# Scratchboard - Radabstellplätze Wien

```bash id=c2adfdfe-42e1-4095-bb8b-a64c9092fe27
pip3 install pandas numpy
```

## Aktuelle Daten von data.gv.at laden

```clojure id=d749281d-0b2f-4769-b47b-473fb69bb91d
(require '[clojure.data.json :as json]
         '[clojure.java.io :as io]
         '[clojure.string :as str])
 
(def json-url
  "https://data.wien.gv.at/daten/geo?service=WFS&request=GetFeature&version=1.1.0&typeName=ogdwien:FAHRRADABSTELLANLAGEOGD&srsName=EPSG:4326&outputFormat=json")

(def date
  (.format (java.text.SimpleDateFormat. "yyyy-MM-dd") (java.util.Date.)))

(def file-name (str "/results/input-" date ".json"))

;; store input data for reference in results
(io/copy (io/reader json-url)
         (io/file file-name))

(def current-data (-> file-name io/reader json/read))
```

[input-2021-06-03.json][nextjournal#output#d749281d-0b2f-4769-b47b-473fb69bb91d#input-2021-06-03.json]

```clojure id=90a7cf96-bd80-49df-ba32-2b9374cda86c
(require '[panthera.panthera :as pt]
         '[libpython-clj.python :as py :refer [py* py** call-attr]]
         '[panthera.pandas.utils :as u])
```

```clojure id=9a62f494-74e1-4c43-bdbc-12bd90163ca0
(defn show
  ([obj]
   (show obj {}))
  ([obj opts]
   (if (pt/series? obj)
    
     {:nextjournal/viewer :html
      :nextjournal.viewer/value  (py* (call-attr obj "to_frame") to_html [] opts)}
     {:nextjournal/viewer :html
      :nextjournal.viewer/value (py* obj to_html [] opts)})))
```

```clojure id=eef08ab2-581a-48aa-b439-3da63fdc5a4f
(def features
  (pt/data-frame
   (mapv (fn [f] (get f "properties"))
      (get current-data "features"))))

(-> features (pt/subset-cols "BEZIRK" "ANZAHL") (pt/groupby ["BEZIRK"]) pt/sum show)
```

```clojure id=ac50c65b-1628-4b3c-ab4a-4b5d393199bf
(show (pt/head features) {:index false})
```

[result][nextjournal#output#ac50c65b-1628-4b3c-ab4a-4b5d393199bf#result]

## Historische Daten

[FAHRRADABSTELLANLAGEOGD-2014-08-28.json][nextjournal#file#73672648-4892-40e7-b028-68fe73a4169c]

[FAHRRADABSTELLANLAGEN-2015-04.csv][nextjournal#file#d65f1657-bd1b-4357-8e3a-8a18e647fb2a]

[input-2018-12-29.json][nextjournal#file#563a90e7-f3a2-4de5-8731-bad475c28a5b]

[input-2020-04-28.json][nextjournal#file#b2ef3ab2-f4e3-4653-a8b8-a08cef2599e6]

[FAHRRADABSTELLANLAGEOGD-2020-11-19.json][nextjournal#file#c7b5e301-975b-48b2-8e49-3814245967c2]

```clojure id=1bd616d2-b6fe-4ce9-be21-cc739518ca64
(def data
  {"28.08.2014" [reference][nextjournal#reference#40552077-0fc0-456f-9f9d-04653e487daa]
   "30.04.2015" [reference][nextjournal#reference#0cfae066-b80b-4efc-9bfb-144ab21398d8]
   "29.12.2018" [reference][nextjournal#reference#2d132e37-f2e8-47b1-9a7f-0432d71dd68a]
   "19.11.2020" [reference][nextjournal#reference#47d5fcd2-305f-4f4a-86ee-3ef43a0d200f]})
```

```clojure id=2f8df34b-95c9-403f-9fbe-6b811e33ef42
(defn features-df [uri]
  (cond
    (str/ends-with? uri ".json")
    (pt/data-frame
     (mapv
      (fn [f] (get f "properties"))
      (-> uri io/reader json/read (get "features"))))
    
    (str/ends-with? uri ".csv")
    (-> (pt/read-csv uri)
        (pt/rename {:columns {"bezirk" "BEZIRK" "anzahl" "ANZAHL"}}))))
  
(defn features-by-district-df [uri sum-k]
  (-> uri features-df
    (pt/subset-cols "BEZIRK" "ANZAHL")
    (pt/groupby ["BEZIRK"] {:as-index false})
    pt/sum
    (pt/rename {:columns {"BEZIRK" "Bezirk" "ANZAHL" sum-k}})
    (pt/astype {"Bezirk" "int32" sum-k "int32"})))
```

```clojure id=8d006292-385b-4d8c-9d58-e19e72ca6deb
(def history
  (reduce
   pt/merge-ordered
   (mapv (fn [[k v]] (features-by-district-df v k)) data)))
```

```clojure id=a0ecea17-45a1-4172-b517-9b6a76a32e9e
(def diff
  (pt/ops
   (pt/subset-cols history "19.11.2020")
   (pt/subset-cols history "29.12.2018")
   :-))
(vec diff)
```

