MESA Ecospatial Tutorials (Colorectal Cancer, CODEX)
[1]:
import numpy as np
import pandas as pd
import anndata as ad
import seaborn as sns
from scipy import stats
import matplotlib.pyplot as plt
import matplotlib.colors as mcolors
from matplotlib.figure import figaspect
import os
os.sys.path.append('../../../')
from mesa import ecospatial as eco
/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/geopandas/_compat.py:106: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1) is incompatible with the GEOS version PyGEOS was compiled with (3.10.4-CAPI-1.16.2). Conversions between both will be slow.
warnings.warn(
OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.
/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/spaghetti/network.py:41: FutureWarning: The next major release of pysal/spaghetti (2.0.0) will drop support for all ``libpysal.cg`` geometries. This change is a first step in refactoring ``spaghetti`` that is expected to result in dramatically reduced runtimes for network instantiation and operations. Users currently requiring network and point pattern input as ``libpysal.cg`` geometries should prepare for this simply by converting to ``shapely`` geometries.
warnings.warn(dep_msg, FutureWarning, stacklevel=1)
[2]:
plt.rcParams['font.family'] = 'Arial'
plt.rcParams['svg.fonttype'] = 'none' # To keep text as editable text in SVGs
Read Data
[3]:
data_dir = '/Users/Emrys/Dropbox/spatial_augmentation/data/CRC_related/crc_codex/'
protein = pd.read_csv(os.path.join(data_dir, 'CRC_clusters_neighborhoods_markersV2.csv')) # ~258,000 codex cells
protein = protein[~protein['ClusterName'].str.contains('dirt')]
[4]:
# Create maps from region to patients/conditions
region_to_patient = dict(zip(protein["File Name"], protein["patients"]))
region_to_condition = dict(zip(protein["File Name"], protein["groups"]))
condition_num2str = {1.0:'CLR', 2.0:'DII'}
Customise colour palette
[5]:
from matplotlib import colors as mcolors
from matplotlib import colormaps
[6]:
cell_names = sorted(protein['ClusterName'].unique().tolist())
[7]:
tab10 = colormaps['tab10']
tab20b = colormaps['tab20b']
tab20c = colormaps['tab20c']
# Extract specific colors by indexing into the colormap (values from 0 to 1)
# From tab20b: indices 8 to 19
colors_from_tab20b = [tab20b(i) for i in range(8, 20)] + [tab20b(0),tab20b(3),tab20b(4),tab20b(5)]
# From tab20c: indices 0-3, 8-11, and 16-19
colors_from_tab20c = [tab20c(i) for i in range(4)] + [tab20c(i) for i in range(8, 12)] + [tab20c(i) for i in range(16, 20)]
# Combine the colors into a custom palette
custom_palette = colors_from_tab20c + colors_from_tab20b
colors_hex = [mcolors.rgb2hex(color) for color in custom_palette]
color_dict = dict(zip(cell_names, colors_hex))
[8]:
fig, ax = plt.subplots()
for label, color in color_dict.items():
ax.scatter([], [], c=color, label=label, marker='o',edgecolors='black', linewidths=0.5)
ax.legend(loc='center', ncol=1, fontsize='x-small')
ax.axis('off')
plt.show()
Selecting the scale for spatial tessellation
[9]:
# Define the sequence of scales
scales = [2., 4., 8., 16., 24., 32., 48., 64., 72.]
library_ids = protein['File Name'].unique().tolist()
mdi_results = eco.calculate_MDI(spatial_data=protein,
scales=scales,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
selecting_scale=True,
random_patch=False,
plotfigs=False,
savefigs=False,
patch_kwargs={'max_overlap':0.5,'random_seed': 42, 'min_points':2},
other_kwargs={'metric': 'Shannon Diversity'})
Processing region: reg001_A at scale 2.0
0.000 per cent patches are empty
reg001_A at scale 2.0 has 0 patches with zero diveristy
reg001_A at scale 2.0 diversity is 3.006720259484636
Processing region: reg001_B at scale 2.0
0.000 per cent patches are empty
reg001_B at scale 2.0 has 0 patches with zero diveristy
reg001_B at scale 2.0 diversity is 3.0782022986901705
Processing region: reg002_A at scale 2.0
0.000 per cent patches are empty
reg002_A at scale 2.0 has 0 patches with zero diveristy
reg002_A at scale 2.0 diversity is 2.907866052919977
Processing region: reg002_B at scale 2.0
0.000 per cent patches are empty
reg002_B at scale 2.0 has 0 patches with zero diveristy
reg002_B at scale 2.0 diversity is 1.0846680190412177
Processing region: reg003_A at scale 2.0
0.000 per cent patches are empty
reg003_A at scale 2.0 has 0 patches with zero diveristy
reg003_A at scale 2.0 diversity is 2.7898455684853216
Processing region: reg003_B at scale 2.0
0.000 per cent patches are empty
reg003_B at scale 2.0 has 0 patches with zero diveristy
reg003_B at scale 2.0 diversity is 2.3570981431059788
Processing region: reg004_A at scale 2.0
0.000 per cent patches are empty
reg004_A at scale 2.0 has 0 patches with zero diveristy
reg004_A at scale 2.0 diversity is 2.9425252594897655
Processing region: reg004_B at scale 2.0
0.000 per cent patches are empty
reg004_B at scale 2.0 has 0 patches with zero diveristy
reg004_B at scale 2.0 diversity is 2.392806711502546
Processing region: reg005_A at scale 2.0
0.000 per cent patches are empty
reg005_A at scale 2.0 has 0 patches with zero diveristy
reg005_A at scale 2.0 diversity is 2.798898509128272
Processing region: reg005_B at scale 2.0
0.000 per cent patches are empty
reg005_B at scale 2.0 has 0 patches with zero diveristy
reg005_B at scale 2.0 diversity is 2.694506707221392
Processing region: reg006_A at scale 2.0
0.000 per cent patches are empty
reg006_A at scale 2.0 has 0 patches with zero diveristy
reg006_A at scale 2.0 diversity is 3.0073481335469676
Processing region: reg006_B at scale 2.0
0.000 per cent patches are empty
reg006_B at scale 2.0 has 0 patches with zero diveristy
reg006_B at scale 2.0 diversity is 2.8859110557062992
Processing region: reg007_A at scale 2.0
0.000 per cent patches are empty
reg007_A at scale 2.0 has 0 patches with zero diveristy
reg007_A at scale 2.0 diversity is 2.3577983784154317
Processing region: reg007_B at scale 2.0
0.000 per cent patches are empty
reg007_B at scale 2.0 has 0 patches with zero diveristy
reg007_B at scale 2.0 diversity is 2.607293813373253
Processing region: reg008_A at scale 2.0
0.000 per cent patches are empty
reg008_A at scale 2.0 has 0 patches with zero diveristy
reg008_A at scale 2.0 diversity is 2.334349986612683
Processing region: reg008_B at scale 2.0
0.000 per cent patches are empty
reg008_B at scale 2.0 has 0 patches with zero diveristy
reg008_B at scale 2.0 diversity is 2.3060865930088674
Processing region: reg009_A at scale 2.0
0.000 per cent patches are empty
reg009_A at scale 2.0 has 0 patches with zero diveristy
reg009_A at scale 2.0 diversity is 2.9203552400591923
Processing region: reg009_B at scale 2.0
0.000 per cent patches are empty
reg009_B at scale 2.0 has 0 patches with zero diveristy
reg009_B at scale 2.0 diversity is 2.530705606466985
Processing region: reg010_A at scale 2.0
0.000 per cent patches are empty
reg010_A at scale 2.0 has 0 patches with zero diveristy
reg010_A at scale 2.0 diversity is 3.1818384035654357
Processing region: reg010_B at scale 2.0
0.000 per cent patches are empty
reg010_B at scale 2.0 has 0 patches with zero diveristy
reg010_B at scale 2.0 diversity is 3.0994554983880036
Processing region: reg011_A at scale 2.0
0.000 per cent patches are empty
reg011_A at scale 2.0 has 0 patches with zero diveristy
reg011_A at scale 2.0 diversity is 2.9854848615599265
Processing region: reg011_B at scale 2.0
0.000 per cent patches are empty
reg011_B at scale 2.0 has 0 patches with zero diveristy
reg011_B at scale 2.0 diversity is 3.0188474188887655
Processing region: reg012_A at scale 2.0
0.000 per cent patches are empty
reg012_A at scale 2.0 has 0 patches with zero diveristy
reg012_A at scale 2.0 diversity is 2.7635252200318203
Processing region: reg012_B at scale 2.0
0.000 per cent patches are empty
reg012_B at scale 2.0 has 0 patches with zero diveristy
reg012_B at scale 2.0 diversity is 2.137662763876956
Processing region: reg013_A at scale 2.0
0.000 per cent patches are empty
reg013_A at scale 2.0 has 0 patches with zero diveristy
reg013_A at scale 2.0 diversity is 2.3833344322980783
Processing region: reg013_B at scale 2.0
0.000 per cent patches are empty
reg013_B at scale 2.0 has 0 patches with zero diveristy
reg013_B at scale 2.0 diversity is 2.75996980712337
Processing region: reg014_A at scale 2.0
0.000 per cent patches are empty
reg014_A at scale 2.0 has 0 patches with zero diveristy
reg014_A at scale 2.0 diversity is 2.7988658517832863
Processing region: reg014_B at scale 2.0
0.000 per cent patches are empty
reg014_B at scale 2.0 has 0 patches with zero diveristy
reg014_B at scale 2.0 diversity is 2.7205386288694506
Processing region: reg015_A at scale 2.0
0.000 per cent patches are empty
reg015_A at scale 2.0 has 0 patches with zero diveristy
reg015_A at scale 2.0 diversity is 2.7284531088320736
Processing region: reg015_B at scale 2.0
0.000 per cent patches are empty
reg015_B at scale 2.0 has 0 patches with zero diveristy
reg015_B at scale 2.0 diversity is 1.7994770590494373
Processing region: reg016_A at scale 2.0
0.000 per cent patches are empty
reg016_A at scale 2.0 has 0 patches with zero diveristy
reg016_A at scale 2.0 diversity is 2.617353044572593
Processing region: reg016_B at scale 2.0
0.000 per cent patches are empty
reg016_B at scale 2.0 has 0 patches with zero diveristy
reg016_B at scale 2.0 diversity is 2.645222265804777
Processing region: reg017_A at scale 2.0
0.000 per cent patches are empty
reg017_A at scale 2.0 has 0 patches with zero diveristy
reg017_A at scale 2.0 diversity is 2.8480838985469985
Processing region: reg017_B at scale 2.0
0.000 per cent patches are empty
reg017_B at scale 2.0 has 0 patches with zero diveristy
reg017_B at scale 2.0 diversity is 3.1261504679194556
Processing region: reg018_A at scale 2.0
0.000 per cent patches are empty
reg018_A at scale 2.0 has 0 patches with zero diveristy
reg018_A at scale 2.0 diversity is 3.0230092602584158
Processing region: reg018_B at scale 2.0
0.000 per cent patches are empty
reg018_B at scale 2.0 has 0 patches with zero diveristy
reg018_B at scale 2.0 diversity is 2.3669000326870404
Processing region: reg019_A at scale 2.0
0.000 per cent patches are empty
reg019_A at scale 2.0 has 0 patches with zero diveristy
reg019_A at scale 2.0 diversity is 2.3332992092423406
Processing region: reg019_B at scale 2.0
0.000 per cent patches are empty
reg019_B at scale 2.0 has 0 patches with zero diveristy
reg019_B at scale 2.0 diversity is 2.2237925560786556
Processing region: reg020_A at scale 2.0
0.000 per cent patches are empty
reg020_A at scale 2.0 has 0 patches with zero diveristy
reg020_A at scale 2.0 diversity is 2.971366154333284
Processing region: reg020_B at scale 2.0
0.000 per cent patches are empty
reg020_B at scale 2.0 has 0 patches with zero diveristy
reg020_B at scale 2.0 diversity is 2.992584946090993
Processing region: reg021_A at scale 2.0
0.000 per cent patches are empty
reg021_A at scale 2.0 has 0 patches with zero diveristy
reg021_A at scale 2.0 diversity is 2.8041743883930996
Processing region: reg021_B at scale 2.0
0.000 per cent patches are empty
reg021_B at scale 2.0 has 0 patches with zero diveristy
reg021_B at scale 2.0 diversity is 2.9243665627701203
Processing region: reg022_A at scale 2.0
0.000 per cent patches are empty
reg022_A at scale 2.0 has 0 patches with zero diveristy
reg022_A at scale 2.0 diversity is 2.752586411309329
Processing region: reg022_B at scale 2.0
0.000 per cent patches are empty
reg022_B at scale 2.0 has 0 patches with zero diveristy
reg022_B at scale 2.0 diversity is 3.1356093204505244
Processing region: reg023_A at scale 2.0
0.000 per cent patches are empty
reg023_A at scale 2.0 has 0 patches with zero diveristy
reg023_A at scale 2.0 diversity is 1.7961463433492457
Processing region: reg023_B at scale 2.0
0.000 per cent patches are empty
reg023_B at scale 2.0 has 0 patches with zero diveristy
reg023_B at scale 2.0 diversity is 3.3058528331339563
Processing region: reg024_A at scale 2.0
0.000 per cent patches are empty
reg024_A at scale 2.0 has 0 patches with zero diveristy
reg024_A at scale 2.0 diversity is 2.105757515721894
Processing region: reg024_B at scale 2.0
0.000 per cent patches are empty
reg024_B at scale 2.0 has 0 patches with zero diveristy
reg024_B at scale 2.0 diversity is 2.224181528346875
Processing region: reg025_A at scale 2.0
0.000 per cent patches are empty
reg025_A at scale 2.0 has 0 patches with zero diveristy
reg025_A at scale 2.0 diversity is 2.8848975740211067
Processing region: reg025_B at scale 2.0
0.000 per cent patches are empty
reg025_B at scale 2.0 has 0 patches with zero diveristy
reg025_B at scale 2.0 diversity is 3.029128263674023
Processing region: reg026_A at scale 2.0
0.000 per cent patches are empty
reg026_A at scale 2.0 has 0 patches with zero diveristy
reg026_A at scale 2.0 diversity is 3.137453402688342
Processing region: reg026_B at scale 2.0
0.000 per cent patches are empty
reg026_B at scale 2.0 has 0 patches with zero diveristy
reg026_B at scale 2.0 diversity is 2.7292429025198977
Processing region: reg027_A at scale 2.0
0.000 per cent patches are empty
reg027_A at scale 2.0 has 0 patches with zero diveristy
reg027_A at scale 2.0 diversity is 2.7966400356352548
Processing region: reg027_B at scale 2.0
0.000 per cent patches are empty
reg027_B at scale 2.0 has 0 patches with zero diveristy
reg027_B at scale 2.0 diversity is 2.2160987163767256
Processing region: reg028_A at scale 2.0
0.000 per cent patches are empty
reg028_A at scale 2.0 has 0 patches with zero diveristy
reg028_A at scale 2.0 diversity is 3.4178433255452196
Processing region: reg028_B at scale 2.0
0.000 per cent patches are empty
reg028_B at scale 2.0 has 0 patches with zero diveristy
reg028_B at scale 2.0 diversity is 3.141115259713353
Processing region: reg029_A at scale 2.0
0.000 per cent patches are empty
reg029_A at scale 2.0 has 0 patches with zero diveristy
reg029_A at scale 2.0 diversity is 2.3517201560879855
Processing region: reg029_B at scale 2.0
0.000 per cent patches are empty
reg029_B at scale 2.0 has 0 patches with zero diveristy
reg029_B at scale 2.0 diversity is 2.1135717504325555
Processing region: reg030_A at scale 2.0
0.000 per cent patches are empty
reg030_A at scale 2.0 has 0 patches with zero diveristy
reg030_A at scale 2.0 diversity is 2.9389710559037736
Processing region: reg030_B at scale 2.0
0.000 per cent patches are empty
reg030_B at scale 2.0 has 0 patches with zero diveristy
reg030_B at scale 2.0 diversity is 1.8245292609524024
Processing region: reg031_A at scale 2.0
0.000 per cent patches are empty
reg031_A at scale 2.0 has 0 patches with zero diveristy
reg031_A at scale 2.0 diversity is 2.8674431705406382
Processing region: reg031_B at scale 2.0
0.000 per cent patches are empty
reg031_B at scale 2.0 has 0 patches with zero diveristy
reg031_B at scale 2.0 diversity is 3.213790354369765
Processing region: reg032_A at scale 2.0
0.000 per cent patches are empty
reg032_A at scale 2.0 has 0 patches with zero diveristy
reg032_A at scale 2.0 diversity is 3.0489069439668826
Processing region: reg032_B at scale 2.0
0.000 per cent patches are empty
reg032_B at scale 2.0 has 0 patches with zero diveristy
reg032_B at scale 2.0 diversity is 3.143420702529476
Processing region: reg033_A at scale 2.0
0.000 per cent patches are empty
reg033_A at scale 2.0 has 0 patches with zero diveristy
reg033_A at scale 2.0 diversity is 2.527373044461171
Processing region: reg033_B at scale 2.0
0.000 per cent patches are empty
reg033_B at scale 2.0 has 0 patches with zero diveristy
reg033_B at scale 2.0 diversity is 2.5147141187950557
Processing region: reg034_A at scale 2.0
0.000 per cent patches are empty
reg034_A at scale 2.0 has 0 patches with zero diveristy
reg034_A at scale 2.0 diversity is 2.7074354481330007
Processing region: reg034_B at scale 2.0
0.000 per cent patches are empty
reg034_B at scale 2.0 has 0 patches with zero diveristy
reg034_B at scale 2.0 diversity is 2.4018042365312335
Processing region: reg035_A at scale 2.0
0.000 per cent patches are empty
reg035_A at scale 2.0 has 0 patches with zero diveristy
reg035_A at scale 2.0 diversity is 2.799613911754396
Processing region: reg035_B at scale 2.0
0.000 per cent patches are empty
reg035_B at scale 2.0 has 0 patches with zero diveristy
reg035_B at scale 2.0 diversity is 2.302022735036954
Processing region: reg036_A at scale 2.0
0.000 per cent patches are empty
reg036_A at scale 2.0 has 0 patches with zero diveristy
reg036_A at scale 2.0 diversity is 3.075899366038348
Processing region: reg036_B at scale 2.0
0.000 per cent patches are empty
reg036_B at scale 2.0 has 0 patches with zero diveristy
reg036_B at scale 2.0 diversity is 2.1891631617555354
Processing region: reg037_A at scale 2.0
0.000 per cent patches are empty
reg037_A at scale 2.0 has 0 patches with zero diveristy
reg037_A at scale 2.0 diversity is 2.927739991601529
Processing region: reg037_B at scale 2.0
0.000 per cent patches are empty
reg037_B at scale 2.0 has 0 patches with zero diveristy
reg037_B at scale 2.0 diversity is 2.5889106052694433
Processing region: reg038_A at scale 2.0
0.000 per cent patches are empty
reg038_A at scale 2.0 has 0 patches with zero diveristy
reg038_A at scale 2.0 diversity is 2.851257124628696
Processing region: reg038_B at scale 2.0
0.000 per cent patches are empty
reg038_B at scale 2.0 has 0 patches with zero diveristy
reg038_B at scale 2.0 diversity is 2.5110933688101302
Processing region: reg039_A at scale 2.0
0.000 per cent patches are empty
reg039_A at scale 2.0 has 0 patches with zero diveristy
reg039_A at scale 2.0 diversity is 2.7501398430064765
Processing region: reg039_B at scale 2.0
0.000 per cent patches are empty
reg039_B at scale 2.0 has 0 patches with zero diveristy
reg039_B at scale 2.0 diversity is 2.7722004138599106
Processing region: reg040_A at scale 2.0
0.000 per cent patches are empty
reg040_A at scale 2.0 has 0 patches with zero diveristy
reg040_A at scale 2.0 diversity is 2.801217367062181
Processing region: reg040_B at scale 2.0
0.000 per cent patches are empty
reg040_B at scale 2.0 has 0 patches with zero diveristy
reg040_B at scale 2.0 diversity is 2.6177864218387
Processing region: reg041_A at scale 2.0
0.000 per cent patches are empty
reg041_A at scale 2.0 has 0 patches with zero diveristy
reg041_A at scale 2.0 diversity is 2.820376527688662
Processing region: reg041_B at scale 2.0
0.000 per cent patches are empty
reg041_B at scale 2.0 has 0 patches with zero diveristy
reg041_B at scale 2.0 diversity is 1.9430788195399333
Processing region: reg042_A at scale 2.0
0.000 per cent patches are empty
reg042_A at scale 2.0 has 0 patches with zero diveristy
reg042_A at scale 2.0 diversity is 1.586478372245642
Processing region: reg042_B at scale 2.0
0.000 per cent patches are empty
reg042_B at scale 2.0 has 0 patches with zero diveristy
reg042_B at scale 2.0 diversity is 1.4927608714421754
Processing region: reg043_A at scale 2.0
0.000 per cent patches are empty
reg043_A at scale 2.0 has 0 patches with zero diveristy
reg043_A at scale 2.0 diversity is 2.1503898337025666
Processing region: reg043_B at scale 2.0
0.000 per cent patches are empty
reg043_B at scale 2.0 has 0 patches with zero diveristy
reg043_B at scale 2.0 diversity is 1.6724706540785874
Processing region: reg044_A at scale 2.0
0.000 per cent patches are empty
reg044_A at scale 2.0 has 0 patches with zero diveristy
reg044_A at scale 2.0 diversity is 2.6124029928819477
Processing region: reg044_B at scale 2.0
0.000 per cent patches are empty
reg044_B at scale 2.0 has 0 patches with zero diveristy
reg044_B at scale 2.0 diversity is 1.7951798871976072
Processing region: reg045_A at scale 2.0
0.000 per cent patches are empty
reg045_A at scale 2.0 has 0 patches with zero diveristy
reg045_A at scale 2.0 diversity is 2.2895773085377495
Processing region: reg045_B at scale 2.0
0.000 per cent patches are empty
reg045_B at scale 2.0 has 0 patches with zero diveristy
reg045_B at scale 2.0 diversity is 2.7768677210528883
Processing region: reg046_A at scale 2.0
0.000 per cent patches are empty
reg046_A at scale 2.0 has 0 patches with zero diveristy
reg046_A at scale 2.0 diversity is 3.315128845125775
Processing region: reg046_B at scale 2.0
0.000 per cent patches are empty
reg046_B at scale 2.0 has 0 patches with zero diveristy
reg046_B at scale 2.0 diversity is 3.053485127952065
Processing region: reg047_A at scale 2.0
0.000 per cent patches are empty
reg047_A at scale 2.0 has 0 patches with zero diveristy
reg047_A at scale 2.0 diversity is 2.8928484684974425
Processing region: reg047_B at scale 2.0
0.000 per cent patches are empty
reg047_B at scale 2.0 has 0 patches with zero diveristy
reg047_B at scale 2.0 diversity is 1.9153496856985486
Processing region: reg048_A at scale 2.0
0.000 per cent patches are empty
reg048_A at scale 2.0 has 0 patches with zero diveristy
reg048_A at scale 2.0 diversity is 3.0029544926585374
Processing region: reg048_B at scale 2.0
0.000 per cent patches are empty
reg048_B at scale 2.0 has 0 patches with zero diveristy
reg048_B at scale 2.0 diversity is 2.9804816820205104
Processing region: reg049_A at scale 2.0
0.000 per cent patches are empty
reg049_A at scale 2.0 has 0 patches with zero diveristy
reg049_A at scale 2.0 diversity is 2.505208100394996
Processing region: reg049_B at scale 2.0
0.000 per cent patches are empty
reg049_B at scale 2.0 has 0 patches with zero diveristy
reg049_B at scale 2.0 diversity is 2.9161399723350385
Processing region: reg050_A at scale 2.0
0.000 per cent patches are empty
reg050_A at scale 2.0 has 0 patches with zero diveristy
reg050_A at scale 2.0 diversity is 2.0832690615372083
Processing region: reg050_B at scale 2.0
0.000 per cent patches are empty
reg050_B at scale 2.0 has 0 patches with zero diveristy
reg050_B at scale 2.0 diversity is 2.4407015139232318
Processing region: reg051_A at scale 2.0
0.000 per cent patches are empty
reg051_A at scale 2.0 has 0 patches with zero diveristy
reg051_A at scale 2.0 diversity is 2.7723543832512014
Processing region: reg051_B at scale 2.0
0.000 per cent patches are empty
reg051_B at scale 2.0 has 0 patches with zero diveristy
reg051_B at scale 2.0 diversity is 2.3807047380847712
Processing region: reg052_A at scale 2.0
0.000 per cent patches are empty
reg052_A at scale 2.0 has 0 patches with zero diveristy
reg052_A at scale 2.0 diversity is 2.6181633078096036
Processing region: reg052_B at scale 2.0
0.000 per cent patches are empty
reg052_B at scale 2.0 has 0 patches with zero diveristy
reg052_B at scale 2.0 diversity is 2.3462190590052017
Processing region: reg053_A at scale 2.0
0.000 per cent patches are empty
reg053_A at scale 2.0 has 0 patches with zero diveristy
reg053_A at scale 2.0 diversity is 3.194901537175901
Processing region: reg053_B at scale 2.0
0.000 per cent patches are empty
reg053_B at scale 2.0 has 0 patches with zero diveristy
reg053_B at scale 2.0 diversity is 2.422953985950602
Processing region: reg054_A at scale 2.0
0.000 per cent patches are empty
reg054_A at scale 2.0 has 0 patches with zero diveristy
reg054_A at scale 2.0 diversity is 2.84122092784912
Processing region: reg054_B at scale 2.0
0.000 per cent patches are empty
reg054_B at scale 2.0 has 0 patches with zero diveristy
reg054_B at scale 2.0 diversity is 2.259640353792332
Processing region: reg055_A at scale 2.0
0.000 per cent patches are empty
reg055_A at scale 2.0 has 0 patches with zero diveristy
reg055_A at scale 2.0 diversity is 2.931977622263422
Processing region: reg055_B at scale 2.0
0.000 per cent patches are empty
reg055_B at scale 2.0 has 0 patches with zero diveristy
reg055_B at scale 2.0 diversity is 2.4241989335748277
Processing region: reg056_A at scale 2.0
0.000 per cent patches are empty
reg056_A at scale 2.0 has 0 patches with zero diveristy
reg056_A at scale 2.0 diversity is 3.3336913955365493
Processing region: reg056_B at scale 2.0
0.000 per cent patches are empty
reg056_B at scale 2.0 has 0 patches with zero diveristy
reg056_B at scale 2.0 diversity is 3.06121137431393
Processing region: reg057_A at scale 2.0
0.000 per cent patches are empty
reg057_A at scale 2.0 has 0 patches with zero diveristy
reg057_A at scale 2.0 diversity is 1.9311336648802577
Processing region: reg057_B at scale 2.0
0.000 per cent patches are empty
reg057_B at scale 2.0 has 0 patches with zero diveristy
reg057_B at scale 2.0 diversity is 2.8849230678783955
Processing region: reg058_A at scale 2.0
0.000 per cent patches are empty
reg058_A at scale 2.0 has 0 patches with zero diveristy
reg058_A at scale 2.0 diversity is 1.1193777883958766
Processing region: reg058_B at scale 2.0
0.000 per cent patches are empty
reg058_B at scale 2.0 has 0 patches with zero diveristy
reg058_B at scale 2.0 diversity is 0.7261372057812775
Processing region: reg059_A at scale 2.0
0.000 per cent patches are empty
reg059_A at scale 2.0 has 0 patches with zero diveristy
reg059_A at scale 2.0 diversity is 3.026656580317602
Processing region: reg059_B at scale 2.0
0.000 per cent patches are empty
reg059_B at scale 2.0 has 0 patches with zero diveristy
reg059_B at scale 2.0 diversity is 2.630511966264921
Processing region: reg060_A at scale 2.0
0.000 per cent patches are empty
reg060_A at scale 2.0 has 0 patches with zero diveristy
reg060_A at scale 2.0 diversity is 3.0753116864042886
Processing region: reg060_B at scale 2.0
0.000 per cent patches are empty
reg060_B at scale 2.0 has 0 patches with zero diveristy
reg060_B at scale 2.0 diversity is 2.914872093216821
Processing region: reg061_A at scale 2.0
0.000 per cent patches are empty
reg061_A at scale 2.0 has 0 patches with zero diveristy
reg061_A at scale 2.0 diversity is 2.7104564453687585
Processing region: reg061_B at scale 2.0
0.000 per cent patches are empty
reg061_B at scale 2.0 has 0 patches with zero diveristy
reg061_B at scale 2.0 diversity is 2.983874307208561
Processing region: reg062_A at scale 2.0
0.000 per cent patches are empty
reg062_A at scale 2.0 has 0 patches with zero diveristy
reg062_A at scale 2.0 diversity is 2.7188912135702408
Processing region: reg062_B at scale 2.0
0.000 per cent patches are empty
reg062_B at scale 2.0 has 0 patches with zero diveristy
reg062_B at scale 2.0 diversity is 3.025015486366876
Processing region: reg063_A at scale 2.0
0.000 per cent patches are empty
reg063_A at scale 2.0 has 0 patches with zero diveristy
reg063_A at scale 2.0 diversity is 2.3876113318737273
Processing region: reg063_B at scale 2.0
0.000 per cent patches are empty
reg063_B at scale 2.0 has 0 patches with zero diveristy
reg063_B at scale 2.0 diversity is 3.0699850404039104
Processing region: reg064_A at scale 2.0
0.000 per cent patches are empty
reg064_A at scale 2.0 has 0 patches with zero diveristy
reg064_A at scale 2.0 diversity is 2.3677793458693284
Processing region: reg064_B at scale 2.0
0.000 per cent patches are empty
reg064_B at scale 2.0 has 0 patches with zero diveristy
reg064_B at scale 2.0 diversity is 3.183636600785769
Processing region: reg065_A at scale 2.0
0.000 per cent patches are empty
reg065_A at scale 2.0 has 0 patches with zero diveristy
reg065_A at scale 2.0 diversity is 1.9524192173371937
Processing region: reg065_B at scale 2.0
0.000 per cent patches are empty
reg065_B at scale 2.0 has 0 patches with zero diveristy
reg065_B at scale 2.0 diversity is 2.8202450781019914
Processing region: reg066_A at scale 2.0
0.000 per cent patches are empty
reg066_A at scale 2.0 has 0 patches with zero diveristy
reg066_A at scale 2.0 diversity is 2.222492851829908
Processing region: reg066_B at scale 2.0
0.000 per cent patches are empty
reg066_B at scale 2.0 has 0 patches with zero diveristy
reg066_B at scale 2.0 diversity is 2.8589435189018477
Processing region: reg067_A at scale 2.0
0.000 per cent patches are empty
reg067_A at scale 2.0 has 0 patches with zero diveristy
reg067_A at scale 2.0 diversity is 3.174313126306071
Processing region: reg067_B at scale 2.0
25.000 per cent patches are empty
reg067_B at scale 2.0 has 0 patches with zero diveristy
reg067_B at scale 2.0 diversity is 1.8404742956555353
Processing region: reg068_A at scale 2.0
0.000 per cent patches are empty
reg068_A at scale 2.0 has 0 patches with zero diveristy
reg068_A at scale 2.0 diversity is 2.816110317659155
Processing region: reg068_B at scale 2.0
0.000 per cent patches are empty
reg068_B at scale 2.0 has 0 patches with zero diveristy
reg068_B at scale 2.0 diversity is 3.37063036600333
Processing region: reg069_A at scale 2.0
0.000 per cent patches are empty
reg069_A at scale 2.0 has 0 patches with zero diveristy
reg069_A at scale 2.0 diversity is 3.0535958241158574
Processing region: reg069_B at scale 2.0
0.000 per cent patches are empty
reg069_B at scale 2.0 has 0 patches with zero diveristy
reg069_B at scale 2.0 diversity is 3.0349520079645496
Processing region: reg070_A at scale 2.0
0.000 per cent patches are empty
reg070_A at scale 2.0 has 0 patches with zero diveristy
reg070_A at scale 2.0 diversity is 2.311330477230654
Processing region: reg070_B at scale 2.0
0.000 per cent patches are empty
reg070_B at scale 2.0 has 0 patches with zero diveristy
reg070_B at scale 2.0 diversity is 2.2190816001107243
Processing region: reg001_A at scale 4.0
0.000 per cent patches are empty
reg001_A at scale 4.0 has 0 patches with zero diveristy
reg001_A at scale 4.0 diversity is 2.6912257855375854
Processing region: reg001_B at scale 4.0
0.000 per cent patches are empty
reg001_B at scale 4.0 has 0 patches with zero diveristy
reg001_B at scale 4.0 diversity is 2.508511745312688
Processing region: reg002_A at scale 4.0
0.000 per cent patches are empty
reg002_A at scale 4.0 has 0 patches with zero diveristy
reg002_A at scale 4.0 diversity is 2.5763810374235856
Processing region: reg002_B at scale 4.0
0.000 per cent patches are empty
reg002_B at scale 4.0 has 0 patches with zero diveristy
reg002_B at scale 4.0 diversity is 1.0092913098737057
Processing region: reg003_A at scale 4.0
6.250 per cent patches are empty
reg003_A at scale 4.0 has 1 patches with zero diveristy
reg003_A at scale 4.0 diversity is 2.40299494392918
Processing region: reg003_B at scale 4.0
0.000 per cent patches are empty
reg003_B at scale 4.0 has 0 patches with zero diveristy
reg003_B at scale 4.0 diversity is 2.2352323000088967
Processing region: reg004_A at scale 4.0
0.000 per cent patches are empty
reg004_A at scale 4.0 has 0 patches with zero diveristy
reg004_A at scale 4.0 diversity is 2.7239538152784335
Processing region: reg004_B at scale 4.0
0.000 per cent patches are empty
reg004_B at scale 4.0 has 0 patches with zero diveristy
reg004_B at scale 4.0 diversity is 2.239496883238029
Processing region: reg005_A at scale 4.0
0.000 per cent patches are empty
reg005_A at scale 4.0 has 0 patches with zero diveristy
reg005_A at scale 4.0 diversity is 2.5058962999578607
Processing region: reg005_B at scale 4.0
6.250 per cent patches are empty
reg005_B at scale 4.0 has 1 patches with zero diveristy
reg005_B at scale 4.0 diversity is 2.2974603781476604
Processing region: reg006_A at scale 4.0
0.000 per cent patches are empty
reg006_A at scale 4.0 has 0 patches with zero diveristy
reg006_A at scale 4.0 diversity is 2.8049149639675326
Processing region: reg006_B at scale 4.0
0.000 per cent patches are empty
reg006_B at scale 4.0 has 0 patches with zero diveristy
reg006_B at scale 4.0 diversity is 2.661566961345321
Processing region: reg007_A at scale 4.0
0.000 per cent patches are empty
reg007_A at scale 4.0 has 0 patches with zero diveristy
reg007_A at scale 4.0 diversity is 2.0720087383758763
Processing region: reg007_B at scale 4.0
0.000 per cent patches are empty
reg007_B at scale 4.0 has 0 patches with zero diveristy
reg007_B at scale 4.0 diversity is 2.223769568863302
Processing region: reg008_A at scale 4.0
6.250 per cent patches are empty
reg008_A at scale 4.0 has 1 patches with zero diveristy
reg008_A at scale 4.0 diversity is 1.8819007929993086
Processing region: reg008_B at scale 4.0
0.000 per cent patches are empty
reg008_B at scale 4.0 has 0 patches with zero diveristy
reg008_B at scale 4.0 diversity is 2.1184621981095377
Processing region: reg009_A at scale 4.0
0.000 per cent patches are empty
reg009_A at scale 4.0 has 0 patches with zero diveristy
reg009_A at scale 4.0 diversity is 2.7187002813275343
Processing region: reg009_B at scale 4.0
0.000 per cent patches are empty
reg009_B at scale 4.0 has 0 patches with zero diveristy
reg009_B at scale 4.0 diversity is 2.448889454136096
Processing region: reg010_A at scale 4.0
0.000 per cent patches are empty
reg010_A at scale 4.0 has 0 patches with zero diveristy
reg010_A at scale 4.0 diversity is 2.901288804238678
Processing region: reg010_B at scale 4.0
0.000 per cent patches are empty
reg010_B at scale 4.0 has 0 patches with zero diveristy
reg010_B at scale 4.0 diversity is 2.765224550587904
Processing region: reg011_A at scale 4.0
0.000 per cent patches are empty
reg011_A at scale 4.0 has 0 patches with zero diveristy
reg011_A at scale 4.0 diversity is 2.744119864315903
Processing region: reg011_B at scale 4.0
0.000 per cent patches are empty
reg011_B at scale 4.0 has 0 patches with zero diveristy
reg011_B at scale 4.0 diversity is 2.470285925795813
Processing region: reg012_A at scale 4.0
0.000 per cent patches are empty
reg012_A at scale 4.0 has 0 patches with zero diveristy
reg012_A at scale 4.0 diversity is 2.4489169928974905
Processing region: reg012_B at scale 4.0
6.250 per cent patches are empty
reg012_B at scale 4.0 has 1 patches with zero diveristy
reg012_B at scale 4.0 diversity is 1.7471079857854763
Processing region: reg013_A at scale 4.0
0.000 per cent patches are empty
reg013_A at scale 4.0 has 0 patches with zero diveristy
reg013_A at scale 4.0 diversity is 2.1524305538204276
Processing region: reg013_B at scale 4.0
0.000 per cent patches are empty
reg013_B at scale 4.0 has 0 patches with zero diveristy
reg013_B at scale 4.0 diversity is 2.520180774088927
Processing region: reg014_A at scale 4.0
0.000 per cent patches are empty
reg014_A at scale 4.0 has 0 patches with zero diveristy
reg014_A at scale 4.0 diversity is 2.4812265005534124
Processing region: reg014_B at scale 4.0
0.000 per cent patches are empty
reg014_B at scale 4.0 has 0 patches with zero diveristy
reg014_B at scale 4.0 diversity is 2.518657583271807
Processing region: reg015_A at scale 4.0
0.000 per cent patches are empty
reg015_A at scale 4.0 has 0 patches with zero diveristy
reg015_A at scale 4.0 diversity is 2.485686640035546
Processing region: reg015_B at scale 4.0
0.000 per cent patches are empty
reg015_B at scale 4.0 has 0 patches with zero diveristy
reg015_B at scale 4.0 diversity is 1.6663483336287583
Processing region: reg016_A at scale 4.0
0.000 per cent patches are empty
reg016_A at scale 4.0 has 0 patches with zero diveristy
reg016_A at scale 4.0 diversity is 2.422934885830574
Processing region: reg016_B at scale 4.0
0.000 per cent patches are empty
reg016_B at scale 4.0 has 0 patches with zero diveristy
reg016_B at scale 4.0 diversity is 2.4286480207114938
Processing region: reg017_A at scale 4.0
0.000 per cent patches are empty
reg017_A at scale 4.0 has 0 patches with zero diveristy
reg017_A at scale 4.0 diversity is 2.5948491092335506
Processing region: reg017_B at scale 4.0
0.000 per cent patches are empty
reg017_B at scale 4.0 has 0 patches with zero diveristy
reg017_B at scale 4.0 diversity is 2.774326887094235
Processing region: reg018_A at scale 4.0
0.000 per cent patches are empty
reg018_A at scale 4.0 has 0 patches with zero diveristy
reg018_A at scale 4.0 diversity is 2.6183636107516435
Processing region: reg018_B at scale 4.0
0.000 per cent patches are empty
reg018_B at scale 4.0 has 0 patches with zero diveristy
reg018_B at scale 4.0 diversity is 2.123087714675039
Processing region: reg019_A at scale 4.0
6.250 per cent patches are empty
reg019_A at scale 4.0 has 0 patches with zero diveristy
reg019_A at scale 4.0 diversity is 2.017202288679072
Processing region: reg019_B at scale 4.0
6.250 per cent patches are empty
reg019_B at scale 4.0 has 1 patches with zero diveristy
reg019_B at scale 4.0 diversity is 1.420851519204359
Processing region: reg020_A at scale 4.0
0.000 per cent patches are empty
reg020_A at scale 4.0 has 0 patches with zero diveristy
reg020_A at scale 4.0 diversity is 2.7080420261090867
Processing region: reg020_B at scale 4.0
0.000 per cent patches are empty
reg020_B at scale 4.0 has 0 patches with zero diveristy
reg020_B at scale 4.0 diversity is 2.8570169499980596
Processing region: reg021_A at scale 4.0
0.000 per cent patches are empty
reg021_A at scale 4.0 has 0 patches with zero diveristy
reg021_A at scale 4.0 diversity is 2.4923208169420734
Processing region: reg021_B at scale 4.0
0.000 per cent patches are empty
reg021_B at scale 4.0 has 0 patches with zero diveristy
reg021_B at scale 4.0 diversity is 2.3797447253640964
Processing region: reg022_A at scale 4.0
0.000 per cent patches are empty
reg022_A at scale 4.0 has 0 patches with zero diveristy
reg022_A at scale 4.0 diversity is 2.576345618958105
Processing region: reg022_B at scale 4.0
0.000 per cent patches are empty
reg022_B at scale 4.0 has 1 patches with zero diveristy
reg022_B at scale 4.0 diversity is 2.5725024190202213
Processing region: reg023_A at scale 4.0
12.500 per cent patches are empty
reg023_A at scale 4.0 has 0 patches with zero diveristy
reg023_A at scale 4.0 diversity is 1.53640564884635
Processing region: reg023_B at scale 4.0
0.000 per cent patches are empty
reg023_B at scale 4.0 has 0 patches with zero diveristy
reg023_B at scale 4.0 diversity is 3.081867323706144
Processing region: reg024_A at scale 4.0
0.000 per cent patches are empty
reg024_A at scale 4.0 has 0 patches with zero diveristy
reg024_A at scale 4.0 diversity is 1.9594151536098638
Processing region: reg024_B at scale 4.0
0.000 per cent patches are empty
reg024_B at scale 4.0 has 0 patches with zero diveristy
reg024_B at scale 4.0 diversity is 2.0979048551559996
Processing region: reg025_A at scale 4.0
0.000 per cent patches are empty
reg025_A at scale 4.0 has 0 patches with zero diveristy
reg025_A at scale 4.0 diversity is 2.5788803350843272
Processing region: reg025_B at scale 4.0
0.000 per cent patches are empty
reg025_B at scale 4.0 has 0 patches with zero diveristy
reg025_B at scale 4.0 diversity is 2.7155616172343815
Processing region: reg026_A at scale 4.0
0.000 per cent patches are empty
reg026_A at scale 4.0 has 0 patches with zero diveristy
reg026_A at scale 4.0 diversity is 2.950520774164608
Processing region: reg026_B at scale 4.0
0.000 per cent patches are empty
reg026_B at scale 4.0 has 0 patches with zero diveristy
reg026_B at scale 4.0 diversity is 2.6096562884028285
Processing region: reg027_A at scale 4.0
0.000 per cent patches are empty
reg027_A at scale 4.0 has 0 patches with zero diveristy
reg027_A at scale 4.0 diversity is 2.575019364816742
Processing region: reg027_B at scale 4.0
0.000 per cent patches are empty
reg027_B at scale 4.0 has 0 patches with zero diveristy
reg027_B at scale 4.0 diversity is 2.073792659899871
Processing region: reg028_A at scale 4.0
0.000 per cent patches are empty
reg028_A at scale 4.0 has 0 patches with zero diveristy
reg028_A at scale 4.0 diversity is 3.2328667604962695
Processing region: reg028_B at scale 4.0
0.000 per cent patches are empty
reg028_B at scale 4.0 has 0 patches with zero diveristy
reg028_B at scale 4.0 diversity is 2.966955126711894
Processing region: reg029_A at scale 4.0
0.000 per cent patches are empty
reg029_A at scale 4.0 has 0 patches with zero diveristy
reg029_A at scale 4.0 diversity is 2.113785592308676
Processing region: reg029_B at scale 4.0
0.000 per cent patches are empty
reg029_B at scale 4.0 has 0 patches with zero diveristy
reg029_B at scale 4.0 diversity is 1.8867529938578085
Processing region: reg030_A at scale 4.0
0.000 per cent patches are empty
reg030_A at scale 4.0 has 0 patches with zero diveristy
reg030_A at scale 4.0 diversity is 2.806596484947666
Processing region: reg030_B at scale 4.0
0.000 per cent patches are empty
reg030_B at scale 4.0 has 0 patches with zero diveristy
reg030_B at scale 4.0 diversity is 1.5803046749028604
Processing region: reg031_A at scale 4.0
0.000 per cent patches are empty
reg031_A at scale 4.0 has 0 patches with zero diveristy
reg031_A at scale 4.0 diversity is 2.695873676870986
Processing region: reg031_B at scale 4.0
0.000 per cent patches are empty
reg031_B at scale 4.0 has 0 patches with zero diveristy
reg031_B at scale 4.0 diversity is 2.965007045210802
Processing region: reg032_A at scale 4.0
0.000 per cent patches are empty
reg032_A at scale 4.0 has 0 patches with zero diveristy
reg032_A at scale 4.0 diversity is 2.7857185816520222
Processing region: reg032_B at scale 4.0
0.000 per cent patches are empty
reg032_B at scale 4.0 has 0 patches with zero diveristy
reg032_B at scale 4.0 diversity is 2.8851103073158213
Processing region: reg033_A at scale 4.0
0.000 per cent patches are empty
reg033_A at scale 4.0 has 0 patches with zero diveristy
reg033_A at scale 4.0 diversity is 2.4607063715685733
Processing region: reg033_B at scale 4.0
0.000 per cent patches are empty
reg033_B at scale 4.0 has 0 patches with zero diveristy
reg033_B at scale 4.0 diversity is 2.3183053093324117
Processing region: reg034_A at scale 4.0
0.000 per cent patches are empty
reg034_A at scale 4.0 has 0 patches with zero diveristy
reg034_A at scale 4.0 diversity is 2.59907305044079
Processing region: reg034_B at scale 4.0
0.000 per cent patches are empty
reg034_B at scale 4.0 has 0 patches with zero diveristy
reg034_B at scale 4.0 diversity is 2.21874873320456
Processing region: reg035_A at scale 4.0
0.000 per cent patches are empty
reg035_A at scale 4.0 has 0 patches with zero diveristy
reg035_A at scale 4.0 diversity is 2.5400862187776205
Processing region: reg035_B at scale 4.0
0.000 per cent patches are empty
reg035_B at scale 4.0 has 0 patches with zero diveristy
reg035_B at scale 4.0 diversity is 2.009293801669852
Processing region: reg036_A at scale 4.0
0.000 per cent patches are empty
reg036_A at scale 4.0 has 0 patches with zero diveristy
reg036_A at scale 4.0 diversity is 2.7864922736282027
Processing region: reg036_B at scale 4.0
0.000 per cent patches are empty
reg036_B at scale 4.0 has 1 patches with zero diveristy
reg036_B at scale 4.0 diversity is 1.8871738352990746
Processing region: reg037_A at scale 4.0
0.000 per cent patches are empty
reg037_A at scale 4.0 has 0 patches with zero diveristy
reg037_A at scale 4.0 diversity is 2.5105760460246414
Processing region: reg037_B at scale 4.0
0.000 per cent patches are empty
reg037_B at scale 4.0 has 0 patches with zero diveristy
reg037_B at scale 4.0 diversity is 2.2257376228807306
Processing region: reg038_A at scale 4.0
0.000 per cent patches are empty
reg038_A at scale 4.0 has 0 patches with zero diveristy
reg038_A at scale 4.0 diversity is 2.728365610428482
Processing region: reg038_B at scale 4.0
0.000 per cent patches are empty
reg038_B at scale 4.0 has 0 patches with zero diveristy
reg038_B at scale 4.0 diversity is 2.319347338468458
Processing region: reg039_A at scale 4.0
0.000 per cent patches are empty
reg039_A at scale 4.0 has 0 patches with zero diveristy
reg039_A at scale 4.0 diversity is 2.4013971766317983
Processing region: reg039_B at scale 4.0
0.000 per cent patches are empty
reg039_B at scale 4.0 has 0 patches with zero diveristy
reg039_B at scale 4.0 diversity is 2.385567597186299
Processing region: reg040_A at scale 4.0
0.000 per cent patches are empty
reg040_A at scale 4.0 has 0 patches with zero diveristy
reg040_A at scale 4.0 diversity is 2.5982686405147026
Processing region: reg040_B at scale 4.0
0.000 per cent patches are empty
reg040_B at scale 4.0 has 0 patches with zero diveristy
reg040_B at scale 4.0 diversity is 2.3054714695658873
Processing region: reg041_A at scale 4.0
0.000 per cent patches are empty
reg041_A at scale 4.0 has 0 patches with zero diveristy
reg041_A at scale 4.0 diversity is 2.611499919520702
Processing region: reg041_B at scale 4.0
0.000 per cent patches are empty
reg041_B at scale 4.0 has 0 patches with zero diveristy
reg041_B at scale 4.0 diversity is 1.7086811150086967
Processing region: reg042_A at scale 4.0
0.000 per cent patches are empty
reg042_A at scale 4.0 has 0 patches with zero diveristy
reg042_A at scale 4.0 diversity is 1.412249731404053
Processing region: reg042_B at scale 4.0
0.000 per cent patches are empty
reg042_B at scale 4.0 has 0 patches with zero diveristy
reg042_B at scale 4.0 diversity is 1.303806474662546
Processing region: reg043_A at scale 4.0
0.000 per cent patches are empty
reg043_A at scale 4.0 has 0 patches with zero diveristy
reg043_A at scale 4.0 diversity is 1.9450520789934216
Processing region: reg043_B at scale 4.0
0.000 per cent patches are empty
reg043_B at scale 4.0 has 0 patches with zero diveristy
reg043_B at scale 4.0 diversity is 1.4005357925956483
Processing region: reg044_A at scale 4.0
0.000 per cent patches are empty
reg044_A at scale 4.0 has 0 patches with zero diveristy
reg044_A at scale 4.0 diversity is 2.3905182338732827
Processing region: reg044_B at scale 4.0
6.250 per cent patches are empty
reg044_B at scale 4.0 has 1 patches with zero diveristy
reg044_B at scale 4.0 diversity is 1.5325797491427111
Processing region: reg045_A at scale 4.0
0.000 per cent patches are empty
reg045_A at scale 4.0 has 0 patches with zero diveristy
reg045_A at scale 4.0 diversity is 2.25074395347798
Processing region: reg045_B at scale 4.0
0.000 per cent patches are empty
reg045_B at scale 4.0 has 0 patches with zero diveristy
reg045_B at scale 4.0 diversity is 2.5495458882176933
Processing region: reg046_A at scale 4.0
0.000 per cent patches are empty
reg046_A at scale 4.0 has 0 patches with zero diveristy
reg046_A at scale 4.0 diversity is 3.041041408118236
Processing region: reg046_B at scale 4.0
0.000 per cent patches are empty
reg046_B at scale 4.0 has 0 patches with zero diveristy
reg046_B at scale 4.0 diversity is 2.9011803978494575
Processing region: reg047_A at scale 4.0
0.000 per cent patches are empty
reg047_A at scale 4.0 has 0 patches with zero diveristy
reg047_A at scale 4.0 diversity is 2.6609796781855533
Processing region: reg047_B at scale 4.0
0.000 per cent patches are empty
reg047_B at scale 4.0 has 0 patches with zero diveristy
reg047_B at scale 4.0 diversity is 1.7465111988719086
Processing region: reg048_A at scale 4.0
0.000 per cent patches are empty
reg048_A at scale 4.0 has 0 patches with zero diveristy
reg048_A at scale 4.0 diversity is 2.7825572538071452
Processing region: reg048_B at scale 4.0
0.000 per cent patches are empty
reg048_B at scale 4.0 has 0 patches with zero diveristy
reg048_B at scale 4.0 diversity is 2.6498873372021574
Processing region: reg049_A at scale 4.0
0.000 per cent patches are empty
reg049_A at scale 4.0 has 0 patches with zero diveristy
reg049_A at scale 4.0 diversity is 2.394152390161228
Processing region: reg049_B at scale 4.0
0.000 per cent patches are empty
reg049_B at scale 4.0 has 0 patches with zero diveristy
reg049_B at scale 4.0 diversity is 2.6263290858294948
Processing region: reg050_A at scale 4.0
0.000 per cent patches are empty
reg050_A at scale 4.0 has 0 patches with zero diveristy
reg050_A at scale 4.0 diversity is 1.9345445976385542
Processing region: reg050_B at scale 4.0
0.000 per cent patches are empty
reg050_B at scale 4.0 has 0 patches with zero diveristy
reg050_B at scale 4.0 diversity is 2.1403816358349177
Processing region: reg051_A at scale 4.0
0.000 per cent patches are empty
reg051_A at scale 4.0 has 1 patches with zero diveristy
reg051_A at scale 4.0 diversity is 2.324936180281602
Processing region: reg051_B at scale 4.0
0.000 per cent patches are empty
reg051_B at scale 4.0 has 0 patches with zero diveristy
reg051_B at scale 4.0 diversity is 2.108391827246699
Processing region: reg052_A at scale 4.0
0.000 per cent patches are empty
reg052_A at scale 4.0 has 0 patches with zero diveristy
reg052_A at scale 4.0 diversity is 2.4396721924476563
Processing region: reg052_B at scale 4.0
0.000 per cent patches are empty
reg052_B at scale 4.0 has 0 patches with zero diveristy
reg052_B at scale 4.0 diversity is 2.090261131052345
Processing region: reg053_A at scale 4.0
0.000 per cent patches are empty
reg053_A at scale 4.0 has 0 patches with zero diveristy
reg053_A at scale 4.0 diversity is 3.0225355938624263
Processing region: reg053_B at scale 4.0
18.750 per cent patches are empty
reg053_B at scale 4.0 has 1 patches with zero diveristy
reg053_B at scale 4.0 diversity is 1.4844248383783252
Processing region: reg054_A at scale 4.0
0.000 per cent patches are empty
reg054_A at scale 4.0 has 0 patches with zero diveristy
reg054_A at scale 4.0 diversity is 2.4392078558145522
Processing region: reg054_B at scale 4.0
18.750 per cent patches are empty
reg054_B at scale 4.0 has 2 patches with zero diveristy
reg054_B at scale 4.0 diversity is 1.6058476621875657
Processing region: reg055_A at scale 4.0
0.000 per cent patches are empty
reg055_A at scale 4.0 has 0 patches with zero diveristy
reg055_A at scale 4.0 diversity is 2.7719133995710594
Processing region: reg055_B at scale 4.0
0.000 per cent patches are empty
reg055_B at scale 4.0 has 0 patches with zero diveristy
reg055_B at scale 4.0 diversity is 1.5813363571935615
Processing region: reg056_A at scale 4.0
0.000 per cent patches are empty
reg056_A at scale 4.0 has 0 patches with zero diveristy
reg056_A at scale 4.0 diversity is 2.915100249036336
Processing region: reg056_B at scale 4.0
0.000 per cent patches are empty
reg056_B at scale 4.0 has 0 patches with zero diveristy
reg056_B at scale 4.0 diversity is 2.7184854616067478
Processing region: reg057_A at scale 4.0
50.000 per cent patches are empty
reg057_A at scale 4.0 has 1 patches with zero diveristy
reg057_A at scale 4.0 diversity is 1.6455779296010529
Processing region: reg057_B at scale 4.0
6.250 per cent patches are empty
reg057_B at scale 4.0 has 0 patches with zero diveristy
reg057_B at scale 4.0 diversity is 2.1291835266558037
Processing region: reg058_A at scale 4.0
0.000 per cent patches are empty
reg058_A at scale 4.0 has 0 patches with zero diveristy
reg058_A at scale 4.0 diversity is 1.0642012832042715
Processing region: reg058_B at scale 4.0
0.000 per cent patches are empty
reg058_B at scale 4.0 has 0 patches with zero diveristy
reg058_B at scale 4.0 diversity is 0.6843698800485913
Processing region: reg059_A at scale 4.0
0.000 per cent patches are empty
reg059_A at scale 4.0 has 0 patches with zero diveristy
reg059_A at scale 4.0 diversity is 2.8615841709776877
Processing region: reg059_B at scale 4.0
0.000 per cent patches are empty
reg059_B at scale 4.0 has 0 patches with zero diveristy
reg059_B at scale 4.0 diversity is 2.514360016742207
Processing region: reg060_A at scale 4.0
0.000 per cent patches are empty
reg060_A at scale 4.0 has 0 patches with zero diveristy
reg060_A at scale 4.0 diversity is 2.867529302830965
Processing region: reg060_B at scale 4.0
0.000 per cent patches are empty
reg060_B at scale 4.0 has 0 patches with zero diveristy
reg060_B at scale 4.0 diversity is 2.7622734666888213
Processing region: reg061_A at scale 4.0
0.000 per cent patches are empty
reg061_A at scale 4.0 has 0 patches with zero diveristy
reg061_A at scale 4.0 diversity is 2.478541352827784
Processing region: reg061_B at scale 4.0
0.000 per cent patches are empty
reg061_B at scale 4.0 has 0 patches with zero diveristy
reg061_B at scale 4.0 diversity is 2.8172624622292366
Processing region: reg062_A at scale 4.0
0.000 per cent patches are empty
reg062_A at scale 4.0 has 0 patches with zero diveristy
reg062_A at scale 4.0 diversity is 2.5083520946201032
Processing region: reg062_B at scale 4.0
0.000 per cent patches are empty
reg062_B at scale 4.0 has 0 patches with zero diveristy
reg062_B at scale 4.0 diversity is 2.7621370474313585
Processing region: reg063_A at scale 4.0
0.000 per cent patches are empty
reg063_A at scale 4.0 has 0 patches with zero diveristy
reg063_A at scale 4.0 diversity is 2.1107133611387217
Processing region: reg063_B at scale 4.0
0.000 per cent patches are empty
reg063_B at scale 4.0 has 0 patches with zero diveristy
reg063_B at scale 4.0 diversity is 2.8692382444867506
Processing region: reg064_A at scale 4.0
0.000 per cent patches are empty
reg064_A at scale 4.0 has 0 patches with zero diveristy
reg064_A at scale 4.0 diversity is 2.227882243918364
Processing region: reg064_B at scale 4.0
0.000 per cent patches are empty
reg064_B at scale 4.0 has 0 patches with zero diveristy
reg064_B at scale 4.0 diversity is 2.8997041177159906
Processing region: reg065_A at scale 4.0
0.000 per cent patches are empty
reg065_A at scale 4.0 has 0 patches with zero diveristy
reg065_A at scale 4.0 diversity is 1.7187528024407746
Processing region: reg065_B at scale 4.0
0.000 per cent patches are empty
reg065_B at scale 4.0 has 0 patches with zero diveristy
reg065_B at scale 4.0 diversity is 2.4116814289829964
Processing region: reg066_A at scale 4.0
0.000 per cent patches are empty
reg066_A at scale 4.0 has 0 patches with zero diveristy
reg066_A at scale 4.0 diversity is 2.0830799816718177
Processing region: reg066_B at scale 4.0
0.000 per cent patches are empty
reg066_B at scale 4.0 has 0 patches with zero diveristy
reg066_B at scale 4.0 diversity is 2.471308644554643
Processing region: reg067_A at scale 4.0
0.000 per cent patches are empty
reg067_A at scale 4.0 has 0 patches with zero diveristy
reg067_A at scale 4.0 diversity is 2.6544874636685867
Processing region: reg067_B at scale 4.0
62.500 per cent patches are empty
reg067_B at scale 4.0 has 0 patches with zero diveristy
reg067_B at scale 4.0 diversity is 1.7687970435637457
Processing region: reg068_A at scale 4.0
0.000 per cent patches are empty
reg068_A at scale 4.0 has 0 patches with zero diveristy
reg068_A at scale 4.0 diversity is 2.5901497977414074
Processing region: reg068_B at scale 4.0
0.000 per cent patches are empty
reg068_B at scale 4.0 has 0 patches with zero diveristy
reg068_B at scale 4.0 diversity is 3.0512670951225274
Processing region: reg069_A at scale 4.0
0.000 per cent patches are empty
reg069_A at scale 4.0 has 0 patches with zero diveristy
reg069_A at scale 4.0 diversity is 2.8358913942039394
Processing region: reg069_B at scale 4.0
0.000 per cent patches are empty
reg069_B at scale 4.0 has 0 patches with zero diveristy
reg069_B at scale 4.0 diversity is 2.5605284050944186
Processing region: reg070_A at scale 4.0
0.000 per cent patches are empty
reg070_A at scale 4.0 has 0 patches with zero diveristy
reg070_A at scale 4.0 diversity is 2.1426240069396147
Processing region: reg070_B at scale 4.0
0.000 per cent patches are empty
reg070_B at scale 4.0 has 0 patches with zero diveristy
reg070_B at scale 4.0 diversity is 2.058367215553855
Processing region: reg001_A at scale 8.0
6.250 per cent patches are empty
reg001_A at scale 8.0 has 0 patches with zero diveristy
reg001_A at scale 8.0 diversity is 2.1844272169741714
Processing region: reg001_B at scale 8.0
7.812 per cent patches are empty
reg001_B at scale 8.0 has 8 patches with zero diveristy
reg001_B at scale 8.0 diversity is 1.3978867930267103
Processing region: reg002_A at scale 8.0
18.750 per cent patches are empty
reg002_A at scale 8.0 has 1 patches with zero diveristy
reg002_A at scale 8.0 diversity is 2.1686610202770744
Processing region: reg002_B at scale 8.0
0.000 per cent patches are empty
reg002_B at scale 8.0 has 3 patches with zero diveristy
reg002_B at scale 8.0 diversity is 0.8589620488081982
Processing region: reg003_A at scale 8.0
18.750 per cent patches are empty
reg003_A at scale 8.0 has 3 patches with zero diveristy
reg003_A at scale 8.0 diversity is 1.9660160489920295
Processing region: reg003_B at scale 8.0
4.688 per cent patches are empty
reg003_B at scale 8.0 has 4 patches with zero diveristy
reg003_B at scale 8.0 diversity is 1.766514129279135
Processing region: reg004_A at scale 8.0
12.500 per cent patches are empty
reg004_A at scale 8.0 has 1 patches with zero diveristy
reg004_A at scale 8.0 diversity is 2.467347624676027
Processing region: reg004_B at scale 8.0
0.000 per cent patches are empty
reg004_B at scale 8.0 has 1 patches with zero diveristy
reg004_B at scale 8.0 diversity is 1.894028687177677
Processing region: reg005_A at scale 8.0
4.688 per cent patches are empty
reg005_A at scale 8.0 has 1 patches with zero diveristy
reg005_A at scale 8.0 diversity is 2.200987499344523
Processing region: reg005_B at scale 8.0
20.312 per cent patches are empty
reg005_B at scale 8.0 has 2 patches with zero diveristy
reg005_B at scale 8.0 diversity is 1.956832928800155
Processing region: reg006_A at scale 8.0
7.812 per cent patches are empty
reg006_A at scale 8.0 has 0 patches with zero diveristy
reg006_A at scale 8.0 diversity is 2.4137160332365495
Processing region: reg006_B at scale 8.0
4.688 per cent patches are empty
reg006_B at scale 8.0 has 1 patches with zero diveristy
reg006_B at scale 8.0 diversity is 2.2385821627736804
Processing region: reg007_A at scale 8.0
0.000 per cent patches are empty
reg007_A at scale 8.0 has 4 patches with zero diveristy
reg007_A at scale 8.0 diversity is 1.7392528437222632
Processing region: reg007_B at scale 8.0
4.688 per cent patches are empty
reg007_B at scale 8.0 has 4 patches with zero diveristy
reg007_B at scale 8.0 diversity is 1.9477726334384857
Processing region: reg008_A at scale 8.0
21.875 per cent patches are empty
reg008_A at scale 8.0 has 2 patches with zero diveristy
reg008_A at scale 8.0 diversity is 1.5519903470247445
Processing region: reg008_B at scale 8.0
0.000 per cent patches are empty
reg008_B at scale 8.0 has 1 patches with zero diveristy
reg008_B at scale 8.0 diversity is 1.8035790645184098
Processing region: reg009_A at scale 8.0
0.000 per cent patches are empty
reg009_A at scale 8.0 has 0 patches with zero diveristy
reg009_A at scale 8.0 diversity is 2.3717123438726038
Processing region: reg009_B at scale 8.0
0.000 per cent patches are empty
reg009_B at scale 8.0 has 0 patches with zero diveristy
reg009_B at scale 8.0 diversity is 2.260042615486046
Processing region: reg010_A at scale 8.0
7.812 per cent patches are empty
reg010_A at scale 8.0 has 1 patches with zero diveristy
reg010_A at scale 8.0 diversity is 2.546231294895141
Processing region: reg010_B at scale 8.0
6.250 per cent patches are empty
reg010_B at scale 8.0 has 2 patches with zero diveristy
reg010_B at scale 8.0 diversity is 2.1873200225549008
Processing region: reg011_A at scale 8.0
6.250 per cent patches are empty
reg011_A at scale 8.0 has 1 patches with zero diveristy
reg011_A at scale 8.0 diversity is 2.340933599355627
Processing region: reg011_B at scale 8.0
12.500 per cent patches are empty
reg011_B at scale 8.0 has 2 patches with zero diveristy
reg011_B at scale 8.0 diversity is 2.0363682900440123
Processing region: reg012_A at scale 8.0
6.250 per cent patches are empty
reg012_A at scale 8.0 has 4 patches with zero diveristy
reg012_A at scale 8.0 diversity is 1.917499275375252
Processing region: reg012_B at scale 8.0
37.500 per cent patches are empty
reg012_B at scale 8.0 has 12 patches with zero diveristy
reg012_B at scale 8.0 diversity is 1.3289531453053525
Processing region: reg013_A at scale 8.0
1.562 per cent patches are empty
reg013_A at scale 8.0 has 5 patches with zero diveristy
reg013_A at scale 8.0 diversity is 1.785869563079486
Processing region: reg013_B at scale 8.0
3.125 per cent patches are empty
reg013_B at scale 8.0 has 4 patches with zero diveristy
reg013_B at scale 8.0 diversity is 2.103927205554886
Processing region: reg014_A at scale 8.0
4.688 per cent patches are empty
reg014_A at scale 8.0 has 1 patches with zero diveristy
reg014_A at scale 8.0 diversity is 1.8998253046435998
Processing region: reg014_B at scale 8.0
4.688 per cent patches are empty
reg014_B at scale 8.0 has 0 patches with zero diveristy
reg014_B at scale 8.0 diversity is 2.173592310185113
Processing region: reg015_A at scale 8.0
0.000 per cent patches are empty
reg015_A at scale 8.0 has 1 patches with zero diveristy
reg015_A at scale 8.0 diversity is 2.1624804753048217
Processing region: reg015_B at scale 8.0
3.125 per cent patches are empty
reg015_B at scale 8.0 has 3 patches with zero diveristy
reg015_B at scale 8.0 diversity is 1.2907618015193947
Processing region: reg016_A at scale 8.0
3.125 per cent patches are empty
reg016_A at scale 8.0 has 1 patches with zero diveristy
reg016_A at scale 8.0 diversity is 2.0398401179745016
Processing region: reg016_B at scale 8.0
3.125 per cent patches are empty
reg016_B at scale 8.0 has 0 patches with zero diveristy
reg016_B at scale 8.0 diversity is 2.1240018677958097
Processing region: reg017_A at scale 8.0
1.562 per cent patches are empty
reg017_A at scale 8.0 has 2 patches with zero diveristy
reg017_A at scale 8.0 diversity is 2.1564587987256476
Processing region: reg017_B at scale 8.0
1.562 per cent patches are empty
reg017_B at scale 8.0 has 1 patches with zero diveristy
reg017_B at scale 8.0 diversity is 2.3460520649678718
Processing region: reg018_A at scale 8.0
4.688 per cent patches are empty
reg018_A at scale 8.0 has 2 patches with zero diveristy
reg018_A at scale 8.0 diversity is 2.2327726782544333
Processing region: reg018_B at scale 8.0
1.562 per cent patches are empty
reg018_B at scale 8.0 has 0 patches with zero diveristy
reg018_B at scale 8.0 diversity is 1.8415130971603912
Processing region: reg019_A at scale 8.0
18.750 per cent patches are empty
reg019_A at scale 8.0 has 3 patches with zero diveristy
reg019_A at scale 8.0 diversity is 1.6343616995090693
Processing region: reg019_B at scale 8.0
39.062 per cent patches are empty
