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Richard Dern
2025-11-18 01:04:38 +01:00
parent 70c9d31eb9
commit b3d657deb9
84 changed files with 3166914 additions and 10 deletions
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figures/sun/hexbin_sun_elevation_vs_illuminance.csv Normal file
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figures/sun/hexbin_sun_elevation_vs_temperature.csv Normal file
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,bins,bins,bins,counts,mean,mean,mean,median,median,median,quantile_low,quantile_low,quantile_low,quantile_high,quantile_high,quantile_high
,bin_left,bin_right,center,counts,temperature,humidity,illuminance,temperature,humidity,illuminance,temperature,humidity,illuminance,temperature,humidity,illuminance
0,-60.0,-55.0,-57.5,13666,13.396057802277628,79.54775842724035,117.80714883652861,13.2777777777778,84.0,76.2,8.8,64.0,0.0,17.8888888888889,95.0,228.6
1,-55.0,-50.0,-52.5,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
2,-50.0,-45.0,-47.5,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
3,-45.0,-40.0,-42.5,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
4,-40.0,-35.0,-37.5,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
5,-35.0,-30.0,-32.5,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
6,-30.0,-25.0,-27.5,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
7,-25.0,-20.0,-22.5,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
8,-20.0,-15.0,-17.5,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
9,-15.0,-10.0,-12.5,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
10,-10.0,-5.0,-7.5,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
11,-5.0,0.0,-2.5,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
12,0.0,5.0,2.5,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
13,5.0,10.0,7.5,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
14,10.0,15.0,12.5,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
15,15.0,20.0,17.5,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
16,20.0,25.0,22.5,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
17,25.0,30.0,27.5,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
18,30.0,35.0,32.5,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
19,35.0,40.0,37.5,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
20,40.0,45.0,42.5,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
21,45.0,50.0,47.5,18386,15.020357729915288,73.8405308386816,16257.832456216687,14.5,78.0,15848.2,9.8,54.5,9553.2,19.8888888888889,92.5,22626.6
22,50.0,55.0,52.5,18386,15.020357729915288,73.8405308386816,16257.832456216687,14.5,78.0,15848.2,9.8,54.5,9553.2,19.8888888888889,92.5,22626.6
23,55.0,60.0,57.5,18386,15.020357729915288,73.8405308386816,16257.832456216687,14.5,78.0,15848.2,9.8,54.5,9553.2,19.8888888888889,92.5,22626.6
24,60.0,65.0,62.5,18386,15.020357729915288,73.8405308386816,16257.832456216687,14.5,78.0,15848.2,9.8,54.5,9553.2,19.8888888888889,92.5,22626.6
"(-60.0, -55.0]",,,,1700,9.327075163398701,81.78911764705883,0.0,8.27777777777778,90.0,0.0,6.755555555555559,64.0,0.0,12.2777777777778,97.0,0.0
"(-55.0, -50.0]",,,,3040,9.465670687134512,88.0639802631579,0.0,8.27777777777778,92.0,0.0,7.05555555555556,85.0,0.0,12.3888888888889,95.0,0.0
"(-50.0, -45.0]",,,,3525,9.559180457052808,90.37021276595745,0.0,9.0,93.0,0.0,7.55555555555556,88.0,0.0,11.6666666666667,96.0,0.0
"(-45.0, -40.0]",,,,5298,8.22566691833397,88.3102114005285,0.0,8.5,93.0,0.0,5.8,82.0,0.0,10.7777777777778,98.0,0.0
"(-40.0, -35.0]",,,,7663,9.790409906187024,83.82800469789899,0.0,9.2,86.0,0.0,6.7,73.5,0.0,13.8888888888889,96.0,0.0
"(-35.0, -30.0]",,,,10090,10.840235473332609,79.98398579451602,0.0,10.6666666666667,84.0,0.0,6.881111111111119,64.0,0.0,15.0555555555556,95.0,0.0
"(-30.0, -25.0]",,,,11916,11.808465819377629,79.5554576479803,0.0,11.316666666666675,81.0,0.0,7.6,64.0,0.0,16.0,95.0,0.0
"(-25.0, -20.0]",,,,15177,12.436296210884413,78.51965693703191,0.0,12.72222222222225,81.0,0.0,8.4,61.5,0.0,16.1666666666667,95.0,0.0
"(-20.0, -15.0]",,,,20818,13.888767021416664,79.83977407371826,0.0,14.22222222222225,82.0,0.0,9.5,66.5,0.0,18.0,94.0,0.0
"(-15.0, -10.0]",,,,15413,13.589039555353716,79.54072860572244,0.0,13.8888888888889,82.0,0.0,9.0,65.0,0.0,17.72222222222225,95.0,0.0
"(-10.0, -5.0]",,,,13477,13.459819198140051,79.38865598179615,0.0,13.5,83.0,0.0,8.88888888888889,64.0,0.0,17.8,95.0,0.0
"(-5.0, 0.0]",,,,13666,13.396057802277628,79.54775842724035,117.80714883652861,13.2777777777778,84.0,76.2,8.8,64.0,0.0,17.8888888888889,95.0,228.6
"(0.0, 5.0]",,,,17417,13.560702400166727,78.98693804903256,1274.0848608256301,13.3888888888889,83.5,1098.0,8.653333333333338,63.0,523.8,18.2777777777778,95.0,2033.3400000000004
"(5.0, 10.0]",,,,16193,14.095968651291951,77.40819078202514,3783.2296116840607,13.7777777777778,82.5,3749.4,8.88888888888889,59.0,2523.2400000000002,19.0,95.0,5007.0
"(10.0, 15.0]",,,,16136,14.551508990708617,75.9337196331185,6877.137222669806,14.0555555555556,80.5,6573.0,9.16666666666667,57.0,4696.200000000001,19.5555555555556,94.0,9112.2
"(15.0, 20.0]",,,,16582,14.936874098196629,74.57801129739074,10778.786137317573,14.3888888888889,79.0,10371.6,9.5,55.0,6558.12,19.8888888888889,93.0,14852.4
"(20.0, 25.0]",,,,18386,15.020357729915288,73.8405308386816,16257.832456216687,14.5,78.0,15848.2,9.8,54.5,9553.2,19.8888888888889,92.5,22626.6
"(25.0, 30.0]",,,,17734,15.56624176618257,72.91313766399759,22866.556790910116,14.8888888888889,76.0,22296.9,10.4,54.0,12467.16,20.5,92.0,33302.996399999996
"(30.0, 35.0]",,,,16840,16.370295042667383,70.49601148060174,31882.56709513064,15.6,73.0,32870.997,11.2777777777778,51.5,16346.640000000001,21.5,89.0,46956.23440000001
"(35.0, 40.0]",,,,17036,16.40541815588776,69.06405552946701,38659.30373890585,16.1666666666667,70.0,39979.194,10.5,49.0,17529.6,22.2,90.0,58390.8
"(40.0, 45.0]",,,,15778,18.176608662788798,64.31602547851439,48596.88397059196,17.9,63.5,55472.094,13.2,46.5,24646.800000000003,23.2777777777778,83.5,69354.9528
"(45.0, 50.0]",,,,14363,19.36921629908124,62.21981248114368,57539.741673814664,19.2,60.0,70875.894,14.83333333333335,44.5,29050.2,24.0277777777778,82.0,79376.2752
"(50.0, 55.0]",,,,12886,20.412347738861023,61.39451083863624,62932.57709607326,20.2,58.0,78505.497,15.1666666666667,45.0,30238.794,25.6666666666667,78.5,87781.192
"(55.0, 60.0]",,,,11364,21.114996594183072,58.723307520826,70745.23999604014,20.8888888888889,55.5,86970.497,17.0,43.0,35065.55759999999,25.5,74.0,95983.3164
"(60.0, 65.0]",,,,9358,22.266286718434625,59.783554178243214,73364.79181833725,22.6666666666667,56.5,92861.097,17.22222222222225,45.0,33567.354,26.6,75.0,102511.7976
1 bins bins bins counts mean mean mean median median median quantile_low quantile_low quantile_low quantile_high quantile_high quantile_high
2 bin_left bin_right center counts temperature humidity illuminance temperature humidity illuminance temperature humidity illuminance temperature humidity illuminance
3 0 -60.0 -55.0 -57.5 13666 13.396057802277628 79.54775842724035 117.80714883652861 13.2777777777778 84.0 76.2 8.8 64.0 0.0 17.8888888888889 95.0 228.6
4 1 -55.0 -50.0 -52.5 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
5 2 -50.0 -45.0 -47.5 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
6 3 -45.0 -40.0 -42.5 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
7 4 -40.0 -35.0 -37.5 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
8 5 -35.0 -30.0 -32.5 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
9 6 -30.0 -25.0 -27.5 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
10 7 -25.0 -20.0 -22.5 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
11 8 -20.0 -15.0 -17.5 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
12 9 -15.0 -10.0 -12.5 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
13 10 -10.0 -5.0 -7.5 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
14 11 -5.0 0.0 -2.5 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
15 12 0.0 5.0 2.5 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
16 13 5.0 10.0 7.5 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
17 14 10.0 15.0 12.5 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
18 15 15.0 20.0 17.5 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
19 16 20.0 25.0 22.5 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
20 17 25.0 30.0 27.5 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
21 18 30.0 35.0 32.5 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
22 19 35.0 40.0 37.5 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
23 20 40.0 45.0 42.5 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
24 21 45.0 50.0 47.5 18386 15.020357729915288 73.8405308386816 16257.832456216687 14.5 78.0 15848.2 9.8 54.5 9553.2 19.8888888888889 92.5 22626.6
25 22 50.0 55.0 52.5 18386 15.020357729915288 73.8405308386816 16257.832456216687 14.5 78.0 15848.2 9.8 54.5 9553.2 19.8888888888889 92.5 22626.6
26 23 55.0 60.0 57.5 18386 15.020357729915288 73.8405308386816 16257.832456216687 14.5 78.0 15848.2 9.8 54.5 9553.2 19.8888888888889 92.5 22626.6
27 24 60.0 65.0 62.5 18386 15.020357729915288 73.8405308386816 16257.832456216687 14.5 78.0 15848.2 9.8 54.5 9553.2 19.8888888888889 92.5 22626.6
28 (-60.0, -55.0] 1700 9.327075163398701 81.78911764705883 0.0 8.27777777777778 90.0 0.0 6.755555555555559 64.0 0.0 12.2777777777778 97.0 0.0
29 (-55.0, -50.0] 3040 9.465670687134512 88.0639802631579 0.0 8.27777777777778 92.0 0.0 7.05555555555556 85.0 0.0 12.3888888888889 95.0 0.0
30 (-50.0, -45.0] 3525 9.559180457052808 90.37021276595745 0.0 9.0 93.0 0.0 7.55555555555556 88.0 0.0 11.6666666666667 96.0 0.0
31 (-45.0, -40.0] 5298 8.22566691833397 88.3102114005285 0.0 8.5 93.0 0.0 5.8 82.0 0.0 10.7777777777778 98.0 0.0
32 (-40.0, -35.0] 7663 9.790409906187024 83.82800469789899 0.0 9.2 86.0 0.0 6.7 73.5 0.0 13.8888888888889 96.0 0.0
33 (-35.0, -30.0] 10090 10.840235473332609 79.98398579451602 0.0 10.6666666666667 84.0 0.0 6.881111111111119 64.0 0.0 15.0555555555556 95.0 0.0
34 (-30.0, -25.0] 11916 11.808465819377629 79.5554576479803 0.0 11.316666666666675 81.0 0.0 7.6 64.0 0.0 16.0 95.0 0.0
35 (-25.0, -20.0] 15177 12.436296210884413 78.51965693703191 0.0 12.72222222222225 81.0 0.0 8.4 61.5 0.0 16.1666666666667 95.0 0.0
36 (-20.0, -15.0] 20818 13.888767021416664 79.83977407371826 0.0 14.22222222222225 82.0 0.0 9.5 66.5 0.0 18.0 94.0 0.0
37 (-15.0, -10.0] 15413 13.589039555353716 79.54072860572244 0.0 13.8888888888889 82.0 0.0 9.0 65.0 0.0 17.72222222222225 95.0 0.0
38 (-10.0, -5.0] 13477 13.459819198140051 79.38865598179615 0.0 13.5 83.0 0.0 8.88888888888889 64.0 0.0 17.8 95.0 0.0
39 (-5.0, 0.0] 13666 13.396057802277628 79.54775842724035 117.80714883652861 13.2777777777778 84.0 76.2 8.8 64.0 0.0 17.8888888888889 95.0 228.6
40 (0.0, 5.0] 17417 13.560702400166727 78.98693804903256 1274.0848608256301 13.3888888888889 83.5 1098.0 8.653333333333338 63.0 523.8 18.2777777777778 95.0 2033.3400000000004
41 (5.0, 10.0] 16193 14.095968651291951 77.40819078202514 3783.2296116840607 13.7777777777778 82.5 3749.4 8.88888888888889 59.0 2523.2400000000002 19.0 95.0 5007.0
42 (10.0, 15.0] 16136 14.551508990708617 75.9337196331185 6877.137222669806 14.0555555555556 80.5 6573.0 9.16666666666667 57.0 4696.200000000001 19.5555555555556 94.0 9112.2
43 (15.0, 20.0] 16582 14.936874098196629 74.57801129739074 10778.786137317573 14.3888888888889 79.0 10371.6 9.5 55.0 6558.12 19.8888888888889 93.0 14852.4
44 (20.0, 25.0] 18386 15.020357729915288 73.8405308386816 16257.832456216687 14.5 78.0 15848.2 9.8 54.5 9553.2 19.8888888888889 92.5 22626.6
45 (25.0, 30.0] 17734 15.56624176618257 72.91313766399759 22866.556790910116 14.8888888888889 76.0 22296.9 10.4 54.0 12467.16 20.5 92.0 33302.996399999996
46 (30.0, 35.0] 16840 16.370295042667383 70.49601148060174 31882.56709513064 15.6 73.0 32870.997 11.2777777777778 51.5 16346.640000000001 21.5 89.0 46956.23440000001
47 (35.0, 40.0] 17036 16.40541815588776 69.06405552946701 38659.30373890585 16.1666666666667 70.0 39979.194 10.5 49.0 17529.6 22.2 90.0 58390.8
48 (40.0, 45.0] 15778 18.176608662788798 64.31602547851439 48596.88397059196 17.9 63.5 55472.094 13.2 46.5 24646.800000000003 23.2777777777778 83.5 69354.9528
49 (45.0, 50.0] 14363 19.36921629908124 62.21981248114368 57539.741673814664 19.2 60.0 70875.894 14.83333333333335 44.5 29050.2 24.0277777777778 82.0 79376.2752
50 (50.0, 55.0] 12886 20.412347738861023 61.39451083863624 62932.57709607326 20.2 58.0 78505.497 15.1666666666667 45.0 30238.794 25.6666666666667 78.5 87781.192
51 (55.0, 60.0] 11364 21.114996594183072 58.723307520826 70745.23999604014 20.8888888888889 55.5 86970.497 17.0 43.0 35065.55759999999 25.5 74.0 95983.3164
52 (60.0, 65.0] 9358 22.266286718434625 59.783554178243214 73364.79181833725 22.6666666666667 56.5 92861.097 17.22222222222225 45.0 33567.354 26.6 75.0 102511.7976