skraak calls classify --folder A05/2026-04-06 --reviewer David --color --filter opensoundscape-kiwi-1.2 --species Kiwi+Male \
  --bind a=eurbla \
  --bind b=nezbel1 \
  --bind c=comcha \
  --bind d=saddle3 \
  --bind e=pipipi1 \
  --bind f=nezfan1 \
  --bind g=gryger1 \
  --bind i=tui1 \
  --bind j=nezkak1 \
  --bind k=kea1 \
  --bind l=lotkoe1 \
  --bind m=morepo2 \
  --bind n=nezrob3 \
  --bind o=soioys1 \
  --bind p=malpar2 \
  --bind r=riflem1 \
  --bind s=silver3 \
  --bind t=tomtit1 \
  --bind u=nezpig2 \
  --bind v=brncre \
  --bind w=weka1  \
  --bind x=Noise \
  --bind z="Don't Know" \
  --bind 1=Kiwi+Duet \
  --bind 2=Kiwi+Female \
  --bind 3=Kiwi+Male \
  --bind 4=Kiwi \

skraak calls classify --folder A05/2026-04-06 --reviewer David --color --filter opensoundscape-kiwi-1.2 --species Kiwi+Male,
  --bind a=eurbla,
  --bind b=nezbel1,
  --bind c=comcha,
  --bind d=saddle3,
  --bind e=pipipi1,
  --bind f=nezfan1,
  --bind g=gryger1,
  --bind i=tui1,
  --bind j=nezkak1,
  --bind k=kea1,
  --bind l=lotkoe1,
  --bind m=morepo2,
  --bind n=nezrob3,
  --bind o=soioys1,
  --bind p=malpar2,
  --bind r=riflem1,
  --bind s=silver3,
  --bind t=tomtit1,
  --bind u=nezpig2,
  --bind v=brncre,
  --bind w=weka1 ,
  --bind x=Noise,
  --bind z="Don't Know",
  --bind 1=Kiwi+Duet,
  --bind 2=Kiwi+Female,
  --bind 3=Kiwi+Male,
  --bind 4=Kiwi,

./skraak calls clip --folder "<folder_path>" --prefix <prefix> --output /tmp/<prefix>/ \

./skraak calls clip --folder "<folder_path>" --prefix <prefix> --output /tmp/<prefix>/,

Your job is to make sure we have not missed any kiwi calls, theese segments are low certainty but there pribably are some kiwi calls in there.

Your job is to make sure we have not missed any kiwi calls, theese segments are low certainty but there probably are some kiwi calls in there.

make a todo list for each folder and work your way through them 1 by 1
skraak calls classify --folder F09/2026-04-06/ --species "Don't Know"

make a todo list for each folder and work your way through them 1 by 1

"a": "eurbla",
"b": "nezbel1",
"c": "comcha",
"d": "saddle3",
"e": "pipipi1",
"f": "nezfan1",
"g": "gryger1",
"i": "tui1",
"j": "nezkak1",
"k": "kea1",
"l": "lotkoe1",
"m": "morepo2",
"n": "nezrob3",
"o": "soioys1",
"p": "malpar2",
"r": "riflem1",
"s": "silver3",
"t": "tomtit1",
"u": "nezpig2",
"v": "brncre",
"w": "weka1 ",
"x": "Noise",
"z": ""Don't Know"",
"1": "Kiwi+Duet",
"2": "Kiwi+Female",
"3": "Kiwi+Male",
"4": "Kiwi",
"5": "Gecko"

If the target species is strictly diurnal or nocturnal (see Day/Night Species Reference below), ask which site: **Takaka**, **Milford Sound**, **Pomona Island**, or **Indian Island**. Otherwise skip day/night filtering.

## Step 3.5: Day/night pre-filter (skip if target is "either")

Sites:
| Site | Lat | Lng |
|---|---|---|
| Takaka | -40.85 | 172.81 |
| Milford Sound | -44.67 | 167.93 |
| Pomona Island (Lake Manapouri) | -45.55 | 167.47 |
| Indian Island (Dusky Sound) | -45.75 | 166.55 |
Calibrate once per folder with a representative WAV:
```bash
./skraak isnight --file <wav> --lat <lat> --lng <lng> --timezone Pacific/Auckland
```
Use the returned `sunrise_utc` / `sunset_utc` (convert to Pacific/Auckland) as cutoffs for the whole folder. For each PNG, parse `YYYYMMDD_HHMMSS` from the basename, add `START` seconds. Drop PNGs in the wrong half for the target's diel pattern. Report kept/dropped.

- Develop a rough awareness of day v night 
- Recordings will be Pacific/Auckland time, from anywhere in the South Island. 

- Day/night filtering: see Step 3.5.
- Recordings will be Pacific/Auckland time, from anywhere in the South Island.