## Anzahl Radabstellplätze je Bezirk im Jahresvergleich

```clojure id=8067612a-bcc2-45b3-a42c-093fbfb6f49b
(def history-with-diff
  (pt/assign history {"Differenz Dez 2018 - aktuell" diff}))

(pt/to-csv history-with-diff "/results/radabbstellplaetze-2014-2020.csv")
(show history-with-diff {:index false})
```

[result][nextjournal#output#8067612a-bcc2-45b3-a42c-093fbfb6f49b#result]

[radabbstellplaetze-2014-2020.csv][nextjournal#output#8067612a-bcc2-45b3-a42c-093fbfb6f49b#radabbstellplaetze-2014-2020.csv]

## Veränderung Radabstellplätze am Neubau

```clojure id=b7a5dbed-d4bb-405a-b2d9-9b6064f4e04a
(def features-19 (features-df (get data "29.12.2018")))
(def features-20 (features-df (get data "19.11.2020")))
```

```clojure id=c554ded2-d72d-4fb3-8d28-87f4eeb6ca2a
(defn pandas-merge [left right & [attrs]]
  (py/call-attr-kw u/pd "merge" [left right]
                   (u/keys->pyargs attrs)))
```

```clojure id=34d58d47-cd0c-4c2f-aadd-425fcbcf76fc
(defn address-sum [df]
  (-> df
    (pt/groupby ["ADRESSE"] {:as-index false})
    (py/get-attr "ANZAHL")
    pt/sum))
```

```clojure id=286f5acd-f445-4777-a904-67a661a5ef83
(def features-neubau-19
  (-> features-19
      (pt/filter-rows
       #(-> % (pt/subset-cols "BEZIRK") (pt/eq 7) pt/values))
      address-sum))

(def features-neubau-20
  (-> features-20
      (pt/filter-rows
       #(-> % (pt/subset-cols "BEZIRK") (pt/eq 7) pt/values))
      address-sum))
```

```clojure id=c92532b8-a143-4fdd-8e07-5dd5ff8b8263
(require '[panthera.pandas.generics :as generics :refer [sort-values]])

(def combined
  (pandas-merge features-neubau-19
                features-neubau-20
                {:on ["ADRESSE" "ANZAHL"]
                 :indicator true
                 :suffixes ["-19" "-20"]
                 :how "outer"}))
(def added
  (-> combined
      (pt/filter-rows
            #(-> % (pt/subset-cols "_merge") (pt/eq "right_only") pt/values))
      (sort-values {:by "ADRESSE"})))

(show added)
 
```

[result][nextjournal#output#c92532b8-a143-4fdd-8e07-5dd5ff8b8263#result]

```clojure id=01202d9d-b6d9-4999-92c8-0ed904d701b4
(-> combined pt/tail show)
```

```clojure id=be7db119-4b12-442c-9271-f8621a11a6c3
(def changed (-> combined
               (pt/filter-rows
                    #(-> % (pt/subset-cols "_merge") (pt/ne "both") pt/values))
               pt/->clj))
 
(def changed-agg
  (->>
    changed
    (reduce
     (fn [m f]
       (update m
               (:ADRESSE f)
               (fn [a]
                 (if (= (:-merge f) "right_only")
                   (+ (or a 0) (:ANZAHL f))
                   (- (or a 0) (:ANZAHL f))))))                   
     {})
    (into (sorted-map-by compare))))
    
(show (->
        (pt/data-frame {:ADRESSE (keys changed-agg)
                        :ANZAHL (vals changed-agg)})))
        
        

