Geographical binning with HISTA not creating squares

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Karel Starý
Karel Starý el 4 de Ag. de 2021
Editada: Karel Starý el 4 de Ag. de 2021
Hello everybody!
My data contains latitude, longitute, time and multiple other variables. I need to bin this data for my needs.
>> head(w_files{1})
time lon lat pci_lte sinr_lte cinr_lte rsrp_lte prb_dl_lte prb_ul_lte bler_dl_lte bler_ul_lte mod_dl_0_lte mod_dl_1_lte mod_ul_lte earfnc_dl_lte earfnc_ul_lte tp_mac_dl_lte tp_mac_ul_lte tp_pdsch_lte tp_pusch_lte tp_pdcp_dl_lte tp_pdcp_ul_lte tm tx_rx bw_dl_lte bw_ul_lte band ca_dl ca_ul ca_comb
_______________________ ______ ______ _______ ________ ________ ________ __________ __________ ___________ ___________ ____________ ____________ __________ _____________ _____________ _____________ _____________ ____________ ____________ ______________ ______________ __________ _____________ _________ _________ ___________ __________ __________ _________________________
2020-12-08 11:48:13.000 14.563 50.035 NaN NaN 0 NaN NaN NaN NaN NaN {0×0 char} {0×0 char} {0×0 char} NaN NaN NaN NaN NaN NaN NaN NaN {0×0 char} {0×0 char } NaN NaN {0×0 char } {0×0 char} {0×0 char} {0×0 char }
2020-12-08 11:48:14.000 14.563 50.035 374 NaN 0 -61 41.49 0.74 9 5 {'256QAM'} {0×0 char} {0×0 char} 6200 24200 238.43 0.002 238.43 0.327 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:15.000 14.563 50.035 374 11 0 -61 43.3 0.7 7 2 {'256QAM'} {0×0 char} {0×0 char} 6200 24200 256.08 0.002 256.08 0.314 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:16.000 14.563 50.035 374 10 0 -61 44.31 0.69 6 2 {'256QAM'} {0×0 char} {0×0 char} 6200 24200 257.2 0.001 257.2 0.324 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:17.000 14.563 50.035 374 10 0 -61 43.57 0.81 6 0 {'256QAM'} {0×0 char} {0×0 char} 6200 24200 252.94 0.001 252.94 0.357 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:18.000 14.563 50.035 374 9 0 -63 44.93 0.79 7 0 {'64QAM' } {0×0 char} {0×0 char} 6200 24200 226.24 0.002 226.24 0.35 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:19.000 14.563 50.035 374 7 0 -62 44.45 0.8 11 0 {'16QAM' } {0×0 char} {0×0 char} 6200 24200 191.17 0.002 191.17 0.359 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
2020-12-08 11:48:20.000 14.563 50.035 374 2 0 -66 44.18 0.82 12 2 {'16QAM' } {0×0 char} {0×0 char} 6200 24200 177.6 0.002 177.6 0.372 0 0 {'TM4' } {'MIMO(4x2)'} 10 10 {'Band 20'} {'3CA' } {'NonCA' } {'Band 20+Band 7+Band 3'}
I am using HISTA to find a 20x20 meters grid and applying it on the data sets.
[latbin, lonbin] = hista(w_files{ii}.lat,w_files{ii}.lon,0.0004);% bin at 20x20m,hista binning + computing binsID
[w_files{ii}.latEq, w_files{ii}.lonEq] = grn2eqa(w_files{ii}.lat,w_files{ii}.lon);% Convert coordinates to equidistant cartesian coordinates
[latbinEq, lonbinEq] = grn2eqa(latbin, lonbin);% Convert coordinates to equidistant cartesian coordinates
dist = pdist2([w_files{ii}.lonEq,w_files{ii}.latEq],[lonbinEq, latbinEq]);% Compute distance between each coordinate and each bin-center
[~, w_files{ii}.bin20] = min(dist,[],2);% Add bin ID numbers to table
When I run a figure with plot_google_map I am not getting squares but rectangles. Right now, I am not sure if I am just displaying it wrong or I have made some mistake in the binning. I have added one sample file for you guys to try. (You will need plot_google_map function to have the map picture but this issue is clearly visible without it as well).
figure()
hold on
scatter(lonbin, latbin, 200, 1:numel(lonbin), 'Marker','*','LineWidth',2) % bin centers
scatter(w_files{ii}.lon,w_files{ii}.lat, 50,w_files{ii}.bin20,'filled')
cmap = colorcube(255);
colormap(cmap(1:end-10,:))
xlabel('longitude'); ylabel('latitude')
latbinUnq = unique(latbin);
lonbinUnq = unique(lonbin);
set(gca, 'xtick', lonbinUnq(2:end)-diff(lonbinUnq)/2,'ytick',latbinUnq(2:end)-diff(latbinUnq)/2)
grid on
plot_google_map('Scale',2,'resize',2,'ShowLabels',0)%google_plot settings
What do you think? If you think you know the answer, please be very specific because I am a beginner and I might be dumb.

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