quietlight/skraak_mcp - Change OS2TERQOAHK3WQZNCL5Y5L5ZJI5HUSJSCJ6MRB2R4IEFTLF7R2SAC

me again

Created by quietlight on April 18, 2026

OS2TERQOAHK3WQZNCL5Y5L5ZJI5HUSJSCJ6MRB2R4IEFTLF7R2SAC

Dependencies

In channels

main

Change contents

Insertion in me.txt at line 1 [3.1]
[3.1]
[4.3374]
```
To Do
=====
```

Deletion in me.txt at line 28 [3.1]

B:BD[3.7007] → [5.417:655]

time ./skraak calls from-preds --csv /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/preds9_opensoundscape-multi-1.0_2025-07-22.csv > /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/preds9_opensoundscape-multi-1.0_2025-07-22.json

Deletion in me.txt at line 29 [3.1]

B:BD[3.7008] → [3.7008:7321]

file,start_time,end_time,ausbit1,bluduc1,comcha,comred,dunnoc1,eurbla,eursta,fernbi1,grskiw1,gryger1,kea1,liskiw1,lotkoe1,morepo2,nezbel1,nezfan1,nezkak1,nezpig2,nezrob3,nibkiw1,okbkiw1,parake,pipipi1,riflem1,shbcuc1,silver3,sobkiw2,soioys1,soiwre1,sonthr1,spocra2,tomtit1,tui1,varoys1,weka1,yellow2,weta,saddle3

Insertion in me.txt at line 30 [3.1]
[3.7322]
[3.7322]
```
Labels in multi model
=====================
```

Deletion in me.txt at line 70 [3.1]

B:BD[3.11806] → [6.80:81]

∅:D[6.81] → [3.11808:11810]

B:BD[3.11808] → [3.11808:11810]

B:BD[3.11810] → [6.82:83]

B:BD[6.83] → [7.134:208]

B:BD[7.208] → [8.2673:2782]

∅:D[8.2782] → [7.279:821]

B:BD[7.279] → [7.279:821]

B:BD[7.821] → [9.165:395]

∅:D[9.395] → [10.125:187]

B:BD[7.821] → [10.125:187]

B:BD[10.187] → [11.113:127]

∅:D[11.127] → [10.201:209]

B:BD[10.201] → [10.201:209]

B:BD[10.209] → [2.190:249]

∅:D[11.187] → [10.268:439]

∅:D[2.249] → [10.268:439]

∅:D[9.455] → [10.268:439]

B:BD[10.268] → [10.268:439]

B:BD[10.439] → [11.188:241]

∅:D[12.207] → [10.506:507]

∅:D[11.241] → [10.506:507]

B:BD[10.506] → [10.506:507]

B:BD[10.507] → [9.456:486]

∅:D[9.486] → [10.507:532]

B:BD[10.507] → [10.507:532]

B:BD[10.532] → [2.250:324]

∅:D[2.324] → [10.621:730]

B:BD[10.621] → [10.621:730]


for item in a
    try
        jsonfile = replace(item, ".csv" => ".json")
        run(pipeline(`skraak calls from-preds --csv $item --gap-multiplier 3 --min-detections 1`, jsonfile))
    catch e
        @error "skraak failed on $item" exception=(e, catch_backtrace())
    end
end
model = "/media/david/SSD2/Secondary_Models/DFMN_Inge/model_DFMN1-5_CPU_epoch-9-0.9737-2024-10-25.jld2"
labels = Dict(1 => "Duet", 2 => "Female", 3 => "Male", 4 => "Don't Know")
predict(a, model, labels)
model = "/media/david/SSD2/Secondary_Models/LSK/model_GSK_LSK_DFM_FT_IngeDFMN_1-5_1-0_CPU_epoch-9-0.9745-2025-01-13.jld2"
labels = Dict(1 => "GSK", 2 => "GSK", 3 => "GSK", 4 => "LSK", 5 => "LSK", 6 => "LSK")
## Needed to change the logic
predict(a, model, labels)
model = "/media/david/SSD2/Secondary_Models/DFMN_Pomona/model_DFMN1-5_Pomona3_CPU_epoch-18-0.9785-2025-03-02.jld2"
labels = Dict(1 => "Duet", 2 => "Female", 3 => "Gecko", 4 => "Male", 5 => "Don't Know")
predict(a, model, labels)
skraak calls summarise --folder .
for item in x
    try
        jsonfile = "$item/segment_summary_2026-04-19.json"
        run(pipeline(`skraak calls summarise --folder $item`, jsonfile))
    catch e
        @error "skraak failed on $item" exception=(e, catch_backtrace())
    end
end
skraak calls summarise --folder ./recordings --brief
# print brief summary to repl
for item in a
       try
           run(pipeline(`skraak calls summarise --folder $item --brief`))
       catch e
           @error "skraak failed on $item" exception=(e, catch_backtrace())
       end
   end

Deletion in me.txt at line 71 [3.1]

B:BD[10.731] → [9.487:515]

B:BD[9.515] → [11.242:297]

∅:D[11.297] → [10.774:1038]

∅:D[8.2840] → [10.774:1038]

