale finden Sie in der Ressource Datenbeschrieb.txt. Die Daten k\u00f6nnen L\u00fccken enthalten. \n# Issued : 2023-08-28T16:46:58\n# Modified : 2023-08-28T16:46:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004245.csv')\n\n# Distribution 2\n# Ktzhdistid : 4244\n# Title : Standorte-Stationen\n# Description : Mess-Standorte der Stadtklima Winterthur Messdaten. Die Merkmale \"laengengrad\" und \"breitengrad\" sind im WGS 84 Koordinatensystem angegeben. Die Merkmale 'daten_von' und 'daten_bis' wurde aus den verf\u00fcgbaren Messdaten bestimmt.\n# Issued : 2023-08-28T16:46:58\n# Modified : 2024-11-11T03:47:56\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00004244.csv')\n\n# Distribution 3\n# Ktzhdistid : 5084\n# Title : Messdaten_2024\n# Description : Informationen zu den Merkmalen findet man in der Ressource Datenbeschrieb.txt unter dem Datensatz. Die Daten k\u00f6nnen L\u00fccken enthalten.\n# Issued : 2024-01-02T03:48:21\n# Modified : 2024-11-11T03:47:54\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002142_00005084.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Stadt Winterthur | Umwelt und Gesundheitsschutz, Fachstelle Umwelt | umwelt@win.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/2522@statistisches-amt-kanton-zuerich.ipynb b/02_python/2522@statistisches-amt-kanton-zuerich.ipynb index d069529ac1..5edec6223a 100644 --- a/02_python/2522@statistisches-amt-kanton-zuerich.ipynb +++ b/02_python/2522@statistisches-amt-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2522@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Web Analytics des Datenkatalogs des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Dieser Datensatz enth\u00e4lt die Web Analytics des Datenkatalogs des Kantons Z\u00fcrich (www.zh.ch/daten). Die Daten zeigen, welche Datens\u00e4tze (dataset) und Ressourcen (distribution) (siehe Definition in DCAP-AP CH, unten verlinkt) wie oft aufgerufen und besucht wurden. Die Aufrufe und Besuche von externen Webseiten, welche den Datenkatalog eingebunden haben, werden mitgez\u00e4hlt. Aus technischen Gr\u00fcnden werden nicht alle Zugriffe registriert (bei Verwendung von Werbeblockern z.B 'Ad-Blocker'). Wir beziehen die Daten von mehreren Matomo APIs. Datens\u00e4tze und Ressourcen mit 0 Aufrufen/Besuchenden sind nicht ausgewiesen. Aufrufe \u00fcber Metadatenkatalog wie opendata.swiss sind nicht ausgewiesen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2522@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2024-01-26T11:21:12`\n- **Modified** `2024-11-10T02:49:18`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-11-09`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 5024\n# Title : Web Analytics auf Ebene Datensatz \n# Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-10T03:49:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv')\n\n# Distribution 1\n# Ktzhdistid : 5043\n# Title : Web Analytics zu den Zugriffen auf Ebene Ressource\n# Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4chen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4che pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zus\u00e4tzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer h\u00f6her oder gleich als die Anzahl Klicks auf die Schaltfl\u00e4chen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gr\u00fcnden, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gez\u00e4hlt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-10T03:49:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv')\n\n# Distribution 2\n# Ktzhdistid : 5023\n# Title : Web Analytics 'Details anzeigen' zu Ressourcen\n# Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf \"Details anzeigen\") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH.\n# Issued : 2024-01-26T09:53:13\n# Modified : 2024-11-10T03:49:15\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv')\n\n# Distribution 3\n# Ktzhdistid : 5044\n# Title : Web Analytics auf Ebene verwandter Datensatz\n# Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. \n# Issued : 2024-01-26T09:52:45\n# Modified : 2024-11-10T03:49:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Data Shop | datashop@statistik.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **2522@statistisches-amt-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Web Analytics des Datenkatalogs des Kantons Z\u00fcrich**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Dieser Datensatz enth\u00e4lt die Web Analytics des Datenkatalogs des Kantons Z\u00fcrich (www.zh.ch/daten). Die Daten zeigen, welche Datens\u00e4tze (dataset) und Ressourcen (distribution) (siehe Definition in DCAP-AP CH, unten verlinkt) wie oft aufgerufen und besucht wurden. Die Aufrufe und Besuche von externen Webseiten, welche den Datenkatalog eingebunden haben, werden mitgez\u00e4hlt. Aus technischen Gr\u00fcnden werden nicht alle Zugriffe registriert (bei Verwendung von Werbeblockern z.B 'Ad-Blocker'). Wir beziehen die Daten von mehreren Matomo APIs. Datens\u00e4tze und Ressourcen mit 0 Aufrufen/Besuchenden sind nicht ausgewiesen. Aufrufe \u00fcber Metadatenkatalog wie opendata.swiss sind nicht ausgewiesen."