reg019_B at scale 8.0 has 22 patches with zero diveristy
reg019_B at scale 8.0 diversity is 0.537882232457474
Processing region: reg020_A at scale 8.0
4.688 per cent patches are empty
reg020_A at scale 8.0 has 2 patches with zero diveristy
reg020_A at scale 8.0 diversity is 2.340486520490724
Processing region: reg020_B at scale 8.0
3.125 per cent patches are empty
reg020_B at scale 8.0 has 0 patches with zero diveristy
reg020_B at scale 8.0 diversity is 2.4957924769019777
Processing region: reg021_A at scale 8.0
6.250 per cent patches are empty
reg021_A at scale 8.0 has 3 patches with zero diveristy
reg021_A at scale 8.0 diversity is 1.9846964659994617
Processing region: reg021_B at scale 8.0
14.062 per cent patches are empty
reg021_B at scale 8.0 has 9 patches with zero diveristy
reg021_B at scale 8.0 diversity is 1.4313677786986
Processing region: reg022_A at scale 8.0
4.688 per cent patches are empty
reg022_A at scale 8.0 has 1 patches with zero diveristy
reg022_A at scale 8.0 diversity is 2.270296075666552
Processing region: reg022_B at scale 8.0
21.875 per cent patches are empty
reg022_B at scale 8.0 has 2 patches with zero diveristy
reg022_B at scale 8.0 diversity is 2.0466363189053025
Processing region: reg023_A at scale 8.0
20.312 per cent patches are empty
reg023_A at scale 8.0 has 3 patches with zero diveristy
reg023_A at scale 8.0 diversity is 1.2862367285317442
Processing region: reg023_B at scale 8.0
1.562 per cent patches are empty
reg023_B at scale 8.0 has 0 patches with zero diveristy
reg023_B at scale 8.0 diversity is 2.6530052715197545
Processing region: reg024_A at scale 8.0
9.375 per cent patches are empty
reg024_A at scale 8.0 has 2 patches with zero diveristy
reg024_A at scale 8.0 diversity is 1.568394740694343
Processing region: reg024_B at scale 8.0
0.000 per cent patches are empty
reg024_B at scale 8.0 has 0 patches with zero diveristy
reg024_B at scale 8.0 diversity is 1.827138657514349
Processing region: reg025_A at scale 8.0
4.688 per cent patches are empty
reg025_A at scale 8.0 has 0 patches with zero diveristy
reg025_A at scale 8.0 diversity is 2.1007342019006034
Processing region: reg025_B at scale 8.0
3.125 per cent patches are empty
reg025_B at scale 8.0 has 1 patches with zero diveristy
reg025_B at scale 8.0 diversity is 2.141150049791231
Processing region: reg026_A at scale 8.0
1.562 per cent patches are empty
reg026_A at scale 8.0 has 1 patches with zero diveristy
reg026_A at scale 8.0 diversity is 2.5766448535620565
Processing region: reg026_B at scale 8.0
1.562 per cent patches are empty
reg026_B at scale 8.0 has 1 patches with zero diveristy
reg026_B at scale 8.0 diversity is 2.292976651311868
Processing region: reg027_A at scale 8.0
3.125 per cent patches are empty
reg027_A at scale 8.0 has 0 patches with zero diveristy
reg027_A at scale 8.0 diversity is 2.2303329095264304
Processing region: reg027_B at scale 8.0
3.125 per cent patches are empty
reg027_B at scale 8.0 has 1 patches with zero diveristy
reg027_B at scale 8.0 diversity is 1.8028071674281572
Processing region: reg028_A at scale 8.0
0.000 per cent patches are empty
reg028_A at scale 8.0 has 1 patches with zero diveristy
reg028_A at scale 8.0 diversity is 2.7937843331556027
Processing region: reg028_B at scale 8.0
0.000 per cent patches are empty
reg028_B at scale 8.0 has 0 patches with zero diveristy
reg028_B at scale 8.0 diversity is 2.506966268773661
Processing region: reg029_A at scale 8.0
1.562 per cent patches are empty
reg029_A at scale 8.0 has 2 patches with zero diveristy
reg029_A at scale 8.0 diversity is 1.7660372419492292
Processing region: reg029_B at scale 8.0
1.562 per cent patches are empty
reg029_B at scale 8.0 has 0 patches with zero diveristy
reg029_B at scale 8.0 diversity is 1.609525621451343
Processing region: reg030_A at scale 8.0
0.000 per cent patches are empty
reg030_A at scale 8.0 has 0 patches with zero diveristy
reg030_A at scale 8.0 diversity is 2.451537369342063
Processing region: reg030_B at scale 8.0
1.562 per cent patches are empty
reg030_B at scale 8.0 has 4 patches with zero diveristy
reg030_B at scale 8.0 diversity is 1.2784416266667322
Processing region: reg031_A at scale 8.0
0.000 per cent patches are empty
reg031_A at scale 8.0 has 1 patches with zero diveristy
reg031_A at scale 8.0 diversity is 2.409881749017643
Processing region: reg031_B at scale 8.0
0.000 per cent patches are empty
reg031_B at scale 8.0 has 0 patches with zero diveristy
reg031_B at scale 8.0 diversity is 2.5458386318148043
Processing region: reg032_A at scale 8.0
1.562 per cent patches are empty
reg032_A at scale 8.0 has 0 patches with zero diveristy
reg032_A at scale 8.0 diversity is 2.386455984077176
Processing region: reg032_B at scale 8.0
1.562 per cent patches are empty
reg032_B at scale 8.0 has 0 patches with zero diveristy
reg032_B at scale 8.0 diversity is 2.317567198803208
Processing region: reg033_A at scale 8.0
6.250 per cent patches are empty
reg033_A at scale 8.0 has 1 patches with zero diveristy
reg033_A at scale 8.0 diversity is 2.0397376000471623
Processing region: reg033_B at scale 8.0
0.000 per cent patches are empty
reg033_B at scale 8.0 has 0 patches with zero diveristy
reg033_B at scale 8.0 diversity is 1.9145125798983857
Processing region: reg034_A at scale 8.0
0.000 per cent patches are empty
reg034_A at scale 8.0 has 0 patches with zero diveristy
reg034_A at scale 8.0 diversity is 2.296432797510287
Processing region: reg034_B at scale 8.0
0.000 per cent patches are empty
reg034_B at scale 8.0 has 1 patches with zero diveristy
reg034_B at scale 8.0 diversity is 1.7945713861079937
Processing region: reg035_A at scale 8.0
4.688 per cent patches are empty
reg035_A at scale 8.0 has 1 patches with zero diveristy
reg035_A at scale 8.0 diversity is 2.154921161381134
Processing region: reg035_B at scale 8.0
1.562 per cent patches are empty
reg035_B at scale 8.0 has 4 patches with zero diveristy
reg035_B at scale 8.0 diversity is 1.6275061015154395
Processing region: reg036_A at scale 8.0
3.125 per cent patches are empty
reg036_A at scale 8.0 has 1 patches with zero diveristy
reg036_A at scale 8.0 diversity is 2.4714631267491907
Processing region: reg036_B at scale 8.0
0.000 per cent patches are empty
reg036_B at scale 8.0 has 11 patches with zero diveristy
reg036_B at scale 8.0 diversity is 1.4686328638834323
Processing region: reg037_A at scale 8.0
7.812 per cent patches are empty
reg037_A at scale 8.0 has 4 patches with zero diveristy
reg037_A at scale 8.0 diversity is 1.9792718131577443
Processing region: reg037_B at scale 8.0
4.688 per cent patches are empty
reg037_B at scale 8.0 has 5 patches with zero diveristy
reg037_B at scale 8.0 diversity is 1.4565913715127137
Processing region: reg038_A at scale 8.0
1.562 per cent patches are empty
reg038_A at scale 8.0 has 0 patches with zero diveristy
reg038_A at scale 8.0 diversity is 2.4201397922281718
Processing region: reg038_B at scale 8.0
3.125 per cent patches are empty
reg038_B at scale 8.0 has 1 patches with zero diveristy
reg038_B at scale 8.0 diversity is 1.8832661309192116
Processing region: reg039_A at scale 8.0
6.250 per cent patches are empty
reg039_A at scale 8.0 has 1 patches with zero diveristy
reg039_A at scale 8.0 diversity is 2.0359109849094237
Processing region: reg039_B at scale 8.0
3.125 per cent patches are empty
reg039_B at scale 8.0 has 10 patches with zero diveristy
reg039_B at scale 8.0 diversity is 1.5623724831737296
Processing region: reg040_A at scale 8.0
1.562 per cent patches are empty
reg040_A at scale 8.0 has 2 patches with zero diveristy
reg040_A at scale 8.0 diversity is 2.1566145065414486
Processing region: reg040_B at scale 8.0
6.250 per cent patches are empty
reg040_B at scale 8.0 has 7 patches with zero diveristy
reg040_B at scale 8.0 diversity is 1.6233385935274889
Processing region: reg041_A at scale 8.0
0.000 per cent patches are empty
reg041_A at scale 8.0 has 2 patches with zero diveristy
reg041_A at scale 8.0 diversity is 2.1350376399273765
Processing region: reg041_B at scale 8.0
4.688 per cent patches are empty
reg041_B at scale 8.0 has 8 patches with zero diveristy
reg041_B at scale 8.0 diversity is 1.4662163043560505
Processing region: reg042_A at scale 8.0
3.125 per cent patches are empty
reg042_A at scale 8.0 has 1 patches with zero diveristy
reg042_A at scale 8.0 diversity is 1.1735325221826658
Processing region: reg042_B at scale 8.0
3.125 per cent patches are empty
reg042_B at scale 8.0 has 5 patches with zero diveristy
reg042_B at scale 8.0 diversity is 1.0386160678778527
Processing region: reg043_A at scale 8.0
0.000 per cent patches are empty
reg043_A at scale 8.0 has 2 patches with zero diveristy
reg043_A at scale 8.0 diversity is 1.6249529236206899
Processing region: reg043_B at scale 8.0
14.062 per cent patches are empty
reg043_B at scale 8.0 has 14 patches with zero diveristy
reg043_B at scale 8.0 diversity is 0.9092168498502688
Processing region: reg044_A at scale 8.0
1.562 per cent patches are empty
reg044_A at scale 8.0 has 2 patches with zero diveristy
reg044_A at scale 8.0 diversity is 1.9686318039209392
Processing region: reg044_B at scale 8.0
23.438 per cent patches are empty
reg044_B at scale 8.0 has 8 patches with zero diveristy
reg044_B at scale 8.0 diversity is 1.039603560478042
Processing region: reg045_A at scale 8.0
3.125 per cent patches are empty
reg045_A at scale 8.0 has 0 patches with zero diveristy
reg045_A at scale 8.0 diversity is 2.0564353895660323
Processing region: reg045_B at scale 8.0
4.688 per cent patches are empty
reg045_B at scale 8.0 has 4 patches with zero diveristy
reg045_B at scale 8.0 diversity is 1.909072047275319
Processing region: reg046_A at scale 8.0
1.562 per cent patches are empty
reg046_A at scale 8.0 has 1 patches with zero diveristy
reg046_A at scale 8.0 diversity is 2.649575036203187
Processing region: reg046_B at scale 8.0
0.000 per cent patches are empty
reg046_B at scale 8.0 has 0 patches with zero diveristy
reg046_B at scale 8.0 diversity is 2.5295808722262114
Processing region: reg047_A at scale 8.0
3.125 per cent patches are empty
reg047_A at scale 8.0 has 3 patches with zero diveristy
reg047_A at scale 8.0 diversity is 2.1461897755316177
Processing region: reg047_B at scale 8.0
3.125 per cent patches are empty
reg047_B at scale 8.0 has 6 patches with zero diveristy
reg047_B at scale 8.0 diversity is 1.2274152576852821
Processing region: reg048_A at scale 8.0
3.125 per cent patches are empty
reg048_A at scale 8.0 has 1 patches with zero diveristy
reg048_A at scale 8.0 diversity is 2.3424060740114325
Processing region: reg048_B at scale 8.0
1.562 per cent patches are empty
reg048_B at scale 8.0 has 1 patches with zero diveristy
reg048_B at scale 8.0 diversity is 2.1213169428272276
Processing region: reg049_A at scale 8.0
1.562 per cent patches are empty
reg049_A at scale 8.0 has 2 patches with zero diveristy
reg049_A at scale 8.0 diversity is 2.091376664587831
Processing region: reg049_B at scale 8.0
4.688 per cent patches are empty
reg049_B at scale 8.0 has 0 patches with zero diveristy
reg049_B at scale 8.0 diversity is 2.144246860541955
Processing region: reg050_A at scale 8.0
4.688 per cent patches are empty
reg050_A at scale 8.0 has 2 patches with zero diveristy
reg050_A at scale 8.0 diversity is 1.578639552644022
Processing region: reg050_B at scale 8.0
3.125 per cent patches are empty
reg050_B at scale 8.0 has 3 patches with zero diveristy
reg050_B at scale 8.0 diversity is 1.8484003493690628
Processing region: reg051_A at scale 8.0
4.688 per cent patches are empty
reg051_A at scale 8.0 has 7 patches with zero diveristy
reg051_A at scale 8.0 diversity is 1.8742271471377558
Processing region: reg051_B at scale 8.0
0.000 per cent patches are empty
reg051_B at scale 8.0 has 3 patches with zero diveristy
reg051_B at scale 8.0 diversity is 1.7306770156280515
Processing region: reg052_A at scale 8.0
0.000 per cent patches are empty
reg052_A at scale 8.0 has 0 patches with zero diveristy
reg052_A at scale 8.0 diversity is 2.1339259409353835
Processing region: reg052_B at scale 8.0
3.125 per cent patches are empty
reg052_B at scale 8.0 has 2 patches with zero diveristy
reg052_B at scale 8.0 diversity is 1.7228303565490486
Processing region: reg053_A at scale 8.0
0.000 per cent patches are empty
reg053_A at scale 8.0 has 1 patches with zero diveristy
reg053_A at scale 8.0 diversity is 2.5801653049005715
Processing region: reg053_B at scale 8.0
48.438 per cent patches are empty
reg053_B at scale 8.0 has 9 patches with zero diveristy
reg053_B at scale 8.0 diversity is 0.9804557157960465
Processing region: reg054_A at scale 8.0
6.250 per cent patches are empty
reg054_A at scale 8.0 has 4 patches with zero diveristy
reg054_A at scale 8.0 diversity is 2.029116250648739
Processing region: reg054_B at scale 8.0
43.750 per cent patches are empty
reg054_B at scale 8.0 has 5 patches with zero diveristy
reg054_B at scale 8.0 diversity is 1.375080970052685
Processing region: reg055_A at scale 8.0
1.562 per cent patches are empty
reg055_A at scale 8.0 has 1 patches with zero diveristy
reg055_A at scale 8.0 diversity is 2.3991975739546154
Processing region: reg055_B at scale 8.0
31.250 per cent patches are empty
reg055_B at scale 8.0 has 18 patches with zero diveristy
reg055_B at scale 8.0 diversity is 0.7867317883899703
Processing region: reg056_A at scale 8.0
6.250 per cent patches are empty
reg056_A at scale 8.0 has 2 patches with zero diveristy
reg056_A at scale 8.0 diversity is 2.2279799509588916
Processing region: reg056_B at scale 8.0
1.562 per cent patches are empty
reg056_B at scale 8.0 has 2 patches with zero diveristy
reg056_B at scale 8.0 diversity is 2.1903005336339896
Processing region: reg057_A at scale 8.0
76.562 per cent patches are empty
reg057_A at scale 8.0 has 4 patches with zero diveristy
reg057_A at scale 8.0 diversity is 1.2169801804571563
Processing region: reg057_B at scale 8.0
14.062 per cent patches are empty
reg057_B at scale 8.0 has 11 patches with zero diveristy
reg057_B at scale 8.0 diversity is 1.4453835609616434
Processing region: reg058_A at scale 8.0
0.000 per cent patches are empty
reg058_A at scale 8.0 has 4 patches with zero diveristy
reg058_A at scale 8.0 diversity is 0.8668496598063347
Processing region: reg058_B at scale 8.0
3.125 per cent patches are empty
reg058_B at scale 8.0 has 16 patches with zero diveristy
reg058_B at scale 8.0 diversity is 0.5604308392498848
Processing region: reg059_A at scale 8.0
1.562 per cent patches are empty
reg059_A at scale 8.0 has 2 patches with zero diveristy
reg059_A at scale 8.0 diversity is 2.5176904599215706
Processing region: reg059_B at scale 8.0
3.125 per cent patches are empty
reg059_B at scale 8.0 has 1 patches with zero diveristy
reg059_B at scale 8.0 diversity is 2.1663726510673063
Processing region: reg060_A at scale 8.0
1.562 per cent patches are empty
reg060_A at scale 8.0 has 0 patches with zero diveristy
reg060_A at scale 8.0 diversity is 2.5510411028814772
Processing region: reg060_B at scale 8.0
3.125 per cent patches are empty
reg060_B at scale 8.0 has 1 patches with zero diveristy
reg060_B at scale 8.0 diversity is 2.433151544170732
Processing region: reg061_A at scale 8.0
0.000 per cent patches are empty
reg061_A at scale 8.0 has 4 patches with zero diveristy
reg061_A at scale 8.0 diversity is 2.012420328726132
Processing region: reg061_B at scale 8.0
0.000 per cent patches are empty
reg061_B at scale 8.0 has 0 patches with zero diveristy
reg061_B at scale 8.0 diversity is 2.339576169151224
Processing region: reg062_A at scale 8.0
0.000 per cent patches are empty
reg062_A at scale 8.0 has 1 patches with zero diveristy
reg062_A at scale 8.0 diversity is 2.213338064575086
Processing region: reg062_B at scale 8.0
0.000 per cent patches are empty
reg062_B at scale 8.0 has 0 patches with zero diveristy
reg062_B at scale 8.0 diversity is 2.2426836941906974
Processing region: reg063_A at scale 8.0
4.688 per cent patches are empty
reg063_A at scale 8.0 has 3 patches with zero diveristy
reg063_A at scale 8.0 diversity is 1.636285167788469
Processing region: reg063_B at scale 8.0
3.125 per cent patches are empty
reg063_B at scale 8.0 has 1 patches with zero diveristy
reg063_B at scale 8.0 diversity is 2.3824944658329787
Processing region: reg064_A at scale 8.0
3.125 per cent patches are empty
reg064_A at scale 8.0 has 0 patches with zero diveristy
reg064_A at scale 8.0 diversity is 1.9339250474298497
Processing region: reg064_B at scale 8.0
3.125 per cent patches are empty
reg064_B at scale 8.0 has 0 patches with zero diveristy
reg064_B at scale 8.0 diversity is 2.4828709300668557
Processing region: reg065_A at scale 8.0
3.125 per cent patches are empty
reg065_A at scale 8.0 has 4 patches with zero diveristy
reg065_A at scale 8.0 diversity is 1.4187735070782346
Processing region: reg065_B at scale 8.0
1.562 per cent patches are empty
reg065_B at scale 8.0 has 1 patches with zero diveristy
reg065_B at scale 8.0 diversity is 1.6188740999790014
Processing region: reg066_A at scale 8.0
1.562 per cent patches are empty
reg066_A at scale 8.0 has 2 patches with zero diveristy
reg066_A at scale 8.0 diversity is 1.8591794637994814
Processing region: reg066_B at scale 8.0
1.562 per cent patches are empty
reg066_B at scale 8.0 has 0 patches with zero diveristy
reg066_B at scale 8.0 diversity is 1.9159140019815124
Processing region: reg067_A at scale 8.0
9.375 per cent patches are empty
reg067_A at scale 8.0 has 6 patches with zero diveristy
reg067_A at scale 8.0 diversity is 1.8516808709131558
Processing region: reg067_B at scale 8.0
71.875 per cent patches are empty
reg067_B at scale 8.0 has 4 patches with zero diveristy
reg067_B at scale 8.0 diversity is 1.0356301830650487
Processing region: reg068_A at scale 8.0
1.562 per cent patches are empty
reg068_A at scale 8.0 has 2 patches with zero diveristy
reg068_A at scale 8.0 diversity is 2.0490342425284105
Processing region: reg068_B at scale 8.0
1.562 per cent patches are empty
reg068_B at scale 8.0 has 1 patches with zero diveristy
reg068_B at scale 8.0 diversity is 2.54129394742902
Processing region: reg069_A at scale 8.0
1.562 per cent patches are empty
reg069_A at scale 8.0 has 1 patches with zero diveristy
reg069_A at scale 8.0 diversity is 2.3381342141732704
Processing region: reg069_B at scale 8.0
3.125 per cent patches are empty
reg069_B at scale 8.0 has 1 patches with zero diveristy
reg069_B at scale 8.0 diversity is 1.9312533895637745
Processing region: reg070_A at scale 8.0
1.562 per cent patches are empty
reg070_A at scale 8.0 has 3 patches with zero diveristy
reg070_A at scale 8.0 diversity is 1.737921244232286
Processing region: reg070_B at scale 8.0
3.125 per cent patches are empty
reg070_B at scale 8.0 has 1 patches with zero diveristy
reg070_B at scale 8.0 diversity is 1.7132580623682974
Processing region: reg001_A at scale 16.0
15.234 per cent patches are empty
reg001_A at scale 16.0 has 45 patches with zero diveristy
reg001_A at scale 16.0 diversity is 1.278679150302349
Processing region: reg001_B at scale 16.0
41.406 per cent patches are empty
reg001_B at scale 16.0 has 78 patches with zero diveristy
reg001_B at scale 16.0 diversity is 0.6240721579656607
Processing region: reg002_A at scale 16.0
30.078 per cent patches are empty
reg002_A at scale 16.0 has 23 patches with zero diveristy
reg002_A at scale 16.0 diversity is 1.4970986834941094
Processing region: reg002_B at scale 16.0
6.641 per cent patches are empty
reg002_B at scale 16.0 has 73 patches with zero diveristy
reg002_B at scale 16.0 diversity is 0.6202060055465932
Processing region: reg003_A at scale 16.0
31.250 per cent patches are empty
reg003_A at scale 16.0 has 25 patches with zero diveristy
reg003_A at scale 16.0 diversity is 1.4418751957099802
Processing region: reg003_B at scale 16.0
19.141 per cent patches are empty
reg003_B at scale 16.0 has 34 patches with zero diveristy
reg003_B at scale 16.0 diversity is 1.1944332996125686
Processing region: reg004_A at scale 16.0
21.875 per cent patches are empty
reg004_A at scale 16.0 has 11 patches with zero diveristy
reg004_A at scale 16.0 diversity is 1.8446158095105079
Processing region: reg004_B at scale 16.0
6.250 per cent patches are empty
reg004_B at scale 16.0 has 21 patches with zero diveristy
reg004_B at scale 16.0 diversity is 1.4417590496213195
Processing region: reg005_A at scale 16.0
8.984 per cent patches are empty
reg005_A at scale 16.0 has 14 patches with zero diveristy
reg005_A at scale 16.0 diversity is 1.6963073014378922
Processing region: reg005_B at scale 16.0
30.078 per cent patches are empty
reg005_B at scale 16.0 has 17 patches with zero diveristy
reg005_B at scale 16.0 diversity is 1.4771946098424056
Processing region: reg006_A at scale 16.0
15.625 per cent patches are empty
reg006_A at scale 16.0 has 21 patches with zero diveristy
reg006_A at scale 16.0 diversity is 1.5497292853096414
Processing region: reg006_B at scale 16.0
10.547 per cent patches are empty
reg006_B at scale 16.0 has 22 patches with zero diveristy
reg006_B at scale 16.0 diversity is 1.605315435803384
Processing region: reg007_A at scale 16.0
5.859 per cent patches are empty
reg007_A at scale 16.0 has 50 patches with zero diveristy
reg007_A at scale 16.0 diversity is 1.3026700296008487
Processing region: reg007_B at scale 16.0
14.453 per cent patches are empty
reg007_B at scale 16.0 has 18 patches with zero diveristy
reg007_B at scale 16.0 diversity is 1.5410101460874208
Processing region: reg008_A at scale 16.0
35.156 per cent patches are empty
reg008_A at scale 16.0 has 24 patches with zero diveristy
reg008_A at scale 16.0 diversity is 1.1006825796645114
Processing region: reg008_B at scale 16.0
3.516 per cent patches are empty
reg008_B at scale 16.0 has 21 patches with zero diveristy
reg008_B at scale 16.0 diversity is 1.41175634951127
Processing region: reg009_A at scale 16.0
2.344 per cent patches are empty
reg009_A at scale 16.0 has 16 patches with zero diveristy
reg009_A at scale 16.0 diversity is 1.7564122104261255
Processing region: reg009_B at scale 16.0
2.344 per cent patches are empty
reg009_B at scale 16.0 has 3 patches with zero diveristy
reg009_B at scale 16.0 diversity is 1.9277855308916516
Processing region: reg010_A at scale 16.0
11.719 per cent patches are empty
reg010_A at scale 16.0 has 17 patches with zero diveristy
reg010_A at scale 16.0 diversity is 1.8394794825765015
Processing region: reg010_B at scale 16.0
18.359 per cent patches are empty
reg010_B at scale 16.0 has 41 patches with zero diveristy
reg010_B at scale 16.0 diversity is 1.3631180826498142
Processing region: reg011_A at scale 16.0
18.750 per cent patches are empty
reg011_A at scale 16.0 has 12 patches with zero diveristy
reg011_A at scale 16.0 diversity is 1.847736105394992
Processing region: reg011_B at scale 16.0
24.609 per cent patches are empty
reg011_B at scale 16.0 has 43 patches with zero diveristy
reg011_B at scale 16.0 diversity is 1.2212822884889498
Processing region: reg012_A at scale 16.0
19.531 per cent patches are empty
reg012_A at scale 16.0 has 24 patches with zero diveristy
reg012_A at scale 16.0 diversity is 1.481997924593933
Processing region: reg012_B at scale 16.0
59.766 per cent patches are empty
reg012_B at scale 16.0 has 41 patches with zero diveristy
reg012_B at scale 16.0 diversity is 0.9566239776006007
Processing region: reg013_A at scale 16.0
5.469 per cent patches are empty
reg013_A at scale 16.0 has 46 patches with zero diveristy
reg013_A at scale 16.0 diversity is 1.2768105900507631
Processing region: reg013_B at scale 16.0
5.859 per cent patches are empty
reg013_B at scale 16.0 has 39 patches with zero diveristy
reg013_B at scale 16.0 diversity is 1.4352149930136526
Processing region: reg014_A at scale 16.0
17.969 per cent patches are empty
reg014_A at scale 16.0 has 48 patches with zero diveristy
reg014_A at scale 16.0 diversity is 1.138418135594311
Processing region: reg014_B at scale 16.0
10.547 per cent patches are empty
reg014_B at scale 16.0 has 10 patches with zero diveristy
reg014_B at scale 16.0 diversity is 1.6750389336322482
Processing region: reg015_A at scale 16.0
4.297 per cent patches are empty
reg015_A at scale 16.0 has 10 patches with zero diveristy
reg015_A at scale 16.0 diversity is 1.6116024647341678
Processing region: reg015_B at scale 16.0
12.109 per cent patches are empty
reg015_B at scale 16.0 has 61 patches with zero diveristy
reg015_B at scale 16.0 diversity is 0.8426733859069256
Processing region: reg016_A at scale 16.0
10.547 per cent patches are empty
reg016_A at scale 16.0 has 27 patches with zero diveristy
reg016_A at scale 16.0 diversity is 1.4541928747877895
Processing region: reg016_B at scale 16.0
5.078 per cent patches are empty
reg016_B at scale 16.0 has 15 patches with zero diveristy
reg016_B at scale 16.0 diversity is 1.5092365453005614
Processing region: reg017_A at scale 16.0
7.422 per cent patches are empty
reg017_A at scale 16.0 has 27 patches with zero diveristy
reg017_A at scale 16.0 diversity is 1.6272477419039446
Processing region: reg017_B at scale 16.0
6.641 per cent patches are empty
reg017_B at scale 16.0 has 24 patches with zero diveristy
reg017_B at scale 16.0 diversity is 1.7413837731075117
Processing region: reg018_A at scale 16.0
13.281 per cent patches are empty
reg018_A at scale 16.0 has 26 patches with zero diveristy
reg018_A at scale 16.0 diversity is 1.629163270233039
Processing region: reg018_B at scale 16.0
6.250 per cent patches are empty
reg018_B at scale 16.0 has 14 patches with zero diveristy
reg018_B at scale 16.0 diversity is 1.383201668872702
Processing region: reg019_A at scale 16.0
37.109 per cent patches are empty
reg019_A at scale 16.0 has 33 patches with zero diveristy
reg019_A at scale 16.0 diversity is 1.1662445405647155
Processing region: reg019_B at scale 16.0
76.953 per cent patches are empty
reg019_B at scale 16.0 has 46 patches with zero diveristy
reg019_B at scale 16.0 diversity is 0.2703726843421868
Processing region: reg020_A at scale 16.0
10.156 per cent patches are empty
reg020_A at scale 16.0 has 29 patches with zero diveristy
reg020_A at scale 16.0 diversity is 1.7024251996425317
Processing region: reg020_B at scale 16.0
8.594 per cent patches are empty
reg020_B at scale 16.0 has 14 patches with zero diveristy
reg020_B at scale 16.0 diversity is 1.9192905618248894
Processing region: reg021_A at scale 16.0
22.656 per cent patches are empty
reg021_A at scale 16.0 has 23 patches with zero diveristy
reg021_A at scale 16.0 diversity is 1.5605304675261158
Processing region: reg021_B at scale 16.0
46.875 per cent patches are empty
reg021_B at scale 16.0 has 67 patches with zero diveristy
reg021_B at scale 16.0 diversity is 0.6851940872168735
Processing region: reg022_A at scale 16.0
10.938 per cent patches are empty
reg022_A at scale 16.0 has 26 patches with zero diveristy
reg022_A at scale 16.0 diversity is 1.5620330150167288
Processing region: reg022_B at scale 16.0
37.891 per cent patches are empty
reg022_B at scale 16.0 has 40 patches with zero diveristy
reg022_B at scale 16.0 diversity is 1.1889771693275561
Processing region: reg023_A at scale 16.0
32.812 per cent patches are empty
reg023_A at scale 16.0 has 43 patches with zero diveristy
reg023_A at scale 16.0 diversity is 0.912962857483075
Processing region: reg023_B at scale 16.0
6.250 per cent patches are empty
reg023_B at scale 16.0 has 10 patches with zero diveristy
reg023_B at scale 16.0 diversity is 1.9839027758865977
Processing region: reg024_A at scale 16.0
21.094 per cent patches are empty
reg024_A at scale 16.0 has 44 patches with zero diveristy
reg024_A at scale 16.0 diversity is 0.9715197891350915
Processing region: reg024_B at scale 16.0
3.906 per cent patches are empty
reg024_B at scale 16.0 has 25 patches with zero diveristy
reg024_B at scale 16.0 diversity is 1.2808671906135307
Processing region: reg025_A at scale 16.0
11.719 per cent patches are empty
reg025_A at scale 16.0 has 44 patches with zero diveristy
reg025_A at scale 16.0 diversity is 1.286289895239046
Processing region: reg025_B at scale 16.0
12.109 per cent patches are empty
reg025_B at scale 16.0 has 23 patches with zero diveristy
reg025_B at scale 16.0 diversity is 1.5076554409188117
Processing region: reg026_A at scale 16.0
5.469 per cent patches are empty
reg026_A at scale 16.0 has 9 patches with zero diveristy
reg026_A at scale 16.0 diversity is 1.8944919852963507
Processing region: reg026_B at scale 16.0
5.859 per cent patches are empty
reg026_B at scale 16.0 has 6 patches with zero diveristy
reg026_B at scale 16.0 diversity is 1.7822104705553874
Processing region: reg027_A at scale 16.0
6.250 per cent patches are empty
reg027_A at scale 16.0 has 16 patches with zero diveristy
reg027_A at scale 16.0 diversity is 1.6837597918536693
Processing region: reg027_B at scale 16.0
6.641 per cent patches are empty
reg027_B at scale 16.0 has 15 patches with zero diveristy
reg027_B at scale 16.0 diversity is 1.3750974273053123
Processing region: reg028_A at scale 16.0
6.641 per cent patches are empty
reg028_A at scale 16.0 has 11 patches with zero diveristy
reg028_A at scale 16.0 diversity is 2.1160793930026798
Processing region: reg028_B at scale 16.0
5.078 per cent patches are empty
reg028_B at scale 16.0 has 7 patches with zero diveristy
reg028_B at scale 16.0 diversity is 1.8708715921726855
Processing region: reg029_A at scale 16.0
5.469 per cent patches are empty
reg029_A at scale 16.0 has 45 patches with zero diveristy
reg029_A at scale 16.0 diversity is 1.3114582969118185
Processing region: reg029_B at scale 16.0
8.203 per cent patches are empty
reg029_B at scale 16.0 has 19 patches with zero diveristy
reg029_B at scale 16.0 diversity is 1.2006683905758153
Processing region: reg030_A at scale 16.0
5.859 per cent patches are empty
reg030_A at scale 16.0 has 8 patches with zero diveristy
reg030_A at scale 16.0 diversity is 1.7961171415644808
Processing region: reg030_B at scale 16.0
8.203 per cent patches are empty
reg030_B at scale 16.0 has 61 patches with zero diveristy
reg030_B at scale 16.0 diversity is 0.8758578124437192
Processing region: reg031_A at scale 16.0
2.344 per cent patches are empty
reg031_A at scale 16.0 has 13 patches with zero diveristy
reg031_A at scale 16.0 diversity is 1.821469253229501
Processing region: reg031_B at scale 16.0
5.078 per cent patches are empty
reg031_B at scale 16.0 has 10 patches with zero diveristy
reg031_B at scale 16.0 diversity is 1.8644379619567157
Processing region: reg032_A at scale 16.0
4.688 per cent patches are empty
reg032_A at scale 16.0 has 8 patches with zero diveristy
reg032_A at scale 16.0 diversity is 1.766443731100261
Processing region: reg032_B at scale 16.0
12.891 per cent patches are empty
reg032_B at scale 16.0 has 26 patches with zero diveristy
reg032_B at scale 16.0 diversity is 1.5988874815055838
Processing region: reg033_A at scale 16.0
13.672 per cent patches are empty
reg033_A at scale 16.0 has 22 patches with zero diveristy
reg033_A at scale 16.0 diversity is 1.4950908933447642
Processing region: reg033_B at scale 16.0
2.734 per cent patches are empty
reg033_B at scale 16.0 has 25 patches with zero diveristy
reg033_B at scale 16.0 diversity is 1.39668223493805
Processing region: reg034_A at scale 16.0
7.422 per cent patches are empty
reg034_A at scale 16.0 has 5 patches with zero diveristy
reg034_A at scale 16.0 diversity is 1.805989175800188
Processing region: reg034_B at scale 16.0
9.375 per cent patches are empty
reg034_B at scale 16.0 has 25 patches with zero diveristy
reg034_B at scale 16.0 diversity is 1.3296613300745606
Processing region: reg035_A at scale 16.0
10.547 per cent patches are empty
reg035_A at scale 16.0 has 23 patches with zero diveristy
reg035_A at scale 16.0 diversity is 1.5806298251223463
Processing region: reg035_B at scale 16.0
8.984 per cent patches are empty
reg035_B at scale 16.0 has 41 patches with zero diveristy
reg035_B at scale 16.0 diversity is 1.2016286929363773
Processing region: reg036_A at scale 16.0
7.812 per cent patches are empty
reg036_A at scale 16.0 has 4 patches with zero diveristy
reg036_A at scale 16.0 diversity is 1.9680403838736258
Processing region: reg036_B at scale 16.0
3.516 per cent patches are empty
reg036_B at scale 16.0 has 70 patches with zero diveristy
reg036_B at scale 16.0 diversity is 1.1095966581191898
Processing region: reg037_A at scale 16.0
23.438 per cent patches are empty
reg037_A at scale 16.0 has 36 patches with zero diveristy
reg037_A at scale 16.0 diversity is 1.4047305990975751
Processing region: reg037_B at scale 16.0
27.734 per cent patches are empty
reg037_B at scale 16.0 has 104 patches with zero diveristy
reg037_B at scale 16.0 diversity is 0.5498515718539568
Processing region: reg038_A at scale 16.0
3.516 per cent patches are empty
reg038_A at scale 16.0 has 5 patches with zero diveristy
reg038_A at scale 16.0 diversity is 1.8435324598746055
Processing region: reg038_B at scale 16.0
12.891 per cent patches are empty
reg038_B at scale 16.0 has 38 patches with zero diveristy
reg038_B at scale 16.0 diversity is 1.3237002393813107
Processing region: reg039_A at scale 16.0
16.406 per cent patches are empty
reg039_A at scale 16.0 has 10 patches with zero diveristy
reg039_A at scale 16.0 diversity is 1.5830801490646864
Processing region: reg039_B at scale 16.0
26.172 per cent patches are empty
reg039_B at scale 16.0 has 59 patches with zero diveristy
reg039_B at scale 16.0 diversity is 0.9548139293737187
Processing region: reg040_A at scale 16.0
6.250 per cent patches are empty
reg040_A at scale 16.0 has 17 patches with zero diveristy
reg040_A at scale 16.0 diversity is 1.5511215316331814
Processing region: reg040_B at scale 16.0
30.859 per cent patches are empty
reg040_B at scale 16.0 has 45 patches with zero diveristy
reg040_B at scale 16.0 diversity is 1.0575943641473295
Processing region: reg041_A at scale 16.0
4.297 per cent patches are empty
reg041_A at scale 16.0 has 31 patches with zero diveristy
reg041_A at scale 16.0 diversity is 1.4565673183329213
Processing region: reg041_B at scale 16.0
14.844 per cent patches are empty
reg041_B at scale 16.0 has 71 patches with zero diveristy
reg041_B at scale 16.0 diversity is 1.0363120071917764
Processing region: reg042_A at scale 16.0
7.422 per cent patches are empty
reg042_A at scale 16.0 has 66 patches with zero diveristy
reg042_A at scale 16.0 diversity is 0.759286183040036
Processing region: reg042_B at scale 16.0
9.766 per cent patches are empty
reg042_B at scale 16.0 has 78 patches with zero diveristy
reg042_B at scale 16.0 diversity is 0.689848033437531
Processing region: reg043_A at scale 16.0
3.125 per cent patches are empty
reg043_A at scale 16.0 has 45 patches with zero diveristy
reg043_A at scale 16.0 diversity is 1.1180553298288896
Processing region: reg043_B at scale 16.0
35.938 per cent patches are empty
reg043_B at scale 16.0 has 86 patches with zero diveristy
reg043_B at scale 16.0 diversity is 0.5346895605617722
Processing region: reg044_A at scale 16.0
8.984 per cent patches are empty
reg044_A at scale 16.0 has 52 patches with zero diveristy
reg044_A at scale 16.0 diversity is 1.1342625563333575
Processing region: reg044_B at scale 16.0
48.438 per cent patches are empty
reg044_B at scale 16.0 has 70 patches with zero diveristy
reg044_B at scale 16.0 diversity is 0.535590639344215
Processing region: reg045_A at scale 16.0
8.203 per cent patches are empty
reg045_A at scale 16.0 has 7 patches with zero diveristy
reg045_A at scale 16.0 diversity is 1.5799282366123537
Processing region: reg045_B at scale 16.0
16.016 per cent patches are empty
reg045_B at scale 16.0 has 46 patches with zero diveristy
reg045_B at scale 16.0 diversity is 1.1684881061695667
Processing region: reg046_A at scale 16.0
5.859 per cent patches are empty
reg046_A at scale 16.0 has 7 patches with zero diveristy
reg046_A at scale 16.0 diversity is 1.969037799740305
Processing region: reg046_B at scale 16.0
5.859 per cent patches are empty
reg046_B at scale 16.0 has 12 patches with zero diveristy
reg046_B at scale 16.0 diversity is 1.8436947313787408
Processing region: reg047_A at scale 16.0
14.062 per cent patches are empty
reg047_A at scale 16.0 has 27 patches with zero diveristy
reg047_A at scale 16.0 diversity is 1.609495838803236
Processing region: reg047_B at scale 16.0
16.406 per cent patches are empty
reg047_B at scale 16.0 has 95 patches with zero diveristy
reg047_B at scale 16.0 diversity is 0.6530865052102662
Processing region: reg048_A at scale 16.0
7.812 per cent patches are empty
reg048_A at scale 16.0 has 17 patches with zero diveristy
reg048_A at scale 16.0 diversity is 1.5852563690364594
Processing region: reg048_B at scale 16.0
8.984 per cent patches are empty
reg048_B at scale 16.0 has 41 patches with zero diveristy
reg048_B at scale 16.0 diversity is 1.3406049350276892
Processing region: reg049_A at scale 16.0
5.859 per cent patches are empty
reg049_A at scale 16.0 has 12 patches with zero diveristy
reg049_A at scale 16.0 diversity is 1.6165216368651798
Processing region: reg049_B at scale 16.0
12.500 per cent patches are empty
reg049_B at scale 16.0 has 38 patches with zero diveristy
reg049_B at scale 16.0 diversity is 1.2533039766157301
Processing region: reg050_A at scale 16.0
13.281 per cent patches are empty
reg050_A at scale 16.0 has 44 patches with zero diveristy
reg050_A at scale 16.0 diversity is 1.045985333218258
Processing region: reg050_B at scale 16.0
8.984 per cent patches are empty
reg050_B at scale 16.0 has 31 patches with zero diveristy
reg050_B at scale 16.0 diversity is 1.274441178015937
Processing region: reg051_A at scale 16.0
15.625 per cent patches are empty
reg051_A at scale 16.0 has 50 patches with zero diveristy
reg051_A at scale 16.0 diversity is 1.3737017086628374
Processing region: reg051_B at scale 16.0
7.031 per cent patches are empty
reg051_B at scale 16.0 has 30 patches with zero diveristy
reg051_B at scale 16.0 diversity is 1.3149655951658545
Processing region: reg052_A at scale 16.0
3.906 per cent patches are empty
reg052_A at scale 16.0 has 21 patches with zero diveristy
reg052_A at scale 16.0 diversity is 1.5149924189868127
Processing region: reg052_B at scale 16.0
8.984 per cent patches are empty
reg052_B at scale 16.0 has 40 patches with zero diveristy
reg052_B at scale 16.0 diversity is 1.2074496480795733
Processing region: reg053_A at scale 16.0
5.859 per cent patches are empty
reg053_A at scale 16.0 has 19 patches with zero diveristy
reg053_A at scale 16.0 diversity is 1.828181943385345
Processing region: reg053_B at scale 16.0
70.703 per cent patches are empty
reg053_B at scale 16.0 has 48 patches with zero diveristy
reg053_B at scale 16.0 diversity is 0.42990472146248787
Processing region: reg054_A at scale 16.0
18.359 per cent patches are empty
reg054_A at scale 16.0 has 29 patches with zero diveristy
reg054_A at scale 16.0 diversity is 1.5096096613617158
Processing region: reg054_B at scale 16.0
59.766 per cent patches are empty
reg054_B at scale 16.0 has 36 patches with zero diveristy
reg054_B at scale 16.0 diversity is 0.7921187180915548
Processing region: reg055_A at scale 16.0
7.812 per cent patches are empty
reg055_A at scale 16.0 has 8 patches with zero diveristy
reg055_A at scale 16.0 diversity is 1.9212566918689848
Processing region: reg055_B at scale 16.0
69.531 per cent patches are empty
reg055_B at scale 16.0 has 51 patches with zero diveristy
reg055_B at scale 16.0 diversity is 0.40933933688926766
Processing region: reg056_A at scale 16.0
23.047 per cent patches are empty
reg056_A at scale 16.0 has 44 patches with zero diveristy
reg056_A at scale 16.0 diversity is 1.2747267956517867
Processing region: reg056_B at scale 16.0
7.812 per cent patches are empty
reg056_B at scale 16.0 has 38 patches with zero diveristy
reg056_B at scale 16.0 diversity is 1.4029016678673227
Processing region: reg057_A at scale 16.0
87.500 per cent patches are empty
reg057_A at scale 16.0 has 15 patches with zero diveristy
reg057_A at scale 16.0 diversity is 0.6693315263855854
Processing region: reg057_B at scale 16.0
31.250 per cent patches are empty
reg057_B at scale 16.0 has 58 patches with zero diveristy
reg057_B at scale 16.0 diversity is 1.0136105580975299
Processing region: reg058_A at scale 16.0
6.250 per cent patches are empty
reg058_A at scale 16.0 has 93 patches with zero diveristy
reg058_A at scale 16.0 diversity is 0.597051939321446
Processing region: reg058_B at scale 16.0
14.453 per cent patches are empty
reg058_B at scale 16.0 has 139 patches with zero diveristy
reg058_B at scale 16.0 diversity is 0.3408536314425973
Processing region: reg059_A at scale 16.0
11.328 per cent patches are empty
reg059_A at scale 16.0 has 9 patches with zero diveristy
reg059_A at scale 16.0 diversity is 2.0891563560721482
Processing region: reg059_B at scale 16.0
8.594 per cent patches are empty
reg059_B at scale 16.0 has 12 patches with zero diveristy
reg059_B at scale 16.0 diversity is 1.5843132976275534
Processing region: reg060_A at scale 16.0
7.031 per cent patches are empty
reg060_A at scale 16.0 has 11 patches with zero diveristy
reg060_A at scale 16.0 diversity is 1.9823834022017208
Processing region: reg060_B at scale 16.0
8.203 per cent patches are empty
reg060_B at scale 16.0 has 5 patches with zero diveristy
reg060_B at scale 16.0 diversity is 1.916517030735813
Processing region: reg061_A at scale 16.0
7.812 per cent patches are empty
reg061_A at scale 16.0 has 36 patches with zero diveristy
reg061_A at scale 16.0 diversity is 1.4336904201745997
Processing region: reg061_B at scale 16.0
6.641 per cent patches are empty
reg061_B at scale 16.0 has 15 patches with zero diveristy
reg061_B at scale 16.0 diversity is 1.6479345872567748
Processing region: reg062_A at scale 16.0
2.344 per cent patches are empty
reg062_A at scale 16.0 has 12 patches with zero diveristy
reg062_A at scale 16.0 diversity is 1.667230459467464
Processing region: reg062_B at scale 16.0
7.812 per cent patches are empty
reg062_B at scale 16.0 has 26 patches with zero diveristy
reg062_B at scale 16.0 diversity is 1.461775327443554
Processing region: reg063_A at scale 16.0
24.219 per cent patches are empty
reg063_A at scale 16.0 has 41 patches with zero diveristy
reg063_A at scale 16.0 diversity is 1.0847166528206407
Processing region: reg063_B at scale 16.0
9.766 per cent patches are empty
reg063_B at scale 16.0 has 22 patches with zero diveristy
reg063_B at scale 16.0 diversity is 1.3759567260882974
Processing region: reg064_A at scale 16.0
8.594 per cent patches are empty
reg064_A at scale 16.0 has 11 patches with zero diveristy
reg064_A at scale 16.0 diversity is 1.4355060178845582
Processing region: reg064_B at scale 16.0
6.250 per cent patches are empty
reg064_B at scale 16.0 has 20 patches with zero diveristy
reg064_B at scale 16.0 diversity is 1.6946818144977838
Processing region: reg065_A at scale 16.0
11.328 per cent patches are empty
reg065_A at scale 16.0 has 67 patches with zero diveristy
reg065_A at scale 16.0 diversity is 1.0101402887124225
Processing region: reg065_B at scale 16.0
23.438 per cent patches are empty
reg065_B at scale 16.0 has 94 patches with zero diveristy
reg065_B at scale 16.0 diversity is 0.6448394289785003
Processing region: reg066_A at scale 16.0
7.812 per cent patches are empty
reg066_A at scale 16.0 has 23 patches with zero diveristy
reg066_A at scale 16.0 diversity is 1.3853495554427253
Processing region: reg066_B at scale 16.0
10.547 per cent patches are empty
reg066_B at scale 16.0 has 54 patches with zero diveristy
reg066_B at scale 16.0 diversity is 1.0393069690487353
Processing region: reg067_A at scale 16.0
37.500 per cent patches are empty
reg067_A at scale 16.0 has 47 patches with zero diveristy
reg067_A at scale 16.0 diversity is 1.1133641212890972
Processing region: reg067_B at scale 16.0
84.375 per cent patches are empty
reg067_B at scale 16.0 has 24 patches with zero diveristy
reg067_B at scale 16.0 diversity is 0.48788885823487665
Processing region: reg068_A at scale 16.0
8.594 per cent patches are empty
reg068_A at scale 16.0 has 32 patches with zero diveristy
reg068_A at scale 16.0 diversity is 1.3039123926387821
Processing region: reg068_B at scale 16.0
7.031 per cent patches are empty
reg068_B at scale 16.0 has 19 patches with zero diveristy
reg068_B at scale 16.0 diversity is 1.7179625275097257
Processing region: reg069_A at scale 16.0
6.641 per cent patches are empty
reg069_A at scale 16.0 has 27 patches with zero diveristy
reg069_A at scale 16.0 diversity is 1.5653739676202172
Processing region: reg069_B at scale 16.0
14.453 per cent patches are empty
reg069_B at scale 16.0 has 67 patches with zero diveristy
reg069_B at scale 16.0 diversity is 1.0116912721249247
Processing region: reg070_A at scale 16.0
8.984 per cent patches are empty
reg070_A at scale 16.0 has 42 patches with zero diveristy
reg070_A at scale 16.0 diversity is 1.2684280512692527
Processing region: reg070_B at scale 16.0
10.547 per cent patches are empty
reg070_B at scale 16.0 has 45 patches with zero diveristy
reg070_B at scale 16.0 diversity is 1.0081353626718108
Processing region: reg001_A at scale 24.0
32.639 per cent patches are empty
reg001_A at scale 24.0 has 157 patches with zero diveristy
reg001_A at scale 24.0 diversity is 0.8284505941121223
Processing region: reg001_B at scale 24.0
63.542 per cent patches are empty
reg001_B at scale 24.0 has 133 patches with zero diveristy
reg001_B at scale 24.0 diversity is 0.3950197024599362
Processing region: reg002_A at scale 24.0
37.326 per cent patches are empty
reg002_A at scale 24.0 has 106 patches with zero diveristy
reg002_A at scale 24.0 diversity is 1.0293981929780056
Processing region: reg002_B at scale 24.0
12.500 per cent patches are empty
reg002_B at scale 24.0 has 254 patches with zero diveristy
reg002_B at scale 24.0 diversity is 0.46778209612438026
Processing region: reg003_A at scale 24.0
39.931 per cent patches are empty
reg003_A at scale 24.0 has 89 patches with zero diveristy
reg003_A at scale 24.0 diversity is 1.0473806897103768
Processing region: reg003_B at scale 24.0
28.646 per cent patches are empty
reg003_B at scale 24.0 has 172 patches with zero diveristy
reg003_B at scale 24.0 diversity is 0.7300708927790964
Processing region: reg004_A at scale 24.0
27.951 per cent patches are empty
reg004_A at scale 24.0 has 82 patches with zero diveristy
reg004_A at scale 24.0 diversity is 1.2029731685285925
Processing region: reg004_B at scale 24.0
10.590 per cent patches are empty
reg004_B at scale 24.0 has 129 patches with zero diveristy
reg004_B at scale 24.0 diversity is 0.9584240748433808
Processing region: reg005_A at scale 24.0
12.500 per cent patches are empty
reg005_A at scale 24.0 has 94 patches with zero diveristy
reg005_A at scale 24.0 diversity is 1.2128860955501075
Processing region: reg005_B at scale 24.0
35.417 per cent patches are empty
reg005_B at scale 24.0 has 74 patches with zero diveristy
reg005_B at scale 24.0 diversity is 1.1025830968877908
Processing region: reg006_A at scale 24.0
25.000 per cent patches are empty
reg006_A at scale 24.0 has 139 patches with zero diveristy
reg006_A at scale 24.0 diversity is 0.9435749894320793
Processing region: reg006_B at scale 24.0
17.188 per cent patches are empty
reg006_B at scale 24.0 has 93 patches with zero diveristy
reg006_B at scale 24.0 diversity is 1.158044813671002
Processing region: reg007_A at scale 24.0
11.979 per cent patches are empty
reg007_A at scale 24.0 has 150 patches with zero diveristy
reg007_A at scale 24.0 diversity is 1.0179350528769018
Processing region: reg007_B at scale 24.0
21.528 per cent patches are empty
reg007_B at scale 24.0 has 71 patches with zero diveristy
reg007_B at scale 24.0 diversity is 1.1736089936834242
Processing region: reg008_A at scale 24.0
42.882 per cent patches are empty
reg008_A at scale 24.0 has 126 patches with zero diveristy
reg008_A at scale 24.0 diversity is 0.7459389572392305
Processing region: reg008_B at scale 24.0
6.076 per cent patches are empty
reg008_B at scale 24.0 has 131 patches with zero diveristy
reg008_B at scale 24.0 diversity is 1.0459618176773038
Processing region: reg009_A at scale 24.0
6.597 per cent patches are empty
reg009_A at scale 24.0 has 93 patches with zero diveristy
reg009_A at scale 24.0 diversity is 1.257882010541914
Processing region: reg009_B at scale 24.0
4.340 per cent patches are empty
reg009_B at scale 24.0 has 17 patches with zero diveristy
reg009_B at scale 24.0 diversity is 1.549610172077202
Processing region: reg010_A at scale 24.0
16.493 per cent patches are empty
reg010_A at scale 24.0 has 92 patches with zero diveristy
reg010_A at scale 24.0 diversity is 1.2768006179097073
Processing region: reg010_B at scale 24.0
30.556 per cent patches are empty
reg010_B at scale 24.0 has 146 patches with zero diveristy
reg010_B at scale 24.0 diversity is 0.8830162720428654
Processing region: reg011_A at scale 24.0
23.438 per cent patches are empty
reg011_A at scale 24.0 has 58 patches with zero diveristy
reg011_A at scale 24.0 diversity is 1.4384536657016174
Processing region: reg011_B at scale 24.0
39.236 per cent patches are empty
reg011_B at scale 24.0 has 141 patches with zero diveristy
reg011_B at scale 24.0 diversity is 0.7731300024528768
Processing region: reg012_A at scale 24.0
26.910 per cent patches are empty
reg012_A at scale 24.0 has 99 patches with zero diveristy
reg012_A at scale 24.0 diversity is 1.097468913506505
Processing region: reg012_B at scale 24.0
71.007 per cent patches are empty
reg012_B at scale 24.0 has 76 patches with zero diveristy
reg012_B at scale 24.0 diversity is 0.7283561952618558
Processing region: reg013_A at scale 24.0
15.104 per cent patches are empty
reg013_A at scale 24.0 has 155 patches with zero diveristy
reg013_A at scale 24.0 diversity is 0.9075724416600545
Processing region: reg013_B at scale 24.0
10.417 per cent patches are empty
reg013_B at scale 24.0 has 178 patches with zero diveristy
reg013_B at scale 24.0 diversity is 0.9086994506803739
Processing region: reg014_A at scale 24.0
35.938 per cent patches are empty
reg014_A at scale 24.0 has 157 patches with zero diveristy
reg014_A at scale 24.0 diversity is 0.722663848710838
Processing region: reg014_B at scale 24.0
14.236 per cent patches are empty
reg014_B at scale 24.0 has 86 patches with zero diveristy
reg014_B at scale 24.0 diversity is 1.1447344811460178
Processing region: reg015_A at scale 24.0
10.938 per cent patches are empty
reg015_A at scale 24.0 has 82 patches with zero diveristy
reg015_A at scale 24.0 diversity is 1.1644854509838523
Processing region: reg015_B at scale 24.0
18.924 per cent patches are empty
reg015_B at scale 24.0 has 233 patches with zero diveristy
reg015_B at scale 24.0 diversity is 0.5434586739411313
Processing region: reg016_A at scale 24.0
19.618 per cent patches are empty
reg016_A at scale 24.0 has 107 patches with zero diveristy
reg016_A at scale 24.0 diversity is 1.024668804451219
Processing region: reg016_B at scale 24.0
9.549 per cent patches are empty
reg016_B at scale 24.0 has 125 patches with zero diveristy
reg016_B at scale 24.0 diversity is 1.0162576155656335
Processing region: reg017_A at scale 24.0
11.806 per cent patches are empty
reg017_A at scale 24.0 has 114 patches with zero diveristy
reg017_A at scale 24.0 diversity is 1.1900008271999611
Processing region: reg017_B at scale 24.0
10.764 per cent patches are empty
reg017_B at scale 24.0 has 113 patches with zero diveristy
reg017_B at scale 24.0 diversity is 1.2485399854852213
Processing region: reg018_A at scale 24.0
20.833 per cent patches are empty
reg018_A at scale 24.0 has 123 patches with zero diveristy
reg018_A at scale 24.0 diversity is 1.1309752176179426
Processing region: reg018_B at scale 24.0
10.764 per cent patches are empty
reg018_B at scale 24.0 has 98 patches with zero diveristy
reg018_B at scale 24.0 diversity is 0.9931362736330651
Processing region: reg019_A at scale 24.0
47.396 per cent patches are empty
reg019_A at scale 24.0 has 76 patches with zero diveristy
reg019_A at scale 24.0 diversity is 0.9737772430416679
Processing region: reg019_B at scale 24.0
87.847 per cent patches are empty
reg019_B at scale 24.0 has 57 patches with zero diveristy
reg019_B at scale 24.0 diversity is 0.1917812198516992
Processing region: reg020_A at scale 24.0
18.750 per cent patches are empty
reg020_A at scale 24.0 has 81 patches with zero diveristy
reg020_A at scale 24.0 diversity is 1.2735537323919324
Processing region: reg020_B at scale 24.0
14.583 per cent patches are empty
reg020_B at scale 24.0 has 56 patches with zero diveristy
reg020_B at scale 24.0 diversity is 1.4903339485534708
Processing region: reg021_A at scale 24.0
30.382 per cent patches are empty
reg021_A at scale 24.0 has 68 patches with zero diveristy
reg021_A at scale 24.0 diversity is 1.2241227054864512
Processing region: reg021_B at scale 24.0
63.715 per cent patches are empty
reg021_B at scale 24.0 has 145 patches with zero diveristy
reg021_B at scale 24.0 diversity is 0.341555442493998
Processing region: reg022_A at scale 24.0
20.833 per cent patches are empty
reg022_A at scale 24.0 has 101 patches with zero diveristy
reg022_A at scale 24.0 diversity is 1.1135479120797163
Processing region: reg022_B at scale 24.0
52.083 per cent patches are empty
reg022_B at scale 24.0 has 118 patches with zero diveristy
reg022_B at scale 24.0 diversity is 0.727895777657331
Processing region: reg023_A at scale 24.0
42.708 per cent patches are empty
reg023_A at scale 24.0 has 170 patches with zero diveristy
reg023_A at scale 24.0 diversity is 0.5561051556307051
Processing region: reg023_B at scale 24.0
11.806 per cent patches are empty
reg023_B at scale 24.0 has 64 patches with zero diveristy
reg023_B at scale 24.0 diversity is 1.408084539267112
Processing region: reg024_A at scale 24.0
34.028 per cent patches are empty
reg024_A at scale 24.0 has 175 patches with zero diveristy
reg024_A at scale 24.0 diversity is 0.5907492002695396
Processing region: reg024_B at scale 24.0
9.028 per cent patches are empty
reg024_B at scale 24.0 has 153 patches with zero diveristy
reg024_B at scale 24.0 diversity is 0.8686953404711043
Processing region: reg025_A at scale 24.0
27.257 per cent patches are empty
reg025_A at scale 24.0 has 156 patches with zero diveristy
reg025_A at scale 24.0 diversity is 0.8863237391735171
Processing region: reg025_B at scale 24.0
22.396 per cent patches are empty
reg025_B at scale 24.0 has 105 patches with zero diveristy
reg025_B at scale 24.0 diversity is 1.0571178098196843
Processing region: reg026_A at scale 24.0
9.549 per cent patches are empty
reg026_A at scale 24.0 has 75 patches with zero diveristy
reg026_A at scale 24.0 diversity is 1.3102339711133748
Processing region: reg026_B at scale 24.0
8.333 per cent patches are empty
reg026_B at scale 24.0 has 48 patches with zero diveristy
reg026_B at scale 24.0 diversity is 1.3318627658620268
Processing region: reg027_A at scale 24.0
10.243 per cent patches are empty
reg027_A at scale 24.0 has 91 patches with zero diveristy
reg027_A at scale 24.0 diversity is 1.2104459636170817
Processing region: reg027_B at scale 24.0
10.764 per cent patches are empty
reg027_B at scale 24.0 has 126 patches with zero diveristy
reg027_B at scale 24.0 diversity is 0.9399002512629252
Processing region: reg028_A at scale 24.0
11.111 per cent patches are empty
reg028_A at scale 24.0 has 62 patches with zero diveristy
reg028_A at scale 24.0 diversity is 1.5013560816886207
Processing region: reg028_B at scale 24.0
7.986 per cent patches are empty
reg028_B at scale 24.0 has 81 patches with zero diveristy
reg028_B at scale 24.0 diversity is 1.2381085902208318
Processing region: reg029_A at scale 24.0
9.375 per cent patches are empty
reg029_A at scale 24.0 has 182 patches with zero diveristy
reg029_A at scale 24.0 diversity is 0.923300447821893
Processing region: reg029_B at scale 24.0
16.493 per cent patches are empty
reg029_B at scale 24.0 has 131 patches with zero diveristy
reg029_B at scale 24.0 diversity is 0.8484888861086078
Processing region: reg030_A at scale 24.0
10.590 per cent patches are empty
reg030_A at scale 24.0 has 78 patches with zero diveristy
reg030_A at scale 24.0 diversity is 1.2356161912915113
Processing region: reg030_B at scale 24.0
16.146 per cent patches are empty
reg030_B at scale 24.0 has 203 patches with zero diveristy
reg030_B at scale 24.0 diversity is 0.6505121505508273
Processing region: reg031_A at scale 24.0
6.597 per cent patches are empty
reg031_A at scale 24.0 has 73 patches with zero diveristy
reg031_A at scale 24.0 diversity is 1.3131145912126447
Processing region: reg031_B at scale 24.0
8.854 per cent patches are empty
reg031_B at scale 24.0 has 95 patches with zero diveristy
reg031_B at scale 24.0 diversity is 1.2096334817549035
Processing region: reg032_A at scale 24.0
8.681 per cent patches are empty
reg032_A at scale 24.0 has 89 patches with zero diveristy
reg032_A at scale 24.0 diversity is 1.2338937696261323
Processing region: reg032_B at scale 24.0
22.049 per cent patches are empty
reg032_B at scale 24.0 has 127 patches with zero diveristy
reg032_B at scale 24.0 diversity is 1.0522754805563403
Processing region: reg033_A at scale 24.0
21.007 per cent patches are empty
reg033_A at scale 24.0 has 60 patches with zero diveristy
reg033_A at scale 24.0 diversity is 1.197375892344608
Processing region: reg033_B at scale 24.0
5.903 per cent patches are empty
reg033_B at scale 24.0 has 142 patches with zero diveristy
reg033_B at scale 24.0 diversity is 0.9810978288848654
Processing region: reg034_A at scale 24.0
12.674 per cent patches are empty
reg034_A at scale 24.0 has 53 patches with zero diveristy
reg034_A at scale 24.0 diversity is 1.2811668472334383
Processing region: reg034_B at scale 24.0
16.146 per cent patches are empty
reg034_B at scale 24.0 has 138 patches with zero diveristy
reg034_B at scale 24.0 diversity is 0.901151991441695
Processing region: reg035_A at scale 24.0
16.319 per cent patches are empty
reg035_A at scale 24.0 has 102 patches with zero diveristy
reg035_A at scale 24.0 diversity is 1.1631141234274132
Processing region: reg035_B at scale 24.0
17.014 per cent patches are empty
reg035_B at scale 24.0 has 134 patches with zero diveristy
reg035_B at scale 24.0 diversity is 0.9187148135130051
Processing region: reg036_A at scale 24.0
10.417 per cent patches are empty
reg036_A at scale 24.0 has 46 patches with zero diveristy
reg036_A at scale 24.0 diversity is 1.4777523947166862
Processing region: reg036_B at scale 24.0
6.771 per cent patches are empty
reg036_B at scale 24.0 has 209 patches with zero diveristy
reg036_B at scale 24.0 diversity is 0.821394716496006
Processing region: reg037_A at scale 24.0
34.375 per cent patches are empty
reg037_A at scale 24.0 has 99 patches with zero diveristy
reg037_A at scale 24.0 diversity is 1.0844756291314581
Processing region: reg037_B at scale 24.0
56.771 per cent patches are empty
reg037_B at scale 24.0 has 172 patches with zero diveristy
reg037_B at scale 24.0 diversity is 0.36781466314631395
Processing region: reg038_A at scale 24.0
6.597 per cent patches are empty
reg038_A at scale 24.0 has 53 patches with zero diveristy
reg038_A at scale 24.0 diversity is 1.3172526657824049
Processing region: reg038_B at scale 24.0
21.875 per cent patches are empty
reg038_B at scale 24.0 has 134 patches with zero diveristy
reg038_B at scale 24.0 diversity is 0.9425408289215109
Processing region: reg039_A at scale 24.0
22.743 per cent patches are empty
reg039_A at scale 24.0 has 84 patches with zero diveristy
reg039_A at scale 24.0 diversity is 1.1847207859545925
Processing region: reg039_B at scale 24.0
41.667 per cent patches are empty
reg039_B at scale 24.0 has 188 patches with zero diveristy
reg039_B at scale 24.0 diversity is 0.522891056111485
Processing region: reg040_A at scale 24.0
12.153 per cent patches are empty
reg040_A at scale 24.0 has 102 patches with zero diveristy
reg040_A at scale 24.0 diversity is 1.0825558457399784
Processing region: reg040_B at scale 24.0
46.528 per cent patches are empty
reg040_B at scale 24.0 has 127 patches with zero diveristy
reg040_B at scale 24.0 diversity is 0.7040277372936177
Processing region: reg041_A at scale 24.0
12.500 per cent patches are empty
reg041_A at scale 24.0 has 145 patches with zero diveristy
reg041_A at scale 24.0 diversity is 0.9925365706785454
Processing region: reg041_B at scale 24.0
21.701 per cent patches are empty
reg041_B at scale 24.0 has 222 patches with zero diveristy
reg041_B at scale 24.0 diversity is 0.6862921259404647
Processing region: reg042_A at scale 24.0
16.319 per cent patches are empty
reg042_A at scale 24.0 has 249 patches with zero diveristy
reg042_A at scale 24.0 diversity is 0.49994797632224025
Processing region: reg042_B at scale 24.0
17.361 per cent patches are empty
reg042_B at scale 24.0 has 262 patches with zero diveristy
reg042_B at scale 24.0 diversity is 0.46990983093632005
Processing region: reg043_A at scale 24.0
12.326 per cent patches are empty
reg043_A at scale 24.0 has 200 patches with zero diveristy
reg043_A at scale 24.0 diversity is 0.7155851950548874
Processing region: reg043_B at scale 24.0
53.993 per cent patches are empty
reg043_B at scale 24.0 has 197 patches with zero diveristy
reg043_B at scale 24.0 diversity is 0.2805726047471234
Processing region: reg044_A at scale 24.0
25.000 per cent patches are empty
reg044_A at scale 24.0 has 193 patches with zero diveristy
reg044_A at scale 24.0 diversity is 0.6568778729166838
Processing region: reg044_B at scale 24.0
61.979 per cent patches are empty