 
```

[result][nextjournal#output#be7db119-4b12-442c-9271-f8621a11a6c3#result]

```clojure id=c8bd2aa2-a16b-4413-ba98-cdba6af4a63e
(def removed
 (-> combined
     (pt/filter-rows
           #(-> % (pt/subset-cols "_merge") (pt/eq "left_only") pt/values))
   (sort-values {:by "ADRESSE"})))  
(show removed)
```

[result][nextjournal#output#c8bd2aa2-a16b-4413-ba98-cdba6af4a63e#result]

# Appendix

```edn no-exec id=ffcf0396-b3f9-40e6-a0c2-654401879781
{:deps
 {org.clojure/clojure    {:mvn/version "1.10.1"}
  org.clojure/data.json  {:mvn/version "0.2.6"}
  clj-python/libpython-clj {:mvn/version "1.41"}
  panthera {:mvn/version "0.1-alpha.19"}}}
 
```

[nextjournal#output#d749281d-0b2f-4769-b47b-473fb69bb91d#input-2021-06-03.json]:
<https://nextjournal.com/data/QmUw9ZggLJ9nZ6av4tpKayBnRUPaPFSQhfEnwoLHRXpjkY?content-type=application/json&node-id=d749281d-0b2f-4769-b47b-473fb69bb91d&filename=input-2021-06-03.json&node-kind=output>

[nextjournal#output#ac50c65b-1628-4b3c-ab4a-4b5d393199bf#result]:
<https://nextjournal.com/data/QmZmnMwGErozG76wpSQr4Vq8pR9prSGocyuMvqTDT33kxY?content-type=application/transit%2Bjson&node-id=ac50c65b-1628-4b3c-ab4a-4b5d393199bf&node-kind=output>

[nextjournal#file#73672648-4892-40e7-b028-68fe73a4169c]:
<https://nextjournal.com/data/QmQur4MN3FCqzLxB3P6aJJhWPEnkK4cxHNQFhY7yezSHvJ?content-type=application/json&node-id=73672648-4892-40e7-b028-68fe73a4169c&filename=FAHRRADABSTELLANLAGEOGD-2014-08-28.json&node-kind=file>

[nextjournal#file#d65f1657-bd1b-4357-8e3a-8a18e647fb2a]:
<https://nextjournal.com/data/QmcustEP8gie6QsTwwyhxL7Ewbo1wLHvKGWSH8PixvS85v?content-type=text/csv&node-id=d65f1657-bd1b-4357-8e3a-8a18e647fb2a&filename=FAHRRADABSTELLANLAGEN-2015-04.csv&node-kind=file>

[nextjournal#file#563a90e7-f3a2-4de5-8731-bad475c28a5b]:
<https://nextjournal.com/data/QmcRMKHt9ZWXiLeU2wwsWPoJHRM9uqhLYDWGzTHtu6f2o5?content-type=application/json&node-id=563a90e7-f3a2-4de5-8731-bad475c28a5b&filename=input-2018-12-29.json&node-kind=file>

[nextjournal#file#b2ef3ab2-f4e3-4653-a8b8-a08cef2599e6]:
<https://nextjournal.com/data/QmSYhdQvXiSLPkVk11S4jRGy9EqushRMK2tYxfwEkVuiKv?content-type=application/json&node-id=b2ef3ab2-f4e3-4653-a8b8-a08cef2599e6&filename=input-2020-04-28.json&node-kind=file>

[nextjournal#file#c7b5e301-975b-48b2-8e49-3814245967c2]:
<https://nextjournal.com/data/Qmahc16FvWNJBQu2rHMKK2kbCsdXZrHDdzM6sNmVmZRAH2?content-type=application/json&node-id=c7b5e301-975b-48b2-8e49-3814245967c2&filename=FAHRRADABSTELLANLAGEOGD-2020-11-19.json&node-kind=file>

[nextjournal#reference#40552077-0fc0-456f-9f9d-04653e487daa]:
<#nextjournal#reference#40552077-0fc0-456f-9f9d-04653e487daa>

