Example 10 Redispatch

738aeda5 · root · f37ba7ba · 738aeda5 · 738aeda5 · 738aeda5
Commit 738aeda5 authored 5 months ago by root
--- a/10_Redispatch/example10.py
+++ b/10_Redispatch/example10.py
+import json
+import pandas as pd
+import matplotlib.pyplot as plt
+# Read json file
+with open("redispatch08-2022.json") as f:
+    data =json.load(f)
+# create pandas dataframe on the list of "communeBottleneckMinutes"
+df = pd.json_normalize(data, record_path=["communeBottleneckMinutes"])
+# calculate the total amount of Bottleneck minutes
+total_bottleneck_minutes = df["totalBottleneckMinutes"].sum()
+print("Total amount of bottleneck minutes over all communes: ", total_bottleneck_minutes)
+# Get the relative amount of Bottleneck minutes compared to the total amount
+df["relativeBottleneckMinutes"] = df["totalBottleneckMinutes"] / total_bottleneck_minutes
+# output the top ten highest bottlenecks
+df_top_ten = df.sort_values("totalBottleneckMinutes", ascending=False, ignore_index=True).take(range(10))
+print("Top Ten longest Bottlenecks\n")
+print(df_top_ten)
+# Create a scatterplot
+plt.scatter(df["totalEegPlants"], df["totalBottleneckMinutes"])
+plt.title("Redispatch 08.2022")
+plt.xlabel("Total EEG Plants")
+plt.ylabel("Total Bottleneck Minutes")
+plt.savefig("scatterplot.png")
\ No newline at end of file
--- a/10_Redispatch/redispatch08-2022.json
+++ b/10_Redispatch/redispatch08-2022.json
+{
+  "maxBottleneckMinutes": 10571,
+  "totalBottleneckMinutes": 25950,
+  "communeBottleneckMinutes": [
+    {
+      "communeId": "01054103",
+      "totalBottleneckMinutes": 6420,
+      "totalEegPlants": 10
+    },
+    {
+      "communeId": "01059158",
+      "totalBottleneckMinutes": 1160,
+      "totalEegPlants": 16
+    },
+    {
+      "communeId": "01059179",
+      "totalBottleneckMinutes": 7304,
+      "totalEegPlants": 56
+    },
+    {
+      "communeId": "01059123",
+      "totalBottleneckMinutes": 1822,
+      "totalEegPlants": 21
+    },
+    {
+      "communeId": "01059149",
+      "totalBottleneckMinutes": 2780,
+      "totalEegPlants": 17
+    },
+    {
+      "communeId": "01054124",
+      "totalBottleneckMinutes": 1151,
+      "totalEegPlants": 20
+    },
+    {
+      "communeId": "01059143",
+      "totalBottleneckMinutes": 1152,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01059144",
+      "totalBottleneckMinutes": 803,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01058028",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01058065",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054020",
+      "totalBottleneckMinutes": 7557,
+      "totalEegPlants": 175
+    },
+    {
+      "communeId": "01054005",
+      "totalBottleneckMinutes": 318,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054094",
+      "totalBottleneckMinutes": 319,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01054098",
+      "totalBottleneckMinutes": 319,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054015",
+      "totalBottleneckMinutes": 318,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01055016",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 24
+    },
+    {
+      "communeId": "01055037",
+      "totalBottleneckMinutes": 461,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01059057",
+      "totalBottleneckMinutes": 5816,
+      "totalEegPlants": 15
+    },
+    {
+      "communeId": "01059086",
+      "totalBottleneckMinutes": 74,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054143",
+      "totalBottleneckMinutes": 318,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054158",
+      "totalBottleneckMinutes": 318,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01059115",
+      "totalBottleneckMinutes": 2703,
+      "totalEegPlants": 39
+    },
+    {
+      "communeId": "01051026",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01051064",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01051012",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01051022",
+      "totalBottleneckMinutes": 5430,
+      "totalEegPlants": 48
+    },
+    {
+      "communeId": "01051097",
+      "totalBottleneckMinutes": 5429,
+      "totalEegPlants": 25
+    },
+    {
+      "communeId": "01051138",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01051010",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01051099",
+      "totalBottleneckMinutes": 4880,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01051089",
+      "totalBottleneckMinutes": 4722,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01051016",
+      "totalBottleneckMinutes": 4722,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01051051",
+      "totalBottleneckMinutes": 4722,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01051032",
+      "totalBottleneckMinutes": 4723,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061061",
+      "totalBottleneckMinutes": 160,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061041",
+      "totalBottleneckMinutes": 160,
+      "totalEegPlants": 17
+    },
+    {
+      "communeId": "01056010",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01056051",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01056038",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061044",
+      "totalBottleneckMinutes": 160,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01061101",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061104",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01056035",
+      "totalBottleneckMinutes": 160,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01061006",
+      "totalBottleneckMinutes": 159,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061030",
+      "totalBottleneckMinutes": 2090,
+      "totalEegPlants": 29
+    },
+    {
+      "communeId": "01061054",
+      "totalBottleneckMinutes": 160,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01054045",
+      "totalBottleneckMinutes": 5611,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01054075",
+      "totalBottleneckMinutes": 10571,
+      "totalEegPlants": 39
+    },
+    {
+      "communeId": "01054108",
+      "totalBottleneckMinutes": 9483,
+      "totalEegPlants": 26
+    },
+    {
+      "communeId": "01054126",
+      "totalBottleneckMinutes": 2695,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054167",
+      "totalBottleneckMinutes": 3059,
+      "totalEegPlants": 42
+    },
+    {
+      "communeId": "01054125",
+      "totalBottleneckMinutes": 3414,
+      "totalEegPlants": 9
+    },
+    {
+      "communeId": "01054080",
+      "totalBottleneckMinutes": 1654,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054014",
+      "totalBottleneckMinutes": 6542,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01055046",
+      "totalBottleneckMinutes": 895,
+      "totalEegPlants": 28
+    },
+    {
+      "communeId": "01059183",
+      "totalBottleneckMinutes": 2385,
+      "totalEegPlants": 37
+    },
+    {
+      "communeId": "01059174",
+      "totalBottleneckMinutes": 5595,
+      "totalEegPlants": 23
+    },
+    {
+      "communeId": "01059132",
+      "totalBottleneckMinutes": 1674,
+      "totalEegPlants": 9
+    },
+    {
+      "communeId": "01059169",
+      "totalBottleneckMinutes": 1104,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054011",
+      "totalBottleneckMinutes": 1105,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01054037",
+      "totalBottleneckMinutes": 2858,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01059128",
+      "totalBottleneckMinutes": 430,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054123",
+      "totalBottleneckMinutes": 429,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054109",
+      "totalBottleneckMinutes": 7611,
+      "totalEegPlants": 82
+    },
+    {
+      "communeId": "01054088",
+      "totalBottleneckMinutes": 6385,
+      "totalEegPlants": 22
+    },
+    {
+      "communeId": "01054016",
+      "totalBottleneckMinutes": 2657,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01054165",
+      "totalBottleneckMinutes": 3091,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01054017",
+      "totalBottleneckMinutes": 2977,
+      "totalEegPlants": 16
+    },
+    {
+      "communeId": "01054076",
+      "totalBottleneckMinutes": 3613,
+      "totalEegPlants": 18
+    },
+    {
+      "communeId": "01054022",
+      "totalBottleneckMinutes": 2612,
+      "totalEegPlants": 12
+    },
+    {
+      "communeId": "01054068",
+      "totalBottleneckMinutes": 6474,
+      "totalEegPlants": 21
+    },
+    {
+      "communeId": "01054131",
+      "totalBottleneckMinutes": 1959,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01054027",
+      "totalBottleneckMinutes": 2292,
+      "totalEegPlants": 7
+    },
+    {
+      "communeId": "01054142",
+      "totalBottleneckMinutes": 1867,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01054136",
+      "totalBottleneckMinutes": 1716,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054055",
+      "totalBottleneckMinutes": 1959,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054166",
+      "totalBottleneckMinutes": 1399,
+      "totalEegPlants": 36
+    },
+    {
+      "communeId": "01054048",
+      "totalBottleneckMinutes": 1006,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01058165",
+      "totalBottleneckMinutes": 281,
+      "totalEegPlants": 7
+    },
+    {
+      "communeId": "01059042",
+      "totalBottleneckMinutes": 5816,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01059044",
+      "totalBottleneckMinutes": 5817,
+      "totalEegPlants": 22
+    },
+    {
+      "communeId": "01059081",
+      "totalBottleneckMinutes": 5816,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01059010",
+      "totalBottleneckMinutes": 5816,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01059159",
+      "totalBottleneckMinutes": 299,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01051011",
+      "totalBottleneckMinutes": 4779,
+      "totalEegPlants": 19
+    },
+    {
+      "communeId": "01051076",
+      "totalBottleneckMinutes": 1178,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01051103",
+      "totalBottleneckMinutes": 1179,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01051119",
+      "totalBottleneckMinutes": 843,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054003",
+      "totalBottleneckMinutes": 554,
+      "totalEegPlants": 9
+    },
+    {
+      "communeId": "01054097",
+      "totalBottleneckMinutes": 554,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054118",
+      "totalBottleneckMinutes": 555,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01058080",
+      "totalBottleneckMinutes": 289,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01058173",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054059",
+      "totalBottleneckMinutes": 6488,
+      "totalEegPlants": 46
+    },
+    {
+      "communeId": "01059045",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01058042",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01059051",
+      "totalBottleneckMinutes": 122,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01059053",
+      "totalBottleneckMinutes": 45,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01055027",
+      "totalBottleneckMinutes": 1656,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01055006",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01055029",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01055036",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01055043",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01055023",