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/2522@statistisches-amt-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2024-01-26T11:21:12`\n- **Modified** `2024-11-11T02:49:16`\n- **Startdate** `2023-09-01`\n- **Enddate** `2024-11-10`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/GOVE', 'http://publications.europa.eu/resource/authority/data-theme/ECON']`\n- **Keyword** `['ogd']`\n- **Publisher** `['Statistisches Amt des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`4` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 5024\n# Title : Web Analytics auf Ebene Datensatz \n# Description : Zeigt die Anzahl Klicks und Besuchende pro Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-11T03:49:13\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005024.csv')\n\n# Distribution 1\n# Ktzhdistid : 5043\n# Title : Web Analytics zu den Zugriffen auf Ebene Ressource\n# Description : Zeigt die Anzahl Klicks auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4chen und die Anzahl Besuchenden welche mindestens einen Klick auf die 'Herunterladen' oder 'Konvertiere zu Excel' Schaltfl\u00e4che pro Ressource und Tag gemacht haben. 'Ressource' entspricht 'distribution' nach DCAP-AP CH. Zus\u00e4tzlich wird die Anzahl Downloads (wie oft die Ressource aufgerufen wurde) ausgewiesen. In der Regel sollte die Anzahl Downloads immer h\u00f6her oder gleich als die Anzahl Klicks auf die Schaltfl\u00e4chen im Datenkatalog sein. Da aber im Zeitraum von September 2023 bis heute aus nicht bekannten Gr\u00fcnden, nicht alle Zugriffe detektiert werden, sind die Zahlen zu den Downloads in diesem Zeitraum nicht abschliessend. Die Anzahl Downloads von Ressourcen, welche nicht auf unserem Webserver gespeichert sind, werden nicht gez\u00e4hlt und ist der Grund warum es bei den Anzahl Downloads zu leeren Werten kommen kann.\n# Issued : 2024-01-26T00:00:00\n# Modified : 2024-11-11T03:49:15\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005043.csv')\n\n# Distribution 2\n# Ktzhdistid : 5023\n# Title : Web Analytics 'Details anzeigen' zu Ressourcen\n# Description : Zeigt die Anzahl Klicks und Besuchende der Informationsseite der Ressourcen (Klick auf \"Details anzeigen\") pro Ressource und Tag. 'Ressource' entspricht 'distribution' nach DCAP-AP CH.\n# Issued : 2024-01-26T09:53:13\n# Modified : 2024-11-11T03:49:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005023.csv')\n\n# Distribution 3\n# Ktzhdistid : 5044\n# Title : Web Analytics auf Ebene verwandter Datensatz\n# Description : Zeigt die Anzahl Klicks und Besuchende pro verwandten Datensatz und Tag. 'Datensatz' entspricht 'dataset' nach DCAP-AP CH. Die Merkmale 'datensatz_id' und 'datensatz_titel' zeigen, von welchem Datensatz aus der Klick auf den verwandten Datensatz erfolgte. \n# Issued : 2024-01-26T09:52:45\n# Modified : 2024-11-11T03:49:15\n\ndf = get_dataset('https://www.web.statistik.zh.ch/ogd/daten/ressourcen/KTZH_00002522_00005044.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Statistisches Amt des Kantons Z\u00fcrich | Data Shop | datashop@statistik.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/02_python/563@awel-kanton-zuerich.ipynb b/02_python/563@awel-kanton-zuerich.ipynb index e8faa48a00..2cf4d8fd44 100644 --- a/02_python/563@awel-kanton-zuerich.ipynb +++ b/02_python/563@awel-kanton-zuerich.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2024-11-10T00:01:09`\n- **Startdate** `None`\n- **Enddate** `2024-11-09`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`68` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 4603\n# Title : LoRa-Sensor-Messwerte 2023/10\n# Description : None\n# Issued : 2023-10-02T00:01:11\n# Modified : 2023-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202310.csv')\n\n# Distribution 11\n# Ktzhdistid : 4745\n# Title : LoRa-Sensor-Messwerte 2023/11\n# Description : None\n# Issued : 2023-11-02T00:01:11\n# Modified : 2023-12-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202311.csv')\n\n# Distribution 12\n# Ktzhdistid : 4984\n# Title : LoRa-Sensor-Messwerte 2023/12\n# Description : None\n# Issued : 2023-12-02T00:01:11\n# Modified : 2024-01-10T10:56:06\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202312.csv')\n\n# Distribution 13\n# Ktzhdistid : 5083\n# Title : LoRa-Sensor-Messwerte 2024/01\n# Description : None\n# Issued : 2024-01-02T00:01:09\n# Modified : 2024-02-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202401.csv')\n\n# Distribution 14\n# Ktzhdistid : 5163\n# Title : LoRa-Sensor-Messwerte 2024/02\n# Description : None\n# Issued : 2024-02-02T00:01:10\n# Modified : 2024-03-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202402.csv')\n\n# Distribution 15\n# Ktzhdistid : 5228\n# Title : LoRa-Sensor-Messwerte 2024/03\n# Description : None\n# Issued : 2024-03-02T00:01:11\n# Modified : 2024-04-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202403.csv')\n\n# Distribution 16\n# Ktzhdistid : 5263\n# Title : LoRa-Sensor-Messwerte 2024/04\n# Description : None\n# Issued : 2024-04-02T00:01:12\n# Modified : 2024-07-01T02:02:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202404.csv')\n\n# Distribution 17\n# Ktzhdistid : 5343\n# Title : LoRa-Sensor-Messwerte 2024/05\n# Description : None\n# Issued : 2024-05-02T00:01:11\n# Modified : 2024-07-01T02:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202405.csv')\n\n# Distribution 18\n# Ktzhdistid : 5383\n# Title : LoRa-Sensor-Messwerte 2024/06\n# Description : None\n# Issued : 2024-06-02T00:01:06\n# Modified : 2024-07-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202406.csv')\n\n# Distribution 19\n# Ktzhdistid : 5423\n# Title : LoRa-Sensor-Messwerte 2024/07\n# Description : None\n# Issued : 2024-07-02T00:01:10\n# Modified : 2024-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202407.csv')\n\n# Distribution 20\n# Ktzhdistid : 5483\n# Title : LoRa-Sensor-Messwerte 2024/08\n# Description : None\n# Issued : 2024-08-02T00:01:11\n# Modified : 2024-09-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202408.csv')\n\n# Distribution 21\n# Ktzhdistid : 5543\n# Title : LoRa-Sensor-Messwerte 2024/09\n# Description : None\n# Issued : 2024-09-02T00:01:09\n# Modified : 2024-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202409.csv')\n\n# Distribution 22\n# Ktzhdistid : 5563\n# Title : LoRa-Sensor-Messwerte 2024/10\n# Description : None\n# Issued : 2024-10-02T00:01:11\n# Modified : 2024-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202410.csv')\n\n# Distribution 23\n# Ktzhdistid : 5643\n# Title : LoRa-Sensor-Messwerte 2024/11\n# Description : None\n# Issued : 2024-11-02T00:01:11\n# Modified : 2024-11-10T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 25\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 26\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 27\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 28\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 29\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 30\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 31\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 34\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 35\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 36\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 37\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 38\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 39\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 40\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 41\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 42\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 43\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 44\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 45\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 46\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 47\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 48\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 49\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 50\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 51\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 52\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 53\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 54\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 55\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 56\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 57\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 58\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 59\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 60\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 61\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 62\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 63\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 64\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n# Distribution 65\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 66\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 67\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": "db7f08c1", "metadata": {}, "source": ["## Open