B:BD[10.774] → [10.774:1038]

B:BD[9.517] → [9.517:518]

# save brief summary to cwd
open("/home/david/summary_2026-04-17.jsonl", "w") do f
       for item in a
           try
               run(pipeline(`skraak calls summarise --folder $item`, `jq 'del(.segments)'`, f))
           catch e
               @error "skraak failed on $item" exception=(e, catch_backtrace())
           end
       end
   end

Replacement in me.txt at line 73 [3.1]

B:BD[9.523] → [13.89:159]

# Active Labels         ebird_code
---------------         ----------

[9.520]

[14.89]

# Active DB Labels      ebird_code
------------------      ----------

Deletion in me.txt at line 120 [3.1]

∅:D[2.331] → [15.409:410]

B:BD[15.409] → [15.409:410]

B:BD[15.412] → [15.412:1725]


┌──────────────────────────┬─────────┐
│           tbl            │   cnt   │
│         varchar          │  int64  │
├──────────────────────────┼─────────┤
│ call_type                │      23 │
│ cluster                  │    1210 │
│ cyclic_recording_pattern │       3 │
│ dataset                  │      15 │
│ ebird_taxonomy           │   35306 │
│ file                     │ 1639917 │
│ file_dataset             │ 1639917 │
│ file_metadata            │    5423 │
│ filter                   │       8 │
│ label                    │  200052 │
│ label_metadata           │    7303 │
│ label_subtype            │  114547 │
│ location                 │     787 │
│ moth_metadata            │ 1279386 │
│ segment                  │  201055 │
│ species                  │     356 │
├──────────────────────────┴─────────┤
│ 16 rows                  2 columns │
└────────────────────────────────────┘

Replacement in me.txt at line 121 [3.1]
∅:D[16.1141] → [11.1837:1838]
B:BD[11.1837] → [11.1837:1838]
[16.1141]
[16.1142]
```
Keybindings in config.json
==========================
```
Deletion in me.txt at line 151 [3.1]
B:BD[17.572] → [17.572:573]
Insertion in me.txt at line 174 [3.1]
[2.1131]
[2.1131]
```
Code stuff
==========
```

Insertion in me.txt at line 178 [3.1]

[2.1132]