[nextjournal#reference#0cfae066-b80b-4efc-9bfb-144ab21398d8]:
<#nextjournal#reference#0cfae066-b80b-4efc-9bfb-144ab21398d8>

[nextjournal#reference#2d132e37-f2e8-47b1-9a7f-0432d71dd68a]:
<#nextjournal#reference#2d132e37-f2e8-47b1-9a7f-0432d71dd68a>

[nextjournal#reference#47d5fcd2-305f-4f4a-86ee-3ef43a0d200f]:
<#nextjournal#reference#47d5fcd2-305f-4f4a-86ee-3ef43a0d200f>

[nextjournal#output#8067612a-bcc2-45b3-a42c-093fbfb6f49b#result]:
<https://nextjournal.com/data/QmVMMZ9QPyY8zatpRnPeT7mCq45kydXrkRms3Ya7fHHHgP?content-type=application/transit%2Bjson&node-id=8067612a-bcc2-45b3-a42c-093fbfb6f49b&node-kind=output>

[nextjournal#output#8067612a-bcc2-45b3-a42c-093fbfb6f49b#radabbstellplaetze-2014-2020.csv]:
<https://nextjournal.com/data/QmSZEfDNh2xjqpQU7oZ4qu9Z7tnSKaCnvYv3nht9Sr4LyL?content-type=text/csv&node-id=8067612a-bcc2-45b3-a42c-093fbfb6f49b&filename=radabbstellplaetze-2014-2020.csv&node-kind=output>

[nextjournal#output#c92532b8-a143-4fdd-8e07-5dd5ff8b8263#result]:
<https://nextjournal.com/data/QmYBZyRcmcxfgp27yF2c4CGFjGiZZVgG9fRMMyB2jy39AY?content-type=application/transit%2Bjson&node-id=c92532b8-a143-4fdd-8e07-5dd5ff8b8263&node-kind=output>

[nextjournal#output#be7db119-4b12-442c-9271-f8621a11a6c3#result]:
<https://nextjournal.com/data/Qmd1KkQkjbx6VYHQdJCfLTpsGwdxEhcGhYsvh2X7ygJdRf?content-type=application/transit%2Bjson&node-id=be7db119-4b12-442c-9271-f8621a11a6c3&node-kind=output>

[nextjournal#output#c8bd2aa2-a16b-4413-ba98-cdba6af4a63e#result]:
<https://nextjournal.com/data/QmP828VYgzLeapenzdqMRs54FvKewo4ynsbJZKZeSdwQ1p?content-type=application/transit%2Bjson&node-id=c8bd2aa2-a16b-4413-ba98-cdba6af4a63e&node-kind=output>