Government Data, provided by **Canton Zurich**\n", "*Autogenerated Python starter code for data set with identifier* **563@awel-kanton-zuerich**"]}, {"cell_type": "markdown", "id": "164c4327", "metadata": {}, "source": ["## Dataset\n", "# **Lufttemperatur und Luftfeuchte LoRa-Sensor-Messwerte**"]}, {"cell_type": "markdown", "id": "46d13c8b-4ac3-4e2f-940f-0c14ec5b7c0d", "metadata": {}, "source": ["## Description\n", "\n", "Seit Fr\u00fchjahr 2019 betreibt das AWEL des Kantons Z\u00fcrich ein Messnetz aus rund 40 Lufttemperatur und -feuchte Sensoren (LoRa). Die Sensor-Standorte befinden sich haupts\u00e4chlich im st\u00e4dtischen Raum, verdichtet in der Stadt Z\u00fcrich, aber auch in weiteren Gemeinden im Kanton Z\u00fcrich. Ziel des Messnetzes ist es, Messdaten f\u00fcr Stadtklima-Analysen bereitzustellen, damit Aspekte des Lokalklimas und Klimawandels st\u00e4rker sichtbar werden und in der Raumplanung und Stadtentwicklung ber\u00fccksichtigt werden k\u00f6nnen. Mit Hilfe dieser Daten lassen sich u.a. die Auswirkungen von Hitzewellen im st\u00e4dtischen Raum beschreiben. Das Messnetz wird durch das AWEL betrieben, unter Beteiligung der Stadt Z\u00fcrich; die weiteren Standort-Gemeinden sind \u00fcber die Messaktivit\u00e4t informiert. \r\nDer hier verf\u00fcgbare Datensatz wird t\u00e4glich aktualisiert und umfasst alle, f\u00fcr die Standorte g\u00fcltigen Messwerte im 10 Minuten Mittel, inklusive entsprechender Standortinformationen. Weitere Angaben zu Datensatz-Struktur und verwendeten Sensoren sind im Datensatz-Beschrieb zu finden."]}, {"cell_type": "markdown", "id": "cad813bb-c986-4bb4-b52b-f78bb608086f", "metadata": {}, "source": ["## Data set links\n", "\n", "[Direct data shop link for dataset](https://www.zh.ch/de/politik-staat/statistik-daten/datenkatalog.html#/datasets/563@awel-kanton-zuerich)"]}, {"cell_type": "markdown", "id": "9d4813e9", "metadata": {}, "source": ["## Metadata\n", "- **Issued** `2019-12-09T00:00:00`\n- **Modified** `2024-11-11T00:01:09`\n- **Startdate** `None`\n- **Enddate** `2024-11-10`\n- **Theme** `['http://publications.europa.eu/resource/authority/data-theme/ENVI']`\n- **Keyword** `['luft', 'lufttemperaturen', 'ogd']`\n- **Publisher** `['Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich']`\n- **Landingpage** `None`\n"]}, {"cell_type": "markdown", "id": "8a857d65", "metadata": {"jp-MarkdownHeadingCollapsed": true, "tags": []}, "source": ["## Imports and helper functions"]}, {"cell_type": "code", "execution_count": null, "id": "93b39602-1c1e-46d2-ae70-1716b1481e9b", "metadata": {"tags": []}, "outputs": [], "source": ["%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "params = {\n", " 'text.color': (0.25, 0.25, 0.25),\n", " 'figure.figsize': [18, 6],\n", " }\n", "\n", "plt.rcParams.update(params)\n", "\n", "import pandas as pd "]}, {"cell_type": "code", "execution_count": null, "id": "aa6611d7-e1c0-40a7-b0ff-601a8ef8439b", "metadata": {"tags": []}, "outputs": [], "source": ["# helper function for reading datasets with proper separator\n", "def get_dataset(url):\n", " if url[-3:] != \"csv\":\n", " print(\"The data set URL has no proper 'csv' extension. Reading the dataset might not have worked as expected.\\nPlease check the dataset link and adjust pandas' read_csv() parameters accordingly.\")\n", " data = pd.read_csv(url, sep=\",\", on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " # if dataframe only has one column or less the data is not comma separated, use \";\" instead\n", " if data.shape[1] <= 1:\n", " data = pd.read_csv(url, sep=';', on_bad_lines='warn', encoding_errors='ignore', low_memory=False)\n", " if data.shape[1] <= 1:\n", " print(\"The data wasn't imported properly. Very likely the correct separator couldn't be found.\\nPlease check the dataset manually and adjust the code.\")\n", " return data"]}, {"cell_type": "markdown", "id": "02ce518f", "metadata": {}, "source": ["## Load data\n", "\n", "- The dataset has **`68` distribution(s)** in CSV format.\n", "- All available CSV distributions are listed below and can be read into a pandas dataframe."]