def test_auto_interpretation_elektromaten(self):
data = Signal(get_path_for_data_file("elektromaten.coco"), "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 600)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance, pause_threshold=8)
self.assertEqual(len(demodulated), 11)
for i in range(11):
self.assertTrue(demodulated[i].startswith("8"))
# Test with added 20% noise
np.random.seed(5)
noise = np.random.normal(loc=0, scale=1, size=2 * len(data)).astype(np.float32).view(np.complex64)
noised_data = data + 0.2 * np.mean(np.abs(data)) * noise
result = AutoInterpretation.estimate(noised_data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 600)
demodulated = demodulate(noised_data, mod_type, bit_length, center, noise, tolerance, pause_threshold=8)
self.assertEqual(len(demodulated), 11)
for i in range(11):
self.assertTrue(demodulated[i].startswith("8"))
def test_tolerance_estimation(self):
data = [[40, 4, 3, 8, 12, 3, 4, 3, 2, 9, 10, 4, 7, 12, 7, 5, 11, 4, 8, 10, 1, 1, 1, 1, 4, 4, 10, 7, 7, 1, 17, 1, 1, 5, 3, 2, 1, 3, 17, 1, 1, 1, 1, 3, 3, 7, 18, 1, 3, 1, 1, 8, 7, 6, 6, 14, 6, 5, 8, 14, 2, 6, 10, 16, 1, 1, 16, 7, 2, 6, 18, 3, 1, 4, 1, 5, 15, 1, 3, 1, 2, 1, 1, 9, 18, 15, 6, 3, 9, 13, 1, 1, 4, 4, 10, 15, 2, 1, 1, 1, 13, 5, 7, 3, 17, 1, 1, 1, 1, 2, 3, 2, 1, 4, 22, 2, 2, 7, 18, 15, 6, 4, 8, 15, 4, 3, 11, 15, 2, 4, 12, 8, 2, 2, 1, 2, 18, 3, 1, 3, 2, 6, 15, 1, 3, 1, 2, 4, 1, 6, 19, 2, 2, 10, 10, 2, 6, 15, 18, 15, 18, 15, 1, 3, 14, 4, 7, 4, 16, 1, 8, 8, 12, 1, 8, 1, 3, 8, 8, 5, 5, 15, 6, 5, 7, 15, 4, 4, 10, 15, 1, 5, 12, 7, 1, 7, 18, 3, 1, 3, 2, 6, 14, 1, 3, 3, 1, 11, 9, 2, 7, 15, 6, 6, 6, 15, 4, 6, 8, 15, 1, 7, 8, 7, 3, 1, 2, 4, 1, 2, 15, 3, 6, 6, 11, 1, 3, 1, 8, 8, 12, 1, 9, 1, 1, 10, 5, 7, 6, 15, 1, 1, 1, 7, 8, 15, 1, 6, 9, 22, 3, 1, 3, 4, 1, 1, 13, 1, 3, 3, 2, 3, 1, 5, 24, 9, 10, 3, 6, 1, 1, 12, 3, 8, 7, 15, 2, 14, 2, 7, 8, 10, 1, 10, 10, 1, 1, 1, 1, 3, 7, 4, 15, 1, 1, 1, 1, 3, 3, 2, 1, 5, 3, 1, 1, 12, 9, 1, 8, 2, 1, 9, 7, 8, 6, 15, 2, 7, 7, 17, 1, 21, 8, 11, 1, 8, 12, 3, 1, 1, 1, 1, 1, 12, 3, 1, 3, 10, 10, 2, 11, 9, 7, 5, 7, 15, 1, 23, 7, 24, 5, 22, 1, 7, 1, 8, 12, 3, 1, 1, 1, 1, 1, 12, 12, 3, 4, 1, 1, 12, 8, 4, 7, 15, 1, 24, 8, 22, 6, 31, 1, 8, 11, 4, 1, 3, 1, 3, 2, 6, 9, 6, 3, 2, 2, 10, 2, 15, 7, 4, 3, 19, 1, 32, 1, 23, 3, 26, 8, 3, 2, 1, 1, 14, 2, 2, 3, 11, 8, 3, 1, 2, 4, 1, 2, 11, 2, 11, 1, 2, 7, 26, 2, 55, 6, 20, 1, 1, 9, 3, 1, 3, 1, 13, 3, 1, 2, 12, 8, 5, 5, 1, 2, 11, 2, 10, 2, 2, 4, 11, 2, 16, 2, 32, 1, 22, 7, 19, 2, 2, 3, 2, 1, 7, 8, 7, 3, 1, 3, 11, 7, 5, 6, 2, 1, 9, 1, 1, 2, 15, 2, 11, 4, 16, 1, 24, 6, 24, 6, 21, 3, 1, 2, 3, 1, 7, 8, 7, 4, 1, 2, 11, 2, 13, 7, 4, 1, 2, 4, 16, 2, 12, 1, 41, 7, 37, 8, 1, 2, 4, 1, 1, 1, 1, 2, 12, 3, 1, 3, 6, 5, 1, 2, 11, 3, 10, 1, 1, 7, 8, 3, 17, 1, 23, 7, 24, 5, 30, 2, 7, 7, 3, 1, 4, 2, 1, 3, 12, 2, 13, 7, 7, 2, 1, 1, 1, 1, 12, 4, 1, 2, 51, 6, 57, 2, 2, 2, 7, 2, 15, 6, 1, 2, 7, 2, 12, 1, 1, 3, 1, 1, 9, 1, 2, 3, 7, 7, 26, 1, 88, 10, 6, 3, 13, 3, 1, 2, 11, 3, 2, 2, 7, 3, 1, 1, 1, 1, 12, 2, 8, 7, 181, 1, 16, 1, 9, 2, 1, 4, 7, 1, 2, 3, 2, 1, 8, 3, 12, 1, 9, 1, 3, 7, 13, 1, 8, 2, 1, 1, 1, 2, 3, 1, 54, 1, 16, 1, 15, 3],
[1, 1, 2, 3660, 1, 634, 1, 465, 1, 50, 1, 66, 1, 16, 1, 815, 1, 522, 1, 97, 1, 14, 1, 78, 1, 21, 1, 142, 1, 28, 1, 57, 1, 129, 1, 129, 1, 7, 1, 14, 1, 28, 1, 34, 1, 196, 1, 14, 1, 22, 1, 159, 1, 68, 1, 88, 1, 51, 1, 25, 1, 119, 1, 370],
[4, 2, 2, 1, 8, 1, 1, 1, 6, 2, 6, 2, 2, 1, 1, 1, 6, 1, 1, 2, 1, 1, 2, 2, 1, 1, 3, 2, 3, 1, 6, 1, 4, 2, 2, 1, 4, 2, 3, 2, 1, 2],
[1, 66, 1, 13, 1, 2, 1, 2, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 209, 104, 105, 208, 104, 312, 105, 104, 104, 104, 521, 416, 105, 104, 208, 104, 313, 208, 209, 104, 104, 104, 417],
[1, 73, 1, 2, 1, 6, 1, 1, 105, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 208, 104, 104, 209, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208, 104, 313, 208, 209, 104, 104, 104, 416],
[1, 76, 1, 2, 1, 3, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 208, 104, 104, 209, 103, 313, 105, 103, 104, 105, 521, 416, 104, 105, 208, 104, 313, 208, 209, 103, 104, 105, 416],
[1, 11, 1, 10, 1, 10, 1, 10, 1, 5, 1, 4, 1, 5, 1, 4, 2, 4, 1, 3, 3, 3, 3, 2, 104, 105, 104, 104, 105, 104, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 103, 105, 104, 104, 105, 104, 104, 104, 208, 104, 105],
[1, 12, 1, 22, 1, 10, 1, 3, 1, 1, 1, 4, 1, 5, 1, 3, 2, 4, 2, 4, 2, 3, 2, 3, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 105, 103, 104, 104, 104, 105, 104, 104, 104, 105, 104, 103, 105, 104, 104, 104, 105, 104, 104, 104, 209, 103, 105],
[1, 12, 1, 22, 1, 10, 1, 5, 1, 3, 2, 5, 1, 3, 2, 4, 2, 3, 3, 3, 2, 3, 104, 105, 104, 104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 103, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104, 208, 104, 104],
[1, 66, 1, 2, 1, 6, 1, 6, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 208, 104, 104, 209, 104, 312, 105, 104, 104, 104, 521, 417, 103, 104, 209, 104, 313, 208, 209, 103, 104, 105, 416],
[1, 66, 1, 13, 1, 2, 1, 2, 105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 104, 103, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208, 105, 312, 208, 209, 104, 104, 105, 416],
[1, 66, 1, 6, 1, 6, 1, 2, 1, 2, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 105, 104, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 208, 105, 104, 208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 105, 207, 104, 314, 208, 208, 104, 104, 105, 416],