<details id="com.nextjournal.article">
<summary>This notebook was exported from <a href="https://nextjournal.com/a/Kgcwta6oqK67gbwLjjYpo?change-id=CwjMPLy2Hj44uEu4eGTcVk">https://nextjournal.com/a/Kgcwta6oqK67gbwLjjYpo?change-id=CwjMPLy2Hj44uEu4eGTcVk</a></summary>

```edn nextjournal-metadata
{:article
 {:settings nil,
  :nodes
  {"01202d9d-b6d9-4999-92c8-0ed904d701b4"
   {:compute-ref #uuid "97a4c40f-950f-4464-b6f5-fd995101b5c6",
    :exec-duration 67,
    :id "01202d9d-b6d9-4999-92c8-0ed904d701b4",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "0cfae066-b80b-4efc-9bfb-144ab21398d8"
   {:id "0cfae066-b80b-4efc-9bfb-144ab21398d8",
    :kind "reference",
    :link [:output "d65f1657-bd1b-4357-8e3a-8a18e647fb2a" nil]},
   "1bd616d2-b6fe-4ce9-be21-cc739518ca64"
   {:compute-ref #uuid "addfb947-0d2a-4e2a-9fec-0f975e883c2a",
    :exec-duration 61,
    :id "1bd616d2-b6fe-4ce9-be21-cc739518ca64",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "286f5acd-f445-4777-a904-67a661a5ef83"
   {:compute-ref #uuid "2907aded-f25b-4f56-b8c8-0c0c46ad70b5",
    :exec-duration 125,
    :id "286f5acd-f445-4777-a904-67a661a5ef83",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "2d132e37-f2e8-47b1-9a7f-0432d71dd68a"
   {:id "2d132e37-f2e8-47b1-9a7f-0432d71dd68a",
    :kind "reference",
    :link [:output "563a90e7-f3a2-4de5-8731-bad475c28a5b" nil]},
   "2f8df34b-95c9-403f-9fbe-6b811e33ef42"
   {:compute-ref #uuid "189124d8-427c-4e35-b7fb-1b60bb8912c7",
    :exec-duration 109,
    :id "2f8df34b-95c9-403f-9fbe-6b811e33ef42",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "34d58d47-cd0c-4c2f-aadd-425fcbcf76fc"
   {:compute-ref #uuid "09e3ce67-1afe-4fc4-a381-5c77782c7f88",
    :exec-duration 62,
    :id "34d58d47-cd0c-4c2f-aadd-425fcbcf76fc",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "40552077-0fc0-456f-9f9d-04653e487daa"
   {:id "40552077-0fc0-456f-9f9d-04653e487daa",
    :kind "reference",
    :link [:output "73672648-4892-40e7-b028-68fe73a4169c" nil]},
   "47d5fcd2-305f-4f4a-86ee-3ef43a0d200f"
   {:id "47d5fcd2-305f-4f4a-86ee-3ef43a0d200f",
    :kind "reference",
    :link [:output "c7b5e301-975b-48b2-8e49-3814245967c2" nil]},
   "563a90e7-f3a2-4de5-8731-bad475c28a5b"
   {:id "563a90e7-f3a2-4de5-8731-bad475c28a5b", :kind "file"},
   "73672648-4892-40e7-b028-68fe73a4169c"
   {:id "73672648-4892-40e7-b028-68fe73a4169c", :kind "file"},
   "80403b0a-1226-48ff-9bcc-624ed02e3635"
   {:environment
    [:environment
     {:article/nextjournal.id
      #uuid "5b45eb52-bad4-413d-9d7f-b2b573a25322",
      :change/nextjournal.id
      #uuid "5df69cc3-ac89-473f-b791-4ea85a37786c",
      :node/id "0ae15688-6f6a-40e2-a4fa-52d81371f733"}],
    :environment? true,
    :id "80403b0a-1226-48ff-9bcc-624ed02e3635",
    :kind "runtime",
    :language "clojure",
    :name "clj-pandas",
    :type :nextjournal,
    :docker/environment-image
    "docker.nextjournal.com/environment@sha256:aee68cf483c1fc64f11f794d211d3152ff8697ed4505055d7c3ea89a3d6bc6fa",
    :runtime/mounts
    [{:src [:node "ffcf0396-b3f9-40e6-a0c2-654401879781"],
      :dest "/deps.edn"}]},
   "8067612a-bcc2-45b3-a42c-093fbfb6f49b"
   {:compute-ref #uuid "a2483f57-edde-4a60-9747-92cad47e637d",
    :exec-duration 164,
    :id "8067612a-bcc2-45b3-a42c-093fbfb6f49b",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "8d006292-385b-4d8c-9d58-e19e72ca6deb"
   {:compute-ref #uuid "59612b95-cd9e-4624-b005-3a66e581e17e",
    :exec-duration 3812,
    :id "8d006292-385b-4d8c-9d58-e19e72ca6deb",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "90a7cf96-bd80-49df-ba32-2b9374cda86c"
   {:compute-ref #uuid "1982a0b8-e1c3-4914-ac7f-fbe3f7944b57",