reg044_B at scale 24.0 has 162 patches with zero diveristy
reg044_B at scale 24.0 diversity is 0.27095026407207234
Processing region: reg045_A at scale 24.0
9.722 per cent patches are empty
reg045_A at scale 24.0 has 90 patches with zero diveristy
reg045_A at scale 24.0 diversity is 1.112825864806947
Processing region: reg045_B at scale 24.0
28.819 per cent patches are empty
reg045_B at scale 24.0 has 194 patches with zero diveristy
reg045_B at scale 24.0 diversity is 0.6733141996806591
Processing region: reg046_A at scale 24.0
8.681 per cent patches are empty
reg046_A at scale 24.0 has 88 patches with zero diveristy
reg046_A at scale 24.0 diversity is 1.2839441990835827
Processing region: reg046_B at scale 24.0
9.028 per cent patches are empty
reg046_B at scale 24.0 has 82 patches with zero diveristy
reg046_B at scale 24.0 diversity is 1.2542193330938392
Processing region: reg047_A at scale 24.0
23.438 per cent patches are empty
reg047_A at scale 24.0 has 116 patches with zero diveristy
reg047_A at scale 24.0 diversity is 1.1504543597835055
Processing region: reg047_B at scale 24.0
30.556 per cent patches are empty
reg047_B at scale 24.0 has 253 patches with zero diveristy
reg047_B at scale 24.0 diversity is 0.3939873113176526
Processing region: reg048_A at scale 24.0
14.410 per cent patches are empty
reg048_A at scale 24.0 has 132 patches with zero diveristy
reg048_A at scale 24.0 diversity is 0.9720280449246064
Processing region: reg048_B at scale 24.0
21.701 per cent patches are empty
reg048_B at scale 24.0 has 133 patches with zero diveristy
reg048_B at scale 24.0 diversity is 0.9451761583465113
Processing region: reg049_A at scale 24.0
8.507 per cent patches are empty
reg049_A at scale 24.0 has 106 patches with zero diveristy
reg049_A at scale 24.0 diversity is 1.097073608695628
Processing region: reg049_B at scale 24.0
24.826 per cent patches are empty
reg049_B at scale 24.0 has 184 patches with zero diveristy
reg049_B at scale 24.0 diversity is 0.7348533747032948
Processing region: reg050_A at scale 24.0
27.257 per cent patches are empty
reg050_A at scale 24.0 has 189 patches with zero diveristy
reg050_A at scale 24.0 diversity is 0.6434345375902569
Processing region: reg050_B at scale 24.0
15.278 per cent patches are empty
reg050_B at scale 24.0 has 165 patches with zero diveristy
reg050_B at scale 24.0 diversity is 0.8225118312462827
Processing region: reg051_A at scale 24.0
25.694 per cent patches are empty
reg051_A at scale 24.0 has 134 patches with zero diveristy
reg051_A at scale 24.0 diversity is 0.9754073230575896
Processing region: reg051_B at scale 24.0
12.326 per cent patches are empty
reg051_B at scale 24.0 has 161 patches with zero diveristy
reg051_B at scale 24.0 diversity is 0.8596308014321368
Processing region: reg052_A at scale 24.0
8.854 per cent patches are empty
reg052_A at scale 24.0 has 144 patches with zero diveristy
reg052_A at scale 24.0 diversity is 0.9474753619676947
Processing region: reg052_B at scale 24.0
14.931 per cent patches are empty
reg052_B at scale 24.0 has 192 patches with zero diveristy
reg052_B at scale 24.0 diversity is 0.7926462673807007
Processing region: reg053_A at scale 24.0
13.542 per cent patches are empty
reg053_A at scale 24.0 has 97 patches with zero diveristy
reg053_A at scale 24.0 diversity is 1.250090702727466
Processing region: reg053_B at scale 24.0
82.812 per cent patches are empty
reg053_B at scale 24.0 has 82 patches with zero diveristy
reg053_B at scale 24.0 diversity is 0.2054530303321679
Processing region: reg054_A at scale 24.0
26.389 per cent patches are empty
reg054_A at scale 24.0 has 102 patches with zero diveristy
reg054_A at scale 24.0 diversity is 1.0540158278341583
Processing region: reg054_B at scale 24.0
69.792 per cent patches are empty
reg054_B at scale 24.0 has 105 patches with zero diveristy
reg054_B at scale 24.0 diversity is 0.41755694759554757
Processing region: reg055_A at scale 24.0
13.021 per cent patches are empty
reg055_A at scale 24.0 has 39 patches with zero diveristy
reg055_A at scale 24.0 diversity is 1.5409441066850884
Processing region: reg055_B at scale 24.0
82.292 per cent patches are empty
reg055_B at scale 24.0 has 81 patches with zero diveristy
reg055_B at scale 24.0 diversity is 0.22641899514753033
Processing region: reg056_A at scale 24.0
41.146 per cent patches are empty
reg056_A at scale 24.0 has 153 patches with zero diveristy
reg056_A at scale 24.0 diversity is 0.7616751414558022
Processing region: reg056_B at scale 24.0
16.667 per cent patches are empty
reg056_B at scale 24.0 has 190 patches with zero diveristy
reg056_B at scale 24.0 diversity is 0.7998915883122556
Processing region: reg057_A at scale 24.0
92.708 per cent patches are empty
reg057_A at scale 24.0 has 26 patches with zero diveristy
reg057_A at scale 24.0 diversity is 0.492577806222506
Processing region: reg057_B at scale 24.0
44.097 per cent patches are empty
reg057_B at scale 24.0 has 146 patches with zero diveristy
reg057_B at scale 24.0 diversity is 0.7042313360869066
Processing region: reg058_A at scale 24.0
13.021 per cent patches are empty
reg058_A at scale 24.0 has 308 patches with zero diveristy
reg058_A at scale 24.0 diversity is 0.388528452261716
Processing region: reg058_B at scale 24.0
25.347 per cent patches are empty
reg058_B at scale 24.0 has 343 patches with zero diveristy
reg058_B at scale 24.0 diversity is 0.20868086331182362
Processing region: reg059_A at scale 24.0
13.889 per cent patches are empty
reg059_A at scale 24.0 has 39 patches with zero diveristy
reg059_A at scale 24.0 diversity is 1.5941586039663904
Processing region: reg059_B at scale 24.0
12.326 per cent patches are empty
reg059_B at scale 24.0 has 115 patches with zero diveristy
reg059_B at scale 24.0 diversity is 1.0427045668544659
Processing region: reg060_A at scale 24.0
11.806 per cent patches are empty
reg060_A at scale 24.0 has 45 patches with zero diveristy
reg060_A at scale 24.0 diversity is 1.4294050203626314
Processing region: reg060_B at scale 24.0
10.243 per cent patches are empty
reg060_B at scale 24.0 has 43 patches with zero diveristy
reg060_B at scale 24.0 diversity is 1.3404072736358728
Processing region: reg061_A at scale 24.0
14.583 per cent patches are empty
reg061_A at scale 24.0 has 145 patches with zero diveristy
reg061_A at scale 24.0 diversity is 0.9833049064970755
Processing region: reg061_B at scale 24.0
11.806 per cent patches are empty
reg061_B at scale 24.0 has 127 patches with zero diveristy
reg061_B at scale 24.0 diversity is 1.0364332417678477
Processing region: reg062_A at scale 24.0
5.382 per cent patches are empty
reg062_A at scale 24.0 has 95 patches with zero diveristy
reg062_A at scale 24.0 diversity is 1.1655218992515564
Processing region: reg062_B at scale 24.0
17.535 per cent patches are empty
reg062_B at scale 24.0 has 141 patches with zero diveristy
reg062_B at scale 24.0 diversity is 0.9174945032050905
Processing region: reg063_A at scale 24.0
36.285 per cent patches are empty
reg063_A at scale 24.0 has 154 patches with zero diveristy
reg063_A at scale 24.0 diversity is 0.6906172827104561
Processing region: reg063_B at scale 24.0
22.396 per cent patches are empty
reg063_B at scale 24.0 has 214 patches with zero diveristy
reg063_B at scale 24.0 diversity is 0.6263416172883494
Processing region: reg064_A at scale 24.0
12.847 per cent patches are empty
reg064_A at scale 24.0 has 107 patches with zero diveristy
reg064_A at scale 24.0 diversity is 0.9925532005462994
Processing region: reg064_B at scale 24.0
12.674 per cent patches are empty
reg064_B at scale 24.0 has 104 patches with zero diveristy
reg064_B at scale 24.0 diversity is 1.1531765379051737
Processing region: reg065_A at scale 24.0
18.750 per cent patches are empty
reg065_A at scale 24.0 has 203 patches with zero diveristy
reg065_A at scale 24.0 diversity is 0.7516702315165112
Processing region: reg065_B at scale 24.0
51.042 per cent patches are empty
reg065_B at scale 24.0 has 198 patches with zero diveristy
reg065_B at scale 24.0 diversity is 0.323245259253897
Processing region: reg066_A at scale 24.0
13.889 per cent patches are empty
reg066_A at scale 24.0 has 131 patches with zero diveristy
reg066_A at scale 24.0 diversity is 0.9378134216257313
Processing region: reg066_B at scale 24.0
23.611 per cent patches are empty
reg066_B at scale 24.0 has 232 patches with zero diveristy
reg066_B at scale 24.0 diversity is 0.5468359911176398
Processing region: reg067_A at scale 24.0
56.424 per cent patches are empty
reg067_A at scale 24.0 has 103 patches with zero diveristy
reg067_A at scale 24.0 diversity is 0.7916188021363973
Processing region: reg067_B at scale 24.0
91.146 per cent patches are empty
reg067_B at scale 24.0 has 34 patches with zero diveristy
reg067_B at scale 24.0 diversity is 0.36490783445676916
Processing region: reg068_A at scale 24.0
18.229 per cent patches are empty
reg068_A at scale 24.0 has 195 patches with zero diveristy
reg068_A at scale 24.0 diversity is 0.7095151836960808
Processing region: reg068_B at scale 24.0
14.931 per cent patches are empty
reg068_B at scale 24.0 has 131 patches with zero diveristy
reg068_B at scale 24.0 diversity is 1.026815534221902
Processing region: reg069_A at scale 24.0
16.840 per cent patches are empty
reg069_A at scale 24.0 has 153 patches with zero diveristy
reg069_A at scale 24.0 diversity is 0.9510660021626588
Processing region: reg069_B at scale 24.0
32.986 per cent patches are empty
reg069_B at scale 24.0 has 217 patches with zero diveristy
reg069_B at scale 24.0 diversity is 0.5521837867234057
Processing region: reg070_A at scale 24.0
15.278 per cent patches are empty
reg070_A at scale 24.0 has 173 patches with zero diveristy
reg070_A at scale 24.0 diversity is 0.8440186853087793
Processing region: reg070_B at scale 24.0
26.910 per cent patches are empty
reg070_B at scale 24.0 has 202 patches with zero diveristy
reg070_B at scale 24.0 diversity is 0.5686889653312129
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
reg001_A at scale 32.0 has 302 patches with zero diveristy
reg001_A at scale 32.0 diversity is 0.5557217232368197
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
reg001_B at scale 32.0 has 197 patches with zero diveristy
reg001_B at scale 32.0 diversity is 0.23847465007070615
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
reg002_A at scale 32.0 has 245 patches with zero diveristy
reg002_A at scale 32.0 diversity is 0.6994581913297628
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
reg002_B at scale 32.0 has 555 patches with zero diveristy
reg002_B at scale 32.0 diversity is 0.31562102488293486
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
reg003_A at scale 32.0 has 233 patches with zero diveristy
reg003_A at scale 32.0 diversity is 0.657804877104138
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
reg003_B at scale 32.0 has 312 patches with zero diveristy
reg003_B at scale 32.0 diversity is 0.5146402418896122
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
reg004_A at scale 32.0 has 270 patches with zero diveristy
reg004_A at scale 32.0 diversity is 0.7402479198378501
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
reg004_B at scale 32.0 has 396 patches with zero diveristy
reg004_B at scale 32.0 diversity is 0.5949950790704666
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
reg005_A at scale 32.0 has 303 patches with zero diveristy
reg005_A at scale 32.0 diversity is 0.7934137071575837
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
reg005_B at scale 32.0 has 235 patches with zero diveristy
reg005_B at scale 32.0 diversity is 0.7466883213515009
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
reg006_A at scale 32.0 has 304 patches with zero diveristy
reg006_A at scale 32.0 diversity is 0.6191400438725643
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
reg006_B at scale 32.0 has 306 patches with zero diveristy
reg006_B at scale 32.0 diversity is 0.7358364002341685
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
reg007_A at scale 32.0 has 359 patches with zero diveristy
reg007_A at scale 32.0 diversity is 0.7421368500862212
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
reg007_B at scale 32.0 has 255 patches with zero diveristy
reg007_B at scale 32.0 diversity is 0.8171170853651124
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
reg008_A at scale 32.0 has 261 patches with zero diveristy
reg008_A at scale 32.0 diversity is 0.5266790007306591
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
reg008_B at scale 32.0 has 367 patches with zero diveristy
reg008_B at scale 32.0 diversity is 0.7249209437948831
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
reg009_A at scale 32.0 has 315 patches with zero diveristy
reg009_A at scale 32.0 diversity is 0.8268542667139614
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
reg009_B at scale 32.0 has 133 patches with zero diveristy
reg009_B at scale 32.0 diversity is 1.1522742349013497
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
reg010_A at scale 32.0 has 260 patches with zero diveristy
reg010_A at scale 32.0 diversity is 0.8655377989146098
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
reg010_B at scale 32.0 has 318 patches with zero diveristy
reg010_B at scale 32.0 diversity is 0.5597647637376048
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
reg011_A at scale 32.0 has 140 patches with zero diveristy
reg011_A at scale 32.0 diversity is 1.0948781842246476
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
reg011_B at scale 32.0 has 294 patches with zero diveristy
reg011_B at scale 32.0 diversity is 0.47114908705905273
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
reg012_A at scale 32.0 has 291 patches with zero diveristy
reg012_A at scale 32.0 diversity is 0.715899417238251
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
reg012_B at scale 32.0 has 141 patches with zero diveristy
reg012_B at scale 32.0 diversity is 0.46494303672351367
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
reg013_A at scale 32.0 has 399 patches with zero diveristy
reg013_A at scale 32.0 diversity is 0.5717931888532037
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
reg013_B at scale 32.0 has 418 patches with zero diveristy
reg013_B at scale 32.0 diversity is 0.5932263292627094
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
reg014_A at scale 32.0 has 305 patches with zero diveristy
reg014_A at scale 32.0 diversity is 0.45247809666690697
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
reg014_B at scale 32.0 has 283 patches with zero diveristy
reg014_B at scale 32.0 diversity is 0.7752757566055144
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
reg015_A at scale 32.0 has 313 patches with zero diveristy
reg015_A at scale 32.0 diversity is 0.7413513744314911
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
reg015_B at scale 32.0 has 463 patches with zero diveristy
reg015_B at scale 32.0 diversity is 0.36216571944242704
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
reg016_A at scale 32.0 has 326 patches with zero diveristy
reg016_A at scale 32.0 diversity is 0.6797345134618556
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
reg016_B at scale 32.0 has 351 patches with zero diveristy
reg016_B at scale 32.0 diversity is 0.6839141072927567
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
reg017_A at scale 32.0 has 315 patches with zero diveristy
reg017_A at scale 32.0 diversity is 0.8149216127699066
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
reg017_B at scale 32.0 has 292 patches with zero diveristy
reg017_B at scale 32.0 diversity is 0.8927257639894027
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
reg018_A at scale 32.0 has 283 patches with zero diveristy
reg018_A at scale 32.0 diversity is 0.7870709176203579
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
reg018_B at scale 32.0 has 346 patches with zero diveristy
reg018_B at scale 32.0 diversity is 0.6650753971585537
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
reg019_A at scale 32.0 has 164 patches with zero diveristy
reg019_A at scale 32.0 diversity is 0.7941809439673526
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
reg019_B at scale 32.0 has 70 patches with zero diveristy
reg019_B at scale 32.0 diversity is 0.1327763889155984
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
reg020_A at scale 32.0 has 294 patches with zero diveristy
reg020_A at scale 32.0 diversity is 0.8202500829777284
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
reg020_B at scale 32.0 has 176 patches with zero diveristy
reg020_B at scale 32.0 diversity is 1.0608140188257598
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
reg021_A at scale 32.0 has 164 patches with zero diveristy
reg021_A at scale 32.0 diversity is 0.956050983418754
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
reg021_B at scale 32.0 has 195 patches with zero diveristy
reg021_B at scale 32.0 diversity is 0.22551707626951734
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
reg022_A at scale 32.0 has 248 patches with zero diveristy
reg022_A at scale 32.0 diversity is 0.8199605494643846
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
reg022_B at scale 32.0 has 247 patches with zero diveristy
reg022_B at scale 32.0 diversity is 0.4188788755622188
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
reg023_A at scale 32.0 has 334 patches with zero diveristy
reg023_A at scale 32.0 diversity is 0.34879789982334336
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
reg023_B at scale 32.0 has 260 patches with zero diveristy
reg023_B at scale 32.0 diversity is 0.9160669109208432
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
reg024_A at scale 32.0 has 358 patches with zero diveristy
reg024_A at scale 32.0 diversity is 0.364969293738499
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
reg024_B at scale 32.0 has 449 patches with zero diveristy
reg024_B at scale 32.0 diversity is 0.5456811479117779
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
reg025_A at scale 32.0 has 323 patches with zero diveristy
reg025_A at scale 32.0 diversity is 0.5890890340494715
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
reg025_B at scale 32.0 has 299 patches with zero diveristy
reg025_B at scale 32.0 diversity is 0.7363894695016134
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
reg026_A at scale 32.0 has 263 patches with zero diveristy
reg026_A at scale 32.0 diversity is 0.8776847062283261
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
reg026_B at scale 32.0 has 256 patches with zero diveristy
reg026_B at scale 32.0 diversity is 0.9004768676847865
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
reg027_A at scale 32.0 has 303 patches with zero diveristy
reg027_A at scale 32.0 diversity is 0.79723050865919
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
reg027_B at scale 32.0 has 394 patches with zero diveristy
reg027_B at scale 32.0 diversity is 0.6004464067236152
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
reg028_A at scale 32.0 has 253 patches with zero diveristy
reg028_A at scale 32.0 diversity is 0.9714370162005411
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
reg028_B at scale 32.0 has 342 patches with zero diveristy
reg028_B at scale 32.0 diversity is 0.7582122104379305
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
reg029_A at scale 32.0 has 435 patches with zero diveristy
reg029_A at scale 32.0 diversity is 0.6153299482473555
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
reg029_B at scale 32.0 has 379 patches with zero diveristy
reg029_B at scale 32.0 diversity is 0.5455665967513191
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
reg030_A at scale 32.0 has 272 patches with zero diveristy
reg030_A at scale 32.0 diversity is 0.8442162056036804
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
reg030_B at scale 32.0 has 436 patches with zero diveristy
reg030_B at scale 32.0 diversity is 0.46990064731306624
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
reg031_A at scale 32.0 has 297 patches with zero diveristy
reg031_A at scale 32.0 diversity is 0.8563650465552216
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
reg031_B at scale 32.0 has 301 patches with zero diveristy
reg031_B at scale 32.0 diversity is 0.7979802932943109
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
reg032_A at scale 32.0 has 323 patches with zero diveristy
reg032_A at scale 32.0 diversity is 0.7804075674761368
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
reg032_B at scale 32.0 has 272 patches with zero diveristy
reg032_B at scale 32.0 diversity is 0.7500143014454015
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
reg033_A at scale 32.0 has 198 patches with zero diveristy
reg033_A at scale 32.0 diversity is 0.9048044337514133
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
reg033_B at scale 32.0 has 394 patches with zero diveristy
reg033_B at scale 32.0 diversity is 0.6896540868642623
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
reg034_A at scale 32.0 has 265 patches with zero diveristy
reg034_A at scale 32.0 diversity is 0.8186291275482388
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
reg034_B at scale 32.0 has 373 patches with zero diveristy
reg034_B at scale 32.0 diversity is 0.5952104538602976
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
reg035_A at scale 32.0 has 282 patches with zero diveristy
reg035_A at scale 32.0 diversity is 0.8409628638917658
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
reg035_B at scale 32.0 has 324 patches with zero diveristy
reg035_B at scale 32.0 diversity is 0.670885352693505
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
reg036_A at scale 32.0 has 184 patches with zero diveristy
reg036_A at scale 32.0 diversity is 1.0632868714800234
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
reg036_B at scale 32.0 has 472 patches with zero diveristy
reg036_B at scale 32.0 diversity is 0.5829003993727727
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
reg037_A at scale 32.0 has 236 patches with zero diveristy
reg037_A at scale 32.0 diversity is 0.7665670072009133
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
reg037_B at scale 32.0 has 255 patches with zero diveristy
reg037_B at scale 32.0 diversity is 0.188536565468344
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
reg038_A at scale 32.0 has 290 patches with zero diveristy
reg038_A at scale 32.0 diversity is 0.8611117573150999
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
reg038_B at scale 32.0 has 334 patches with zero diveristy
reg038_B at scale 32.0 diversity is 0.6321475317707992
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
reg039_A at scale 32.0 has 203 patches with zero diveristy
reg039_A at scale 32.0 diversity is 0.9109905007254127
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
reg039_B at scale 32.0 has 304 patches with zero diveristy
reg039_B at scale 32.0 diversity is 0.3608682315400152
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
reg040_A at scale 32.0 has 338 patches with zero diveristy
reg040_A at scale 32.0 diversity is 0.6970079056544474
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
reg040_B at scale 32.0 has 244 patches with zero diveristy
reg040_B at scale 32.0 diversity is 0.4863994130681796
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
reg041_A at scale 32.0 has 415 patches with zero diveristy
reg041_A at scale 32.0 diversity is 0.6103192240635986
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
reg041_B at scale 32.0 has 453 patches with zero diveristy
reg041_B at scale 32.0 diversity is 0.44274065377569166
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
reg042_A at scale 32.0 has 525 patches with zero diveristy
reg042_A at scale 32.0 diversity is 0.3449762230060837
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
reg042_B at scale 32.0 has 534 patches with zero diveristy
reg042_B at scale 32.0 diversity is 0.3104026185490923
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
reg043_A at scale 32.0 has 459 patches with zero diveristy
reg043_A at scale 32.0 diversity is 0.4603516593074785
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
reg043_B at scale 32.0 has 298 patches with zero diveristy
reg043_B at scale 32.0 diversity is 0.17661800225951405
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
reg044_A at scale 32.0 has 361 patches with zero diveristy
reg044_A at scale 32.0 diversity is 0.4211034838504594
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
reg044_B at scale 32.0 has 239 patches with zero diveristy
reg044_B at scale 32.0 diversity is 0.1811331518997645
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
reg045_A at scale 32.0 has 359 patches with zero diveristy
reg045_A at scale 32.0 diversity is 0.7102307125802958
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
reg045_B at scale 32.0 has 370 patches with zero diveristy
reg045_B at scale 32.0 diversity is 0.40808583092063516
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
reg046_A at scale 32.0 has 307 patches with zero diveristy
reg046_A at scale 32.0 diversity is 0.824653080439295
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
reg046_B at scale 32.0 has 300 patches with zero diveristy
reg046_B at scale 32.0 diversity is 0.8110346447308838
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
reg047_A at scale 32.0 has 256 patches with zero diveristy
reg047_A at scale 32.0 diversity is 0.8265704496875337
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
reg047_B at scale 32.0 has 447 patches with zero diveristy
reg047_B at scale 32.0 diversity is 0.217459352739393
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
reg048_A at scale 32.0 has 356 patches with zero diveristy
reg048_A at scale 32.0 diversity is 0.632285241336113
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
reg048_B at scale 32.0 has 309 patches with zero diveristy
reg048_B at scale 32.0 diversity is 0.6458676068956488
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
reg049_A at scale 32.0 has 329 patches with zero diveristy
reg049_A at scale 32.0 diversity is 0.7307917431322573
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
reg049_B at scale 32.0 has 382 patches with zero diveristy
reg049_B at scale 32.0 diversity is 0.44560107536559873
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
reg050_A at scale 32.0 has 353 patches with zero diveristy
reg050_A at scale 32.0 diversity is 0.42630701809588917
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
reg050_B at scale 32.0 has 430 patches with zero diveristy
reg050_B at scale 32.0 diversity is 0.49653871022115786
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
reg051_A at scale 32.0 has 329 patches with zero diveristy
reg051_A at scale 32.0 diversity is 0.6293450103290034
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
reg051_B at scale 32.0 has 413 patches with zero diveristy
reg051_B at scale 32.0 diversity is 0.5381406981089925
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
reg052_A at scale 32.0 has 404 patches with zero diveristy
reg052_A at scale 32.0 diversity is 0.5983554029508932
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
reg052_B at scale 32.0 has 439 patches with zero diveristy
reg052_B at scale 32.0 diversity is 0.5123369607711975
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
reg053_A at scale 32.0 has 270 patches with zero diveristy
reg053_A at scale 32.0 diversity is 0.8474392211965895
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
reg053_B at scale 32.0 has 103 patches with zero diveristy
reg053_B at scale 32.0 diversity is 0.13559322033898305
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
reg054_A at scale 32.0 has 263 patches with zero diveristy
reg054_A at scale 32.0 diversity is 0.7302801732780377
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
reg054_B at scale 32.0 has 176 patches with zero diveristy
reg054_B at scale 32.0 diversity is 0.21515613741662346
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
reg055_A at scale 32.0 has 150 patches with zero diveristy
reg055_A at scale 32.0 diversity is 1.1737463544368825
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
reg055_B at scale 32.0 has 98 patches with zero diveristy
reg055_B at scale 32.0 diversity is 0.1399391369305175
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
reg056_A at scale 32.0 has 251 patches with zero diveristy
reg056_A at scale 32.0 diversity is 0.5368372306790336
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
reg056_B at scale 32.0 has 424 patches with zero diveristy
reg056_B at scale 32.0 diversity is 0.4703016023428499
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
reg057_A at scale 32.0 has 43 patches with zero diveristy
reg057_A at scale 32.0 diversity is 0.2720441520973911
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
reg057_B at scale 32.0 has 287 patches with zero diveristy
reg057_B at scale 32.0 diversity is 0.4616586255070822
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
reg058_A at scale 32.0 has 616 patches with zero diveristy
reg058_A at scale 32.0 diversity is 0.24497604843820361
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
reg058_B at scale 32.0 has 571 patches with zero diveristy
reg058_B at scale 32.0 diversity is 0.1166579173232915
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
reg059_A at scale 32.0 has 156 patches with zero diveristy
reg059_A at scale 32.0 diversity is 1.1330184879161005
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
reg059_B at scale 32.0 has 358 patches with zero diveristy
reg059_B at scale 32.0 diversity is 0.6637857631949273
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
reg060_A at scale 32.0 has 220 patches with zero diveristy
reg060_A at scale 32.0 diversity is 0.9501429530272408
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
reg060_B at scale 32.0 has 254 patches with zero diveristy
reg060_B at scale 32.0 diversity is 0.862701243108512
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
reg061_A at scale 32.0 has 340 patches with zero diveristy
reg061_A at scale 32.0 diversity is 0.6630208302428718
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
reg061_B at scale 32.0 has 354 patches with zero diveristy
reg061_B at scale 32.0 diversity is 0.6594595749329318
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
reg062_A at scale 32.0 has 328 patches with zero diveristy
reg062_A at scale 32.0 diversity is 0.7760791929900223
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
reg062_B at scale 32.0 has 365 patches with zero diveristy
reg062_B at scale 32.0 diversity is 0.5599294374161436
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
reg063_A at scale 32.0 has 299 patches with zero diveristy
reg063_A at scale 32.0 diversity is 0.4443646795632483
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
reg063_B at scale 32.0 has 424 patches with zero diveristy
reg063_B at scale 32.0 diversity is 0.3359688445866314
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
reg064_A at scale 32.0 has 358 patches with zero diveristy
reg064_A at scale 32.0 diversity is 0.637025867355701
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
reg064_B at scale 32.0 has 341 patches with zero diveristy
reg064_B at scale 32.0 diversity is 0.7251007262551754
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
reg065_A at scale 32.0 has 419 patches with zero diveristy
reg065_A at scale 32.0 diversity is 0.5237081980471305
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
reg065_B at scale 32.0 has 286 patches with zero diveristy
reg065_B at scale 32.0 diversity is 0.16007275075660887
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
reg066_A at scale 32.0 has 362 patches with zero diveristy
reg066_A at scale 32.0 diversity is 0.6228292576468444
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
reg066_B at scale 32.0 has 439 patches with zero diveristy
reg066_B at scale 32.0 diversity is 0.3194654362038013
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
reg067_A at scale 32.0 has 185 patches with zero diveristy
reg067_A at scale 32.0 diversity is 0.5395960404181045
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
reg067_B at scale 32.0 has 46 patches with zero diveristy
reg067_B at scale 32.0 diversity is 0.2622281586603083
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
reg068_A at scale 32.0 has 402 patches with zero diveristy
reg068_A at scale 32.0 diversity is 0.43936214997273054
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
reg068_B at scale 32.0 has 366 patches with zero diveristy
reg068_B at scale 32.0 diversity is 0.6211276185185179
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
reg069_A at scale 32.0 has 371 patches with zero diveristy
reg069_A at scale 32.0 diversity is 0.5914787152155453
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
reg069_B at scale 32.0 has 350 patches with zero diveristy
reg069_B at scale 32.0 diversity is 0.36949704212580514
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
reg070_A at scale 32.0 has 399 patches with zero diveristy
reg070_A at scale 32.0 diversity is 0.5562779234292821
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
reg070_B at scale 32.0 has 430 patches with zero diveristy
reg070_B at scale 32.0 diversity is 0.29723632585509063
Processing region: reg001_A at scale 48.0
66.059 per cent patches are empty
reg001_A at scale 48.0 has 575 patches with zero diveristy
reg001_A at scale 48.0 diversity is 0.2834285259929188
Processing region: reg001_B at scale 48.0
87.066 per cent patches are empty
reg001_B at scale 48.0 has 265 patches with zero diveristy
reg001_B at scale 48.0 diversity is 0.11046407998004862
Processing region: reg002_A at scale 48.0
60.851 per cent patches are empty
reg002_A at scale 48.0 has 616 patches with zero diveristy
reg002_A at scale 48.0 diversity is 0.3357395776120953
Processing region: reg002_B at scale 48.0
35.503 per cent patches are empty
reg002_B at scale 48.0 has 1279 patches with zero diveristy
reg002_B at scale 48.0 diversity is 0.13581294927429127
Processing region: reg003_A at scale 48.0
61.892 per cent patches are empty
reg003_A at scale 48.0 has 662 patches with zero diveristy
reg003_A at scale 48.0 diversity is 0.2572596123231796
Processing region: reg003_B at scale 48.0
62.240 per cent patches are empty
reg003_B at scale 48.0 has 678 patches with zero diveristy
reg003_B at scale 48.0 diversity is 0.2263059997980448
Processing region: reg004_A at scale 48.0
55.599 per cent patches are empty
reg004_A at scale 48.0 has 734 patches with zero diveristy
reg004_A at scale 48.0 diversity is 0.30298792153697257
Processing region: reg004_B at scale 48.0
41.840 per cent patches are empty
reg004_B at scale 48.0 has 1041 patches with zero diveristy
reg004_B at scale 48.0 diversity is 0.2294938876211342
Processing region: reg005_A at scale 48.0
35.851 per cent patches are empty
reg005_A at scale 48.0 has 1028 patches with zero diveristy
reg005_A at scale 48.0 diversity is 0.32542192433095307
Processing region: reg005_B at scale 48.0
54.470 per cent patches are empty
reg005_B at scale 48.0 has 729 patches with zero diveristy
reg005_B at scale 48.0 diversity is 0.33165879925895475
Processing region: reg006_A at scale 48.0
58.160 per cent patches are empty
reg006_A at scale 48.0 has 720 patches with zero diveristy
reg006_A at scale 48.0 diversity is 0.27068111274234957
Processing region: reg006_B at scale 48.0
42.405 per cent patches are empty
reg006_B at scale 48.0 has 928 patches with zero diveristy
reg006_B at scale 48.0 diversity is 0.3213280427486596
Processing region: reg007_A at scale 48.0
30.556 per cent patches are empty
reg007_A at scale 48.0 has 1084 patches with zero diveristy
reg007_A at scale 48.0 diversity is 0.35123095394846215
Processing region: reg007_B at scale 48.0
40.842 per cent patches are empty
reg007_B at scale 48.0 has 876 patches with zero diveristy
reg007_B at scale 48.0 diversity is 0.3801621150061871
Processing region: reg008_A at scale 48.0
62.457 per cent patches are empty
reg008_A at scale 48.0 has 667 patches with zero diveristy
reg008_A at scale 48.0 diversity is 0.23591351469183486
Processing region: reg008_B at scale 48.0
21.701 per cent patches are empty
reg008_B at scale 48.0 has 1288 patches with zero diveristy
reg008_B at scale 48.0 diversity is 0.30660184528357215
Processing region: reg009_A at scale 48.0
33.724 per cent patches are empty
reg009_A at scale 48.0 has 1033 patches with zero diveristy
reg009_A at scale 48.0 diversity is 0.35040394538772146
Processing region: reg009_B at scale 48.0
18.186 per cent patches are empty
reg009_B at scale 48.0 has 1007 patches with zero diveristy
reg009_B at scale 48.0 diversity is 0.5025893711089601
Processing region: reg010_A at scale 48.0
43.273 per cent patches are empty
reg010_A at scale 48.0 has 864 patches with zero diveristy
reg010_A at scale 48.0 diversity is 0.3676775217211776
Processing region: reg010_B at scale 48.0
61.589 per cent patches are empty
reg010_B at scale 48.0 has 690 patches with zero diveristy
reg010_B at scale 48.0 diversity is 0.23988191388540323
Processing region: reg011_A at scale 48.0
39.757 per cent patches are empty
reg011_A at scale 48.0 has 687 patches with zero diveristy
reg011_A at scale 48.0 diversity is 0.5712364762115034
Processing region: reg011_B at scale 48.0
69.358 per cent patches are empty
reg011_B at scale 48.0 has 568 patches with zero diveristy
reg011_B at scale 48.0 diversity is 0.2043824185828204
Processing region: reg012_A at scale 48.0
49.045 per cent patches are empty
reg012_A at scale 48.0 has 848 patches with zero diveristy
reg012_A at scale 48.0 diversity is 0.3023623864809933
Processing region: reg012_B at scale 48.0
85.113 per cent patches are empty
reg012_B at scale 48.0 has 275 patches with zero diveristy
reg012_B at scale 48.0 diversity is 0.2111342535527983
Processing region: reg013_A at scale 48.0
48.220 per cent patches are empty
reg013_A at scale 48.0 has 926 patches with zero diveristy
reg013_A at scale 48.0 diversity is 0.23412765353116544
Processing region: reg013_B at scale 48.0
43.012 per cent patches are empty
reg013_B at scale 48.0 has 1036 patches with zero diveristy
reg013_B at scale 48.0 diversity is 0.2236425044273665
Processing region: reg014_A at scale 48.0
68.924 per cent patches are empty
reg014_A at scale 48.0 has 566 patches with zero diveristy
reg014_A at scale 48.0 diversity is 0.21671885705156685
Processing region: reg014_B at scale 48.0
40.278 per cent patches are empty
reg014_B at scale 48.0 has 952 patches with zero diveristy
reg014_B at scale 48.0 diversity is 0.32338233376611836
Processing region: reg015_A at scale 48.0
35.807 per cent patches are empty
reg015_A at scale 48.0 has 1018 patches with zero diveristy
reg015_A at scale 48.0 diversity is 0.32835210244666924
Processing region: reg015_B at scale 48.0
51.780 per cent patches are empty
reg015_B at scale 48.0 has 958 patches with zero diveristy
reg015_B at scale 48.0 diversity is 0.13997415056114995
Processing region: reg016_A at scale 48.0
46.615 per cent patches are empty
reg016_A at scale 48.0 has 887 patches with zero diveristy
reg016_A at scale 48.0 diversity is 0.29723893549048863
Processing region: reg016_B at scale 48.0
37.674 per cent patches are empty
reg016_B at scale 48.0 has 1039 patches with zero diveristy
reg016_B at scale 48.0 diversity is 0.2897067514556336
Processing region: reg017_A at scale 48.0
32.769 per cent patches are empty
reg017_A at scale 48.0 has 1029 patches with zero diveristy
reg017_A at scale 48.0 diversity is 0.37293620169093666
Processing region: reg017_B at scale 48.0
33.116 per cent patches are empty
reg017_B at scale 48.0 has 937 patches with zero diveristy
reg017_B at scale 48.0 diversity is 0.44221581435555807
Processing region: reg018_A at scale 48.0
46.658 per cent patches are empty
reg018_A at scale 48.0 has 823 patches with zero diveristy
reg018_A at scale 48.0 diversity is 0.3617311220067054
Processing region: reg018_B at scale 48.0
32.509 per cent patches are empty
reg018_B at scale 48.0 has 1123 patches with zero diveristy
reg018_B at scale 48.0 diversity is 0.28568271541476625
Processing region: reg019_A at scale 48.0
63.715 per cent patches are empty
reg019_A at scale 48.0 has 499 patches with zero diveristy
reg019_A at scale 48.0 diversity is 0.42928774825766275
Processing region: reg019_B at scale 48.0
96.181 per cent patches are empty
reg019_B at scale 48.0 has 80 patches with zero diveristy
reg019_B at scale 48.0 diversity is 0.09662793562245052
Processing region: reg020_A at scale 48.0
41.102 per cent patches are empty
reg020_A at scale 48.0 has 924 patches with zero diveristy
reg020_A at scale 48.0 diversity is 0.35068336483716306
Processing region: reg020_B at scale 48.0
32.161 per cent patches are empty
reg020_B at scale 48.0 has 884 patches with zero diveristy
reg020_B at scale 48.0 diversity is 0.4740709157083006
Processing region: reg021_A at scale 48.0
45.703 per cent patches are empty
reg021_A at scale 48.0 has 658 patches with zero diveristy
reg021_A at scale 48.0 diversity is 0.5116122096521224
Processing region: reg021_B at scale 48.0
87.457 per cent patches are empty
reg021_B at scale 48.0 has 263 patches with zero diveristy
reg021_B at scale 48.0 diversity is 0.09142406286792434
Processing region: reg022_A at scale 48.0
48.264 per cent patches are empty
reg022_A at scale 48.0 has 726 patches with zero diveristy
reg022_A at scale 48.0 diversity is 0.4298833217176485
Processing region: reg022_B at scale 48.0
78.125 per cent patches are empty
reg022_B at scale 48.0 has 393 patches with zero diveristy
reg022_B at scale 48.0 diversity is 0.23303745869406933
Processing region: reg023_A at scale 48.0
69.922 per cent patches are empty
reg023_A at scale 48.0 has 596 patches with zero diveristy
reg023_A at scale 48.0 diversity is 0.14420213897216796
Processing region: reg023_B at scale 48.0
36.806 per cent patches are empty
reg023_B at scale 48.0 has 888 patches with zero diveristy
reg023_B at scale 48.0 diversity is 0.4313548348739456
Processing region: reg024_A at scale 48.0
64.800 per cent patches are empty
reg024_A at scale 48.0 has 689 patches with zero diveristy
reg024_A at scale 48.0 diversity is 0.15377098875979622
Processing region: reg024_B at scale 48.0
35.156 per cent patches are empty
reg024_B at scale 48.0 has 1183 patches with zero diveristy
reg024_B at scale 48.0 diversity is 0.21328706983319237
Processing region: reg025_A at scale 48.0
60.026 per cent patches are empty
reg025_A at scale 48.0 has 667 patches with zero diveristy
reg025_A at scale 48.0 diversity is 0.2942545059866424
Processing region: reg025_B at scale 48.0
49.392 per cent patches are empty
reg025_B at scale 48.0 has 784 patches with zero diveristy
reg025_B at scale 48.0 diversity is 0.35619588347374564
Processing region: reg026_A at scale 48.0
35.460 per cent patches are empty
reg026_A at scale 48.0 has 979 patches with zero diveristy
reg026_A at scale 48.0 diversity is 0.3710939451421201
Processing region: reg026_B at scale 48.0
28.082 per cent patches are empty
reg026_B at scale 48.0 has 1041 patches with zero diveristy
reg026_B at scale 48.0 diversity is 0.3939052612100063
Processing region: reg027_A at scale 48.0
34.722 per cent patches are empty
reg027_A at scale 48.0 has 1055 patches with zero diveristy
reg027_A at scale 48.0 diversity is 0.326420557774896
Processing region: reg027_B at scale 48.0
40.668 per cent patches are empty
reg027_B at scale 48.0 has 1042 patches with zero diveristy
reg027_B at scale 48.0 diversity is 0.2424301638413002
Processing region: reg028_A at scale 48.0
34.852 per cent patches are empty
reg028_A at scale 48.0 has 947 patches with zero diveristy
reg028_A at scale 48.0 diversity is 0.4036134709330133
Processing region: reg028_B at scale 48.0
35.547 per cent patches are empty
reg028_B at scale 48.0 has 1068 patches with zero diveristy
reg028_B at scale 48.0 diversity is 0.3012848681728073
Processing region: reg029_A at scale 48.0
31.510 per cent patches are empty
reg029_A at scale 48.0 has 1190 patches with zero diveristy
reg029_A at scale 48.0 diversity is 0.26308857272181485
Processing region: reg029_B at scale 48.0
43.229 per cent patches are empty
reg029_B at scale 48.0 has 988 patches with zero diveristy
reg029_B at scale 48.0 diversity is 0.2512995086792233
Processing region: reg030_A at scale 48.0
38.108 per cent patches are empty
reg030_A at scale 48.0 has 930 patches with zero diveristy
reg030_A at scale 48.0 diversity is 0.37487277167306504
Processing region: reg030_B at scale 48.0
43.793 per cent patches are empty
reg030_B at scale 48.0 has 1023 patches with zero diveristy
reg030_B at scale 48.0 diversity is 0.225049707612215
Processing region: reg031_A at scale 48.0
30.859 per cent patches are empty
reg031_A at scale 48.0 has 1069 patches with zero diveristy
reg031_A at scale 48.0 diversity is 0.35208143058750774
Processing region: reg031_B at scale 48.0
38.542 per cent patches are empty
reg031_B at scale 48.0 has 999 patches with zero diveristy
reg031_B at scale 48.0 diversity is 0.3107588207661207
Processing region: reg032_A at scale 48.0
29.948 per cent patches are empty
reg032_A at scale 48.0 has 1114 patches with zero diveristy
reg032_A at scale 48.0 diversity is 0.3306633685092787
Processing region: reg032_B at scale 48.0
53.559 per cent patches are empty
reg032_B at scale 48.0 has 758 patches with zero diveristy
reg032_B at scale 48.0 diversity is 0.31830558514750723
Processing region: reg033_A at scale 48.0
37.196 per cent patches are empty
reg033_A at scale 48.0 has 842 patches with zero diveristy
reg033_A at scale 48.0 diversity is 0.44616577676212243
Processing region: reg033_B at scale 48.0
27.214 per cent patches are empty
reg033_B at scale 48.0 has 1163 patches with zero diveristy
reg033_B at scale 48.0 diversity is 0.3248612165205544
Processing region: reg034_A at scale 48.0
39.410 per cent patches are empty
reg034_A at scale 48.0 has 944 patches with zero diveristy
reg034_A at scale 48.0 diversity is 0.3387454353305254
Processing region: reg034_B at scale 48.0
43.750 per cent patches are empty
reg034_B at scale 48.0 has 1012 patches with zero diveristy
reg034_B at scale 48.0 diversity is 0.22954651094767375
Processing region: reg035_A at scale 48.0
34.679 per cent patches are empty
reg035_A at scale 48.0 has 969 patches with zero diveristy
reg035_A at scale 48.0 diversity is 0.3925547605760045
Processing region: reg035_B at scale 48.0
39.583 per cent patches are empty
reg035_B at scale 48.0 has 983 patches with zero diveristy
reg035_B at scale 48.0 diversity is 0.30940401072992607
Processing region: reg036_A at scale 48.0
24.566 per cent patches are empty
reg036_A at scale 48.0 has 950 patches with zero diveristy
reg036_A at scale 48.0 diversity is 0.49755072823615676
Processing region: reg036_B at scale 48.0
25.391 per cent patches are empty
reg036_B at scale 48.0 has 1297 patches with zero diveristy
reg036_B at scale 48.0 diversity is 0.2619191778961595
Processing region: reg037_A at scale 48.0
57.899 per cent patches are empty
reg037_A at scale 48.0 has 656 patches with zero diveristy
reg037_A at scale 48.0 diversity is 0.34959189209475156
Processing region: reg037_B at scale 48.0
84.245 per cent patches are empty
reg037_B at scale 48.0 has 334 patches with zero diveristy
reg037_B at scale 48.0 diversity is 0.08288766070384794
Processing region: reg038_A at scale 48.0
30.990 per cent patches are empty
reg038_A at scale 48.0 has 1008 patches with zero diveristy
reg038_A at scale 48.0 diversity is 0.40503768166413806
Processing region: reg038_B at scale 48.0
51.476 per cent patches are empty
reg038_B at scale 48.0 has 811 patches with zero diveristy
reg038_B at scale 48.0 diversity is 0.29159515593096247
Processing region: reg039_A at scale 48.0
42.752 per cent patches are empty
reg039_A at scale 48.0 has 757 patches with zero diveristy
reg039_A at scale 48.0 diversity is 0.47266266718070277
Processing region: reg039_B at scale 48.0
73.220 per cent patches are empty
reg039_B at scale 48.0 has 547 patches with zero diveristy
reg039_B at scale 48.0 diversity is 0.11657181929271601
Processing region: reg040_A at scale 48.0
39.019 per cent patches are empty
reg040_A at scale 48.0 has 1003 patches with zero diveristy
reg040_A at scale 48.0 diversity is 0.2997483971180906
Processing region: reg040_B at scale 48.0
72.526 per cent patches are empty
reg040_B at scale 48.0 has 514 patches with zero diveristy
reg040_B at scale 48.0 diversity is 0.19579042755527334
Processing region: reg041_A at scale 48.0
42.144 per cent patches are empty
reg041_A at scale 48.0 has 994 patches with zero diveristy
reg041_A at scale 48.0 diversity is 0.27672531066338585
Processing region: reg041_B at scale 48.0
45.052 per cent patches are empty
reg041_B at scale 48.0 has 1056 patches with zero diveristy
reg041_B at scale 48.0 diversity is 0.1744673693143399
Processing region: reg042_A at scale 48.0
40.191 per cent patches are empty
reg042_A at scale 48.0 has 1177 patches with zero diveristy
reg042_A at scale 48.0 diversity is 0.1457195357276264
Processing region: reg042_B at scale 48.0
45.573 per cent patches are empty
reg042_B at scale 48.0 has 1081 patches with zero diveristy
reg042_B at scale 48.0 diversity is 0.13825019001142716
Processing region: reg043_A at scale 48.0
48.090 per cent patches are empty
reg043_A at scale 48.0 has 966 patches with zero diveristy
reg043_A at scale 48.0 diversity is 0.20284113449443125
Processing region: reg043_B at scale 48.0
80.295 per cent patches are empty
reg043_B at scale 48.0 has 416 patches with zero diveristy
reg043_B at scale 48.0 diversity is 0.0839091134472425
Processing region: reg044_A at scale 48.0
65.278 per cent patches are empty
reg044_A at scale 48.0 has 669 patches with zero diveristy
reg044_A at scale 48.0 diversity is 0.1727255664254057
Processing region: reg044_B at scale 48.0
84.288 per cent patches are empty
reg044_B at scale 48.0 has 338 patches with zero diveristy
reg044_B at scale 48.0 diversity is 0.06539553407795017
Processing region: reg045_A at scale 48.0
30.078 per cent patches are empty
reg045_A at scale 48.0 has 1181 patches with zero diveristy
reg045_A at scale 48.0 diversity is 0.2808162593197106
Processing region: reg045_B at scale 48.0
65.929 per cent patches are empty
reg045_B at scale 48.0 has 665 patches with zero diveristy
reg045_B at scale 48.0 diversity is 0.15768274417881356
Processing region: reg046_A at scale 48.0
37.977 per cent patches are empty
reg046_A at scale 48.0 has 982 patches with zero diveristy
reg046_A at scale 48.0 diversity is 0.33660237537772386
Processing region: reg046_B at scale 48.0
33.724 per cent patches are empty
reg046_B at scale 48.0 has 1062 patches with zero diveristy
reg046_B at scale 48.0 diversity is 0.32843504080399716
Processing region: reg047_A at scale 48.0
50.651 per cent patches are empty
reg047_A at scale 48.0 has 723 patches with zero diveristy
reg047_A at scale 48.0 diversity is 0.4032584836256531
Processing region: reg047_B at scale 48.0
66.493 per cent patches are empty
reg047_B at scale 48.0 has 701 patches with zero diveristy
reg047_B at scale 48.0 diversity is 0.09348857945105954
Processing region: reg048_A at scale 48.0
47.005 per cent patches are empty
reg048_A at scale 48.0 has 902 patches with zero diveristy
reg048_A at scale 48.0 diversity is 0.2745744429485376
Processing region: reg048_B at scale 48.0
53.082 per cent patches are empty
reg048_B at scale 48.0 has 816 patches with zero diveristy
reg048_B at scale 48.0 diversity is 0.25933764070464244
Processing region: reg049_A at scale 48.0
34.852 per cent patches are empty
reg049_A at scale 48.0 has 1076 patches with zero diveristy
reg049_A at scale 48.0 diversity is 0.2968166938235441
Processing region: reg049_B at scale 48.0
60.764 per cent patches are empty
reg049_B at scale 48.0 has 731 patches with zero diveristy
reg049_B at scale 48.0 diversity is 0.1992438237327463
Processing region: reg050_A at scale 48.0
65.061 per cent patches are empty
reg050_A at scale 48.0 has 652 patches with zero diveristy
reg050_A at scale 48.0 diversity is 0.19609147388390377
Processing region: reg050_B at scale 48.0
48.828 per cent patches are empty
reg050_B at scale 48.0 has 974 patches with zero diveristy
reg050_B at scale 48.0 diversity is 0.18346470702664183
Processing region: reg051_A at scale 48.0
52.734 per cent patches are empty
reg051_A at scale 48.0 has 835 patches with zero diveristy
reg051_A at scale 48.0 diversity is 0.25187233895227784
Processing region: reg051_B at scale 48.0
46.007 per cent patches are empty
reg051_B at scale 48.0 has 993 patches with zero diveristy
reg051_B at scale 48.0 diversity is 0.21070463860955965
Processing region: reg052_A at scale 48.0
43.186 per cent patches are empty
reg052_A at scale 48.0 has 1002 patches with zero diveristy
reg052_A at scale 48.0 diversity is 0.24405638211261452
Processing region: reg052_B at scale 48.0
42.405 per cent patches are empty
reg052_B at scale 48.0 has 1068 patches with zero diveristy
reg052_B at scale 48.0 diversity is 0.20857815643107352
Processing region: reg053_A at scale 48.0
44.401 per cent patches are empty
reg053_A at scale 48.0 has 833 patches with zero diveristy
reg053_A at scale 48.0 diversity is 0.37709310758921294
Processing region: reg053_B at scale 48.0
94.184 per cent patches are empty
reg053_B at scale 48.0 has 130 patches with zero diveristy
reg053_B at scale 48.0 diversity is 0.029850746268656716
Processing region: reg054_A at scale 48.0
54.036 per cent patches are empty
reg054_A at scale 48.0 has 743 patches with zero diveristy
reg054_A at scale 48.0 diversity is 0.31266705915316795
Processing region: reg054_B at scale 48.0
88.064 per cent patches are empty
reg054_B at scale 48.0 has 253 patches with zero diveristy
reg054_B at scale 48.0 diversity is 0.08212713636625875
Processing region: reg055_A at scale 48.0
24.045 per cent patches are empty
reg055_A at scale 48.0 has 802 patches with zero diveristy
reg055_A at scale 48.0 diversity is 0.6168669937170991
Processing region: reg055_B at scale 48.0
94.661 per cent patches are empty
reg055_B at scale 48.0 has 114 patches with zero diveristy
reg055_B at scale 48.0 diversity is 0.07317073170731707
Processing region: reg056_A at scale 48.0
73.220 per cent patches are empty
reg056_A at scale 48.0 has 477 patches with zero diveristy
reg056_A at scale 48.0 diversity is 0.24628427204434722
Processing region: reg056_B at scale 48.0
54.688 per cent patches are empty
reg056_B at scale 48.0 has 851 patches with zero diveristy
reg056_B at scale 48.0 diversity is 0.1922531449746415
Processing region: reg057_A at scale 48.0
97.092 per cent patches are empty
reg057_A at scale 48.0 has 57 patches with zero diveristy
reg057_A at scale 48.0 diversity is 0.15798451493613666
Processing region: reg057_B at scale 48.0
67.665 per cent patches are empty
reg057_B at scale 48.0 has 602 patches with zero diveristy
reg057_B at scale 48.0 diversity is 0.19797547820776337
Processing region: reg058_A at scale 48.0
43.880 per cent patches are empty
reg058_A at scale 48.0 has 1135 patches with zero diveristy
reg058_A at scale 48.0 diversity is 0.12090166679046077
Processing region: reg058_B at scale 48.0
55.990 per cent patches are empty
reg058_B at scale 48.0 has 969 patches with zero diveristy
reg058_B at scale 48.0 diversity is 0.043674173579555435
Processing region: reg059_A at scale 48.0
29.167 per cent patches are empty
reg059_A at scale 48.0 has 906 patches with zero diveristy
reg059_A at scale 48.0 diversity is 0.4893117833750441
Processing region: reg059_B at scale 48.0
43.880 per cent patches are empty
reg059_B at scale 48.0 has 989 patches with zero diveristy
reg059_B at scale 48.0 diversity is 0.24796797065723075
Processing region: reg060_A at scale 48.0
32.856 per cent patches are empty
reg060_A at scale 48.0 has 1010 patches with zero diveristy
reg060_A at scale 48.0 diversity is 0.37515962621689225
Processing region: reg060_B at scale 48.0
33.681 per cent patches are empty
reg060_B at scale 48.0 has 1058 patches with zero diveristy
reg060_B at scale 48.0 diversity is 0.32738874893992415
Processing region: reg061_A at scale 48.0
45.790 per cent patches are empty
reg061_A at scale 48.0 has 913 patches with zero diveristy
reg061_A at scale 48.0 diversity is 0.28509478429976576
Processing region: reg061_B at scale 48.0
46.267 per cent patches are empty
reg061_B at scale 48.0 has 889 patches with zero diveristy
reg061_B at scale 48.0 diversity is 0.29407647250777347
Processing region: reg062_A at scale 48.0
31.858 per cent patches are empty
reg062_A at scale 48.0 has 1082 patches with zero diveristy
reg062_A at scale 48.0 diversity is 0.3300964415170156
Processing region: reg062_B at scale 48.0
54.644 per cent patches are empty
reg062_B at scale 48.0 has 827 patches with zero diveristy
reg062_B at scale 48.0 diversity is 0.2156650030147567
Processing region: reg063_A at scale 48.0
69.575 per cent patches are empty
reg063_A at scale 48.0 has 589 patches with zero diveristy
reg063_A at scale 48.0 diversity is 0.16719330720285133
Processing region: reg063_B at scale 48.0
66.797 per cent patches are empty
reg063_B at scale 48.0 has 670 patches with zero diveristy
reg063_B at scale 48.0 diversity is 0.1285488235331825
Processing region: reg064_A at scale 48.0
41.536 per cent patches are empty
reg064_A at scale 48.0 has 980 patches with zero diveristy
reg064_A at scale 48.0 diversity is 0.28470231035479693
Processing region: reg064_B at scale 48.0
41.840 per cent patches are empty
reg064_B at scale 48.0 has 971 patches with zero diveristy
reg064_B at scale 48.0 diversity is 0.2949435207175512
Processing region: reg065_A at scale 48.0
43.707 per cent patches are empty
reg065_A at scale 48.0 has 1000 patches with zero diveristy
reg065_A at scale 48.0 diversity is 0.24595395831311195
Processing region: reg065_B at scale 48.0
83.333 per cent patches are empty
reg065_B at scale 48.0 has 358 patches with zero diveristy
reg065_B at scale 48.0 diversity is 0.07206558160473427
Processing region: reg066_A at scale 48.0
46.007 per cent patches are empty
reg066_A at scale 48.0 has 932 patches with zero diveristy
reg066_A at scale 48.0 diversity is 0.2640486895502383
Processing region: reg066_B at scale 48.0
64.236 per cent patches are empty
reg066_B at scale 48.0 has 716 patches with zero diveristy
reg066_B at scale 48.0 diversity is 0.13454996967944835
Processing region: reg067_A at scale 48.0
79.036 per cent patches are empty
reg067_A at scale 48.0 has 364 patches with zero diveristy
reg067_A at scale 48.0 diversity is 0.2627095756201228
Processing region: reg067_B at scale 48.0
96.701 per cent patches are empty
reg067_B at scale 48.0 has 72 patches with zero diveristy
reg067_B at scale 48.0 diversity is 0.05263157894736842
Processing region: reg068_A at scale 48.0
58.420 per cent patches are empty
reg068_A at scale 48.0 has 804 patches with zero diveristy
reg068_A at scale 48.0 diversity is 0.16571570003832858
Processing region: reg068_B at scale 48.0
51.432 per cent patches are empty
reg068_B at scale 48.0 has 877 patches with zero diveristy
reg068_B at scale 48.0 diversity is 0.2321953269590953
Processing region: reg069_A at scale 48.0
54.861 per cent patches are empty
reg069_A at scale 48.0 has 780 patches with zero diveristy
reg069_A at scale 48.0 diversity is 0.26581176783389543
Processing region: reg069_B at scale 48.0
70.486 per cent patches are empty
reg069_B at scale 48.0 has 573 patches with zero diveristy
reg069_B at scale 48.0 diversity is 0.16228844364229833
Processing region: reg070_A at scale 48.0
47.092 per cent patches are empty
reg070_A at scale 48.0 has 944 patches with zero diveristy
reg070_A at scale 48.0 diversity is 0.23629521297883022
Processing region: reg070_B at scale 48.0
65.582 per cent patches are empty
reg070_B at scale 48.0 has 696 patches with zero diveristy
reg070_B at scale 48.0 diversity is 0.12401669291092174
Processing region: reg001_A at scale 64.0
77.344 per cent patches are empty
reg001_A at scale 64.0 has 806 patches with zero diveristy
reg001_A at scale 64.0 diversity is 0.13463129939947022
Processing region: reg001_B at scale 64.0
92.212 per cent patches are empty
reg001_B at scale 64.0 has 302 patches with zero diveristy
reg001_B at scale 64.0 diversity is 0.05303541013810185
Processing region: reg002_A at scale 64.0
72.192 per cent patches are empty
reg002_A at scale 64.0 has 983 patches with zero diveristy
reg002_A at scale 64.0 diversity is 0.14027034314421954
Processing region: reg002_B at scale 64.0
51.855 per cent patches are empty
reg002_B at scale 64.0 has 1851 patches with zero diveristy
reg002_B at scale 64.0 diversity is 0.060967073406842445
Processing region: reg003_A at scale 64.0
74.072 per cent patches are empty
reg003_A at scale 64.0 has 948 patches with zero diveristy
reg003_A at scale 64.0 diversity is 0.1090093416584426
Processing region: reg003_B at scale 64.0
74.731 per cent patches are empty
reg003_B at scale 64.0 has 925 patches with zero diveristy
reg003_B at scale 64.0 diversity is 0.1081343468295747
Processing region: reg004_A at scale 64.0
69.312 per cent patches are empty
reg004_A at scale 64.0 has 1097 patches with zero diveristy
reg004_A at scale 64.0 diversity is 0.13041474079010107
Processing region: reg004_B at scale 64.0
60.669 per cent patches are empty
reg004_B at scale 64.0 has 1437 patches with zero diveristy
reg004_B at scale 64.0 diversity is 0.11014345386560151
Processing region: reg005_A at scale 64.0
