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20 changes: 20 additions & 0 deletions docs/spectral_index.md
Original file line number Diff line number Diff line change
Expand Up @@ -236,6 +236,26 @@ Index range: -∞, ∞
- hsi - Hyperspectral image object, an instance of the `Spectral_data` class in plantcv (read in using [pcv.readimage](read_image.md) with `mode='envi'`)
- distance - Amount of flexibility (in nanometers) regarding the bands used to calculate an index.

### NDCI

Calculates the Normalized Difference Chlorophyll Edge index using reflectance values ([Mishra & Mishra, 2012](#references)):
Comment thread
nfahlgren marked this conversation as resolved.

```
NDCI = (R708 - R665) / (R708 + R665)

```

Index range: -1.0, 1.0

**plantcv.spectral_index.ndci**(*hsi, distance=20*)

**returns** calculated index array (instance of the `Spectral_data` class)

- **Parameters:**
- hsi - Hyperspectral image object, an instance of the `Spectral_data` class in plantcv (read in using [pcv.readimage](read_image.md) with `mode='envi'`)
- distance - Amount of flexibility (in nanometers) regarding the bands used to calculate an index.


### NDRE

Calculates the Normalized Difference Red Edge index using reflectance values ([Barnes et al., 2000](#references)):
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3 changes: 2 additions & 1 deletion plantcv/plantcv/spectral_index/__init__.py
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Expand Up @@ -28,9 +28,10 @@
from plantcv.plantcv.spectral_index.spectral_index import vari
from plantcv.plantcv.spectral_index.spectral_index import vi_green
from plantcv.plantcv.spectral_index.spectral_index import wi
from plantcv.plantcv.spectral_index.spectral_index import ndci


# add new functions to end of lists
__all__ = ["ndvi", "gdvi", "savi", "pri", "ari", "ci_rededge", "cri550", "cri700", "egi", "evi", "gli", "mari", "mcari",
"mtci", "ndre", "npci", "psnd_chla", "psnd_chlb", "psnd_car", "psri", "pssr_chla", "pssr_chlb", "pssr_car",
"rgri", "rvsi", "sipi", "sr", "vari", "vi_green", "wi"]
"rgri", "rvsi", "sipi", "sr", "vari", "vi_green", "wi", "ndci"]
31 changes: 31 additions & 0 deletions plantcv/plantcv/spectral_index/spectral_index.py
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Expand Up @@ -492,6 +492,37 @@ def mtci(hsi, distance=20):
return None


def ndci(hsi, distance=20):
"""Normalized Difference Chlorophyll Difference.

NDCI = (R708 - R665) / (R708 + R665)

The theoretical range for NDCI is [-1.0, 1.0].

Inputs:
hsi = hyperspectral image (PlantCV Spectral_data instance)
distance = how lenient to be if the required wavelengths are not available

Returns:
index_array = Index data as a Spectral_data instance

:param hsi: __main__.Spectral_data
:param distance: int
:return index_array: __main__.Spectral_data
"""
if (float(hsi.max_wavelength) + distance) >= 708 and (float(hsi.min_wavelength) - distance) <= 665:
r708_index = _find_closest(np.array([float(i) for i in hsi.wavelength_dict.keys()]), 708)
r665_index = _find_closest(np.array([float(i) for i in hsi.wavelength_dict.keys()]), 665)
r708 = (hsi.array_data[:, :, r708_index])
r665 = (hsi.array_data[:, :, r665_index])
# Naturally ranges from -1 to 1
with np.errstate(divide="ignore", invalid="ignore"):
index_array_raw = (r708 - r665) / (r708 + r665)
return _package_index(hsi=hsi, raw_index=index_array_raw, method="NDCI")
warn("Available wavelengths are not suitable for calculating NDCI. Try increasing distance.")
return None


def ndre(hsi, distance=20):
"""Normalized Difference Red Edge.

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12 changes: 12 additions & 0 deletions tests/plantcv/spectral_index/test_spectral_index.py
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Expand Up @@ -375,3 +375,15 @@ def test_wi_bad_input(spectral_index_test_data):
"""Test for PlantCV."""
index_array = spectral_index.wi(spectral_index_test_data.load_hsi(), distance=20)
assert spectral_index.wi(hsi=index_array, distance=20) is None


def test_ndci(spectral_index_test_data):
"""Test for PlantCV."""
index_array = spectral_index.ndci(spectral_index_test_data.load_hsi(), distance=20)
assert np.shape(index_array.array_data) == (1, 1600) and np.nanmax(index_array.pseudo_rgb) == 255


def test_ndci_bad_input(spectral_index_test_data):
"""Test for PlantCV."""
index_array = spectral_index.ndci(spectral_index_test_data.load_hsi(), distance=20)
assert spectral_index.ndci(hsi=index_array, distance=20) is None