    :exec-duration 6805,
    :id "90a7cf96-bd80-49df-ba32-2b9374cda86c",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "9a62f494-74e1-4c43-bdbc-12bd90163ca0"
   {:compute-ref #uuid "45bf7e88-38c0-4c20-bfbd-63778510bf0e",
    :exec-duration 7617,
    :id "9a62f494-74e1-4c43-bdbc-12bd90163ca0",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "a0ecea17-45a1-4172-b517-9b6a76a32e9e"
   {:compute-ref #uuid "45d5f4a8-809f-449b-99a2-3dc5b153e150",
    :exec-duration 216,
    :id "a0ecea17-45a1-4172-b517-9b6a76a32e9e",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "a5332636-a848-4ba1-8351-aff5c58bd48c"
   {:environment [:environment "80403b0a-1226-48ff-9bcc-624ed02e3635"],
    :id "a5332636-a848-4ba1-8351-aff5c58bd48c",
    :kind "runtime",
    :language "clojure",
    :type :nextjournal},
   "ac50c65b-1628-4b3c-ab4a-4b5d393199bf"
   {:compute-ref #uuid "51768c1e-a531-4038-96ff-e31436fcc462",
    :exec-duration 321,
    :id "ac50c65b-1628-4b3c-ab4a-4b5d393199bf",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "b2ef3ab2-f4e3-4653-a8b8-a08cef2599e6"
   {:id "b2ef3ab2-f4e3-4653-a8b8-a08cef2599e6", :kind "file"},
   "b7a5dbed-d4bb-405a-b2d9-9b6064f4e04a"
   {:compute-ref #uuid "9e027d74-f216-4a0f-877d-0f5ec5183499",
    :exec-duration 1826,
    :id "b7a5dbed-d4bb-405a-b2d9-9b6064f4e04a",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "be7db119-4b12-442c-9271-f8621a11a6c3"
   {:compute-ref #uuid "e0f9a14e-61c4-4338-bd0f-6448017cdd32",
    :exec-duration 631,
    :id "be7db119-4b12-442c-9271-f8621a11a6c3",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "c2adfdfe-42e1-4095-bb8b-a64c9092fe27"
   {:compute-ref #uuid "5808e3f6-5c41-4374-bbb1-7228ed6462bc",
    :exec-duration 12515,
    :id "c2adfdfe-42e1-4095-bb8b-a64c9092fe27",
    :kind "code",
    :locked? true,
    :output-log-lines {:stdout 12},
    :runtime [:runtime "80403b0a-1226-48ff-9bcc-624ed02e3635"]},
   "c554ded2-d72d-4fb3-8d28-87f4eeb6ca2a"
   {:compute-ref #uuid "1a8b9eac-2792-4ed7-9982-e60dae230e70",
    :exec-duration 71,
    :id "c554ded2-d72d-4fb3-8d28-87f4eeb6ca2a",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "c7b5e301-975b-48b2-8e49-3814245967c2"
   {:id "c7b5e301-975b-48b2-8e49-3814245967c2", :kind "file"},
   "c8bd2aa2-a16b-4413-ba98-cdba6af4a63e"
   {:compute-ref #uuid "f82be163-9821-47a7-99c3-5c47ad848b55",
    :exec-duration 118,
    :id "c8bd2aa2-a16b-4413-ba98-cdba6af4a63e",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "c92532b8-a143-4fdd-8e07-5dd5ff8b8263"
   {:compute-ref #uuid "c25a5431-835b-4ae5-8122-9dd18906b732",
    :exec-duration 390,
    :id "c92532b8-a143-4fdd-8e07-5dd5ff8b8263",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"],
    :stdout-collapsed? false},
   "d65f1657-bd1b-4357-8e3a-8a18e647fb2a"
   {:id "d65f1657-bd1b-4357-8e3a-8a18e647fb2a", :kind "file"},
   "d749281d-0b2f-4769-b47b-473fb69bb91d"
   {:compute-ref #uuid "9e04c341-84c4-4ba9-aceb-8ec72299df67",
    :exec-duration 38331,
    :id "d749281d-0b2f-4769-b47b-473fb69bb91d",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "eef08ab2-581a-48aa-b439-3da63fdc5a4f"
   {:compute-ref #uuid "f286cb62-49d1-4dee-94b6-08b914a169da",
    :exec-duration 117838,
    :id "eef08ab2-581a-48aa-b439-3da63fdc5a4f",
    :kind "code",
    :output-log-lines {},
    :runtime [:runtime "a5332636-a848-4ba1-8351-aff5c58bd48c"]},
   "ffcf0396-b3f9-40e6-a0c2-654401879781"
   {:id "ffcf0396-b3f9-40e6-a0c2-654401879781",
    :kind "code-listing",
    :name "deps.edn"}},
  :nextjournal/id #uuid "029bcded-a904-4c61-864c-7f30b429a9c0",
  :article/change
  {:nextjournal/id #uuid "60b8c9f2-c243-416d-a20a-dd3a9ca86c4f"}}}

```
</details>