[2, 3, 13, 1, 5, 1, 1, 1, 26, 1, 2, 1, 2, 1, 6, 1, 5, 1, 2, 1, 5, 1, 3, 1, 6, 1, 3, 1, 3, 1, 7, 1, 1, 1, 3, 1, 19, 1, 7, 1, 26, 1, 26, 1, 2, 1, 5, 1, 2, 1, 3, 1, 7, 1, 12, 1, 6, 1, 24, 1, 4, 1, 6, 1, 6, 1, 4, 1, 1, 1, 27, 1, 6, 1, 7, 1, 13, 1, 6, 1, 7, 1, 6, 1, 16, 1, 1, 1, 11, 1, 6, 1, 1, 1, 3, 1, 2, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 2, 1, 3, 1, 4, 1, 112, 1, 2, 1, 5, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 2, 1, 1, 1, 1, 3, 4, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4, 1, 6, 1, 28, 1, 83, 1, 1, 1, 5, 1, 6, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 1, 1, 5, 1, 9, 1, 6, 1, 4, 1, 11, 1, 13, 1, 7, 1, 6, 1, 40, 1, 3, 1, 1, 1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 13, 1, 6, 1, 6, 1, 25, 1, 6, 1, 4, 1, 6, 1, 45, 1, 14, 1, 6, 1, 6, 1, 14, 1, 16, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 6, 1, 1, 1, 1, 1, 2, 1, 4, 1, 1, 1, 3, 1, 2, 1, 4, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 6, 1, 10, 1, 112, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4, 1, 3, 1, 24, 1, 78, 1, 7, 1, 20, 1, 7, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 11, 1, 7, 1, 7, 1, 25, 1, 11, 1, 7, 1, 27, 1, 9, 1, 1, 1, 2, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 25, 1, 13, 1, 11, 1, 65, 1, 13, 1, 7, 1, 6, 1, 6, 1, 3, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 1, 1, 1, 1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 108, 1, 3, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 10, 1, 7, 1, 6, 1, 14, 1, 66, 1, 8, 1, 6, 1, 6, 1, 6, 1, 10, 1, 6, 1, 6, 1, 6, 1, 7, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 19, 1, 7, 1, 14, 1, 18, 1, 10, 1, 7, 1, 6, 1, 13, 1, 7, 1, 1, 1, 6, 1, 1, 1, 4, 1, 5, 1, 2, 1, 3, 1, 7, 1, 6, 1, 6, 1, 3, 1, 6, 1, 6, 1, 18, 1, 11, 1, 57, 1, 14, 1, 13, 1, 6, 1, 11, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 13, 1, 97, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 4, 1, 1, 1, 2, 12, 1, 6, 1, 7, 1, 21, 1, 14, 1, 13, 1, 26, 1, 8, 1, 5, 1, 6, 1, 13, 1, 10, 1, 6, 1, 7, 1, 6, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 31, 1, 7, 1, 14, 1, 3, 1, 25, 1, 7, 1, 16, 1, 8, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 7, 1, 3, 1, 13, 1, 52, 1, 21, 1, 21, 1, 6, 1, 5, 1, 2, 1, 6, 1, 1, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 108, 1, 1, 1, 5, 1, 6, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 1, 2, 3, 1, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 15, 1, 3, 1, 6, 1, 7, 1, 29, 1, 46, 1, 2, 1, 8, 1, 12, 1, 25, 1, 13, 1, 11, 1, 3, 1, 6, 1, 6, 1, 21, 1, 7, 1, 14, 1, 6, 1, 7, 1, 6, 1, 5, 1, 4, 1, 11, 1, 6, 1, 7, 1, 6, 1, 20, 1, 6, 1, 6, 1, 13, 1, 57, 1, 1, 1, 6, 1, 6, 1, 6, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 1, 1, 6, 1, 15, 1, 5, 1, 7, 1, 7, 1, 3, 1, 4, 1, 7, 1, 5, 1, 21, 1, 6, 1, 9, 1, 3, 1, 1, 1, 2, 1, 3, 1, 2, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 11, 1, 6, 1, 6, 1, 11, 1, 6, 1, 6, 1, 11, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 1, 2, 1, 1, 9, 1, 25, 1, 7, 1, 6, 1, 14, 1, 6, 1, 28, 1, 6, 1, 2, 1, 1, 1, 6, 1, 6, 1, 6, 1, 10, 1, 13, 1, 6, 1, 10, 1, 7, 1, 6, 1, 3, 1, 7, 1, 6, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 3, 2, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 4, 1, 82, 1, 21, 1, 3, 1, 5, 1, 1, 1, 4, 1, 1, 1, 6, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 3, 1, 4, 1, 8, 1, 22, 1, 71, 1, 8, 1, 6, 1, 5, 1, 7, 1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 5, 1, 7, 1, 6, 1, 8, 1, 7, 1, 8, 1, 5, 1, 6, 1, 14, 1, 6, 1, 28, 1, 103, 1, 42, 1, 6, 1, 6, 1, 6, 1, 20, 1, 5, 1, 8, 1, 2, 1, 4, 1, 7, 1, 6, 1, 12, 1, 6, 1, 28, 1, 6, 1, 153, 1, 6, 1, 6, 1, 20, 1, 5, 1, 7, 1, 2, 1, 13, 1, 5, 1, 8, 1, 5, 1, 2, 1, 6, 1, 1, 1, 1, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 6, 1, 4, 1, 6, 1, 6, 1, 3, 1, 6, 1, 7, 1, 10, 1, 18, 1, 6, 1, 11, 1, 3, 1, 2, 1, 6, 1, 3, 1, 7, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 2, 1, 1, 1, 3, 1, 8, 1, 7, 1, 14, 1, 22, 1, 14, 1, 6, 1, 21, 1, 6, 1, 6, 1, 96, 1, 1, 1, 5, 1, 7, 1, 6, 1, 5, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, 6, 1, 8, 1, 2, 1, 14, 1, 6, 1, 13, 1, 7, 1, 6, 1, 28, 1, 6, 1, 104, 1, 2, 1, 5, 1, 2, 1, 6, 1, 5, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 4, 1, 1, 2, 1, 22, 1, 6, 1, 162, 1, 6, 1, 35, 1, 6, 1, 6, 1, 5, 1, 7, 1, 3, 1, 3, 1, 8, 1, 5, 1, 20, 1, 4, 1, 4, 1, 1, 1, 1, 1, 4, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 6, 1, 6, 1, 6, 1, 10, 1, 18, 1, 6, 1, 6, 1, 11, 1, 11, 1, 5, 1, 7, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 4, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 22, 1, 17, 1, 6, 1, 7, 1, 6, 1, 21, 1, 6, 1, 28, 1, 98, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 4, 1, 10, 1, 5, 1, 14, 1, 14, 1, 35, 1, 21, 1, 1, 1, 5, 1, 7, 1, 5, 1, 6, 1, 6, 1, 24, 1, 7, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1, 2, 1, 33, 1, 14, 1, 6, 1, 6, 1, 14, 1, 2, 1, 1, 1, 11, 1, 5, 1, 6, 1, 6, 1, 28, 1, 146, 1, 6, 1, 6, 1, 34, 1, 6, 1, 7, 1, 5, 1, 2, 1, 8, 1, 4, 1, 5, 1, 6, 1, 6, 1, 7, 1, 17, 1, 1, 1, 5, 1, 2, 1, 3, 1, 2, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 13, 1, 11, 1, 6, 1, 48, 1, 36, 1, 13, 1, 6, 1, 7, 1, 6, 1, 2, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 10, 1, 6, 1, 11, 1, 11, 1, 13, 1, 11, 1, 3, 1, 6, 1, 7, 1, 3, 1, 37, 1, 6, 1, 22, 1, 6, 1, 6, 1, 11, 1, 3, 1, 7, 1, 3, 1, 6, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 4, 1, 1, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1, 82, 1, 6, 1, 20, 1, 14, 1, 6, 1, 6, 1, 6, 1, 29, 1, 6, 1, 6, 1, 6, 1, 6, 1, 8, 1, 6, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 6, 1, 7, 1, 10, 1, 18, 1, 41, 1, 57, 1, 7, 1, 16, 1, 18, 1, 6, 1, 7, 1, 6, 1, 20, 1, 6, 1, 6, 1, 153, 1, 6, 1, 20, 1, 21, 1, 13, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 6, 1, 1, 1, 1, 1, 2, 1, 4, 1, 1, 1, 3, 1, 2, 1, 4, 1, 1, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1, 107, 1, 4, 1, 2, 1, 5, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 2, 1, 1, 43, 1, 21, 1, 111, 1, 6, 1, 21, 1, 6, 1, 6, 1, 6, 1, 6, 1, 6, 1, 10, 1, 1, 1, 2, 1, 7, 1, 5, 1, 6, 1, 6, 1, 6, 1, 13, 1, 6, 1, 6, 1, 8, 1, 3, 1, 2, 1, 5, 1, 7, 1, 6, 1, 6, 1, 5, 1, 4, 1, 6, 1, 11, 1, 13, 1, 48, 1, 14, 1, 6, 1, 21, 1, 6, 1, 6, 1, 7, 1, 6, 1, 15, 1, 5, 1, 6, 1, 6, 1, 28, 1, 167, 1, 6, 1, 13, 1, 6, 1, 6, 1, 30, 1, 5, 1, 6, 1, 6, 1, 6, 1, 28, 1, 6, 1, 13, 1, 110, 1, 27, 1, 28, 1, 6, 1, 30, 1, 19, 1, 6, 1, 6, 1, 49, 1, 103, 1, 6, 1, 6, 1, 13, 1, 27, 1, 5, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3, 2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 4, 1, 148, 1, 6, 1, 6, 1, 6, 1, 6, 1, 19, 1, 16, 1, 6, 1, 6, 1, 7, 1, 20, 1, 27, 1, 110, 1, 56, 1, 6, 1, 6, 1, 6, 1, 4, 1, 16, 1, 6, 1, 7, 1, 6, 1, 20, 1, 6, 1, 89, 1, 6, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 14, 1, 6, 1, 6, 1, 8, 1, 3, 1, 3, 1, 7, 1, 6, 1, 6, 1, 6, 1, 14, 1, 6, 1, 6, 1, 14, 1, 131, 1, 28, 1, 6, 1, 6, 1, 6, 1, 5, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1, 6, 1, 20, 1, 6, 1, 167, 1, 6, 1, 6, 1, 6, 1, 6, 1, 20, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1, 5, 1, 6, 1, 6, 1, 14, 1, 20, 1, 159, 1, 1, 1, 1, 1, 6, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 2, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 2, 1, 8, 1, 156, 1, 6, 1, 6, 1, 6, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 8, 1, 3, 1, 13, 1, 7, 1, 27, 1, 6, 1, 131, 1, 35, 1, 6, 1, 6, 1, 6, 1, 6, 1, 13, 1, 2, 1, 7, 1, 4, 1, 20, 1, 6, 1, 6, 1, 28, 1, 13, 1, 117, 1, 13, 1, 34, 1, 7, 1, 6, 1, 5, 1, 2, 1, 7, 1, 5, 1, 20, 1, 6, 1, 13, 1, 6, 1, 167, 1, 6, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 7, 1, 5, 1, 5, 1, 6, 1, 6, 1, 28, 1, 6, 1, 181, 1, 6, 1, 6, 1, 12, 1, 2, 1, 7, 1, 5, 1, 20, 1, 6, 1, 6, 1, 6, 1, 41, 1, 2, 1, 8, 1, 6, 1, 3, 1, 20, 1, 13, 1, 6, 1, 3, 1, 6, 1, 7, 1, 6, 1, 3, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 2, 1, 2, 1, 2, 3, 1, 1, 1, 2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 3, 1, 4, 1, 2, 1, 4, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 4, 1, 6, 1, 3, 1, 6, 1, 4, 1, 109, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 4, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 37, 1, 7, 1, 65, 1, 2, 1, 5, 1, 6, 1, 6, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 7, 1, 3, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 4, 1, 7, 1, 16, 1, 14, 1, 7, 1, 59, 1, 6, 1, 2, 1, 6, 1, 3, 1, 13, 1, 6, 1, 25, 1, 6, 1, 10, 1, 6, 1, 2, 1, 22, 1, 14, 1, 14, 1, 6, 1, 20, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1, 6, 1, 6, 1, 6, 1, 6, 1, 28, 1, 6, 1, 131, 1, 35, 1, 6, 1, 6, 1, 5, 1, 6, 1, 6, 1, 2, 1, 13, 1, 6, 1, 6, 1, 13, 1, 6, 1, 6, 1, 160, 1, 13, 1, 13, 1, 14, 1, 5, 1, 5, 1, 7, 1, 2, 1, 5, 1, 7, 1, 5, 1, 6, 1, 39, 1, 3, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 6, 1, 32, 1, 10, 1, 7, 1, 68, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 7, 1, 5, 1, 20, 1, 6, 1, 13, 1, 6, 1, 167, 1, 6, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 6, 1, 1, 1, 3, 1, 6, 1, 6, 1, 7, 1, 27, 1, 6, 1, 78, 1, 6, 1, 6, 1, 5, 1, 6, 1, 7, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 41, 1, 16, 1, 11, 1, 7, 1, 29, 1, 5, 1, 2, 1, 3, 1, 2, 1, 1, 1, 3, 1, 2, 1, 4, 1, 5, 1, 7, 1, 3, 1, 2, 1, 3, 1, 6, 1, 6, 1, 4, 1, 13, 1, 6, 1, 4, 1, 6, 1, 6, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1, 3, 1, 9, 1, 5, 1, 2, 1, 7, 1, 6, 1, 6, 1, 6, 1, 7, 1, 6, 1, 6, 1, 14, 1, 123, 1, 2, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 1, 1, 4, 1, 6, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 11, 1, 7, 1, 7, 1, 212, 1, 6, 1, 6, 1, 13, 1, 15, 1, 27, 1, 6, 1, 6, 1, 153, 1, 6, 1, 6, 1, 6, 1, 6, 1, 20, 1, 7, 1, 13, 1, 3, 1, 11, 1, 5, 1, 6, 1, 7, 1, 27, 1, 80, 1, 20, 1, 2775, 3, 20, 1, 16, 1, 2, 1, 17],
[1, 53, 1, 9, 1, 3, 1, 6, 1, 5, 2, 2, 1, 1, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104, 313, 104, 104, 104, 104, 521, 417, 104, 104, 208, 104, 313, 209, 208, 104, 104, 104, 417],
[1, 69, 1, 6, 1, 6, 1, 1, 105, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 105, 208, 104, 105, 208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208, 105, 312, 208, 209, 104, 104, 104, 417],
[1, 66, 1, 9, 1, 3, 1, 4, 105, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104, 105, 208, 105, 104, 208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208, 104, 313, 208, 209, 104, 104, 105, 416],
[1, 51, 1, 13, 1, 3, 3, 6, 106, 105, 103, 105, 104, 105, 104, 103, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 103, 105, 105, 104, 104, 103, 104, 105, 104, 104, 105, 104, 104, 103, 209, 105, 104],
[2, 72, 1, 5, 1, 2, 106, 105, 103, 105, 104, 105, 103, 104, 104, 104, 105, 104, 105, 103, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 105, 103, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104, 104, 105, 103, 209, 104, 105],
[1, 78, 3, 1, 106, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 104, 105, 103, 104, 104, 104, 105, 104, 105, 104, 103, 105, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 105, 103, 208, 105, 103],
[1, 83, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 105, 103, 104, 104, 105, 104, 104, 104, 105, 103, 105, 103, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 105, 208, 104, 104, 208, 104, 313, 105, 104, 104, 103, 522, 416, 104, 104, 209, 104, 313, 208, 209, 104, 103, 105, 416],
[1, 80, 1, 2, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104, 313, 105, 104, 103, 104, 522, 416, 104, 104, 209, 104, 313, 208, 208, 104, 104, 105, 416],
[1, 73, 1, 2, 1, 9, 105, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104, 313, 104, 104, 104, 104, 522, 416, 104, 104, 208, 105, 312, 209, 208, 104, 104, 105, 416],
[1, 13, 2, 4, 1, 9, 1, 4, 2, 9, 1, 4, 2, 3, 3, 4, 1, 9, 1, 3, 3, 4, 2, 2, 105, 105, 104, 103, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104, 106, 104, 104, 104, 103, 105, 104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 104, 209, 104, 105],
[1, 9, 3, 3, 2, 9, 1, 4, 2, 4, 2, 8, 1, 4, 2, 4, 2, 4, 2, 2, 1, 5, 2, 3, 3, 3, 2, 2, 106, 104, 104, 103, 105, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104, 106, 103, 105, 104, 103, 105, 103, 105, 105, 104, 104, 104, 103, 105, 104, 104, 105, 104, 104, 104, 104, 105, 104, 103, 106, 207, 104, 105],]
found_tolerances = []
print()
for i, plateau_lengths in enumerate(data):
found_tolerances.append(AutoInterpretation.estimate_tolerance_from_plateau_lengths(plateau_lengths))
print(found_tolerances)
estimated_tolerance = AutoInterpretation.get_most_frequent_value(found_tolerances)
self.assertIn(estimated_tolerance, range(4, 7))
def test_merge_plateau_lengths(self):
self.assertEqual(AutoInterpretation.merge_plateau_lengths([]), [])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([42]), [42])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 100, 100]), [100, 100, 100])
self.assertEqual(self.__run_merge([100, 49, 1, 50, 100]), [100, 100, 100])