53.784 per cent patches are empty
reg005_A at scale 64.0 has 1594 patches with zero diveristy
reg005_A at scale 64.0 diversity is 0.16085638151589593
Processing region: reg005_B at scale 64.0
67.432 per cent patches are empty
reg005_B at scale 64.0 has 1121 patches with zero diveristy
reg005_B at scale 64.0 diversity is 0.16200471327863716
Processing region: reg006_A at scale 64.0
71.753 per cent patches are empty
reg006_A at scale 64.0 has 1015 patches with zero diveristy
reg006_A at scale 64.0 diversity is 0.12512915947348086
Processing region: reg006_B at scale 64.0
58.374 per cent patches are empty
reg006_B at scale 64.0 has 1477 patches with zero diveristy
reg006_B at scale 64.0 diversity is 0.13854666179346195
Processing region: reg007_A at scale 64.0
46.777 per cent patches are empty
reg007_A at scale 64.0 has 1828 patches with zero diveristy
reg007_A at scale 64.0 diversity is 0.16542307818915775
Processing region: reg007_B at scale 64.0
55.444 per cent patches are empty
reg007_B at scale 64.0 has 1540 patches with zero diveristy
reg007_B at scale 64.0 diversity is 0.15956700172783855
Processing region: reg008_A at scale 64.0
73.511 per cent patches are empty
reg008_A at scale 64.0 has 975 patches with zero diveristy
reg008_A at scale 64.0 diversity is 0.10246145450322362
Processing region: reg008_B at scale 64.0
39.160 per cent patches are empty
reg008_B at scale 64.0 has 2163 patches with zero diveristy
reg008_B at scale 64.0 diversity is 0.1351152780710614
Processing region: reg009_A at scale 64.0
52.344 per cent patches are empty
reg009_A at scale 64.0 has 1653 patches with zero diveristy
reg009_A at scale 64.0 diversity is 0.1553647194214124
Processing region: reg009_B at scale 64.0
36.841 per cent patches are empty
reg009_B at scale 64.0 has 2003 patches with zero diveristy
reg009_B at scale 64.0 diversity is 0.23210684514479457
Processing region: reg010_A at scale 64.0
58.960 per cent patches are empty
reg010_A at scale 64.0 has 1430 patches with zero diveristy
reg010_A at scale 64.0 diversity is 0.15459395202298695
Processing region: reg010_B at scale 64.0
74.194 per cent patches are empty
reg010_B at scale 64.0 has 956 patches with zero diveristy
reg010_B at scale 64.0 diversity is 0.09620883003299133
Processing region: reg011_A at scale 64.0
53.027 per cent patches are empty
reg011_A at scale 64.0 has 1386 patches with zero diveristy
reg011_A at scale 64.0 diversity is 0.2929889082210829
Processing region: reg011_B at scale 64.0
80.444 per cent patches are empty
reg011_B at scale 64.0 has 728 patches with zero diveristy
reg011_B at scale 64.0 diversity is 0.09312294528123902
Processing region: reg012_A at scale 64.0
63.721 per cent patches are empty
reg012_A at scale 64.0 has 1303 patches with zero diveristy
reg012_A at scale 64.0 diversity is 0.12546507683545358
Processing region: reg012_B at scale 64.0
89.844 per cent patches are empty
reg012_B at scale 64.0 has 385 patches with zero diveristy
reg012_B at scale 64.0 diversity is 0.07572898638167222
Processing region: reg013_A at scale 64.0
65.552 per cent patches are empty
reg013_A at scale 64.0 has 1268 patches with zero diveristy
reg013_A at scale 64.0 diversity is 0.10271532896751032
Processing region: reg013_B at scale 64.0
60.181 per cent patches are empty
reg013_B at scale 64.0 has 1463 patches with zero diveristy
reg013_B at scale 64.0 diversity is 0.10403814633679984
Processing region: reg014_A at scale 64.0
80.078 per cent patches are empty
reg014_A at scale 64.0 has 726 patches with zero diveristy
reg014_A at scale 64.0 diversity is 0.11089580653214261
Processing region: reg014_B at scale 64.0
57.471 per cent patches are empty
reg014_B at scale 64.0 has 1510 patches with zero diveristy
reg014_B at scale 64.0 diversity is 0.1371253922793577
Processing region: reg015_A at scale 64.0
53.540 per cent patches are empty
reg015_A at scale 64.0 has 1631 patches with zero diveristy
reg015_A at scale 64.0 diversity is 0.14706946215722352
Processing region: reg015_B at scale 64.0
67.773 per cent patches are empty
reg015_B at scale 64.0 has 1218 patches with zero diveristy
reg015_B at scale 64.0 diversity is 0.07784954861493543
Processing region: reg016_A at scale 64.0
62.085 per cent patches are empty
reg016_A at scale 64.0 has 1337 patches with zero diveristy
reg016_A at scale 64.0 diversity is 0.1423345889805918
Processing region: reg016_B at scale 64.0
54.199 per cent patches are empty
reg016_B at scale 64.0 has 1639 patches with zero diveristy
reg016_B at scale 64.0 diversity is 0.12713780817637646
Processing region: reg017_A at scale 64.0
49.927 per cent patches are empty
reg017_A at scale 64.0 has 1703 patches with zero diveristy
reg017_A at scale 64.0 diversity is 0.17500699761668406
Processing region: reg017_B at scale 64.0
49.414 per cent patches are empty
reg017_B at scale 64.0 has 1668 patches with zero diveristy
reg017_B at scale 64.0 diversity is 0.20140530186412167
Processing region: reg018_A at scale 64.0
60.693 per cent patches are empty
reg018_A at scale 64.0 has 1372 patches with zero diveristy
reg018_A at scale 64.0 diversity is 0.15162782868525046
Processing region: reg018_B at scale 64.0
50.952 per cent patches are empty
reg018_B at scale 64.0 has 1758 patches with zero diveristy
reg018_B at scale 64.0 diversity is 0.127083264904604
Processing region: reg019_A at scale 64.0
71.533 per cent patches are empty
reg019_A at scale 64.0 has 925 patches with zero diveristy
reg019_A at scale 64.0 diversity is 0.21180997357672798
Processing region: reg019_B at scale 64.0
97.583 per cent patches are empty
reg019_B at scale 64.0 has 97 patches with zero diveristy
reg019_B at scale 64.0 diversity is 0.020202020202020204
Processing region: reg020_A at scale 64.0
57.739 per cent patches are empty
reg020_A at scale 64.0 has 1463 patches with zero diveristy
reg020_A at scale 64.0 diversity is 0.15782929425141465
Processing region: reg020_B at scale 64.0
48.608 per cent patches are empty
reg020_B at scale 64.0 has 1702 patches with zero diveristy
reg020_B at scale 64.0 diversity is 0.19626929732135792
Processing region: reg021_A at scale 64.0
55.249 per cent patches are empty
reg021_A at scale 64.0 has 1413 patches with zero diveristy
reg021_A at scale 64.0 diversity is 0.23674161213883302
Processing region: reg021_B at scale 64.0
92.505 per cent patches are empty
reg021_B at scale 64.0 has 291 patches with zero diveristy
reg021_B at scale 64.0 diversity is 0.05211726384364821
Processing region: reg022_A at scale 64.0
60.986 per cent patches are empty
reg022_A at scale 64.0 has 1276 patches with zero diveristy
reg022_A at scale 64.0 diversity is 0.2081394067040307
Processing region: reg022_B at scale 64.0
85.498 per cent patches are empty
reg022_B at scale 64.0 has 536 patches with zero diveristy
reg022_B at scale 64.0 diversity is 0.09963461000091733
Processing region: reg023_A at scale 64.0
79.932 per cent patches are empty
reg023_A at scale 64.0 has 766 patches with zero diveristy
reg023_A at scale 64.0 diversity is 0.06824177312049647
Processing region: reg023_B at scale 64.0
54.761 per cent patches are empty
reg023_B at scale 64.0 has 1508 patches with zero diveristy
reg023_B at scale 64.0 diversity is 0.19576613151948682
Processing region: reg024_A at scale 64.0
77.148 per cent patches are empty
reg024_A at scale 64.0 has 868 patches with zero diveristy
reg024_A at scale 64.0 diversity is 0.07328497596693173
Processing region: reg024_B at scale 64.0
54.810 per cent patches are empty
reg024_B at scale 64.0 has 1667 patches with zero diveristy
reg024_B at scale 64.0 diversity is 0.10039834943417844
Processing region: reg025_A at scale 64.0
72.998 per cent patches are empty
reg025_A at scale 64.0 has 950 patches with zero diveristy
reg025_A at scale 64.0 diversity is 0.14242568566313699
Processing region: reg025_B at scale 64.0
63.379 per cent patches are empty
reg025_B at scale 64.0 has 1255 patches with zero diveristy
reg025_B at scale 64.0 diversity is 0.16644428058007488
Processing region: reg026_A at scale 64.0
53.687 per cent patches are empty
reg026_A at scale 64.0 has 1602 patches with zero diveristy
reg026_A at scale 64.0 diversity is 0.16067845063709743
Processing region: reg026_B at scale 64.0
46.875 per cent patches are empty
reg026_B at scale 64.0 has 1814 patches with zero diveristy
reg026_B at scale 64.0 diversity is 0.17096257496375802
Processing region: reg027_A at scale 64.0
52.808 per cent patches are empty
reg027_A at scale 64.0 has 1665 patches with zero diveristy
reg027_A at scale 64.0 diversity is 0.1408545950908417
Processing region: reg027_B at scale 64.0
58.936 per cent patches are empty
reg027_B at scale 64.0 has 1503 patches with zero diveristy
reg027_B at scale 64.0 diversity is 0.10633152497456097
Processing region: reg028_A at scale 64.0
53.906 per cent patches are empty
reg028_A at scale 64.0 has 1563 patches with zero diveristy
reg028_A at scale 64.0 diversity is 0.17613127207761237
Processing region: reg028_B at scale 64.0
55.298 per cent patches are empty
reg028_B at scale 64.0 has 1602 patches with zero diveristy
reg028_B at scale 64.0 diversity is 0.13022986301573508
Processing region: reg029_A at scale 64.0
49.976 per cent patches are empty
reg029_A at scale 64.0 has 1823 patches with zero diveristy
reg029_A at scale 64.0 diversity is 0.1140141730835809
Processing region: reg029_B at scale 64.0
60.059 per cent patches are empty
reg029_B at scale 64.0 has 1464 patches with zero diveristy
reg029_B at scale 64.0 diversity is 0.10550045780830017
Processing region: reg030_A at scale 64.0
55.127 per cent patches are empty
reg030_A at scale 64.0 has 1559 patches with zero diveristy
reg030_A at scale 64.0 diversity is 0.155863409064209
Processing region: reg030_B at scale 64.0
59.619 per cent patches are empty
reg030_B at scale 64.0 has 1481 patches with zero diveristy
reg030_B at scale 64.0 diversity is 0.1076968435233254
Processing region: reg031_A at scale 64.0
50.415 per cent patches are empty
reg031_A at scale 64.0 has 1720 patches with zero diveristy
reg031_A at scale 64.0 diversity is 0.1579491583722435
Processing region: reg031_B at scale 64.0
57.031 per cent patches are empty
reg031_B at scale 64.0 has 1523 patches with zero diveristy
reg031_B at scale 64.0 diversity is 0.1369986055957259
Processing region: reg032_A at scale 64.0
48.535 per cent patches are empty
reg032_A at scale 64.0 has 1829 patches with zero diveristy
reg032_A at scale 64.0 diversity is 0.1350867696588356
Processing region: reg032_B at scale 64.0
67.847 per cent patches are empty
reg032_B at scale 64.0 has 1122 patches with zero diveristy
reg032_B at scale 64.0 diversity is 0.15213812959839773
Processing region: reg033_A at scale 64.0
50.293 per cent patches are empty
reg033_A at scale 64.0 has 1630 patches with zero diveristy
reg033_A at scale 64.0 diversity is 0.20126076714644223
Processing region: reg033_B at scale 64.0
42.188 per cent patches are empty
reg033_B at scale 64.0 has 2010 patches with zero diveristy
reg033_B at scale 64.0 diversity is 0.15594868894921218
Processing region: reg034_A at scale 64.0
56.934 per cent patches are empty
reg034_A at scale 64.0 has 1492 patches with zero diveristy
reg034_A at scale 64.0 diversity is 0.15771671391923223
Processing region: reg034_B at scale 64.0
59.595 per cent patches are empty
reg034_B at scale 64.0 has 1477 patches with zero diveristy
reg034_B at scale 64.0 diversity is 0.10933589286690946
Processing region: reg035_A at scale 64.0
51.147 per cent patches are empty
reg035_A at scale 64.0 has 1636 patches with zero diveristy
reg035_A at scale 64.0 diversity is 0.19101464582318223
Processing region: reg035_B at scale 64.0
55.640 per cent patches are empty
reg035_B at scale 64.0 has 1578 patches with zero diveristy
reg035_B at scale 64.0 diversity is 0.1336235484421966
Processing region: reg036_A at scale 64.0
41.089 per cent patches are empty
reg036_A at scale 64.0 has 1888 patches with zero diveristy
reg036_A at scale 64.0 diversity is 0.22431379250469224
Processing region: reg036_B at scale 64.0
42.798 per cent patches are empty
reg036_B at scale 64.0 has 2067 patches with zero diveristy
reg036_B at scale 64.0 diversity is 0.11934788111681215
Processing region: reg037_A at scale 64.0
69.873 per cent patches are empty
reg037_A at scale 64.0 has 1023 patches with zero diveristy
reg037_A at scale 64.0 diversity is 0.1751436959909275
Processing region: reg037_B at scale 64.0
90.845 per cent patches are empty
reg037_B at scale 64.0 has 358 patches with zero diveristy
reg037_B at scale 64.0 diversity is 0.04533333333333334
Processing region: reg038_A at scale 64.0
50.342 per cent patches are empty
reg038_A at scale 64.0 has 1645 patches with zero diveristy
reg038_A at scale 64.0 diversity is 0.20029498834707812
Processing region: reg038_B at scale 64.0
66.504 per cent patches are empty
reg038_B at scale 64.0 has 1193 patches with zero diveristy
reg038_B at scale 64.0 diversity is 0.13302516628198416
Processing region: reg039_A at scale 64.0
56.323 per cent patches are empty
reg039_A at scale 64.0 has 1400 patches with zero diveristy
reg039_A at scale 64.0 diversity is 0.22586854446907992
Processing region: reg039_B at scale 64.0
83.423 per cent patches are empty
reg039_B at scale 64.0 has 627 patches with zero diveristy
reg039_B at scale 64.0 diversity is 0.07720405621329916
Processing region: reg040_A at scale 64.0
56.885 per cent patches are empty
reg040_A at scale 64.0 has 1543 patches with zero diveristy
reg040_A at scale 64.0 diversity is 0.1275142854726226
Processing region: reg040_B at scale 64.0
81.836 per cent patches are empty
reg040_B at scale 64.0 has 661 patches with zero diveristy
reg040_B at scale 64.0 diversity is 0.11269234991621004
Processing region: reg041_A at scale 64.0
58.887 per cent patches are empty
reg041_A at scale 64.0 has 1474 patches with zero diveristy
reg041_A at scale 64.0 diversity is 0.12832467278763604
Processing region: reg041_B at scale 64.0
59.839 per cent patches are empty
reg041_B at scale 64.0 has 1517 patches with zero diveristy
reg041_B at scale 64.0 diversity is 0.08016561297911312
Processing region: reg042_A at scale 64.0
55.054 per cent patches are empty
reg042_A at scale 64.0 has 1697 patches with zero diveristy
reg042_A at scale 64.0 diversity is 0.07794404649622995
Processing region: reg042_B at scale 64.0
61.060 per cent patches are empty
reg042_B at scale 64.0 has 1482 patches with zero diveristy
reg042_B at scale 64.0 diversity is 0.07004627612759728
Processing region: reg043_A at scale 64.0
63.721 per cent patches are empty
reg043_A at scale 64.0 has 1337 patches with zero diveristy
reg043_A at scale 64.0 diversity is 0.10189926467253395
Processing region: reg043_B at scale 64.0
87.646 per cent patches are empty
reg043_B at scale 64.0 has 485 patches with zero diveristy
reg043_B at scale 64.0 diversity is 0.04117903491721142
Processing region: reg044_A at scale 64.0
78.198 per cent patches are empty
reg044_A at scale 64.0 has 818 patches with zero diveristy
reg044_A at scale 64.0 diversity is 0.0841841452082795
Processing region: reg044_B at scale 64.0
90.234 per cent patches are empty
reg044_B at scale 64.0 has 386 patches with zero diveristy
reg044_B at scale 64.0 diversity is 0.036258145836939114
Processing region: reg045_A at scale 64.0
48.706 per cent patches are empty
reg045_A at scale 64.0 has 1864 patches with zero diveristy
reg045_A at scale 64.0 diversity is 0.11260349933378415
Processing region: reg045_B at scale 64.0
78.516 per cent patches are empty
reg045_B at scale 64.0 has 813 patches with zero diveristy
reg045_B at scale 64.0 diversity is 0.07870243845106717
Processing region: reg046_A at scale 64.0
56.421 per cent patches are empty
reg046_A at scale 64.0 has 1539 patches with zero diveristy
reg046_A at scale 64.0 diversity is 0.14049535715134134
Processing region: reg046_B at scale 64.0
53.564 per cent patches are empty
reg046_B at scale 64.0 has 1648 patches with zero diveristy
reg046_B at scale 64.0 diversity is 0.13649067594318104
Processing region: reg047_A at scale 64.0
64.380 per cent patches are empty
reg047_A at scale 64.0 has 1204 patches with zero diveristy
reg047_A at scale 64.0 diversity is 0.1803051176802693
Processing region: reg047_B at scale 64.0
78.687 per cent patches are empty
reg047_B at scale 64.0 has 840 patches with zero diveristy
reg047_B at scale 64.0 diversity is 0.03828356720370004
Processing region: reg048_A at scale 64.0
63.892 per cent patches are empty
reg048_A at scale 64.0 has 1289 patches with zero diveristy
reg048_A at scale 64.0 diversity is 0.12984388101237845
Processing region: reg048_B at scale 64.0
67.798 per cent patches are empty
reg048_B at scale 64.0 has 1162 patches with zero diveristy
reg048_B at scale 64.0 diversity is 0.12157649735522251
Processing region: reg049_A at scale 64.0
53.564 per cent patches are empty
reg049_A at scale 64.0 has 1646 patches with zero diveristy
reg049_A at scale 64.0 diversity is 0.1382019732629305
Processing region: reg049_B at scale 64.0
73.706 per cent patches are empty
reg049_B at scale 64.0 has 993 patches with zero diveristy
reg049_B at scale 64.0 diversity is 0.07916564918450766
Processing region: reg050_A at scale 64.0
77.173 per cent patches are empty
reg050_A at scale 64.0 has 850 patches with zero diveristy
reg050_A at scale 64.0 diversity is 0.09163604278691899
Processing region: reg050_B at scale 64.0
66.797 per cent patches are empty
reg050_B at scale 64.0 has 1223 patches with zero diveristy
reg050_B at scale 64.0 diversity is 0.10154503983426424
Processing region: reg051_A at scale 64.0
67.432 per cent patches are empty
reg051_A at scale 64.0 has 1186 patches with zero diveristy
reg051_A at scale 64.0 diversity is 0.112769555853023
Processing region: reg051_B at scale 64.0
63.501 per cent patches are empty
reg051_B at scale 64.0 has 1333 patches with zero diveristy
reg051_B at scale 64.0 diversity is 0.11026730769713147
Processing region: reg052_A at scale 64.0
61.401 per cent patches are empty
reg052_A at scale 64.0 has 1394 patches with zero diveristy
reg052_A at scale 64.0 diversity is 0.12198776618995204
Processing region: reg052_B at scale 64.0
59.082 per cent patches are empty
reg052_B at scale 64.0 has 1506 patches with zero diveristy
reg052_B at scale 64.0 diversity is 0.10173270374065094
Processing region: reg053_A at scale 64.0
60.522 per cent patches are empty
reg053_A at scale 64.0 has 1345 patches with zero diveristy
reg053_A at scale 64.0 diversity is 0.17203289722050025
Processing region: reg053_B at scale 64.0
96.484 per cent patches are empty
reg053_B at scale 64.0 has 143 patches with zero diveristy
reg053_B at scale 64.0 diversity is 0.006944444444444444
Processing region: reg054_A at scale 64.0
68.018 per cent patches are empty
reg054_A at scale 64.0 has 1126 patches with zero diveristy
reg054_A at scale 64.0 diversity is 0.14499320929578932
Processing region: reg054_B at scale 64.0
92.432 per cent patches are empty
reg054_B at scale 64.0 has 302 patches with zero diveristy
reg054_B at scale 64.0 diversity is 0.025806451612903226
Processing region: reg055_A at scale 64.0
36.694 per cent patches are empty
reg055_A at scale 64.0 has 1880 patches with zero diveristy
reg055_A at scale 64.0 diversity is 0.287099067639214
Processing region: reg055_B at scale 64.0
96.777 per cent patches are empty
reg055_B at scale 64.0 has 130 patches with zero diveristy
reg055_B at scale 64.0 diversity is 0.015151515151515152
Processing region: reg056_A at scale 64.0
82.544 per cent patches are empty
reg056_A at scale 64.0 has 633 patches with zero diveristy
reg056_A at scale 64.0 diversity is 0.11585537296239018
Processing region: reg056_B at scale 64.0
70.898 per cent patches are empty
reg056_B at scale 64.0 has 1088 patches with zero diveristy
reg056_B at scale 64.0 diversity is 0.09005567673862072
Processing region: reg057_A at scale 64.0
98.169 per cent patches are empty
reg057_A at scale 64.0 has 70 patches with zero diveristy
reg057_A at scale 64.0 diversity is 0.06666666666666667
Processing region: reg057_B at scale 64.0
77.490 per cent patches are empty
reg057_B at scale 64.0 has 851 patches with zero diveristy
reg057_B at scale 64.0 diversity is 0.07665204266401081
Processing region: reg058_A at scale 64.0
59.204 per cent patches are empty
reg058_A at scale 64.0 has 1585 patches with zero diveristy
reg058_A at scale 64.0 diversity is 0.05168126870828157
Processing region: reg058_B at scale 64.0
70.166 per cent patches are empty
reg058_B at scale 64.0 has 1191 patches with zero diveristy
reg058_B at scale 64.0 diversity is 0.025646358431165812
Processing region: reg059_A at scale 64.0
45.923 per cent patches are empty
reg059_A at scale 64.0 has 1782 patches with zero diveristy
reg059_A at scale 64.0 diversity is 0.20209825011106716
Processing region: reg059_B at scale 64.0
62.061 per cent patches are empty
reg059_B at scale 64.0 has 1364 patches with zero diveristy
reg059_B at scale 64.0 diversity is 0.12544262924241206
Processing region: reg060_A at scale 64.0
51.465 per cent patches are empty
reg060_A at scale 64.0 has 1706 patches with zero diveristy
reg060_A at scale 64.0 diversity is 0.14645631947162924
Processing region: reg060_B at scale 64.0
53.394 per cent patches are empty
reg060_B at scale 64.0 has 1634 patches with zero diveristy
reg060_B at scale 64.0 diversity is 0.1455574515536225
Processing region: reg061_A at scale 64.0
61.938 per cent patches are empty
reg061_A at scale 64.0 has 1357 patches with zero diveristy
reg061_A at scale 64.0 diversity is 0.13090391210117075
Processing region: reg061_B at scale 64.0
62.842 per cent patches are empty
reg061_B at scale 64.0 has 1341 patches with zero diveristy
reg061_B at scale 64.0 diversity is 0.12079476018870668
Processing region: reg062_A at scale 64.0
50.781 per cent patches are empty
reg062_A at scale 64.0 has 1747 patches with zero diveristy
reg062_A at scale 64.0 diversity is 0.13584009745860245
Processing region: reg062_B at scale 64.0
70.239 per cent patches are empty
reg062_B at scale 64.0 has 1106 patches with zero diveristy
reg062_B at scale 64.0 diversity is 0.09483018526646739
Processing region: reg063_A at scale 64.0
80.859 per cent patches are empty
reg063_A at scale 64.0 has 713 patches with zero diveristy
reg063_A at scale 64.0 diversity is 0.09323308355235725
Processing region: reg063_B at scale 64.0
79.834 per cent patches are empty
reg063_B at scale 64.0 has 768 patches with zero diveristy
reg063_B at scale 64.0 diversity is 0.07082718926728286
Processing region: reg064_A at scale 64.0
58.569 per cent patches are empty
reg064_A at scale 64.0 has 1488 patches with zero diveristy
reg064_A at scale 64.0 diversity is 0.12439865203852388
Processing region: reg064_B at scale 64.0
59.253 per cent patches are empty
reg064_B at scale 64.0 has 1463 patches with zero diveristy
reg064_B at scale 64.0 diversity is 0.12488591222764094
Processing region: reg065_A at scale 64.0
58.081 per cent patches are empty
reg065_A at scale 64.0 has 1522 patches with zero diveristy
reg065_A at scale 64.0 diversity is 0.11607294458604941
Processing region: reg065_B at scale 64.0
90.186 per cent patches are empty
reg065_B at scale 64.0 has 390 patches with zero diveristy
reg065_B at scale 64.0 diversity is 0.029647502074762414
Processing region: reg066_A at scale 64.0
63.672 per cent patches are empty
reg066_A at scale 64.0 has 1302 patches with zero diveristy
reg066_A at scale 64.0 diversity is 0.1268645413379149
Processing region: reg066_B at scale 64.0
76.929 per cent patches are empty
reg066_B at scale 64.0 has 889 patches with zero diveristy
reg066_B at scale 64.0 diversity is 0.05979180776166735
Processing region: reg067_A at scale 64.0
86.084 per cent patches are empty
reg067_A at scale 64.0 has 500 patches with zero diveristy
reg067_A at scale 64.0 diversity is 0.12399947369433202
Processing region: reg067_B at scale 64.0
97.998 per cent patches are empty
reg067_B at scale 64.0 has 79 patches with zero diveristy
reg067_B at scale 64.0 diversity is 0.036585365853658534
Processing region: reg068_A at scale 64.0
73.267 per cent patches are empty
reg068_A at scale 64.0 has 1004 patches with zero diveristy
reg068_A at scale 64.0 diversity is 0.08372277778172932
Processing region: reg068_B at scale 64.0
68.774 per cent patches are empty
reg068_B at scale 64.0 has 1136 patches with zero diveristy
reg068_B at scale 64.0 diversity is 0.11370960712113583
Processing region: reg069_A at scale 64.0
69.897 per cent patches are empty
reg069_A at scale 64.0 has 1085 patches with zero diveristy
reg069_A at scale 64.0 diversity is 0.12390231395141843
Processing region: reg069_B at scale 64.0
81.348 per cent patches are empty
reg069_B at scale 64.0 has 705 patches with zero diveristy
reg069_B at scale 64.0 diversity is 0.07804852476239471
Processing region: reg070_A at scale 64.0
63.770 per cent patches are empty
reg070_A at scale 64.0 has 1326 patches with zero diveristy
reg070_A at scale 64.0 diversity is 0.10839362646682131
Processing region: reg070_B at scale 64.0
77.686 per cent patches are empty
reg070_B at scale 64.0 has 874 patches with zero diveristy
reg070_B at scale 64.0 diversity is 0.043584892415874155
Processing region: reg001_A at scale 72.0
80.787 per cent patches are empty
reg001_A at scale 72.0 has 919 patches with zero diveristy
reg001_A at scale 72.0 diversity is 0.07890710760067514
Processing region: reg001_B at scale 72.0
93.576 per cent patches are empty
reg001_B at scale 72.0 has 322 patches with zero diveristy
reg001_B at scale 72.0 diversity is 0.03303303303303303
Processing region: reg002_A at scale 72.0
76.543 per cent patches are empty
reg002_A at scale 72.0 has 1110 patches with zero diveristy
reg002_A at scale 72.0 diversity is 0.08854702576991609
Processing region: reg002_B at scale 72.0
59.105 per cent patches are empty
reg002_B at scale 72.0 has 2016 patches with zero diveristy
reg002_B at scale 72.0 diversity is 0.049261597881100336
Processing region: reg003_A at scale 72.0
78.144 per cent patches are empty
reg003_A at scale 72.0 has 1040 patches with zero diveristy
reg003_A at scale 72.0 diversity is 0.08245503457090039
Processing region: reg003_B at scale 72.0
78.897 per cent patches are empty
reg003_B at scale 72.0 has 1028 patches with zero diveristy
reg003_B at scale 72.0 diversity is 0.06017969987944148
Processing region: reg004_A at scale 72.0
74.846 per cent patches are empty
reg004_A at scale 72.0 has 1190 patches with zero diveristy
reg004_A at scale 72.0 diversity is 0.08858111580086422
Processing region: reg004_B at scale 72.0
67.342 per cent patches are empty
reg004_B at scale 72.0 has 1571 patches with zero diveristy
reg004_B at scale 72.0 diversity is 0.0732504626929135
Processing region: reg005_A at scale 72.0
59.857 per cent patches are empty
reg005_A at scale 72.0 has 1869 patches with zero diveristy
reg005_A at scale 72.0 diversity is 0.1039328267732553
Processing region: reg005_B at scale 72.0
72.801 per cent patches are empty
reg005_B at scale 72.0 has 1261 patches with zero diveristy
reg005_B at scale 72.0 diversity is 0.10699248227768687
Processing region: reg006_A at scale 72.0
76.659 per cent patches are empty
reg006_A at scale 72.0 has 1101 patches with zero diveristy
reg006_A at scale 72.0 diversity is 0.09119534435738506
Processing region: reg006_B at scale 72.0
65.741 per cent patches are empty
reg006_B at scale 72.0 has 1585 patches with zero diveristy
reg006_B at scale 72.0 diversity is 0.10830863833151061
Processing region: reg007_A at scale 72.0
53.607 per cent patches are empty
reg007_A at scale 72.0 has 2152 patches with zero diveristy
reg007_A at scale 72.0 diversity is 0.10572877166136924
Processing region: reg007_B at scale 72.0
61.844 per cent patches are empty
reg007_B at scale 72.0 has 1757 patches with zero diveristy
reg007_B at scale 72.0 diversity is 0.11262775320808543
Processing region: reg008_A at scale 72.0
77.585 per cent patches are empty
reg008_A at scale 72.0 has 1077 patches with zero diveristy
reg008_A at scale 72.0 diversity is 0.07393224953896978
Processing region: reg008_B at scale 72.0
47.859 per cent patches are empty
reg008_B at scale 72.0 has 2457 patches with zero diveristy
reg008_B at scale 72.0 diversity is 0.09314416351306747
Processing region: reg009_A at scale 72.0
60.320 per cent patches are empty
reg009_A at scale 72.0 has 1814 patches with zero diveristy
reg009_A at scale 72.0 diversity is 0.11995898912820555
Processing region: reg009_B at scale 72.0
46.296 per cent patches are empty
reg009_B at scale 72.0 has 2339 patches with zero diveristy
reg009_B at scale 72.0 diversity is 0.16121409992732627
Processing region: reg010_A at scale 72.0
65.490 per cent patches are empty
reg010_A at scale 72.0 has 1609 patches with zero diveristy
reg010_A at scale 72.0 diversity is 0.10248539221488873
Processing region: reg010_B at scale 72.0
78.684 per cent patches are empty
reg010_B at scale 72.0 has 1019 patches with zero diveristy
reg010_B at scale 72.0 diversity is 0.07783984917565843
Processing region: reg011_A at scale 72.0
58.565 per cent patches are empty
reg011_A at scale 72.0 has 1732 patches with zero diveristy
reg011_A at scale 72.0 diversity is 0.20107193272727059
Processing region: reg011_B at scale 72.0
83.912 per cent patches are empty
reg011_B at scale 72.0 has 781 patches with zero diveristy
reg011_B at scale 72.0 diversity is 0.06415258793138566
Processing region: reg012_A at scale 72.0
70.235 per cent patches are empty
reg012_A at scale 72.0 has 1387 patches with zero diveristy
reg012_A at scale 72.0 diversity is 0.10126905109328523
Processing region: reg012_B at scale 72.0
91.860 per cent patches are empty
reg012_B at scale 72.0 has 400 patches with zero diveristy
reg012_B at scale 72.0 diversity is 0.05193908965415756
Processing region: reg013_A at scale 72.0
71.451 per cent patches are empty
reg013_A at scale 72.0 has 1370 patches with zero diveristy
reg013_A at scale 72.0 diversity is 0.07613493243633057
Processing region: reg013_B at scale 72.0
67.130 per cent patches are empty
reg013_B at scale 72.0 has 1590 patches with zero diveristy
reg013_B at scale 72.0 diversity is 0.0677246228255467
Processing region: reg014_A at scale 72.0
83.275 per cent patches are empty
reg014_A at scale 72.0 has 810 patches with zero diveristy
reg014_A at scale 72.0 diversity is 0.06641864186934389
Processing region: reg014_B at scale 72.0
64.371 per cent patches are empty
reg014_B at scale 72.0 has 1670 patches with zero diveristy
reg014_B at scale 72.0 diversity is 0.09678826250203902
Processing region: reg015_A at scale 72.0
60.243 per cent patches are empty
reg015_A at scale 72.0 has 1858 patches with zero diveristy
reg015_A at scale 72.0 diversity is 0.09862149392115208
Processing region: reg015_B at scale 72.0
73.110 per cent patches are empty
reg015_B at scale 72.0 has 1325 patches with zero diveristy
reg015_B at scale 72.0 diversity is 0.04950719751729023
Processing region: reg016_A at scale 72.0
68.152 per cent patches are empty
reg016_A at scale 72.0 has 1494 patches with zero diveristy
reg016_A at scale 72.0 diversity is 0.09717418988972303
Processing region: reg016_B at scale 72.0
61.265 per cent patches are empty
reg016_B at scale 72.0 has 1840 patches with zero diveristy
reg016_B at scale 72.0 diversity is 0.08346838272379235
Processing region: reg017_A at scale 72.0
57.350 per cent patches are empty
reg017_A at scale 72.0 has 1947 patches with zero diveristy
reg017_A at scale 72.0 diversity is 0.12186980439465697
Processing region: reg017_B at scale 72.0
56.539 per cent patches are empty
reg017_B at scale 72.0 has 1942 patches with zero diveristy
reg017_B at scale 72.0 diversity is 0.14360401826536312
Processing region: reg018_A at scale 72.0
66.628 per cent patches are empty
reg018_A at scale 72.0 has 1551 patches with zero diveristy
reg018_A at scale 72.0 diversity is 0.10390832611081778
Processing region: reg018_B at scale 72.0
58.353 per cent patches are empty
reg018_B at scale 72.0 has 1979 patches with zero diveristy
reg018_B at scale 72.0 diversity is 0.08407726185429806
Processing region: reg019_A at scale 72.0
75.714 per cent patches are empty
reg019_A at scale 72.0 has 1085 patches with zero diveristy
reg019_A at scale 72.0 diversity is 0.1387551495987862
Processing region: reg019_B at scale 72.0
98.052 per cent patches are empty
reg019_B at scale 72.0 has 100 patches with zero diveristy
reg019_B at scale 72.0 diversity is 0.009900990099009901
Processing region: reg020_A at scale 72.0
64.622 per cent patches are empty
reg020_A at scale 72.0 has 1638 patches with zero diveristy
reg020_A at scale 72.0 diversity is 0.10970159942468474
Processing region: reg020_B at scale 72.0
56.597 per cent patches are empty
reg020_B at scale 72.0 has 1959 patches with zero diveristy
reg020_B at scale 72.0 diversity is 0.13112269630142448
Processing region: reg021_A at scale 72.0
60.262 per cent patches are empty
reg021_A at scale 72.0 has 1745 patches with zero diveristy
reg021_A at scale 72.0 diversity is 0.15624753793709745
Processing region: reg021_B at scale 72.0
93.904 per cent patches are empty
reg021_B at scale 72.0 has 307 patches with zero diveristy
reg021_B at scale 72.0 diversity is 0.028481012658227847
Processing region: reg022_A at scale 72.0
66.667 per cent patches are empty
reg022_A at scale 72.0 has 1472 patches with zero diveristy
reg022_A at scale 72.0 diversity is 0.15109504184307165
Processing region: reg022_B at scale 72.0
88.117 per cent patches are empty
reg022_B at scale 72.0 has 574 patches with zero diveristy
reg022_B at scale 72.0 diversity is 0.06967255817216637
Processing region: reg023_A at scale 72.0
83.796 per cent patches are empty
reg023_A at scale 72.0 has 795 patches with zero diveristy
reg023_A at scale 72.0 diversity is 0.05407327877241683
Processing region: reg023_B at scale 72.0
61.362 per cent patches are empty
reg023_B at scale 72.0 has 1740 patches with zero diveristy
reg023_B at scale 72.0 diversity is 0.13414677567630928
Processing region: reg024_A at scale 72.0
81.404 per cent patches are empty
reg024_A at scale 72.0 has 900 patches with zero diveristy
reg024_A at scale 72.0 diversity is 0.06665782763167959
Processing region: reg024_B at scale 72.0
61.651 per cent patches are empty
reg024_B at scale 72.0 has 1857 patches with zero diveristy
reg024_B at scale 72.0 diversity is 0.0664904217004753
Processing region: reg025_A at scale 72.0
77.392 per cent patches are empty
reg025_A at scale 72.0 has 1062 patches with zero diveristy
reg025_A at scale 72.0 diversity is 0.09707160481336694
Processing region: reg025_B at scale 72.0
68.924 per cent patches are empty
reg025_B at scale 72.0 has 1427 patches with zero diveristy
reg025_B at scale 72.0 diversity is 0.11730008019271561
Processing region: reg026_A at scale 72.0
61.323 per cent patches are empty
reg026_A at scale 72.0 has 1770 patches with zero diveristy
reg026_A at scale 72.0 diversity is 0.1193844970978004
Processing region: reg026_B at scale 72.0
55.285 per cent patches are empty
reg026_B at scale 72.0 has 2058 patches with zero diveristy
reg026_B at scale 72.0 diversity is 0.11364876869832113
Processing region: reg027_A at scale 72.0
60.185 per cent patches are empty
reg027_A at scale 72.0 has 1881 patches with zero diveristy
reg027_A at scale 72.0 diversity is 0.09000699491803166
Processing region: reg027_B at scale 72.0
66.127 per cent patches are empty
reg027_B at scale 72.0 has 1636 patches with zero diveristy
reg027_B at scale 72.0 diversity is 0.06881725987338284
Processing region: reg028_A at scale 72.0
61.535 per cent patches are empty
reg028_A at scale 72.0 has 1755 patches with zero diveristy
reg028_A at scale 72.0 diversity is 0.12220031083311031
Processing region: reg028_B at scale 72.0
62.481 per cent patches are empty
reg028_B at scale 72.0 has 1773 patches with zero diveristy
reg028_B at scale 72.0 diversity is 0.08890735861367906
Processing region: reg029_A at scale 72.0
57.774 per cent patches are empty
reg029_A at scale 72.0 has 2022 patches with zero diveristy
reg029_A at scale 72.0 diversity is 0.07750909995487527
Processing region: reg029_B at scale 72.0
66.590 per cent patches are empty
reg029_B at scale 72.0 has 1592 patches with zero diveristy
reg029_B at scale 72.0 diversity is 0.08185026703607991
Processing region: reg030_A at scale 72.0
62.018 per cent patches are empty
reg030_A at scale 72.0 has 1759 patches with zero diveristy
reg030_A at scale 72.0 diversity is 0.1084406043720944
Processing region: reg030_B at scale 72.0
66.339 per cent patches are empty
reg030_B at scale 72.0 has 1600 patches with zero diveristy
reg030_B at scale 72.0 diversity is 0.084879247858855
Processing region: reg031_A at scale 72.0
58.083 per cent patches are empty
reg031_A at scale 72.0 has 1956 patches with zero diveristy
reg031_A at scale 72.0 diversity is 0.10113871951717318
Processing region: reg031_B at scale 72.0
64.178 per cent patches are empty
reg031_B at scale 72.0 has 1697 patches with zero diveristy
reg031_B at scale 72.0 diversity is 0.08742750853095703
Processing region: reg032_A at scale 72.0
55.845 per cent patches are empty
reg032_A at scale 72.0 has 2069 patches with zero diveristy
reg032_A at scale 72.0 diversity is 0.09787640891975001
Processing region: reg032_B at scale 72.0
73.013 per cent patches are empty
reg032_B at scale 72.0 has 1249 patches with zero diveristy
reg032_B at scale 72.0 diversity is 0.10686903145412933
Processing region: reg033_A at scale 72.0
57.079 per cent patches are empty
reg033_A at scale 72.0 has 1930 patches with zero diveristy
reg033_A at scale 72.0 diversity is 0.13507814607713917
Processing region: reg033_B at scale 72.0
49.691 per cent patches are empty
reg033_B at scale 72.0 has 2325 patches with zero diveristy
reg033_B at scale 72.0 diversity is 0.11159157641184489
Processing region: reg034_A at scale 72.0
64.294 per cent patches are empty
reg034_A at scale 72.0 has 1651 patches with zero diveristy
reg034_A at scale 72.0 diversity is 0.10878411669991275
Processing region: reg034_B at scale 72.0
66.184 per cent patches are empty
reg034_B at scale 72.0 has 1635 patches with zero diveristy
reg034_B at scale 72.0 diversity is 0.06728472678109276
Processing region: reg035_A at scale 72.0
57.716 per cent patches are empty
reg035_A at scale 72.0 has 1915 patches with zero diveristy
reg035_A at scale 72.0 diversity is 0.1285063141495442
Processing region: reg035_B at scale 72.0
61.593 per cent patches are empty
reg035_B at scale 72.0 has 1794 patches with zero diveristy
reg035_B at scale 72.0 diversity is 0.09929318600947858
Processing region: reg036_A at scale 72.0
48.881 per cent patches are empty
reg036_A at scale 72.0 has 2257 patches with zero diveristy
reg036_A at scale 72.0 diversity is 0.15147850944811325
Processing region: reg036_B at scale 72.0
50.984 per cent patches are empty
reg036_B at scale 72.0 has 2321 patches with zero diveristy
reg036_B at scale 72.0 diversity is 0.0886303731417967
Processing region: reg037_A at scale 72.0
74.556 per cent patches are empty
reg037_A at scale 72.0 has 1168 patches with zero diveristy
reg037_A at scale 72.0 diversity is 0.11702512636600672
Processing region: reg037_B at scale 72.0
92.650 per cent patches are empty
reg037_B at scale 72.0 has 370 patches with zero diveristy
reg037_B at scale 72.0 diversity is 0.030406725723677575
Processing region: reg038_A at scale 72.0
57.079 per cent patches are empty
reg038_A at scale 72.0 has 1892 patches with zero diveristy
reg038_A at scale 72.0 diversity is 0.15290619992038504
Processing region: reg038_B at scale 72.0
71.798 per cent patches are empty
reg038_B at scale 72.0 has 1341 patches with zero diveristy
reg038_B at scale 72.0 diversity is 0.08448001026287752
Processing region: reg039_A at scale 72.0
62.230 per cent patches are empty
reg039_A at scale 72.0 has 1663 patches with zero diveristy
reg039_A at scale 72.0 diversity is 0.15442961516097875
Processing region: reg039_B at scale 72.0
86.111 per cent patches are empty
reg039_B at scale 72.0 has 693 patches with zero diveristy
reg039_B at scale 72.0 diversity is 0.03738652199174235
Processing region: reg040_A at scale 72.0
64.178 per cent patches are empty
reg040_A at scale 72.0 has 1695 patches with zero diveristy
reg040_A at scale 72.0 diversity is 0.08824052684238781
Processing region: reg040_B at scale 72.0
85.185 per cent patches are empty
reg040_B at scale 72.0 has 715 patches with zero diveristy
reg040_B at scale 72.0 diversity is 0.06955931532399758
Processing region: reg041_A at scale 72.0
65.606 per cent patches are empty
reg041_A at scale 72.0 has 1611 patches with zero diveristy
reg041_A at scale 72.0 diversity is 0.09833473254801625
Processing region: reg041_B at scale 72.0
65.451 per cent patches are empty
reg041_B at scale 72.0 has 1689 patches with zero diveristy
reg041_B at scale 72.0 diversity is 0.058726800673237996
Processing region: reg042_A at scale 72.0
61.574 per cent patches are empty
reg042_A at scale 72.0 has 1866 patches with zero diveristy
reg042_A at scale 72.0 diversity is 0.06304830938997379
Processing region: reg042_B at scale 72.0
67.284 per cent patches are empty
reg042_B at scale 72.0 has 1611 patches with zero diveristy
reg042_B at scale 72.0 diversity is 0.0495880036406836
Processing region: reg043_A at scale 72.0
69.502 per cent patches are empty
reg043_A at scale 72.0 has 1472 patches with zero diveristy
reg043_A at scale 72.0 diversity is 0.06952866066009221
Processing region: reg043_B at scale 72.0
89.834 per cent patches are empty
reg043_B at scale 72.0 has 514 patches with zero diveristy
reg043_B at scale 72.0 diversity is 0.02577791745867392
Processing region: reg044_A at scale 72.0
82.079 per cent patches are empty
reg044_A at scale 72.0 has 876 patches with zero diveristy
reg044_A at scale 72.0 diversity is 0.05750436401381069
Processing region: reg044_B at scale 72.0
92.226 per cent patches are empty
reg044_B at scale 72.0 has 393 patches with zero diveristy
reg044_B at scale 72.0 diversity is 0.02481389578163772
Processing region: reg045_A at scale 72.0
56.076 per cent patches are empty
reg045_A at scale 72.0 has 2131 patches with zero diveristy
reg045_A at scale 72.0 diversity is 0.0641969440803661
Processing region: reg045_B at scale 72.0
82.022 per cent patches are empty
reg045_B at scale 72.0 has 902 patches with zero diveristy
reg045_B at scale 72.0 diversity is 0.03281648336987248
Processing region: reg046_A at scale 72.0
63.368 per cent patches are empty
reg046_A at scale 72.0 has 1734 patches with zero diveristy
reg046_A at scale 72.0 diversity is 0.08847790943057077
Processing region: reg046_B at scale 72.0
60.185 per cent patches are empty
reg046_B at scale 72.0 has 1868 patches with zero diveristy
reg046_B at scale 72.0 diversity is 0.09662844194645544
Processing region: reg047_A at scale 72.0
69.850 per cent patches are empty
reg047_A at scale 72.0 has 1363 patches with zero diveristy
reg047_A at scale 72.0 diversity is 0.13096144167938056
Processing region: reg047_B at scale 72.0
82.388 per cent patches are empty
reg047_B at scale 72.0 has 890 patches with zero diveristy
reg047_B at scale 72.0 diversity is 0.025102186017584325
Processing region: reg048_A at scale 72.0
69.618 per cent patches are empty
reg048_A at scale 72.0 has 1445 patches with zero diveristy
reg048_A at scale 72.0 diversity is 0.0824960820147029
Processing region: reg048_B at scale 72.0
73.206 per cent patches are empty
reg048_B at scale 72.0 has 1278 patches with zero diveristy
reg048_B at scale 72.0 diversity is 0.0814216972678532
Processing region: reg049_A at scale 72.0
60.725 per cent patches are empty
reg049_A at scale 72.0 has 1863 patches with zero diveristy
reg049_A at scale 72.0 diversity is 0.085011030108301
Processing region: reg049_B at scale 72.0
78.588 per cent patches are empty
reg049_B at scale 72.0 has 1034 patches with zero diveristy
reg049_B at scale 72.0 diversity is 0.0681740390416378
Processing region: reg050_A at scale 72.0
81.096 per cent patches are empty
reg050_A at scale 72.0 has 929 patches with zero diveristy
reg050_A at scale 72.0 diversity is 0.05195744472862703
Processing region: reg050_B at scale 72.0
71.779 per cent patches are empty
reg050_B at scale 72.0 has 1386 patches with zero diveristy
reg050_B at scale 72.0 diversity is 0.05331956026626882
Processing region: reg051_A at scale 72.0
72.936 per cent patches are empty
reg051_A at scale 72.0 has 1291 patches with zero diveristy
reg051_A at scale 72.0 diversity is 0.08060457650427427
Processing region: reg051_B at scale 72.0
69.579 per cent patches are empty
reg051_B at scale 72.0 has 1468 patches with zero diveristy
reg051_B at scale 72.0 diversity is 0.07007595117585728
Processing region: reg052_A at scale 72.0
67.766 per cent patches are empty
reg052_A at scale 72.0 has 1541 patches with zero diveristy
reg052_A at scale 72.0 diversity is 0.07885572761296593
Processing region: reg052_B at scale 72.0
65.008 per cent patches are empty
reg052_B at scale 72.0 has 1702 patches with zero diveristy
reg052_B at scale 72.0 diversity is 0.06257429713579213
Processing region: reg053_A at scale 72.0
66.782 per cent patches are empty
reg053_A at scale 72.0 has 1518 patches with zero diveristy
reg053_A at scale 72.0 diversity is 0.11973080236410778
Processing region: reg053_B at scale 72.0
97.261 per cent patches are empty
reg053_B at scale 72.0 has 141 patches with zero diveristy
reg053_B at scale 72.0 diversity is 0.007042253521126761
Processing region: reg054_A at scale 72.0
73.322 per cent patches are empty
reg054_A at scale 72.0 has 1238 patches with zero diveristy
reg054_A at scale 72.0 diversity is 0.10672306279090654
Processing region: reg054_B at scale 72.0
94.348 per cent patches are empty
reg054_B at scale 72.0 has 287 patches with zero diveristy
reg054_B at scale 72.0 diversity is 0.020477815699658702
Processing region: reg055_A at scale 72.0
44.522 per cent patches are empty
reg055_A at scale 72.0 has 2290 patches with zero diveristy
reg055_A at scale 72.0 diversity is 0.20741170702025313
Processing region: reg055_B at scale 72.0
97.473 per cent patches are empty
reg055_B at scale 72.0 has 129 patches with zero diveristy
reg055_B at scale 72.0 diversity is 0.015267175572519083
Processing region: reg056_A at scale 72.0
85.783 per cent patches are empty
reg056_A at scale 72.0 has 679 patches with zero diveristy
reg056_A at scale 72.0 diversity is 0.080967684309658
Processing region: reg056_B at scale 72.0
75.829 per cent patches are empty
reg056_B at scale 72.0 has 1184 patches with zero diveristy
reg056_B at scale 72.0 diversity is 0.05493742351804388
Processing region: reg057_A at scale 72.0
98.553 per cent patches are empty
reg057_A at scale 72.0 has 70 patches with zero diveristy
reg057_A at scale 72.0 diversity is 0.06666666666666667
Processing region: reg057_B at scale 72.0
81.752 per cent patches are empty
reg057_B at scale 72.0 has 890 patches with zero diveristy
reg057_B at scale 72.0 diversity is 0.059728602890883345
Processing region: reg058_A at scale 72.0
65.644 per cent patches are empty
reg058_A at scale 72.0 has 1703 patches with zero diveristy
reg058_A at scale 72.0 diversity is 0.04376438097263316
Processing region: reg058_B at scale 72.0
74.383 per cent patches are empty
reg058_B at scale 72.0 has 1301 patches with zero diveristy
reg058_B at scale 72.0 diversity is 0.020127691233820497
Processing region: reg059_A at scale 72.0
53.144 per cent patches are empty
reg059_A at scale 72.0 has 2141 patches with zero diveristy
reg059_A at scale 72.0 diversity is 0.11940679292602213
Processing region: reg059_B at scale 72.0
68.287 per cent patches are empty
reg059_B at scale 72.0 has 1519 patches with zero diveristy
reg059_B at scale 72.0 diversity is 0.077256554138885
Processing region: reg060_A at scale 72.0
58.893 per cent patches are empty
reg060_A at scale 72.0 has 1906 patches with zero diveristy
reg060_A at scale 72.0 diversity is 0.1072711109831291
Processing region: reg060_B at scale 72.0
60.957 per cent patches are empty
reg060_B at scale 72.0 has 1829 patches with zero diveristy
reg060_B at scale 72.0 diversity is 0.09676042902058314
Processing region: reg061_A at scale 72.0
67.863 per cent patches are empty
reg061_A at scale 72.0 has 1515 patches with zero diveristy
reg061_A at scale 72.0 diversity is 0.09219371999102527
Processing region: reg061_B at scale 72.0
68.846 per cent patches are empty
reg061_B at scale 72.0 has 1495 patches with zero diveristy
reg061_B at scale 72.0 diversity is 0.07570163828912638
Processing region: reg062_A at scale 72.0
59.028 per cent patches are empty
reg062_A at scale 72.0 has 1925 patches with zero diveristy
reg062_A at scale 72.0 diversity is 0.09464504080894781
Processing region: reg062_B at scale 72.0
75.791 per cent patches are empty
reg062_B at scale 72.0 has 1171 patches with zero diveristy
reg062_B at scale 72.0 diversity is 0.06806757968414803
Processing region: reg063_A at scale 72.0
84.549 per cent patches are empty
reg063_A at scale 72.0 has 739 patches with zero diveristy
reg063_A at scale 72.0 diversity is 0.07876182376466517
Processing region: reg063_B at scale 72.0
83.546 per cent patches are empty
reg063_B at scale 72.0 has 819 patches with zero diveristy
reg063_B at scale 72.0 diversity is 0.040449306371366525
Processing region: reg064_A at scale 72.0
65.606 per cent patches are empty
reg064_A at scale 72.0 has 1612 patches with zero diveristy
reg064_A at scale 72.0 diversity is 0.09553918489760849
Processing region: reg064_B at scale 72.0
66.030 per cent patches are empty
reg064_B at scale 72.0 has 1619 patches with zero diveristy
reg064_B at scale 72.0 diversity is 0.08144509511845871
Processing region: reg065_A at scale 72.0
63.792 per cent patches are empty
reg065_A at scale 72.0 has 1754 patches with zero diveristy
reg065_A at scale 72.0 diversity is 0.065972737417748
Processing region: reg065_B at scale 72.0
92.130 per cent patches are empty
reg065_B at scale 72.0 has 400 patches with zero diveristy
reg065_B at scale 72.0 diversity is 0.0196078431372549
Processing region: reg066_A at scale 72.0
69.059 per cent patches are empty
reg066_A at scale 72.0 has 1483 patches with zero diveristy
reg066_A at scale 72.0 diversity is 0.07752673525061547
Processing region: reg066_B at scale 72.0
81.559 per cent patches are empty
reg066_B at scale 72.0 has 909 patches with zero diveristy
reg066_B at scale 72.0 diversity is 0.04968960076859377
Processing region: reg067_A at scale 72.0
88.465 per cent patches are empty
reg067_A at scale 72.0 has 545 patches with zero diveristy
reg067_A at scale 72.0 diversity is 0.0883555044617207
Processing region: reg067_B at scale 72.0
98.399 per cent patches are empty
reg067_B at scale 72.0 has 83 patches with zero diveristy
reg067_B at scale 72.0 diversity is 0.0
Processing region: reg068_A at scale 72.0
78.376 per cent patches are empty
reg068_A at scale 72.0 has 1059 patches with zero diveristy
reg068_A at scale 72.0 diversity is 0.05501622063890987
Processing region: reg068_B at scale 72.0
74.209 per cent patches are empty
reg068_B at scale 72.0 has 1235 patches with zero diveristy
reg068_B at scale 72.0 diversity is 0.07704301919936521
Processing region: reg069_A at scale 72.0
75.077 per cent patches are empty
reg069_A at scale 72.0 has 1176 patches with zero diveristy
reg069_A at scale 72.0 diversity is 0.09082031733969398
Processing region: reg069_B at scale 72.0
84.703 per cent patches are empty
reg069_B at scale 72.0 has 746 patches with zero diveristy
reg069_B at scale 72.0 diversity is 0.059165568517092676
Processing region: reg070_A at scale 72.0
69.599 per cent patches are empty
reg070_A at scale 72.0 has 1456 patches with zero diveristy
reg070_A at scale 72.0 diversity is 0.07810993285190315
Processing region: reg070_B at scale 72.0
82.041 per cent patches are empty
reg070_B at scale 72.0 has 886 patches with zero diveristy
reg070_B at scale 72.0 diversity is 0.04824736394635284
[10]:
mdi_results['Patients'] = mdi_results.index.map(region_to_patient)
mdi_results['Condition'] = mdi_results.index.map(region_to_condition)
mdi_results
[10]:
| 2.0 | 4.0 | 8.0 | 16.0 | 24.0 | 32.0 | 48.0 | 64.0 | 72.0 | Slope | Patients | Condition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| reg001_A | -0.333333 | 0.265996 | 0.145956 | 0.368778 | 0.395528 | 0.408648 | 0.249583 | 0.084402 | 0.021259 | -0.050577 | 1 | 1 |
| reg001_B | -0.333333 | 0.046393 | 0.136096 | 0.156415 | 0.142116 | 0.077049 | -0.014528 | -0.004171 | -0.002126 | -0.032809 | 1 | 1 |
| reg002_A | -0.333333 | 0.161656 | 0.48133 | 0.653945 | 0.536351 | 0.429751 | 0.200143 | 0.057148 | 0.030135 | -0.041940 | 1 | 1 |
| reg002_B | -0.333333 | -0.172175 | 0.009045 | 0.141441 | 0.198274 | 0.13304 | 0.062402 | 0.026924 | 0.008667 | -0.066184 | 1 | 1 |
| reg003_A | -0.333333 | 0.023371 | 0.468953 | 0.570232 | 0.483367 | 0.304637 | 0.090609 | 0.020104 | 0.016932 | -0.039729 | 2 | 2 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| reg068_B | -0.333333 | 0.130753 | 0.35423 | 0.488595 | 0.392329 | 0.245274 | 0.056565 | 0.009705 | -0.005239 | -0.028730 | 34 | 1 |
| reg069_A | -0.333333 | 0.085201 | 0.055839 | 0.31447 | 0.264596 | 0.200747 | 0.087016 | 0.021755 | 0.020824 | -0.047382 | 35 | 1 |
| reg069_B | -0.333333 | 0.142856 | 0.258559 | 0.35052 | 0.28406 | 0.247712 | 0.08814 | 0.043693 | 0.017784 | -0.036851 | 35 | 1 |
| reg070_A | -0.333333 | 0.387595 | 0.335771 | 0.498839 | 0.386674 | 0.265592 | 0.071962 | 0.026927 | 0.021085 | -0.013169 | 35 | 1 |
| reg070_B | -0.333333 | -0.052269 | 0.122844 | 0.238468 | 0.105399 | 0.083936 | 0.052466 | 0.015476 | 0.01328 | -0.046790 | 35 | 1 |
140 rows × 12 columns
[14]:
# Compute averages by every patients
mdi_avg_results = mdi_results.groupby(by="Patients").max().reset_index()
mdi_avg_results
[14]:
| Patients | 2.0 | 4.0 | 8.0 | 16.0 | 24.0 | 32.0 | 48.0 | 64.0 | 72.0 | Slope | Condition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | -0.333333 | 0.265996 | 0.48133 | 0.653945 | 0.536351 | 0.429751 | 0.249583 | 0.084402 | 0.030135 | -0.032809 | 1 |
| 1 | 2 | -0.333333 | 0.359607 | 0.468953 | 0.590012 | 0.483367 | 0.304637 | 0.110694 | 0.022115 | 0.018035 | -0.004435 | 2 |
| 2 | 3 | -0.333333 | 0.280703 | 0.502827 | 0.581019 | 0.554904 | 0.411825 | 0.173702 | 0.059353 | 0.033071 | -0.022406 | 2 |
| 3 | 4 | -0.333333 | 0.452881 | 0.552124 | 0.59934 | 0.596691 | 0.459507 | 0.204825 | 0.067756 | 0.030451 | -0.017915 | 2 |
| 4 | 5 | -0.333333 | 0.221698 | 0.531216 | 0.576677 | 0.491064 | 0.353425 | 0.133 | 0.030738 | 0.016664 | -0.021299 | 2 |
| 5 | 6 | -0.333333 | 0.385274 | 0.570914 | 0.61025 | 0.614265 | 0.506903 | 0.284822 | 0.10405 | 0.054788 | -0.010830 | 1 |
| 6 | 7 | -0.333333 | 0.251205 | 0.411464 | 0.530734 | 0.379842 | 0.271132 | 0.099825 | 0.025405 | 0.008861 | -0.027129 | 2 |
| 7 | 8 | -0.333333 | 0.548189 | 0.409619 | 0.420385 | 0.366728 | 0.256045 | 0.098434 | 0.038924 | 0.020294 | 0.010658 | 2 |
| 8 | 9 | -0.333333 | 0.560025 | 0.545334 | 0.602347 | 0.572577 | 0.468931 | 0.24803 | 0.09625 | 0.047036 | 0.011478 | 2 |
| 9 | 10 | -0.333333 | 0.375449 | 0.500484 | 0.616395 | 0.55893 | 0.530189 | 0.309713 | 0.12657 | 0.041742 | -0.014243 | 1 |
| 10 | 11 | -0.333333 | 0.254617 | 0.422783 | 0.595666 | 0.561323 | 0.512197 | 0.319585 | 0.132562 | 0.077044 | -0.040075 | 1 |
| 11 | 12 | -0.333333 | 0.290103 | 0.490346 | 0.47917 | 0.447034 | 0.360642 | 0.186975 | 0.05653 | 0.036553 | -0.007438 | 1 |
| 12 | 13 | -0.333333 | 0.23178 | 0.320979 | 0.561386 | 0.537345 | 0.458554 | 0.241923 | 0.082513 | 0.063832 | -0.042398 | 1 |
| 13 | 14 | -0.333333 | 0.409296 | 0.352025 | 0.520332 | 0.460418 | 0.352456 | 0.134917 | 0.037089 | 0.015709 | -0.001108 | 2 |
| 14 | 15 | -0.333333 | 0.276053 | 0.45819 | 0.566384 | 0.494225 | 0.377591 | 0.20468 | 0.071407 | 0.048669 | -0.024788 | 2 |
| 15 | 16 | -0.333333 | 0.283969 | 0.540566 | 0.495531 | 0.448659 | 0.310434 | 0.124904 | 0.039163 | 0.025403 | -0.007948 | 2 |
| 16 | 17 | -0.333333 | 0.350666 | 0.40724 | 0.518177 | 0.504092 | 0.426257 | 0.196913 | 0.099487 | 0.057869 | -0.019798 | 1 |
| 17 | 18 | -0.333333 | 0.260239 | 0.621972 | 0.608379 | 0.495294 | 0.390612 | 0.180294 | 0.063906 | 0.052532 | -0.025944 | 2 |
| 18 | 19 | -0.333333 | 0.311724 | 0.414214 | 0.517657 | 0.530521 | 0.442624 | 0.24082 | 0.111727 | 0.079033 | -0.040574 | 1 |
| 19 | 20 | -0.333333 | 0.059724 | 0.323085 | 0.527343 | 0.541372 | 0.485991 | 0.273654 | 0.086025 | 0.05362 | -0.041999 | 1 |
| 20 | 21 | -0.333333 | 0.517133 | 0.334926 | 0.459136 | 0.41447 | 0.329835 | 0.10952 | 0.045726 | 0.024866 | -0.010565 | 1 |
| 21 | 22 | -0.333333 | 0.328721 | 0.400408 | 0.329228 | 0.197669 | 0.150023 | 0.085127 | 0.032288 | 0.019706 | -0.000962 | 2 |
| 22 | 23 | -0.333333 | 0.495936 | 0.308265 | 0.443654 | 0.318034 | 0.242123 | 0.109818 | 0.022998 | 0.021065 | -0.002791 | 2 |
| 23 | 24 | -0.333333 | 0.503906 | 0.504972 | 0.572143 | 0.591163 | 0.479414 | 0.221795 | 0.072084 | 0.056701 | 0.000581 | 1 |
| 24 | 25 | -0.333333 | 0.178268 | 0.395445 | 0.424921 | 0.280041 | 0.177824 | 0.088362 | 0.023252 | 0.015276 | -0.031601 | 2 |
| 25 | 26 | -0.333333 | 0.369389 | 0.598151 | 0.659627 | 0.518624 | 0.339871 | 0.090942 | 0.037074 | 0.016611 | -0.007486 | 2 |
| 26 | 27 | -0.333333 | 0.119093 | 0.542421 | 0.601661 | 0.537176 | 0.35669 | 0.132044 | 0.038502 | 0.029162 | -0.011060 | 2 |
| 27 | 28 | -0.333333 | 0.345421 | 0.404147 | 0.536792 | 0.552994 | 0.469785 | 0.238784 | 0.064277 | 0.041063 | -0.005439 | 1 |
| 28 | 29 | -0.333333 | 0.189771 | 0.496115 | 0.576985 | 0.46641 | 0.321321 | 0.088229 | 0.048894 | 0.013782 | -0.028873 | 1 |
| 29 | 30 | -0.333333 | 0.186993 | 0.473751 | 0.536794 | 0.545659 | 0.380952 | 0.102306 | 0.035329 | 0.00635 | -0.029216 | 2 |
| 30 | 31 | -0.333333 | 0.407866 | 0.469721 | 0.428933 | 0.421011 | 0.319593 | 0.135964 | 0.036085 | 0.024634 | -0.012787 | 2 |
| 31 | 32 | -0.333333 | 0.223802 | 0.358884 | 0.455946 | 0.315288 | 0.266565 | 0.064718 | 0.020492 | 0.012794 | -0.022146 | 1 |
| 32 | 33 | -0.333333 | 0.310102 | 0.581609 | 0.609703 | 0.553607 | 0.438596 | 0.231988 | 0.096801 | 0.036104 | -0.019679 | 1 |
| 33 | 34 | -0.333333 | 0.243084 | 0.35423 | 0.488595 | 0.392329 | 0.292669 | 0.202761 | 0.097191 | 0.03282 | -0.024894 | 1 |
| 34 | 35 | -0.333333 | 0.387595 | 0.335771 | 0.498839 | 0.386674 | 0.265592 | 0.08814 | 0.043693 | 0.021085 | -0.013169 | 1 |
[17]:
df_melted = pd.melt(mdi_avg_results, id_vars=['Patients', 'Condition'], value_vars=scales,
var_name='Scale', value_name='Diversity Value')
df_melted['sample'] = 'Tissue Sample'
df_melted
[17]:
| Patients | Condition | Scale | Diversity Value | sample | |
|---|---|---|---|---|---|
| 0 | 1 | 1 | 2.0 | -0.333333 | Tissue Sample |
| 1 | 2 | 2 | 2.0 | -0.333333 | Tissue Sample |
| 2 | 3 | 2 | 2.0 | -0.333333 | Tissue Sample |
| 3 | 4 | 2 | 2.0 | -0.333333 | Tissue Sample |
| 4 | 5 | 2 | 2.0 | -0.333333 | Tissue Sample |
| ... | ... | ... | ... | ... | ... |
| 310 | 31 | 2 | 72.0 | 0.024634 | Tissue Sample |
| 311 | 32 | 1 | 72.0 | 0.012794 | Tissue Sample |
| 312 | 33 | 1 | 72.0 | 0.036104 | Tissue Sample |
| 313 | 34 | 1 | 72.0 | 0.03282 | Tissue Sample |
| 314 | 35 | 1 | 72.0 | 0.021085 | Tissue Sample |
315 rows × 5 columns
[18]:
xrange = []
yrange = []
for region in protein['File Name'].unique():
spatial_value = protein[protein['File Name']==region][['X:X','Y:Y']]
xrange.append(spatial_value.max(axis=0)['X:X'] - spatial_value.min(axis=0)['X:X'])
yrange.append(spatial_value.max(axis=0)['Y:Y'] - spatial_value.min(axis=0)['Y:Y'])
mean_xrange = np.mean(xrange)
std_xrange = np.std(xrange)
mean_yrange = np.mean(yrange)
std_yrange = np.std(yrange)
# Calculate mean and confidence interval
grouped = df_melted.groupby('Scale')
mean_values = grouped['Diversity Value'].mean()
conf_intervals = grouped['Diversity Value'].apply(lambda x: stats.sem(x) * stats.t.ppf((1 + 0.95) / 2., len(x)-1))
# Plotting using sns.lineplot
plt.figure(figsize=(6, 4))
ax = sns.lineplot(data=df_melted,
x='Scale',
y='Diversity Value',
style='sample',
markers=True,
estimator='mean',
err_style='bars',
errorbar=("ci", 95),
err_kws={"capsize":5.0}
)
# Annotating error bars with their value
for i, (scale, mean, ci) in enumerate(zip(mean_values.index, mean_values, conf_intervals)):
ax.text(scale, mean + ci, f'{mean:.3f}±{ci:.3f}', color='black', ha='center', va='bottom')
# Drawing red dashed horizontal lines at half the maximum of x and y axes
mean_diversity_per_scale = df_melted.groupby('Scale')['Diversity Value'].mean()
y_sep = mean_diversity_per_scale.median()
x_sep = mean_diversity_per_scale.idxmax()
ax.axhline(y_sep, color='red', linestyle='--')
ax.axvline(x_sep, color='red', linestyle='--')
ax.get_legend().remove()
ax.spines['top'].set_visible(False)
ax.spines['right'].set_visible(False)
plt.xlabel('', fontsize=0)
plt.xticks(fontsize=12)
plt.ylabel(f"GDI", fontsize=16)
plt.yticks(fontsize=12)
# Add secondary x-axis
xtick_labels = [tick.get_text() for tick in ax.get_xticklabels()][2:-1]
scales = [int(label) for label in xtick_labels if label.strip() != '']
x_sizes = [mean_xrange / scale for scale in scales]
y_sizes = [mean_yrange / scale for scale in scales]
size_labels = [f"{int(x_size)}×{int(y_size)}" for x_size, y_size in zip(x_sizes, y_sizes)]
secax = ax.secondary_xaxis(location=-0.075)
secax.set_xticks(scales)
secax.set_xticklabels(size_labels)
secax.tick_params('x', length=0)
secax.spines['bottom'].set_linewidth(0)
secax.set_xlabel(f'Scale \n (Area μm²)', fontsize=12)
plt.title(f'GDI per Scale with 95% Confidence Intervals')
plt.grid(False)
fig = plt.gcf()
plt.show()
Perform Ecospatial Analysis on one sample
[9]:
# Define sample
sample_id = 'reg021_A'
scale = 32.