}, {"cell_type": "code", "execution_count": null, "id": "0", "metadata": {"tags": []}, "outputs": [], "source": "# Distribution 0\n# Ktzhdistid : 3660\n# Title : LoRa-Sensor-Messwerte 2022/12\n# Description : None\n# Issued : 2022-12-02T00:00:59\n# Modified : 2023-04-27T15:28:20\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202212.csv')\n\n# Distribution 1\n# Ktzhdistid : 3965\n# Title : LoRa-Sensor-Messwerte 2023/02\n# Description : None\n# Issued : 2023-02-16T14:58:06\n# Modified : 2023-04-27T15:27:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202302.csv')\n\n# Distribution 2\n# Ktzhdistid : 3966\n# Title : LoRa-Sensor-Messwerte 2023/01\n# Description : None\n# Issued : 2023-02-16T16:06:05\n# Modified : 2023-04-27T15:27:38\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202301.csv')\n\n# Distribution 3\n# Ktzhdistid : 4043\n# Title : LoRa-Sensor-Messwerte 2023/03\n# Description : None\n# Issued : 2023-03-02T00:01:10\n# Modified : 2023-04-27T15:27:17\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202303.csv')\n\n# Distribution 4\n# Ktzhdistid : 4143\n# Title : LoRa-Sensor-Messwerte 2023/04\n# Description : None\n# Issued : 2023-04-02T00:01:07\n# Modified : 2023-05-26T15:06:36\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202304.csv')\n\n# Distribution 5\n# Ktzhdistid : 4203\n# Title : LoRa-Sensor-Messwerte 2023/05\n# Description : None\n# Issued : 2023-05-02T00:01:09\n# Modified : 2023-06-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202305.csv')\n\n# Distribution 6\n# Ktzhdistid : 4283\n# Title : LoRa-Sensor-Messwerte 2023/06\n# Description : None\n# Issued : 2023-06-02T00:01:12\n# Modified : 2023-07-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202306.csv')\n\n# Distribution 7\n# Ktzhdistid : 4363\n# Title : LoRa-Sensor-Messwerte 2023/07\n# Description : None\n# Issued : 2023-07-02T00:01:11\n# Modified : 2023-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202307.csv')\n\n# Distribution 8\n# Ktzhdistid : 4423\n# Title : LoRa-Sensor-Messwerte 2023/08\n# Description : None\n# Issued : 2023-08-02T00:01:10\n# Modified : 2023-09-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202308.csv')\n\n# Distribution 9\n# Ktzhdistid : 4503\n# Title : LoRa-Sensor-Messwerte 2023/09\n# Description : None\n# Issued : 2023-09-02T00:01:12\n# Modified : 2023-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202309.csv')\n\n# Distribution 10\n# Ktzhdistid : 4603\n# Title : LoRa-Sensor-Messwerte 2023/10\n# Description : None\n# Issued : 2023-10-02T00:01:11\n# Modified : 2023-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202310.csv')\n\n# Distribution 11\n# Ktzhdistid : 4745\n# Title : LoRa-Sensor-Messwerte 2023/11\n# Description : None\n# Issued : 2023-11-02T00:01:11\n# Modified : 2023-12-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202311.csv')\n\n# Distribution 12\n# Ktzhdistid : 4984\n# Title : LoRa-Sensor-Messwerte 2023/12\n# Description : None\n# Issued : 2023-12-02T00:01:11\n# Modified : 2024-01-10T10:56:06\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202312.csv')\n\n# Distribution 13\n# Ktzhdistid : 5083\n# Title : LoRa-Sensor-Messwerte 2024/01\n# Description : None\n# Issued : 2024-01-02T00:01:09\n# Modified : 2024-02-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202401.csv')\n\n# Distribution 14\n# Ktzhdistid : 5163\n# Title : LoRa-Sensor-Messwerte 2024/02\n# Description : None\n# Issued : 2024-02-02T00:01:10\n# Modified : 2024-03-02T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202402.csv')\n\n# Distribution 15\n# Ktzhdistid : 5228\n# Title : LoRa-Sensor-Messwerte 2024/03\n# Description : None\n# Issued : 2024-03-02T00:01:11\n# Modified : 2024-04-02T02:01:10\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202403.csv')\n\n# Distribution 16\n# Ktzhdistid : 5263\n# Title : LoRa-Sensor-Messwerte 2024/04\n# Description : None\n# Issued : 2024-04-02T00:01:12\n# Modified : 2024-07-01T02:02:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202404.csv')\n\n# Distribution 17\n# Ktzhdistid : 5343\n# Title : LoRa-Sensor-Messwerte 2024/05\n# Description : None\n# Issued : 2024-05-02T00:01:11\n# Modified : 2024-07-01T02:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202405.csv')\n\n# Distribution 18\n# Ktzhdistid : 5383\n# Title : LoRa-Sensor-Messwerte 2024/06\n# Description : None\n# Issued : 2024-06-02T00:01:06\n# Modified : 2024-07-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202406.csv')\n\n# Distribution 19\n# Ktzhdistid : 5423\n# Title : LoRa-Sensor-Messwerte 2024/07\n# Description : None\n# Issued : 2024-07-02T00:01:10\n# Modified : 2024-08-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202407.csv')\n\n# Distribution 20\n# Ktzhdistid : 5483\n# Title : LoRa-Sensor-Messwerte 2024/08\n# Description : None\n# Issued : 2024-08-02T00:01:11\n# Modified : 2024-09-02T02:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202408.csv')\n\n# Distribution 21\n# Ktzhdistid : 5543\n# Title : LoRa-Sensor-Messwerte 2024/09\n# Description : None\n# Issued : 2024-09-02T00:01:09\n# Modified : 2024-10-02T02:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202409.csv')\n\n# Distribution 22\n# Ktzhdistid : 5563\n# Title : LoRa-Sensor-Messwerte 2024/10\n# Description : None\n# Issued : 2024-10-02T00:01:11\n# Modified : 