self.assertEqual(self.__run_merge([100, 48, 2, 50, 100]), [100, 100, 100])
self.assertEqual(self.__run_merge([100, 100, 67, 1, 10, 1, 21]), [100, 100, 100])
self.assertEqual(self.__run_merge([100, 100, 67, 1, 10, 1, 21, 100, 50, 1, 49]), [100, 100, 100, 100, 100])
def test_ook_detection(self):
data = np.fromfile(get_path_for_data_file("ask.complex"), dtype=np.complex64)
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "OOK")
data = np.fromfile(get_path_for_data_file("ASK_mod.complex"), dtype=np.complex64)
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "OOK")
def test_ook_detection(self):
data = np.fromfile(get_path_for_data_file("ask.complex"), dtype=np.complex64)
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "OOK")
data = np.fromfile(get_path_for_data_file("ASK_mod.complex"), dtype=np.complex64)
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "OOK")
def test_get_bit_length_from_plateau_length(self):
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths([]), 0)
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths([42]), 42)
plateau_lengths = [
2, 1, 2, 73, 1, 26, 100, 40, 1, 59, 100, 47, 1, 52, 67, 1, 10, 1,
21, 33, 1, 66, 100, 5, 1, 3, 1, 48, 1, 27, 1, 8
]
merged_lengths = AutoInterpretation.merge_plateau_lengths(
plateau_lengths)
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths(
merged_lengths), 100)
plateau_lengths = [
1, 292, 331, 606, 647, 286, 645, 291, 334, 601, 339, 601, 338, 602,
337, 603, 338, 604, 336, 605, 337, 600, 338, 605, 646
]
merged_lengths = AutoInterpretation.merge_plateau_lengths(
plateau_lengths)
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths(
merged_lengths), 300)
plateau_lengths = [
3, 8, 8, 8, 8, 8, 8, 8, 8, 16, 8, 8, 16, 32, 8, 8, 8, 8, 8, 24, 8,
24, 8, 24, 8, 24, 8, 24, 16, 16, 24, 8
]
merged_lengths = AutoInterpretation.merge_plateau_lengths(
plateau_lengths)
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths(
merged_lengths), 8)
def auto_detect(self, emit_update=True, detect_modulation=True, detect_noise=False) -> bool:
kwargs = {"noise": None if detect_noise else self.noise_threshold,
"modulation": None if detect_modulation
else "OOK" if self.__modulation_order == 2 and self.__modulation_type == 0
else self.modulation_type_str}
estimated_params = AutoInterpretation.estimate(self.data, **kwargs)
if estimated_params is None:
return False
orig_block = self.block_protocol_update
self.block_protocol_update = True
if detect_noise:
self.noise_threshold = estimated_params["noise"]
if detect_modulation:
self.modulation_type_str = estimated_params["modulation_type"]
self.qad_center = estimated_params["center"]
self.tolerance = estimated_params["tolerance"]
self.bit_len = estimated_params["bit_length"]
self.block_protocol_update = orig_block
if emit_update and not self.block_protocol_update:
self.protocol_needs_update.emit()
return True
def auto_detect(self,
emit_update=True,
detect_modulation=True,
detect_noise=False) -> bool:
kwargs = {
"noise":
None if detect_noise else self.noise_threshold,
"modulation":
None if detect_modulation else "OOK" if self.bits_per_symbol == 1
and self.modulation_type == "ASK" else self.modulation_type
}
estimated_params = AutoInterpretation.estimate(self.iq_array, **kwargs)
if estimated_params is None:
return False
orig_block = self.block_protocol_update
self.block_protocol_update = True
if detect_noise:
self.noise_threshold = estimated_params["noise"]
if detect_modulation:
self.modulation_type = estimated_params["modulation_type"]
self.center = estimated_params["center"]
self.tolerance = estimated_params["tolerance"]
self.samples_per_symbol = estimated_params["bit_length"]
self.block_protocol_update = orig_block
if emit_update and not self.block_protocol_update:
self.protocol_needs_update.emit()
return True
def test_get_bit_length_from_merged_plateau_lengths(self):
merged_lengths = [
40, 40, 40, 40, 40, 30, 50, 30, 90, 40, 40, 80, 160, 30, 50, 30
]
self.assertEqual(
AutoInterpretation.get_bit_length_from_plateau_lengths(
merged_lengths), 40)
def test_audi(self):
path = self.get_path("audi_auf_sr5m.coco")
if not path:
return
data = Signal(path, "").iq_array
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result[
"tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(bit_length, 2400)
self.assertLessEqual(bit_length, 2500)
self.assertGreaterEqual(center, 0.005)
self.assertLessEqual(center, 0.32)
print("noise", noise, "center", center, "bit length", bit_length,
"tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise,
tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 1)
self.assertTrue(demodulated[0].startswith(
"aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"))
self.assertTrue(demodulated[0].endswith("cad4c"))
def test_brennenstuhl(self):
path = self.get_path("brennenstuhl_signal_ABCD_onoff.coco")
if not path:
return
data = Signal(path, "").iq_array
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result[
"tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 300)
print("noise", noise, "center", center, "bit length", bit_length,
"tolerance", tolerance)
demodulated = demodulate(data,
mod_type,
bit_length,
center,
noise,
tolerance,
pause_threshold=8)
print(demodulated)
self.assertEqual(len(demodulated), 64)
for i in range(64):
self.assertTrue(demodulated[i].startswith("88888888888"))
self.assertEqual(len(demodulated[i]), len(demodulated[0]))
def auto_detect(self,
emit_update=True,
detect_modulation=True,
detect_noise=False):
kwargs = {
"noise":
None if detect_noise else self.noise_threshold,
"modulation":
None
if detect_modulation else "OOK" if self.__modulation_order == 2
and self.__modulation_type == 0 else self.modulation_type_str
}
estimated_params = AutoInterpretation.estimate(self.data, **kwargs)
if estimated_params is None:
return
orig_block = self.block_protocol_update
self.block_protocol_update = True
if detect_noise:
self.noise_threshold = estimated_params["noise"]
if detect_modulation:
self.modulation_type_str = estimated_params["modulation_type"]
self.qad_center = estimated_params["center"]
