diff --git a/10_Redispatch/example10.py b/10_Redispatch/example10.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e34ed40c5739699a5d9eb3846da3bfd1e43a489
--- /dev/null
+++ b/10_Redispatch/example10.py
@@ -0,0 +1,29 @@
+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
diff --git a/10_Redispatch/redispatch08-2022.json b/10_Redispatch/redispatch08-2022.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c3c007c387cfef110ca0f350e297e027a438de6
--- /dev/null
+++ b/10_Redispatch/redispatch08-2022.json
@@ -0,0 +1,767 @@
+{
+ "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
diff --git a/10_Redispatch/scatterplot.png b/10_Redispatch/scatterplot.png
new file mode 100644
index 0000000000000000000000000000000000000000..5063ec0873aabdfa6168c6f125c35244cb3c2e51
Binary files /dev/null and b/10_Redispatch/scatterplot.png differ
diff --git a/README.md b/README.md
index 798d214742b560e63a13264063c782bf18a29d97..ea9e22f4690e144a5dbef136607d372a11be064e 100644
--- 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
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