# Generate Quardrats
patches_coordinates = eco.generate_patches(spatial_data=protein,
library_key='File Name',
library_id=sample_id,
scaling_factor=scale,
spatial_key=['X:X','Y:Y'])
[10]:
# Define the sequence of scales
scales = [1., 2., 4., 8., 16., 32.]
df_results = eco.calculate_MDI(spatial_data=protein,
scales=scales,
library_key='File Name',
library_id=[sample_id],
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
selecting_scale=False,
random_patch=False,
plotfigs=False,
savefigs=False,
patch_kwargs={'random_seed': None, 'min_points':2},
other_kwargs={'metric': 'Shannon Diversity'})
Processing region: reg021_A at scale 1.0
0.000 per cent patches are empty
reg021_A at scale 1.0 has 0 patches with zero diveristy
reg021_A at scale 1.0 diversity is 2.789462693106172
Processing region: reg021_A at scale 2.0
0.000 per cent patches are empty
reg021_A at scale 2.0 has 0 patches with zero diveristy
reg021_A at scale 2.0 diversity is 2.8041743883930996
Processing region: reg021_A at scale 4.0
0.000 per cent patches are empty
reg021_A at scale 4.0 has 0 patches with zero diveristy
reg021_A at scale 4.0 diversity is 2.4923208169420734
Processing region: reg021_A at scale 8.0
6.250 per cent patches are empty
reg021_A at scale 8.0 has 3 patches with zero diveristy
reg021_A at scale 8.0 diversity is 1.9846964659994617
Processing region: reg021_A at scale 16.0
22.656 per cent patches are empty
reg021_A at scale 16.0 has 23 patches with zero diveristy
reg021_A at scale 16.0 diversity is 1.5605304675261158
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
reg021_A at scale 32.0 has 164 patches with zero diveristy
reg021_A at scale 32.0 diversity is 0.956050983418754
[11]:
print(f"MDI: {df_results.loc[sample_id].values[0]:.3f}")
MDI: 2.789
Diversity Heatmap Related Analysis
[12]:
# Caculate Shannon Diversity Index for each quadrat
patch_indices, patches_comp = eco.calculate_diversity_index(spatial_data=protein,
library_key='File Name',
library_id=sample_id,
spatial_key=['X:X','Y:Y'],
patches=patches_coordinates,
cluster_key='ClusterName',
metric='Shannon Diversity', return_comp=True)
# Visualize the diversity indices of quadrats
grid, heatmap_fig = eco.diversity_heatmap(spatial_data=protein,
library_key='File Name',
library_id=sample_id,
spatial_key=['X:X','Y:Y'],
patches=patches_coordinates,
heterogeneity_indices=patch_indices,
tissue_only=False,
plot=True,
return_fig=True)
36.328 per cent patches are empty
[13]:
# Calculate GDI
GDI, p_sim = eco.global_spatial_stats(grid, mode='MoranI', tissue_only=False, plot_weights=False)
print(f"GDI: {GDI:.3f}, p-value: {p_sim:.3f}")
GDI: 0.512, p-value: 0.001
[14]:
_, _, lisa = eco.local_spatial_stats(grid=grid,
mode='MoranI',
tissue_only=False,
p_value=0.01,
seed=42,
plot_weights=False,
return_stats=True)
heatmap_fig = eco.signif_heatmap(spatial_data=protein,
library_key='File Name',
library_id=sample_id,
spatial_key=['X:X','Y:Y'],
patches=patches_coordinates,
heterogeneity_indices=pd.Series(lisa.p_sim),
tissue_only=False,
plot=True,
discrete=True,
return_fig=True)
Using MoranI
[15]:
# Calculate LDI and find hot/coldspots
hotspots, coldspots = eco.local_spatial_stats(grid, mode='MoranI', p_value=0.05, tissue_only=False)
Using MoranI
[16]:
# Visualise hot/coldspots
combined_spots = (hotspots * 1) + (coldspots * -1)
seismic = plt.cm.seismic
colors = [seismic(0), "white", seismic(0.999)]
cmap = mcolors.LinearSegmentedColormap.from_list("custom_map", colors)
spatial_value = protein[protein['File Name']==sample_id][['X:X', 'Y:Y']]
min_x, min_y = spatial_value.min(axis=0)['X:X'], spatial_value.min(axis=0)['Y:Y']
max_x, max_y = spatial_value.max(axis=0)['X:X'], spatial_value.max(axis=0)['Y:Y']
width = max_x - min_x
height = max_y - min_y
print(f"width: {width:.3f}, height: {height:.3f}")
w, h = figaspect(height/width)
spot_fig = plt.figure(figsize=(w, h))
ax = spot_fig.add_axes([0, 0, 1, 1])
# Create a 2D grid
grid = np.zeros((int(max_y - min_y + 1), int(max_x - min_x + 1)))
# Fill the grid with heterogeneity indices
for patch, diversity_index in enumerate(combined_spots.flatten()):
x0, y0, x1, y1 = patches_coordinates[patch]
grid[int(y0-min_y):int(y1-min_y+1), int(x0-min_x):int(x1-min_x+1)] = diversity_index
# Plot the heatmap
ax.imshow(grid, cmap=cmap, interpolation='none', vmin=-1, vmax=1)
width: 1677.000, height: 1434.000
[16]:
<matplotlib.image.AxesImage at 0x15f2b8b90>
[17]:
# Calculate DPI for hotspots
Hot = True # Set True to investigate hot islands
proximity_I = eco.calculate_DPI(spatial_data=protein,
scale=32.0,
library_key='File Name',
library_id=[sample_id],
spatial_key=['X:X', 'Y:Y'],
cluster_key='ClusterName',
hotspot=Hot,
mode='MoranI',
p_value=0.01,
metric='Shannon Diversity')
print(f"DPI: {proximity_I.loc[sample_id,'DPI']:.3f}")
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
Using MoranI
Region reg021_A contains 131 diversity hotspots
11 islands identified
DPI: 80.591
[18]:
# Visualise Islands composition and similarity
from scipy.spatial.distance import pdist, squareform
labelled_hot, num_hot_islands = eco._utils._label_islands(hotspots, rook=True)
labelled_cold, num_cold_islands = eco._utils._label_islands(coldspots, rook=True)
if Hot:
print(f"Aggregating hot islands composition")
filtered_patches_coordinates = [patch for patch, is_hotspot in zip(patches_coordinates, hotspots.flatten()) if is_hotspot]
filtered_patches_comp = [patch for patch, is_hotspot in zip(patches_comp, hotspots.flatten()) if is_hotspot]
island_comp = eco._utils.aggregate_spot_compositions(labelled_hot, patches_comp)
else:
print(f"Aggregating cold islands composition")
filtered_patches_coordinates = [patch for patch, is_coldspot in zip(patches_coordinates, coldspots.flatten()) if is_coldspot]
filtered_patches_comp = [patch for patch, is_coldspot in zip(patches_comp, coldspots.flatten()) if is_coldspot]
island_comp = eco._utils.aggregate_spot_compositions(labelled_cold, patches_comp)
island_comp.head()
Aggregating hot islands composition
[18]:
| B cells | CD11b+ monocytes | CD11c+ DCs | CD3+ T cells | CD4+ T cells | CD4+ T cells CD45RO+ | CD68+ macrophages | CD68+CD163+ macrophages | CD8+ T cells | Tregs | ... | granulocytes | immune cells | immune cells / vasculature | plasma cells | smooth muscle | stroma | tumor cells | tumor cells / immune cells | undefined | vasculature | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Island_1 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| Island_2 | 189.0 | 0.0 | 3.0 | 5.0 | 173.0 | 104.0 | 1.0 | 51.0 | 80.0 | 2.0 | ... | 5.0 | 19.0 | 1.0 | 19.0 | 2.0 | 11.0 | 42.0 | 0.0 | 11.0 | 14.0 |
| Island_3 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 6.0 | 0.0 | 0.0 | 1.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| Island_4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Island_5 | 1.0 | 0.0 | 0.0 | 0.0 | 3.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
5 rows × 21 columns
[44]:
# Visualise labelled islands (hot islands in red; cold islands in blue)
from scipy.ndimage import center_of_mass
combined_spots = (hotspots * 1) + (coldspots * 1)
seismic = plt.cm.seismic
colors = ['white', 'grey']
cmap = mcolors.LinearSegmentedColormap.from_list("single_color_map", colors)
labelled_hot, num_hot_islands = eco._utils._label_islands(hotspots, rook=True)
labelled_cold, num_cold_islands = eco._utils._label_islands(coldspots, rook=True)
min_x, min_y = spatial_value.min(axis=0)['X:X'], spatial_value.min(axis=0)['Y:Y']
max_x, max_y = spatial_value.max(axis=0)['X:X'], spatial_value.max(axis=0)['Y:Y']
width = max_x - min_x
height = max_y - min_y
print(width, height)
w, h = figaspect(height/width)
spot_fig = plt.figure(figsize=(w, h))
ax = spot_fig.add_axes([0, 0, 1, 1])
# Create a 2D grid
grid = np.zeros((int(max_y - min_y + 1), int(max_x - min_x + 1)))
# Fill the grid with diversity indices
for patch, diversity_index in enumerate(combined_spots.flatten()):
x0, y0, x1, y1 = patches_coordinates[patch]
grid[int(y0-min_y):int(y1-min_y+1), int(x0-min_x):int(x1-min_x+1)] = diversity_index
# Calculate centroids of hot/cold islands and label them
for label in range(1, num_hot_islands + 1):
positions = np.where(labelled_hot == label)
if positions[0].size > 0:
centroid = center_of_mass(labelled_hot == label)
ax.text(centroid[1]*width/scale,
centroid[0]*height/scale,
str(label),
fontsize=12,
fontweight='semibold',
color=seismic(0.999),
alpha=1.0,
ha='center',
va='center')
for label in range(1, num_cold_islands + 1):
positions = np.where(labelled_cold == label)
if positions[0].size > 0:
centroid = center_of_mass(labelled_cold == label)
ax.text(centroid[1]*width/scale,
centroid[0]*height/scale,
str(label),
fontsize=12,
fontweight='semibold',
color=seismic(0),
alpha=1.0,
ha='center',
va='center')
plt.xlabel("X Coordinates")
plt.ylabel("Y Coordinates")
ax.imshow(grid, cmap=cmap, alpha=0.75, interpolation='none', vmin=0, vmax=1)
1677 1434
[44]:
<matplotlib.image.AxesImage at 0x15e729310>
[41]:
9.0*width/scale
[41]:
471.65625
[27]:
label
[27]:
4
[38]:
center_of_mass(labelled_hot == 1)
[38]:
(0.0, 9.0)
[20]:
colors = [color_dict[col] for col in island_comp.columns]
ax = island_comp.plot(kind='barh', stacked=True, color=colors, figsize=(6,9))
# Set plot title, axis labels, and legend
plt.title('', fontsize=16)
plt.xlabel('Number of Cells', fontsize=16)
plt.ylabel('')
plt.xticks(rotation=0, fontsize=12)
plt.yticks(rotation=0, fontsize=12)
ax.spines['top'].set_visible(False)
ax.spines['right'].set_visible(False)
ax.invert_yaxis()
plt.tight_layout()
plt.show()
[21]:
island_comp = island_comp.div(island_comp.sum(axis=1), axis=0)
island_comp_filled = island_comp.fillna(0)
# Calculate Bray-Curtis distance
distances = pdist(island_comp_filled.values, metric='braycurtis')
# Convert the condensed distance matrix to a square matrix
distance_matrix = squareform(distances)
# Create a mask for the upper triangle
mask = np.triu(np.ones_like(distance_matrix, dtype=bool),k=1)
plt.figure(figsize=(7, 6))
axis_labels = np.arange(1, len(distance_matrix)+1)
sns.heatmap(distance_matrix,
mask=mask,
cmap='rocket',
vmin=0.0,
vmax=1.0,
annot=False,
square=True,
linewidths=.5,
xticklabels=axis_labels,
yticklabels=axis_labels,
cbar_kws={"shrink": .5, "label": "Bray-Curtis Dissimilarity"})
plt.title('')
plt.tight_layout()
plt.show()
Perform Ecospatial Analysis on all samples
[9]:
library_ids = protein['File Name'].unique().tolist()
Calculate MDI
[10]:
# Define the sequence of scales
scales = [1., 2., 4., 8., 16., 32.]
mdi_results = eco.calculate_MDI(spatial_data=protein,
scales=scales,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
selecting_scale=False,
random_patch=False,
plotfigs=False,
savefigs=False,
patch_kwargs={'random_seed': None, 'min_points':2},
other_kwargs={'metric': 'Shannon Diversity'})
Processing region: reg001_A at scale 1.0
0.000 per cent patches are empty
reg001_A at scale 1.0 has 0 patches with zero diveristy
reg001_A at scale 1.0 diversity is 3.3164164900586974
Processing region: reg001_B at scale 1.0
0.000 per cent patches are empty
reg001_B at scale 1.0 has 0 patches with zero diveristy
reg001_B at scale 1.0 diversity is 3.354147234904591
Processing region: reg002_A at scale 1.0
0.000 per cent patches are empty
reg002_A at scale 1.0 has 0 patches with zero diveristy
reg002_A at scale 1.0 diversity is 3.151848682137609
Processing region: reg002_B at scale 1.0
0.000 per cent patches are empty
reg002_B at scale 1.0 has 0 patches with zero diveristy
reg002_B at scale 1.0 diversity is 1.1192231346242458
Processing region: reg003_A at scale 1.0
0.000 per cent patches are empty
reg003_A at scale 1.0 has 0 patches with zero diveristy
reg003_A at scale 1.0 diversity is 3.0403492069039224
Processing region: reg003_B at scale 1.0
0.000 per cent patches are empty
reg003_B at scale 1.0 has 0 patches with zero diveristy
reg003_B at scale 1.0 diversity is 2.42381777792195
Processing region: reg004_A at scale 1.0
0.000 per cent patches are empty
reg004_A at scale 1.0 has 0 patches with zero diveristy
reg004_A at scale 1.0 diversity is 3.0079336436959943
Processing region: reg004_B at scale 1.0
0.000 per cent patches are empty
reg004_B at scale 1.0 has 0 patches with zero diveristy
reg004_B at scale 1.0 diversity is 2.468714308448628
Processing region: reg005_A at scale 1.0
0.000 per cent patches are empty
reg005_A at scale 1.0 has 0 patches with zero diveristy
reg005_A at scale 1.0 diversity is 3.06810933760685
Processing region: reg005_B at scale 1.0
0.000 per cent patches are empty
reg005_B at scale 1.0 has 0 patches with zero diveristy
reg005_B at scale 1.0 diversity is 2.844013997770987
Processing region: reg006_A at scale 1.0
0.000 per cent patches are empty
reg006_A at scale 1.0 has 0 patches with zero diveristy
reg006_A at scale 1.0 diversity is 3.0899516069206547
Processing region: reg006_B at scale 1.0
0.000 per cent patches are empty
reg006_B at scale 1.0 has 0 patches with zero diveristy
reg006_B at scale 1.0 diversity is 3.1236760246850523
Processing region: reg007_A at scale 1.0
0.000 per cent patches are empty
reg007_A at scale 1.0 has 0 patches with zero diveristy
reg007_A at scale 1.0 diversity is 2.74078281172878
Processing region: reg007_B at scale 1.0
0.000 per cent patches are empty
reg007_B at scale 1.0 has 0 patches with zero diveristy
reg007_B at scale 1.0 diversity is 2.798887762013511
Processing region: reg008_A at scale 1.0
0.000 per cent patches are empty
reg008_A at scale 1.0 has 0 patches with zero diveristy
reg008_A at scale 1.0 diversity is 2.6104304239252727
Processing region: reg008_B at scale 1.0
0.000 per cent patches are empty
reg008_B at scale 1.0 has 0 patches with zero diveristy
reg008_B at scale 1.0 diversity is 2.567882631756749
Processing region: reg009_A at scale 1.0
0.000 per cent patches are empty
reg009_A at scale 1.0 has 0 patches with zero diveristy
reg009_A at scale 1.0 diversity is 3.0456153545069626
Processing region: reg009_B at scale 1.0
0.000 per cent patches are empty
reg009_B at scale 1.0 has 0 patches with zero diveristy
reg009_B at scale 1.0 diversity is 2.563615845328034
Processing region: reg010_A at scale 1.0
0.000 per cent patches are empty
reg010_A at scale 1.0 has 0 patches with zero diveristy
reg010_A at scale 1.0 diversity is 3.2771440955567854
Processing region: reg010_B at scale 1.0
0.000 per cent patches are empty
reg010_B at scale 1.0 has 0 patches with zero diveristy
reg010_B at scale 1.0 diversity is 3.3323584944431874
Processing region: reg011_A at scale 1.0
0.000 per cent patches are empty
reg011_A at scale 1.0 has 0 patches with zero diveristy
reg011_A at scale 1.0 diversity is 3.1236111964254585
Processing region: reg011_B at scale 1.0
0.000 per cent patches are empty
reg011_B at scale 1.0 has 0 patches with zero diveristy
reg011_B at scale 1.0 diversity is 3.168378127484966
Processing region: reg012_A at scale 1.0
0.000 per cent patches are empty
reg012_A at scale 1.0 has 0 patches with zero diveristy
reg012_A at scale 1.0 diversity is 2.941107336589279
Processing region: reg012_B at scale 1.0
0.000 per cent patches are empty
reg012_B at scale 1.0 has 0 patches with zero diveristy
reg012_B at scale 1.0 diversity is 3.1331464065561105
Processing region: reg013_A at scale 1.0
0.000 per cent patches are empty
reg013_A at scale 1.0 has 0 patches with zero diveristy
reg013_A at scale 1.0 diversity is 2.4596939032646947
Processing region: reg013_B at scale 1.0
0.000 per cent patches are empty
reg013_B at scale 1.0 has 0 patches with zero diveristy
reg013_B at scale 1.0 diversity is 3.0135580062697387
Processing region: reg014_A at scale 1.0
0.000 per cent patches are empty
reg014_A at scale 1.0 has 0 patches with zero diveristy
reg014_A at scale 1.0 diversity is 3.1417393955785795
Processing region: reg014_B at scale 1.0
0.000 per cent patches are empty
reg014_B at scale 1.0 has 0 patches with zero diveristy
reg014_B at scale 1.0 diversity is 2.81193882657248
Processing region: reg015_A at scale 1.0
0.000 per cent patches are empty
reg015_A at scale 1.0 has 0 patches with zero diveristy
reg015_A at scale 1.0 diversity is 2.8529661156014514
Processing region: reg015_B at scale 1.0
0.000 per cent patches are empty
reg015_B at scale 1.0 has 0 patches with zero diveristy
reg015_B at scale 1.0 diversity is 1.806531407891682
Processing region: reg016_A at scale 1.0
0.000 per cent patches are empty
reg016_A at scale 1.0 has 0 patches with zero diveristy
reg016_A at scale 1.0 diversity is 2.786561841977708
Processing region: reg016_B at scale 1.0
0.000 per cent patches are empty
reg016_B at scale 1.0 has 0 patches with zero diveristy
reg016_B at scale 1.0 diversity is 2.8054524487499664
Processing region: reg017_A at scale 1.0
0.000 per cent patches are empty
reg017_A at scale 1.0 has 0 patches with zero diveristy
reg017_A at scale 1.0 diversity is 3.096315315227833
Processing region: reg017_B at scale 1.0
0.000 per cent patches are empty
reg017_B at scale 1.0 has 0 patches with zero diveristy
reg017_B at scale 1.0 diversity is 3.458139001857196
Processing region: reg018_A at scale 1.0
0.000 per cent patches are empty
reg018_A at scale 1.0 has 0 patches with zero diveristy
reg018_A at scale 1.0 diversity is 3.216787022649993
Processing region: reg018_B at scale 1.0
0.000 per cent patches are empty
reg018_B at scale 1.0 has 0 patches with zero diveristy
reg018_B at scale 1.0 diversity is 2.5923052990093316
Processing region: reg019_A at scale 1.0
0.000 per cent patches are empty
reg019_A at scale 1.0 has 0 patches with zero diveristy
reg019_A at scale 1.0 diversity is 2.335964124646809
Processing region: reg019_B at scale 1.0
0.000 per cent patches are empty
reg019_B at scale 1.0 has 0 patches with zero diveristy
reg019_B at scale 1.0 diversity is 2.8120964822760333
Processing region: reg020_A at scale 1.0
0.000 per cent patches are empty
reg020_A at scale 1.0 has 0 patches with zero diveristy
reg020_A at scale 1.0 diversity is 3.2420898953759583
Processing region: reg020_B at scale 1.0
0.000 per cent patches are empty
reg020_B at scale 1.0 has 0 patches with zero diveristy
reg020_B at scale 1.0 diversity is 3.0721558915203895
Processing region: reg021_A at scale 1.0
0.000 per cent patches are empty
reg021_A at scale 1.0 has 0 patches with zero diveristy
reg021_A at scale 1.0 diversity is 2.789462693106172
Processing region: reg021_B at scale 1.0
0.000 per cent patches are empty
reg021_B at scale 1.0 has 0 patches with zero diveristy
reg021_B at scale 1.0 diversity is 3.13269000949422
Processing region: reg022_A at scale 1.0
0.000 per cent patches are empty
reg022_A at scale 1.0 has 0 patches with zero diveristy
reg022_A at scale 1.0 diversity is 2.9252440657567584
Processing region: reg022_B at scale 1.0
0.000 per cent patches are empty
reg022_B at scale 1.0 has 0 patches with zero diveristy
reg022_B at scale 1.0 diversity is 3.2756985004238657
Processing region: reg023_A at scale 1.0
0.000 per cent patches are empty
reg023_A at scale 1.0 has 0 patches with zero diveristy
reg023_A at scale 1.0 diversity is 2.107546487138399
Processing region: reg023_B at scale 1.0
0.000 per cent patches are empty
reg023_B at scale 1.0 has 0 patches with zero diveristy
reg023_B at scale 1.0 diversity is 3.363958719443704
Processing region: reg024_A at scale 1.0
0.000 per cent patches are empty
reg024_A at scale 1.0 has 0 patches with zero diveristy
reg024_A at scale 1.0 diversity is 2.2368697128978017
Processing region: reg024_B at scale 1.0
0.000 per cent patches are empty
reg024_B at scale 1.0 has 0 patches with zero diveristy
reg024_B at scale 1.0 diversity is 2.276401251682321
Processing region: reg025_A at scale 1.0
0.000 per cent patches are empty
reg025_A at scale 1.0 has 0 patches with zero diveristy
reg025_A at scale 1.0 diversity is 3.0693147873296356
Processing region: reg025_B at scale 1.0
0.000 per cent patches are empty
reg025_B at scale 1.0 has 0 patches with zero diveristy
reg025_B at scale 1.0 diversity is 3.27580811497425
Processing region: reg026_A at scale 1.0
0.000 per cent patches are empty
reg026_A at scale 1.0 has 0 patches with zero diveristy
reg026_A at scale 1.0 diversity is 3.2308668009087373
Processing region: reg026_B at scale 1.0
0.000 per cent patches are empty
reg026_B at scale 1.0 has 0 patches with zero diveristy
reg026_B at scale 1.0 diversity is 2.8590106536899835
Processing region: reg027_A at scale 1.0
0.000 per cent patches are empty
reg027_A at scale 1.0 has 0 patches with zero diveristy
reg027_A at scale 1.0 diversity is 2.9054114170999514
Processing region: reg027_B at scale 1.0
0.000 per cent patches are empty
reg027_B at scale 1.0 has 0 patches with zero diveristy
reg027_B at scale 1.0 diversity is 2.3618271427345165
Processing region: reg028_A at scale 1.0
0.000 per cent patches are empty
reg028_A at scale 1.0 has 0 patches with zero diveristy
reg028_A at scale 1.0 diversity is 3.5199569189863804
Processing region: reg028_B at scale 1.0
0.000 per cent patches are empty
reg028_B at scale 1.0 has 0 patches with zero diveristy
reg028_B at scale 1.0 diversity is 3.2303548408160783
Processing region: reg029_A at scale 1.0
0.000 per cent patches are empty
reg029_A at scale 1.0 has 0 patches with zero diveristy
reg029_A at scale 1.0 diversity is 2.53141981690718
Processing region: reg029_B at scale 1.0
0.000 per cent patches are empty
reg029_B at scale 1.0 has 0 patches with zero diveristy
reg029_B at scale 1.0 diversity is 2.3077229439540745
Processing region: reg030_A at scale 1.0
0.000 per cent patches are empty
reg030_A at scale 1.0 has 0 patches with zero diveristy
reg030_A at scale 1.0 diversity is 3.0139653343960235
Processing region: reg030_B at scale 1.0
0.000 per cent patches are empty
reg030_B at scale 1.0 has 0 patches with zero diveristy
reg030_B at scale 1.0 diversity is 2.3153869475947237
Processing region: reg031_A at scale 1.0
0.000 per cent patches are empty
reg031_A at scale 1.0 has 0 patches with zero diveristy
reg031_A at scale 1.0 diversity is 2.993452562035349
Processing region: reg031_B at scale 1.0
0.000 per cent patches are empty
reg031_B at scale 1.0 has 0 patches with zero diveristy
reg031_B at scale 1.0 diversity is 3.3941254451548653
Processing region: reg032_A at scale 1.0
0.000 per cent patches are empty
reg032_A at scale 1.0 has 0 patches with zero diveristy
reg032_A at scale 1.0 diversity is 3.198107491234435
Processing region: reg032_B at scale 1.0
0.000 per cent patches are empty
reg032_B at scale 1.0 has 0 patches with zero diveristy
reg032_B at scale 1.0 diversity is 3.217669430878999
Processing region: reg033_A at scale 1.0
0.000 per cent patches are empty
reg033_A at scale 1.0 has 0 patches with zero diveristy
reg033_A at scale 1.0 diversity is 2.523257594385668
Processing region: reg033_B at scale 1.0
0.000 per cent patches are empty
reg033_B at scale 1.0 has 0 patches with zero diveristy
reg033_B at scale 1.0 diversity is 2.7193098169793317
Processing region: reg034_A at scale 1.0
0.000 per cent patches are empty
reg034_A at scale 1.0 has 0 patches with zero diveristy
reg034_A at scale 1.0 diversity is 2.75382600157632
Processing region: reg034_B at scale 1.0
0.000 per cent patches are empty
reg034_B at scale 1.0 has 0 patches with zero diveristy
reg034_B at scale 1.0 diversity is 2.5347126144018204
Processing region: reg035_A at scale 1.0
0.000 per cent patches are empty
reg035_A at scale 1.0 has 0 patches with zero diveristy
reg035_A at scale 1.0 diversity is 2.96267652939499
Processing region: reg035_B at scale 1.0
0.000 per cent patches are empty
reg035_B at scale 1.0 has 0 patches with zero diveristy
reg035_B at scale 1.0 diversity is 2.4223620219868
Processing region: reg036_A at scale 1.0
0.000 per cent patches are empty
reg036_A at scale 1.0 has 0 patches with zero diveristy
reg036_A at scale 1.0 diversity is 3.155803812298486
Processing region: reg036_B at scale 1.0
0.000 per cent patches are empty
reg036_B at scale 1.0 has 0 patches with zero diveristy
reg036_B at scale 1.0 diversity is 2.552456707354359
Processing region: reg037_A at scale 1.0
0.000 per cent patches are empty
reg037_A at scale 1.0 has 0 patches with zero diveristy
reg037_A at scale 1.0 diversity is 3.0487934648145134
Processing region: reg037_B at scale 1.0
0.000 per cent patches are empty
reg037_B at scale 1.0 has 0 patches with zero diveristy
reg037_B at scale 1.0 diversity is 2.7408985949500333
Processing region: reg038_A at scale 1.0
0.000 per cent patches are empty
reg038_A at scale 1.0 has 0 patches with zero diveristy
reg038_A at scale 1.0 diversity is 3.171661128478348
Processing region: reg038_B at scale 1.0
0.000 per cent patches are empty
reg038_B at scale 1.0 has 0 patches with zero diveristy
reg038_B at scale 1.0 diversity is 2.597042067113209
Processing region: reg039_A at scale 1.0
0.000 per cent patches are empty
reg039_A at scale 1.0 has 0 patches with zero diveristy
reg039_A at scale 1.0 diversity is 3.067876224610554
Processing region: reg039_B at scale 1.0
0.000 per cent patches are empty
reg039_B at scale 1.0 has 0 patches with zero diveristy
reg039_B at scale 1.0 diversity is 3.03730351832146
Processing region: reg040_A at scale 1.0
0.000 per cent patches are empty
reg040_A at scale 1.0 has 0 patches with zero diveristy
reg040_A at scale 1.0 diversity is 2.927096418417743
Processing region: reg040_B at scale 1.0
0.000 per cent patches are empty
reg040_B at scale 1.0 has 0 patches with zero diveristy
reg040_B at scale 1.0 diversity is 2.703845520771031
Processing region: reg041_A at scale 1.0
0.000 per cent patches are empty
reg041_A at scale 1.0 has 0 patches with zero diveristy
reg041_A at scale 1.0 diversity is 2.877191377786103
Processing region: reg041_B at scale 1.0
0.000 per cent patches are empty
reg041_B at scale 1.0 has 0 patches with zero diveristy
reg041_B at scale 1.0 diversity is 2.0857871387512272
Processing region: reg042_A at scale 1.0
0.000 per cent patches are empty
reg042_A at scale 1.0 has 0 patches with zero diveristy
reg042_A at scale 1.0 diversity is 1.6188909197393675
Processing region: reg042_B at scale 1.0
0.000 per cent patches are empty
reg042_B at scale 1.0 has 0 patches with zero diveristy
reg042_B at scale 1.0 diversity is 1.6846881497194053
Processing region: reg043_A at scale 1.0
0.000 per cent patches are empty
reg043_A at scale 1.0 has 0 patches with zero diveristy
reg043_A at scale 1.0 diversity is 2.366555800681793
Processing region: reg043_B at scale 1.0
0.000 per cent patches are empty
reg043_B at scale 1.0 has 0 patches with zero diveristy
reg043_B at scale 1.0 diversity is 1.8431742248939642
Processing region: reg044_A at scale 1.0
0.000 per cent patches are empty
reg044_A at scale 1.0 has 0 patches with zero diveristy
reg044_A at scale 1.0 diversity is 2.7423091465981138
Processing region: reg044_B at scale 1.0
0.000 per cent patches are empty
reg044_B at scale 1.0 has 0 patches with zero diveristy
reg044_B at scale 1.0 diversity is 2.4787524947746715
Processing region: reg045_A at scale 1.0
0.000 per cent patches are empty
reg045_A at scale 1.0 has 0 patches with zero diveristy
reg045_A at scale 1.0 diversity is 2.3129778444533526
Processing region: reg045_B at scale 1.0
0.000 per cent patches are empty
reg045_B at scale 1.0 has 0 patches with zero diveristy
reg045_B at scale 1.0 diversity is 2.943622825639336
Processing region: reg046_A at scale 1.0
0.000 per cent patches are empty
reg046_A at scale 1.0 has 0 patches with zero diveristy
reg046_A at scale 1.0 diversity is 3.428713438505502
Processing region: reg046_B at scale 1.0
0.000 per cent patches are empty
reg046_B at scale 1.0 has 0 patches with zero diveristy
reg046_B at scale 1.0 diversity is 3.20822669460183
Processing region: reg047_A at scale 1.0
0.000 per cent patches are empty
reg047_A at scale 1.0 has 0 patches with zero diveristy
reg047_A at scale 1.0 diversity is 3.1617263657176657
Processing region: reg047_B at scale 1.0
0.000 per cent patches are empty
reg047_B at scale 1.0 has 0 patches with zero diveristy
reg047_B at scale 1.0 diversity is 1.9189380533002915
Processing region: reg048_A at scale 1.0
0.000 per cent patches are empty
reg048_A at scale 1.0 has 0 patches with zero diveristy
reg048_A at scale 1.0 diversity is 3.1948753157739347
Processing region: reg048_B at scale 1.0
0.000 per cent patches are empty
reg048_B at scale 1.0 has 0 patches with zero diveristy
reg048_B at scale 1.0 diversity is 3.133588216464989
Processing region: reg049_A at scale 1.0
0.000 per cent patches are empty
reg049_A at scale 1.0 has 0 patches with zero diveristy
reg049_A at scale 1.0 diversity is 2.629976242108961
Processing region: reg049_B at scale 1.0
0.000 per cent patches are empty
reg049_B at scale 1.0 has 0 patches with zero diveristy
reg049_B at scale 1.0 diversity is 3.1556579444297492
Processing region: reg050_A at scale 1.0
0.000 per cent patches are empty
reg050_A at scale 1.0 has 0 patches with zero diveristy
reg050_A at scale 1.0 diversity is 2.166029309990272
Processing region: reg050_B at scale 1.0
0.000 per cent patches are empty
reg050_B at scale 1.0 has 0 patches with zero diveristy
reg050_B at scale 1.0 diversity is 2.7125971150623718
Processing region: reg051_A at scale 1.0
0.000 per cent patches are empty
reg051_A at scale 1.0 has 0 patches with zero diveristy
reg051_A at scale 1.0 diversity is 3.034073891548151
Processing region: reg051_B at scale 1.0
0.000 per cent patches are empty
reg051_B at scale 1.0 has 0 patches with zero diveristy
reg051_B at scale 1.0 diversity is 2.7042193630758464
Processing region: reg052_A at scale 1.0
0.000 per cent patches are empty
reg052_A at scale 1.0 has 0 patches with zero diveristy
reg052_A at scale 1.0 diversity is 2.90343534365315
Processing region: reg052_B at scale 1.0
0.000 per cent patches are empty
reg052_B at scale 1.0 has 0 patches with zero diveristy
reg052_B at scale 1.0 diversity is 2.5660934742918453
Processing region: reg053_A at scale 1.0
0.000 per cent patches are empty
reg053_A at scale 1.0 has 0 patches with zero diveristy
reg053_A at scale 1.0 diversity is 3.326551519627347
Processing region: reg053_B at scale 1.0
0.000 per cent patches are empty
reg053_B at scale 1.0 has 0 patches with zero diveristy
reg053_B at scale 1.0 diversity is 2.8995514435987273
Processing region: reg054_A at scale 1.0
0.000 per cent patches are empty
reg054_A at scale 1.0 has 0 patches with zero diveristy
reg054_A at scale 1.0 diversity is 2.9540587743051603
Processing region: reg054_B at scale 1.0
0.000 per cent patches are empty
reg054_B at scale 1.0 has 0 patches with zero diveristy
reg054_B at scale 1.0 diversity is 2.714286671022972
Processing region: reg055_A at scale 1.0
0.000 per cent patches are empty
reg055_A at scale 1.0 has 0 patches with zero diveristy
reg055_A at scale 1.0 diversity is 3.0400257137217213
Processing region: reg055_B at scale 1.0
0.000 per cent patches are empty
reg055_B at scale 1.0 has 0 patches with zero diveristy
reg055_B at scale 1.0 diversity is 2.7138492853375844
Processing region: reg056_A at scale 1.0
0.000 per cent patches are empty
reg056_A at scale 1.0 has 0 patches with zero diveristy
reg056_A at scale 1.0 diversity is 3.632798160738558
Processing region: reg056_B at scale 1.0
0.000 per cent patches are empty
reg056_B at scale 1.0 has 0 patches with zero diveristy
reg056_B at scale 1.0 diversity is 3.238947609496681
Processing region: reg057_A at scale 1.0
0.000 per cent patches are empty
reg057_A at scale 1.0 has 0 patches with zero diveristy
reg057_A at scale 1.0 diversity is 2.567724649126506
Processing region: reg057_B at scale 1.0
0.000 per cent patches are empty
reg057_B at scale 1.0 has 0 patches with zero diveristy
reg057_B at scale 1.0 diversity is 3.179058321303633
Processing region: reg058_A at scale 1.0
0.000 per cent patches are empty
reg058_A at scale 1.0 has 0 patches with zero diveristy
reg058_A at scale 1.0 diversity is 1.13671840573412
Processing region: reg058_B at scale 1.0
0.000 per cent patches are empty
reg058_B at scale 1.0 has 0 patches with zero diveristy
reg058_B at scale 1.0 diversity is 0.8184673974571768
Processing region: reg059_A at scale 1.0
0.000 per cent patches are empty
reg059_A at scale 1.0 has 0 patches with zero diveristy
reg059_A at scale 1.0 diversity is 3.163004841005448
Processing region: reg059_B at scale 1.0
0.000 per cent patches are empty
reg059_B at scale 1.0 has 0 patches with zero diveristy
reg059_B at scale 1.0 diversity is 2.742712488124099
Processing region: reg060_A at scale 1.0
0.000 per cent patches are empty
reg060_A at scale 1.0 has 0 patches with zero diveristy
reg060_A at scale 1.0 diversity is 3.1456892577421365
Processing region: reg060_B at scale 1.0
0.000 per cent patches are empty
reg060_B at scale 1.0 has 0 patches with zero diveristy
reg060_B at scale 1.0 diversity is 2.9712260813665314
Processing region: reg061_A at scale 1.0
0.000 per cent patches are empty
reg061_A at scale 1.0 has 0 patches with zero diveristy
reg061_A at scale 1.0 diversity is 2.96686360691106
Processing region: reg061_B at scale 1.0
0.000 per cent patches are empty
reg061_B at scale 1.0 has 0 patches with zero diveristy
reg061_B at scale 1.0 diversity is 3.056943561409033
Processing region: reg062_A at scale 1.0
0.000 per cent patches are empty
reg062_A at scale 1.0 has 0 patches with zero diveristy
reg062_A at scale 1.0 diversity is 3.0380976999368756
Processing region: reg062_B at scale 1.0
0.000 per cent patches are empty
reg062_B at scale 1.0 has 0 patches with zero diveristy
reg062_B at scale 1.0 diversity is 3.183534227033122
Processing region: reg063_A at scale 1.0
0.000 per cent patches are empty
reg063_A at scale 1.0 has 0 patches with zero diveristy
reg063_A at scale 1.0 diversity is 2.5045489183143967
Processing region: reg063_B at scale 1.0
0.000 per cent patches are empty
reg063_B at scale 1.0 has 0 patches with zero diveristy
reg063_B at scale 1.0 diversity is 3.1418020740409784
Processing region: reg064_A at scale 1.0
0.000 per cent patches are empty
reg064_A at scale 1.0 has 0 patches with zero diveristy
reg064_A at scale 1.0 diversity is 2.476319359307367
Processing region: reg064_B at scale 1.0
0.000 per cent patches are empty
reg064_B at scale 1.0 has 0 patches with zero diveristy
reg064_B at scale 1.0 diversity is 3.301837096761576
Processing region: reg065_A at scale 1.0
0.000 per cent patches are empty
reg065_A at scale 1.0 has 0 patches with zero diveristy
reg065_A at scale 1.0 diversity is 2.2003907634184245
Processing region: reg065_B at scale 1.0
0.000 per cent patches are empty
reg065_B at scale 1.0 has 0 patches with zero diveristy
reg065_B at scale 1.0 diversity is 2.9364151337003945
Processing region: reg066_A at scale 1.0
0.000 per cent patches are empty
reg066_A at scale 1.0 has 0 patches with zero diveristy
reg066_A at scale 1.0 diversity is 2.3067398618907617
Processing region: reg066_B at scale 1.0
0.000 per cent patches are empty
reg066_B at scale 1.0 has 0 patches with zero diveristy
reg066_B at scale 1.0 diversity is 2.9720614569765713
Processing region: reg067_A at scale 1.0
0.000 per cent patches are empty
reg067_A at scale 1.0 has 0 patches with zero diveristy
reg067_A at scale 1.0 diversity is 3.43379293061301
Processing region: reg067_B at scale 1.0
0.000 per cent patches are empty
reg067_B at scale 1.0 has 0 patches with zero diveristy
reg067_B at scale 1.0 diversity is 2.40392467074881
Processing region: reg068_A at scale 1.0
0.000 per cent patches are empty
reg068_A at scale 1.0 has 0 patches with zero diveristy
reg068_A at scale 1.0 diversity is 2.9468292923597827
Processing region: reg068_B at scale 1.0
0.000 per cent patches are empty
reg068_B at scale 1.0 has 0 patches with zero diveristy
reg068_B at scale 1.0 diversity is 3.656725823093597
Processing region: reg069_A at scale 1.0
0.000 per cent patches are empty
reg069_A at scale 1.0 has 0 patches with zero diveristy
reg069_A at scale 1.0 diversity is 3.205997636079812
Processing region: reg069_B at scale 1.0
0.000 per cent patches are empty
reg069_B at scale 1.0 has 0 patches with zero diveristy
reg069_B at scale 1.0 diversity is 3.553294725483734
Processing region: reg070_A at scale 1.0
0.000 per cent patches are empty
reg070_A at scale 1.0 has 0 patches with zero diveristy
reg070_A at scale 1.0 diversity is 2.5419240278328954
Processing region: reg070_B at scale 1.0
0.000 per cent patches are empty
reg070_B at scale 1.0 has 0 patches with zero diveristy
reg070_B at scale 1.0 diversity is 2.6825429533029617
Processing region: reg001_A at scale 2.0
0.000 per cent patches are empty
reg001_A at scale 2.0 has 0 patches with zero diveristy
reg001_A at scale 2.0 diversity is 3.006720259484636
Processing region: reg001_B at scale 2.0
0.000 per cent patches are empty
reg001_B at scale 2.0 has 0 patches with zero diveristy
reg001_B at scale 2.0 diversity is 3.0782022986901705
Processing region: reg002_A at scale 2.0
0.000 per cent patches are empty
reg002_A at scale 2.0 has 0 patches with zero diveristy
reg002_A at scale 2.0 diversity is 2.907866052919977
Processing region: reg002_B at scale 2.0
0.000 per cent patches are empty
reg002_B at scale 2.0 has 0 patches with zero diveristy
reg002_B at scale 2.0 diversity is 1.0846680190412177
Processing region: reg003_A at scale 2.0
0.000 per cent patches are empty
reg003_A at scale 2.0 has 0 patches with zero diveristy
reg003_A at scale 2.0 diversity is 2.7898455684853216
Processing region: reg003_B at scale 2.0
0.000 per cent patches are empty
reg003_B at scale 2.0 has 0 patches with zero diveristy
reg003_B at scale 2.0 diversity is 2.3570981431059788
Processing region: reg004_A at scale 2.0
0.000 per cent patches are empty
reg004_A at scale 2.0 has 0 patches with zero diveristy
reg004_A at scale 2.0 diversity is 2.9425252594897655
Processing region: reg004_B at scale 2.0
0.000 per cent patches are empty
reg004_B at scale 2.0 has 0 patches with zero diveristy
reg004_B at scale 2.0 diversity is 2.392806711502546
Processing region: reg005_A at scale 2.0
0.000 per cent patches are empty
reg005_A at scale 2.0 has 0 patches with zero diveristy
reg005_A at scale 2.0 diversity is 2.798898509128272
Processing region: reg005_B at scale 2.0
0.000 per cent patches are empty
reg005_B at scale 2.0 has 0 patches with zero diveristy
reg005_B at scale 2.0 diversity is 2.694506707221392
Processing region: reg006_A at scale 2.0
0.000 per cent patches are empty
reg006_A at scale 2.0 has 0 patches with zero diveristy
reg006_A at scale 2.0 diversity is 3.0073481335469676
Processing region: reg006_B at scale 2.0
0.000 per cent patches are empty
reg006_B at scale 2.0 has 0 patches with zero diveristy
reg006_B at scale 2.0 diversity is 2.8859110557062992
Processing region: reg007_A at scale 2.0
0.000 per cent patches are empty
reg007_A at scale 2.0 has 0 patches with zero diveristy
reg007_A at scale 2.0 diversity is 2.3577983784154317
Processing region: reg007_B at scale 2.0
0.000 per cent patches are empty
reg007_B at scale 2.0 has 0 patches with zero diveristy
reg007_B at scale 2.0 diversity is 2.607293813373253
Processing region: reg008_A at scale 2.0
0.000 per cent patches are empty
reg008_A at scale 2.0 has 0 patches with zero diveristy
reg008_A at scale 2.0 diversity is 2.334349986612683
Processing region: reg008_B at scale 2.0
0.000 per cent patches are empty
reg008_B at scale 2.0 has 0 patches with zero diveristy
reg008_B at scale 2.0 diversity is 2.3060865930088674
Processing region: reg009_A at scale 2.0
0.000 per cent patches are empty
reg009_A at scale 2.0 has 0 patches with zero diveristy
reg009_A at scale 2.0 diversity is 2.9203552400591923
Processing region: reg009_B at scale 2.0
0.000 per cent patches are empty
reg009_B at scale 2.0 has 0 patches with zero diveristy
reg009_B at scale 2.0 diversity is 2.530705606466985
Processing region: reg010_A at scale 2.0
0.000 per cent patches are empty
reg010_A at scale 2.0 has 0 patches with zero diveristy
reg010_A at scale 2.0 diversity is 3.1818384035654357
Processing region: reg010_B at scale 2.0
0.000 per cent patches are empty
reg010_B at scale 2.0 has 0 patches with zero diveristy
reg010_B at scale 2.0 diversity is 3.0994554983880036
Processing region: reg011_A at scale 2.0
0.000 per cent patches are empty
reg011_A at scale 2.0 has 0 patches with zero diveristy
reg011_A at scale 2.0 diversity is 2.9854848615599265
Processing region: reg011_B at scale 2.0
0.000 per cent patches are empty
reg011_B at scale 2.0 has 0 patches with zero diveristy
reg011_B at scale 2.0 diversity is 3.0188474188887655
Processing region: reg012_A at scale 2.0
0.000 per cent patches are empty
reg012_A at scale 2.0 has 0 patches with zero diveristy
reg012_A at scale 2.0 diversity is 2.7635252200318203
Processing region: reg012_B at scale 2.0
0.000 per cent patches are empty
reg012_B at scale 2.0 has 0 patches with zero diveristy
reg012_B at scale 2.0 diversity is 2.137662763876956
Processing region: reg013_A at scale 2.0
0.000 per cent patches are empty
reg013_A at scale 2.0 has 0 patches with zero diveristy
reg013_A at scale 2.0 diversity is 2.3833344322980783
Processing region: reg013_B at scale 2.0
0.000 per cent patches are empty
reg013_B at scale 2.0 has 0 patches with zero diveristy
reg013_B at scale 2.0 diversity is 2.75996980712337
Processing region: reg014_A at scale 2.0
0.000 per cent patches are empty
reg014_A at scale 2.0 has 0 patches with zero diveristy
reg014_A at scale 2.0 diversity is 2.7988658517832863
Processing region: reg014_B at scale 2.0
0.000 per cent patches are empty
reg014_B at scale 2.0 has 0 patches with zero diveristy
reg014_B at scale 2.0 diversity is 2.7205386288694506
Processing region: reg015_A at scale 2.0
0.000 per cent patches are empty
reg015_A at scale 2.0 has 0 patches with zero diveristy
reg015_A at scale 2.0 diversity is 2.7284531088320736
Processing region: reg015_B at scale 2.0
0.000 per cent patches are empty
reg015_B at scale 2.0 has 0 patches with zero diveristy
reg015_B at scale 2.0 diversity is 1.7994770590494373
Processing region: reg016_A at scale 2.0
0.000 per cent patches are empty
reg016_A at scale 2.0 has 0 patches with zero diveristy
reg016_A at scale 2.0 diversity is 2.617353044572593
Processing region: reg016_B at scale 2.0
0.000 per cent patches are empty
reg016_B at scale 2.0 has 0 patches with zero diveristy
reg016_B at scale 2.0 diversity is 2.645222265804777
Processing region: reg017_A at scale 2.0
0.000 per cent patches are empty
reg017_A at scale 2.0 has 0 patches with zero diveristy
reg017_A at scale 2.0 diversity is 2.8480838985469985
Processing region: reg017_B at scale 2.0
0.000 per cent patches are empty
reg017_B at scale 2.0 has 0 patches with zero diveristy
reg017_B at scale 2.0 diversity is 3.1261504679194556
Processing region: reg018_A at scale 2.0
0.000 per cent patches are empty
reg018_A at scale 2.0 has 0 patches with zero diveristy
reg018_A at scale 2.0 diversity is 3.0230092602584158
Processing region: reg018_B at scale 2.0
0.000 per cent patches are empty
reg018_B at scale 2.0 has 0 patches with zero diveristy
reg018_B at scale 2.0 diversity is 2.3669000326870404
Processing region: reg019_A at scale 2.0
0.000 per cent patches are empty
reg019_A at scale 2.0 has 0 patches with zero diveristy
reg019_A at scale 2.0 diversity is 2.3332992092423406
Processing region: reg019_B at scale 2.0
0.000 per cent patches are empty
reg019_B at scale 2.0 has 0 patches with zero diveristy
reg019_B at scale 2.0 diversity is 2.2237925560786556
Processing region: reg020_A at scale 2.0
0.000 per cent patches are empty
reg020_A at scale 2.0 has 0 patches with zero diveristy
reg020_A at scale 2.0 diversity is 2.971366154333284
Processing region: reg020_B at scale 2.0
0.000 per cent patches are empty
reg020_B at scale 2.0 has 0 patches with zero diveristy
reg020_B at scale 2.0 diversity is 2.992584946090993
Processing region: reg021_A at scale 2.0
0.000 per cent patches are empty
reg021_A at scale 2.0 has 0 patches with zero diveristy
reg021_A at scale 2.0 diversity is 2.8041743883930996
Processing region: reg021_B at scale 2.0
0.000 per cent patches are empty
reg021_B at scale 2.0 has 0 patches with zero diveristy
reg021_B at scale 2.0 diversity is 2.9243665627701203
Processing region: reg022_A at scale 2.0
0.000 per cent patches are empty
reg022_A at scale 2.0 has 0 patches with zero diveristy
reg022_A at scale 2.0 diversity is 2.752586411309329
Processing region: reg022_B at scale 2.0
0.000 per cent patches are empty
reg022_B at scale 2.0 has 0 patches with zero diveristy
reg022_B at scale 2.0 diversity is 3.1356093204505244
Processing region: reg023_A at scale 2.0
0.000 per cent patches are empty
reg023_A at scale 2.0 has 0 patches with zero diveristy
reg023_A at scale 2.0 diversity is 1.7961463433492457
Processing region: reg023_B at scale 2.0
0.000 per cent patches are empty
reg023_B at scale 2.0 has 0 patches with zero diveristy
reg023_B at scale 2.0 diversity is 3.3058528331339563
Processing region: reg024_A at scale 2.0
0.000 per cent patches are empty
reg024_A at scale 2.0 has 0 patches with zero diveristy
reg024_A at scale 2.0 diversity is 2.105757515721894
Processing region: reg024_B at scale 2.0
0.000 per cent patches are empty
reg024_B at scale 2.0 has 0 patches with zero diveristy
reg024_B at scale 2.0 diversity is 2.224181528346875
Processing region: reg025_A at scale 2.0
0.000 per cent patches are empty
reg025_A at scale 2.0 has 0 patches with zero diveristy
reg025_A at scale 2.0 diversity is 2.8848975740211067
Processing region: reg025_B at scale 2.0
0.000 per cent patches are empty
reg025_B at scale 2.0 has 0 patches with zero diveristy
reg025_B at scale 2.0 diversity is 3.029128263674023
Processing region: reg026_A at scale 2.0
0.000 per cent patches are empty
reg026_A at scale 2.0 has 0 patches with zero diveristy
reg026_A at scale 2.0 diversity is 3.137453402688342
Processing region: reg026_B at scale 2.0
0.000 per cent patches are empty
reg026_B at scale 2.0 has 0 patches with zero diveristy
reg026_B at scale 2.0 diversity is 2.7292429025198977
Processing region: reg027_A at scale 2.0
0.000 per cent patches are empty
reg027_A at scale 2.0 has 0 patches with zero diveristy
reg027_A at scale 2.0 diversity is 2.7966400356352548
Processing region: reg027_B at scale 2.0
0.000 per cent patches are empty
reg027_B at scale 2.0 has 0 patches with zero diveristy
reg027_B at scale 2.0 diversity is 2.2160987163767256
Processing region: reg028_A at scale 2.0
0.000 per cent patches are empty
reg028_A at scale 2.0 has 0 patches with zero diveristy
reg028_A at scale 2.0 diversity is 3.4178433255452196
Processing region: reg028_B at scale 2.0
0.000 per cent patches are empty
reg028_B at scale 2.0 has 0 patches with zero diveristy
reg028_B at scale 2.0 diversity is 3.141115259713353
Processing region: reg029_A at scale 2.0
0.000 per cent patches are empty
reg029_A at scale 2.0 has 0 patches with zero diveristy
reg029_A at scale 2.0 diversity is 2.3517201560879855
Processing region: reg029_B at scale 2.0
0.000 per cent patches are empty
reg029_B at scale 2.0 has 0 patches with zero diveristy
reg029_B at scale 2.0 diversity is 2.1135717504325555
Processing region: reg030_A at scale 2.0
0.000 per cent patches are empty
reg030_A at scale 2.0 has 0 patches with zero diveristy
reg030_A at scale 2.0 diversity is 2.9389710559037736
Processing region: reg030_B at scale 2.0
0.000 per cent patches are empty
reg030_B at scale 2.0 has 0 patches with zero diveristy
reg030_B at scale 2.0 diversity is 1.8245292609524024
Processing region: reg031_A at scale 2.0
0.000 per cent patches are empty
reg031_A at scale 2.0 has 0 patches with zero diveristy
reg031_A at scale 2.0 diversity is 2.8674431705406382
Processing region: reg031_B at scale 2.0
0.000 per cent patches are empty
reg031_B at scale 2.0 has 0 patches with zero diveristy
reg031_B at scale 2.0 diversity is 3.213790354369765
Processing region: reg032_A at scale 2.0
0.000 per cent patches are empty
reg032_A at scale 2.0 has 0 patches with zero diveristy
reg032_A at scale 2.0 diversity is 3.0489069439668826
Processing region: reg032_B at scale 2.0
0.000 per cent patches are empty
reg032_B at scale 2.0 has 0 patches with zero diveristy
reg032_B at scale 2.0 diversity is 3.143420702529476
Processing region: reg033_A at scale 2.0
0.000 per cent patches are empty
reg033_A at scale 2.0 has 0 patches with zero diveristy
reg033_A at scale 2.0 diversity is 2.527373044461171
Processing region: reg033_B at scale 2.0
0.000 per cent patches are empty
reg033_B at scale 2.0 has 0 patches with zero diveristy
reg033_B at scale 2.0 diversity is 2.5147141187950557
Processing region: reg034_A at scale 2.0
0.000 per cent patches are empty
reg034_A at scale 2.0 has 0 patches with zero diveristy
reg034_A at scale 2.0 diversity is 2.7074354481330007
Processing region: reg034_B at scale 2.0
0.000 per cent patches are empty
reg034_B at scale 2.0 has 0 patches with zero diveristy
reg034_B at scale 2.0 diversity is 2.4018042365312335
Processing region: reg035_A at scale 2.0
0.000 per cent patches are empty
reg035_A at scale 2.0 has 0 patches with zero diveristy
reg035_A at scale 2.0 diversity is 2.799613911754396
Processing region: reg035_B at scale 2.0
0.000 per cent patches are empty
reg035_B at scale 2.0 has 0 patches with zero diveristy
reg035_B at scale 2.0 diversity is 2.302022735036954
Processing region: reg036_A at scale 2.0
0.000 per cent patches are empty
reg036_A at scale 2.0 has 0 patches with zero diveristy
reg036_A at scale 2.0 diversity is 3.075899366038348
Processing region: reg036_B at scale 2.0
0.000 per cent patches are empty
reg036_B at scale 2.0 has 0 patches with zero diveristy
reg036_B at scale 2.0 diversity is 2.1891631617555354
Processing region: reg037_A at scale 2.0
0.000 per cent patches are empty
reg037_A at scale 2.0 has 0 patches with zero diveristy
reg037_A at scale 2.0 diversity is 2.927739991601529
Processing region: reg037_B at scale 2.0
0.000 per cent patches are empty
reg037_B at scale 2.0 has 0 patches with zero diveristy
reg037_B at scale 2.0 diversity is 2.5889106052694433
Processing region: reg038_A at scale 2.0
0.000 per cent patches are empty
reg038_A at scale 2.0 has 0 patches with zero diveristy
reg038_A at scale 2.0 diversity is 2.851257124628696
Processing region: reg038_B at scale 2.0
0.000 per cent patches are empty
reg038_B at scale 2.0 has 0 patches with zero diveristy
reg038_B at scale 2.0 diversity is 2.5110933688101302
Processing region: reg039_A at scale 2.0
0.000 per cent patches are empty
reg039_A at scale 2.0 has 0 patches with zero diveristy
reg039_A at scale 2.0 diversity is 2.7501398430064765
Processing region: reg039_B at scale 2.0
0.000 per cent patches are empty
reg039_B at scale 2.0 has 0 patches with zero diveristy
reg039_B at scale 2.0 diversity is 2.7722004138599106
Processing region: reg040_A at scale 2.0
0.000 per cent patches are empty
reg040_A at scale 2.0 has 0 patches with zero diveristy
reg040_A at scale 2.0 diversity is 2.801217367062181
Processing region: reg040_B at scale 2.0
0.000 per cent patches are empty
reg040_B at scale 2.0 has 0 patches with zero diveristy
reg040_B at scale 2.0 diversity is 2.6177864218387
Processing region: reg041_A at scale 2.0
0.000 per cent patches are empty
reg041_A at scale 2.0 has 0 patches with zero diveristy
reg041_A at scale 2.0 diversity is 2.820376527688662
Processing region: reg041_B at scale 2.0
0.000 per cent patches are empty
reg041_B at scale 2.0 has 0 patches with zero diveristy
reg041_B at scale 2.0 diversity is 1.9430788195399333
Processing region: reg042_A at scale 2.0
0.000 per cent patches are empty
reg042_A at scale 2.0 has 0 patches with zero diveristy
reg042_A at scale 2.0 diversity is 1.586478372245642
Processing region: reg042_B at scale 2.0
0.000 per cent patches are empty
reg042_B at scale 2.0 has 0 patches with zero diveristy
reg042_B at scale 2.0 diversity is 1.4927608714421754
Processing region: reg043_A at scale 2.0
0.000 per cent patches are empty
reg043_A at scale 2.0 has 0 patches with zero diveristy
reg043_A at scale 2.0 diversity is 2.1503898337025666
Processing region: reg043_B at scale 2.0
0.000 per cent patches are empty
reg043_B at scale 2.0 has 0 patches with zero diveristy
reg043_B at scale 2.0 diversity is 1.6724706540785874
Processing region: reg044_A at scale 2.0
0.000 per cent patches are empty
reg044_A at scale 2.0 has 0 patches with zero diveristy
reg044_A at scale 2.0 diversity is 2.6124029928819477
Processing region: reg044_B at scale 2.0
0.000 per cent patches are empty
reg044_B at scale 2.0 has 0 patches with zero diveristy
reg044_B at scale 2.0 diversity is 1.7951798871976072
Processing region: reg045_A at scale 2.0
0.000 per cent patches are empty
reg045_A at scale 2.0 has 0 patches with zero diveristy
reg045_A at scale 2.0 diversity is 2.2895773085377495
Processing region: reg045_B at scale 2.0
0.000 per cent patches are empty
reg045_B at scale 2.0 has 0 patches with zero diveristy
reg045_B at scale 2.0 diversity is 2.7768677210528883
Processing region: reg046_A at scale 2.0
0.000 per cent patches are empty
reg046_A at scale 2.0 has 0 patches with zero diveristy
reg046_A at scale 2.0 diversity is 3.315128845125775
Processing region: reg046_B at scale 2.0
0.000 per cent patches are empty
reg046_B at scale 2.0 has 0 patches with zero diveristy
reg046_B at scale 2.0 diversity is 3.053485127952065
Processing region: reg047_A at scale 2.0
0.000 per cent patches are empty
reg047_A at scale 2.0 has 0 patches with zero diveristy
reg047_A at scale 2.0 diversity is 2.8928484684974425
Processing region: reg047_B at scale 2.0
0.000 per cent patches are empty
reg047_B at scale 2.0 has 0 patches with zero diveristy
reg047_B at scale 2.0 diversity is 1.9153496856985486
Processing region: reg048_A at scale 2.0
0.000 per cent patches are empty
reg048_A at scale 2.0 has 0 patches with zero diveristy
reg048_A at scale 2.0 diversity is 3.0029544926585374
Processing region: reg048_B at scale 2.0
0.000 per cent patches are empty
reg048_B at scale 2.0 has 0 patches with zero diveristy
reg048_B at scale 2.0 diversity is 2.9804816820205104
Processing region: reg049_A at scale 2.0
0.000 per cent patches are empty
reg049_A at scale 2.0 has 0 patches with zero diveristy
reg049_A at scale 2.0 diversity is 2.505208100394996
Processing region: reg049_B at scale 2.0
0.000 per cent patches are empty
reg049_B at scale 2.0 has 0 patches with zero diveristy
reg049_B at scale 2.0 diversity is 2.9161399723350385
Processing region: reg050_A at scale 2.0
0.000 per cent patches are empty
reg050_A at scale 2.0 has 0 patches with zero diveristy
reg050_A at scale 2.0 diversity is 2.0832690615372083
Processing region: reg050_B at scale 2.0
0.000 per cent patches are empty
reg050_B at scale 2.0 has 0 patches with zero diveristy
reg050_B at scale 2.0 diversity is 2.4407015139232318
Processing region: reg051_A at scale 2.0
0.000 per cent patches are empty
reg051_A at scale 2.0 has 0 patches with zero diveristy
reg051_A at scale 2.0 diversity is 2.7723543832512014
Processing region: reg051_B at scale 2.0
0.000 per cent patches are empty
reg051_B at scale 2.0 has 0 patches with zero diveristy
reg051_B at scale 2.0 diversity is 2.3807047380847712
Processing region: reg052_A at scale 2.0
0.000 per cent patches are empty
reg052_A at scale 2.0 has 0 patches with zero diveristy
reg052_A at scale 2.0 diversity is 2.6181633078096036
Processing region: reg052_B at scale 2.0
0.000 per cent patches are empty
reg052_B at scale 2.0 has 0 patches with zero diveristy
reg052_B at scale 2.0 diversity is 2.3462190590052017
Processing region: reg053_A at scale 2.0
0.000 per cent patches are empty
reg053_A at scale 2.0 has 0 patches with zero diveristy
reg053_A at scale 2.0 diversity is 3.194901537175901
Processing region: reg053_B at scale 2.0
0.000 per cent patches are empty
reg053_B at scale 2.0 has 0 patches with zero diveristy
reg053_B at scale 2.0 diversity is 2.422953985950602
Processing region: reg054_A at scale 2.0
0.000 per cent patches are empty
reg054_A at scale 2.0 has 0 patches with zero diveristy
reg054_A at scale 2.0 diversity is 2.84122092784912
Processing region: reg054_B at scale 2.0
0.000 per cent patches are empty
reg054_B at scale 2.0 has 0 patches with zero diveristy
reg054_B at scale 2.0 diversity is 2.259640353792332
Processing region: reg055_A at scale 2.0
0.000 per cent patches are empty
reg055_A at scale 2.0 has 0 patches with zero diveristy
reg055_A at scale 2.0 diversity is 2.931977622263422
Processing region: reg055_B at scale 2.0
0.000 per cent patches are empty
reg055_B at scale 2.0 has 0 patches with zero diveristy
reg055_B at scale 2.0 diversity is 2.4241989335748277
Processing region: reg056_A at scale 2.0
0.000 per cent patches are empty
reg056_A at scale 2.0 has 0 patches with zero diveristy
reg056_A at scale 2.0 diversity is 3.3336913955365493
Processing region: reg056_B at scale 2.0
0.000 per cent patches are empty
reg056_B at scale 2.0 has 0 patches with zero diveristy
reg056_B at scale 2.0 diversity is 3.06121137431393
Processing region: reg057_A at scale 2.0
0.000 per cent patches are empty
reg057_A at scale 2.0 has 0 patches with zero diveristy
reg057_A at scale 2.0 diversity is 1.9311336648802577
Processing region: reg057_B at scale 2.0
0.000 per cent patches are empty
reg057_B at scale 2.0 has 0 patches with zero diveristy
reg057_B at scale 2.0 diversity is 2.8849230678783955
Processing region: reg058_A at scale 2.0
0.000 per cent patches are empty
reg058_A at scale 2.0 has 0 patches with zero diveristy
reg058_A at scale 2.0 diversity is 1.1193777883958766
Processing region: reg058_B at scale 2.0
0.000 per cent patches are empty
reg058_B at scale 2.0 has 0 patches with zero diveristy
reg058_B at scale 2.0 diversity is 0.7261372057812775
Processing region: reg059_A at scale 2.0
0.000 per cent patches are empty
reg059_A at scale 2.0 has 0 patches with zero diveristy
reg059_A at scale 2.0 diversity is 3.026656580317602
Processing region: reg059_B at scale 2.0
0.000 per cent patches are empty
reg059_B at scale 2.0 has 0 patches with zero diveristy
reg059_B at scale 2.0 diversity is 2.630511966264921
Processing region: reg060_A at scale 2.0
0.000 per cent patches are empty
reg060_A at scale 2.0 has 0 patches with zero diveristy
reg060_A at scale 2.0 diversity is 3.0753116864042886
Processing region: reg060_B at scale 2.0
0.000 per cent patches are empty
reg060_B at scale 2.0 has 0 patches with zero diveristy
reg060_B at scale 2.0 diversity is 2.914872093216821
Processing region: reg061_A at scale 2.0
0.000 per cent patches are empty
reg061_A at scale 2.0 has 0 patches with zero diveristy
reg061_A at scale 2.0 diversity is 2.7104564453687585
Processing region: reg061_B at scale 2.0
0.000 per cent patches are empty
reg061_B at scale 2.0 has 0 patches with zero diveristy
reg061_B at scale 2.0 diversity is 2.983874307208561
Processing region: reg062_A at scale 2.0
0.000 per cent patches are empty
reg062_A at scale 2.0 has 0 patches with zero diveristy
reg062_A at scale 2.0 diversity is 2.7188912135702408
Processing region: reg062_B at scale 2.0
0.000 per cent patches are empty
reg062_B at scale 2.0 has 0 patches with zero diveristy
reg062_B at scale 2.0 diversity is 3.025015486366876
Processing region: reg063_A at scale 2.0
0.000 per cent patches are empty
reg063_A at scale 2.0 has 0 patches with zero diveristy
reg063_A at scale 2.0 diversity is 2.3876113318737273
Processing region: reg063_B at scale 2.0
0.000 per cent patches are empty
reg063_B at scale 2.0 has 0 patches with zero diveristy
reg063_B at scale 2.0 diversity is 3.0699850404039104
Processing region: reg064_A at scale 2.0
0.000 per cent patches are empty
reg064_A at scale 2.0 has 0 patches with zero diveristy
reg064_A at scale 2.0 diversity is 2.3677793458693284
Processing region: reg064_B at scale 2.0
0.000 per cent patches are empty
reg064_B at scale 2.0 has 0 patches with zero diveristy
reg064_B at scale 2.0 diversity is 3.183636600785769
Processing region: reg065_A at scale 2.0
0.000 per cent patches are empty
reg065_A at scale 2.0 has 0 patches with zero diveristy
reg065_A at scale 2.0 diversity is 1.9524192173371937
Processing region: reg065_B at scale 2.0
0.000 per cent patches are empty
reg065_B at scale 2.0 has 0 patches with zero diveristy
reg065_B at scale 2.0 diversity is 2.8202450781019914
Processing region: reg066_A at scale 2.0
0.000 per cent patches are empty
reg066_A at scale 2.0 has 0 patches with zero diveristy