self.tolerance = estimated_params["tolerance"]
self.bit_len = estimated_params["bit_length"]
self.block_protocol_update = orig_block
if emit_update and not self.block_protocol_update:
self.protocol_needs_update.emit()
def test_ask50_detection(self):
message_indices = [(0, 8000), (18000, 26000), (36000, 44000), (54000, 62000), (72000, 80000)]
data = np.fromfile(get_path_for_data_file("ask50.complex"), dtype=np.complex64)
for start, end in message_indices:
mod = AutoInterpretation.detect_modulation(data[start:end])
self.assertEqual(mod, "ASK", msg="{}/{}".format(start, end))
def test_ask50_detection(self):
message_indices = [(0, 8000), (18000, 26000), (36000, 44000), (54000, 62000), (72000, 80000)]
data = np.fromfile(get_path_for_data_file("ask50.complex"), dtype=np.complex64)
for start, end in message_indices:
mod = AutoInterpretation.detect_modulation(data[start:end])
self.assertEqual(mod, "ASK", msg="{}/{}".format(start, end))
def test_auto_interpretation_elektromaten(self):
data = Signal(get_path_for_data_file("elektromaten.coco"), "").iq_array
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result[
"tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 600)
demodulated = demodulate(data,
mod_type,
bit_length,
center,
noise,
tolerance,
pause_threshold=8)
self.assertEqual(len(demodulated), 11)
for i in range(11):
self.assertTrue(demodulated[i].startswith("8"))
# Test with added 20% noise
np.random.seed(5)
noise = np.random.normal(loc=0, scale=1, size=2 * len(data)).astype(
np.float32).view(np.complex64)
noised_data = data.as_complex64() + 0.2 * np.mean(
data.magnitudes) * noise
result = AutoInterpretation.estimate(noised_data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result[
"tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 600)
demodulated = demodulate(noised_data,
mod_type,
bit_length,
center,
noise,
tolerance,
pause_threshold=8)
self.assertEqual(len(demodulated), 11)
for i in range(11):
self.assertTrue(demodulated[i].startswith("8"))
def test_fsk_detection(self):
fsk_signal = np.fromfile(get_path_for_data_file("fsk.complex"),
dtype=np.complex64)[5:15000]
mod = AutoInterpretation.detect_modulation(fsk_signal,
wavelet_scale=4,
median_filter_order=7)
self.assertEqual(mod, "FSK")
def test_psk_detection(self):
modulator = Modulator("")
modulator.modulation_type_str = "PSK"
modulator.param_for_zero = 0
modulator.param_for_one = 180
data = modulator.modulate("10101010111000")
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "PSK")
def test_psk_detection(self):
modulator = Modulator("")
modulator.modulation_type_str = "PSK"
modulator.param_for_zero = 0
modulator.param_for_one = 180
data = modulator.modulate("10101010111000")
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "PSK")
def test_psk_detection(self):
modulator = Modulator("")
modulator.modulation_type = "PSK"
modulator.parameters[0] = 0
modulator.parameters[1] = 180
data = modulator.modulate("10101010111000")
mod = AutoInterpretation.detect_modulation(data)
self.assertEqual(mod, "PSK")
def test_tolerant_greatest_common_divisor(self):
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([]), 1)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([22]), 1)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([10, 5, 5]), 5)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 100, 100]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 100, 200, 300, 100, 400]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 101, 100, 100]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 101, 202, 301, 100, 500]), 100)
def test_tolerant_greatest_common_divisor(self):
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([]), 1)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([22]), 1)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([10, 5, 5]), 5)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 100, 100]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 100, 200, 300, 100, 400]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 101, 100, 100]), 100)
self.assertEqual(AutoInterpretation.get_tolerant_greatest_common_divisor([100, 101, 202, 301, 100, 500]), 100)
def test_merge_plateau_lengths(self):
self.assertEqual(AutoInterpretation.merge_plateau_lengths([]), [])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([42]), [42])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 100, 100]), [100, 100, 100])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 49, 1, 50, 100]), [100, 100, 100])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 48, 2, 50, 100]), [100, 100, 100])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 100, 67, 1, 10, 1, 21]), [100, 100, 100])
self.assertEqual(AutoInterpretation.merge_plateau_lengths([100, 100, 67, 1, 10, 1, 21, 100, 50, 1, 49]),
[100, 100, 100, 100, 100])
def test_auto_interpretation_ask(self):
ask_signal = np.fromfile(get_path_for_data_file("ask.complex"), dtype=np.float32)
result = AutoInterpretation.estimate(ask_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 300)
self.assertGreater(tolerance, 0)
self.assertLessEqual(tolerance, 6)
self.assertEqual(demodulate(ask_signal, mod_type, bit_length, center, noise, tolerance)[0], "b25b6db6c80")
def __init__(self,
filename: str,
name="Signal",
modulation: str = None,
sample_rate: float = 1e6,
parent=None):
super().__init__(parent)
self.__name = name
self.__tolerance = 5
self.__samples_per_symbol = 100
self.__pause_threshold = 8
self.__message_length_divisor = 1
self.__costas_loop_bandwidth = 0.1
self._qad = None
self.__center = 0
self._noise_threshold = 0
self.__sample_rate = sample_rate
self.noise_min_plot = 0
self.noise_max_plot = 0
self.block_protocol_update = False
self.iq_array = IQArray(None, np.int8, 1)
self.wav_mode = filename.endswith(".wav")
self.__changed = False
if modulation is None:
modulation = "FSK"
self.__modulation_type = modulation
self.__bits_per_symbol = 1
self.__center_spacing = 1 # required for higher order modulations
self.__parameter_cache = {
mod: {
"center": None,
"samples_per_symbol": None
}
for mod in self.MODULATION_TYPES
}