2024-11-02T01:01:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202410.csv')\n\n# Distribution 23\n# Ktzhdistid : 5643\n# Title : LoRa-Sensor-Messwerte 2024/11\n# Description : None\n# Issued : 2024-11-02T00:01:11\n# Modified : 2024-11-11T01:01:08\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202411.csv')\n\n# Distribution 24\n# Ktzhdistid : 3201\n# Title : LoRa-Sensor-Messwerte 2019/04\n# Description : None\n# Issued : 2022-08-25T10:57:07\n# Modified : 2022-08-25T10:57:07\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201904.csv')\n\n# Distribution 25\n# Ktzhdistid : 1623\n# Title : LoRa-Sensor-Messwerte 2019/05\n# Description : None\n# Issued : 2020-03-06T15:12:53\n# Modified : 2022-08-25T12:57:09\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201905.csv')\n\n# Distribution 26\n# Ktzhdistid : 1622\n# Title : LoRa-Sensor-Messwerte 2019/06\n# Description : None\n# Issued : 2020-03-06T15:12:25\n# Modified : 2022-08-25T12:57:11\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201906.csv')\n\n# Distribution 27\n# Ktzhdistid : 1621\n# Title : LoRa-Sensor-Messwerte 2019/07\n# Description : None\n# Issued : 2020-03-06T15:11:42\n# Modified : 2022-08-25T12:57:13\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201907.csv')\n\n# Distribution 28\n# Ktzhdistid : 1620\n# Title : LoRa-Sensor-Messwerte 2019/08\n# Description : None\n# Issued : 2020-03-06T15:11:10\n# Modified : 2022-08-25T12:57:14\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201908.csv')\n\n# Distribution 29\n# Ktzhdistid : 1619\n# Title : LoRa-Sensor-Messwerte 2019/09\n# Description : None\n# Issued : 2020-03-06T15:10:40\n# Modified : 2022-08-25T12:57:16\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201909.csv')\n\n# Distribution 30\n# Ktzhdistid : 1618\n# Title : LoRa-Sensor-Messwerte 2019/10\n# Description : None\n# Issued : 2020-03-06T15:09:09\n# Modified : 2022-08-25T12:57:18\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201910.csv')\n\n# Distribution 31\n# Ktzhdistid : 1617\n# Title : LoRa-Sensor-Messwerte 2019/11\n# Description : None\n# Issued : 2020-03-06T15:08:32\n# Modified : 2022-08-25T12:57:19\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201911.csv')\n\n# Distribution 32\n# Ktzhdistid : 1616\n# Title : LoRa-Sensor-Messwerte 2019/12\n# Description : None\n# Issued : 2020-03-06T15:07:58\n# Modified : 2022-08-25T12:57:21\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_201912.csv')\n\n# Distribution 33\n# Ktzhdistid : 1615\n# Title : LoRa-Sensor-Messwerte 2020/01\n# Description : None\n# Issued : 2020-03-06T15:07:28\n# Modified : 2022-08-25T12:57:23\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202001.csv')\n\n# Distribution 34\n# Ktzhdistid : 1614\n# Title : LoRa-Sensor-Messwerte 2020/02\n# Description : None\n# Issued : 2020-03-06T15:06:31\n# Modified : 2022-08-25T12:57:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202002.csv')\n\n# Distribution 35\n# Ktzhdistid : 1068\n# Title : LoRa-Sensor-Messwerte 2020/03\n# Description : None\n# Issued : 2022-03-10T14:17:33\n# Modified : 2022-08-25T12:57:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202003.csv')\n\n# Distribution 36\n# Ktzhdistid : 1628\n# Title : LoRa-Sensor-Messwerte 2020/04\n# Description : None\n# Issued : 2020-04-09T08:02:28\n# Modified : 2022-08-25T12:57:28\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202004.csv')\n\n# Distribution 37\n# Ktzhdistid : 1632\n# Title : LoRa-Sensor-Messwerte 2020/05\n# Description : None\n# Issued : 2020-05-04T10:45:42\n# Modified : 2022-08-25T12:57:30\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202005.csv')\n\n# Distribution 38\n# Ktzhdistid : 1652\n# Title : LoRa-Sensor-Messwerte 2020/06\n# Description : None\n# Issued : 2020-06-02T15:01:23\n# Modified : 2022-08-25T12:57:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202006.csv')\n\n# Distribution 39\n# Ktzhdistid : 1658\n# Title : LoRa-Sensor-Messwerte 2020/07\n# Description : None\n# Issued : 2020-07-06T12:16:49\n# Modified : 2022-08-25T12:57:33\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202007.csv')\n\n# Distribution 40\n# Ktzhdistid : 1707\n# Title : LoRa-Sensor-Messwerte 2020/08\n# Description : None\n# Issued : 2020-08-03T16:33:40\n# Modified : 2022-08-25T12:57:35\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202008.csv')\n\n# Distribution 41\n# Ktzhdistid : 1721\n# Title : LoRa-Sensor-Messwerte 2020/09\n# Description : None\n# Issued : 2020-09-08T10:02:54\n# Modified : 2022-08-25T12:57:37\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202009.csv')\n\n# Distribution 42\n# Ktzhdistid : 1733\n# Title : LoRa-Sensor-Messwerte 2020/10\n# Description : None\n# Issued : 2020-10-05T15:27:41\n# Modified : 