reg066_A at scale 2.0 diversity is 2.222492851829908
Processing region: reg066_B at scale 2.0
0.000 per cent patches are empty
reg066_B at scale 2.0 has 0 patches with zero diveristy
reg066_B at scale 2.0 diversity is 2.8589435189018477
Processing region: reg067_A at scale 2.0
0.000 per cent patches are empty
reg067_A at scale 2.0 has 0 patches with zero diveristy
reg067_A at scale 2.0 diversity is 3.174313126306071
Processing region: reg067_B at scale 2.0
25.000 per cent patches are empty
reg067_B at scale 2.0 has 0 patches with zero diveristy
reg067_B at scale 2.0 diversity is 1.8404742956555353
Processing region: reg068_A at scale 2.0
0.000 per cent patches are empty
reg068_A at scale 2.0 has 0 patches with zero diveristy
reg068_A at scale 2.0 diversity is 2.816110317659155
Processing region: reg068_B at scale 2.0
0.000 per cent patches are empty
reg068_B at scale 2.0 has 0 patches with zero diveristy
reg068_B at scale 2.0 diversity is 3.37063036600333
Processing region: reg069_A at scale 2.0
0.000 per cent patches are empty
reg069_A at scale 2.0 has 0 patches with zero diveristy
reg069_A at scale 2.0 diversity is 3.0535958241158574
Processing region: reg069_B at scale 2.0
0.000 per cent patches are empty
reg069_B at scale 2.0 has 0 patches with zero diveristy
reg069_B at scale 2.0 diversity is 3.0349520079645496
Processing region: reg070_A at scale 2.0
0.000 per cent patches are empty
reg070_A at scale 2.0 has 0 patches with zero diveristy
reg070_A at scale 2.0 diversity is 2.311330477230654
Processing region: reg070_B at scale 2.0
0.000 per cent patches are empty
reg070_B at scale 2.0 has 0 patches with zero diveristy
reg070_B at scale 2.0 diversity is 2.2190816001107243
Processing region: reg001_A at scale 4.0
0.000 per cent patches are empty
reg001_A at scale 4.0 has 0 patches with zero diveristy
reg001_A at scale 4.0 diversity is 2.6912257855375854
Processing region: reg001_B at scale 4.0
0.000 per cent patches are empty
reg001_B at scale 4.0 has 0 patches with zero diveristy
reg001_B at scale 4.0 diversity is 2.508511745312688
Processing region: reg002_A at scale 4.0
0.000 per cent patches are empty
reg002_A at scale 4.0 has 0 patches with zero diveristy
reg002_A at scale 4.0 diversity is 2.5763810374235856
Processing region: reg002_B at scale 4.0
0.000 per cent patches are empty
reg002_B at scale 4.0 has 0 patches with zero diveristy
reg002_B at scale 4.0 diversity is 1.0092913098737057
Processing region: reg003_A at scale 4.0
6.250 per cent patches are empty
reg003_A at scale 4.0 has 1 patches with zero diveristy
reg003_A at scale 4.0 diversity is 2.40299494392918
Processing region: reg003_B at scale 4.0
0.000 per cent patches are empty
reg003_B at scale 4.0 has 0 patches with zero diveristy
reg003_B at scale 4.0 diversity is 2.2352323000088967
Processing region: reg004_A at scale 4.0
0.000 per cent patches are empty
reg004_A at scale 4.0 has 0 patches with zero diveristy
reg004_A at scale 4.0 diversity is 2.7239538152784335
Processing region: reg004_B at scale 4.0
0.000 per cent patches are empty
reg004_B at scale 4.0 has 0 patches with zero diveristy
reg004_B at scale 4.0 diversity is 2.239496883238029
Processing region: reg005_A at scale 4.0
0.000 per cent patches are empty
reg005_A at scale 4.0 has 0 patches with zero diveristy
reg005_A at scale 4.0 diversity is 2.5058962999578607
Processing region: reg005_B at scale 4.0
6.250 per cent patches are empty
reg005_B at scale 4.0 has 1 patches with zero diveristy
reg005_B at scale 4.0 diversity is 2.2974603781476604
Processing region: reg006_A at scale 4.0
0.000 per cent patches are empty
reg006_A at scale 4.0 has 0 patches with zero diveristy
reg006_A at scale 4.0 diversity is 2.8049149639675326
Processing region: reg006_B at scale 4.0
0.000 per cent patches are empty
reg006_B at scale 4.0 has 0 patches with zero diveristy
reg006_B at scale 4.0 diversity is 2.661566961345321
Processing region: reg007_A at scale 4.0
0.000 per cent patches are empty
reg007_A at scale 4.0 has 0 patches with zero diveristy
reg007_A at scale 4.0 diversity is 2.0720087383758763
Processing region: reg007_B at scale 4.0
0.000 per cent patches are empty
reg007_B at scale 4.0 has 0 patches with zero diveristy
reg007_B at scale 4.0 diversity is 2.223769568863302
Processing region: reg008_A at scale 4.0
6.250 per cent patches are empty
reg008_A at scale 4.0 has 1 patches with zero diveristy
reg008_A at scale 4.0 diversity is 1.8819007929993086
Processing region: reg008_B at scale 4.0
0.000 per cent patches are empty
reg008_B at scale 4.0 has 0 patches with zero diveristy
reg008_B at scale 4.0 diversity is 2.1184621981095377
Processing region: reg009_A at scale 4.0
0.000 per cent patches are empty
reg009_A at scale 4.0 has 0 patches with zero diveristy
reg009_A at scale 4.0 diversity is 2.7187002813275343
Processing region: reg009_B at scale 4.0
0.000 per cent patches are empty
reg009_B at scale 4.0 has 0 patches with zero diveristy
reg009_B at scale 4.0 diversity is 2.448889454136096
Processing region: reg010_A at scale 4.0
0.000 per cent patches are empty
reg010_A at scale 4.0 has 0 patches with zero diveristy
reg010_A at scale 4.0 diversity is 2.901288804238678
Processing region: reg010_B at scale 4.0
0.000 per cent patches are empty
reg010_B at scale 4.0 has 0 patches with zero diveristy
reg010_B at scale 4.0 diversity is 2.765224550587904
Processing region: reg011_A at scale 4.0
0.000 per cent patches are empty
reg011_A at scale 4.0 has 0 patches with zero diveristy
reg011_A at scale 4.0 diversity is 2.744119864315903
Processing region: reg011_B at scale 4.0
0.000 per cent patches are empty
reg011_B at scale 4.0 has 0 patches with zero diveristy
reg011_B at scale 4.0 diversity is 2.470285925795813
Processing region: reg012_A at scale 4.0
0.000 per cent patches are empty
reg012_A at scale 4.0 has 0 patches with zero diveristy
reg012_A at scale 4.0 diversity is 2.4489169928974905
Processing region: reg012_B at scale 4.0
6.250 per cent patches are empty
reg012_B at scale 4.0 has 1 patches with zero diveristy
reg012_B at scale 4.0 diversity is 1.7471079857854763
Processing region: reg013_A at scale 4.0
0.000 per cent patches are empty
reg013_A at scale 4.0 has 0 patches with zero diveristy
reg013_A at scale 4.0 diversity is 2.1524305538204276
Processing region: reg013_B at scale 4.0
0.000 per cent patches are empty
reg013_B at scale 4.0 has 0 patches with zero diveristy
reg013_B at scale 4.0 diversity is 2.520180774088927
Processing region: reg014_A at scale 4.0
0.000 per cent patches are empty
reg014_A at scale 4.0 has 0 patches with zero diveristy
reg014_A at scale 4.0 diversity is 2.4812265005534124
Processing region: reg014_B at scale 4.0
0.000 per cent patches are empty
reg014_B at scale 4.0 has 0 patches with zero diveristy
reg014_B at scale 4.0 diversity is 2.518657583271807
Processing region: reg015_A at scale 4.0
0.000 per cent patches are empty
reg015_A at scale 4.0 has 0 patches with zero diveristy
reg015_A at scale 4.0 diversity is 2.485686640035546
Processing region: reg015_B at scale 4.0
0.000 per cent patches are empty
reg015_B at scale 4.0 has 0 patches with zero diveristy
reg015_B at scale 4.0 diversity is 1.6663483336287583
Processing region: reg016_A at scale 4.0
0.000 per cent patches are empty
reg016_A at scale 4.0 has 0 patches with zero diveristy
reg016_A at scale 4.0 diversity is 2.422934885830574
Processing region: reg016_B at scale 4.0
0.000 per cent patches are empty
reg016_B at scale 4.0 has 0 patches with zero diveristy
reg016_B at scale 4.0 diversity is 2.4286480207114938
Processing region: reg017_A at scale 4.0
0.000 per cent patches are empty
reg017_A at scale 4.0 has 0 patches with zero diveristy
reg017_A at scale 4.0 diversity is 2.5948491092335506
Processing region: reg017_B at scale 4.0
0.000 per cent patches are empty
reg017_B at scale 4.0 has 0 patches with zero diveristy
reg017_B at scale 4.0 diversity is 2.774326887094235
Processing region: reg018_A at scale 4.0
0.000 per cent patches are empty
reg018_A at scale 4.0 has 0 patches with zero diveristy
reg018_A at scale 4.0 diversity is 2.6183636107516435
Processing region: reg018_B at scale 4.0
0.000 per cent patches are empty
reg018_B at scale 4.0 has 0 patches with zero diveristy
reg018_B at scale 4.0 diversity is 2.123087714675039
Processing region: reg019_A at scale 4.0
6.250 per cent patches are empty
reg019_A at scale 4.0 has 0 patches with zero diveristy
reg019_A at scale 4.0 diversity is 2.017202288679072
Processing region: reg019_B at scale 4.0
6.250 per cent patches are empty
reg019_B at scale 4.0 has 1 patches with zero diveristy
reg019_B at scale 4.0 diversity is 1.420851519204359
Processing region: reg020_A at scale 4.0
0.000 per cent patches are empty
reg020_A at scale 4.0 has 0 patches with zero diveristy
reg020_A at scale 4.0 diversity is 2.7080420261090867
Processing region: reg020_B at scale 4.0
0.000 per cent patches are empty
reg020_B at scale 4.0 has 0 patches with zero diveristy
reg020_B at scale 4.0 diversity is 2.8570169499980596
Processing region: reg021_A at scale 4.0
0.000 per cent patches are empty
reg021_A at scale 4.0 has 0 patches with zero diveristy
reg021_A at scale 4.0 diversity is 2.4923208169420734
Processing region: reg021_B at scale 4.0
0.000 per cent patches are empty
reg021_B at scale 4.0 has 0 patches with zero diveristy
reg021_B at scale 4.0 diversity is 2.3797447253640964
Processing region: reg022_A at scale 4.0
0.000 per cent patches are empty
reg022_A at scale 4.0 has 0 patches with zero diveristy
reg022_A at scale 4.0 diversity is 2.576345618958105
Processing region: reg022_B at scale 4.0
0.000 per cent patches are empty
reg022_B at scale 4.0 has 1 patches with zero diveristy
reg022_B at scale 4.0 diversity is 2.5725024190202213
Processing region: reg023_A at scale 4.0
12.500 per cent patches are empty
reg023_A at scale 4.0 has 0 patches with zero diveristy
reg023_A at scale 4.0 diversity is 1.53640564884635
Processing region: reg023_B at scale 4.0
0.000 per cent patches are empty
reg023_B at scale 4.0 has 0 patches with zero diveristy
reg023_B at scale 4.0 diversity is 3.081867323706144
Processing region: reg024_A at scale 4.0
0.000 per cent patches are empty
reg024_A at scale 4.0 has 0 patches with zero diveristy
reg024_A at scale 4.0 diversity is 1.9594151536098638
Processing region: reg024_B at scale 4.0
0.000 per cent patches are empty
reg024_B at scale 4.0 has 0 patches with zero diveristy
reg024_B at scale 4.0 diversity is 2.0979048551559996
Processing region: reg025_A at scale 4.0
0.000 per cent patches are empty
reg025_A at scale 4.0 has 0 patches with zero diveristy
reg025_A at scale 4.0 diversity is 2.5788803350843272
Processing region: reg025_B at scale 4.0
0.000 per cent patches are empty
reg025_B at scale 4.0 has 0 patches with zero diveristy
reg025_B at scale 4.0 diversity is 2.7155616172343815
Processing region: reg026_A at scale 4.0
0.000 per cent patches are empty
reg026_A at scale 4.0 has 0 patches with zero diveristy
reg026_A at scale 4.0 diversity is 2.950520774164608
Processing region: reg026_B at scale 4.0
0.000 per cent patches are empty
reg026_B at scale 4.0 has 0 patches with zero diveristy
reg026_B at scale 4.0 diversity is 2.6096562884028285
Processing region: reg027_A at scale 4.0
0.000 per cent patches are empty
reg027_A at scale 4.0 has 0 patches with zero diveristy
reg027_A at scale 4.0 diversity is 2.575019364816742
Processing region: reg027_B at scale 4.0
0.000 per cent patches are empty
reg027_B at scale 4.0 has 0 patches with zero diveristy
reg027_B at scale 4.0 diversity is 2.073792659899871
Processing region: reg028_A at scale 4.0
0.000 per cent patches are empty
reg028_A at scale 4.0 has 0 patches with zero diveristy
reg028_A at scale 4.0 diversity is 3.2328667604962695
Processing region: reg028_B at scale 4.0
0.000 per cent patches are empty
reg028_B at scale 4.0 has 0 patches with zero diveristy
reg028_B at scale 4.0 diversity is 2.966955126711894
Processing region: reg029_A at scale 4.0
0.000 per cent patches are empty
reg029_A at scale 4.0 has 0 patches with zero diveristy
reg029_A at scale 4.0 diversity is 2.113785592308676
Processing region: reg029_B at scale 4.0
0.000 per cent patches are empty
reg029_B at scale 4.0 has 0 patches with zero diveristy
reg029_B at scale 4.0 diversity is 1.8867529938578085
Processing region: reg030_A at scale 4.0
0.000 per cent patches are empty
reg030_A at scale 4.0 has 0 patches with zero diveristy
reg030_A at scale 4.0 diversity is 2.806596484947666
Processing region: reg030_B at scale 4.0
0.000 per cent patches are empty
reg030_B at scale 4.0 has 0 patches with zero diveristy
reg030_B at scale 4.0 diversity is 1.5803046749028604
Processing region: reg031_A at scale 4.0
0.000 per cent patches are empty
reg031_A at scale 4.0 has 0 patches with zero diveristy
reg031_A at scale 4.0 diversity is 2.695873676870986
Processing region: reg031_B at scale 4.0
0.000 per cent patches are empty
reg031_B at scale 4.0 has 0 patches with zero diveristy
reg031_B at scale 4.0 diversity is 2.965007045210802
Processing region: reg032_A at scale 4.0
0.000 per cent patches are empty
reg032_A at scale 4.0 has 0 patches with zero diveristy
reg032_A at scale 4.0 diversity is 2.7857185816520222
Processing region: reg032_B at scale 4.0
0.000 per cent patches are empty
reg032_B at scale 4.0 has 0 patches with zero diveristy
reg032_B at scale 4.0 diversity is 2.8851103073158213
Processing region: reg033_A at scale 4.0
0.000 per cent patches are empty
reg033_A at scale 4.0 has 0 patches with zero diveristy
reg033_A at scale 4.0 diversity is 2.4607063715685733
Processing region: reg033_B at scale 4.0
0.000 per cent patches are empty
reg033_B at scale 4.0 has 0 patches with zero diveristy
reg033_B at scale 4.0 diversity is 2.3183053093324117
Processing region: reg034_A at scale 4.0
0.000 per cent patches are empty
reg034_A at scale 4.0 has 0 patches with zero diveristy
reg034_A at scale 4.0 diversity is 2.59907305044079
Processing region: reg034_B at scale 4.0
0.000 per cent patches are empty
reg034_B at scale 4.0 has 0 patches with zero diveristy
reg034_B at scale 4.0 diversity is 2.21874873320456
Processing region: reg035_A at scale 4.0
0.000 per cent patches are empty
reg035_A at scale 4.0 has 0 patches with zero diveristy
reg035_A at scale 4.0 diversity is 2.5400862187776205
Processing region: reg035_B at scale 4.0
0.000 per cent patches are empty
reg035_B at scale 4.0 has 0 patches with zero diveristy
reg035_B at scale 4.0 diversity is 2.009293801669852
Processing region: reg036_A at scale 4.0
0.000 per cent patches are empty
reg036_A at scale 4.0 has 0 patches with zero diveristy
reg036_A at scale 4.0 diversity is 2.7864922736282027
Processing region: reg036_B at scale 4.0
0.000 per cent patches are empty
reg036_B at scale 4.0 has 1 patches with zero diveristy
reg036_B at scale 4.0 diversity is 1.8871738352990746
Processing region: reg037_A at scale 4.0
0.000 per cent patches are empty
reg037_A at scale 4.0 has 0 patches with zero diveristy
reg037_A at scale 4.0 diversity is 2.5105760460246414
Processing region: reg037_B at scale 4.0
0.000 per cent patches are empty
reg037_B at scale 4.0 has 0 patches with zero diveristy
reg037_B at scale 4.0 diversity is 2.2257376228807306
Processing region: reg038_A at scale 4.0
0.000 per cent patches are empty
reg038_A at scale 4.0 has 0 patches with zero diveristy
reg038_A at scale 4.0 diversity is 2.728365610428482
Processing region: reg038_B at scale 4.0
0.000 per cent patches are empty
reg038_B at scale 4.0 has 0 patches with zero diveristy
reg038_B at scale 4.0 diversity is 2.319347338468458
Processing region: reg039_A at scale 4.0
0.000 per cent patches are empty
reg039_A at scale 4.0 has 0 patches with zero diveristy
reg039_A at scale 4.0 diversity is 2.4013971766317983
Processing region: reg039_B at scale 4.0
0.000 per cent patches are empty
reg039_B at scale 4.0 has 0 patches with zero diveristy
reg039_B at scale 4.0 diversity is 2.385567597186299
Processing region: reg040_A at scale 4.0
0.000 per cent patches are empty
reg040_A at scale 4.0 has 0 patches with zero diveristy
reg040_A at scale 4.0 diversity is 2.5982686405147026
Processing region: reg040_B at scale 4.0
0.000 per cent patches are empty
reg040_B at scale 4.0 has 0 patches with zero diveristy
reg040_B at scale 4.0 diversity is 2.3054714695658873
Processing region: reg041_A at scale 4.0
0.000 per cent patches are empty
reg041_A at scale 4.0 has 0 patches with zero diveristy
reg041_A at scale 4.0 diversity is 2.611499919520702
Processing region: reg041_B at scale 4.0
0.000 per cent patches are empty
reg041_B at scale 4.0 has 0 patches with zero diveristy
reg041_B at scale 4.0 diversity is 1.7086811150086967
Processing region: reg042_A at scale 4.0
0.000 per cent patches are empty
reg042_A at scale 4.0 has 0 patches with zero diveristy
reg042_A at scale 4.0 diversity is 1.412249731404053
Processing region: reg042_B at scale 4.0
0.000 per cent patches are empty
reg042_B at scale 4.0 has 0 patches with zero diveristy
reg042_B at scale 4.0 diversity is 1.303806474662546
Processing region: reg043_A at scale 4.0
0.000 per cent patches are empty
reg043_A at scale 4.0 has 0 patches with zero diveristy
reg043_A at scale 4.0 diversity is 1.9450520789934216
Processing region: reg043_B at scale 4.0
0.000 per cent patches are empty
reg043_B at scale 4.0 has 0 patches with zero diveristy
reg043_B at scale 4.0 diversity is 1.4005357925956483
Processing region: reg044_A at scale 4.0
0.000 per cent patches are empty
reg044_A at scale 4.0 has 0 patches with zero diveristy
reg044_A at scale 4.0 diversity is 2.3905182338732827
Processing region: reg044_B at scale 4.0
6.250 per cent patches are empty
reg044_B at scale 4.0 has 1 patches with zero diveristy
reg044_B at scale 4.0 diversity is 1.5325797491427111
Processing region: reg045_A at scale 4.0
0.000 per cent patches are empty
reg045_A at scale 4.0 has 0 patches with zero diveristy
reg045_A at scale 4.0 diversity is 2.25074395347798
Processing region: reg045_B at scale 4.0
0.000 per cent patches are empty
reg045_B at scale 4.0 has 0 patches with zero diveristy
reg045_B at scale 4.0 diversity is 2.5495458882176933
Processing region: reg046_A at scale 4.0
0.000 per cent patches are empty
reg046_A at scale 4.0 has 0 patches with zero diveristy
reg046_A at scale 4.0 diversity is 3.041041408118236
Processing region: reg046_B at scale 4.0
0.000 per cent patches are empty
reg046_B at scale 4.0 has 0 patches with zero diveristy
reg046_B at scale 4.0 diversity is 2.9011803978494575
Processing region: reg047_A at scale 4.0
0.000 per cent patches are empty
reg047_A at scale 4.0 has 0 patches with zero diveristy
reg047_A at scale 4.0 diversity is 2.6609796781855533
Processing region: reg047_B at scale 4.0
0.000 per cent patches are empty
reg047_B at scale 4.0 has 0 patches with zero diveristy
reg047_B at scale 4.0 diversity is 1.7465111988719086
Processing region: reg048_A at scale 4.0
0.000 per cent patches are empty
reg048_A at scale 4.0 has 0 patches with zero diveristy
reg048_A at scale 4.0 diversity is 2.7825572538071452
Processing region: reg048_B at scale 4.0
0.000 per cent patches are empty
reg048_B at scale 4.0 has 0 patches with zero diveristy
reg048_B at scale 4.0 diversity is 2.6498873372021574
Processing region: reg049_A at scale 4.0
0.000 per cent patches are empty
reg049_A at scale 4.0 has 0 patches with zero diveristy
reg049_A at scale 4.0 diversity is 2.394152390161228
Processing region: reg049_B at scale 4.0
0.000 per cent patches are empty
reg049_B at scale 4.0 has 0 patches with zero diveristy
reg049_B at scale 4.0 diversity is 2.6263290858294948
Processing region: reg050_A at scale 4.0
0.000 per cent patches are empty
reg050_A at scale 4.0 has 0 patches with zero diveristy
reg050_A at scale 4.0 diversity is 1.9345445976385542
Processing region: reg050_B at scale 4.0
0.000 per cent patches are empty
reg050_B at scale 4.0 has 0 patches with zero diveristy
reg050_B at scale 4.0 diversity is 2.1403816358349177
Processing region: reg051_A at scale 4.0
0.000 per cent patches are empty
reg051_A at scale 4.0 has 1 patches with zero diveristy
reg051_A at scale 4.0 diversity is 2.324936180281602
Processing region: reg051_B at scale 4.0
0.000 per cent patches are empty
reg051_B at scale 4.0 has 0 patches with zero diveristy
reg051_B at scale 4.0 diversity is 2.108391827246699
Processing region: reg052_A at scale 4.0
0.000 per cent patches are empty
reg052_A at scale 4.0 has 0 patches with zero diveristy
reg052_A at scale 4.0 diversity is 2.4396721924476563
Processing region: reg052_B at scale 4.0
0.000 per cent patches are empty
reg052_B at scale 4.0 has 0 patches with zero diveristy
reg052_B at scale 4.0 diversity is 2.090261131052345
Processing region: reg053_A at scale 4.0
0.000 per cent patches are empty
reg053_A at scale 4.0 has 0 patches with zero diveristy
reg053_A at scale 4.0 diversity is 3.0225355938624263
Processing region: reg053_B at scale 4.0
18.750 per cent patches are empty
reg053_B at scale 4.0 has 1 patches with zero diveristy
reg053_B at scale 4.0 diversity is 1.4844248383783252
Processing region: reg054_A at scale 4.0
0.000 per cent patches are empty
reg054_A at scale 4.0 has 0 patches with zero diveristy
reg054_A at scale 4.0 diversity is 2.4392078558145522
Processing region: reg054_B at scale 4.0
18.750 per cent patches are empty
reg054_B at scale 4.0 has 2 patches with zero diveristy
reg054_B at scale 4.0 diversity is 1.6058476621875657
Processing region: reg055_A at scale 4.0
0.000 per cent patches are empty
reg055_A at scale 4.0 has 0 patches with zero diveristy
reg055_A at scale 4.0 diversity is 2.7719133995710594
Processing region: reg055_B at scale 4.0
0.000 per cent patches are empty
reg055_B at scale 4.0 has 0 patches with zero diveristy
reg055_B at scale 4.0 diversity is 1.5813363571935615
Processing region: reg056_A at scale 4.0
0.000 per cent patches are empty
reg056_A at scale 4.0 has 0 patches with zero diveristy
reg056_A at scale 4.0 diversity is 2.915100249036336
Processing region: reg056_B at scale 4.0
0.000 per cent patches are empty
reg056_B at scale 4.0 has 0 patches with zero diveristy
reg056_B at scale 4.0 diversity is 2.7184854616067478
Processing region: reg057_A at scale 4.0
50.000 per cent patches are empty
reg057_A at scale 4.0 has 1 patches with zero diveristy
reg057_A at scale 4.0 diversity is 1.6455779296010529
Processing region: reg057_B at scale 4.0
6.250 per cent patches are empty
reg057_B at scale 4.0 has 0 patches with zero diveristy
reg057_B at scale 4.0 diversity is 2.1291835266558037
Processing region: reg058_A at scale 4.0
0.000 per cent patches are empty
reg058_A at scale 4.0 has 0 patches with zero diveristy
reg058_A at scale 4.0 diversity is 1.0642012832042715
Processing region: reg058_B at scale 4.0
0.000 per cent patches are empty
reg058_B at scale 4.0 has 0 patches with zero diveristy
reg058_B at scale 4.0 diversity is 0.6843698800485913
Processing region: reg059_A at scale 4.0
0.000 per cent patches are empty
reg059_A at scale 4.0 has 0 patches with zero diveristy
reg059_A at scale 4.0 diversity is 2.8615841709776877
Processing region: reg059_B at scale 4.0
0.000 per cent patches are empty
reg059_B at scale 4.0 has 0 patches with zero diveristy
reg059_B at scale 4.0 diversity is 2.514360016742207
Processing region: reg060_A at scale 4.0
0.000 per cent patches are empty
reg060_A at scale 4.0 has 0 patches with zero diveristy
reg060_A at scale 4.0 diversity is 2.867529302830965
Processing region: reg060_B at scale 4.0
0.000 per cent patches are empty
reg060_B at scale 4.0 has 0 patches with zero diveristy
reg060_B at scale 4.0 diversity is 2.7622734666888213
Processing region: reg061_A at scale 4.0
0.000 per cent patches are empty
reg061_A at scale 4.0 has 0 patches with zero diveristy
reg061_A at scale 4.0 diversity is 2.478541352827784
Processing region: reg061_B at scale 4.0
0.000 per cent patches are empty
reg061_B at scale 4.0 has 0 patches with zero diveristy
reg061_B at scale 4.0 diversity is 2.8172624622292366
Processing region: reg062_A at scale 4.0
0.000 per cent patches are empty
reg062_A at scale 4.0 has 0 patches with zero diveristy
reg062_A at scale 4.0 diversity is 2.5083520946201032
Processing region: reg062_B at scale 4.0
0.000 per cent patches are empty
reg062_B at scale 4.0 has 0 patches with zero diveristy
reg062_B at scale 4.0 diversity is 2.7621370474313585
Processing region: reg063_A at scale 4.0
0.000 per cent patches are empty
reg063_A at scale 4.0 has 0 patches with zero diveristy
reg063_A at scale 4.0 diversity is 2.1107133611387217
Processing region: reg063_B at scale 4.0
0.000 per cent patches are empty
reg063_B at scale 4.0 has 0 patches with zero diveristy
reg063_B at scale 4.0 diversity is 2.8692382444867506
Processing region: reg064_A at scale 4.0
0.000 per cent patches are empty
reg064_A at scale 4.0 has 0 patches with zero diveristy
reg064_A at scale 4.0 diversity is 2.227882243918364
Processing region: reg064_B at scale 4.0
0.000 per cent patches are empty
reg064_B at scale 4.0 has 0 patches with zero diveristy
reg064_B at scale 4.0 diversity is 2.8997041177159906
Processing region: reg065_A at scale 4.0
0.000 per cent patches are empty
reg065_A at scale 4.0 has 0 patches with zero diveristy
reg065_A at scale 4.0 diversity is 1.7187528024407746
Processing region: reg065_B at scale 4.0
0.000 per cent patches are empty
reg065_B at scale 4.0 has 0 patches with zero diveristy
reg065_B at scale 4.0 diversity is 2.4116814289829964
Processing region: reg066_A at scale 4.0
0.000 per cent patches are empty
reg066_A at scale 4.0 has 0 patches with zero diveristy
reg066_A at scale 4.0 diversity is 2.0830799816718177
Processing region: reg066_B at scale 4.0
0.000 per cent patches are empty
reg066_B at scale 4.0 has 0 patches with zero diveristy
reg066_B at scale 4.0 diversity is 2.471308644554643
Processing region: reg067_A at scale 4.0
0.000 per cent patches are empty
reg067_A at scale 4.0 has 0 patches with zero diveristy
reg067_A at scale 4.0 diversity is 2.6544874636685867
Processing region: reg067_B at scale 4.0
62.500 per cent patches are empty
reg067_B at scale 4.0 has 0 patches with zero diveristy
reg067_B at scale 4.0 diversity is 1.7687970435637457
Processing region: reg068_A at scale 4.0
0.000 per cent patches are empty
reg068_A at scale 4.0 has 0 patches with zero diveristy
reg068_A at scale 4.0 diversity is 2.5901497977414074
Processing region: reg068_B at scale 4.0
0.000 per cent patches are empty
reg068_B at scale 4.0 has 0 patches with zero diveristy
reg068_B at scale 4.0 diversity is 3.0512670951225274
Processing region: reg069_A at scale 4.0
0.000 per cent patches are empty
reg069_A at scale 4.0 has 0 patches with zero diveristy
reg069_A at scale 4.0 diversity is 2.8358913942039394
Processing region: reg069_B at scale 4.0
0.000 per cent patches are empty
reg069_B at scale 4.0 has 0 patches with zero diveristy
reg069_B at scale 4.0 diversity is 2.5605284050944186
Processing region: reg070_A at scale 4.0
0.000 per cent patches are empty
reg070_A at scale 4.0 has 0 patches with zero diveristy
reg070_A at scale 4.0 diversity is 2.1426240069396147
Processing region: reg070_B at scale 4.0
0.000 per cent patches are empty
reg070_B at scale 4.0 has 0 patches with zero diveristy
reg070_B at scale 4.0 diversity is 2.058367215553855
Processing region: reg001_A at scale 8.0
6.250 per cent patches are empty
reg001_A at scale 8.0 has 0 patches with zero diveristy
reg001_A at scale 8.0 diversity is 2.1844272169741714
Processing region: reg001_B at scale 8.0
7.812 per cent patches are empty
reg001_B at scale 8.0 has 8 patches with zero diveristy
reg001_B at scale 8.0 diversity is 1.3978867930267103
Processing region: reg002_A at scale 8.0
18.750 per cent patches are empty
reg002_A at scale 8.0 has 1 patches with zero diveristy
reg002_A at scale 8.0 diversity is 2.1686610202770744
Processing region: reg002_B at scale 8.0
0.000 per cent patches are empty
reg002_B at scale 8.0 has 3 patches with zero diveristy
reg002_B at scale 8.0 diversity is 0.8589620488081982
Processing region: reg003_A at scale 8.0
18.750 per cent patches are empty
reg003_A at scale 8.0 has 3 patches with zero diveristy
reg003_A at scale 8.0 diversity is 1.9660160489920295
Processing region: reg003_B at scale 8.0
4.688 per cent patches are empty
reg003_B at scale 8.0 has 4 patches with zero diveristy
reg003_B at scale 8.0 diversity is 1.766514129279135
Processing region: reg004_A at scale 8.0
12.500 per cent patches are empty
reg004_A at scale 8.0 has 1 patches with zero diveristy
reg004_A at scale 8.0 diversity is 2.467347624676027
Processing region: reg004_B at scale 8.0
0.000 per cent patches are empty
reg004_B at scale 8.0 has 1 patches with zero diveristy
reg004_B at scale 8.0 diversity is 1.894028687177677
Processing region: reg005_A at scale 8.0
4.688 per cent patches are empty
reg005_A at scale 8.0 has 1 patches with zero diveristy
reg005_A at scale 8.0 diversity is 2.200987499344523
Processing region: reg005_B at scale 8.0
20.312 per cent patches are empty
reg005_B at scale 8.0 has 2 patches with zero diveristy
reg005_B at scale 8.0 diversity is 1.956832928800155
Processing region: reg006_A at scale 8.0
7.812 per cent patches are empty
reg006_A at scale 8.0 has 0 patches with zero diveristy
reg006_A at scale 8.0 diversity is 2.4137160332365495
Processing region: reg006_B at scale 8.0
4.688 per cent patches are empty
reg006_B at scale 8.0 has 1 patches with zero diveristy
reg006_B at scale 8.0 diversity is 2.2385821627736804
Processing region: reg007_A at scale 8.0
0.000 per cent patches are empty
reg007_A at scale 8.0 has 4 patches with zero diveristy
reg007_A at scale 8.0 diversity is 1.7392528437222632
Processing region: reg007_B at scale 8.0
4.688 per cent patches are empty
reg007_B at scale 8.0 has 4 patches with zero diveristy
reg007_B at scale 8.0 diversity is 1.9477726334384857
Processing region: reg008_A at scale 8.0
21.875 per cent patches are empty
reg008_A at scale 8.0 has 2 patches with zero diveristy
reg008_A at scale 8.0 diversity is 1.5519903470247445
Processing region: reg008_B at scale 8.0
0.000 per cent patches are empty
reg008_B at scale 8.0 has 1 patches with zero diveristy
reg008_B at scale 8.0 diversity is 1.8035790645184098
Processing region: reg009_A at scale 8.0
0.000 per cent patches are empty
reg009_A at scale 8.0 has 0 patches with zero diveristy
reg009_A at scale 8.0 diversity is 2.3717123438726038
Processing region: reg009_B at scale 8.0
0.000 per cent patches are empty
reg009_B at scale 8.0 has 0 patches with zero diveristy
reg009_B at scale 8.0 diversity is 2.260042615486046
Processing region: reg010_A at scale 8.0
7.812 per cent patches are empty
reg010_A at scale 8.0 has 1 patches with zero diveristy
reg010_A at scale 8.0 diversity is 2.546231294895141
Processing region: reg010_B at scale 8.0
6.250 per cent patches are empty
reg010_B at scale 8.0 has 2 patches with zero diveristy
reg010_B at scale 8.0 diversity is 2.1873200225549008
Processing region: reg011_A at scale 8.0
6.250 per cent patches are empty
reg011_A at scale 8.0 has 1 patches with zero diveristy
reg011_A at scale 8.0 diversity is 2.340933599355627
Processing region: reg011_B at scale 8.0
12.500 per cent patches are empty
reg011_B at scale 8.0 has 2 patches with zero diveristy
reg011_B at scale 8.0 diversity is 2.0363682900440123
Processing region: reg012_A at scale 8.0
6.250 per cent patches are empty
reg012_A at scale 8.0 has 4 patches with zero diveristy
reg012_A at scale 8.0 diversity is 1.917499275375252
Processing region: reg012_B at scale 8.0
37.500 per cent patches are empty
reg012_B at scale 8.0 has 12 patches with zero diveristy
reg012_B at scale 8.0 diversity is 1.3289531453053525
Processing region: reg013_A at scale 8.0
1.562 per cent patches are empty
reg013_A at scale 8.0 has 5 patches with zero diveristy
reg013_A at scale 8.0 diversity is 1.785869563079486
Processing region: reg013_B at scale 8.0
3.125 per cent patches are empty
reg013_B at scale 8.0 has 4 patches with zero diveristy
reg013_B at scale 8.0 diversity is 2.103927205554886
Processing region: reg014_A at scale 8.0
4.688 per cent patches are empty
reg014_A at scale 8.0 has 1 patches with zero diveristy
reg014_A at scale 8.0 diversity is 1.8998253046435998
Processing region: reg014_B at scale 8.0
4.688 per cent patches are empty
reg014_B at scale 8.0 has 0 patches with zero diveristy
reg014_B at scale 8.0 diversity is 2.173592310185113
Processing region: reg015_A at scale 8.0
0.000 per cent patches are empty
reg015_A at scale 8.0 has 1 patches with zero diveristy
reg015_A at scale 8.0 diversity is 2.1624804753048217
Processing region: reg015_B at scale 8.0
3.125 per cent patches are empty
reg015_B at scale 8.0 has 3 patches with zero diveristy
reg015_B at scale 8.0 diversity is 1.2907618015193947
Processing region: reg016_A at scale 8.0
3.125 per cent patches are empty
reg016_A at scale 8.0 has 1 patches with zero diveristy
reg016_A at scale 8.0 diversity is 2.0398401179745016
Processing region: reg016_B at scale 8.0
3.125 per cent patches are empty
reg016_B at scale 8.0 has 0 patches with zero diveristy
reg016_B at scale 8.0 diversity is 2.1240018677958097
Processing region: reg017_A at scale 8.0
1.562 per cent patches are empty
reg017_A at scale 8.0 has 2 patches with zero diveristy
reg017_A at scale 8.0 diversity is 2.1564587987256476
Processing region: reg017_B at scale 8.0
1.562 per cent patches are empty
reg017_B at scale 8.0 has 1 patches with zero diveristy
reg017_B at scale 8.0 diversity is 2.3460520649678718
Processing region: reg018_A at scale 8.0
4.688 per cent patches are empty
reg018_A at scale 8.0 has 2 patches with zero diveristy
reg018_A at scale 8.0 diversity is 2.2327726782544333
Processing region: reg018_B at scale 8.0
1.562 per cent patches are empty
reg018_B at scale 8.0 has 0 patches with zero diveristy
reg018_B at scale 8.0 diversity is 1.8415130971603912
Processing region: reg019_A at scale 8.0
18.750 per cent patches are empty
reg019_A at scale 8.0 has 3 patches with zero diveristy
reg019_A at scale 8.0 diversity is 1.6343616995090693
Processing region: reg019_B at scale 8.0
39.062 per cent patches are empty
reg019_B at scale 8.0 has 22 patches with zero diveristy
reg019_B at scale 8.0 diversity is 0.537882232457474
Processing region: reg020_A at scale 8.0
4.688 per cent patches are empty
reg020_A at scale 8.0 has 2 patches with zero diveristy
reg020_A at scale 8.0 diversity is 2.340486520490724
Processing region: reg020_B at scale 8.0
3.125 per cent patches are empty
reg020_B at scale 8.0 has 0 patches with zero diveristy
reg020_B at scale 8.0 diversity is 2.4957924769019777
Processing region: reg021_A at scale 8.0
6.250 per cent patches are empty
reg021_A at scale 8.0 has 3 patches with zero diveristy
reg021_A at scale 8.0 diversity is 1.9846964659994617
Processing region: reg021_B at scale 8.0
14.062 per cent patches are empty
reg021_B at scale 8.0 has 9 patches with zero diveristy
reg021_B at scale 8.0 diversity is 1.4313677786986
Processing region: reg022_A at scale 8.0
4.688 per cent patches are empty
reg022_A at scale 8.0 has 1 patches with zero diveristy
reg022_A at scale 8.0 diversity is 2.270296075666552
Processing region: reg022_B at scale 8.0
21.875 per cent patches are empty
reg022_B at scale 8.0 has 2 patches with zero diveristy
reg022_B at scale 8.0 diversity is 2.0466363189053025
Processing region: reg023_A at scale 8.0
20.312 per cent patches are empty
reg023_A at scale 8.0 has 3 patches with zero diveristy
reg023_A at scale 8.0 diversity is 1.2862367285317442
Processing region: reg023_B at scale 8.0
1.562 per cent patches are empty
reg023_B at scale 8.0 has 0 patches with zero diveristy
reg023_B at scale 8.0 diversity is 2.6530052715197545
Processing region: reg024_A at scale 8.0
9.375 per cent patches are empty
reg024_A at scale 8.0 has 2 patches with zero diveristy
reg024_A at scale 8.0 diversity is 1.568394740694343
Processing region: reg024_B at scale 8.0
0.000 per cent patches are empty
reg024_B at scale 8.0 has 0 patches with zero diveristy
reg024_B at scale 8.0 diversity is 1.827138657514349
Processing region: reg025_A at scale 8.0
4.688 per cent patches are empty
reg025_A at scale 8.0 has 0 patches with zero diveristy
reg025_A at scale 8.0 diversity is 2.1007342019006034
Processing region: reg025_B at scale 8.0
3.125 per cent patches are empty
reg025_B at scale 8.0 has 1 patches with zero diveristy
reg025_B at scale 8.0 diversity is 2.141150049791231
Processing region: reg026_A at scale 8.0
1.562 per cent patches are empty
reg026_A at scale 8.0 has 1 patches with zero diveristy
reg026_A at scale 8.0 diversity is 2.5766448535620565
Processing region: reg026_B at scale 8.0
1.562 per cent patches are empty
reg026_B at scale 8.0 has 1 patches with zero diveristy
reg026_B at scale 8.0 diversity is 2.292976651311868
Processing region: reg027_A at scale 8.0
3.125 per cent patches are empty
reg027_A at scale 8.0 has 0 patches with zero diveristy
reg027_A at scale 8.0 diversity is 2.2303329095264304
Processing region: reg027_B at scale 8.0
3.125 per cent patches are empty
reg027_B at scale 8.0 has 1 patches with zero diveristy
reg027_B at scale 8.0 diversity is 1.8028071674281572
Processing region: reg028_A at scale 8.0
0.000 per cent patches are empty
reg028_A at scale 8.0 has 1 patches with zero diveristy
reg028_A at scale 8.0 diversity is 2.7937843331556027
Processing region: reg028_B at scale 8.0
0.000 per cent patches are empty
reg028_B at scale 8.0 has 0 patches with zero diveristy
reg028_B at scale 8.0 diversity is 2.506966268773661
Processing region: reg029_A at scale 8.0
1.562 per cent patches are empty
reg029_A at scale 8.0 has 2 patches with zero diveristy
reg029_A at scale 8.0 diversity is 1.7660372419492292
Processing region: reg029_B at scale 8.0
1.562 per cent patches are empty
reg029_B at scale 8.0 has 0 patches with zero diveristy
reg029_B at scale 8.0 diversity is 1.609525621451343
Processing region: reg030_A at scale 8.0
0.000 per cent patches are empty
reg030_A at scale 8.0 has 0 patches with zero diveristy
reg030_A at scale 8.0 diversity is 2.451537369342063
Processing region: reg030_B at scale 8.0
1.562 per cent patches are empty
reg030_B at scale 8.0 has 4 patches with zero diveristy
reg030_B at scale 8.0 diversity is 1.2784416266667322
Processing region: reg031_A at scale 8.0
0.000 per cent patches are empty
reg031_A at scale 8.0 has 1 patches with zero diveristy
reg031_A at scale 8.0 diversity is 2.409881749017643
Processing region: reg031_B at scale 8.0
0.000 per cent patches are empty
reg031_B at scale 8.0 has 0 patches with zero diveristy
reg031_B at scale 8.0 diversity is 2.5458386318148043
Processing region: reg032_A at scale 8.0
1.562 per cent patches are empty
reg032_A at scale 8.0 has 0 patches with zero diveristy
reg032_A at scale 8.0 diversity is 2.386455984077176
Processing region: reg032_B at scale 8.0
1.562 per cent patches are empty
reg032_B at scale 8.0 has 0 patches with zero diveristy
reg032_B at scale 8.0 diversity is 2.317567198803208
Processing region: reg033_A at scale 8.0
6.250 per cent patches are empty
reg033_A at scale 8.0 has 1 patches with zero diveristy
reg033_A at scale 8.0 diversity is 2.0397376000471623
Processing region: reg033_B at scale 8.0
0.000 per cent patches are empty
reg033_B at scale 8.0 has 0 patches with zero diveristy
reg033_B at scale 8.0 diversity is 1.9145125798983857
Processing region: reg034_A at scale 8.0
0.000 per cent patches are empty
reg034_A at scale 8.0 has 0 patches with zero diveristy
reg034_A at scale 8.0 diversity is 2.296432797510287
Processing region: reg034_B at scale 8.0
0.000 per cent patches are empty
reg034_B at scale 8.0 has 1 patches with zero diveristy
reg034_B at scale 8.0 diversity is 1.7945713861079937
Processing region: reg035_A at scale 8.0
4.688 per cent patches are empty
reg035_A at scale 8.0 has 1 patches with zero diveristy
reg035_A at scale 8.0 diversity is 2.154921161381134
Processing region: reg035_B at scale 8.0
1.562 per cent patches are empty
reg035_B at scale 8.0 has 4 patches with zero diveristy
reg035_B at scale 8.0 diversity is 1.6275061015154395
Processing region: reg036_A at scale 8.0
3.125 per cent patches are empty
reg036_A at scale 8.0 has 1 patches with zero diveristy
reg036_A at scale 8.0 diversity is 2.4714631267491907
Processing region: reg036_B at scale 8.0
0.000 per cent patches are empty
reg036_B at scale 8.0 has 11 patches with zero diveristy
reg036_B at scale 8.0 diversity is 1.4686328638834323
Processing region: reg037_A at scale 8.0
7.812 per cent patches are empty
reg037_A at scale 8.0 has 4 patches with zero diveristy
reg037_A at scale 8.0 diversity is 1.9792718131577443
Processing region: reg037_B at scale 8.0
4.688 per cent patches are empty
reg037_B at scale 8.0 has 5 patches with zero diveristy
reg037_B at scale 8.0 diversity is 1.4565913715127137
Processing region: reg038_A at scale 8.0
1.562 per cent patches are empty
reg038_A at scale 8.0 has 0 patches with zero diveristy
reg038_A at scale 8.0 diversity is 2.4201397922281718
Processing region: reg038_B at scale 8.0
3.125 per cent patches are empty
reg038_B at scale 8.0 has 1 patches with zero diveristy
reg038_B at scale 8.0 diversity is 1.8832661309192116
Processing region: reg039_A at scale 8.0
6.250 per cent patches are empty
reg039_A at scale 8.0 has 1 patches with zero diveristy
reg039_A at scale 8.0 diversity is 2.0359109849094237
Processing region: reg039_B at scale 8.0
3.125 per cent patches are empty
reg039_B at scale 8.0 has 10 patches with zero diveristy
reg039_B at scale 8.0 diversity is 1.5623724831737296
Processing region: reg040_A at scale 8.0
1.562 per cent patches are empty
reg040_A at scale 8.0 has 2 patches with zero diveristy
reg040_A at scale 8.0 diversity is 2.1566145065414486
Processing region: reg040_B at scale 8.0
6.250 per cent patches are empty
reg040_B at scale 8.0 has 7 patches with zero diveristy
reg040_B at scale 8.0 diversity is 1.6233385935274889
Processing region: reg041_A at scale 8.0
0.000 per cent patches are empty
reg041_A at scale 8.0 has 2 patches with zero diveristy
reg041_A at scale 8.0 diversity is 2.1350376399273765
Processing region: reg041_B at scale 8.0
4.688 per cent patches are empty
reg041_B at scale 8.0 has 8 patches with zero diveristy
reg041_B at scale 8.0 diversity is 1.4662163043560505
Processing region: reg042_A at scale 8.0
3.125 per cent patches are empty
reg042_A at scale 8.0 has 1 patches with zero diveristy
reg042_A at scale 8.0 diversity is 1.1735325221826658
Processing region: reg042_B at scale 8.0
3.125 per cent patches are empty
reg042_B at scale 8.0 has 5 patches with zero diveristy
reg042_B at scale 8.0 diversity is 1.0386160678778527
Processing region: reg043_A at scale 8.0
0.000 per cent patches are empty
reg043_A at scale 8.0 has 2 patches with zero diveristy
reg043_A at scale 8.0 diversity is 1.6249529236206899
Processing region: reg043_B at scale 8.0
14.062 per cent patches are empty
reg043_B at scale 8.0 has 14 patches with zero diveristy
reg043_B at scale 8.0 diversity is 0.9092168498502688
Processing region: reg044_A at scale 8.0
1.562 per cent patches are empty
reg044_A at scale 8.0 has 2 patches with zero diveristy
reg044_A at scale 8.0 diversity is 1.9686318039209392
Processing region: reg044_B at scale 8.0
23.438 per cent patches are empty
reg044_B at scale 8.0 has 8 patches with zero diveristy
reg044_B at scale 8.0 diversity is 1.039603560478042
Processing region: reg045_A at scale 8.0
3.125 per cent patches are empty
reg045_A at scale 8.0 has 0 patches with zero diveristy
reg045_A at scale 8.0 diversity is 2.0564353895660323
Processing region: reg045_B at scale 8.0
4.688 per cent patches are empty
reg045_B at scale 8.0 has 4 patches with zero diveristy
reg045_B at scale 8.0 diversity is 1.909072047275319
Processing region: reg046_A at scale 8.0
1.562 per cent patches are empty
reg046_A at scale 8.0 has 1 patches with zero diveristy
reg046_A at scale 8.0 diversity is 2.649575036203187
Processing region: reg046_B at scale 8.0
0.000 per cent patches are empty
reg046_B at scale 8.0 has 0 patches with zero diveristy
reg046_B at scale 8.0 diversity is 2.5295808722262114
Processing region: reg047_A at scale 8.0
3.125 per cent patches are empty
reg047_A at scale 8.0 has 3 patches with zero diveristy
reg047_A at scale 8.0 diversity is 2.1461897755316177
Processing region: reg047_B at scale 8.0
3.125 per cent patches are empty
reg047_B at scale 8.0 has 6 patches with zero diveristy
reg047_B at scale 8.0 diversity is 1.2274152576852821
Processing region: reg048_A at scale 8.0
3.125 per cent patches are empty
reg048_A at scale 8.0 has 1 patches with zero diveristy
reg048_A at scale 8.0 diversity is 2.3424060740114325
Processing region: reg048_B at scale 8.0
1.562 per cent patches are empty
reg048_B at scale 8.0 has 1 patches with zero diveristy
reg048_B at scale 8.0 diversity is 2.1213169428272276
Processing region: reg049_A at scale 8.0
1.562 per cent patches are empty
reg049_A at scale 8.0 has 2 patches with zero diveristy
reg049_A at scale 8.0 diversity is 2.091376664587831
Processing region: reg049_B at scale 8.0
4.688 per cent patches are empty
reg049_B at scale 8.0 has 0 patches with zero diveristy
reg049_B at scale 8.0 diversity is 2.144246860541955
Processing region: reg050_A at scale 8.0
4.688 per cent patches are empty
reg050_A at scale 8.0 has 2 patches with zero diveristy
reg050_A at scale 8.0 diversity is 1.578639552644022
Processing region: reg050_B at scale 8.0
3.125 per cent patches are empty
reg050_B at scale 8.0 has 3 patches with zero diveristy
reg050_B at scale 8.0 diversity is 1.8484003493690628
Processing region: reg051_A at scale 8.0
4.688 per cent patches are empty
reg051_A at scale 8.0 has 7 patches with zero diveristy
reg051_A at scale 8.0 diversity is 1.8742271471377558
Processing region: reg051_B at scale 8.0
0.000 per cent patches are empty
reg051_B at scale 8.0 has 3 patches with zero diveristy
reg051_B at scale 8.0 diversity is 1.7306770156280515
Processing region: reg052_A at scale 8.0
0.000 per cent patches are empty
reg052_A at scale 8.0 has 0 patches with zero diveristy
reg052_A at scale 8.0 diversity is 2.1339259409353835
Processing region: reg052_B at scale 8.0
3.125 per cent patches are empty
reg052_B at scale 8.0 has 2 patches with zero diveristy
reg052_B at scale 8.0 diversity is 1.7228303565490486
Processing region: reg053_A at scale 8.0
0.000 per cent patches are empty
reg053_A at scale 8.0 has 1 patches with zero diveristy
reg053_A at scale 8.0 diversity is 2.5801653049005715
Processing region: reg053_B at scale 8.0
48.438 per cent patches are empty
reg053_B at scale 8.0 has 9 patches with zero diveristy
reg053_B at scale 8.0 diversity is 0.9804557157960465
Processing region: reg054_A at scale 8.0
6.250 per cent patches are empty
reg054_A at scale 8.0 has 4 patches with zero diveristy
reg054_A at scale 8.0 diversity is 2.029116250648739
Processing region: reg054_B at scale 8.0
43.750 per cent patches are empty
reg054_B at scale 8.0 has 5 patches with zero diveristy
reg054_B at scale 8.0 diversity is 1.375080970052685
Processing region: reg055_A at scale 8.0
1.562 per cent patches are empty
reg055_A at scale 8.0 has 1 patches with zero diveristy
reg055_A at scale 8.0 diversity is 2.3991975739546154
Processing region: reg055_B at scale 8.0
31.250 per cent patches are empty
reg055_B at scale 8.0 has 18 patches with zero diveristy
reg055_B at scale 8.0 diversity is 0.7867317883899703
Processing region: reg056_A at scale 8.0
6.250 per cent patches are empty
reg056_A at scale 8.0 has 2 patches with zero diveristy
reg056_A at scale 8.0 diversity is 2.2279799509588916
Processing region: reg056_B at scale 8.0
1.562 per cent patches are empty
reg056_B at scale 8.0 has 2 patches with zero diveristy
reg056_B at scale 8.0 diversity is 2.1903005336339896
Processing region: reg057_A at scale 8.0
76.562 per cent patches are empty
reg057_A at scale 8.0 has 4 patches with zero diveristy
reg057_A at scale 8.0 diversity is 1.2169801804571563
Processing region: reg057_B at scale 8.0
14.062 per cent patches are empty
reg057_B at scale 8.0 has 11 patches with zero diveristy
reg057_B at scale 8.0 diversity is 1.4453835609616434
Processing region: reg058_A at scale 8.0
0.000 per cent patches are empty
reg058_A at scale 8.0 has 4 patches with zero diveristy
reg058_A at scale 8.0 diversity is 0.8668496598063347
Processing region: reg058_B at scale 8.0
3.125 per cent patches are empty
reg058_B at scale 8.0 has 16 patches with zero diveristy
reg058_B at scale 8.0 diversity is 0.5604308392498848
Processing region: reg059_A at scale 8.0
1.562 per cent patches are empty
reg059_A at scale 8.0 has 2 patches with zero diveristy
reg059_A at scale 8.0 diversity is 2.5176904599215706
Processing region: reg059_B at scale 8.0
3.125 per cent patches are empty
reg059_B at scale 8.0 has 1 patches with zero diveristy
reg059_B at scale 8.0 diversity is 2.1663726510673063
Processing region: reg060_A at scale 8.0
1.562 per cent patches are empty
reg060_A at scale 8.0 has 0 patches with zero diveristy
reg060_A at scale 8.0 diversity is 2.5510411028814772
Processing region: reg060_B at scale 8.0
3.125 per cent patches are empty
reg060_B at scale 8.0 has 1 patches with zero diveristy
reg060_B at scale 8.0 diversity is 2.433151544170732
Processing region: reg061_A at scale 8.0
0.000 per cent patches are empty
reg061_A at scale 8.0 has 4 patches with zero diveristy
reg061_A at scale 8.0 diversity is 2.012420328726132
Processing region: reg061_B at scale 8.0
0.000 per cent patches are empty
reg061_B at scale 8.0 has 0 patches with zero diveristy
reg061_B at scale 8.0 diversity is 2.339576169151224
Processing region: reg062_A at scale 8.0
0.000 per cent patches are empty
reg062_A at scale 8.0 has 1 patches with zero diveristy
reg062_A at scale 8.0 diversity is 2.213338064575086
Processing region: reg062_B at scale 8.0
0.000 per cent patches are empty
reg062_B at scale 8.0 has 0 patches with zero diveristy
reg062_B at scale 8.0 diversity is 2.2426836941906974
Processing region: reg063_A at scale 8.0
4.688 per cent patches are empty
reg063_A at scale 8.0 has 3 patches with zero diveristy
reg063_A at scale 8.0 diversity is 1.636285167788469
Processing region: reg063_B at scale 8.0
3.125 per cent patches are empty
reg063_B at scale 8.0 has 1 patches with zero diveristy
reg063_B at scale 8.0 diversity is 2.3824944658329787
Processing region: reg064_A at scale 8.0
3.125 per cent patches are empty
reg064_A at scale 8.0 has 0 patches with zero diveristy
reg064_A at scale 8.0 diversity is 1.9339250474298497
Processing region: reg064_B at scale 8.0
3.125 per cent patches are empty
reg064_B at scale 8.0 has 0 patches with zero diveristy
reg064_B at scale 8.0 diversity is 2.4828709300668557
Processing region: reg065_A at scale 8.0
3.125 per cent patches are empty
reg065_A at scale 8.0 has 4 patches with zero diveristy
reg065_A at scale 8.0 diversity is 1.4187735070782346
Processing region: reg065_B at scale 8.0
1.562 per cent patches are empty
reg065_B at scale 8.0 has 1 patches with zero diveristy
reg065_B at scale 8.0 diversity is 1.6188740999790014
Processing region: reg066_A at scale 8.0
1.562 per cent patches are empty
reg066_A at scale 8.0 has 2 patches with zero diveristy
reg066_A at scale 8.0 diversity is 1.8591794637994814
Processing region: reg066_B at scale 8.0
1.562 per cent patches are empty
reg066_B at scale 8.0 has 0 patches with zero diveristy
reg066_B at scale 8.0 diversity is 1.9159140019815124
Processing region: reg067_A at scale 8.0
9.375 per cent patches are empty
reg067_A at scale 8.0 has 6 patches with zero diveristy
reg067_A at scale 8.0 diversity is 1.8516808709131558
Processing region: reg067_B at scale 8.0
71.875 per cent patches are empty
reg067_B at scale 8.0 has 4 patches with zero diveristy
reg067_B at scale 8.0 diversity is 1.0356301830650487
Processing region: reg068_A at scale 8.0
1.562 per cent patches are empty
reg068_A at scale 8.0 has 2 patches with zero diveristy
reg068_A at scale 8.0 diversity is 2.0490342425284105
Processing region: reg068_B at scale 8.0
1.562 per cent patches are empty
reg068_B at scale 8.0 has 1 patches with zero diveristy
reg068_B at scale 8.0 diversity is 2.54129394742902
Processing region: reg069_A at scale 8.0
1.562 per cent patches are empty
reg069_A at scale 8.0 has 1 patches with zero diveristy
reg069_A at scale 8.0 diversity is 2.3381342141732704
Processing region: reg069_B at scale 8.0
3.125 per cent patches are empty
reg069_B at scale 8.0 has 1 patches with zero diveristy
reg069_B at scale 8.0 diversity is 1.9312533895637745
Processing region: reg070_A at scale 8.0
1.562 per cent patches are empty
reg070_A at scale 8.0 has 3 patches with zero diveristy
reg070_A at scale 8.0 diversity is 1.737921244232286
Processing region: reg070_B at scale 8.0
3.125 per cent patches are empty
reg070_B at scale 8.0 has 1 patches with zero diveristy
reg070_B at scale 8.0 diversity is 1.7132580623682974
Processing region: reg001_A at scale 16.0
15.234 per cent patches are empty
reg001_A at scale 16.0 has 45 patches with zero diveristy
reg001_A at scale 16.0 diversity is 1.278679150302349
Processing region: reg001_B at scale 16.0
41.406 per cent patches are empty
reg001_B at scale 16.0 has 78 patches with zero diveristy
reg001_B at scale 16.0 diversity is 0.6240721579656607
Processing region: reg002_A at scale 16.0
30.078 per cent patches are empty
reg002_A at scale 16.0 has 23 patches with zero diveristy
reg002_A at scale 16.0 diversity is 1.4970986834941094
Processing region: reg002_B at scale 16.0
6.641 per cent patches are empty
reg002_B at scale 16.0 has 73 patches with zero diveristy
reg002_B at scale 16.0 diversity is 0.6202060055465932
Processing region: reg003_A at scale 16.0
31.250 per cent patches are empty
reg003_A at scale 16.0 has 25 patches with zero diveristy
reg003_A at scale 16.0 diversity is 1.4418751957099802
Processing region: reg003_B at scale 16.0
19.141 per cent patches are empty
reg003_B at scale 16.0 has 34 patches with zero diveristy
reg003_B at scale 16.0 diversity is 1.1944332996125686
Processing region: reg004_A at scale 16.0
21.875 per cent patches are empty
reg004_A at scale 16.0 has 11 patches with zero diveristy
reg004_A at scale 16.0 diversity is 1.8446158095105079
Processing region: reg004_B at scale 16.0
6.250 per cent patches are empty
reg004_B at scale 16.0 has 21 patches with zero diveristy
reg004_B at scale 16.0 diversity is 1.4417590496213195
Processing region: reg005_A at scale 16.0
8.984 per cent patches are empty
reg005_A at scale 16.0 has 14 patches with zero diveristy
reg005_A at scale 16.0 diversity is 1.6963073014378922
Processing region: reg005_B at scale 16.0
30.078 per cent patches are empty
reg005_B at scale 16.0 has 17 patches with zero diveristy
reg005_B at scale 16.0 diversity is 1.4771946098424056
Processing region: reg006_A at scale 16.0
15.625 per cent patches are empty
reg006_A at scale 16.0 has 21 patches with zero diveristy
reg006_A at scale 16.0 diversity is 1.5497292853096414
Processing region: reg006_B at scale 16.0
10.547 per cent patches are empty
reg006_B at scale 16.0 has 22 patches with zero diveristy
reg006_B at scale 16.0 diversity is 1.605315435803384
Processing region: reg007_A at scale 16.0
5.859 per cent patches are empty
reg007_A at scale 16.0 has 50 patches with zero diveristy
reg007_A at scale 16.0 diversity is 1.3026700296008487
Processing region: reg007_B at scale 16.0
14.453 per cent patches are empty
reg007_B at scale 16.0 has 18 patches with zero diveristy
reg007_B at scale 16.0 diversity is 1.5410101460874208
Processing region: reg008_A at scale 16.0
35.156 per cent patches are empty
reg008_A at scale 16.0 has 24 patches with zero diveristy
reg008_A at scale 16.0 diversity is 1.1006825796645114
Processing region: reg008_B at scale 16.0
3.516 per cent patches are empty
reg008_B at scale 16.0 has 21 patches with zero diveristy
reg008_B at scale 16.0 diversity is 1.41175634951127
Processing region: reg009_A at scale 16.0
2.344 per cent patches are empty
reg009_A at scale 16.0 has 16 patches with zero diveristy
reg009_A at scale 16.0 diversity is 1.7564122104261255
Processing region: reg009_B at scale 16.0
2.344 per cent patches are empty
reg009_B at scale 16.0 has 3 patches with zero diveristy
reg009_B at scale 16.0 diversity is 1.9277855308916516
Processing region: reg010_A at scale 16.0
11.719 per cent patches are empty
reg010_A at scale 16.0 has 17 patches with zero diveristy
reg010_A at scale 16.0 diversity is 1.8394794825765015
Processing region: reg010_B at scale 16.0
18.359 per cent patches are empty
reg010_B at scale 16.0 has 41 patches with zero diveristy
reg010_B at scale 16.0 diversity is 1.3631180826498142
Processing region: reg011_A at scale 16.0
18.750 per cent patches are empty
reg011_A at scale 16.0 has 12 patches with zero diveristy
reg011_A at scale 16.0 diversity is 1.847736105394992
Processing region: reg011_B at scale 16.0
24.609 per cent patches are empty
reg011_B at scale 16.0 has 43 patches with zero diveristy
reg011_B at scale 16.0 diversity is 1.2212822884889498
Processing region: reg012_A at scale 16.0
19.531 per cent patches are empty
reg012_A at scale 16.0 has 24 patches with zero diveristy
reg012_A at scale 16.0 diversity is 1.481997924593933
Processing region: reg012_B at scale 16.0
59.766 per cent patches are empty
reg012_B at scale 16.0 has 41 patches with zero diveristy
reg012_B at scale 16.0 diversity is 0.9566239776006007
Processing region: reg013_A at scale 16.0
5.469 per cent patches are empty
reg013_A at scale 16.0 has 46 patches with zero diveristy
reg013_A at scale 16.0 diversity is 1.2768105900507631
Processing region: reg013_B at scale 16.0
5.859 per cent patches are empty
reg013_B at scale 16.0 has 39 patches with zero diveristy
reg013_B at scale 16.0 diversity is 1.4352149930136526
Processing region: reg014_A at scale 16.0
17.969 per cent patches are empty
reg014_A at scale 16.0 has 48 patches with zero diveristy
reg014_A at scale 16.0 diversity is 1.138418135594311
Processing region: reg014_B at scale 16.0
10.547 per cent patches are empty
reg014_B at scale 16.0 has 10 patches with zero diveristy
reg014_B at scale 16.0 diversity is 1.6750389336322482
Processing region: reg015_A at scale 16.0
4.297 per cent patches are empty
reg015_A at scale 16.0 has 10 patches with zero diveristy
reg015_A at scale 16.0 diversity is 1.6116024647341678
Processing region: reg015_B at scale 16.0
12.109 per cent patches are empty
reg015_B at scale 16.0 has 61 patches with zero diveristy
reg015_B at scale 16.0 diversity is 0.8426733859069256
Processing region: reg016_A at scale 16.0
10.547 per cent patches are empty
reg016_A at scale 16.0 has 27 patches with zero diveristy
reg016_A at scale 16.0 diversity is 1.4541928747877895
Processing region: reg016_B at scale 16.0
5.078 per cent patches are empty
reg016_B at scale 16.0 has 15 patches with zero diveristy
reg016_B at scale 16.0 diversity is 1.5092365453005614
Processing region: reg017_A at scale 16.0
7.422 per cent patches are empty
reg017_A at scale 16.0 has 27 patches with zero diveristy
reg017_A at scale 16.0 diversity is 1.6272477419039446
Processing region: reg017_B at scale 16.0
6.641 per cent patches are empty
reg017_B at scale 16.0 has 24 patches with zero diveristy
reg017_B at scale 16.0 diversity is 1.7413837731075117
Processing region: reg018_A at scale 16.0
13.281 per cent patches are empty
reg018_A at scale 16.0 has 26 patches with zero diveristy
reg018_A at scale 16.0 diversity is 1.629163270233039
Processing region: reg018_B at scale 16.0
6.250 per cent patches are empty
reg018_B at scale 16.0 has 14 patches with zero diveristy
reg018_B at scale 16.0 diversity is 1.383201668872702
Processing region: reg019_A at scale 16.0
37.109 per cent patches are empty
reg019_A at scale 16.0 has 33 patches with zero diveristy
reg019_A at scale 16.0 diversity is 1.1662445405647155
Processing region: reg019_B at scale 16.0
76.953 per cent patches are empty
reg019_B at scale 16.0 has 46 patches with zero diveristy
reg019_B at scale 16.0 diversity is 0.2703726843421868
Processing region: reg020_A at scale 16.0
10.156 per cent patches are empty