self.__already_demodulated = False
if len(filename) > 0:
if self.wav_mode:
self.__load_wav_file(filename)
elif filename.endswith(".coco"):
self.__load_compressed_complex(filename)
else:
self.__load_complex_file(filename)
self.filename = filename
self.noise_threshold = AutoInterpretation.detect_noise_level(
self.iq_array.magnitudes)
else:
self.filename = ""
def test_auto_interpretation_ask(self):
ask_signal = np.fromfile(get_path_for_data_file("ask.complex"), dtype=np.complex64)
result = AutoInterpretation.estimate(ask_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 300)
self.assertGreater(tolerance, 0)
self.assertLessEqual(tolerance, 6)
self.assertEqual(demodulate(ask_signal, mod_type, bit_length, center, noise, tolerance)[0], "b25b6db6c80")
def test_auto_interpretation_fsk(self):
fsk_signal = np.fromfile(get_path_for_data_file("fsk.complex"), dtype=np.float32)
result = AutoInterpretation.estimate(fsk_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
self.assertGreater(tolerance, 0)
self.assertLessEqual(tolerance, 5)
self.assertEqual(demodulate(fsk_signal, mod_type, bit_length, center, noise, tolerance)[0],
"aaaaaaaac626c626f4dc1d98eef7a427999cd239d3f18")
def test_auto_interpretation_fsk(self):
fsk_signal = np.fromfile(get_path_for_data_file("fsk.complex"), dtype=np.complex64)
result = AutoInterpretation.estimate(fsk_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
self.assertGreater(tolerance, 0)
self.assertLessEqual(tolerance, 5)
self.assertEqual(demodulate(fsk_signal, mod_type, bit_length, center, noise, tolerance)[0],
"aaaaaaaac626c626f4dc1d98eef7a427999cd239d3f18")
def test_estimate_tolerance_from_plateau_lengths(self):
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([]), None)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([10]), None)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 1, 50, 100]), 1)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 2, 50, 100]), 2)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 2, 50, 100, 1]), 2)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([8, 8, 6, 1, 1]), 1)
def test_estimate_tolerance_from_plateau_lengths(self):
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([]), None)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([10]), None)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 1, 50, 100]), 1)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 2, 50, 100]), 2)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([100, 49, 2, 50, 100, 1]), 2)
self.assertEqual(AutoInterpretation.estimate_tolerance_from_plateau_lengths([8, 8, 6, 1, 1]), 1)
def test_auto_interpretation_xavax(self):
signal = Signal(get_path_for_data_file("xavax.coco"), "")
result = AutoInterpretation.estimate(signal.data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
demod = demodulate(signal.data, mod_type, bit_length, center, noise, tolerance)
self.assertGreaterEqual(len(demod), 5)
for i in range(1, len(demod)):
self.assertTrue(demod[i].startswith("aaaaaaaa"))
def test_auto_interpretation_xavax(self):
signal = Signal(get_path_for_data_file("xavax.coco"), "")
result = AutoInterpretation.estimate(signal.iq_array.data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
demod = demodulate(signal.iq_array.data, mod_type, bit_length, center, noise, tolerance)
self.assertGreaterEqual(len(demod), 5)
for i in range(1, len(demod)):
self.assertTrue(demod[i].startswith("aaaaaaaa"))
def test_get_bit_length_from_plateau_length(self):
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths([]), 0)
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths([42]), 42)
plateau_lengths = [2, 1, 2, 73, 1, 26, 100, 40, 1, 59, 100, 47, 1, 52, 67, 1, 10, 1, 21, 33, 1, 66, 100, 5, 1, 3, 1, 48, 1, 27, 1, 8]
merged_lengths = AutoInterpretation.merge_plateau_lengths(plateau_lengths)
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths(merged_lengths), 100)
plateau_lengths = [1, 292, 331, 606, 647, 286, 645, 291, 334, 601, 339, 601, 338, 602, 337, 603, 338, 604, 336, 605, 337, 600, 338, 605, 646]
merged_lengths = AutoInterpretation.merge_plateau_lengths(plateau_lengths)
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths(merged_lengths), 300)
plateau_lengths = [3, 8, 8, 8, 8, 8, 8, 8, 8, 16, 8, 8, 16, 32, 8, 8, 8, 8, 8, 24, 8, 24, 8, 24, 8, 24, 8, 24, 16, 16, 24, 8]
merged_lengths = AutoInterpretation.merge_plateau_lengths(plateau_lengths)
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths(merged_lengths), 8)
def test_auto_interpretation_homematic(self):
data = Signal(get_path_for_data_file("homematic.complex32s"), "").iq_array
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
self.assertEqual(len(demodulated), 2)
for i in range(2):
self.assertTrue(demodulated[i].startswith("aaaaaaaa"))
def test_auto_interpretation_elektromaten(self):
data = Signal(get_path_for_data_file("elektromaten.complex16s"), "").iq_array
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 600)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance, pause_threshold=8)
self.assertEqual(len(demodulated), 11)
for i in range(11):
self.assertTrue(demodulated[i].startswith("8"))
def test_auto_interpretation_homematic(self):
data = Signal(get_path_for_data_file("homematic.coco"), "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
self.assertEqual(len(demodulated), 2)
for i in range(2):
self.assertTrue(demodulated[i].startswith("aaaaaaaa"))
def __demodulate_data(self, data):
"""
Demodulates received IQ data and adds demodulated bits to messages
:param data:
:return:
"""
if len(data) == 0:
return
power_spectrum = data.real ** 2 + data.imag ** 2
is_above_noise = np.sqrt(np.mean(power_spectrum)) > self.signal.noise_threshold
if self.adaptive_noise and not is_above_noise:
self.signal.noise_threshold = 0.9 * self.signal.noise_threshold + 0.1 * np.sqrt(np.max(power_spectrum))
if is_above_noise:
self.__add_to_buffer(data)
self.pause_length = 0
if not self.__buffer_is_full():
return
else:
self.pause_length += len(data)
if self.pause_length < 10 * self.signal.bit_len:
self.__add_to_buffer(data)
if not self.__buffer_is_full():
return