2022-08-25T12:57:39\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202010.csv')\n\n# Distribution 43\n# Ktzhdistid : 1743\n# Title : LoRa-Sensor-Messwerte 2020/11\n# Description : None\n# Issued : 2020-11-02T12:14:25\n# Modified : 2022-08-25T12:57:40\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202011.csv')\n\n# Distribution 44\n# Ktzhdistid : 1779\n# Title : LoRa-Sensor-Messwerte 2020/12\n# Description : None\n# Issued : 2021-01-11T16:26:34\n# Modified : 2022-08-25T12:57:42\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202012.csv')\n\n# Distribution 45\n# Ktzhdistid : 1780\n# Title : LoRa-Sensor-Messwerte 2021/01\n# Description : None\n# Issued : 2021-01-11T16:57:24\n# Modified : 2022-08-25T12:57:44\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202101.csv')\n\n# Distribution 46\n# Ktzhdistid : 1784\n# Title : LoRa-Sensor-Messwerte 2021/02\n# Description : None\n# Issued : 2021-02-01T08:39:41\n# Modified : 2022-08-25T12:57:46\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202102.csv')\n\n# Distribution 47\n# Ktzhdistid : 1791\n# Title : LoRa-Sensor-Messwerte 2021/03\n# Description : None\n# Issued : 2021-03-03T13:50:17\n# Modified : 2022-08-25T12:57:48\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202103.csv')\n\n# Distribution 48\n# Ktzhdistid : 1802\n# Title : LoRa-Sensor-Messwerte 2021/04\n# Description : None\n# Issued : 2021-04-07T09:25:47\n# Modified : 2022-08-25T12:57:50\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202104.csv')\n\n# Distribution 49\n# Ktzhdistid : 1811\n# Title : LoRa-Sensor-Messwerte 2021/05\n# Description : None\n# Issued : 2021-05-03T10:07:38\n# Modified : 2022-08-25T12:57:52\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202105.csv')\n\n# Distribution 50\n# Ktzhdistid : 1841\n# Title : LoRa-Sensor-Messwerte 2021/06\n# Description : None\n# Issued : 2021-06-04T08:41:28\n# Modified : 2022-08-25T12:57:53\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202106.csv')\n\n# Distribution 51\n# Ktzhdistid : 1860\n# Title : LoRa-Sensor-Messwerte 2021/07\n# Description : None\n# Issued : 2021-07-13T10:48:23\n# Modified : 2022-08-25T12:57:55\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202107.csv')\n\n# Distribution 52\n# Ktzhdistid : 1861\n# Title : LoRa-Sensor-Messwerte 2021/08\n# Description : None\n# Issued : 2021-08-19T08:35:14\n# Modified : 2022-08-25T12:57:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202108.csv')\n\n# Distribution 53\n# Ktzhdistid : 1872\n# Title : LoRa-Sensor-Messwerte 2021/09\n# Description : None\n# Issued : 2021-09-02T09:18:58\n# Modified : 2022-08-25T12:57:59\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202109.csv')\n\n# Distribution 54\n# Ktzhdistid : 1885\n# Title : LoRa-Sensor-Messwerte 2021/10\n# Description : None\n# Issued : 2021-10-04T09:36:12\n# Modified : 2022-08-25T12:58:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202110.csv')\n\n# Distribution 55\n# Ktzhdistid : 1917\n# Title : LoRa-Sensor-Messwerte 2021/11\n# Description : None\n# Issued : 2021-11-10T08:57:07\n# Modified : 2022-08-25T12:58:02\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202111.csv')\n\n# Distribution 56\n# Ktzhdistid : 2077\n# Title : LoRa-Sensor-Messwerte 2021/12\n# Description : None\n# Issued : 2022-01-14T13:08:43\n# Modified : 2022-08-25T12:58:04\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202112.csv')\n\n# Distribution 57\n# Ktzhdistid : 2078\n# Title : LoRa-Sensor-Messwerte 2022/01\n# Description : None\n# Issued : 2022-01-14T13:08:26\n# Modified : 2022-08-25T13:36:26\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202201.csv')\n\n# Distribution 58\n# Ktzhdistid : 2198\n# Title : LoRa-Sensor-Messwerte 2022/02\n# Description : None\n# Issued : 2022-02-16T14:28:32\n# Modified : 2022-08-25T13:36:27\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202202.csv')\n\n# Distribution 59\n# Ktzhdistid : 2362\n# Title : LoRa-Sensor-Messwerte 2022/03\n# Description : None\n# Issued : 2022-03-04T10:18:32\n# Modified : 2022-08-25T13:36:29\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202203.csv')\n\n# Distribution 60\n# Ktzhdistid : 2518\n# Title : LoRa-Sensor-Messwerte 2022/04\n# Description : None\n# Issued : 2022-04-02T00:00:59\n# Modified : 2022-08-25T13:36:31\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202204.csv')\n\n# Distribution 61\n# Ktzhdistid : 2638\n# Title : LoRa-Sensor-Messwerte 2022/05\n# Description : None\n# Issued : 2022-05-03T00:00:58\n# Modified : 2022-08-25T13:36:32\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202205.csv')\n\n# Distribution 62\n# Ktzhdistid : 2838\n# Title : LoRa-Sensor-Messwerte 2022/06\n# Description : None\n# Issued : 2022-06-02T00:01:01\n# Modified : 