time ./skraak calls from-preds --csv /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/preds9_opensoundscape-multi-1.0_2025-07-22.csv > /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/preds9_opensoundscape-multi-1.0_2025-07-22.json
for item in a
    try
        jsonfile = replace(item, ".csv" => ".json")
        run(pipeline(`skraak calls from-preds --csv $item --gap-multiplier 3 --min-detections 1`, jsonfile))
    catch e
        @error "skraak failed on $item" exception=(e, catch_backtrace())
    end
end
model = "/media/david/SSD2/Secondary_Models/DFMN_Inge/model_DFMN1-5_CPU_epoch-9-0.9737-2024-10-25.jld2"
labels = Dict(1 => "Duet", 2 => "Female", 3 => "Male", 4 => "Don't Know")
## Check this logic in the code
predict(a, model, labels)
model = "/media/david/SSD2/Secondary_Models/LSK/model_GSK_LSK_DFM_FT_IngeDFMN_1-5_1-0_CPU_epoch-9-0.9745-2025-01-13.jld2"
labels = Dict(1 => "GSK", 2 => "GSK", 3 => "GSK", 4 => "LSK", 5 => "LSK", 6 => "LSK")
## Needed to change the logic
predict(a, model, labels)
model = "/media/david/SSD2/Secondary_Models/DFMN_Pomona/model_DFMN1-5_Pomona3_CPU_epoch-18-0.9785-2025-03-02.jld2"
labels = Dict(1 => "Duet", 2 => "Female", 3 => "Gecko", 4 => "Male", 5 => "Don't Know")
## Check this logic in the code
predict(a, model, labels)
## Change the date
for item in x
    try
        jsonfile = "$item/segment_summary_2026-04-19.json"
        run(pipeline(`skraak calls summarise --folder $item`, jsonfile))
    catch e
        @error "skraak failed on $item" exception=(e, catch_backtrace())
    end
end
skraak calls summarise --folder ./recordings --brief
# print brief summary to repl
for item in a
   try
       run(pipeline(`skraak calls summarise --folder $item --brief`))
   catch e
       @error "skraak failed on $item" exception=(e, catch_backtrace())
   end
end
# save brief summary to cwd
open("/home/david/summary_2026-04-17.jsonl", "w") do f
   for item in a
       try
           run(pipeline(`skraak calls summarise --folder $item`, `jq 'del(.segments)'`, f))
       catch e
           @error "skraak failed on $item" exception=(e, catch_backtrace())
       end
   end
end
Database
========
2026-04-19
Table Counts
  ┌──────────────────────────┬───────────┬───────────┐
  │          Table           │   Total   │  Active   │
  ├──────────────────────────┼───────────┼───────────┤
  │ file                     │ 1,639,917 │ 1,639,917 │
  ├──────────────────────────┼───────────┼───────────┤
  │ moth_metadata            │ 1,279,386 │ 1,279,386 │
  ├──────────────────────────┼───────────┼───────────┤
  │ ebird_taxonomy           │ 35,306    │ —         │
  ├──────────────────────────┼───────────┼───────────┤
  │ label                    │ 234,077   │ 234,077   │
  ├──────────────────────────┼───────────┼───────────┤
  │ segment                  │ 235,080   │ 235,080   │
  ├──────────────────────────┼───────────┼───────────┤
  │ label_subtype            │ 126,048   │ 126,048   │
  ├──────────────────────────┼───────────┼───────────┤
  │ file_dataset             │ 1,639,917 │ —         │
  ├──────────────────────────┼───────────┼───────────┤
  │ label_metadata           │ 7,312     │ 7,312     │
  ├──────────────────────────┼───────────┼───────────┤
  │ file_metadata            │ 5,423     │ 5,423     │
  ├──────────────────────────┼───────────┼───────────┤
  │ location                 │ 787       │ 787       │
  ├──────────────────────────┼───────────┼───────────┤
  │ cluster                  │ 1,210     │ 1,210     │
  ├──────────────────────────┼───────────┼───────────┤
  │ species                  │ 357       │ 45        │
  ├──────────────────────────┼───────────┼───────────┤
  │ call_type                │ 23        │ 18        │
  ├──────────────────────────┼───────────┼───────────┤
  │ dataset                  │ 15        │ 15        │
  ├──────────────────────────┼───────────┼───────────┤
  │ filter                   │ 8         │ 8         │
  ├──────────────────────────┼───────────┼───────────┤
  │ cyclic_recording_pattern │ 3         │ —         │
  └──────────────────────────┴───────────┴───────────┘
Per-Dataset Breakdown
  ┌──────────────────────────────┬───────────┬──────────┬─────────┬──────────┬─────────┐
  │           Dataset            │ Locations │ Clusters │  Files  │ Segments │ Labels  │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Pomona - Kiwi                │ 48        │ 283      │ 542,228 │ 228,617  │ 227,614 │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Manu o Kahurangi - Kiwi      │ 313       │ 352      │ 214,779 │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Twenty Four Seven            │ 43        │ 73       │ 721,365 │ 1,906    │ 1,906   │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Friends of Flora - Kiwi      │ 66        │ 137      │ 66,590  │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Friends of Cobb - Kiwi       │ 36        │ 33       │ 12,034  │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Lisa Whittle - Kiwi          │ 15        │ 15       │ 16,164  │ 1,761    │ 1,761   │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ HCT - Kiwi                   │ 24        │ 24       │ 8,016   │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Bluemine - Kiwi              │ 10        │ 10       │ 8,866   │ 770      │ 770     │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Pure Salt - Kiwi             │ 6         │ 6        │ 9,760   │ 2,026    │ 2,026   │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Tuning Fork Recorders        │ 6         │ 15       │ 29,155  │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Secretary Island             │ 7         │ 16       │ 5,596   │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ DOC Tier 1 Tokoeka 2011-2022 │ 197       │ 238      │ 461     │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Moraine Creek - Kiwi         │ 2         │ 2        │ 1,685   │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Wendy Ambury Bittern         │ 14        │ 15       │ 2,332   │ 0        │ 0       │
  ├──────────────────────────────┼───────────┼──────────┼─────────┼──────────┼─────────┤
  │ Andrew Digby - LSK           │ 0         │ 0        │ 0       │ 0        │ 0       │
  └──────────────────────────────┴───────────┴──────────┴─────────┴──────────┴─────────┘
Labels by Species & Filter (top 20)
  ┌──────────────────────┬─────────────────────────┬────────┬───────────────┐
  │       Species        │         Filter          │ Labels │ Avg Certainty │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Don't Know           │ opensoundscape-kiwi-1.5 │ 59,450 │ 0%            │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Haast Tokoeka        │ opensoundscape-kiwi-1.0 │ 55,319 │ 99.85%        │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Haast Tokoeka        │ opensoundscape-kiwi-1.5 │ 54,430 │ 99.99%        │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Don't Know           │ opensoundscape-kiwi-1.0 │ 39,184 │ 0.01%         │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Haast Tokoeka        │ opensoundscape-kiwi-1.2 │ 8,536  │ 100%          │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Don't Know           │ opensoundscape-kiwi-1.2 │ 7,572  │ 0%            │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Haast Tokoeka        │ avianz-kiwi             │ 7,337  │ 100%          │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Noise                │ opensoundscape-kiwi-1.2 │ 561    │ 100%          │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ S. Fiordland Tokoeka │ opensoundscape-kiwi-1.2 │ 311    │ 100%          │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ Rowi                 │ opensoundscape-kiwi-1.5 │ 252    │ 100%          │
  ├──────────────────────┼─────────────────────────┼────────┼───────────────┤
  │ …                    │ …                       │ …      │ …             │
  └──────────────────────┴─────────────────────────┴────────┴───────────────┘

me again

Dependencies

In channels

Change contents

Insertion in me.txt at line 1 [3.1]

Deletion in me.txt at line 28 [3.1]

Deletion in me.txt at line 29 [3.1]

Insertion in me.txt at line 30 [3.1]

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