if self.__current_buffer_index == 0:
return
# clear cache and start a new message
self.signal._fulldata = self.__buffer[0:self.__current_buffer_index]
self.__clear_buffer()
self.signal._qad = None
bit_len = self.signal.bit_len
if self.automatic_center:
self.signal.qad_center = AutoInterpretation.detect_center(self.signal.qad, max_size=150*self.signal.bit_len)
ppseq = grab_pulse_lens(self.signal.qad, self.signal.qad_center,
self.signal.tolerance, self.signal.modulation_type, self.signal.bit_len)
bit_data, pauses, bit_sample_pos = self._ppseq_to_bits(ppseq, bit_len, write_bit_sample_pos=False)
for bits, pause in zip(bit_data, pauses):
message = Message(bits, pause, bit_len=bit_len, message_type=self.default_message_type,
decoder=self.decoder)
self.messages.append(message)
self.message_sniffed.emit(len(self.messages) - 1)
def __init__(self,
filename: str,
name="Signal",
modulation: str = None,
sample_rate: float = 1e6,
parent=None):
super().__init__(parent)
self.__name = name
self.__tolerance = 5
self.__bit_len = 100
self.__pause_threshold = 8
self.__message_length_divisor = 1
self._qad = None
self.__qad_center = 0
self._noise_threshold = 0
self.__sample_rate = sample_rate
self.noise_min_plot = 0
self.noise_max_plot = 0
self.block_protocol_update = False
self.wav_mode = filename.endswith(".wav")
self.__changed = False
if modulation is None:
modulation = "FSK"
self.__modulation_type = self.MODULATION_TYPES.index(modulation)
self.__modulation_order = 2
self.__parameter_cache = {
mod: {
"qad_center": None,
"bit_len": None
}
for mod in self.MODULATION_TYPES
}
if len(filename) > 0:
if self.wav_mode:
self.__load_wav_file(filename)
elif filename.endswith(".coco"):
self.__load_compressed_complex(filename)
else:
self.__load_complex_file(filename)
self.filename = filename
self.noise_threshold = AutoInterpretation.detect_noise_level(
self.iq_array.magnitudes)
else:
self.filename = ""
def test_auto_interpretation_enocean(self):
enocean_signal = np.fromfile(get_path_for_data_file("enocean.complex"), dtype=np.float32)
result = AutoInterpretation.estimate(enocean_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(center, 0.0077)
self.assertLessEqual(center, 0.0465)
self.assertLessEqual(tolerance, 5)
self.assertEqual(bit_length, 40)
demod = demodulate(enocean_signal, mod_type, bit_length, center, noise, tolerance,
decoding=Encoding(["WSP", settings.DECODING_ENOCEAN]))
self.assertEqual(len(demod), 3)
self.assertEqual(demod[0], demod[2])
self.assertEqual(demod[0], "aa9610002c1c024b")
def test_auto_interpretation_enocean(self):
enocean_signal = np.fromfile(get_path_for_data_file("enocean.complex"), dtype=np.complex64)
result = AutoInterpretation.estimate(enocean_signal)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(center, 0.04)
self.assertLessEqual(center, 0.066)
self.assertLessEqual(tolerance, 5)
self.assertEqual(bit_length, 40)
demod = demodulate(enocean_signal, mod_type, bit_length, center, noise, tolerance,
decoding=Encoding(["WSP", constants.DECODING_ENOCEAN]))
self.assertEqual(len(demod), 3)
self.assertEqual(demod[0], demod[2])
self.assertEqual(demod[0], "aa9610002c1c024b")
def test_vw(self):
path = self.get_path("vw_auf.complex")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(bit_length, 2000)
self.assertLessEqual(bit_length, 3000)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 1)
self.assertTrue(demodulated[0].startswith("aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"))
def test_esaver(self):
path = self.get_path("esaver_test4on.complex")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
print(center, noise)
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 100)
print("noise", noise, "center", center, "bit length", bit_length, "tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 12)
for i in range(12):
self.assertTrue(demodulated[i].startswith("aaaaaaaa"))
def test_brennenstuhl(self):
path = self.get_path("brennenstuhl_signal_ABCD_onoff.coco")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertEqual(bit_length, 300)
print("noise", noise, "center", center, "bit length", bit_length, "tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance, pause_threshold=8)
print(demodulated)
self.assertEqual(len(demodulated), 64)
for i in range(64):
self.assertTrue(demodulated[i].startswith("88888888888"))
self.assertEqual(len(demodulated[i]), len(demodulated[0]))
def test_action(self):
path = self.get_path("action_FB_A_B_C_D.coco")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(bit_length, 400)
self.assertLessEqual(bit_length, 500)
print("noise", noise, "center", center, "bit length", bit_length, "tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 19)
for i in range(2):
self.assertTrue(demodulated[i].startswith("8e8eeeeeee8"))
def test_scislo(self):
path = self.get_path("scislo.complex")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "FSK")
self.assertEqual(bit_length, 200)
self.assertGreaterEqual(noise, 0.0120)
print("noise", noise, "center", center, "bit length", bit_length, "tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 8)
for i in range(8):
self.assertTrue(demodulated[i].startswith("000000000000aaaaaa"))
def test_audi(self):
path = self.get_path("audi_auf_sr5m.coco")
if not path:
return
data = Signal(path, "").data
result = AutoInterpretation.estimate(data)
mod_type, bit_length = result["modulation_type"], result["bit_length"]
center, noise, tolerance = result["center"], result["noise"], result["tolerance"]
self.assertEqual(mod_type, "ASK")
self.assertGreaterEqual(bit_length, 2400)
self.assertLessEqual(bit_length, 2500)
self.assertGreaterEqual(center, 0.005)
self.assertLessEqual(center, 0.32)
print("noise", noise, "center", center, "bit length", bit_length, "tolerance", tolerance)
demodulated = demodulate(data, mod_type, bit_length, center, noise, tolerance)
print(demodulated)
self.assertEqual(len(demodulated), 1)
self.assertTrue(demodulated[0].startswith("aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"))
self.assertTrue(demodulated[0].endswith("cad4c"))
def __init__(self, filename: str, name: str, modulation: str = None, sample_rate: float = 1e6, parent=None):