reg020_A at scale 16.0 has 29 patches with zero diveristy
reg020_A at scale 16.0 diversity is 1.7024251996425317
Processing region: reg020_B at scale 16.0
8.594 per cent patches are empty
reg020_B at scale 16.0 has 14 patches with zero diveristy
reg020_B at scale 16.0 diversity is 1.9192905618248894
Processing region: reg021_A at scale 16.0
22.656 per cent patches are empty
reg021_A at scale 16.0 has 23 patches with zero diveristy
reg021_A at scale 16.0 diversity is 1.5605304675261158
Processing region: reg021_B at scale 16.0
46.875 per cent patches are empty
reg021_B at scale 16.0 has 67 patches with zero diveristy
reg021_B at scale 16.0 diversity is 0.6851940872168735
Processing region: reg022_A at scale 16.0
10.938 per cent patches are empty
reg022_A at scale 16.0 has 26 patches with zero diveristy
reg022_A at scale 16.0 diversity is 1.5620330150167288
Processing region: reg022_B at scale 16.0
37.891 per cent patches are empty
reg022_B at scale 16.0 has 40 patches with zero diveristy
reg022_B at scale 16.0 diversity is 1.1889771693275561
Processing region: reg023_A at scale 16.0
32.812 per cent patches are empty
reg023_A at scale 16.0 has 43 patches with zero diveristy
reg023_A at scale 16.0 diversity is 0.912962857483075
Processing region: reg023_B at scale 16.0
6.250 per cent patches are empty
reg023_B at scale 16.0 has 10 patches with zero diveristy
reg023_B at scale 16.0 diversity is 1.9839027758865977
Processing region: reg024_A at scale 16.0
21.094 per cent patches are empty
reg024_A at scale 16.0 has 44 patches with zero diveristy
reg024_A at scale 16.0 diversity is 0.9715197891350915
Processing region: reg024_B at scale 16.0
3.906 per cent patches are empty
reg024_B at scale 16.0 has 25 patches with zero diveristy
reg024_B at scale 16.0 diversity is 1.2808671906135307
Processing region: reg025_A at scale 16.0
11.719 per cent patches are empty
reg025_A at scale 16.0 has 44 patches with zero diveristy
reg025_A at scale 16.0 diversity is 1.286289895239046
Processing region: reg025_B at scale 16.0
12.109 per cent patches are empty
reg025_B at scale 16.0 has 23 patches with zero diveristy
reg025_B at scale 16.0 diversity is 1.5076554409188117
Processing region: reg026_A at scale 16.0
5.469 per cent patches are empty
reg026_A at scale 16.0 has 9 patches with zero diveristy
reg026_A at scale 16.0 diversity is 1.8944919852963507
Processing region: reg026_B at scale 16.0
5.859 per cent patches are empty
reg026_B at scale 16.0 has 6 patches with zero diveristy
reg026_B at scale 16.0 diversity is 1.7822104705553874
Processing region: reg027_A at scale 16.0
6.250 per cent patches are empty
reg027_A at scale 16.0 has 16 patches with zero diveristy
reg027_A at scale 16.0 diversity is 1.6837597918536693
Processing region: reg027_B at scale 16.0
6.641 per cent patches are empty
reg027_B at scale 16.0 has 15 patches with zero diveristy
reg027_B at scale 16.0 diversity is 1.3750974273053123
Processing region: reg028_A at scale 16.0
6.641 per cent patches are empty
reg028_A at scale 16.0 has 11 patches with zero diveristy
reg028_A at scale 16.0 diversity is 2.1160793930026798
Processing region: reg028_B at scale 16.0
5.078 per cent patches are empty
reg028_B at scale 16.0 has 7 patches with zero diveristy
reg028_B at scale 16.0 diversity is 1.8708715921726855
Processing region: reg029_A at scale 16.0
5.469 per cent patches are empty
reg029_A at scale 16.0 has 45 patches with zero diveristy
reg029_A at scale 16.0 diversity is 1.3114582969118185
Processing region: reg029_B at scale 16.0
8.203 per cent patches are empty
reg029_B at scale 16.0 has 19 patches with zero diveristy
reg029_B at scale 16.0 diversity is 1.2006683905758153
Processing region: reg030_A at scale 16.0
5.859 per cent patches are empty
reg030_A at scale 16.0 has 8 patches with zero diveristy
reg030_A at scale 16.0 diversity is 1.7961171415644808
Processing region: reg030_B at scale 16.0
8.203 per cent patches are empty
reg030_B at scale 16.0 has 61 patches with zero diveristy
reg030_B at scale 16.0 diversity is 0.8758578124437192
Processing region: reg031_A at scale 16.0
2.344 per cent patches are empty
reg031_A at scale 16.0 has 13 patches with zero diveristy
reg031_A at scale 16.0 diversity is 1.821469253229501
Processing region: reg031_B at scale 16.0
5.078 per cent patches are empty
reg031_B at scale 16.0 has 10 patches with zero diveristy
reg031_B at scale 16.0 diversity is 1.8644379619567157
Processing region: reg032_A at scale 16.0
4.688 per cent patches are empty
reg032_A at scale 16.0 has 8 patches with zero diveristy
reg032_A at scale 16.0 diversity is 1.766443731100261
Processing region: reg032_B at scale 16.0
12.891 per cent patches are empty
reg032_B at scale 16.0 has 26 patches with zero diveristy
reg032_B at scale 16.0 diversity is 1.5988874815055838
Processing region: reg033_A at scale 16.0
13.672 per cent patches are empty
reg033_A at scale 16.0 has 22 patches with zero diveristy
reg033_A at scale 16.0 diversity is 1.4950908933447642
Processing region: reg033_B at scale 16.0
2.734 per cent patches are empty
reg033_B at scale 16.0 has 25 patches with zero diveristy
reg033_B at scale 16.0 diversity is 1.39668223493805
Processing region: reg034_A at scale 16.0
7.422 per cent patches are empty
reg034_A at scale 16.0 has 5 patches with zero diveristy
reg034_A at scale 16.0 diversity is 1.805989175800188
Processing region: reg034_B at scale 16.0
9.375 per cent patches are empty
reg034_B at scale 16.0 has 25 patches with zero diveristy
reg034_B at scale 16.0 diversity is 1.3296613300745606
Processing region: reg035_A at scale 16.0
10.547 per cent patches are empty
reg035_A at scale 16.0 has 23 patches with zero diveristy
reg035_A at scale 16.0 diversity is 1.5806298251223463
Processing region: reg035_B at scale 16.0
8.984 per cent patches are empty
reg035_B at scale 16.0 has 41 patches with zero diveristy
reg035_B at scale 16.0 diversity is 1.2016286929363773
Processing region: reg036_A at scale 16.0
7.812 per cent patches are empty
reg036_A at scale 16.0 has 4 patches with zero diveristy
reg036_A at scale 16.0 diversity is 1.9680403838736258
Processing region: reg036_B at scale 16.0
3.516 per cent patches are empty
reg036_B at scale 16.0 has 70 patches with zero diveristy
reg036_B at scale 16.0 diversity is 1.1095966581191898
Processing region: reg037_A at scale 16.0
23.438 per cent patches are empty
reg037_A at scale 16.0 has 36 patches with zero diveristy
reg037_A at scale 16.0 diversity is 1.4047305990975751
Processing region: reg037_B at scale 16.0
27.734 per cent patches are empty
reg037_B at scale 16.0 has 104 patches with zero diveristy
reg037_B at scale 16.0 diversity is 0.5498515718539568
Processing region: reg038_A at scale 16.0
3.516 per cent patches are empty
reg038_A at scale 16.0 has 5 patches with zero diveristy
reg038_A at scale 16.0 diversity is 1.8435324598746055
Processing region: reg038_B at scale 16.0
12.891 per cent patches are empty
reg038_B at scale 16.0 has 38 patches with zero diveristy
reg038_B at scale 16.0 diversity is 1.3237002393813107
Processing region: reg039_A at scale 16.0
16.406 per cent patches are empty
reg039_A at scale 16.0 has 10 patches with zero diveristy
reg039_A at scale 16.0 diversity is 1.5830801490646864
Processing region: reg039_B at scale 16.0
26.172 per cent patches are empty
reg039_B at scale 16.0 has 59 patches with zero diveristy
reg039_B at scale 16.0 diversity is 0.9548139293737187
Processing region: reg040_A at scale 16.0
6.250 per cent patches are empty
reg040_A at scale 16.0 has 17 patches with zero diveristy
reg040_A at scale 16.0 diversity is 1.5511215316331814
Processing region: reg040_B at scale 16.0
30.859 per cent patches are empty
reg040_B at scale 16.0 has 45 patches with zero diveristy
reg040_B at scale 16.0 diversity is 1.0575943641473295
Processing region: reg041_A at scale 16.0
4.297 per cent patches are empty
reg041_A at scale 16.0 has 31 patches with zero diveristy
reg041_A at scale 16.0 diversity is 1.4565673183329213
Processing region: reg041_B at scale 16.0
14.844 per cent patches are empty
reg041_B at scale 16.0 has 71 patches with zero diveristy
reg041_B at scale 16.0 diversity is 1.0363120071917764
Processing region: reg042_A at scale 16.0
7.422 per cent patches are empty
reg042_A at scale 16.0 has 66 patches with zero diveristy
reg042_A at scale 16.0 diversity is 0.759286183040036
Processing region: reg042_B at scale 16.0
9.766 per cent patches are empty
reg042_B at scale 16.0 has 78 patches with zero diveristy
reg042_B at scale 16.0 diversity is 0.689848033437531
Processing region: reg043_A at scale 16.0
3.125 per cent patches are empty
reg043_A at scale 16.0 has 45 patches with zero diveristy
reg043_A at scale 16.0 diversity is 1.1180553298288896
Processing region: reg043_B at scale 16.0
35.938 per cent patches are empty
reg043_B at scale 16.0 has 86 patches with zero diveristy
reg043_B at scale 16.0 diversity is 0.5346895605617722
Processing region: reg044_A at scale 16.0
8.984 per cent patches are empty
reg044_A at scale 16.0 has 52 patches with zero diveristy
reg044_A at scale 16.0 diversity is 1.1342625563333575
Processing region: reg044_B at scale 16.0
48.438 per cent patches are empty
reg044_B at scale 16.0 has 70 patches with zero diveristy
reg044_B at scale 16.0 diversity is 0.535590639344215
Processing region: reg045_A at scale 16.0
8.203 per cent patches are empty
reg045_A at scale 16.0 has 7 patches with zero diveristy
reg045_A at scale 16.0 diversity is 1.5799282366123537
Processing region: reg045_B at scale 16.0
16.016 per cent patches are empty
reg045_B at scale 16.0 has 46 patches with zero diveristy
reg045_B at scale 16.0 diversity is 1.1684881061695667
Processing region: reg046_A at scale 16.0
5.859 per cent patches are empty
reg046_A at scale 16.0 has 7 patches with zero diveristy
reg046_A at scale 16.0 diversity is 1.969037799740305
Processing region: reg046_B at scale 16.0
5.859 per cent patches are empty
reg046_B at scale 16.0 has 12 patches with zero diveristy
reg046_B at scale 16.0 diversity is 1.8436947313787408
Processing region: reg047_A at scale 16.0
14.062 per cent patches are empty
reg047_A at scale 16.0 has 27 patches with zero diveristy
reg047_A at scale 16.0 diversity is 1.609495838803236
Processing region: reg047_B at scale 16.0
16.406 per cent patches are empty
reg047_B at scale 16.0 has 95 patches with zero diveristy
reg047_B at scale 16.0 diversity is 0.6530865052102662
Processing region: reg048_A at scale 16.0
7.812 per cent patches are empty
reg048_A at scale 16.0 has 17 patches with zero diveristy
reg048_A at scale 16.0 diversity is 1.5852563690364594
Processing region: reg048_B at scale 16.0
8.984 per cent patches are empty
reg048_B at scale 16.0 has 41 patches with zero diveristy
reg048_B at scale 16.0 diversity is 1.3406049350276892
Processing region: reg049_A at scale 16.0
5.859 per cent patches are empty
reg049_A at scale 16.0 has 12 patches with zero diveristy
reg049_A at scale 16.0 diversity is 1.6165216368651798
Processing region: reg049_B at scale 16.0
12.500 per cent patches are empty
reg049_B at scale 16.0 has 38 patches with zero diveristy
reg049_B at scale 16.0 diversity is 1.2533039766157301
Processing region: reg050_A at scale 16.0
13.281 per cent patches are empty
reg050_A at scale 16.0 has 44 patches with zero diveristy
reg050_A at scale 16.0 diversity is 1.045985333218258
Processing region: reg050_B at scale 16.0
8.984 per cent patches are empty
reg050_B at scale 16.0 has 31 patches with zero diveristy
reg050_B at scale 16.0 diversity is 1.274441178015937
Processing region: reg051_A at scale 16.0
15.625 per cent patches are empty
reg051_A at scale 16.0 has 50 patches with zero diveristy
reg051_A at scale 16.0 diversity is 1.3737017086628374
Processing region: reg051_B at scale 16.0
7.031 per cent patches are empty
reg051_B at scale 16.0 has 30 patches with zero diveristy
reg051_B at scale 16.0 diversity is 1.3149655951658545
Processing region: reg052_A at scale 16.0
3.906 per cent patches are empty
reg052_A at scale 16.0 has 21 patches with zero diveristy
reg052_A at scale 16.0 diversity is 1.5149924189868127
Processing region: reg052_B at scale 16.0
8.984 per cent patches are empty
reg052_B at scale 16.0 has 40 patches with zero diveristy
reg052_B at scale 16.0 diversity is 1.2074496480795733
Processing region: reg053_A at scale 16.0
5.859 per cent patches are empty
reg053_A at scale 16.0 has 19 patches with zero diveristy
reg053_A at scale 16.0 diversity is 1.828181943385345
Processing region: reg053_B at scale 16.0
70.703 per cent patches are empty
reg053_B at scale 16.0 has 48 patches with zero diveristy
reg053_B at scale 16.0 diversity is 0.42990472146248787
Processing region: reg054_A at scale 16.0
18.359 per cent patches are empty
reg054_A at scale 16.0 has 29 patches with zero diveristy
reg054_A at scale 16.0 diversity is 1.5096096613617158
Processing region: reg054_B at scale 16.0
59.766 per cent patches are empty
reg054_B at scale 16.0 has 36 patches with zero diveristy
reg054_B at scale 16.0 diversity is 0.7921187180915548
Processing region: reg055_A at scale 16.0
7.812 per cent patches are empty
reg055_A at scale 16.0 has 8 patches with zero diveristy
reg055_A at scale 16.0 diversity is 1.9212566918689848
Processing region: reg055_B at scale 16.0
69.531 per cent patches are empty
reg055_B at scale 16.0 has 51 patches with zero diveristy
reg055_B at scale 16.0 diversity is 0.40933933688926766
Processing region: reg056_A at scale 16.0
23.047 per cent patches are empty
reg056_A at scale 16.0 has 44 patches with zero diveristy
reg056_A at scale 16.0 diversity is 1.2747267956517867
Processing region: reg056_B at scale 16.0
7.812 per cent patches are empty
reg056_B at scale 16.0 has 38 patches with zero diveristy
reg056_B at scale 16.0 diversity is 1.4029016678673227
Processing region: reg057_A at scale 16.0
87.500 per cent patches are empty
reg057_A at scale 16.0 has 15 patches with zero diveristy
reg057_A at scale 16.0 diversity is 0.6693315263855854
Processing region: reg057_B at scale 16.0
31.250 per cent patches are empty
reg057_B at scale 16.0 has 58 patches with zero diveristy
reg057_B at scale 16.0 diversity is 1.0136105580975299
Processing region: reg058_A at scale 16.0
6.250 per cent patches are empty
reg058_A at scale 16.0 has 93 patches with zero diveristy
reg058_A at scale 16.0 diversity is 0.597051939321446
Processing region: reg058_B at scale 16.0
14.453 per cent patches are empty
reg058_B at scale 16.0 has 139 patches with zero diveristy
reg058_B at scale 16.0 diversity is 0.3408536314425973
Processing region: reg059_A at scale 16.0
11.328 per cent patches are empty
reg059_A at scale 16.0 has 9 patches with zero diveristy
reg059_A at scale 16.0 diversity is 2.0891563560721482
Processing region: reg059_B at scale 16.0
8.594 per cent patches are empty
reg059_B at scale 16.0 has 12 patches with zero diveristy
reg059_B at scale 16.0 diversity is 1.5843132976275534
Processing region: reg060_A at scale 16.0
7.031 per cent patches are empty
reg060_A at scale 16.0 has 11 patches with zero diveristy
reg060_A at scale 16.0 diversity is 1.9823834022017208
Processing region: reg060_B at scale 16.0
8.203 per cent patches are empty
reg060_B at scale 16.0 has 5 patches with zero diveristy
reg060_B at scale 16.0 diversity is 1.916517030735813
Processing region: reg061_A at scale 16.0
7.812 per cent patches are empty
reg061_A at scale 16.0 has 36 patches with zero diveristy
reg061_A at scale 16.0 diversity is 1.4336904201745997
Processing region: reg061_B at scale 16.0
6.641 per cent patches are empty
reg061_B at scale 16.0 has 15 patches with zero diveristy
reg061_B at scale 16.0 diversity is 1.6479345872567748
Processing region: reg062_A at scale 16.0
2.344 per cent patches are empty
reg062_A at scale 16.0 has 12 patches with zero diveristy
reg062_A at scale 16.0 diversity is 1.667230459467464
Processing region: reg062_B at scale 16.0
7.812 per cent patches are empty
reg062_B at scale 16.0 has 26 patches with zero diveristy
reg062_B at scale 16.0 diversity is 1.461775327443554
Processing region: reg063_A at scale 16.0
24.219 per cent patches are empty
reg063_A at scale 16.0 has 41 patches with zero diveristy
reg063_A at scale 16.0 diversity is 1.0847166528206407
Processing region: reg063_B at scale 16.0
9.766 per cent patches are empty
reg063_B at scale 16.0 has 22 patches with zero diveristy
reg063_B at scale 16.0 diversity is 1.3759567260882974
Processing region: reg064_A at scale 16.0
8.594 per cent patches are empty
reg064_A at scale 16.0 has 11 patches with zero diveristy
reg064_A at scale 16.0 diversity is 1.4355060178845582
Processing region: reg064_B at scale 16.0
6.250 per cent patches are empty
reg064_B at scale 16.0 has 20 patches with zero diveristy
reg064_B at scale 16.0 diversity is 1.6946818144977838
Processing region: reg065_A at scale 16.0
11.328 per cent patches are empty
reg065_A at scale 16.0 has 67 patches with zero diveristy
reg065_A at scale 16.0 diversity is 1.0101402887124225
Processing region: reg065_B at scale 16.0
23.438 per cent patches are empty
reg065_B at scale 16.0 has 94 patches with zero diveristy
reg065_B at scale 16.0 diversity is 0.6448394289785003
Processing region: reg066_A at scale 16.0
7.812 per cent patches are empty
reg066_A at scale 16.0 has 23 patches with zero diveristy
reg066_A at scale 16.0 diversity is 1.3853495554427253
Processing region: reg066_B at scale 16.0
10.547 per cent patches are empty
reg066_B at scale 16.0 has 54 patches with zero diveristy
reg066_B at scale 16.0 diversity is 1.0393069690487353
Processing region: reg067_A at scale 16.0
37.500 per cent patches are empty
reg067_A at scale 16.0 has 47 patches with zero diveristy
reg067_A at scale 16.0 diversity is 1.1133641212890972
Processing region: reg067_B at scale 16.0
84.375 per cent patches are empty
reg067_B at scale 16.0 has 24 patches with zero diveristy
reg067_B at scale 16.0 diversity is 0.48788885823487665
Processing region: reg068_A at scale 16.0
8.594 per cent patches are empty
reg068_A at scale 16.0 has 32 patches with zero diveristy
reg068_A at scale 16.0 diversity is 1.3039123926387821
Processing region: reg068_B at scale 16.0
7.031 per cent patches are empty
reg068_B at scale 16.0 has 19 patches with zero diveristy
reg068_B at scale 16.0 diversity is 1.7179625275097257
Processing region: reg069_A at scale 16.0
6.641 per cent patches are empty
reg069_A at scale 16.0 has 27 patches with zero diveristy
reg069_A at scale 16.0 diversity is 1.5653739676202172
Processing region: reg069_B at scale 16.0
14.453 per cent patches are empty
reg069_B at scale 16.0 has 67 patches with zero diveristy
reg069_B at scale 16.0 diversity is 1.0116912721249247
Processing region: reg070_A at scale 16.0
8.984 per cent patches are empty
reg070_A at scale 16.0 has 42 patches with zero diveristy
reg070_A at scale 16.0 diversity is 1.2684280512692527
Processing region: reg070_B at scale 16.0
10.547 per cent patches are empty
reg070_B at scale 16.0 has 45 patches with zero diveristy
reg070_B at scale 16.0 diversity is 1.0081353626718108
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
reg001_A at scale 32.0 has 302 patches with zero diveristy
reg001_A at scale 32.0 diversity is 0.5557217232368197
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
reg001_B at scale 32.0 has 197 patches with zero diveristy
reg001_B at scale 32.0 diversity is 0.23847465007070615
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
reg002_A at scale 32.0 has 245 patches with zero diveristy
reg002_A at scale 32.0 diversity is 0.6994581913297628
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
reg002_B at scale 32.0 has 555 patches with zero diveristy
reg002_B at scale 32.0 diversity is 0.31562102488293486
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
reg003_A at scale 32.0 has 233 patches with zero diveristy
reg003_A at scale 32.0 diversity is 0.657804877104138
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
reg003_B at scale 32.0 has 312 patches with zero diveristy
reg003_B at scale 32.0 diversity is 0.5146402418896122
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
reg004_A at scale 32.0 has 270 patches with zero diveristy
reg004_A at scale 32.0 diversity is 0.7402479198378501
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
reg004_B at scale 32.0 has 396 patches with zero diveristy
reg004_B at scale 32.0 diversity is 0.5949950790704666
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
reg005_A at scale 32.0 has 303 patches with zero diveristy
reg005_A at scale 32.0 diversity is 0.7934137071575837
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
reg005_B at scale 32.0 has 235 patches with zero diveristy
reg005_B at scale 32.0 diversity is 0.7466883213515009
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
reg006_A at scale 32.0 has 304 patches with zero diveristy
reg006_A at scale 32.0 diversity is 0.6191400438725643
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
reg006_B at scale 32.0 has 306 patches with zero diveristy
reg006_B at scale 32.0 diversity is 0.7358364002341685
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
reg007_A at scale 32.0 has 359 patches with zero diveristy
reg007_A at scale 32.0 diversity is 0.7421368500862212
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
reg007_B at scale 32.0 has 255 patches with zero diveristy
reg007_B at scale 32.0 diversity is 0.8171170853651124
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
reg008_A at scale 32.0 has 261 patches with zero diveristy
reg008_A at scale 32.0 diversity is 0.5266790007306591
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
reg008_B at scale 32.0 has 367 patches with zero diveristy
reg008_B at scale 32.0 diversity is 0.7249209437948831
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
reg009_A at scale 32.0 has 315 patches with zero diveristy
reg009_A at scale 32.0 diversity is 0.8268542667139614
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
reg009_B at scale 32.0 has 133 patches with zero diveristy
reg009_B at scale 32.0 diversity is 1.1522742349013497
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
reg010_A at scale 32.0 has 260 patches with zero diveristy
reg010_A at scale 32.0 diversity is 0.8655377989146098
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
reg010_B at scale 32.0 has 318 patches with zero diveristy
reg010_B at scale 32.0 diversity is 0.5597647637376048
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
reg011_A at scale 32.0 has 140 patches with zero diveristy
reg011_A at scale 32.0 diversity is 1.0948781842246476
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
reg011_B at scale 32.0 has 294 patches with zero diveristy
reg011_B at scale 32.0 diversity is 0.47114908705905273
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
reg012_A at scale 32.0 has 291 patches with zero diveristy
reg012_A at scale 32.0 diversity is 0.715899417238251
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
reg012_B at scale 32.0 has 141 patches with zero diveristy
reg012_B at scale 32.0 diversity is 0.46494303672351367
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
reg013_A at scale 32.0 has 399 patches with zero diveristy
reg013_A at scale 32.0 diversity is 0.5717931888532037
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
reg013_B at scale 32.0 has 418 patches with zero diveristy
reg013_B at scale 32.0 diversity is 0.5932263292627094
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
reg014_A at scale 32.0 has 305 patches with zero diveristy
reg014_A at scale 32.0 diversity is 0.45247809666690697
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
reg014_B at scale 32.0 has 283 patches with zero diveristy
reg014_B at scale 32.0 diversity is 0.7752757566055144
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
reg015_A at scale 32.0 has 313 patches with zero diveristy
reg015_A at scale 32.0 diversity is 0.7413513744314911
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
reg015_B at scale 32.0 has 463 patches with zero diveristy
reg015_B at scale 32.0 diversity is 0.36216571944242704
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
reg016_A at scale 32.0 has 326 patches with zero diveristy
reg016_A at scale 32.0 diversity is 0.6797345134618556
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
reg016_B at scale 32.0 has 351 patches with zero diveristy
reg016_B at scale 32.0 diversity is 0.6839141072927567
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
reg017_A at scale 32.0 has 315 patches with zero diveristy
reg017_A at scale 32.0 diversity is 0.8149216127699066
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
reg017_B at scale 32.0 has 292 patches with zero diveristy
reg017_B at scale 32.0 diversity is 0.8927257639894027
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
reg018_A at scale 32.0 has 283 patches with zero diveristy
reg018_A at scale 32.0 diversity is 0.7870709176203579
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
reg018_B at scale 32.0 has 346 patches with zero diveristy
reg018_B at scale 32.0 diversity is 0.6650753971585537
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
reg019_A at scale 32.0 has 164 patches with zero diveristy
reg019_A at scale 32.0 diversity is 0.7941809439673526
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
reg019_B at scale 32.0 has 70 patches with zero diveristy
reg019_B at scale 32.0 diversity is 0.1327763889155984
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
reg020_A at scale 32.0 has 294 patches with zero diveristy
reg020_A at scale 32.0 diversity is 0.8202500829777284
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
reg020_B at scale 32.0 has 176 patches with zero diveristy
reg020_B at scale 32.0 diversity is 1.0608140188257598
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
reg021_A at scale 32.0 has 164 patches with zero diveristy
reg021_A at scale 32.0 diversity is 0.956050983418754
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
reg021_B at scale 32.0 has 195 patches with zero diveristy
reg021_B at scale 32.0 diversity is 0.22551707626951734
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
reg022_A at scale 32.0 has 248 patches with zero diveristy
reg022_A at scale 32.0 diversity is 0.8199605494643846
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
reg022_B at scale 32.0 has 247 patches with zero diveristy
reg022_B at scale 32.0 diversity is 0.4188788755622188
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
reg023_A at scale 32.0 has 334 patches with zero diveristy
reg023_A at scale 32.0 diversity is 0.34879789982334336
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
reg023_B at scale 32.0 has 260 patches with zero diveristy
reg023_B at scale 32.0 diversity is 0.9160669109208432
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
reg024_A at scale 32.0 has 358 patches with zero diveristy
reg024_A at scale 32.0 diversity is 0.364969293738499
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
reg024_B at scale 32.0 has 449 patches with zero diveristy
reg024_B at scale 32.0 diversity is 0.5456811479117779
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
reg025_A at scale 32.0 has 323 patches with zero diveristy
reg025_A at scale 32.0 diversity is 0.5890890340494715
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
reg025_B at scale 32.0 has 299 patches with zero diveristy
reg025_B at scale 32.0 diversity is 0.7363894695016134
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
reg026_A at scale 32.0 has 263 patches with zero diveristy
reg026_A at scale 32.0 diversity is 0.8776847062283261
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
reg026_B at scale 32.0 has 256 patches with zero diveristy
reg026_B at scale 32.0 diversity is 0.9004768676847865
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
reg027_A at scale 32.0 has 303 patches with zero diveristy
reg027_A at scale 32.0 diversity is 0.79723050865919
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
reg027_B at scale 32.0 has 394 patches with zero diveristy
reg027_B at scale 32.0 diversity is 0.6004464067236152
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
reg028_A at scale 32.0 has 253 patches with zero diveristy
reg028_A at scale 32.0 diversity is 0.9714370162005411
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
reg028_B at scale 32.0 has 342 patches with zero diveristy
reg028_B at scale 32.0 diversity is 0.7582122104379305
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
reg029_A at scale 32.0 has 435 patches with zero diveristy
reg029_A at scale 32.0 diversity is 0.6153299482473555
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
reg029_B at scale 32.0 has 379 patches with zero diveristy
reg029_B at scale 32.0 diversity is 0.5455665967513191
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
reg030_A at scale 32.0 has 272 patches with zero diveristy
reg030_A at scale 32.0 diversity is 0.8442162056036804
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
reg030_B at scale 32.0 has 436 patches with zero diveristy
reg030_B at scale 32.0 diversity is 0.46990064731306624
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
reg031_A at scale 32.0 has 297 patches with zero diveristy
reg031_A at scale 32.0 diversity is 0.8563650465552216
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
reg031_B at scale 32.0 has 301 patches with zero diveristy
reg031_B at scale 32.0 diversity is 0.7979802932943109
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
reg032_A at scale 32.0 has 323 patches with zero diveristy
reg032_A at scale 32.0 diversity is 0.7804075674761368
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
reg032_B at scale 32.0 has 272 patches with zero diveristy
reg032_B at scale 32.0 diversity is 0.7500143014454015
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
reg033_A at scale 32.0 has 198 patches with zero diveristy
reg033_A at scale 32.0 diversity is 0.9048044337514133
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
reg033_B at scale 32.0 has 394 patches with zero diveristy
reg033_B at scale 32.0 diversity is 0.6896540868642623
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
reg034_A at scale 32.0 has 265 patches with zero diveristy
reg034_A at scale 32.0 diversity is 0.8186291275482388
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
reg034_B at scale 32.0 has 373 patches with zero diveristy
reg034_B at scale 32.0 diversity is 0.5952104538602976
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
reg035_A at scale 32.0 has 282 patches with zero diveristy
reg035_A at scale 32.0 diversity is 0.8409628638917658
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
reg035_B at scale 32.0 has 324 patches with zero diveristy
reg035_B at scale 32.0 diversity is 0.670885352693505
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
reg036_A at scale 32.0 has 184 patches with zero diveristy
reg036_A at scale 32.0 diversity is 1.0632868714800234
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
reg036_B at scale 32.0 has 472 patches with zero diveristy
reg036_B at scale 32.0 diversity is 0.5829003993727727
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
reg037_A at scale 32.0 has 236 patches with zero diveristy
reg037_A at scale 32.0 diversity is 0.7665670072009133
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
reg037_B at scale 32.0 has 255 patches with zero diveristy
reg037_B at scale 32.0 diversity is 0.188536565468344
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
reg038_A at scale 32.0 has 290 patches with zero diveristy
reg038_A at scale 32.0 diversity is 0.8611117573150999
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
reg038_B at scale 32.0 has 334 patches with zero diveristy
reg038_B at scale 32.0 diversity is 0.6321475317707992
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
reg039_A at scale 32.0 has 203 patches with zero diveristy
reg039_A at scale 32.0 diversity is 0.9109905007254127
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
reg039_B at scale 32.0 has 304 patches with zero diveristy
reg039_B at scale 32.0 diversity is 0.3608682315400152
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
reg040_A at scale 32.0 has 338 patches with zero diveristy
reg040_A at scale 32.0 diversity is 0.6970079056544474
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
reg040_B at scale 32.0 has 244 patches with zero diveristy
reg040_B at scale 32.0 diversity is 0.4863994130681796
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
reg041_A at scale 32.0 has 415 patches with zero diveristy
reg041_A at scale 32.0 diversity is 0.6103192240635986
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
reg041_B at scale 32.0 has 453 patches with zero diveristy
reg041_B at scale 32.0 diversity is 0.44274065377569166
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
reg042_A at scale 32.0 has 525 patches with zero diveristy
reg042_A at scale 32.0 diversity is 0.3449762230060837
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
reg042_B at scale 32.0 has 534 patches with zero diveristy
reg042_B at scale 32.0 diversity is 0.3104026185490923
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
reg043_A at scale 32.0 has 459 patches with zero diveristy
reg043_A at scale 32.0 diversity is 0.4603516593074785
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
reg043_B at scale 32.0 has 298 patches with zero diveristy
reg043_B at scale 32.0 diversity is 0.17661800225951405
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
reg044_A at scale 32.0 has 361 patches with zero diveristy
reg044_A at scale 32.0 diversity is 0.4211034838504594
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
reg044_B at scale 32.0 has 239 patches with zero diveristy
reg044_B at scale 32.0 diversity is 0.1811331518997645
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
reg045_A at scale 32.0 has 359 patches with zero diveristy
reg045_A at scale 32.0 diversity is 0.7102307125802958
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
reg045_B at scale 32.0 has 370 patches with zero diveristy
reg045_B at scale 32.0 diversity is 0.40808583092063516
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
reg046_A at scale 32.0 has 307 patches with zero diveristy
reg046_A at scale 32.0 diversity is 0.824653080439295
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
reg046_B at scale 32.0 has 300 patches with zero diveristy
reg046_B at scale 32.0 diversity is 0.8110346447308838
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
reg047_A at scale 32.0 has 256 patches with zero diveristy
reg047_A at scale 32.0 diversity is 0.8265704496875337
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
reg047_B at scale 32.0 has 447 patches with zero diveristy
reg047_B at scale 32.0 diversity is 0.217459352739393
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
reg048_A at scale 32.0 has 356 patches with zero diveristy
reg048_A at scale 32.0 diversity is 0.632285241336113
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
reg048_B at scale 32.0 has 309 patches with zero diveristy
reg048_B at scale 32.0 diversity is 0.6458676068956488
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
reg049_A at scale 32.0 has 329 patches with zero diveristy
reg049_A at scale 32.0 diversity is 0.7307917431322573
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
reg049_B at scale 32.0 has 382 patches with zero diveristy
reg049_B at scale 32.0 diversity is 0.44560107536559873
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
reg050_A at scale 32.0 has 353 patches with zero diveristy
reg050_A at scale 32.0 diversity is 0.42630701809588917
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
reg050_B at scale 32.0 has 430 patches with zero diveristy
reg050_B at scale 32.0 diversity is 0.49653871022115786
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
reg051_A at scale 32.0 has 329 patches with zero diveristy
reg051_A at scale 32.0 diversity is 0.6293450103290034
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
reg051_B at scale 32.0 has 413 patches with zero diveristy
reg051_B at scale 32.0 diversity is 0.5381406981089925
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
reg052_A at scale 32.0 has 404 patches with zero diveristy
reg052_A at scale 32.0 diversity is 0.5983554029508932
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
reg052_B at scale 32.0 has 439 patches with zero diveristy
reg052_B at scale 32.0 diversity is 0.5123369607711975
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
reg053_A at scale 32.0 has 270 patches with zero diveristy
reg053_A at scale 32.0 diversity is 0.8474392211965895
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
reg053_B at scale 32.0 has 103 patches with zero diveristy
reg053_B at scale 32.0 diversity is 0.13559322033898305
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
reg054_A at scale 32.0 has 263 patches with zero diveristy
reg054_A at scale 32.0 diversity is 0.7302801732780377
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
reg054_B at scale 32.0 has 176 patches with zero diveristy
reg054_B at scale 32.0 diversity is 0.21515613741662346
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
reg055_A at scale 32.0 has 150 patches with zero diveristy
reg055_A at scale 32.0 diversity is 1.1737463544368825
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
reg055_B at scale 32.0 has 98 patches with zero diveristy
reg055_B at scale 32.0 diversity is 0.1399391369305175
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
reg056_A at scale 32.0 has 251 patches with zero diveristy
reg056_A at scale 32.0 diversity is 0.5368372306790336
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
reg056_B at scale 32.0 has 424 patches with zero diveristy
reg056_B at scale 32.0 diversity is 0.4703016023428499
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
reg057_A at scale 32.0 has 43 patches with zero diveristy
reg057_A at scale 32.0 diversity is 0.2720441520973911
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
reg057_B at scale 32.0 has 287 patches with zero diveristy
reg057_B at scale 32.0 diversity is 0.4616586255070822
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
reg058_A at scale 32.0 has 616 patches with zero diveristy
reg058_A at scale 32.0 diversity is 0.24497604843820361
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
reg058_B at scale 32.0 has 571 patches with zero diveristy
reg058_B at scale 32.0 diversity is 0.1166579173232915
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
reg059_A at scale 32.0 has 156 patches with zero diveristy
reg059_A at scale 32.0 diversity is 1.1330184879161005
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
reg059_B at scale 32.0 has 358 patches with zero diveristy
reg059_B at scale 32.0 diversity is 0.6637857631949273
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
reg060_A at scale 32.0 has 220 patches with zero diveristy
reg060_A at scale 32.0 diversity is 0.9501429530272408
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
reg060_B at scale 32.0 has 254 patches with zero diveristy
reg060_B at scale 32.0 diversity is 0.862701243108512
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
reg061_A at scale 32.0 has 340 patches with zero diveristy
reg061_A at scale 32.0 diversity is 0.6630208302428718
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
reg061_B at scale 32.0 has 354 patches with zero diveristy
reg061_B at scale 32.0 diversity is 0.6594595749329318
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
reg062_A at scale 32.0 has 328 patches with zero diveristy
reg062_A at scale 32.0 diversity is 0.7760791929900223
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
reg062_B at scale 32.0 has 365 patches with zero diveristy
reg062_B at scale 32.0 diversity is 0.5599294374161436
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
reg063_A at scale 32.0 has 299 patches with zero diveristy
reg063_A at scale 32.0 diversity is 0.4443646795632483
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
reg063_B at scale 32.0 has 424 patches with zero diveristy
reg063_B at scale 32.0 diversity is 0.3359688445866314
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
reg064_A at scale 32.0 has 358 patches with zero diveristy
reg064_A at scale 32.0 diversity is 0.637025867355701
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
reg064_B at scale 32.0 has 341 patches with zero diveristy
reg064_B at scale 32.0 diversity is 0.7251007262551754
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
reg065_A at scale 32.0 has 419 patches with zero diveristy
reg065_A at scale 32.0 diversity is 0.5237081980471305
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
reg065_B at scale 32.0 has 286 patches with zero diveristy
reg065_B at scale 32.0 diversity is 0.16007275075660887
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
reg066_A at scale 32.0 has 362 patches with zero diveristy
reg066_A at scale 32.0 diversity is 0.6228292576468444
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
reg066_B at scale 32.0 has 439 patches with zero diveristy
reg066_B at scale 32.0 diversity is 0.3194654362038013
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
reg067_A at scale 32.0 has 185 patches with zero diveristy
reg067_A at scale 32.0 diversity is 0.5395960404181045
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
reg067_B at scale 32.0 has 46 patches with zero diveristy
reg067_B at scale 32.0 diversity is 0.2622281586603083
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
reg068_A at scale 32.0 has 402 patches with zero diveristy
reg068_A at scale 32.0 diversity is 0.43936214997273054
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
reg068_B at scale 32.0 has 366 patches with zero diveristy
reg068_B at scale 32.0 diversity is 0.6211276185185179
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
reg069_A at scale 32.0 has 371 patches with zero diveristy
reg069_A at scale 32.0 diversity is 0.5914787152155453
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
reg069_B at scale 32.0 has 350 patches with zero diveristy
reg069_B at scale 32.0 diversity is 0.36949704212580514
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
reg070_A at scale 32.0 has 399 patches with zero diveristy
reg070_A at scale 32.0 diversity is 0.5562779234292821
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
reg070_B at scale 32.0 has 430 patches with zero diveristy
reg070_B at scale 32.0 diversity is 0.29723632585509063
[11]:
mdi_results['Patients'] = mdi_results.index.map(region_to_patient)
mdi_results['Condition'] = mdi_results.index.map(region_to_condition)
mdi_results
[11]:
| 1.0 | 2.0 | 4.0 | 8.0 | 16.0 | 32.0 | Slope | Patients | Condition | |
|---|---|---|---|---|---|---|---|---|---|
| reg001_A | 3.316416 | 3.00672 | 2.691226 | 2.184427 | 1.278679 | 0.555722 | 0.556983 | 1 | 1 |
| reg001_B | 3.354147 | 3.078202 | 2.508512 | 1.397887 | 0.624072 | 0.238475 | 0.687182 | 1 | 1 |
| reg002_A | 3.151849 | 2.907866 | 2.576381 | 2.168661 | 1.497099 | 0.699458 | 0.482914 | 1 | 1 |
| reg002_B | 1.119223 | 1.084668 | 1.009291 | 0.858962 | 0.620206 | 0.315621 | 0.158906 | 1 | 1 |
| reg003_A | 3.040349 | 2.789846 | 2.402995 | 1.966016 | 1.441875 | 0.657805 | 0.468389 | 2 | 2 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| reg068_B | 3.656726 | 3.37063 | 3.051267 | 2.541294 | 1.717963 | 0.621128 | 0.589885 | 34 | 1 |
| reg069_A | 3.205998 | 3.053596 | 2.835891 | 2.338134 | 1.565374 | 0.591479 | 0.515286 | 35 | 1 |
| reg069_B | 3.553295 | 3.034952 | 2.560528 | 1.931253 | 1.011691 | 0.369497 | 0.646230 | 35 | 1 |
| reg070_A | 2.541924 | 2.31133 | 2.142624 | 1.737921 | 1.268428 | 0.556278 | 0.384618 | 35 | 1 |
| reg070_B | 2.682543 | 2.219082 | 2.058367 | 1.713258 | 1.008135 | 0.297236 | 0.454414 | 35 | 1 |
140 rows × 9 columns
Calculate GDI
[44]:
gdi_results = eco.calculate_GDI(spatial_data=protein,
scale=32.0,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
hotspot=True,
restricted=False,
metric='Shannon Diversity')
gdi_results
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
[44]:
| GDI | |
|---|---|
| reg001_A | 0.408648 |
| reg001_B | 0.077049 |
| reg002_A | 0.429751 |
| reg002_B | 0.133040 |
| reg003_A | 0.304637 |
| ... | ... |
| reg068_B | 0.245274 |
| reg069_A | 0.200747 |
| reg069_B | 0.247712 |
| reg070_A | 0.265592 |
| reg070_B | 0.083936 |
140 rows × 1 columns
Calculate DPI
[45]:
# Calculate DPI for hotspots
dpi_results = eco.calculate_DPI(spatial_data=protein,
scale=32.0,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
hotspot=True,
metric='Shannon Diversity')
dpi_results
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
Using MoranI
Region reg001_A contains 92 diversity hotspots
2 islands identified
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
Using MoranI
Region reg001_B contains 5 diversity hotspots
4 islands identified
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
Using MoranI
Region reg002_A contains 115 diversity hotspots
8 islands identified
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
Using MoranI
Region reg002_B contains 19 diversity hotspots
7 islands identified
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
Using MoranI
Region reg003_A contains 53 diversity hotspots
10 islands identified
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
Using MoranI
Region reg003_B contains 60 diversity hotspots
7 islands identified
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
Using MoranI
Region reg004_A contains 31 diversity hotspots
12 islands identified
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
Using MoranI
Region reg004_B contains 22 diversity hotspots
10 islands identified
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
Using MoranI
Region reg005_A contains 78 diversity hotspots
15 islands identified
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
Using MoranI
Region reg005_B contains 80 diversity hotspots
8 islands identified
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
Using MoranI
Region reg006_A contains 38 diversity hotspots
6 islands identified
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Region reg006_B contains 61 diversity hotspots
11 islands identified
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg007_A contains 136 diversity hotspots
13 islands identified
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
Using MoranI
Region reg007_B contains 94 diversity hotspots
11 islands identified
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Region reg008_A contains 60 diversity hotspots
12 islands identified
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
Using MoranI
Region reg008_B contains 74 diversity hotspots
18 islands identified
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
Using MoranI
Region reg009_A contains 57 diversity hotspots
14 islands identified
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
Using MoranI
Region reg009_B contains 14 diversity hotspots
9 islands identified
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
Using MoranI
Region reg010_A contains 109 diversity hotspots
14 islands identified
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
Using MoranI
Region reg010_B contains 57 diversity hotspots
8 islands identified
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg011_A contains 134 diversity hotspots
17 islands identified
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
Using MoranI
Region reg011_B contains 44 diversity hotspots
5 islands identified
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
Using MoranI
Region reg012_A contains 85 diversity hotspots
10 islands identified
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
Using MoranI
Region reg012_B contains 47 diversity hotspots
8 islands identified
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
Using MoranI
Region reg013_A contains 54 diversity hotspots
11 islands identified
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
Using MoranI
Region reg013_B contains 44 diversity hotspots
21 islands identified
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Region reg014_A contains 43 diversity hotspots
4 islands identified
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
Using MoranI
Region reg014_B contains 34 diversity hotspots
11 islands identified
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg015_A contains 30 diversity hotspots
10 islands identified
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
Using MoranI
Region reg015_B contains 27 diversity hotspots
6 islands identified
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
Using MoranI
Region reg016_A contains 54 diversity hotspots
11 islands identified
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
Using MoranI
Region reg016_B contains 37 diversity hotspots
11 islands identified
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg017_A contains 91 diversity hotspots
15 islands identified
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
Using MoranI
Region reg017_B contains 120 diversity hotspots
9 islands identified
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
Using MoranI
Region reg018_A contains 144 diversity hotspots
5 islands identified
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
Using MoranI
Region reg018_B contains 53 diversity hotspots
10 islands identified
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
Using MoranI
Region reg019_A contains 126 diversity hotspots
8 islands identified
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
Using MoranI
Region reg019_B contains 2 diversity hotspots
2 islands identified
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Region reg020_A contains 70 diversity hotspots
14 islands identified
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
Using MoranI
Region reg020_B contains 59 diversity hotspots
19 islands identified
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
Using MoranI
Region reg021_A contains 131 diversity hotspots
11 islands identified
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
Using MoranI
Region reg021_B contains 7 diversity hotspots
4 islands identified
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
Using MoranI
Region reg022_A contains 149 diversity hotspots
3 islands identified
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
Using MoranI
Region reg022_B contains 33 diversity hotspots
12 islands identified
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
Using MoranI
Region reg023_A contains 21 diversity hotspots
11 islands identified
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg023_B contains 116 diversity hotspots
8 islands identified
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
Using MoranI
Region reg024_A contains 14 diversity hotspots
5 islands identified
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
Using MoranI
Region reg024_B contains 7 diversity hotspots
5 islands identified
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
Using MoranI
Region reg025_A contains 107 diversity hotspots
4 islands identified
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
Using MoranI
Region reg025_B contains 129 diversity hotspots
9 islands identified
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg026_A contains 59 diversity hotspots
10 islands identified
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
Using MoranI
Region reg026_B contains 30 diversity hotspots
12 islands identified
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Region reg027_A contains 79 diversity hotspots
12 islands identified
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
Using MoranI
Region reg027_B contains 15 diversity hotspots
3 islands identified
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
Using MoranI
Region reg028_A contains 77 diversity hotspots
10 islands identified
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
Using MoranI
Region reg028_B contains 30 diversity hotspots
5 islands identified
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
Using MoranI
Region reg029_A contains 75 diversity hotspots
14 islands identified
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
Using MoranI
Region reg029_B contains 16 diversity hotspots
12 islands identified
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
Using MoranI
Region reg030_A contains 34 diversity hotspots
16 islands identified
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
Using MoranI
Region reg030_B contains 82 diversity hotspots
9 islands identified
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
Using MoranI
Region reg031_A contains 55 diversity hotspots
17 islands identified
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
Using MoranI
Region reg031_B contains 40 diversity hotspots
18 islands identified
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
Using MoranI
Region reg032_A contains 63 diversity hotspots
16 islands identified
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
Using MoranI
Region reg032_B contains 62 diversity hotspots
12 islands identified
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
Using MoranI
Region reg033_A contains 101 diversity hotspots
10 islands identified
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
Using MoranI
Region reg033_B contains 97 diversity hotspots
7 islands identified
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
Using MoranI
Region reg034_A contains 44 diversity hotspots
16 islands identified
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
Using MoranI
Region reg034_B contains 46 diversity hotspots
12 islands identified
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
Using MoranI
Region reg035_A contains 104 diversity hotspots
8 islands identified
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
Using MoranI
Region reg035_B contains 67 diversity hotspots
15 islands identified
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
Using MoranI
Region reg036_A contains 34 diversity hotspots
16 islands identified
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
Using MoranI
Region reg036_B contains 62 diversity hotspots
17 islands identified
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Region reg037_A contains 123 diversity hotspots
9 islands identified
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
Using MoranI
Region reg037_B contains 8 diversity hotspots
3 islands identified
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
Using MoranI
Region reg038_A contains 104 diversity hotspots
7 islands identified
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Region reg038_B contains 65 diversity hotspots
13 islands identified
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
Using MoranI
Region reg039_A contains 150 diversity hotspots
8 islands identified
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
Using MoranI
Region reg039_B contains 14 diversity hotspots
5 islands identified
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Region reg040_A contains 53 diversity hotspots
13 islands identified
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
Using MoranI
Region reg040_B contains 27 diversity hotspots
11 islands identified
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Region reg041_A contains 82 diversity hotspots
8 islands identified
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
Using MoranI
Region reg041_B contains 61 diversity hotspots
16 islands identified
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
Using MoranI
Region reg042_A contains 39 diversity hotspots
6 islands identified
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
Using MoranI
Region reg042_B contains 33 diversity hotspots
7 islands identified
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Region reg043_A contains 22 diversity hotspots
7 islands identified
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
Using MoranI
Region reg043_B contains 8 diversity hotspots
3 islands identified
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
Using MoranI
Region reg044_A contains 21 diversity hotspots
8 islands identified
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
Using MoranI
Region reg044_B contains 7 diversity hotspots
3 islands identified
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
Using MoranI
Region reg045_A contains 21 diversity hotspots
8 islands identified
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
Using MoranI
Region reg045_B contains 12 diversity hotspots
8 islands identified
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
Using MoranI
Region reg046_A contains 72 diversity hotspots
10 islands identified
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
Using MoranI
Region reg046_B contains 51 diversity hotspots
16 islands identified
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Region reg047_A contains 174 diversity hotspots
4 islands identified
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
Using MoranI
Region reg047_B contains 5 diversity hotspots
4 islands identified
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
Using MoranI
Region reg048_A contains 31 diversity hotspots
10 islands identified
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
Using MoranI
Region reg048_B contains 70 diversity hotspots
13 islands identified
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Region reg049_A contains 26 diversity hotspots
13 islands identified
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
Using MoranI
Region reg049_B contains 29 diversity hotspots
7 islands identified
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Region reg050_A contains 38 diversity hotspots
9 islands identified
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
Using MoranI
Region reg050_B contains 21 diversity hotspots
8 islands identified
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
Using MoranI
Region reg051_A contains 69 diversity hotspots
16 islands identified
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
Using MoranI
Region reg051_B contains 54 diversity hotspots
7 islands identified
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Region reg052_A contains 54 diversity hotspots
9 islands identified
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Region reg052_B contains 56 diversity hotspots
7 islands identified
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
Using MoranI
Region reg053_A contains 64 diversity hotspots
19 islands identified
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
Using MoranI
Region reg053_B contains 1 diversity hotspots
1 islands identified
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
Using MoranI
Region reg054_A contains 81 diversity hotspots
7 islands identified
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
Using MoranI
Region reg054_B contains 5 diversity hotspots
2 islands identified
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
Using MoranI
Region reg055_A contains 77 diversity hotspots
24 islands identified
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
Using MoranI
Region reg055_B contains 0 diversity hotspots
0 islands identified
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
Using MoranI
Region reg056_A contains 41 diversity hotspots
9 islands identified
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg056_B contains 30 diversity hotspots
9 islands identified
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
Using MoranI
Region reg057_A contains 4 diversity hotspots
2 islands identified
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
Using MoranI
Region reg057_B contains 56 diversity hotspots
16 islands identified
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
Using MoranI
Region reg058_A contains 13 diversity hotspots
7 islands identified
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
Using MoranI
Region reg058_B contains 7 diversity hotspots
7 islands identified
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg059_A contains 59 diversity hotspots
16 islands identified
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
Using MoranI
Region reg059_B contains 57 diversity hotspots
15 islands identified
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
Using MoranI
