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Example 10 Redispatch

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10_Redispatch/example10.py 0 → 100644
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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")
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10_Redispatch/redispatch08-2022.json 0 → 100644
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{
"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"
}
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10_Redispatch/scatterplot.png

26.4 KiB

README.md
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......@@ -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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