+      "totalBottleneckMinutes": 462,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01059092",
+      "totalBottleneckMinutes": 5816,
+      "totalEegPlants": 11
+    },
+    {
+      "communeId": "01059062",
+      "totalBottleneckMinutes": 5837,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01059079",
+      "totalBottleneckMinutes": 5817,
+      "totalEegPlants": 9
+    },
+    {
+      "communeId": "01054065",
+      "totalBottleneckMinutes": 537,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01054009",
+      "totalBottleneckMinutes": 364,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054086",
+      "totalBottleneckMinutes": 6017,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01059116",
+      "totalBottleneckMinutes": 27,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01059182",
+      "totalBottleneckMinutes": 215,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01051027",
+      "totalBottleneckMinutes": 486,
+      "totalEegPlants": 16
+    },
+    {
+      "communeId": "01051017",
+      "totalBottleneckMinutes": 486,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01051062",
+      "totalBottleneckMinutes": 486,
+      "totalEegPlants": 7
+    },
+    {
+      "communeId": "01051074",
+      "totalBottleneckMinutes": 485,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061083",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 5
+    },
+    {
+      "communeId": "01061024",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01061119",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061091",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061047",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061021",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061059",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061085",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061097",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01061087",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01061033",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061105",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01061045",
+      "totalBottleneckMinutes": 2191,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054146",
+      "totalBottleneckMinutes": 6235,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01054012",
+      "totalBottleneckMinutes": 8151,
+      "totalEegPlants": 6
+    },
+    {
+      "communeId": "01054002",
+      "totalBottleneckMinutes": 8382,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01054024",
+      "totalBottleneckMinutes": 6318,
+      "totalEegPlants": 8
+    },
+    {
+      "communeId": "01054092",
+      "totalBottleneckMinutes": 8225,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054041",
+      "totalBottleneckMinutes": 10520,
+      "totalEegPlants": 13
+    },
+    {
+      "communeId": "01054079",
+      "totalBottleneckMinutes": 6592,
+      "totalEegPlants": 4
+    },
+    {
+      "communeId": "01054144",
+      "totalBottleneckMinutes": 7982,
+      "totalEegPlants": 12
+    },
+    {
+      "communeId": "01054128",
+      "totalBottleneckMinutes": 8314,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054007",
+      "totalBottleneckMinutes": 7898,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054038",
+      "totalBottleneckMinutes": 3527,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054025",
+      "totalBottleneckMinutes": 319,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054019",
+      "totalBottleneckMinutes": 3168,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054093",
+      "totalBottleneckMinutes": 3177,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054121",
+      "totalBottleneckMinutes": 3189,
+      "totalEegPlants": 3
+    },
+    {
+      "communeId": "01051129",
+      "totalBottleneckMinutes": 6502,
+      "totalEegPlants": 2
+    },
+    {
+      "communeId": "01054091",
+      "totalBottleneckMinutes": 6430,
+      "totalEegPlants": 12
+    },
+    {
+      "communeId": "01054026",
+      "totalBottleneckMinutes": 4641,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054042",
+      "totalBottleneckMinutes": 4736,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054162",
+      "totalBottleneckMinutes": 4753,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054132",
+      "totalBottleneckMinutes": 554,
+      "totalEegPlants": 1
+    },
+    {
+      "communeId": "01054034",
+      "totalBottleneckMinutes": 543,
+      "totalEegPlants": 18
+    },
+    {
+      "communeId": "01054110",
+      "totalBottleneckMinutes": 540,
+      "totalEegPlants": 3
+    }
+  ],
+  "lastUpdatedAt": "2023-02-28T01:29:05.0424923+01:00"
+}
\ No newline at end of file
--- a/10_Redispatch/scatterplot.png
+++ b/10_Redispatch/scatterplot.png
--- a/README.md
+++ b/README.md
@@ -10,3 +10,4 @@ Example # | Name | Description | Input format | Output | Source
 05 | Park bench map | Show a map of all park benches in the city of Norderstedt | SHP (shape file) | Table, Open Street Map overlay | https://opendata.schleswig-holstein.de/dataset/parkbanke
 06 | Tax office map | Create a formatted HTML and map containing all tax offices in Schleswig-Holstein | RDF | HTML table, Open Street Map overlay | https://opendata.schleswig-holstein.de/dataset/finanzamter-2024-01-28
 08 | Water height diagram | Create a line diagram of the water height of the Stoer near Willenscharen for 2023 | CSV | Diagram (PNG) | https://opendata.schleswig-holstein.de/dataset/wasserstand-pegel-willenscharen-stor1
+10 | Redispatch SH-Netz AG | Show a scatter plot of the number of EEG plants of a commune and the amount of time the electricity supply needed to be reduced  | CSV | Scatterplot (PNG) | https://opendata.schleswig-holstein.de/dataset/redispatch-2022-08
\ No newline at end of file