Region reg060_A contains 32 diversity hotspots
11 islands identified
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
Using MoranI
Region reg060_B contains 20 diversity hotspots
12 islands identified
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
Using MoranI
Region reg061_A contains 95 diversity hotspots
7 islands identified
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
Using MoranI
Region reg061_B contains 31 diversity hotspots
12 islands identified
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
Using MoranI
Region reg062_A contains 61 diversity hotspots
6 islands identified
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Region reg062_B contains 15 diversity hotspots
11 islands identified
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
Using MoranI
Region reg063_A contains 22 diversity hotspots
7 islands identified
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
Using MoranI
Region reg063_B contains 2 diversity hotspots
2 islands identified
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Region reg064_A contains 15 diversity hotspots
6 islands identified
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
Using MoranI
Region reg064_B contains 34 diversity hotspots
17 islands identified
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
Using MoranI
Region reg065_A contains 110 diversity hotspots
5 islands identified
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
Using MoranI
Region reg065_B contains 0 diversity hotspots
0 islands identified
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
Using MoranI
Region reg066_A contains 44 diversity hotspots
10 islands identified
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
Using MoranI
Region reg066_B contains 17 diversity hotspots
6 islands identified
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
Using MoranI
Region reg067_A contains 38 diversity hotspots
7 islands identified
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
Using MoranI
Region reg067_B contains 6 diversity hotspots
3 islands identified
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Region reg068_A contains 13 diversity hotspots
8 islands identified
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
Using MoranI
Region reg068_B contains 75 diversity hotspots
11 islands identified
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg069_A contains 47 diversity hotspots
7 islands identified
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
Using MoranI
Region reg069_B contains 46 diversity hotspots
10 islands identified
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
Using MoranI
Region reg070_A contains 61 diversity hotspots
14 islands identified
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
Using MoranI
Region reg070_B contains 16 diversity hotspots
3 islands identified
[45]:
| DPI | |
|---|---|
| reg001_A | 65.053824 |
| reg001_B | 2.878179 |
| reg002_A | 71.058135 |
| reg002_B | 2.891396 |
| reg003_A | 25.809464 |
| ... | ... |
| reg068_B | 45.784271 |
| reg069_A | 31.319700 |
| reg069_B | 23.723016 |
| reg070_A | 27.607388 |
| reg070_B | 4.899916 |
140 rows × 1 columns
Calculate Global Cell Frequency & Cell Co-Occurrence
[10]:
global_cellfreq_df, global_co_occurrence_df = eco.spot_cellfreq(spatial_data=protein,
scale=32.0,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
spots='global',
p_value=0.05,
top=None,
selected_comb=None,
restricted=False,
metric='Shannon Diversity')
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
Using MoranI
Considering whole tissue
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
Using MoranI
Considering whole tissue
[11]:
global_cellfreq_df['Patients'] = global_cellfreq_df.index.map(region_to_patient)
global_cellfreq_df['Condition'] = global_cellfreq_df.index.map(region_to_condition)
global_co_occurrence_subcols = global_co_occurrence_df.loc[:,global_co_occurrence_df.mean()>0.01].columns.tolist()
global_co_occurrence_df['Condition'] = global_co_occurrence_df.index.map(region_to_condition)
global_co_occurrence_df['Patients'] = global_co_occurrence_df.index.map(region_to_patient)
global_co_occurrence_subcols.extend([('Condition',''),('Patients','')])
[14]:
# Compute averages by every patients
global_cellfreq_df_avg = global_cellfreq_df.groupby(by="Patients").mean().reset_index()
[15]:
# Melt the dataframe for easier plotting and statistical analysis
global_cellfreq_df_melt = global_cellfreq_df_avg.melt(id_vars=['Patients', 'Condition'])
global_cellfreq_df_melt.columns = ['Patients', 'Condition', 'ClusterName', 'Frequency']
global_cellfreq_df_melt['Condition'] = global_cellfreq_df_melt['Condition'].map(condition_num2str)
global_cellfreq_df_melt
[15]:
| Patients | Condition | ClusterName | Frequency | |
|---|---|---|---|---|
| 0 | 1 | CLR | B cells | 0.028638 |
| 1 | 2 | DII | B cells | 0.020368 |
| 2 | 3 | DII | B cells | 0.014561 |
| 3 | 4 | DII | B cells | 0.002585 |
| 4 | 5 | DII | B cells | 0.019890 |
| ... | ... | ... | ... | ... |
| 975 | 31 | DII | vasculature | 0.073614 |
| 976 | 32 | CLR | vasculature | 0.011795 |
| 977 | 33 | CLR | vasculature | 0.041157 |
| 978 | 34 | CLR | vasculature | 0.071935 |
| 979 | 35 | CLR | vasculature | 0.050397 |
980 rows × 4 columns
[16]:
# Perform t-tests
selected_cell_types = sorted(protein['ClusterName'].unique())
selected_p_values = []
for ct in selected_cell_types:
group1 = global_cellfreq_df_melt[(global_cellfreq_df_melt['ClusterName'] == ct) & (global_cellfreq_df_melt['Condition'] == 'CLR')]['Frequency']
group2 = global_cellfreq_df_melt[(global_cellfreq_df_melt['ClusterName'] == ct) & (global_cellfreq_df_melt['Condition'] == 'DII')]['Frequency']
t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)
print(f"{ct} has p value of {p_value}")
selected_p_values.append(p_value)
pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')
print('-'*42)
print(f"p-values after correction:")
# Plot
fig, ax = plt.subplots(figsize=(30,10))
sns.boxplot(data=global_cellfreq_df_melt, x='ClusterName', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True, order=selected_cell_types)
sns.swarmplot(data=global_cellfreq_df_melt, x='ClusterName', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True, order=selected_cell_types, ax=ax, edgecolor='auto', linewidth=0.5)
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles[:2], labels[:2], title="Groups", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)
plt.xticks(rotation=90)
p_vals_corrected_dict = {}
yrange = ax.get_ylim()[1] - ax.get_ylim()[0]
for i, ct in enumerate(selected_cell_types):
ax.text(i, yrange, f"p = {pvals_corrected[i]:.3f}", ha='center', fontsize=12, rotation=0)
print(f"{ct} has p value = {pvals_corrected[i]:.3f}", flush=True)
p_vals_corrected_dict[ct] = pvals_corrected[i]
for i in range(len(selected_cell_types) - 1):
ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)
ax.set_ylabel("Frequency", fontsize=14)
ax.set_xlabel('')
plt.show()
B cells has p value of 0.003800830542975529
CD11b+ monocytes has p value of 0.2641241005069516
CD11b+CD68+ macrophages has p value of 0.10925741826128363
CD11c+ DCs has p value of 0.7985564929462324
CD163+ macrophages has p value of 0.2374412634569714
CD3+ T cells has p value of 0.4237759212663951
CD4+ T cells has p value of 0.11901416710873343
CD4+ T cells CD45RO+ has p value of 0.7051704980689707
CD4+ T cells GATA3+ has p value of 0.2679919848799888
CD68+ macrophages has p value of 0.037611781498744286
CD68+ macrophages GzmB+ has p value of 0.2893131441638549
CD68+CD163+ macrophages has p value of 0.15990783277966897
CD8+ T cells has p value of 0.19121534903649534
NK cells has p value of 0.3059893418832312
Tregs has p value of 0.028286994353345356
adipocytes has p value of 0.03776143473828342
granulocytes has p value of 0.03104681328507294
immune cells has p value of 0.05700202991081446
immune cells / vasculature has p value of 0.22678875447912733
lymphatics has p value of 0.15303765759051852
nerves has p value of 0.9158943619300999
plasma cells has p value of 0.5127041366540996
smooth muscle has p value of 0.8024660304551038
stroma has p value of 0.4103830261215622
tumor cells has p value of 0.5872076724557693
tumor cells / immune cells has p value of 0.5572321565124586
undefined has p value of 0.7706649629952046
vasculature has p value of 0.1790266971489435
------------------------------------------
p-values after correction:
/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/seaborn/categorical.py:3370: UserWarning: 5.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
warnings.warn(msg, UserWarning)
B cells has p value = 0.106
CD11b+ monocytes has p value = 0.469
CD11b+CD68+ macrophages has p value = 0.417
CD11c+ DCs has p value = 0.832
CD163+ macrophages has p value = 0.469
CD3+ T cells has p value = 0.593
CD4+ T cells has p value = 0.417
CD4+ T cells CD45RO+ has p value = 0.823
CD4+ T cells GATA3+ has p value = 0.469
CD68+ macrophages has p value = 0.211
CD68+ macrophages GzmB+ has p value = 0.476
CD68+CD163+ macrophages has p value = 0.446
CD8+ T cells has p value = 0.446
NK cells has p value = 0.476
Tregs has p value = 0.211
adipocytes has p value = 0.211
granulocytes has p value = 0.211
immune cells has p value = 0.266
immune cells / vasculature has p value = 0.469
lymphatics has p value = 0.446
nerves has p value = 0.916
plasma cells has p value = 0.684
smooth muscle has p value = 0.832
stroma has p value = 0.593
tumor cells has p value = 0.715
tumor cells / immune cells has p value = 0.709
undefined has p value = 0.832
vasculature has p value = 0.446
Calculate Cell Frequency and Cell Co-Occurrence in hot/coldspots
[17]:
spot_cellfreq_df, spot_co_occurrence_df = eco.spot_cellfreq(spatial_data=protein,
scale=32.0,
library_key='File Name',
library_id=library_ids,
spatial_key=['X:X','Y:Y'],
cluster_key='ClusterName',
spots='hot',
p_value=0.05,
top=None,
selected_comb=None,
restricted=False,
metric='Shannon Diversity')
Processing region: reg001_A at scale 32.0
46.582 per cent patches are empty
Using MoranI
Region reg001_A contains 104 diversity hotspots
Processing region: reg001_B at scale 32.0
75.293 per cent patches are empty
Using MoranI
Region reg001_B contains 11 diversity hotspots
Processing region: reg002_A at scale 32.0
45.996 per cent patches are empty
Using MoranI
Region reg002_A contains 167 diversity hotspots
Processing region: reg002_B at scale 32.0
19.238 per cent patches are empty
Using MoranI
Region reg002_B contains 48 diversity hotspots
Processing region: reg003_A at scale 32.0
46.875 per cent patches are empty
Using MoranI
Region reg003_A contains 123 diversity hotspots
Processing region: reg003_B at scale 32.0
43.945 per cent patches are empty
Using MoranI
Region reg003_B contains 93 diversity hotspots
Processing region: reg004_A at scale 32.0
35.254 per cent patches are empty
Using MoranI
Region reg004_A contains 84 diversity hotspots
Processing region: reg004_B at scale 32.0
17.871 per cent patches are empty
Using MoranI
Region reg004_B contains 75 diversity hotspots
Processing region: reg005_A at scale 32.0
18.359 per cent patches are empty
Using MoranI
Region reg005_A contains 153 diversity hotspots
Processing region: reg005_B at scale 32.0
40.527 per cent patches are empty
Using MoranI
Region reg005_B contains 151 diversity hotspots
Processing region: reg006_A at scale 32.0
37.402 per cent patches are empty
Using MoranI
Region reg006_A contains 76 diversity hotspots
Processing region: reg006_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Region reg006_B contains 119 diversity hotspots
Processing region: reg007_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg007_A contains 226 diversity hotspots
Processing region: reg007_B at scale 32.0
26.660 per cent patches are empty
Using MoranI
Region reg007_B contains 187 diversity hotspots
Processing region: reg008_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Region reg008_A contains 107 diversity hotspots
Processing region: reg008_B at scale 32.0
8.691 per cent patches are empty
Using MoranI
Region reg008_B contains 164 diversity hotspots
Processing region: reg009_A at scale 32.0
12.793 per cent patches are empty
Using MoranI
Region reg009_A contains 139 diversity hotspots
Processing region: reg009_B at scale 32.0
6.543 per cent patches are empty
Using MoranI
Region reg009_B contains 62 diversity hotspots
Processing region: reg010_A at scale 32.0
25.391 per cent patches are empty
Using MoranI
Region reg010_A contains 184 diversity hotspots
Processing region: reg010_B at scale 32.0
42.383 per cent patches are empty
Using MoranI
Region reg010_B contains 85 diversity hotspots
Processing region: reg011_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg011_A contains 268 diversity hotspots
Processing region: reg011_B at scale 32.0
51.562 per cent patches are empty
Using MoranI
Region reg011_B contains 66 diversity hotspots
Processing region: reg012_A at scale 32.0
32.910 per cent patches are empty
Using MoranI
Region reg012_A contains 162 diversity hotspots
Processing region: reg012_B at scale 32.0
77.051 per cent patches are empty
Using MoranI
Region reg012_B contains 64 diversity hotspots
Processing region: reg013_A at scale 32.0
25.098 per cent patches are empty
Using MoranI
Region reg013_A contains 125 diversity hotspots
Processing region: reg013_B at scale 32.0
19.922 per cent patches are empty
Using MoranI
Region reg013_B contains 107 diversity hotspots
Processing region: reg014_A at scale 32.0
49.609 per cent patches are empty
Using MoranI
Region reg014_A contains 66 diversity hotspots
Processing region: reg014_B at scale 32.0
21.191 per cent patches are empty
Using MoranI
Region reg014_B contains 110 diversity hotspots
Processing region: reg015_A at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg015_A contains 104 diversity hotspots
Processing region: reg015_B at scale 32.0
31.055 per cent patches are empty
Using MoranI
Region reg015_B contains 59 diversity hotspots
Processing region: reg016_A at scale 32.0
27.539 per cent patches are empty
Using MoranI
Region reg016_A contains 116 diversity hotspots
Processing region: reg016_B at scale 32.0
17.773 per cent patches are empty
Using MoranI
Region reg016_B contains 85 diversity hotspots
Processing region: reg017_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg017_A contains 190 diversity hotspots
Processing region: reg017_B at scale 32.0
18.066 per cent patches are empty
Using MoranI
Region reg017_B contains 190 diversity hotspots
Processing region: reg018_A at scale 32.0
29.492 per cent patches are empty
Using MoranI
Region reg018_A contains 216 diversity hotspots
Processing region: reg018_B at scale 32.0
15.527 per cent patches are empty
Using MoranI
Region reg018_B contains 87 diversity hotspots
Processing region: reg019_A at scale 32.0
53.613 per cent patches are empty
Using MoranI
Region reg019_A contains 191 diversity hotspots
Processing region: reg019_B at scale 32.0
92.090 per cent patches are empty
Using MoranI
Region reg019_B contains 2 diversity hotspots
Processing region: reg020_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Region reg020_A contains 165 diversity hotspots
Processing region: reg020_B at scale 32.0
19.434 per cent patches are empty
Using MoranI
Region reg020_B contains 180 diversity hotspots
Processing region: reg021_A at scale 32.0
36.328 per cent patches are empty
Using MoranI
Region reg021_A contains 207 diversity hotspots
Processing region: reg021_B at scale 32.0
76.270 per cent patches are empty
Using MoranI
Region reg021_B contains 13 diversity hotspots
Processing region: reg022_A at scale 32.0
31.934 per cent patches are empty
Using MoranI
Region reg022_A contains 220 diversity hotspots
Processing region: reg022_B at scale 32.0
62.402 per cent patches are empty
Using MoranI
Region reg022_B contains 59 diversity hotspots
Processing region: reg023_A at scale 32.0
51.953 per cent patches are empty
Using MoranI
Region reg023_A contains 42 diversity hotspots
Processing region: reg023_B at scale 32.0
17.188 per cent patches are empty
Using MoranI
Region reg023_B contains 192 diversity hotspots
Processing region: reg024_A at scale 32.0
46.191 per cent patches are empty
Using MoranI
Region reg024_A contains 30 diversity hotspots
Processing region: reg024_B at scale 32.0
15.625 per cent patches are empty
Using MoranI
Region reg024_B contains 48 diversity hotspots
Processing region: reg025_A at scale 32.0
39.648 per cent patches are empty
Using MoranI
Region reg025_A contains 131 diversity hotspots
Processing region: reg025_B at scale 32.0
31.348 per cent patches are empty
Using MoranI
Region reg025_B contains 204 diversity hotspots
Processing region: reg026_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg026_A contains 116 diversity hotspots
Processing region: reg026_B at scale 32.0
12.500 per cent patches are empty
Using MoranI
Region reg026_B contains 115 diversity hotspots
Processing region: reg027_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Region reg027_A contains 158 diversity hotspots
Processing region: reg027_B at scale 32.0
17.578 per cent patches are empty
Using MoranI
Region reg027_B contains 58 diversity hotspots
Processing region: reg028_A at scale 32.0
16.016 per cent patches are empty
Using MoranI
Region reg028_A contains 179 diversity hotspots
Processing region: reg028_B at scale 32.0
13.965 per cent patches are empty
Using MoranI
Region reg028_B contains 76 diversity hotspots
Processing region: reg029_A at scale 32.0
15.039 per cent patches are empty
Using MoranI
Region reg029_A contains 162 diversity hotspots
Processing region: reg029_B at scale 32.0
23.633 per cent patches are empty
Using MoranI
Region reg029_B contains 79 diversity hotspots
Processing region: reg030_A at scale 32.0
17.969 per cent patches are empty
Using MoranI
Region reg030_A contains 102 diversity hotspots
Processing region: reg030_B at scale 32.0
25.195 per cent patches are empty
Using MoranI
Region reg030_B contains 135 diversity hotspots
Processing region: reg031_A at scale 32.0
11.426 per cent patches are empty
Using MoranI
Region reg031_A contains 138 diversity hotspots
Processing region: reg031_B at scale 32.0
17.480 per cent patches are empty
Using MoranI
Region reg031_B contains 110 diversity hotspots
Processing region: reg032_A at scale 32.0
11.230 per cent patches are empty
Using MoranI
Region reg032_A contains 136 diversity hotspots
Processing region: reg032_B at scale 32.0
33.984 per cent patches are empty
Using MoranI
Region reg032_B contains 142 diversity hotspots
Processing region: reg033_A at scale 32.0
26.367 per cent patches are empty
Using MoranI
Region reg033_A contains 204 diversity hotspots
Processing region: reg033_B at scale 32.0
12.012 per cent patches are empty
Using MoranI
Region reg033_B contains 147 diversity hotspots
Processing region: reg034_A at scale 32.0
19.238 per cent patches are empty
Using MoranI
Region reg034_A contains 93 diversity hotspots
Processing region: reg034_B at scale 32.0
25.586 per cent patches are empty
Using MoranI
Region reg034_B contains 105 diversity hotspots
Processing region: reg035_A at scale 32.0
21.777 per cent patches are empty
Using MoranI
Region reg035_A contains 182 diversity hotspots
Processing region: reg035_B at scale 32.0
23.438 per cent patches are empty
Using MoranI
Region reg035_B contains 151 diversity hotspots
Processing region: reg036_A at scale 32.0
13.184 per cent patches are empty
Using MoranI
Region reg036_A contains 142 diversity hotspots
Processing region: reg036_B at scale 32.0
10.742 per cent patches are empty
Using MoranI
Region reg036_B contains 170 diversity hotspots
Processing region: reg037_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Region reg037_A contains 190 diversity hotspots
Processing region: reg037_B at scale 32.0
70.020 per cent patches are empty
Using MoranI
Region reg037_B contains 13 diversity hotspots
Processing region: reg038_A at scale 32.0
11.719 per cent patches are empty
Using MoranI
Region reg038_A contains 158 diversity hotspots
Processing region: reg038_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Region reg038_B contains 128 diversity hotspots
Processing region: reg039_A at scale 32.0
30.273 per cent patches are empty
Using MoranI
Region reg039_A contains 233 diversity hotspots
Processing region: reg039_B at scale 32.0
56.543 per cent patches are empty
Using MoranI
Region reg039_B contains 36 diversity hotspots
Processing region: reg040_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Region reg040_A contains 133 diversity hotspots
Processing region: reg040_B at scale 32.0
57.520 per cent patches are empty
Using MoranI
Region reg040_B contains 52 diversity hotspots
Processing region: reg041_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Region reg041_A contains 121 diversity hotspots
Processing region: reg041_B at scale 32.0
29.688 per cent patches are empty
Using MoranI
Region reg041_B contains 119 diversity hotspots
Processing region: reg042_A at scale 32.0
23.438 per cent patches are empty
Using MoranI
Region reg042_A contains 73 diversity hotspots
Processing region: reg042_B at scale 32.0
24.902 per cent patches are empty
Using MoranI
Region reg042_B contains 65 diversity hotspots
Processing region: reg043_A at scale 32.0
23.340 per cent patches are empty
Using MoranI
Region reg043_A contains 57 diversity hotspots
Processing region: reg043_B at scale 32.0
64.844 per cent patches are empty
Using MoranI
Region reg043_B contains 16 diversity hotspots
Processing region: reg044_A at scale 32.0
43.164 per cent patches are empty
Using MoranI
Region reg044_A contains 52 diversity hotspots
Processing region: reg044_B at scale 32.0
71.973 per cent patches are empty
Using MoranI
Region reg044_B contains 11 diversity hotspots
Processing region: reg045_A at scale 32.0
13.672 per cent patches are empty
Using MoranI
Region reg045_A contains 54 diversity hotspots
Processing region: reg045_B at scale 32.0
43.750 per cent patches are empty
Using MoranI
Region reg045_B contains 44 diversity hotspots
Processing region: reg046_A at scale 32.0
15.723 per cent patches are empty
Using MoranI
Region reg046_A contains 133 diversity hotspots
Processing region: reg046_B at scale 32.0
15.234 per cent patches are empty
Using MoranI
Region reg046_B contains 111 diversity hotspots
Processing region: reg047_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Region reg047_A contains 221 diversity hotspots
Processing region: reg047_B at scale 32.0
45.117 per cent patches are empty
Using MoranI
Region reg047_B contains 20 diversity hotspots
Processing region: reg048_A at scale 32.0
24.512 per cent patches are empty
Using MoranI
Region reg048_A contains 77 diversity hotspots
Processing region: reg048_B at scale 32.0
33.203 per cent patches are empty
Using MoranI
Region reg048_B contains 120 diversity hotspots
Processing region: reg049_A at scale 32.0
14.648 per cent patches are empty
Using MoranI
Region reg049_A contains 92 diversity hotspots
Processing region: reg049_B at scale 32.0
38.086 per cent patches are empty
Using MoranI
Region reg049_B contains 67 diversity hotspots
Processing region: reg050_A at scale 32.0
42.871 per cent patches are empty
Using MoranI
Region reg050_A contains 65 diversity hotspots
Processing region: reg050_B at scale 32.0
25.000 per cent patches are empty
Using MoranI
Region reg050_B contains 49 diversity hotspots
Processing region: reg051_A at scale 32.0
33.496 per cent patches are empty
Using MoranI
Region reg051_A contains 142 diversity hotspots
Processing region: reg051_B at scale 32.0
23.047 per cent patches are empty
Using MoranI
Region reg051_B contains 100 diversity hotspots
Processing region: reg052_A at scale 32.0
18.848 per cent patches are empty
Using MoranI
Region reg052_A contains 113 diversity hotspots
Processing region: reg052_B at scale 32.0
23.828 per cent patches are empty
Using MoranI
Region reg052_B contains 104 diversity hotspots
Processing region: reg053_A at scale 32.0
24.023 per cent patches are empty
Using MoranI
Region reg053_A contains 156 diversity hotspots
Processing region: reg053_B at scale 32.0
88.477 per cent patches are empty
Using MoranI
Region reg053_B contains 3 diversity hotspots
Processing region: reg054_A at scale 32.0
35.547 per cent patches are empty
Using MoranI
Region reg054_A contains 156 diversity hotspots
Processing region: reg054_B at scale 32.0
78.320 per cent patches are empty
Using MoranI
Region reg054_B contains 6 diversity hotspots
Processing region: reg055_A at scale 32.0
15.527 per cent patches are empty
Using MoranI
Region reg055_A contains 220 diversity hotspots
Processing region: reg055_B at scale 32.0
89.062 per cent patches are empty
Using MoranI
Region reg055_B contains 2 diversity hotspots
Processing region: reg056_A at scale 32.0
56.641 per cent patches are empty
Using MoranI
Region reg056_A contains 63 diversity hotspots
Processing region: reg056_B at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg056_B contains 56 diversity hotspots
Processing region: reg057_A at scale 32.0
94.434 per cent patches are empty
Using MoranI
Region reg057_A contains 5 diversity hotspots
Processing region: reg057_B at scale 32.0
51.953 per cent patches are empty
Using MoranI
Region reg057_B contains 97 diversity hotspots
Processing region: reg058_A at scale 32.0
20.703 per cent patches are empty
Using MoranI
Region reg058_A contains 38 diversity hotspots
Processing region: reg058_B at scale 32.0
36.719 per cent patches are empty
Using MoranI
Region reg058_B contains 14 diversity hotspots
Processing region: reg059_A at scale 32.0
17.285 per cent patches are empty
Using MoranI
Region reg059_A contains 177 diversity hotspots
Processing region: reg059_B at scale 32.0
21.875 per cent patches are empty
Using MoranI
Region reg059_B contains 121 diversity hotspots
Processing region: reg060_A at scale 32.0
15.820 per cent patches are empty
Using MoranI
Region reg060_A contains 112 diversity hotspots
Processing region: reg060_B at scale 32.0
14.355 per cent patches are empty
Using MoranI
Region reg060_B contains 70 diversity hotspots
Processing region: reg061_A at scale 32.0
25.488 per cent patches are empty
Using MoranI
Region reg061_A contains 142 diversity hotspots
Processing region: reg061_B at scale 32.0
22.656 per cent patches are empty
Using MoranI
Region reg061_B contains 80 diversity hotspots
Processing region: reg062_A at scale 32.0
12.500 per cent patches are empty
Using MoranI
Region reg062_A contains 108 diversity hotspots
Processing region: reg062_B at scale 32.0
30.469 per cent patches are empty
Using MoranI
Region reg062_B contains 61 diversity hotspots
Processing region: reg063_A at scale 32.0
50.879 per cent patches are empty
Using MoranI
Region reg063_A contains 49 diversity hotspots
Processing region: reg063_B at scale 32.0
40.234 per cent patches are empty
Using MoranI
Region reg063_B contains 11 diversity hotspots
Processing region: reg064_A at scale 32.0
20.312 per cent patches are empty
Using MoranI
Region reg064_A contains 74 diversity hotspots
Processing region: reg064_B at scale 32.0
19.141 per cent patches are empty
Using MoranI
Region reg064_B contains 128 diversity hotspots
Processing region: reg065_A at scale 32.0
27.930 per cent patches are empty
Using MoranI
Region reg065_A contains 140 diversity hotspots
Processing region: reg065_B at scale 32.0
66.895 per cent patches are empty
Using MoranI
Region reg065_B contains 2 diversity hotspots
Processing region: reg066_A at scale 32.0
23.242 per cent patches are empty
Using MoranI
Region reg066_A contains 90 diversity hotspots
Processing region: reg066_B at scale 32.0
39.941 per cent patches are empty
Using MoranI
Region reg066_B contains 40 diversity hotspots
Processing region: reg067_A at scale 32.0
66.992 per cent patches are empty
Using MoranI
Region reg067_A contains 70 diversity hotspots
Processing region: reg067_B at scale 32.0
93.945 per cent patches are empty
Using MoranI
Region reg067_B contains 7 diversity hotspots
Processing region: reg068_A at scale 32.0
33.887 per cent patches are empty
Using MoranI
Region reg068_A contains 35 diversity hotspots
Processing region: reg068_B at scale 32.0
27.148 per cent patches are empty
Using MoranI
Region reg068_B contains 136 diversity hotspots
Processing region: reg069_A at scale 32.0
30.371 per cent patches are empty
Using MoranI
Region reg069_A contains 80 diversity hotspots
Processing region: reg069_B at scale 32.0
49.121 per cent patches are empty
Using MoranI
Region reg069_B contains 72 diversity hotspots
Processing region: reg070_A at scale 32.0
26.270 per cent patches are empty
Using MoranI
Region reg070_A contains 117 diversity hotspots
Processing region: reg070_B at scale 32.0
41.699 per cent patches are empty
Using MoranI
Region reg070_B contains 31 diversity hotspots
[18]:
spot_cellfreq_df['Patients'] = spot_cellfreq_df.index.map(region_to_patient)
spot_cellfreq_df['Condition'] = spot_cellfreq_df.index.map(region_to_condition)
spot_co_occurrence_subcols = spot_co_occurrence_df.loc[:,spot_co_occurrence_df.mean()>0.01].columns.tolist()
spot_co_occurrence_df['Condition'] = spot_co_occurrence_df.index.map(region_to_condition)
spot_co_occurrence_df['Patients'] = spot_co_occurrence_df.index.map(region_to_patient)
spot_co_occurrence_subcols.extend([('Condition',''),('Patients','')])
[19]:
len(spot_co_occurrence_df.columns)
[19]:
305
[20]:
len(spot_co_occurrence_subcols)
[20]:
64
[21]:
len(spot_co_occurrence_subcols)
[21]:
64
[ ]:
# Compute averages by every patients
spot_cellfreq_df_avg = spot_cellfreq_df.groupby(by="Patients").mean().reset_index()
[23]:
# Melt the dataframe for easier plotting and statistical analysis
spot_cellfreq_df_melt = spot_cellfreq_df_avg.melt(id_vars=['Patients', 'Condition'])
spot_cellfreq_df_melt.columns = ['Patients', 'Condition', 'ClusterName', 'Frequency']
spot_cellfreq_df_melt['Condition'] = spot_cellfreq_df_melt['Condition'].map(condition_num2str)
spot_cellfreq_df_melt
[23]:
| Patients | Condition | ClusterName | Frequency | |
|---|---|---|---|---|
| 0 | 1 | CLR | B cells | 0.064946 |
| 1 | 2 | DII | B cells | 0.026271 |
| 2 | 3 | DII | B cells | 0.021472 |
| 3 | 4 | DII | B cells | 0.005076 |
| 4 | 5 | DII | B cells | 0.032739 |
| ... | ... | ... | ... | ... |
| 975 | 31 | DII | vasculature | 0.073528 |
| 976 | 32 | CLR | vasculature | 0.025834 |
| 977 | 33 | CLR | vasculature | 0.049112 |
| 978 | 34 | CLR | vasculature | 0.078962 |
| 979 | 35 | CLR | vasculature | 0.071994 |
980 rows × 4 columns
[24]:
# Perform t-tests
selected_cell_types = sorted(protein['ClusterName'].unique())
selected_p_values = []
for ct in selected_cell_types:
group1 = spot_cellfreq_df_melt[(spot_cellfreq_df_melt['ClusterName'] == ct) & (spot_cellfreq_df_melt['Condition'] == 'CLR')]['Frequency']
group2 = spot_cellfreq_df_melt[(spot_cellfreq_df_melt['ClusterName'] == ct) & (spot_cellfreq_df_melt['Condition'] == 'DII')]['Frequency']
t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)
print(f"{ct} has p value of {p_value}")
selected_p_values.append(p_value)
pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')
print('-'*42)
print(f"p-values after correction:")
# Plot
fig, ax = plt.subplots(figsize=(30,10))
sns.boxplot(data=spot_cellfreq_df_melt, x='ClusterName', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True, order=selected_cell_types)
sns.swarmplot(data=spot_cellfreq_df_melt, x='ClusterName', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True, order=selected_cell_types, ax=ax, edgecolor='auto', linewidth=0.5)
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles[:2], labels[:2], title="Groups", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)
plt.xticks(rotation=90)
p_vals_corrected_dict = {}
yrange = ax.get_ylim()[1] - ax.get_ylim()[0]
for i, ct in enumerate(selected_cell_types):
ax.text(i, yrange, f"p = {pvals_corrected[i]:.3f}", ha='center', fontsize=12, rotation=0)
print(f"{ct} has p value = {pvals_corrected[i]:.3f}", flush=True)
p_vals_corrected_dict[ct] = pvals_corrected[i]
for i in range(len(selected_cell_types) - 1):
ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)
ax.set_ylabel("Frequency", fontsize=14)
ax.set_xlabel('')
plt.show()
B cells has p value of 0.0014559325364744697
CD11b+ monocytes has p value of 0.3136521910026323
CD11b+CD68+ macrophages has p value of 0.08547151779873288
CD11c+ DCs has p value of 0.8812799240247237
CD163+ macrophages has p value of 0.10317064232335753
CD3+ T cells has p value of 0.4364757788576631
CD4+ T cells has p value of 0.08664898983355415
CD4+ T cells CD45RO+ has p value of 0.6143836480682933
CD4+ T cells GATA3+ has p value of 0.1986195723341697
CD68+ macrophages has p value of 0.10691852501193803
CD68+ macrophages GzmB+ has p value of 0.9152253048171965
CD68+CD163+ macrophages has p value of 0.014926989928892282
CD8+ T cells has p value of 0.10897466856576973
NK cells has p value of 0.5045064620514788
Tregs has p value of 0.0014366798780783448
adipocytes has p value of 0.06189470353929312
granulocytes has p value of 0.018585102531082573
immune cells has p value of 0.07016880865384516
immune cells / vasculature has p value of 0.11538101303037446
lymphatics has p value of 0.17816431455675683
nerves has p value of 0.42460752180793715
plasma cells has p value of 0.6550870077521457
smooth muscle has p value of 0.7241295343085075
stroma has p value of 0.7661369664615391
tumor cells has p value of 0.7070979944360491
tumor cells / immune cells has p value of 0.7331463482451819
undefined has p value of 0.22523108806578754
vasculature has p value of 0.006739959365868687
------------------------------------------
p-values after correction:
/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/seaborn/categorical.py:3370: UserWarning: 5.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
warnings.warn(msg, UserWarning)
B cells has p value = 0.020
CD11b+ monocytes has p value = 0.517
CD11b+CD68+ macrophages has p value = 0.249
CD11c+ DCs has p value = 0.914
CD163+ macrophages has p value = 0.249
CD3+ T cells has p value = 0.643
CD4+ T cells has p value = 0.249
CD4+ T cells CD45RO+ has p value = 0.819
CD4+ T cells GATA3+ has p value = 0.371
CD68+ macrophages has p value = 0.249
CD68+ macrophages GzmB+ has p value = 0.915
CD68+CD163+ macrophages has p value = 0.104
CD8+ T cells has p value = 0.249
NK cells has p value = 0.706
Tregs has p value = 0.020
adipocytes has p value = 0.249
granulocytes has p value = 0.104
immune cells has p value = 0.249
immune cells / vasculature has p value = 0.249
lymphatics has p value = 0.356
nerves has p value = 0.643
plasma cells has p value = 0.821
smooth muscle has p value = 0.821
stroma has p value = 0.825
tumor cells has p value = 0.821
tumor cells / immune cells has p value = 0.821
undefined has p value = 0.394
vasculature has p value = 0.063
Process Cell Co-Occurrence Dataframe
[25]:
union_cols = set(global_co_occurrence_subcols).union(set(spot_co_occurrence_subcols))
print(len(union_cols))
64
[26]:
# Make them have the same set of columns
global_co_occurrence_df = global_co_occurrence_df.reindex(columns=union_cols).fillna(0)
spot_co_occurrence_df = spot_co_occurrence_df.reindex(columns=union_cols).fillna(0)
[47]:
# Global Cell Co-Occurrence
# Multi-index to single-index column
new_columns = []
for col in global_co_occurrence_df.columns:
if isinstance(col, tuple): # This checks if the column is a MultiIndex
# Join only if the column name is not 'Mouse' or 'Condition'
if "Patients" not in col and "Condition" not in col:
new_columns.append('&'.join(map(str, col)).strip())
else:
# If 'Mouse' or 'Condition' is in the column, it is not joined with '&'
new_columns.append(col[0])
else:
new_columns.append(col)
global_co_occurrence_df_single = global_co_occurrence_df.copy()
global_co_occurrence_df_single.columns = new_columns
global_co_occurrence_df_single = global_co_occurrence_df_single[[col for col in global_co_occurrence_df_single.columns]]
# Melt the DataFrame
global_co_occurrence_melted = global_co_occurrence_df_single.melt(id_vars=['Patients', 'Condition'], var_name='Cell Combination', value_name='Frequency')
global_co_occurrence_melted
[47]:
| Patients | Condition | Cell Combination | Frequency | |
|---|---|---|---|---|
| 0 | 1 | 1 | smooth muscle&undefined | 0.000000 |
| 1 | 1 | 1 | smooth muscle&undefined | 0.003953 |
| 2 | 1 | 1 | smooth muscle&undefined | 0.007233 |
| 3 | 1 | 1 | smooth muscle&undefined | 0.000000 |
| 4 | 2 | 2 | smooth muscle&undefined | 0.000000 |
| ... | ... | ... | ... | ... |
| 8675 | 34 | 1 | CD8+ T cells&Tregs | 0.005362 |
| 8676 | 35 | 1 | CD8+ T cells&Tregs | 0.000000 |
| 8677 | 35 | 1 | CD8+ T cells&Tregs | 0.000000 |
| 8678 | 35 | 1 | CD8+ T cells&Tregs | 0.000000 |
| 8679 | 35 | 1 | CD8+ T cells&Tregs | 0.003350 |
8680 rows × 4 columns
[48]:
global_co_occurrence_melted_avg = global_co_occurrence_melted.groupby(by=['Patients', 'Cell Combination', 'Condition'])['Frequency'].mean().reset_index()
global_co_occurrence_melted_avg['Condition'] = global_co_occurrence_melted_avg['Condition'].map(condition_num2str)
global_co_occurrence_melted_avg
[48]:
| Patients | Cell Combination | Condition | Frequency | |
|---|---|---|---|---|
| 0 | 1 | B cells&CD4+ T cells | CLR | 0.003656 |
| 1 | 1 | B cells&CD4+ T cells CD45RO+ | CLR | 0.016910 |
| 2 | 1 | B cells&CD68+CD163+ macrophages | CLR | 0.008217 |
| 3 | 1 | B cells&CD8+ T cells | CLR | 0.012792 |
| 4 | 1 | B cells&granulocytes | CLR | 0.010500 |
| ... | ... | ... | ... | ... |
| 2165 | 35 | stroma&tumor cells | CLR | 0.034694 |
| 2166 | 35 | stroma&undefined | CLR | 0.012952 |
| 2167 | 35 | stroma&vasculature | CLR | 0.013089 |
| 2168 | 35 | tumor cells&undefined | CLR | 0.018471 |
| 2169 | 35 | tumor cells&vasculature | CLR | 0.010777 |
2170 rows × 4 columns
[50]:
# Global Cell Co-Occurrence
selected_cell_types = sorted(global_co_occurrence_melted_avg['Cell Combination'].unique())
selected_p_values = []
# Perform t-tests
print(f"p-value before correction:")
for ct in selected_cell_types:
subset = global_co_occurrence_melted_avg[global_co_occurrence_melted_avg['Cell Combination'] == ct]
group1 = subset[subset['Condition'] == 'CLR']['Frequency']
group2 = subset[subset['Condition'] == 'DII']['Frequency']
t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)
print(f"{ct} has p value = {p_value:.3f}")
selected_p_values.append(p_value)
# Filter the dataframe based on selected Cell Combinations
df_filtered = global_co_occurrence_melted_avg[global_co_occurrence_melted_avg['Cell Combination'].isin(selected_cell_types)]
# Plot the filtered data
fig, ax = plt.subplots(figsize=(45,10))
sns.boxplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True,order=selected_cell_types)
sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=1.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles[:2], labels[:2], title="Groups", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)
pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')
print('-'*42)
print(f"p-values after correction:")
p_vals_corrected_dict = {}
yrange = ax.get_ylim()[1] - ax.get_ylim()[0]
for i, ct in enumerate(selected_cell_types):
ax.text(i, yrange, f"p = {pvals_corrected[i]:.3f}", ha='center', fontsize=8, rotation=0)
print(f"{ct} has p value = {pvals_corrected[i]:.3f}", flush=True)
p_vals_corrected_dict[ct] = pvals_corrected[i]
for i in range(len(selected_cell_types) - 1):
ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)
ax.set_ylabel("Frequency", fontsize=14)
ax.set_xlabel('')
plt.xticks(rotation=90)
plt.show()
p-value before correction:
B cells&CD4+ T cells has p value = 0.059
B cells&CD4+ T cells CD45RO+ has p value = 0.002
B cells&CD68+CD163+ macrophages has p value = 0.099
B cells&CD8+ T cells has p value = 0.011
B cells&granulocytes has p value = 0.246
B cells&plasma cells has p value = 0.215
B cells&smooth muscle has p value = 0.310
B cells&stroma has p value = 0.197
B cells&tumor cells has p value = 0.032
B cells&vasculature has p value = 0.045
CD4+ T cells CD45RO+&CD68+CD163+ macrophages has p value = 0.175
CD4+ T cells CD45RO+&CD8+ T cells has p value = 0.794
CD4+ T cells CD45RO+&granulocytes has p value = 0.211
CD4+ T cells CD45RO+&plasma cells has p value = 0.828
CD4+ T cells CD45RO+&smooth muscle has p value = 0.120
CD4+ T cells CD45RO+&stroma has p value = 0.198
CD4+ T cells CD45RO+&tumor cells has p value = 0.582
CD4+ T cells CD45RO+&undefined has p value = 0.987
CD4+ T cells CD45RO+&vasculature has p value = 0.979
CD4+ T cells&CD4+ T cells CD45RO+ has p value = 0.034
CD4+ T cells&CD8+ T cells has p value = 0.053
CD68+ macrophages&CD68+CD163+ macrophages has p value = 0.013
CD68+ macrophages&granulocytes has p value = 0.095
CD68+CD163+ macrophages&CD8+ T cells has p value = 0.024
CD68+CD163+ macrophages&Tregs has p value = 0.008
CD68+CD163+ macrophages&granulocytes has p value = 0.012
CD68+CD163+ macrophages&immune cells / vasculature has p value = 0.497
CD68+CD163+ macrophages&plasma cells has p value = 0.606
CD68+CD163+ macrophages&smooth muscle has p value = 0.069
CD68+CD163+ macrophages&stroma has p value = 0.094
CD68+CD163+ macrophages&tumor cells has p value = 0.010
CD68+CD163+ macrophages&undefined has p value = 0.171
CD68+CD163+ macrophages&vasculature has p value = 0.346
CD8+ T cells&Tregs has p value = 0.003
CD8+ T cells&granulocytes has p value = 0.025
CD8+ T cells&plasma cells has p value = 0.766
CD8+ T cells&smooth muscle has p value = 0.158
CD8+ T cells&stroma has p value = 0.266
CD8+ T cells&tumor cells has p value = 0.003
CD8+ T cells&undefined has p value = 0.220
CD8+ T cells&vasculature has p value = 0.912
Tregs&granulocytes has p value = 0.043
Tregs&stroma has p value = 0.081
granulocytes&plasma cells has p value = 0.225
granulocytes&smooth muscle has p value = 0.151
granulocytes&stroma has p value = 0.123
granulocytes&tumor cells has p value = 0.012
granulocytes&undefined has p value = 0.943
granulocytes&vasculature has p value = 0.235
plasma cells&smooth muscle has p value = 0.580
plasma cells&stroma has p value = 0.730
plasma cells&tumor cells has p value = 0.894
plasma cells&vasculature has p value = 0.771
smooth muscle&stroma has p value = 0.728
smooth muscle&tumor cells has p value = 0.333
smooth muscle&undefined has p value = 0.971
smooth muscle&vasculature has p value = 0.668
stroma&tumor cells has p value = 0.046
stroma&undefined has p value = 0.418
stroma&vasculature has p value = 0.459
tumor cells&undefined has p value = 0.197
tumor cells&vasculature has p value = 0.436
/var/folders/7g/phdhh_ld3dlbnrst0t60bwzr0000gn/T/ipykernel_91782/4205923182.py:22: FutureWarning: Use "auto" to set automatic grayscale colors. From v0.14.0, "gray" will default to matplotlib's definition.
sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=1.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)
------------------------------------------
p-values after correction:
B cells&CD4+ T cells has p value = 0.202
B cells&CD4+ T cells CD45RO+ has p value = 0.065
B cells&CD68+CD163+ macrophages has p value = 0.267
B cells&CD8+ T cells has p value = 0.092
B cells&granulocytes has p value = 0.401
B cells&plasma cells has p value = 0.387
B cells&smooth muscle has p value = 0.480
B cells&stroma has p value = 0.383
B cells&tumor cells has p value = 0.161
B cells&vasculature has p value = 0.177
CD4+ T cells CD45RO+&CD68+CD163+ macrophages has p value = 0.374
CD4+ T cells CD45RO+&CD8+ T cells has p value = 0.895
CD4+ T cells CD45RO+&granulocytes has p value = 0.387
CD4+ T cells CD45RO+&plasma cells has p value = 0.917
CD4+ T cells CD45RO+&smooth muscle has p value = 0.305
CD4+ T cells CD45RO+&stroma has p value = 0.383
CD4+ T cells CD45RO+&tumor cells has p value = 0.752
CD4+ T cells CD45RO+&undefined has p value = 0.987
CD4+ T cells CD45RO+&vasculature has p value = 0.987
CD4+ T cells&CD4+ T cells CD45RO+ has p value = 0.161
CD4+ T cells&CD8+ T cells has p value = 0.194
CD68+ macrophages&CD68+CD163+ macrophages has p value = 0.092
CD68+ macrophages&granulocytes has p value = 0.267
CD68+CD163+ macrophages&CD8+ T cells has p value = 0.143
CD68+CD163+ macrophages&Tregs has p value = 0.092
CD68+CD163+ macrophages&granulocytes has p value = 0.092
CD68+CD163+ macrophages&immune cells / vasculature has p value = 0.670
CD68+CD163+ macrophages&plasma cells has p value = 0.767
CD68+CD163+ macrophages&smooth muscle has p value = 0.224
CD68+CD163+ macrophages&stroma has p value = 0.267
CD68+CD163+ macrophages&tumor cells has p value = 0.092
CD68+CD163+ macrophages&undefined has p value = 0.374
CD68+CD163+ macrophages&vasculature has p value = 0.510
CD8+ T cells&Tregs has p value = 0.065
CD8+ T cells&granulocytes has p value = 0.143
CD8+ T cells&plasma cells has p value = 0.885
CD8+ T cells&smooth muscle has p value = 0.362
CD8+ T cells&stroma has p value = 0.424
CD8+ T cells&tumor cells has p value = 0.065
CD8+ T cells&undefined has p value = 0.387
CD8+ T cells&vasculature has p value = 0.975
Tregs&granulocytes has p value = 0.177
Tregs&stroma has p value = 0.250
granulocytes&plasma cells has p value = 0.387
granulocytes&smooth muscle has p value = 0.360
granulocytes&stroma has p value = 0.305
granulocytes&tumor cells has p value = 0.092
granulocytes&undefined has p value = 0.987
granulocytes&vasculature has p value = 0.394
plasma cells&smooth muscle has p value = 0.752
plasma cells&stroma has p value = 0.871
plasma cells&tumor cells has p value = 0.973
plasma cells&vasculature has p value = 0.885
smooth muscle&stroma has p value = 0.871
smooth muscle&tumor cells has p value = 0.503
smooth muscle&undefined has p value = 0.987
smooth muscle&vasculature has p value = 0.828
stroma&tumor cells has p value = 0.177
stroma&undefined has p value = 0.603
stroma&vasculature has p value = 0.633
tumor cells&undefined has p value = 0.383
tumor cells&vasculature has p value = 0.615
[52]:
# Spot Cell Co-Occurrence
# Multi-index to single-index column
new_columns = []
for col in spot_co_occurrence_df.columns:
if isinstance(col, tuple): # This checks if the column is a MultiIndex
# Join only if the column name is not 'Mouse' or 'Condition'
if "Patients" not in col and "Condition" not in col:
new_columns.append('&'.join(map(str, col)).strip())
else:
# If 'Mouse' or 'Condition' is in the column, it is not joined with '&'
new_columns.append(col[0])
else:
new_columns.append(col)
spot_co_occurrence_df_single = spot_co_occurrence_df.copy()
spot_co_occurrence_df_single.columns = new_columns
spot_co_occurrence_df_single = spot_co_occurrence_df_single[[col for col in spot_co_occurrence_df_single.columns]]
# Melt the DataFrame
spot_co_occurrence_melted = spot_co_occurrence_df_single.melt(id_vars=['Patients', 'Condition'], var_name='Cell Combination', value_name='Frequency')
[53]:
spot_co_occurrence_melted_avg = spot_co_occurrence_melted.groupby(by=['Patients', 'Cell Combination', 'Condition'])['Frequency'].mean().reset_index()
spot_co_occurrence_melted_avg['Condition'] = spot_co_occurrence_melted_avg['Condition'].map(condition_num2str)
spot_co_occurrence_melted_avg
[53]:
| Patients | Cell Combination | Condition | Frequency | |
|---|---|---|---|---|
| 0 | 1 | B cells&CD4+ T cells | CLR | 0.019231 |
| 1 | 1 | B cells&CD4+ T cells CD45RO+ | CLR | 0.081731 |
| 2 | 1 | B cells&CD68+CD163+ macrophages | CLR | 0.030343 |
| 3 | 1 | B cells&CD8+ T cells | CLR | 0.066401 |
| 4 | 1 | B cells&granulocytes | CLR | 0.057587 |
| ... | ... | ... | ... | ... |
| 2165 | 35 | stroma&tumor cells | CLR | 0.047035 |
| 2166 | 35 | stroma&undefined | CLR | 0.013996 |
| 2167 | 35 | stroma&vasculature | CLR | 0.054859 |
| 2168 | 35 | tumor cells&undefined | CLR | 0.009375 |
| 2169 | 35 | tumor cells&vasculature | CLR | 0.041797 |
2170 rows × 4 columns
[54]:
# Spot Cell Co-Occurrence
selected_cell_types = sorted(spot_co_occurrence_melted_avg['Cell Combination'].unique())
selected_p_values = []
# Perform t-tests
print(f"p-value before correction: ")
for ct in selected_cell_types: # df_melted['CellType'].unique():
subset = spot_co_occurrence_melted_avg[spot_co_occurrence_melted_avg['Cell Combination'] == ct]
group1 = subset[subset['Condition'] == 'CLR']['Frequency']
group2 = subset[subset['Condition'] == 'DII']['Frequency']
t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)
print(f"{ct} has p value = {p_value:.3f}")
selected_p_values.append(p_value)
# Filter the dataframe based on selected CellTypes
df_filtered = spot_co_occurrence_melted_avg[spot_co_occurrence_melted_avg['Cell Combination'].isin(selected_cell_types)]
# Plot the filtered data
fig, ax = plt.subplots(figsize=(42,10))
sns.boxplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True,order=selected_cell_types)
sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)
handles, labels = ax.get_legend_handles_labels()
ax.legend(handles[:2], labels[:2], title="Groups", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)
hot_pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')
print('-'*42)
print(f"p-values after correction:")
highlighted_comb = []
yrange = ax.get_ylim()[1] - ax.get_ylim()[0]
for i, ct in enumerate(selected_cell_types):
ax.text(i, yrange, f"p = {pvals_corrected[i]:.3f}", ha='center', fontsize=8, rotation=0)
print(f"{ct} in hot spots has p value = {hot_pvals_corrected[i]:.3f}", flush=True)
if hot_pvals_corrected[i] < 0.05 and p_vals_corrected_dict[ct] >= 0.05:
highlighted_comb.append(tuple(map(str.strip, ct.split('&'))))
print(f"{ct} in whole tissue has p value = {p_vals_corrected_dict[ct]:.3f}", flush=True)
print('*'*42)
for i in range(len(selected_cell_types) - 1):
ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)
ax.set_ylabel("Frequency", fontsize=14)
ax.set_xlabel('')
plt.xticks(rotation=90)
plt.yticks(rotation=90)
plt.show()
p-value before correction:
B cells&CD4+ T cells has p value = 0.045
B cells&CD4+ T cells CD45RO+ has p value = 0.001
B cells&CD68+CD163+ macrophages has p value = 0.073
B cells&CD8+ T cells has p value = 0.005
B cells&granulocytes has p value = 0.130
B cells&plasma cells has p value = 0.165
B cells&smooth muscle has p value = 0.260
B cells&stroma has p value = 0.114
B cells&tumor cells has p value = 0.027
B cells&vasculature has p value = 0.032
CD4+ T cells CD45RO+&CD68+CD163+ macrophages has p value = 0.237
CD4+ T cells CD45RO+&CD8+ T cells has p value = 0.893
CD4+ T cells CD45RO+&granulocytes has p value = 0.181
CD4+ T cells CD45RO+&plasma cells has p value = 0.585
CD4+ T cells CD45RO+&smooth muscle has p value = 0.085
CD4+ T cells CD45RO+&stroma has p value = 0.245
CD4+ T cells CD45RO+&tumor cells has p value = 0.732
CD4+ T cells CD45RO+&undefined has p value = 0.928
CD4+ T cells CD45RO+&vasculature has p value = 0.524
CD4+ T cells&CD4+ T cells CD45RO+ has p value = 0.021
CD4+ T cells&CD8+ T cells has p value = 0.036
CD68+ macrophages&CD68+CD163+ macrophages has p value = 0.016
CD68+ macrophages&granulocytes has p value = 0.199
CD68+CD163+ macrophages&CD8+ T cells has p value = 0.011
CD68+CD163+ macrophages&Tregs has p value = 0.000
CD68+CD163+ macrophages&granulocytes has p value = 0.003
CD68+CD163+ macrophages&immune cells / vasculature has p value = 0.352
CD68+CD163+ macrophages&plasma cells has p value = 0.637
CD68+CD163+ macrophages&smooth muscle has p value = 0.073
CD68+CD163+ macrophages&stroma has p value = 0.160
CD68+CD163+ macrophages&tumor cells has p value = 0.504
CD68+CD163+ macrophages&undefined has p value = 0.403
CD68+CD163+ macrophages&vasculature has p value = 0.505
CD8+ T cells&Tregs has p value = 0.000
CD8+ T cells&granulocytes has p value = 0.025
CD8+ T cells&plasma cells has p value = 0.533
CD8+ T cells&smooth muscle has p value = 0.062
CD8+ T cells&stroma has p value = 0.474
CD8+ T cells&tumor cells has p value = 0.005
CD8+ T cells&undefined has p value = 0.273
CD8+ T cells&vasculature has p value = 0.806
Tregs&granulocytes has p value = 0.028
Tregs&stroma has p value = 0.101
granulocytes&plasma cells has p value = 0.137
granulocytes&smooth muscle has p value = 0.115
granulocytes&stroma has p value = 0.170
granulocytes&tumor cells has p value = 0.012
granulocytes&undefined has p value = 0.276
granulocytes&vasculature has p value = 0.544
plasma cells&smooth muscle has p value = 0.455
plasma cells&stroma has p value = 0.984
plasma cells&tumor cells has p value = 0.705
plasma cells&vasculature has p value = 0.401
smooth muscle&stroma has p value = 0.730
smooth muscle&tumor cells has p value = 0.946
smooth muscle&undefined has p value = 0.333
smooth muscle&vasculature has p value = 0.336
stroma&tumor cells has p value = 0.737
stroma&undefined has p value = 0.542
stroma&vasculature has p value = 0.338
tumor cells&undefined has p value = 0.120
tumor cells&vasculature has p value = 0.078
/var/folders/7g/phdhh_ld3dlbnrst0t60bwzr0000gn/T/ipykernel_91782/2632425307.py:22: FutureWarning: Use "auto" to set automatic grayscale colors. From v0.14.0, "gray" will default to matplotlib's definition.
sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)
/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/seaborn/categorical.py:3370: UserWarning: 5.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.
warnings.warn(msg, UserWarning)
------------------------------------------
p-values after correction:
B cells&CD4+ T cells in hot spots has p value = 0.175
B cells&CD4+ T cells CD45RO+ in hot spots has p value = 0.018
B cells&CD4+ T cells CD45RO+ in whole tissue has p value = 0.065
******************************************
B cells&CD68+CD163+ macrophages in hot spots has p value = 0.239
B cells&CD8+ T cells in hot spots has p value = 0.057
B cells&granulocytes in hot spots has p value = 0.309
B cells&plasma cells in hot spots has p value = 0.351
B cells&smooth muscle in hot spots has p value = 0.460
B cells&stroma in hot spots has p value = 0.297
B cells&tumor cells in hot spots has p value = 0.136
B cells&vasculature in hot spots has p value = 0.141
CD4+ T cells CD45RO+&CD68+CD163+ macrophages in hot spots has p value = 0.446
CD4+ T cells CD45RO+&CD8+ T cells in hot spots has p value = 0.938
CD4+ T cells CD45RO+&granulocytes in hot spots has p value = 0.363
CD4+ T cells CD45RO+&plasma cells in hot spots has p value = 0.698
CD4+ T cells CD45RO+&smooth muscle in hot spots has p value = 0.251
CD4+ T cells CD45RO+&stroma in hot spots has p value = 0.447
CD4+ T cells CD45RO+&tumor cells in hot spots has p value = 0.801
CD4+ T cells CD45RO+&undefined in hot spots has p value = 0.959
CD4+ T cells CD45RO+&vasculature in hot spots has p value = 0.661
CD4+ T cells&CD4+ T cells CD45RO+ in hot spots has p value = 0.129
CD4+ T cells&CD8+ T cells in hot spots has p value = 0.147
CD68+ macrophages&CD68+CD163+ macrophages in hot spots has p value = 0.109
CD68+ macrophages&granulocytes in hot spots has p value = 0.385
CD68+CD163+ macrophages&CD8+ T cells in hot spots has p value = 0.093
CD68+CD163+ macrophages&Tregs in hot spots has p value = 0.008
CD68+CD163+ macrophages&Tregs in whole tissue has p value = 0.092
******************************************
CD68+CD163+ macrophages&granulocytes in hot spots has p value = 0.040
CD68+CD163+ macrophages&granulocytes in whole tissue has p value = 0.092
******************************************
CD68+CD163+ macrophages&immune cells / vasculature in hot spots has p value = 0.533
CD68+CD163+ macrophages&plasma cells in hot spots has p value = 0.745
CD68+CD163+ macrophages&smooth muscle in hot spots has p value = 0.239
CD68+CD163+ macrophages&stroma in hot spots has p value = 0.351
CD68+CD163+ macrophages&tumor cells in hot spots has p value = 0.661
CD68+CD163+ macrophages&undefined in hot spots has p value = 0.581
CD68+CD163+ macrophages&vasculature in hot spots has p value = 0.661
CD8+ T cells&Tregs in hot spots has p value = 0.007
CD8+ T cells&Tregs in whole tissue has p value = 0.065
******************************************
CD8+ T cells&granulocytes in hot spots has p value = 0.136
CD8+ T cells&plasma cells in hot spots has p value = 0.661
CD8+ T cells&smooth muscle in hot spots has p value = 0.228
CD8+ T cells&stroma in hot spots has p value = 0.652
CD8+ T cells&tumor cells in hot spots has p value = 0.057
CD8+ T cells&undefined in hot spots has p value = 0.463
CD8+ T cells&vasculature in hot spots has p value = 0.861
Tregs&granulocytes in hot spots has p value = 0.136
Tregs&stroma in hot spots has p value = 0.284
granulocytes&plasma cells in hot spots has p value = 0.314
granulocytes&smooth muscle in hot spots has p value = 0.297
granulocytes&stroma in hot spots has p value = 0.351
granulocytes&tumor cells in hot spots has p value = 0.093
granulocytes&undefined in hot spots has p value = 0.463
granulocytes&vasculature in hot spots has p value = 0.661
plasma cells&smooth muscle in hot spots has p value = 0.641
plasma cells&stroma in hot spots has p value = 0.984
plasma cells&tumor cells in hot spots has p value = 0.801
plasma cells&vasculature in hot spots has p value = 0.581
smooth muscle&stroma in hot spots has p value = 0.801
smooth muscle&tumor cells in hot spots has p value = 0.962
smooth muscle&undefined in hot spots has p value = 0.523
smooth muscle&vasculature in hot spots has p value = 0.523
stroma&tumor cells in hot spots has p value = 0.801
stroma&undefined in hot spots has p value = 0.661
stroma&vasculature in hot spots has p value = 0.523
tumor cells&undefined in hot spots has p value = 0.298
tumor cells&vasculature in hot spots has p value = 0.242
Cell Co-Occurrence Circle Plot
[55]:
circoplot_df1 = global_co_occurrence_df.sort_index(axis=1, level=[0,1]).drop(columns=['Patients'])
circoplot_df1['Condition'] = circoplot_df1['Condition'].map(condition_num2str)
circoplot_df1 = circoplot_df1[[col for col in circoplot_df1.columns if 'undefined' not in col]]
# Group by 'Condition' and calculate the mean of the other columns
circoplot_df1 = circoplot_df1.groupby('Condition').mean().reset_index()
circoplot_df1 = circoplot_df1.set_index('Condition')
circoplot_df1
[55]:
| B cells | ... | plasma cells | smooth muscle | stroma | tumor cells | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CD4+ T cells | CD4+ T cells CD45RO+ | CD68+CD163+ macrophages | CD8+ T cells | granulocytes | plasma cells | smooth muscle | stroma | tumor cells | vasculature | ... | smooth muscle | stroma | tumor cells | vasculature | stroma | tumor cells | vasculature | tumor cells | vasculature | vasculature | |
| Condition | |||||||||||||||||||||
| CLR | 0.012412 | 0.034873 | 0.018433 | 0.026145 | 0.008671 | 0.006010 | 0.002917 | 0.010934 | 0.011779 | 0.007876 | ... | 0.008861 | 0.010709 | 0.007356 | 0.005696 | 0.023346 | 0.012941 | 0.016308 | 0.020004 | 0.015639 | 0.009926 |
| DII | 0.000752 | 0.007611 | 0.010686 | 0.006457 | 0.004830 | 0.003341 | 0.007947 | 0.006856 | 0.004796 | 0.003272 | ... | 0.006270 | 0.012660 | 0.007738 | 0.006562 | 0.025861 | 0.019929 | 0.018927 | 0.029355 | 0.019093 | 0.011639 |
2 rows × 55 columns
[56]:
circoplot_df2 = global_cellfreq_df.drop(columns=['undefined'])
circoplot_df2['Condition'] = circoplot_df2['Condition'].map(condition_num2str)
# Group by 'Condition' and calculate the mean of the other columns
circoplot_df2 = circoplot_df2.groupby('Condition').mean().reset_index()
circoplot_df2 = circoplot_df2.set_index('Condition')
circoplot_df2
[56]:
| ClusterName | B cells | CD11b+ monocytes | CD11b+CD68+ macrophages | CD11c+ DCs | CD163+ macrophages | CD3+ T cells | CD4+ T cells | CD4+ T cells CD45RO+ | CD4+ T cells GATA3+ | CD68+ macrophages | ... | immune cells / vasculature | lymphatics | nerves | plasma cells | smooth muscle | stroma | tumor cells | tumor cells / immune cells | vasculature | Patients |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Condition | |||||||||||||||||||||
| CLR | 0.069471 | 0.000281 | 0.001505 | 0.001385 | 0.000363 | 0.000272 | 0.012074 | 0.072276 | 0.000508 | 0.004358 | ... | 0.016573 | 0.000356 | 0.002579 | 0.038024 | 0.104830 | 0.091609 | 0.166579 | 0.003786 | 0.054342 | 20.294118 |
| DII | 0.016478 | 0.004673 | 0.007303 | 0.001686 | 0.000082 | 0.000911 | 0.003185 | 0.065721 | 0.000022 | 0.011092 | ... | 0.007733 | 0.001711 | 0.002704 | 0.029154 | 0.112189 | 0.078978 | 0.189360 | 0.007580 | 0.042994 | 15.833333 |
2 rows × 28 columns
[59]:
patient_group = 'CLR'
eco.create_circos_plot(circoplot_df1.loc[[patient_group]],
cell_type_colors_hex=None,
cell_abundance=circoplot_df2.loc[[patient_group]],
threshold=0.01,
edge_weights_scaler=50,
highlighted_edges=highlighted_comb,
node_weights_scaler=5000,
figure_size=(8,8),
save_path=None)
[ ]: