ThresholdPlot

ThresholdPlot evaluates a comfort model across a 2-D grid of input conditions and colours each region according to where the output falls. This makes it easy to see which combinations of inputs, for example dry-bulb air temperature and air speed, land inside or outside a comfort zone, without manually running the model for every point.

import matplotlib.pyplot as plt

from pythermalcomfort.models import heat_index_rothfusz, pmv_ppd_iso, utci
from pythermalcomfort.plots.matplotlib import ThresholdPlot

1. Air Temperature vs Relative Humidity

The most common axis pairing for indoor comfort. At typical office conditions (sedentary activity, light clothing, still air), relative humidity plays a secondary role — the boundary between comfortable and warm shifts only slightly with humidity, which the chart makes immediately visible.

pmv_rh = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(title="PMV — Air Temperature vs Relative Humidity")
)
pmv_rh.ax.set_xlabel("Air temperature [°C]")
pmv_rh.ax.set_ylabel("Relative humidity [%]")
plt.show()

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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 3314 values [2713.291598753483, 2709.519449610292, 2739.8924967804783, 2705.4525887009313, 2735.8254636841784, 2766.493394807473, 2701.0971322993328, 2731.4665558999786, 2762.1314777580646, 2793.094292834468, 2726.8218668926597, 2757.480523099026, 2788.437491831951, 2819.695190861463, 2721.897414200591, 2752.5466014859867, 2783.4944902980733, 2814.7435059058375, 2846.2960888884577, 2716.6991400869624, 2747.3357077912506, 2778.2713360793136, 2809.5084574971206, 2841.0495199797238, 2872.8969869154525, 2711.232912187449, 2741.8537617544343, 2772.7740013819102, 2803.9960706726406, 2835.522424696168, 2867.35553405361, 2899.497884942448, 2705.5045241544417, 2736.1066086295355, 2767.0083834219063, 2798.21229497257, 2829.7208052659676, 2861.5363918952157, 2893.661548127496, 2926.0987829694427, 2730.1000198285733, 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  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 2699 values [-2.193290601921017, -2.1329446435845343, -2.072603499424647, -2.0122675781068176, 2.034711542788414, 2.094488938707023, 2.154339902083273, 2.2142646750658606, 2.27426350101636, 2.3343366245143673, 2.3944842913624593, 2.4547067485913026, 2.5150042444645626, -2.1909936312425775, -2.1306185884374473, -2.0702480383232436, -2.009882386564625, 2.040127931292683, 2.099966684390147, 2.1598796067964527, 2.2198669455821864, 2.279928949062151, 2.340065866800641, 2.4002779496165347, 2.4605654495885334, 2.5209286200602063, -2.1886966605641387, -2.1282925332903604, -2.0678925772218406, -2.007497195022432, 2.0455443197969516, 2.105444430073271, 2.1654193115096323, 2.2254692160985123, 2.2855943971079427, 2.3457951090869154, 2.40607160787061, 2.4664241505857647, 2.526852995655851, -2.1863996898856994, 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2742, 2743, 2744, 2745, 2746, 2747, 2748, 2749, 2750, 2751, 2752, 2753, 2754, 2755, 2823, 2824, 2825, 2826, 2827, 2828, 2829, 2830, 2831, 2832, 2833, 2834, 2835, 2836, 2904, 2905, 2906, 2907, 2908, 2909, 2910, 2911, 2912, 2913, 2914, 2915, 2916, 2917, 2985, 2986, 2987, 2988, 2989, 2990, 2991, 2992, 2993, 2994, 2995, 2996, 2997, 2998, 3066, 3067, 3068, 3069, 3070, 3071, 3072, 3073, 3074, 3075, 3076, 3077, 3078, 3079, 3147, 3148, 3149, 3150, 3151, 3152, 3153, 3154, 3155, 3156, 3157, 3158, 3159, 3160, 3228, 3229, 3230, 3231, 3232, 3233, 3234, 3235, 3236, 3237, 3238, 3239, 3240, 3241, 3308, 3309, 3310, 3311, 3312, 3313, 3314, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322, 3389, 3390, 3391, 3392, 3393, 3394, 3395, 3396, 3397, 3398, 3399, 3400, 3401, 3402, 3403, 3470, 3471, 3472, 3473, 3474, 3475, 3476, 3477, 3478, 3479, 3480, 3481, 3482, 3483, 3484, 3551, 3552, 3553, 3554, 3555, 3556, 3557, 3558, 3559, 3560, 3561, 3562, 3563, 3564, 3565, 3632, 3633, 3634, 3635, 3636, 3637, 3638, 3639, 3640, 3641, 3642, 3643, 3644, 3645, 3646, 3713, 3714, 3715, 3716, 3717, 3718, 3719, 3720, 3721, 3722, 3723, 3724, 3725, 3726, 3727, 3794, 3795, 3796, 3797, 3798, 3799, 3800, 3801, 3802, 3803, 3804, 3805, 3806, 3807, 3808, 3875, 3876, 3877, 3878, 3879, 3880, 3881, 3882, 3883, 3884, 3885, 3886, 3887, 3888, 3889, 3956, 3957, 3958, 3959, 3960, 3961, 3962, 3963, 3964, 3965, 3966, 3967, 3968, 3969, 3970, 4037, 4038, 4039, 4040, 4041, 4042, 4043, 4044, 4045, 4046, 4047, 4048, 4049, 4050, 4051, 4118, 4119, 4120, 4121, 4122, 4123, 4124, 4125, 4126, 4127, 4128, 4129, 4130, 4131, 4132, 4199, 4200, 4201, 4202, 4203, 4204, 4205, 4206, 4207, 4208, 4209, 4210, 4211, 4212, 4213, 4279, 4280, 4281, 4282, 4283, 4284, 4285, 4286, 4287, 4288, 4289, 4290, 4291, 4292, 4293, 4294, 4360, 4361, 4362, 4363, 4364, 4365, 4366, 4367, 4368, 4369, 4370, 4371, 4372, 4373, 4374, 4375, 4441, 4442, 4443, 4444, 4445, 4446, 4447, 4448, 4449, 4450, 4451, 4452, 4453, 4454, 4455, 4456, 4522, 4523, 4524, 4525, 4526, 4527, 4528, 4529, 4530, 4531, 4532, 4533, 4534, 4535, 4536, 4537, 4603, 4604, 4605, 4606, 4607, 4608, 4609, 4610, 4611, 4612, 4613, 4614, 4615, 4616, 4617, 4618, 4684, 4685, 4686, 4687, 4688, 4689, 4690, 4691, 4692, 4693, 4694, 4695, 4696, 4697, 4698, 4765, 4766, 4767, 4768, 4769, 4770, 4771, 4772, 4773, 4774, 4775, 4776, 4777, 4778, 4779, 4846, 4847, 4848, 4849, 4850, 4851, 4852, 4853, 4854, 4855, 4856, 4857, 4858, 4859, 4860, 4927, 4928, 4929, 4930, 4931, 4932, 4933, 4934, 4935, 4936, 4937, 4938, 4939, 4940, 4941, 5008, 5009, 5010, 5011, 5012, 5013, 5014, 5015, 5016, 5017, 5018, 5019, 5020, 5021, 5022, 5089, 5090, 5091, 5092, 5093, 5094, 5095, 5096, 5097, 5098, 5099, 5100, 5101, 5102, 5103, 5170, 5171, 5172, 5173, 5174, 5175, 5176, 5177, 5178, 5179, 5180, 5181, 5182, 5183, 5184, 5250, 5251, 5252, 5253, 5254, 5255, 5256, 5257, 5258, 5259, 5260, 5261, 5262, 5263, 5264, 5265, 5331, 5332, 5333, 5334, 5335, 5336, 5337, 5338, 5339, 5340, 5341, 5342, 5343, 5344, 5345, 5346, 5412, 5413, 5414, 5415, 5416, 5417, 5418, 5419, 5420, 5421, 5422, 5423, 5424, 5425, 5426, 5427, 5493, 5494, 5495, 5496, 5497, 5498, 5499, 5500, 5501, 5502, 5503, 5504, 5505, 5506, 5507, 5508, 5574, 5575, 5576, 5577, 5578, 5579, 5580, 5581, 5582, 5583, 5584, 5585, 5586, 5587, 5588, 5589, 5655, 5656, 5657, 5658, 5659, 5660, 5661, 5662, 5663, 5664, 5665, 5666, 5667, 5668, 5669, 5670, 5736, 5737, 5738, 5739, 5740, 5741, 5742, 5743, 5744, 5745, 5746, 5747, 5748, 5749, 5750, 5751, 5817, 5818, 5819, 5820, 5821, 5822, 5823, 5824, 5825, 5826, 5827, 5828, 5829, 5830, 5831, 5832, 5898, 5899, 5900, 5901, 5902, 5903, 5904, 5905, 5906, 5907, 5908, 5909, 5910, 5911, 5912, 5913, 5979, 5980, 5981, 5982, 5983, 5984, 5985, 5986, 5987, 5988, 5989, 5990, 5991, 5992, 5993, 5994, 6060, 6061, 6062, 6063, 6064, 6065, 6066, 6067, 6068, 6069, 6070, 6071, 6072, 6073, 6074, 6075, 6141, 6142, 6143, 6144, 6145, 6146, 6147, 6148, 6149, 6150, 6151, 6152, 6153, 6154, 6155, 6156, 6222, 6223, 6224, 6225, 6226, 6227, 6228, 6229, 6230, 6231, 6232, 6233, 6234, 6235, 6236, 6237, 6302, 6303, 6304, 6305, 6306, 6307, 6308, 6309, 6310, 6311, 6312, 6313, 6314, 6315, 6316, 6317, 6318, 6383, 6384, 6385, 6386, 6387, 6388, 6389, 6390, 6391, 6392, 6393, 6394, 6395, 6396, 6397, 6398, 6399, 6464, 6465, 6466, 6467, 6468, 6469, 6470, 6471, 6472, 6473, 6474, 6475, 6476, 6477, 6478, 6479, 6480, 6545, 6546, 6547, 6548, 6549, 6550, 6551, 6552, 6553, 6554, 6555, 6556, 6557, 6558, 6559, 6560, 6561, 6626, 6627, 6628, 6629, 6630, 6631, 6632, 6633, 6634, 6635, 6636, 6637, 6638, 6639, 6640, 6641, 6642, 6707, 6708, 6709, 6710, 6711, 6712, 6713, 6714, 6715, 6716, 6717, 6718, 6719, 6720, 6721, 6722, 6723, 6788, 6789, 6790, 6791, 6792, 6793, 6794, 6795, 6796, 6797, 6798, 6799, 6800, 6801, 6802, 6803, 6804, 6869, 6870, 6871, 6872, 6873, 6874, 6875, 6876, 6877, 6878, 6879, 6880, 6881, 6882, 6883, 6884, 6950, 6951, 6952, 6953, 6954, 6955, 6956, 6957, 6958, 6959, 6960, 6961, 6962, 6963, 6964, 6965, 7031, 7032, 7033, 7034, 7035, 7036, 7037, 7038, 7039, 7040, 7041, 7042, 7043, 7044, 7045, 7046, 7112, 7113, 7114, 7115, 7116, 7117, 7118, 7119, 7120, 7121, 7122, 7123, 7124, 7125, 7126, 7127, 7193, 7194, 7195, 7196, 7197, 7198, 7199, 7200, 7201, 7202, 7203, 7204, 7205, 7206, 7207, 7208, 7274, 7275, 7276, 7277, 7278, 7279, 7280, 7281, 7282, 7283, 7284, 7285, 7286, 7287, 7288, 7289, 7354, 7355, 7356, 7357, 7358, 7359, 7360, 7361, 7362, 7363, 7364, 7365, 7366, 7367, 7368, 7369, 7370, 7435, 7436, 7437, 7438, 7439, 7440, 7441, 7442, 7443, 7444, 7445, 7446, 7447, 7448, 7449, 7450, 7451, 7516, 7517, 7518, 7519, 7520, 7521, 7522, 7523, 7524, 7525, 7526, 7527, 7528, 7529, 7530, 7531, 7532, 7597, 7598, 7599, 7600, 7601, 7602, 7603, 7604, 7605, 7606, 7607, 7608, 7609, 7610, 7611, 7612, 7613, 7678, 7679, 7680, 7681, 7682, 7683, 7684, 7685, 7686, 7687, 7688, 7689, 7690, 7691, 7692, 7693, 7694, 7759, 7760, 7761, 7762, 7763, 7764, 7765, 7766, 7767, 7768, 7769, 7770, 7771, 7772, 7773, 7774, 7775, 7840, 7841, 7842, 7843, 7844, 7845, 7846, 7847, 7848, 7849, 7850, 7851, 7852, 7853, 7854, 7855, 7856, 7921, 7922, 7923, 7924, 7925, 7926, 7927, 7928, 7929, 7930, 7931, 7932, 7933, 7934, 7935, 7936, 7937, 8002, 8003, 8004, 8005, 8006, 8007, 8008, 8009, 8010, 8011, 8012, 8013, 8014, 8015, 8016, 8017, 8018, 8083, 8084, 8085, 8086, 8087, 8088, 8089, 8090, 8091, 8092, 8093, 8094, 8095, 8096, 8097, 8098, 8099, 8164, 8165, 8166, 8167, 8168, 8169, 8170, 8171, 8172, 8173, 8174, 8175, 8176, 8177, 8178, 8179, 8180, 8245, 8246, 8247, 8248, 8249, 8250, 8251, 8252, 8253, 8254, 8255, 8256, 8257, 8258, 8259, 8260, 8261, 8326, 8327, 8328, 8329, 8330, 8331, 8332, 8333, 8334, 8335, 8336, 8337, 8338, 8339, 8340, 8341, 8342, 8406, 8407, 8408, 8409, 8410, 8411, 8412, 8413, 8414, 8415, 8416, 8417, 8418, 8419, 8420, 8421, 8422, 8423, 8487, 8488, 8489, 8490, 8491, 8492, 8493, 8494, 8495, 8496, 8497, 8498, 8499, 8500, 8501, 8502, 8503, 8504, 8568, 8569, 8570, 8571, 8572, 8573, 8574, 8575, 8576, 8577, 8578, 8579, 8580, 8581, 8582, 8583, 8584, 8585, 8649, 8650, 8651, 8652, 8653, 8654, 8655, 8656, 8657, 8658, 8659, 8660, 8661, 8662, 8663, 8664, 8665, 8666, 8730, 8731, 8732, 8733, 8734, 8735, 8736, 8737, 8738, 8739, 8740, 8741, 8742, 8743, 8744, 8745, 8746, 8747, 8811, 8812, 8813, 8814, 8815, 8816, 8817, 8818, 8819, 8820, 8821, 8822, 8823, 8824, 8825, 8826, 8827, 8828, 8892, 8893, 8894, 8895, 8896, 8897, 8898, 8899, 8900, 8901, 8902, 8903, 8904, 8905, 8906, 8907, 8908, 8909, 8973, 8974, 8975, 8976, 8977, 8978, 8979, 8980, 8981, 8982, 8983, 8984, 8985, 8986, 8987, 8988, 8989, 8990, 9054, 9055, 9056, 9057, 9058, 9059, 9060, 9061, 9062, 9063, 9064, 9065, 9066, 9067, 9068, 9069, 9070, 9071, 9135, 9136, 9137, 9138, 9139, 9140, 9141, 9142, 9143, 9144, 9145, 9146, 9147, 9148, 9149, 9150, 9151, 9152, 9216, 9217, 9218, 9219, 9220, 9221, 9222, 9223, 9224, 9225, 9226, 9227, 9228, 9229, 9230, 9231, 9232, 9233, 9297, 9298, 9299, 9300, 9301, 9302, 9303, 9304, 9305, 9306, 9307, 9308, 9309, 9310, 9311, 9312, 9313, 9314, 9378, 9379, 9380, 9381, 9382, 9383, 9384, 9385, 9386, 9387, 9388, 9389, 9390, 9391, 9392, 9393, 9394, 9395, 9458, 9459, 9460, 9461, 9462, 9463, 9464, 9465, 9466, 9467, 9468, 9469, 9470, 9471, 9472, 9473, 9474, 9475, 9476, 9539, 9540, 9541, 9542, 9543, 9544, 9545, 9546, 9547, 9548, 9549, 9550, 9551, 9552, 9553, 9554, 9555, 9556, 9557, 9620, 9621, 9622, 9623, 9624, 9625, 9626, 9627, 9628, 9629, 9630, 9631, 9632, 9633, 9634, 9635, 9636, 9637, 9638, 9701, 9702, 9703, 9704, 9705, 9706, 9707, 9708, 9709, 9710, 9711, 9712, 9713, 9714, 9715, 9716, 9717, 9718, 9719, 9782, 9783, 9784, 9785, 9786, 9787, 9788, 9789, 9790, 9791, 9792, 9793, 9794, 9795, 9796, 9797, 9798, 9799, 9800, 9863, 9864, 9865, 9866, 9867, 9868, 9869, 9870, 9871, 9872, 9873, 9874, 9875, 9876, 9877, 9878, 9879, 9880, 9881, 9944, 9945, 9946, 9947, 9948, 9949, 9950, 9951, 9952, 9953, 9954, 9955, 9956, 9957, 9958, 9959, 9960, 9961, 9962, 10025, 10026, 10027, 10028, 10029, 10030, 10031, 10032, 10033, 10034, 10035, 10036, 10037, 10038, 10039, 10040, 10041, 10042, 10043, 10106, 10107, 10108, 10109, 10110, 10111, 10112, 10113, 10114, 10115, 10116, 10117, 10118, 10119, 10120, 10121, 10122, 10123, 10124, 10187, 10188, 10189, 10190, 10191, 10192, 10193, 10194, 10195, 10196, 10197, 10198, 10199, 10200, 10201, 10202, 10203, 10204, 10205, 10268, 10269, 10270, 10271, 10272, 10273, 10274, 10275, 10276, 10277, 10278, 10279, 10280, 10281, 10282, 10283, 10284, 10285, 10286, 10349, 10350, 10351, 10352, 10353, 10354, 10355, 10356, 10357, 10358, 10359, 10360, 10361, 10362, 10363, 10364, 10365, 10366, 10367, 10430, 10431, 10432, 10433, 10434, 10435, 10436, 10437, 10438, 10439, 10440, 10441, 10442, 10443, 10444, 10445, 10446, 10447, 10448, 10511, 10512, 10513, 10514, 10515, 10516, 10517, 10518, 10519, 10520, 10521, 10522, 10523, 10524, 10525, 10526, 10527, 10528, 10529, 10591, 10592, 10593, 10594, 10595, 10596, 10597, 10598, 10599, 10600, 10601, 10602, 10603, 10604, 10605, 10606, 10607, 10608, 10609, 10610, 10672, 10673, 10674, 10675, 10676, 10677, 10678, 10679, 10680, 10681, 10682, 10683, 10684, 10685, 10686, 10687, 10688, 10689, 10690, 10691, 10753, 10754, 10755, 10756, 10757, 10758, 10759, 10760, 10761, 10762, 10763, 10764, 10765, 10766, 10767, 10768, 10769, 10770, 10771, 10772, 10834, 10835, 10836, 10837, 10838, 10839, 10840, 10841, 10842, 10843, 10844, 10845, 10846, 10847, 10848, 10849, 10850, 10851, 10852, 10853, 10915, 10916, 10917, 10918, 10919, 10920, 10921, 10922, 10923, 10924, 10925, 10926, 10927, 10928, 10929, 10930, 10931, 10932, 10933, 10934, 10996, 10997, 10998, 10999, 11000, 11001, 11002, 11003, 11004, 11005, 11006, 11007, 11008, 11009, 11010, 11011, 11012, 11013, 11014, 11015, 11077, 11078, 11079, 11080, 11081, 11082, 11083, 11084, 11085, 11086, 11087, 11088, 11089, 11090, 11091, 11092, 11093, 11094, 11095, 11096, 11158, 11159, 11160, 11161, 11162, 11163, 11164, 11165, 11166, 11167, 11168, 11169, 11170, 11171, 11172, 11173, 11174, 11175, 11176, 11177, 11239, 11240, 11241, 11242, 11243, 11244, 11245, 11246, 11247, 11248, 11249, 11250, 11251, 11252, 11253, 11254, 11255, 11256, 11257, 11258, 11320, 11321, 11322, 11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331, 11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339, 11401, 11402, 11403, 11404, 11405, 11406, 11407, 11408, 11409, 11410, 11411, 11412, 11413, 11414, 11415, 11416, 11417, 11418, 11419, 11420, 11482, 11483, 11484, 11485, 11486, 11487, 11488, 11489, 11490, 11491, 11492, 11493, 11494, 11495, 11496, 11497, 11498, 11499, 11500, 11501, 11563, 11564, 11565, 11566, 11567, 11568, 11569, 11570, 11571, 11572, 11573, 11574, 11575, 11576, 11577, 11578, 11579, 11580, 11581, 11582, 11644, 11645, 11646, 11647, 11648, 11649, 11650, 11651, 11652, 11653, 11654, 11655, 11656, 11657, 11658, 11659, 11660, 11661, 11662, 11663, 11724, 11725, 11726, 11727, 11728, 11729, 11730, 11731, 11732, 11733, 11734, 11735, 11736, 11737, 11738, 11739, 11740, 11741, 11742, 11743, 11744, 11805, 11806, 11807, 11808, 11809, 11810, 11811, 11812, 11813, 11814, 11815, 11816, 11817, 11818, 11819, 11820, 11821, 11822, 11823, 11824, 11825, 11886, 11887, 11888, 11889, 11890, 11891, 11892, 11893, 11894, 11895, 11896, 11897, 11898, 11899, 11900, 11901, 11902, 11903, 11904, 11905, 11906, 11967, 11968, 11969, 11970, 11971, 11972, 11973, 11974, 11975, 11976, 11977, 11978, 11979, 11980, 11981, 11982, 11983, 11984, 11985, 11986, 11987, 12048, 12049, 12050, 12051, 12052, 12053, 12054, 12055, 12056, 12057, 12058, 12059, 12060, 12061, 12062, 12063, 12064, 12065, 12066, 12067, 12068, 12129, 12130, 12131, 12132, 12133, 12134, 12135, 12136, 12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144, 12145, 12146, 12147, 12148, 12149, 12210, 12211, 12212, 12213, 12214, 12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223, 12224, 12225, 12226, 12227, 12228, 12229, 12230, 12291, 12292, 12293, 12294, 12295, 12296, 12297, 12298, 12299, 12300, 12301, 12302, 12303, 12304, 12305, 12306, 12307, 12308, 12309, 12310, 12311, 12372, 12373, 12374, 12375, 12376, 12377, 12378, 12379, 12380, 12381, 12382, 12383, 12384, 12385, 12386, 12387, 12388, 12389, 12390, 12391, 12392, 12453, 12454, 12455, 12456, 12457, 12458, 12459, 12460, 12461, 12462, 12463, 12464, 12465, 12466, 12467, 12468, 12469, 12470, 12471, 12472, 12473, 12534, 12535, 12536, 12537, 12538, 12539, 12540, 12541, 12542, 12543, 12544, 12545, 12546, 12547, 12548, 12549, 12550, 12551, 12552, 12553, 12554, 12615, 12616, 12617, 12618, 12619, 12620, 12621, 12622, 12623, 12624, 12625, 12626, 12627, 12628, 12629, 12630, 12631, 12632, 12633, 12634, 12635, 12696, 12697, 12698, 12699, 12700, 12701, 12702, 12703, 12704, 12705, 12706, 12707, 12708, 12709, 12710, 12711, 12712, 12713, 12714, 12715, 12716, 12777, 12778, 12779, 12780, 12781, 12782, 12783, 12784, 12785, 12786, 12787, 12788, 12789, 12790, 12791, 12792, 12793, 12794, 12795, 12796, 12797, 12857, 12858, 12859, 12860, 12861, 12862, 12863, 12864, 12865, 12866, 12867, 12868, 12869, 12870, 12871, 12872, 12873, 12874, 12875, 12876, 12877, 12878, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

2. Air Temperature vs Air Speed

Air movement removes heat from the skin, which shifts the upper comfort boundary to the right as air speed increases. This plot is useful for ventilation design: it shows the minimum air speed needed to keep conditions comfortable at a given temperature. The mean radiant temperature is automatically linked to dry-bulb temperature (tr = tdb).

pmv_vr = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 22.0, 34.0, resolution=0.2)
    .set_y_axis("vr", 0.0, 1.2, resolution=0.02)
    .set_params(rh=50, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(title="PMV — Air Temperature vs Air Speed")
)
pmv_vr.ax.set_xlabel("Air temperature [°C]")
pmv_vr.ax.set_ylabel("Air speed [m/s]")
plt.show()

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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:183: UserWarning: 'vr' has 610 values [1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.02, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.04, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 1.06, 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  v_valid = valid_range(vr, (0.0, 1.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 789 values [2.0423147608615557, 2.102986311680607, 2.163482863685689, 2.2237833425039946, 2.2838626179127473, 2.3436901971914166, 2.4032282750714877, 2.4624286799235593, 2.5212277862356975, 2.579537307595427, 2.6372255587137543, 2.6940716651990226, 2.749607636675019, 2.802133494598342, 2.856788581960946, 2.0423147608615557, 2.102986311680607, 2.163482863685689, 2.2237833425039946, 2.2838626179127473, 2.3436901971914166, 2.4032282750714877, 2.4624286799235593, 2.5212277862356975, 2.579537307595427, 2.6372255587137543, 2.69363010117302, 2.7483940667379962, 2.8032506075739985, 2.8582225651191586, 2.0423147608615557, 2.102986311680607, 2.163482863685689, 2.2237833425039946, 2.2838626179127473, 2.3419762878692034, 2.399387082829061, 2.456888113099797, 2.514501947747093, 2.5722280944988625, 2.63006643998192, 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3531, 3532, 3533, 3534, 3535, 3536, 3537, 3538, 3539, 3540, 3541, 3588, 3589, 3590, 3591, 3592, 3593, 3594, 3595, 3596, 3597, 3598, 3599, 3600, 3601, 3602, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658, 3659, 3660, 3661, 3662, 3663, 3710, 3711, 3712, 3713, 3714, 3715, 3716, 3717, 3718, 3719, 3720] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

3. Custom Labels and Colors

Pass labels and colors to set_regions to override the auto-generated region names and the default colour palette. The label list must have exactly len(thresholds) + 1 entries.

pmv_custom = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 32.0, resolution=0.5)
    .set_y_axis("rh", 20.0, 100.0, resolution=10.0)
    .set_params(vr=0.20, met=1.2, clo=0.5, wme=0.0)
    .set_regions(
        output="pmv",
        thresholds=[-0.5, 0.5],
        labels=["Cool", "Comfortable", "Warm"],
        colors=["#4c78a8", "#d9d9d9", "#c9415f"],
    )
    .plot(title="PMV — Custom Labels and Colors")
)
pmv_custom.ax.set_xlabel("Air temperature [°C]")
pmv_custom.ax.set_ylabel("Relative humidity [%]")
plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 36 values [30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0, 30.5, 31.0, 31.5, 32.0] at indices [25, 26, 27, 28, 54, 55, 56, 57, 83, 84, 85, 86, 112, 113, 114, 115, 141, 142, 143, 144, 170, 171, 172, 173, 199, 200, 201, 202, 228, 229, 230, 231, 257, 258, 259, 260] outside the applicability limits [10.0, 30.0] and will be set to NaN.
  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 58 values [2773.573268612058, 2853.2423781876882, 2724.031390362334, 2804.093626896602, 2886.1928726983897, 2970.3723645115792, 3056.6760556719287, 3145.1486240544496, 3235.8354800474012, 3328.782774552303, 2769.499931434298, 2852.1656590622815, 2936.969752671829, 3023.9584400268695, 3113.1787318426673, 3204.6784307389735, 3298.506140226731, 3394.7112737275193, 3493.3440636250616, 3594.4555703479423, 3698.0976914827443, 3804.3231709169177, 2766.7384090749556, 2850.617502023755, 2936.70283988933, 3025.0430055635275, 3115.6874228635857, 3208.6863664450666, 3304.090971755808, 3401.9532450302286, 3502.326073323001, 3605.2632345813454, 3710.8194077550725, 3819.050182943459, 3930.012071578194, 4043.762516641435, 4160.359902918088, 4279.863567281533, 2724.8241215863977, 2808.7390863346973, 2894.8986353380237, 2983.3531213394763, 3074.1537878610616, 3167.3527800263946, 3263.0031554325888, 3361.1588950705864, 3461.8749142928727, 3565.2070738278517, 3671.212190839786, 3779.948050033587, 3891.4734148033344, 4005.848038423717, 4123.132675283414, 4243.389092159399, 4366.680079531327, 4493.069462934928, 4622.62211435343, 4755.4039636461475] at indices [143, 144, 166, 167, 168, 169, 170, 171, 172, 173, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 46 values [-2.562542636269971, -2.4093248798533393, -2.255770197583407, -2.1018760126069824, -2.516603222701187, -2.3619191684019882, -2.206857437619507, -2.0514144999709214, -2.4706638091324042, -2.314513456950638, -2.1579446776556073, -2.0009529873348604, 2.0759247248020767, -2.4247243955636213, -2.267107745499287, -2.109031917691707, 2.0096339425927394, 2.181833928172069, -2.378784981994838, -2.2197020340479363, -2.0601191577278075, 2.1125859166740963, 2.28774313154206, -2.3328455684260545, -2.172296322596586, -2.011206397763908, 2.038199386921701, 2.215537890755453, 2.3936523349120526, -2.2869061548572716, -2.124890611145235, 2.1382660502679243, 2.3184898648368093, 2.499561538282044, -2.240966741288488, -2.077484899693884, 2.0561295074254207, 2.2383327136141475, 2.4214418389181667, 2.605470741652036, -2.195027327719705, -2.0300791882425337, 2.153381310243909, 2.3383993769603713, 2.5243938129995236, 2.7113799450220286] at indices [0, 1, 2, 3, 29, 30, 31, 32, 58, 59, 60, 61, 86, 87, 88, 89, 114, 115, 116, 117, 118, 143, 144, 145, 146, 147, 171, 172, 173, 174, 175, 200, 201, 202, 203, 204, 228, 229, 230, 231, 232, 233, 257, 258, 259, 260] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

4. Styling Contour Lines, Fills, and the Legend

line_kws, fill_kws, and legend_kws are forwarded directly to ax.plot, ax.contourf, and ax.legend. Use them to match any figure style without subclassing or post-processing.

pmv_styled = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(
        line_kws={"color": "black", "linewidth": 2.0, "linestyle": "dashed"},
        fill_kws={"alpha": 0.65},
        legend_kws={
            "title": "PMV bands",
            "ncol": 1,
            "loc": "center left",
            "bbox_to_anchor": (1.05, 0.5),
        },
    )
)
pmv_styled.ax.set_title("PMV — Custom Line, Fill, and Legend Styles", y=1.05)
pmv_styled.ax.set_xlabel("Air temperature [°C]")
pmv_styled.ax.set_ylabel("Relative humidity [%]")
plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 3220 values [30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 3314 values [2713.291598753483, 2709.519449610292, 2739.8924967804783, 2705.4525887009313, 2735.8254636841784, 2766.493394807473, 2701.0971322993328, 2731.4665558999786, 2762.1314777580646, 2793.094292834468, 2726.8218668926597, 2757.480523099026, 2788.437491831951, 2819.695190861463, 2721.897414200591, 2752.5466014859867, 2783.4944902980733, 2814.7435059058375, 2846.2960888884577, 2716.6991400869624, 2747.3357077912506, 2778.2713360793136, 2809.5084574971206, 2841.0495199797238, 2872.8969869154525, 2711.232912187449, 2741.8537617544343, 2772.7740013819102, 2803.9960706726406, 2835.522424696168, 2867.35553405361, 2899.497884942448, 2705.5045241544417, 2736.1066086295355, 2767.0083834219063, 2798.21229497257, 2829.7208052659676, 2861.5363918952157, 2893.661548127496, 2926.0987829694427, 2730.1000198285733, 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12902, 12903, 12904, 12905, 12906, 12907, 12908, 12909, 12910, 12911, 12912, 12913, 12914, 12915, 12916, 12917, 12918, 12919, 12920, 12921, 12922, 12923, 12924, 12925, 12926, 12927, 12928, 12929, 12930, 12931, 12932, 12933, 12934, 12935, 12936, 12937, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 12982, 12983, 12984, 12985, 12986, 12987, 12988, 12989, 12990, 12991, 12992, 12993, 12994, 12995, 12996, 12997, 12998, 12999, 13000, 13001, 13002, 13003, 13004, 13005, 13006, 13007, 13008, 13009, 13010, 13011, 13012, 13013, 13014, 13015, 13016, 13017, 13018, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
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12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

5. Out-of-Model Areas

PMV ISO is only defined within a specific range of input conditions. Grid cells where the model returns NaN are shown in a separate colour and appear in the legend as ‘Out of model limits’. Pass invalid_color to choose any Matplotlib-compatible colour.

pmv_limits = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 10.0, 40.0, resolution=0.5)
    .set_y_axis("rh", 0.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(title="PMV — Out-of-Model Areas", invalid_color="#bdbdbd")
)
pmv_limits.ax.set_xlabel("Air temperature [°C]")
pmv_limits.ax.set_ylabel("Relative humidity [%]")
plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 4020 values [30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 38.0, 38.5, 39.0, 39.5, 40.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 34.5, 35.0, 35.5, 36.0, 36.5, 37.0, 37.5, 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outside the applicability limits [10.0, 30.0] and will be set to NaN.
  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 2736 values [2729.5501559119007, 2766.435968829629, 2729.4788441836104, 2803.3217817473574, 2765.393039501816, 2840.207594665086, 2727.2516482245505, 2801.307234820021, 2877.0934075828145, 2762.216412945378, 2837.221430138227, 2913.979220500543, 2722.9679154609453, 2797.1811776662057, 2873.135625456432, 2950.865033418271, 2757.005014404207, 2832.1459423870333, 2909.0498207746377, 2987.7508463359995, 2716.724126286041, 2791.042113347469, 2867.110707107861, 2944.964016092843, 3024.636659253728, 2749.8549083139196, 2825.079212290731, 2902.0754718286885, 2980.878211411048, 3061.5224721714562, 2708.613951316867, 2782.985690341798, 2859.1163112339927, 2937.040236549516, 3016.792406729254, 3098.4082850891846, 2740.8593554992103, 2816.1164723696766, 2893.1534101772545, 2972.0050012703437, 3052.706602047459, 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12252, 12253, 12254, 12255, 12256, 12257, 12258, 12259, 12260] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 6991 values [-4.662256843674382, -4.513325510215057, -4.3644233401139925, -4.215553760589678, -4.066720380583482, -3.9179270030202704, -3.769177638191268, -3.6204765183911474, -3.4718281139607248, -3.323237150907121, -3.1747086303027463, -3.0262478496925245, -2.877860426778101, -2.729552325690099, -2.581329886214529, -2.4331998564009267, -2.285169429058583, -2.1372462827406693, 2.133946235028942, 2.2780292206388006, 2.4224235152568747, 2.5671298212495035, 2.7121488393065105, 2.8574812684115307, 3.003127805810686, 3.1490891469799513, 3.2953659855900534, 3.441959013469635, 3.588868920565491, 3.7360963949003034, 3.8836421225265934, 4.031506787477366, -4.660891451488606, -4.51191359908084, -4.3629635239539795, -4.214044618316057, -4.06516045538691, -3.9163148016483933, -3.7675116302167755, -3.618755135469266, 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12028, 12029, 12030, 12031, 12057, 12058, 12059, 12060, 12061, 12062, 12063, 12064, 12065, 12066, 12067, 12068, 12069, 12070, 12071, 12072, 12073, 12074, 12075, 12076, 12077, 12078, 12079, 12080, 12081, 12082, 12083, 12084, 12085, 12086, 12087, 12088, 12089, 12090, 12091, 12092, 12118, 12119, 12120, 12121, 12122, 12123, 12124, 12125, 12126, 12127, 12128, 12129, 12130, 12131, 12132, 12133, 12134, 12135, 12136, 12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144, 12145, 12146, 12147, 12148, 12149, 12150, 12151, 12152, 12153, 12179, 12180, 12181, 12182, 12183, 12184, 12185, 12186, 12187, 12188, 12189, 12190, 12191, 12192, 12193, 12194, 12195, 12196, 12197, 12198, 12199, 12200, 12201, 12202, 12203, 12204, 12205, 12206, 12207, 12208, 12209, 12210, 12211, 12212, 12213, 12214, 12240, 12241, 12242, 12243, 12244, 12245, 12246, 12247, 12248, 12249, 12250, 12251, 12252, 12253, 12254, 12255, 12256, 12257, 12258, 12259, 12260] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

6. UTCI — Air Temperature vs Wind Speed

UTCI is designed for outdoor thermal environments where wind is a primary variable. Plotting air temperature against wind speed — at a fixed humidity and with mean radiant temperature linked to air temperature — shows how wind speed reduces heat stress in hot conditions. Region labels follow the official UTCI thermal stress scale.

utci_result = (
    ThresholdPlot(utci)
    .set_x_axis("tdb", 20.0, 42.0, resolution=0.5)
    .set_y_axis("v", 0.5, 4.0, resolution=0.1)
    .set_params(rh=40)  # tr auto-linked to tdb
    .set_regions(
        output="utci",
        thresholds=[26, 32, 38],
        labels=[
            "No thermal stress",
            "Moderate heat stress",
            "Strong heat stress",
            "Very strong heat stress",
        ],
        colors=["#91cf60", "#fee090", "#fc8d59", "#d73027"],
    )
    .plot(legend_kws={"ncol": 2})
)
utci_result.ax.set_title("UTCI — Air Temperature vs Wind Speed", y=1.2)
utci_result.ax.set_xlabel("Air temperature [°C]")
utci_result.ax.set_ylabel("Wind speed [m/s]")
plt.show()

7. Heat Index

The Rothfusz heat index formula gives an apparent temperature at high humidity. The five regions follow the NWS risk scale. show_lines=False removes the boundary lines, which works well here because the filled regions are self-explanatory.

hi_result = (
    ThresholdPlot(heat_index_rothfusz)
    .set_x_axis("tdb", 27.0, 45.0, resolution=0.5)
    .set_y_axis("rh", 20.0, 100.0, resolution=3.0)
    .set_regions(
        output="hi",
        thresholds=[30.0, 35.0, 40.0, 55.0],
        labels=["Caution", "Extreme caution", "Danger", "Extreme danger", "Fatal"],
        colors=["#ffffb2", "#fecc5c", "#fd8d3c", "#f03b20", "#bd0026"],
    )
    .plot(
        show_lines=False,
        legend_kws={"title": "NWS risk level"},
    )
)
hi_result.ax.set_xlabel("Air temperature [°C]")
hi_result.ax.set_ylabel("Relative humidity [%]")
plt.show()

8. Legend, Boundary Lines, and Applicability Limits

legend=False and show_lines=False are rendering switches. limit_inputs=False is a model-level flag passed through set_params that disables the model’s own applicability check — useful when you want to visualise conditions beyond the standard’s defined range.

fig, axes = plt.subplots(3, 1, figsize=(8, 11), constrained_layout=True)

(
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(ax=axes[0], title="legend=False", legend=False)
).ax.set(xlabel="Air temperature [°C]", ylabel="Relative humidity [%]")

(
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(ax=axes[1], title="show_lines=False", show_lines=False)
).ax.set(xlabel="Air temperature [°C]", ylabel="Relative humidity [%]")

(
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0, limit_inputs=False)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(ax=axes[2], title="limit_inputs=False (model parameter)")
).ax.set(xlabel="Air temperature [°C]", ylabel="Relative humidity [%]")

plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 3220 values [30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 3314 values [2713.291598753483, 2709.519449610292, 2739.8924967804783, 2705.4525887009313, 2735.8254636841784, 2766.493394807473, 2701.0971322993328, 2731.4665558999786, 2762.1314777580646, 2793.094292834468, 2726.8218668926597, 2757.480523099026, 2788.437491831951, 2819.695190861463, 2721.897414200591, 2752.5466014859867, 2783.4944902980733, 2814.7435059058375, 2846.2960888884577, 2716.6991400869624, 2747.3357077912506, 2778.2713360793136, 2809.5084574971206, 2841.0495199797238, 2872.8969869154525, 2711.232912187449, 2741.8537617544343, 2772.7740013819102, 2803.9960706726406, 2835.522424696168, 2867.35553405361, 2899.497884942448, 2705.5045241544417, 2736.1066086295355, 2767.0083834219063, 2798.21229497257, 2829.7208052659676, 2861.5363918952157, 2893.661548127496, 2926.0987829694427, 2730.1000198285733, 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12902, 12903, 12904, 12905, 12906, 12907, 12908, 12909, 12910, 12911, 12912, 12913, 12914, 12915, 12916, 12917, 12918, 12919, 12920, 12921, 12922, 12923, 12924, 12925, 12926, 12927, 12928, 12929, 12930, 12931, 12932, 12933, 12934, 12935, 12936, 12937, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 12982, 12983, 12984, 12985, 12986, 12987, 12988, 12989, 12990, 12991, 12992, 12993, 12994, 12995, 12996, 12997, 12998, 12999, 13000, 13001, 13002, 13003, 13004, 13005, 13006, 13007, 13008, 13009, 13010, 13011, 13012, 13013, 13014, 13015, 13016, 13017, 13018, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
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  pmv_valid = valid_range(pmv, (-2, 2))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 3220 values [30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 3314 values [2713.291598753483, 2709.519449610292, 2739.8924967804783, 2705.4525887009313, 2735.8254636841784, 2766.493394807473, 2701.0971322993328, 2731.4665558999786, 2762.1314777580646, 2793.094292834468, 2726.8218668926597, 2757.480523099026, 2788.437491831951, 2819.695190861463, 2721.897414200591, 2752.5466014859867, 2783.4944902980733, 2814.7435059058375, 2846.2960888884577, 2716.6991400869624, 2747.3357077912506, 2778.2713360793136, 2809.5084574971206, 2841.0495199797238, 2872.8969869154525, 2711.232912187449, 2741.8537617544343, 2772.7740013819102, 2803.9960706726406, 2835.522424696168, 2867.35553405361, 2899.497884942448, 2705.5045241544417, 2736.1066086295355, 2767.0083834219063, 2798.21229497257, 2829.7208052659676, 2861.5363918952157, 2893.661548127496, 2926.0987829694427, 2730.1000198285733, 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12902, 12903, 12904, 12905, 12906, 12907, 12908, 12909, 12910, 12911, 12912, 12913, 12914, 12915, 12916, 12917, 12918, 12919, 12920, 12921, 12922, 12923, 12924, 12925, 12926, 12927, 12928, 12929, 12930, 12931, 12932, 12933, 12934, 12935, 12936, 12937, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 12982, 12983, 12984, 12985, 12986, 12987, 12988, 12989, 12990, 12991, 12992, 12993, 12994, 12995, 12996, 12997, 12998, 12999, 13000, 13001, 13002, 13003, 13004, 13005, 13006, 13007, 13008, 13009, 13010, 13011, 13012, 13013, 13014, 13015, 13016, 13017, 13018, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
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4528, 4529, 4530, 4531, 4532, 4533, 4534, 4535, 4536, 4537, 4603, 4604, 4605, 4606, 4607, 4608, 4609, 4610, 4611, 4612, 4613, 4614, 4615, 4616, 4617, 4618, 4684, 4685, 4686, 4687, 4688, 4689, 4690, 4691, 4692, 4693, 4694, 4695, 4696, 4697, 4698, 4765, 4766, 4767, 4768, 4769, 4770, 4771, 4772, 4773, 4774, 4775, 4776, 4777, 4778, 4779, 4846, 4847, 4848, 4849, 4850, 4851, 4852, 4853, 4854, 4855, 4856, 4857, 4858, 4859, 4860, 4927, 4928, 4929, 4930, 4931, 4932, 4933, 4934, 4935, 4936, 4937, 4938, 4939, 4940, 4941, 5008, 5009, 5010, 5011, 5012, 5013, 5014, 5015, 5016, 5017, 5018, 5019, 5020, 5021, 5022, 5089, 5090, 5091, 5092, 5093, 5094, 5095, 5096, 5097, 5098, 5099, 5100, 5101, 5102, 5103, 5170, 5171, 5172, 5173, 5174, 5175, 5176, 5177, 5178, 5179, 5180, 5181, 5182, 5183, 5184, 5250, 5251, 5252, 5253, 5254, 5255, 5256, 5257, 5258, 5259, 5260, 5261, 5262, 5263, 5264, 5265, 5331, 5332, 5333, 5334, 5335, 5336, 5337, 5338, 5339, 5340, 5341, 5342, 5343, 5344, 5345, 5346, 5412, 5413, 5414, 5415, 5416, 5417, 5418, 5419, 5420, 5421, 5422, 5423, 5424, 5425, 5426, 5427, 5493, 5494, 5495, 5496, 5497, 5498, 5499, 5500, 5501, 5502, 5503, 5504, 5505, 5506, 5507, 5508, 5574, 5575, 5576, 5577, 5578, 5579, 5580, 5581, 5582, 5583, 5584, 5585, 5586, 5587, 5588, 5589, 5655, 5656, 5657, 5658, 5659, 5660, 5661, 5662, 5663, 5664, 5665, 5666, 5667, 5668, 5669, 5670, 5736, 5737, 5738, 5739, 5740, 5741, 5742, 5743, 5744, 5745, 5746, 5747, 5748, 5749, 5750, 5751, 5817, 5818, 5819, 5820, 5821, 5822, 5823, 5824, 5825, 5826, 5827, 5828, 5829, 5830, 5831, 5832, 5898, 5899, 5900, 5901, 5902, 5903, 5904, 5905, 5906, 5907, 5908, 5909, 5910, 5911, 5912, 5913, 5979, 5980, 5981, 5982, 5983, 5984, 5985, 5986, 5987, 5988, 5989, 5990, 5991, 5992, 5993, 5994, 6060, 6061, 6062, 6063, 6064, 6065, 6066, 6067, 6068, 6069, 6070, 6071, 6072, 6073, 6074, 6075, 6141, 6142, 6143, 6144, 6145, 6146, 6147, 6148, 6149, 6150, 6151, 6152, 6153, 6154, 6155, 6156, 6222, 6223, 6224, 6225, 6226, 6227, 6228, 6229, 6230, 6231, 6232, 6233, 6234, 6235, 6236, 6237, 6302, 6303, 6304, 6305, 6306, 6307, 6308, 6309, 6310, 6311, 6312, 6313, 6314, 6315, 6316, 6317, 6318, 6383, 6384, 6385, 6386, 6387, 6388, 6389, 6390, 6391, 6392, 6393, 6394, 6395, 6396, 6397, 6398, 6399, 6464, 6465, 6466, 6467, 6468, 6469, 6470, 6471, 6472, 6473, 6474, 6475, 6476, 6477, 6478, 6479, 6480, 6545, 6546, 6547, 6548, 6549, 6550, 6551, 6552, 6553, 6554, 6555, 6556, 6557, 6558, 6559, 6560, 6561, 6626, 6627, 6628, 6629, 6630, 6631, 6632, 6633, 6634, 6635, 6636, 6637, 6638, 6639, 6640, 6641, 6642, 6707, 6708, 6709, 6710, 6711, 6712, 6713, 6714, 6715, 6716, 6717, 6718, 6719, 6720, 6721, 6722, 6723, 6788, 6789, 6790, 6791, 6792, 6793, 6794, 6795, 6796, 6797, 6798, 6799, 6800, 6801, 6802, 6803, 6804, 6869, 6870, 6871, 6872, 6873, 6874, 6875, 6876, 6877, 6878, 6879, 6880, 6881, 6882, 6883, 6884, 6950, 6951, 6952, 6953, 6954, 6955, 6956, 6957, 6958, 6959, 6960, 6961, 6962, 6963, 6964, 6965, 7031, 7032, 7033, 7034, 7035, 7036, 7037, 7038, 7039, 7040, 7041, 7042, 7043, 7044, 7045, 7046, 7112, 7113, 7114, 7115, 7116, 7117, 7118, 7119, 7120, 7121, 7122, 7123, 7124, 7125, 7126, 7127, 7193, 7194, 7195, 7196, 7197, 7198, 7199, 7200, 7201, 7202, 7203, 7204, 7205, 7206, 7207, 7208, 7274, 7275, 7276, 7277, 7278, 7279, 7280, 7281, 7282, 7283, 7284, 7285, 7286, 7287, 7288, 7289, 7354, 7355, 7356, 7357, 7358, 7359, 7360, 7361, 7362, 7363, 7364, 7365, 7366, 7367, 7368, 7369, 7370, 7435, 7436, 7437, 7438, 7439, 7440, 7441, 7442, 7443, 7444, 7445, 7446, 7447, 7448, 7449, 7450, 7451, 7516, 7517, 7518, 7519, 7520, 7521, 7522, 7523, 7524, 7525, 7526, 7527, 7528, 7529, 7530, 7531, 7532, 7597, 7598, 7599, 7600, 7601, 7602, 7603, 7604, 7605, 7606, 7607, 7608, 7609, 7610, 7611, 7612, 7613, 7678, 7679, 7680, 7681, 7682, 7683, 7684, 7685, 7686, 7687, 7688, 7689, 7690, 7691, 7692, 7693, 7694, 7759, 7760, 7761, 7762, 7763, 7764, 7765, 7766, 7767, 7768, 7769, 7770, 7771, 7772, 7773, 7774, 7775, 7840, 7841, 7842, 7843, 7844, 7845, 7846, 7847, 7848, 7849, 7850, 7851, 7852, 7853, 7854, 7855, 7856, 7921, 7922, 7923, 7924, 7925, 7926, 7927, 7928, 7929, 7930, 7931, 7932, 7933, 7934, 7935, 7936, 7937, 8002, 8003, 8004, 8005, 8006, 8007, 8008, 8009, 8010, 8011, 8012, 8013, 8014, 8015, 8016, 8017, 8018, 8083, 8084, 8085, 8086, 8087, 8088, 8089, 8090, 8091, 8092, 8093, 8094, 8095, 8096, 8097, 8098, 8099, 8164, 8165, 8166, 8167, 8168, 8169, 8170, 8171, 8172, 8173, 8174, 8175, 8176, 8177, 8178, 8179, 8180, 8245, 8246, 8247, 8248, 8249, 8250, 8251, 8252, 8253, 8254, 8255, 8256, 8257, 8258, 8259, 8260, 8261, 8326, 8327, 8328, 8329, 8330, 8331, 8332, 8333, 8334, 8335, 8336, 8337, 8338, 8339, 8340, 8341, 8342, 8406, 8407, 8408, 8409, 8410, 8411, 8412, 8413, 8414, 8415, 8416, 8417, 8418, 8419, 8420, 8421, 8422, 8423, 8487, 8488, 8489, 8490, 8491, 8492, 8493, 8494, 8495, 8496, 8497, 8498, 8499, 8500, 8501, 8502, 8503, 8504, 8568, 8569, 8570, 8571, 8572, 8573, 8574, 8575, 8576, 8577, 8578, 8579, 8580, 8581, 8582, 8583, 8584, 8585, 8649, 8650, 8651, 8652, 8653, 8654, 8655, 8656, 8657, 8658, 8659, 8660, 8661, 8662, 8663, 8664, 8665, 8666, 8730, 8731, 8732, 8733, 8734, 8735, 8736, 8737, 8738, 8739, 8740, 8741, 8742, 8743, 8744, 8745, 8746, 8747, 8811, 8812, 8813, 8814, 8815, 8816, 8817, 8818, 8819, 8820, 8821, 8822, 8823, 8824, 8825, 8826, 8827, 8828, 8892, 8893, 8894, 8895, 8896, 8897, 8898, 8899, 8900, 8901, 8902, 8903, 8904, 8905, 8906, 8907, 8908, 8909, 8973, 8974, 8975, 8976, 8977, 8978, 8979, 8980, 8981, 8982, 8983, 8984, 8985, 8986, 8987, 8988, 8989, 8990, 9054, 9055, 9056, 9057, 9058, 9059, 9060, 9061, 9062, 9063, 9064, 9065, 9066, 9067, 9068, 9069, 9070, 9071, 9135, 9136, 9137, 9138, 9139, 9140, 9141, 9142, 9143, 9144, 9145, 9146, 9147, 9148, 9149, 9150, 9151, 9152, 9216, 9217, 9218, 9219, 9220, 9221, 9222, 9223, 9224, 9225, 9226, 9227, 9228, 9229, 9230, 9231, 9232, 9233, 9297, 9298, 9299, 9300, 9301, 9302, 9303, 9304, 9305, 9306, 9307, 9308, 9309, 9310, 9311, 9312, 9313, 9314, 9378, 9379, 9380, 9381, 9382, 9383, 9384, 9385, 9386, 9387, 9388, 9389, 9390, 9391, 9392, 9393, 9394, 9395, 9458, 9459, 9460, 9461, 9462, 9463, 9464, 9465, 9466, 9467, 9468, 9469, 9470, 9471, 9472, 9473, 9474, 9475, 9476, 9539, 9540, 9541, 9542, 9543, 9544, 9545, 9546, 9547, 9548, 9549, 9550, 9551, 9552, 9553, 9554, 9555, 9556, 9557, 9620, 9621, 9622, 9623, 9624, 9625, 9626, 9627, 9628, 9629, 9630, 9631, 9632, 9633, 9634, 9635, 9636, 9637, 9638, 9701, 9702, 9703, 9704, 9705, 9706, 9707, 9708, 9709, 9710, 9711, 9712, 9713, 9714, 9715, 9716, 9717, 9718, 9719, 9782, 9783, 9784, 9785, 9786, 9787, 9788, 9789, 9790, 9791, 9792, 9793, 9794, 9795, 9796, 9797, 9798, 9799, 9800, 9863, 9864, 9865, 9866, 9867, 9868, 9869, 9870, 9871, 9872, 9873, 9874, 9875, 9876, 9877, 9878, 9879, 9880, 9881, 9944, 9945, 9946, 9947, 9948, 9949, 9950, 9951, 9952, 9953, 9954, 9955, 9956, 9957, 9958, 9959, 9960, 9961, 9962, 10025, 10026, 10027, 10028, 10029, 10030, 10031, 10032, 10033, 10034, 10035, 10036, 10037, 10038, 10039, 10040, 10041, 10042, 10043, 10106, 10107, 10108, 10109, 10110, 10111, 10112, 10113, 10114, 10115, 10116, 10117, 10118, 10119, 10120, 10121, 10122, 10123, 10124, 10187, 10188, 10189, 10190, 10191, 10192, 10193, 10194, 10195, 10196, 10197, 10198, 10199, 10200, 10201, 10202, 10203, 10204, 10205, 10268, 10269, 10270, 10271, 10272, 10273, 10274, 10275, 10276, 10277, 10278, 10279, 10280, 10281, 10282, 10283, 10284, 10285, 10286, 10349, 10350, 10351, 10352, 10353, 10354, 10355, 10356, 10357, 10358, 10359, 10360, 10361, 10362, 10363, 10364, 10365, 10366, 10367, 10430, 10431, 10432, 10433, 10434, 10435, 10436, 10437, 10438, 10439, 10440, 10441, 10442, 10443, 10444, 10445, 10446, 10447, 10448, 10511, 10512, 10513, 10514, 10515, 10516, 10517, 10518, 10519, 10520, 10521, 10522, 10523, 10524, 10525, 10526, 10527, 10528, 10529, 10591, 10592, 10593, 10594, 10595, 10596, 10597, 10598, 10599, 10600, 10601, 10602, 10603, 10604, 10605, 10606, 10607, 10608, 10609, 10610, 10672, 10673, 10674, 10675, 10676, 10677, 10678, 10679, 10680, 10681, 10682, 10683, 10684, 10685, 10686, 10687, 10688, 10689, 10690, 10691, 10753, 10754, 10755, 10756, 10757, 10758, 10759, 10760, 10761, 10762, 10763, 10764, 10765, 10766, 10767, 10768, 10769, 10770, 10771, 10772, 10834, 10835, 10836, 10837, 10838, 10839, 10840, 10841, 10842, 10843, 10844, 10845, 10846, 10847, 10848, 10849, 10850, 10851, 10852, 10853, 10915, 10916, 10917, 10918, 10919, 10920, 10921, 10922, 10923, 10924, 10925, 10926, 10927, 10928, 10929, 10930, 10931, 10932, 10933, 10934, 10996, 10997, 10998, 10999, 11000, 11001, 11002, 11003, 11004, 11005, 11006, 11007, 11008, 11009, 11010, 11011, 11012, 11013, 11014, 11015, 11077, 11078, 11079, 11080, 11081, 11082, 11083, 11084, 11085, 11086, 11087, 11088, 11089, 11090, 11091, 11092, 11093, 11094, 11095, 11096, 11158, 11159, 11160, 11161, 11162, 11163, 11164, 11165, 11166, 11167, 11168, 11169, 11170, 11171, 11172, 11173, 11174, 11175, 11176, 11177, 11239, 11240, 11241, 11242, 11243, 11244, 11245, 11246, 11247, 11248, 11249, 11250, 11251, 11252, 11253, 11254, 11255, 11256, 11257, 11258, 11320, 11321, 11322, 11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331, 11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339, 11401, 11402, 11403, 11404, 11405, 11406, 11407, 11408, 11409, 11410, 11411, 11412, 11413, 11414, 11415, 11416, 11417, 11418, 11419, 11420, 11482, 11483, 11484, 11485, 11486, 11487, 11488, 11489, 11490, 11491, 11492, 11493, 11494, 11495, 11496, 11497, 11498, 11499, 11500, 11501, 11563, 11564, 11565, 11566, 11567, 11568, 11569, 11570, 11571, 11572, 11573, 11574, 11575, 11576, 11577, 11578, 11579, 11580, 11581, 11582, 11644, 11645, 11646, 11647, 11648, 11649, 11650, 11651, 11652, 11653, 11654, 11655, 11656, 11657, 11658, 11659, 11660, 11661, 11662, 11663, 11724, 11725, 11726, 11727, 11728, 11729, 11730, 11731, 11732, 11733, 11734, 11735, 11736, 11737, 11738, 11739, 11740, 11741, 11742, 11743, 11744, 11805, 11806, 11807, 11808, 11809, 11810, 11811, 11812, 11813, 11814, 11815, 11816, 11817, 11818, 11819, 11820, 11821, 11822, 11823, 11824, 11825, 11886, 11887, 11888, 11889, 11890, 11891, 11892, 11893, 11894, 11895, 11896, 11897, 11898, 11899, 11900, 11901, 11902, 11903, 11904, 11905, 11906, 11967, 11968, 11969, 11970, 11971, 11972, 11973, 11974, 11975, 11976, 11977, 11978, 11979, 11980, 11981, 11982, 11983, 11984, 11985, 11986, 11987, 12048, 12049, 12050, 12051, 12052, 12053, 12054, 12055, 12056, 12057, 12058, 12059, 12060, 12061, 12062, 12063, 12064, 12065, 12066, 12067, 12068, 12129, 12130, 12131, 12132, 12133, 12134, 12135, 12136, 12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144, 12145, 12146, 12147, 12148, 12149, 12210, 12211, 12212, 12213, 12214, 12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223, 12224, 12225, 12226, 12227, 12228, 12229, 12230, 12291, 12292, 12293, 12294, 12295, 12296, 12297, 12298, 12299, 12300, 12301, 12302, 12303, 12304, 12305, 12306, 12307, 12308, 12309, 12310, 12311, 12372, 12373, 12374, 12375, 12376, 12377, 12378, 12379, 12380, 12381, 12382, 12383, 12384, 12385, 12386, 12387, 12388, 12389, 12390, 12391, 12392, 12453, 12454, 12455, 12456, 12457, 12458, 12459, 12460, 12461, 12462, 12463, 12464, 12465, 12466, 12467, 12468, 12469, 12470, 12471, 12472, 12473, 12534, 12535, 12536, 12537, 12538, 12539, 12540, 12541, 12542, 12543, 12544, 12545, 12546, 12547, 12548, 12549, 12550, 12551, 12552, 12553, 12554, 12615, 12616, 12617, 12618, 12619, 12620, 12621, 12622, 12623, 12624, 12625, 12626, 12627, 12628, 12629, 12630, 12631, 12632, 12633, 12634, 12635, 12696, 12697, 12698, 12699, 12700, 12701, 12702, 12703, 12704, 12705, 12706, 12707, 12708, 12709, 12710, 12711, 12712, 12713, 12714, 12715, 12716, 12777, 12778, 12779, 12780, 12781, 12782, 12783, 12784, 12785, 12786, 12787, 12788, 12789, 12790, 12791, 12792, 12793, 12794, 12795, 12796, 12797, 12857, 12858, 12859, 12860, 12861, 12862, 12863, 12864, 12865, 12866, 12867, 12868, 12869, 12870, 12871, 12872, 12873, 12874, 12875, 12876, 12877, 12878, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

9. The tr / tdb Parameter Link

When a model accepts both tdb and tr and you map only one of them to an axis, the other is automatically set to the same per-cell value (operative temperature assumption). Pass tr=<value> in set_params to override this and fix mean radiant temperature independently.

fig, (ax0, ax1) = plt.subplots(
    2, 1, figsize=(8, 8), constrained_layout=True, sharex=True
)

(
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 30.0, resolution=0.5)
    .set_y_axis("rh", 20.0, 100.0, resolution=5.0)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(ax=ax0, title="tr auto-linked to tdb (operative temperature)")
).ax.set(xlabel="Air temperature [°C]", ylabel="Relative humidity [%]")

(
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 30.0, resolution=0.5)
    .set_y_axis("rh", 20.0, 100.0, resolution=5.0)
    .set_params(tr=30.0, vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot(ax=ax1, title="Fixed tr = 30 °C (high radiant load)")
).ax.set(xlabel="Air temperature [°C]", ylabel="Relative humidity [%]")

plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 71 values [2758.2029099036095, 2724.031390362334, 2804.093626896602, 2886.1928726983897, 2970.3723645115792, 2753.40914312984, 2834.9610375251905, 2918.6050611025007, 3004.3860288177875, 3092.3495064625604, 3182.541819119549, 2769.499931434298, 2852.1656590622815, 2936.969752671829, 3023.9584400268695, 3113.1787318426673, 3204.6784307389735, 3298.506140226731, 3394.7112737275193, 2773.5526821177004, 2856.9850608099982, 2942.593677148942, 3030.426012753674, 3120.5303622138185, 3212.955842528549, 3307.7524025828343, 3404.9708326601594, 3504.6627739909018, 3606.880728335489, 2766.7384090749556, 2850.617502023755, 2936.70283988933, 3025.0430055635275, 3115.6874228635857, 3208.6863664450666, 3304.090971755808, 3401.9532450302286, 3502.326073323001, 3605.2632345813454, 3710.8194077550725, 3819.050182943459, 2750.1537035711226, 2834.1854652725024, 2920.4460984680086, 3008.985141025075, 3099.8529976609593, 3193.1009503170567, 3288.7811685782294, 3386.946720136459, 3487.651581297797, 3590.9506475319076, 3696.8997440631674, 3805.555636502531, 3916.9760415192436, 4031.219637551429, 2724.8241215863977, 2808.7390863346973, 2894.8986353380237, 2983.3531213394763, 3074.1537878610616, 3167.3527800263946, 3263.0031554325888, 3361.1588950705864, 3461.8749142928727, 3565.2070738278517, 3671.212190839786, 3779.948050033587, 3891.4734148033344, 4005.848038423717, 4123.132675283414, 4243.389092159399] at indices [249, 271, 272, 273, 274, 294, 295, 296, 297, 298, 299, 317, 318, 319, 320, 321, 322, 323, 324, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 13 values [-2.193290601921017, -2.042434859837968, -2.1703208951366255, -2.0187320041122927, -2.1473511883522334, -2.124381481567842, -2.1014117747834504, -2.078442067999059, -2.0554723612146675, -2.032502654430276, -2.009532947645884, 2.031827952864125, 2.0790809267203083] at indices [0, 1, 25, 26, 50, 75, 100, 125, 150, 175, 200, 399, 424] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 71 values [2758.2029099036095, 2724.031390362334, 2804.093626896602, 2886.1928726983897, 2970.3723645115792, 2753.40914312984, 2834.9610375251905, 2918.6050611025007, 3004.3860288177875, 3092.3495064625604, 3182.541819119549, 2769.499931434298, 2852.1656590622815, 2936.969752671829, 3023.9584400268695, 3113.1787318426673, 3204.6784307389735, 3298.506140226731, 3394.7112737275193, 2773.5526821177004, 2856.9850608099982, 2942.593677148942, 3030.426012753674, 3120.5303622138185, 3212.955842528549, 3307.7524025828343, 3404.9708326601594, 3504.6627739909018, 3606.880728335489, 2766.7384090749556, 2850.617502023755, 2936.70283988933, 3025.0430055635275, 3115.6874228635857, 3208.6863664450666, 3304.090971755808, 3401.9532450302286, 3502.326073323001, 3605.2632345813454, 3710.8194077550725, 3819.050182943459, 2750.1537035711226, 2834.1854652725024, 2920.4460984680086, 3008.985141025075, 3099.8529976609593, 3193.1009503170567, 3288.7811685782294, 3386.946720136459, 3487.651581297797, 3590.9506475319076, 3696.8997440631674, 3805.555636502531, 3916.9760415192436, 4031.219637551429, 2724.8241215863977, 2808.7390863346973, 2894.8986353380237, 2983.3531213394763, 3074.1537878610616, 3167.3527800263946, 3263.0031554325888, 3361.1588950705864, 3461.8749142928727, 3565.2070738278517, 3671.212190839786, 3779.948050033587, 3891.4734148033344, 4005.848038423717, 4123.132675283414, 4243.389092159399] at indices [249, 271, 272, 273, 274, 294, 295, 296, 297, 298, 299, 317, 318, 319, 320, 321, 322, 323, 324, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 2 values [2.031827952864125, 2.0790809267203083] at indices [399, 424] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

10. Modifying Returned Artists

result.lines, result.fills, and result.legend are ordinary Matplotlib artists. Modify them in place after calling plot() — useful for per-figure tweaks without restructuring the chain.

result = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.5)
    .set_y_axis("rh", 20.0, 100.0, resolution=2.0)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot()
)

# Thicken boundary lines
for line in result.lines:
    line.set_linewidth(2.5)

# Reduce fill opacity on the outer regions, keep the comfort zone solid
for fill, alpha in zip(result.fills, [0.4, 1.0, 0.4], strict=False):
    fill.set_alpha(alpha)

# Add a legend title
if result.legend:
    result.legend.set_title("PMV zone")

result.ax.set_xlabel("Air temperature [°C]")
result.ax.set_ylabel("Relative humidity [%]")
plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 328 values [30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0, 30.5, 31.0, 31.5, 32.0, 32.5, 33.0, 33.5, 34.0] at indices [25, 26, 27, 28, 29, 30, 31, 32, 58, 59, 60, 61, 62, 63, 64, 65, 91, 92, 93, 94, 95, 96, 97, 98, 124, 125, 126, 127, 128, 129, 130, 131, 157, 158, 159, 160, 161, 162, 163, 164, 190, 191, 192, 193, 194, 195, 196, 197, 223, 224, 225, 226, 227, 228, 229, 230, 256, 257, 258, 259, 260, 261, 262, 263, 289, 290, 291, 292, 293, 294, 295, 296, 322, 323, 324, 325, 326, 327, 328, 329, 355, 356, 357, 358, 359, 360, 361, 362, 388, 389, 390, 391, 392, 393, 394, 395, 421, 422, 423, 424, 425, 426, 427, 428, 454, 455, 456, 457, 458, 459, 460, 461, 487, 488, 489, 490, 491, 492, 493, 494, 520, 521, 522, 523, 524, 525, 526, 527, 553, 554, 555, 556, 557, 558, 559, 560, 586, 587, 588, 589, 590, 591, 592, 593, 619, 620, 621, 622, 623, 624, 625, 626, 652, 653, 654, 655, 656, 657, 658, 659, 685, 686, 687, 688, 689, 690, 691, 692, 718, 719, 720, 721, 722, 723, 724, 725, 751, 752, 753, 754, 755, 756, 757, 758, 784, 785, 786, 787, 788, 789, 790, 791, 817, 818, 819, 820, 821, 822, 823, 824, 850, 851, 852, 853, 854, 855, 856, 857, 883, 884, 885, 886, 887, 888, 889, 890, 916, 917, 918, 919, 920, 921, 922, 923, 949, 950, 951, 952, 953, 954, 955, 956, 982, 983, 984, 985, 986, 987, 988, 989, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1147, 1148, 1149, 1150, 1151, 1152, 1153, 1154, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1246, 1247, 1248, 1249, 1250, 1251, 1252, 1253, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1286, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352] outside the applicability limits [10.0, 30.0] and will be set to NaN.
  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 349 values [2766.493394807473, 2716.6991400869724, 2793.8520575124926, 2872.8969869154525, 2739.229925607297, 2817.3176267568606, 2897.328059642585, 2979.3005790234324, 2758.134298914765, 2837.0595658075576, 2917.9361134267483, 3000.804061772677, 3085.7041711314123, 2773.573268612058, 2853.2423781876882, 2934.8892060078183, 3018.554600096636, 3104.2800639027696, 3192.1077632393917, 2707.341649309423, 2785.7030670196555, 2866.025710899127, 2948.3504574606113, 3032.718846208079, 3119.173086766524, 3207.756066032862, 3298.5113553473716, 2715.769018982015, 2794.6752509000494, 2875.5644562783536, 2958.4781531861954, 3043.458536733534, 3130.548486408339, 3219.791573436412, 3311.232068162954, 3404.9149474553515, 2721.2675656870533, 2800.6368008252034, 2882.008852490676, 2965.4258455370523, 3050.930595473264, 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5173.8001065046155, 5320.1796053989865] at indices [560, 591, 592, 593, 623, 624, 625, 626, 655, 656, 657, 658, 659, 687, 688, 689, 690, 691, 692, 718, 719, 720, 721, 722, 723, 724, 725, 750, 751, 752, 753, 754, 755, 756, 757, 758, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 814, 815, 816, 817, 818, 819, 820, 821, 822, 823, 824, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1103, 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1349, 1350, 1351, 1352] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:187: UserWarning: 'pmv' has 296 values [-2.193290601921017, -2.042434859837968, 2.064591059902574, 2.214264675065884, 2.364401124609068, 2.5150042444645626, -2.18410271920726, -2.0329537175476977, 2.0863790285773494, 2.2366737571311877, 2.3874466135670804, 2.538701746847139, -2.1749148364935036, -2.0234725752574274, 2.1081669972521246, 2.2590828391964926, 2.4104921025250934, 2.5623992492297147, -2.165726953779747, -2.0139914329671575, 2.1299549659269004, 2.281491921261797, 2.433537591483106, 2.586096751612291, -2.156539071065991, -2.004510290676887, 2.0001038534603564, 2.151742934601676, 2.3039010033271006, 2.456583080441118, 2.6097942539948673, -2.1473511883522334, 2.0212856941343547, 2.1735309032764514, 2.326310085392405, 2.479628569399131, 2.633491756377443, -2.1381633056384772, 2.0424675348083534, 2.1953188719512267, 2.34871916745771, 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3.0096748154334203, 3.178534311176696, 2.0345100570038994, 2.198696219499934, 2.363738676055787, 2.529649870310316, 2.6964421514710626, 2.8641280549597075, 3.0327203043914333, 3.2022318135592727, 2.0539604175675974, 2.2187095521691793, 2.384329070872058, 2.550831710984314, 2.718230120145838, 2.886537137025012, 3.0557657933494458, 3.2259293159418485, 2.073410778131295, 2.2387228848384244, 2.4049194656883297, 2.5720135516583125, 2.7400180888206136, 2.908946219090316, 3.0788112823074583, 3.2496268183244243, 2.0928611386949934, 2.2587362175076686, 2.425509860504601, 2.593195392332311, 2.7618060574953884, 2.9313553011556204, 3.101856771265471, 3.273324320707001, 2.1123114992586904, 2.2787495501769137, 2.446100255320873, 2.6143772330063086, 2.7835940261701646, 2.953764383220925, 3.1249022602234833, 3.297021823089577, 2.1317618598223884, 2.298762882846158, 2.4666906501371444, 2.635559073680308, 2.80538199484494, 2.9761734652862284, 3.1479477491814962, 3.320719325472153, 2.1512122203860864, 2.318776215515403, 2.4872810449534155, 2.656740914354306, 2.8271699635197156, 2.9985825473515333, 3.1709932381395087, 3.34441682785473, 2.003476168550416, 2.1706625809497835, 2.3387895481846472, 2.507871439769686, 2.677922755028304, 2.848957932194491, 3.0209916294168377, 3.194038727097521, 3.3681143302373053, 2.0223773580928888, 2.190112941513482, 2.3588028808538923, 2.5284618345859577, 2.6991045957023023, 2.870745900869266, 3.0434007114821413, 3.217084216055534, 3.391811832619881, 2.0412785476353617, 2.20956330207718, 2.3788162135231365, 2.5490522294022293, 2.720286436376301, 2.892533869544042, 3.065809793547446, 3.2401297050135462, 3.415509335002458, 2.060179737177835, 2.2290136626408774, 2.3988295461923816, 2.5696426242185004, 2.7414682770502994, 2.9143218382188167, 3.0882188756127507, 3.2631751939715583, 3.439206837385034, 2.0790809267203083, 2.248464023204575, 2.4188428788616267, 2.590233019034772, 2.762650117724298, 2.936109806893592, 3.1106279576780542, 3.2862206829295713, 3.46290433976761] at indices [0, 1, 29, 30, 31, 32, 33, 34, 62, 63, 64, 65, 66, 67, 95, 96, 97, 98, 99, 100, 128, 129, 130, 131, 132, 133, 160, 161, 162, 163, 164, 165, 193, 194, 195, 196, 197, 198, 226, 227, 228, 229, 230, 231, 259, 260, 261, 262, 263, 264, 292, 293, 294, 295, 296, 297, 325, 326, 327, 328, 329, 330, 358, 359, 360, 361, 362, 363, 391, 392, 393, 394, 395, 396, 423, 424, 425, 426, 427, 428, 429, 456, 457, 458, 459, 460, 461, 462, 489, 490, 491, 492, 493, 494, 495, 522, 523, 524, 525, 526, 527, 528, 555, 556, 557, 558, 559, 560, 561, 588, 589, 590, 591, 592, 593, 594, 621, 622, 623, 624, 625, 626, 627, 654, 655, 656, 657, 658, 659, 660, 686, 687, 688, 689, 690, 691, 692, 693, 719, 720, 721, 722, 723, 724, 725, 752, 753, 754, 755, 756, 757, 758, 785, 786, 787, 788, 789, 790, 791, 818, 819, 820, 821, 822, 823, 824, 851, 852, 853, 854, 855, 856, 857, 884, 885, 886, 887, 888, 889, 890, 917, 918, 919, 920, 921, 922, 923, 949, 950, 951, 952, 953, 954, 955, 956, 982, 983, 984, 985, 986, 987, 988, 989, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1147, 1148, 1149, 1150, 1151, 1152, 1153, 1154, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187, 1212, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1245, 1246, 1247, 1248, 1249, 1250, 1251, 1252, 1253, 1278, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1286, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))

11. Using result.fig

result.fig is the underlying Figure. Use it for operations that span the whole figure — super-titles, saving to disk, multi-panel layouts.

r = (
    ThresholdPlot(pmv_ppd_iso)
    .set_x_axis("tdb", 18.0, 34.0, resolution=0.2)
    .set_y_axis("rh", 20.0, 100.0, resolution=0.5)
    .set_params(vr=0.10, met=1.2, clo=0.5, wme=0.0)
    .set_regions(output="pmv", thresholds=[-0.5, 0.5])
    .plot()
)

r.fig.suptitle(
    "PMV Comfort Zones — Typical Office", y=1.03, fontsize=13, fontweight="bold"
)
r.ax.set_title("ISO 7730 | met=1.2, clo=0.5, vr=0.1 m/s", y=1.18)
r.ax.set_xlabel("Air temperature [°C]")
r.ax.set_ylabel("Relative humidity [%]")

# r.fig.savefig("pmv_threshold.png", dpi=150, bbox_inches="tight")
plt.show()

/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:181: UserWarning: 'tdb' has 3220 values [30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 30.799999999999955, 30.999999999999954, 31.199999999999953, 31.399999999999952, 31.59999999999995, 31.79999999999995, 31.99999999999995, 32.199999999999946, 32.39999999999995, 32.59999999999995, 32.79999999999995, 32.99999999999994, 33.199999999999946, 33.39999999999995, 33.599999999999945, 33.79999999999994, 34.0, 30.199999999999957, 30.399999999999956, 30.599999999999955, 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  tdb_valid = valid_range(tdb, (10.0, 30.0))
/home/docs/checkouts/readthedocs.org/user_builds/pythermalcomfort/envs/latest/lib/python3.13/site-packages/pythermalcomfort/models/pmv_ppd_iso.py:186: UserWarning: 'pa' has 3314 values [2713.291598753483, 2709.519449610292, 2739.8924967804783, 2705.4525887009313, 2735.8254636841784, 2766.493394807473, 2701.0971322993328, 2731.4665558999786, 2762.1314777580646, 2793.094292834468, 2726.8218668926597, 2757.480523099026, 2788.437491831951, 2819.695190861463, 2721.897414200591, 2752.5466014859867, 2783.4944902980733, 2814.7435059058375, 2846.2960888884577, 2716.6991400869624, 2747.3357077912506, 2778.2713360793136, 2809.5084574971206, 2841.0495199797238, 2872.8969869154525, 2711.232912187449, 2741.8537617544343, 2772.7740013819102, 2803.9960706726406, 2835.522424696168, 2867.35553405361, 2899.497884942448, 2705.5045241544417, 2736.1066086295355, 2767.0083834219063, 2798.21229497257, 2829.7208052659676, 2861.5363918952157, 2893.661548127496, 2926.0987829694427, 2730.1000198285733, 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12902, 12903, 12904, 12905, 12906, 12907, 12908, 12909, 12910, 12911, 12912, 12913, 12914, 12915, 12916, 12917, 12918, 12919, 12920, 12921, 12922, 12923, 12924, 12925, 12926, 12927, 12928, 12929, 12930, 12931, 12932, 12933, 12934, 12935, 12936, 12937, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 12982, 12983, 12984, 12985, 12986, 12987, 12988, 12989, 12990, 12991, 12992, 12993, 12994, 12995, 12996, 12997, 12998, 12999, 13000, 13001, 13002, 13003, 13004, 13005, 13006, 13007, 13008, 13009, 13010, 13011, 13012, 13013, 13014, 13015, 13016, 13017, 13018, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [0.0, 2700.0] and will be set to NaN.
  pa_valid = valid_range(pa, (0.0, 2700.0))
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4528, 4529, 4530, 4531, 4532, 4533, 4534, 4535, 4536, 4537, 4603, 4604, 4605, 4606, 4607, 4608, 4609, 4610, 4611, 4612, 4613, 4614, 4615, 4616, 4617, 4618, 4684, 4685, 4686, 4687, 4688, 4689, 4690, 4691, 4692, 4693, 4694, 4695, 4696, 4697, 4698, 4765, 4766, 4767, 4768, 4769, 4770, 4771, 4772, 4773, 4774, 4775, 4776, 4777, 4778, 4779, 4846, 4847, 4848, 4849, 4850, 4851, 4852, 4853, 4854, 4855, 4856, 4857, 4858, 4859, 4860, 4927, 4928, 4929, 4930, 4931, 4932, 4933, 4934, 4935, 4936, 4937, 4938, 4939, 4940, 4941, 5008, 5009, 5010, 5011, 5012, 5013, 5014, 5015, 5016, 5017, 5018, 5019, 5020, 5021, 5022, 5089, 5090, 5091, 5092, 5093, 5094, 5095, 5096, 5097, 5098, 5099, 5100, 5101, 5102, 5103, 5170, 5171, 5172, 5173, 5174, 5175, 5176, 5177, 5178, 5179, 5180, 5181, 5182, 5183, 5184, 5250, 5251, 5252, 5253, 5254, 5255, 5256, 5257, 5258, 5259, 5260, 5261, 5262, 5263, 5264, 5265, 5331, 5332, 5333, 5334, 5335, 5336, 5337, 5338, 5339, 5340, 5341, 5342, 5343, 5344, 5345, 5346, 5412, 5413, 5414, 5415, 5416, 5417, 5418, 5419, 5420, 5421, 5422, 5423, 5424, 5425, 5426, 5427, 5493, 5494, 5495, 5496, 5497, 5498, 5499, 5500, 5501, 5502, 5503, 5504, 5505, 5506, 5507, 5508, 5574, 5575, 5576, 5577, 5578, 5579, 5580, 5581, 5582, 5583, 5584, 5585, 5586, 5587, 5588, 5589, 5655, 5656, 5657, 5658, 5659, 5660, 5661, 5662, 5663, 5664, 5665, 5666, 5667, 5668, 5669, 5670, 5736, 5737, 5738, 5739, 5740, 5741, 5742, 5743, 5744, 5745, 5746, 5747, 5748, 5749, 5750, 5751, 5817, 5818, 5819, 5820, 5821, 5822, 5823, 5824, 5825, 5826, 5827, 5828, 5829, 5830, 5831, 5832, 5898, 5899, 5900, 5901, 5902, 5903, 5904, 5905, 5906, 5907, 5908, 5909, 5910, 5911, 5912, 5913, 5979, 5980, 5981, 5982, 5983, 5984, 5985, 5986, 5987, 5988, 5989, 5990, 5991, 5992, 5993, 5994, 6060, 6061, 6062, 6063, 6064, 6065, 6066, 6067, 6068, 6069, 6070, 6071, 6072, 6073, 6074, 6075, 6141, 6142, 6143, 6144, 6145, 6146, 6147, 6148, 6149, 6150, 6151, 6152, 6153, 6154, 6155, 6156, 6222, 6223, 6224, 6225, 6226, 6227, 6228, 6229, 6230, 6231, 6232, 6233, 6234, 6235, 6236, 6237, 6302, 6303, 6304, 6305, 6306, 6307, 6308, 6309, 6310, 6311, 6312, 6313, 6314, 6315, 6316, 6317, 6318, 6383, 6384, 6385, 6386, 6387, 6388, 6389, 6390, 6391, 6392, 6393, 6394, 6395, 6396, 6397, 6398, 6399, 6464, 6465, 6466, 6467, 6468, 6469, 6470, 6471, 6472, 6473, 6474, 6475, 6476, 6477, 6478, 6479, 6480, 6545, 6546, 6547, 6548, 6549, 6550, 6551, 6552, 6553, 6554, 6555, 6556, 6557, 6558, 6559, 6560, 6561, 6626, 6627, 6628, 6629, 6630, 6631, 6632, 6633, 6634, 6635, 6636, 6637, 6638, 6639, 6640, 6641, 6642, 6707, 6708, 6709, 6710, 6711, 6712, 6713, 6714, 6715, 6716, 6717, 6718, 6719, 6720, 6721, 6722, 6723, 6788, 6789, 6790, 6791, 6792, 6793, 6794, 6795, 6796, 6797, 6798, 6799, 6800, 6801, 6802, 6803, 6804, 6869, 6870, 6871, 6872, 6873, 6874, 6875, 6876, 6877, 6878, 6879, 6880, 6881, 6882, 6883, 6884, 6950, 6951, 6952, 6953, 6954, 6955, 6956, 6957, 6958, 6959, 6960, 6961, 6962, 6963, 6964, 6965, 7031, 7032, 7033, 7034, 7035, 7036, 7037, 7038, 7039, 7040, 7041, 7042, 7043, 7044, 7045, 7046, 7112, 7113, 7114, 7115, 7116, 7117, 7118, 7119, 7120, 7121, 7122, 7123, 7124, 7125, 7126, 7127, 7193, 7194, 7195, 7196, 7197, 7198, 7199, 7200, 7201, 7202, 7203, 7204, 7205, 7206, 7207, 7208, 7274, 7275, 7276, 7277, 7278, 7279, 7280, 7281, 7282, 7283, 7284, 7285, 7286, 7287, 7288, 7289, 7354, 7355, 7356, 7357, 7358, 7359, 7360, 7361, 7362, 7363, 7364, 7365, 7366, 7367, 7368, 7369, 7370, 7435, 7436, 7437, 7438, 7439, 7440, 7441, 7442, 7443, 7444, 7445, 7446, 7447, 7448, 7449, 7450, 7451, 7516, 7517, 7518, 7519, 7520, 7521, 7522, 7523, 7524, 7525, 7526, 7527, 7528, 7529, 7530, 7531, 7532, 7597, 7598, 7599, 7600, 7601, 7602, 7603, 7604, 7605, 7606, 7607, 7608, 7609, 7610, 7611, 7612, 7613, 7678, 7679, 7680, 7681, 7682, 7683, 7684, 7685, 7686, 7687, 7688, 7689, 7690, 7691, 7692, 7693, 7694, 7759, 7760, 7761, 7762, 7763, 7764, 7765, 7766, 7767, 7768, 7769, 7770, 7771, 7772, 7773, 7774, 7775, 7840, 7841, 7842, 7843, 7844, 7845, 7846, 7847, 7848, 7849, 7850, 7851, 7852, 7853, 7854, 7855, 7856, 7921, 7922, 7923, 7924, 7925, 7926, 7927, 7928, 7929, 7930, 7931, 7932, 7933, 7934, 7935, 7936, 7937, 8002, 8003, 8004, 8005, 8006, 8007, 8008, 8009, 8010, 8011, 8012, 8013, 8014, 8015, 8016, 8017, 8018, 8083, 8084, 8085, 8086, 8087, 8088, 8089, 8090, 8091, 8092, 8093, 8094, 8095, 8096, 8097, 8098, 8099, 8164, 8165, 8166, 8167, 8168, 8169, 8170, 8171, 8172, 8173, 8174, 8175, 8176, 8177, 8178, 8179, 8180, 8245, 8246, 8247, 8248, 8249, 8250, 8251, 8252, 8253, 8254, 8255, 8256, 8257, 8258, 8259, 8260, 8261, 8326, 8327, 8328, 8329, 8330, 8331, 8332, 8333, 8334, 8335, 8336, 8337, 8338, 8339, 8340, 8341, 8342, 8406, 8407, 8408, 8409, 8410, 8411, 8412, 8413, 8414, 8415, 8416, 8417, 8418, 8419, 8420, 8421, 8422, 8423, 8487, 8488, 8489, 8490, 8491, 8492, 8493, 8494, 8495, 8496, 8497, 8498, 8499, 8500, 8501, 8502, 8503, 8504, 8568, 8569, 8570, 8571, 8572, 8573, 8574, 8575, 8576, 8577, 8578, 8579, 8580, 8581, 8582, 8583, 8584, 8585, 8649, 8650, 8651, 8652, 8653, 8654, 8655, 8656, 8657, 8658, 8659, 8660, 8661, 8662, 8663, 8664, 8665, 8666, 8730, 8731, 8732, 8733, 8734, 8735, 8736, 8737, 8738, 8739, 8740, 8741, 8742, 8743, 8744, 8745, 8746, 8747, 8811, 8812, 8813, 8814, 8815, 8816, 8817, 8818, 8819, 8820, 8821, 8822, 8823, 8824, 8825, 8826, 8827, 8828, 8892, 8893, 8894, 8895, 8896, 8897, 8898, 8899, 8900, 8901, 8902, 8903, 8904, 8905, 8906, 8907, 8908, 8909, 8973, 8974, 8975, 8976, 8977, 8978, 8979, 8980, 8981, 8982, 8983, 8984, 8985, 8986, 8987, 8988, 8989, 8990, 9054, 9055, 9056, 9057, 9058, 9059, 9060, 9061, 9062, 9063, 9064, 9065, 9066, 9067, 9068, 9069, 9070, 9071, 9135, 9136, 9137, 9138, 9139, 9140, 9141, 9142, 9143, 9144, 9145, 9146, 9147, 9148, 9149, 9150, 9151, 9152, 9216, 9217, 9218, 9219, 9220, 9221, 9222, 9223, 9224, 9225, 9226, 9227, 9228, 9229, 9230, 9231, 9232, 9233, 9297, 9298, 9299, 9300, 9301, 9302, 9303, 9304, 9305, 9306, 9307, 9308, 9309, 9310, 9311, 9312, 9313, 9314, 9378, 9379, 9380, 9381, 9382, 9383, 9384, 9385, 9386, 9387, 9388, 9389, 9390, 9391, 9392, 9393, 9394, 9395, 9458, 9459, 9460, 9461, 9462, 9463, 9464, 9465, 9466, 9467, 9468, 9469, 9470, 9471, 9472, 9473, 9474, 9475, 9476, 9539, 9540, 9541, 9542, 9543, 9544, 9545, 9546, 9547, 9548, 9549, 9550, 9551, 9552, 9553, 9554, 9555, 9556, 9557, 9620, 9621, 9622, 9623, 9624, 9625, 9626, 9627, 9628, 9629, 9630, 9631, 9632, 9633, 9634, 9635, 9636, 9637, 9638, 9701, 9702, 9703, 9704, 9705, 9706, 9707, 9708, 9709, 9710, 9711, 9712, 9713, 9714, 9715, 9716, 9717, 9718, 9719, 9782, 9783, 9784, 9785, 9786, 9787, 9788, 9789, 9790, 9791, 9792, 9793, 9794, 9795, 9796, 9797, 9798, 9799, 9800, 9863, 9864, 9865, 9866, 9867, 9868, 9869, 9870, 9871, 9872, 9873, 9874, 9875, 9876, 9877, 9878, 9879, 9880, 9881, 9944, 9945, 9946, 9947, 9948, 9949, 9950, 9951, 9952, 9953, 9954, 9955, 9956, 9957, 9958, 9959, 9960, 9961, 9962, 10025, 10026, 10027, 10028, 10029, 10030, 10031, 10032, 10033, 10034, 10035, 10036, 10037, 10038, 10039, 10040, 10041, 10042, 10043, 10106, 10107, 10108, 10109, 10110, 10111, 10112, 10113, 10114, 10115, 10116, 10117, 10118, 10119, 10120, 10121, 10122, 10123, 10124, 10187, 10188, 10189, 10190, 10191, 10192, 10193, 10194, 10195, 10196, 10197, 10198, 10199, 10200, 10201, 10202, 10203, 10204, 10205, 10268, 10269, 10270, 10271, 10272, 10273, 10274, 10275, 10276, 10277, 10278, 10279, 10280, 10281, 10282, 10283, 10284, 10285, 10286, 10349, 10350, 10351, 10352, 10353, 10354, 10355, 10356, 10357, 10358, 10359, 10360, 10361, 10362, 10363, 10364, 10365, 10366, 10367, 10430, 10431, 10432, 10433, 10434, 10435, 10436, 10437, 10438, 10439, 10440, 10441, 10442, 10443, 10444, 10445, 10446, 10447, 10448, 10511, 10512, 10513, 10514, 10515, 10516, 10517, 10518, 10519, 10520, 10521, 10522, 10523, 10524, 10525, 10526, 10527, 10528, 10529, 10591, 10592, 10593, 10594, 10595, 10596, 10597, 10598, 10599, 10600, 10601, 10602, 10603, 10604, 10605, 10606, 10607, 10608, 10609, 10610, 10672, 10673, 10674, 10675, 10676, 10677, 10678, 10679, 10680, 10681, 10682, 10683, 10684, 10685, 10686, 10687, 10688, 10689, 10690, 10691, 10753, 10754, 10755, 10756, 10757, 10758, 10759, 10760, 10761, 10762, 10763, 10764, 10765, 10766, 10767, 10768, 10769, 10770, 10771, 10772, 10834, 10835, 10836, 10837, 10838, 10839, 10840, 10841, 10842, 10843, 10844, 10845, 10846, 10847, 10848, 10849, 10850, 10851, 10852, 10853, 10915, 10916, 10917, 10918, 10919, 10920, 10921, 10922, 10923, 10924, 10925, 10926, 10927, 10928, 10929, 10930, 10931, 10932, 10933, 10934, 10996, 10997, 10998, 10999, 11000, 11001, 11002, 11003, 11004, 11005, 11006, 11007, 11008, 11009, 11010, 11011, 11012, 11013, 11014, 11015, 11077, 11078, 11079, 11080, 11081, 11082, 11083, 11084, 11085, 11086, 11087, 11088, 11089, 11090, 11091, 11092, 11093, 11094, 11095, 11096, 11158, 11159, 11160, 11161, 11162, 11163, 11164, 11165, 11166, 11167, 11168, 11169, 11170, 11171, 11172, 11173, 11174, 11175, 11176, 11177, 11239, 11240, 11241, 11242, 11243, 11244, 11245, 11246, 11247, 11248, 11249, 11250, 11251, 11252, 11253, 11254, 11255, 11256, 11257, 11258, 11320, 11321, 11322, 11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331, 11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339, 11401, 11402, 11403, 11404, 11405, 11406, 11407, 11408, 11409, 11410, 11411, 11412, 11413, 11414, 11415, 11416, 11417, 11418, 11419, 11420, 11482, 11483, 11484, 11485, 11486, 11487, 11488, 11489, 11490, 11491, 11492, 11493, 11494, 11495, 11496, 11497, 11498, 11499, 11500, 11501, 11563, 11564, 11565, 11566, 11567, 11568, 11569, 11570, 11571, 11572, 11573, 11574, 11575, 11576, 11577, 11578, 11579, 11580, 11581, 11582, 11644, 11645, 11646, 11647, 11648, 11649, 11650, 11651, 11652, 11653, 11654, 11655, 11656, 11657, 11658, 11659, 11660, 11661, 11662, 11663, 11724, 11725, 11726, 11727, 11728, 11729, 11730, 11731, 11732, 11733, 11734, 11735, 11736, 11737, 11738, 11739, 11740, 11741, 11742, 11743, 11744, 11805, 11806, 11807, 11808, 11809, 11810, 11811, 11812, 11813, 11814, 11815, 11816, 11817, 11818, 11819, 11820, 11821, 11822, 11823, 11824, 11825, 11886, 11887, 11888, 11889, 11890, 11891, 11892, 11893, 11894, 11895, 11896, 11897, 11898, 11899, 11900, 11901, 11902, 11903, 11904, 11905, 11906, 11967, 11968, 11969, 11970, 11971, 11972, 11973, 11974, 11975, 11976, 11977, 11978, 11979, 11980, 11981, 11982, 11983, 11984, 11985, 11986, 11987, 12048, 12049, 12050, 12051, 12052, 12053, 12054, 12055, 12056, 12057, 12058, 12059, 12060, 12061, 12062, 12063, 12064, 12065, 12066, 12067, 12068, 12129, 12130, 12131, 12132, 12133, 12134, 12135, 12136, 12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144, 12145, 12146, 12147, 12148, 12149, 12210, 12211, 12212, 12213, 12214, 12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223, 12224, 12225, 12226, 12227, 12228, 12229, 12230, 12291, 12292, 12293, 12294, 12295, 12296, 12297, 12298, 12299, 12300, 12301, 12302, 12303, 12304, 12305, 12306, 12307, 12308, 12309, 12310, 12311, 12372, 12373, 12374, 12375, 12376, 12377, 12378, 12379, 12380, 12381, 12382, 12383, 12384, 12385, 12386, 12387, 12388, 12389, 12390, 12391, 12392, 12453, 12454, 12455, 12456, 12457, 12458, 12459, 12460, 12461, 12462, 12463, 12464, 12465, 12466, 12467, 12468, 12469, 12470, 12471, 12472, 12473, 12534, 12535, 12536, 12537, 12538, 12539, 12540, 12541, 12542, 12543, 12544, 12545, 12546, 12547, 12548, 12549, 12550, 12551, 12552, 12553, 12554, 12615, 12616, 12617, 12618, 12619, 12620, 12621, 12622, 12623, 12624, 12625, 12626, 12627, 12628, 12629, 12630, 12631, 12632, 12633, 12634, 12635, 12696, 12697, 12698, 12699, 12700, 12701, 12702, 12703, 12704, 12705, 12706, 12707, 12708, 12709, 12710, 12711, 12712, 12713, 12714, 12715, 12716, 12777, 12778, 12779, 12780, 12781, 12782, 12783, 12784, 12785, 12786, 12787, 12788, 12789, 12790, 12791, 12792, 12793, 12794, 12795, 12796, 12797, 12857, 12858, 12859, 12860, 12861, 12862, 12863, 12864, 12865, 12866, 12867, 12868, 12869, 12870, 12871, 12872, 12873, 12874, 12875, 12876, 12877, 12878, 12938, 12939, 12940, 12941, 12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949, 12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958, 12959, 13019, 13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028, 13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037, 13038, 13039, 13040] outside the applicability limits [-2, 2] and will be set to NaN.
  pmv_valid = valid_range(pmv, (-2, 2))