2022-08-25T13:36:34\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202206.csv')\n\n# Distribution 63\n# Ktzhdistid : 2959\n# Title : LoRa-Sensor-Messwerte 2022/07\n# Description : None\n# Issued : 2022-07-02T00:01:06\n# Modified : 2022-08-26T12:02:24\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202207.csv')\n\n# Distribution 64\n# Ktzhdistid : 3120\n# Title : LoRa-Sensor-Messwerte 2022/08\n# Description : None\n# Issued : 2022-08-02T00:01:01\n# Modified : 2022-09-02T02:01:00\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202208.csv')\n\n# Distribution 65\n# Ktzhdistid : 3240\n# Title : LoRa-Sensor-Messwerte 2022/09\n# Description : None\n# Issued : 2022-09-02T00:01:01\n# Modified : 2022-10-02T02:00:58\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202209.csv')\n\n# Distribution 66\n# Ktzhdistid : 3340\n# Title : LoRa-Sensor-Messwerte 2022/10\n# Description : None\n# Issued : 2022-10-02T00:00:59\n# Modified : 2022-11-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202210.csv')\n\n# Distribution 67\n# Ktzhdistid : 3440\n# Title : LoRa-Sensor-Messwerte 2022/11\n# Description : None\n# Issued : 2022-11-02T00:00:58\n# Modified : 2022-12-02T01:00:57\n\ndf = get_dataset('https://www.web.statistik.zh.ch/awel/LoRa/data/AWEL_Sensors_LoRa_202211.csv')\n\n"}, {"cell_type": "markdown", "id": "4ce1f78f", "metadata": {}, "source": ["## Analyze data"]}, {"cell_type": "code", "execution_count": null, "id": "3e3dab86", "metadata": {}, "outputs": [], "source": ["# drop columns that have no values\n", "df.dropna(how='all', axis=1, inplace=True)"]}, {"cell_type": "code", "execution_count": null, "id": "841bd8d2", "metadata": {}, "outputs": [], "source": ["print(f'The dataset has {df.shape[0]:,.0f} rows (observations) and {df.shape[1]:,.0f} columns (variables).')\n", "print(f'There seem to be {df.duplicated().sum()} exact duplicates in the data.')"]}, {"cell_type": "code", "execution_count": null, "id": "75e73c96", "metadata": {}, "outputs": [], "source": ["df.info(memory_usage='deep', verbose=True)"]}, {"cell_type": "code", "execution_count": null, "id": "02f3df4d", "metadata": {}, "outputs": [], "source": ["df.head()"]}, {"cell_type": "code", "execution_count": null, "id": "a0d7d898", "metadata": {}, "outputs": [], "source": ["# display a small random sample transposed in order to see all variables\n", "df.sample(3).T"]}, {"cell_type": "code", "execution_count": null, "id": "786806dd", "metadata": {}, "outputs": [], "source": ["# describe non-numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(exclude='number'))\n", "except:\n", " print(\"No categorical data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "e744a6b6", "metadata": {}, "outputs": [], "source": ["# describe numerical features\n", "try:\n", " with pd.option_context('display.float_format', '{:,.2f}'.format):\n", " display(df.describe(include='number'))\n", "except:\n", " print(\"No numercial data in dataset.\")"]}, {"cell_type": "code", "execution_count": null, "id": "7a65d95d", "metadata": {}, "outputs": [], "source": ["# check missing values with missingno\n", "# https://github.com/ResidentMario/missingno\n", "import missingno as msno\n", "msno.matrix(df, labels=True, sort='descending');"]}, {"cell_type": "code", "execution_count": null, "id": "fcc604b7", "metadata": {}, "outputs": [], "source": ["# plot a histogram for each numerical feature\n", "try:\n", " df.hist(bins=25, rwidth=.9)\n", " plt.tight_layout()\n", " plt.show()\n", "except:\n", " print(\"No numercial data to plot.\") "]}, {"cell_type": "code", "execution_count": null, "id": "e13cc6eb", "metadata": {}, "outputs": [], "source": ["# continue your code here..."]}, {"cell_type": "code", "execution_count": null, "id": "18886378", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "59fce071", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "id": "f42f25aa", "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "id": "c6b87d83", "metadata": {}, "source": ["**Contact**: Amt f\u00fcr Abfall, Wasser, Energie und Luft des Kantons Z\u00fcrich | Abteilung Luft, Klima und Strahlung | joerg.sintermann@bd.zh.ch"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/README.md b/README.md index d16d99adb8..004372e416 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ Feedback is always very welcome – simply open an issue. For all data licenses please refer to each data set's link or the metadata API endpoint provided [here](https://www.zh.ch/de/politik-staat/opendata.zhweb-noredirect.zhweb-cache.html?keywords=ogd#/datasets/1461@fachstelle-ogd-kanton-zuerich). -Latest update: **2024-11-10 03:38:06** +Latest update: **2024-11-11 03:38:38** | ID | Title (abbreviated to 200 chars) | Python Colab | Python GitHub | R GitHub | | :-- | :-- | :-- | :-- | :-- |