super().__init__(parent)
self.__name = name
self.__tolerance = 5
self.__bit_len = 100
self.__pause_threshold = 8
self.__message_length_divisor = 1
self._qad = None
self.__qad_center = 0
self._noise_threshold = 0
self.__sample_rate = sample_rate
self.noise_min_plot = 0
self.noise_max_plot = 0
self.block_protocol_update = False
self.wav_mode = filename.endswith(".wav")
self.__changed = False
if modulation is None:
modulation = "FSK"
self.__modulation_type = self.MODULATION_TYPES.index(modulation)
self.__modulation_order = 2
self.__parameter_cache = {mod: {"qad_center": None, "bit_len": None} for mod in self.MODULATION_TYPES}
if len(filename) > 0:
if self.wav_mode:
self.__load_wav_file(filename)
elif filename.endswith(".coco"):
self.__load_compressed_complex(filename)
else:
self.__load_complex_file(filename)
self.filename = filename
self.noise_threshold = AutoInterpretation.detect_noise_level(np.abs(self.data))
else:
self.filename = ""
def test_fsk_detection(self):
fsk_signal = np.fromfile(get_path_for_data_file("fsk.complex"), dtype=np.complex64)[5:15000]
mod = AutoInterpretation.detect_modulation(fsk_signal, wavelet_scale=4, median_filter_order=7)
self.assertEqual(mod, "FSK")
def test_get_bit_length_from_merged_plateau_lengths(self):
merged_lengths = [40, 40, 40, 40, 40, 30, 50, 30, 90, 40, 40, 80, 160, 30, 50, 30]
self.assertEqual(AutoInterpretation.get_bit_length_from_plateau_lengths(merged_lengths), 40)
def __run_merge(self, data):
return list(AutoInterpretation.merge_plateau_lengths(np.array(data, dtype=np.uint64)))
def test_tolerance_estimation(self):
data = [
[
40, 4, 3, 8, 12, 3, 4, 3, 2, 9, 10, 4, 7, 12, 7, 5, 11, 4, 8,
10, 1, 1, 1, 1, 4, 4, 10, 7, 7, 1, 17, 1, 1, 5, 3, 2, 1, 3, 17,
1, 1, 1, 1, 3, 3, 7, 18, 1, 3, 1, 1, 8, 7, 6, 6, 14, 6, 5, 8,
14, 2, 6, 10, 16, 1, 1, 16, 7, 2, 6, 18, 3, 1, 4, 1, 5, 15, 1,
3, 1, 2, 1, 1, 9, 18, 15, 6, 3, 9, 13, 1, 1, 4, 4, 10, 15, 2,
1, 1, 1, 13, 5, 7, 3, 17, 1, 1, 1, 1, 2, 3, 2, 1, 4, 22, 2, 2,
7, 18, 15, 6, 4, 8, 15, 4, 3, 11, 15, 2, 4, 12, 8, 2, 2, 1, 2,
18, 3, 1, 3, 2, 6, 15, 1, 3, 1, 2, 4, 1, 6, 19, 2, 2, 10, 10,
2, 6, 15, 18, 15, 18, 15, 1, 3, 14, 4, 7, 4, 16, 1, 8, 8, 12,
1, 8, 1, 3, 8, 8, 5, 5, 15, 6, 5, 7, 15, 4, 4, 10, 15, 1, 5,
12, 7, 1, 7, 18, 3, 1, 3, 2, 6, 14, 1, 3, 3, 1, 11, 9, 2, 7,
15, 6, 6, 6, 15, 4, 6, 8, 15, 1, 7, 8, 7, 3, 1, 2, 4, 1, 2, 15,
3, 6, 6, 11, 1, 3, 1, 8, 8, 12, 1, 9, 1, 1, 10, 5, 7, 6, 15, 1,
1, 1, 7, 8, 15, 1, 6, 9, 22, 3, 1, 3, 4, 1, 1, 13, 1, 3, 3, 2,
3, 1, 5, 24, 9, 10, 3, 6, 1, 1, 12, 3, 8, 7, 15, 2, 14, 2, 7,
8, 10, 1, 10, 10, 1, 1, 1, 1, 3, 7, 4, 15, 1, 1, 1, 1, 3, 3, 2,
1, 5, 3, 1, 1, 12, 9, 1, 8, 2, 1, 9, 7, 8, 6, 15, 2, 7, 7, 17,
1, 21, 8, 11, 1, 8, 12, 3, 1, 1, 1, 1, 1, 12, 3, 1, 3, 10, 10,
2, 11, 9, 7, 5, 7, 15, 1, 23, 7, 24, 5, 22, 1, 7, 1, 8, 12, 3,
1, 1, 1, 1, 1, 12, 12, 3, 4, 1, 1, 12, 8, 4, 7, 15, 1, 24, 8,
22, 6, 31, 1, 8, 11, 4, 1, 3, 1, 3, 2, 6, 9, 6, 3, 2, 2, 10, 2,
15, 7, 4, 3, 19, 1, 32, 1, 23, 3, 26, 8, 3, 2, 1, 1, 14, 2, 2,
3, 11, 8, 3, 1, 2, 4, 1, 2, 11, 2, 11, 1, 2, 7, 26, 2, 55, 6,
20, 1, 1, 9, 3, 1, 3, 1, 13, 3, 1, 2, 12, 8, 5, 5, 1, 2, 11, 2,
10, 2, 2, 4, 11, 2, 16, 2, 32, 1, 22, 7, 19, 2, 2, 3, 2, 1, 7,
8, 7, 3, 1, 3, 11, 7, 5, 6, 2, 1, 9, 1, 1, 2, 15, 2, 11, 4, 16,
1, 24, 6, 24, 6, 21, 3, 1, 2, 3, 1, 7, 8, 7, 4, 1, 2, 11, 2,
13, 7, 4, 1, 2, 4, 16, 2, 12, 1, 41, 7, 37, 8, 1, 2, 4, 1, 1,
1, 1, 2, 12, 3, 1, 3, 6, 5, 1, 2, 11, 3, 10, 1, 1, 7, 8, 3, 17,
1, 23, 7, 24, 5, 30, 2, 7, 7, 3, 1, 4, 2, 1, 3, 12, 2, 13, 7,
7, 2, 1, 1, 1, 1, 12, 4, 1, 2, 51, 6, 57, 2, 2, 2, 7, 2, 15, 6,
1, 2, 7, 2, 12, 1, 1, 3, 1, 1, 9, 1, 2, 3, 7, 7, 26, 1, 88, 10,
6, 3, 13, 3, 1, 2, 11, 3, 2, 2, 7, 3, 1, 1, 1, 1, 12, 2, 8, 7,
181, 1, 16, 1, 9, 2, 1, 4, 7, 1, 2, 3, 2, 1, 8, 3, 12, 1, 9, 1,
3, 7, 13, 1, 8, 2, 1, 1, 1, 2, 3, 1, 54, 1, 16, 1, 15, 3
],
[
1, 1, 2, 3660, 1, 634, 1, 465, 1, 50, 1, 66, 1, 16, 1, 815, 1,
522, 1, 97, 1, 14, 1, 78, 1, 21, 1, 142, 1, 28, 1, 57, 1, 129,
1, 129, 1, 7, 1, 14, 1, 28, 1, 34, 1, 196, 1, 14, 1, 22, 1,
159, 1, 68, 1, 88, 1, 51, 1, 25, 1, 119, 1, 370
],
[
4, 2, 2, 1, 8, 1, 1, 1, 6, 2, 6, 2, 2, 1, 1, 1, 6, 1, 1, 2, 1,
1, 2, 2, 1, 1, 3, 2, 3, 1, 6, 1, 4, 2, 2, 1, 4, 2, 3, 2, 1, 2
],
[
1, 66, 1, 13, 1, 2, 1, 2, 104, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 104, 104, 104, 104, 209, 104, 105,
208, 104, 312, 105, 104, 104, 104, 521, 416, 105, 104, 208,
104, 313, 208, 209, 104, 104, 104, 417
],
[
1, 73, 1, 2, 1, 6, 1, 1, 105, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 105, 103, 104, 105, 208, 104, 104,
209, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208,
104, 313, 208, 209, 104, 104, 104, 416
],
[
1, 76, 1, 2, 1, 3, 1, 1, 105, 104, 104, 104, 105, 104, 104,
104, 105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104,
104, 105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104,
104, 105, 103, 104, 105, 104, 104, 104, 105, 208, 104, 104,
209, 103, 313, 105, 103, 104, 105, 521, 416, 104, 105, 208,
104, 313, 208, 209, 103, 104, 105, 416
],
[
1, 11, 1, 10, 1, 10, 1, 10, 1, 5, 1, 4, 1, 5, 1, 4, 2, 4, 1, 3,
3, 3, 3, 2, 104, 105, 104, 104, 105, 104, 103, 104, 105, 104,
104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104,
104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 103, 105,
104, 104, 105, 104, 104, 104, 208, 104, 105
],
[
1, 12, 1, 22, 1, 10, 1, 3, 1, 1, 1, 4, 1, 5, 1, 3, 2, 4, 2, 4,
2, 3, 2, 3, 104, 104, 105, 104, 104, 104, 105, 104, 104, 104,
104, 104, 105, 104, 104, 104, 104, 104, 105, 104, 105, 103,
104, 104, 104, 105, 104, 104, 104, 105, 104, 103, 105, 104,
104, 104, 105, 104, 104, 104, 209, 103, 105
],
[
1, 12, 1, 22, 1, 10, 1, 5, 1, 3, 2, 5, 1, 3, 2, 4, 2, 3, 3, 3,
2, 3, 104, 105, 104, 104, 105, 103, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 104, 105, 104, 103, 105, 104, 104,
104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104,
104, 104, 105, 104, 104, 208, 104, 104
],
[
1, 66, 1, 2, 1, 6, 1, 6, 1, 1, 105, 104, 104, 104, 105, 104,
104, 104, 105, 103, 105, 104, 104, 104, 104, 105, 104, 104,
104, 104, 105, 103, 105, 104, 104, 104, 104, 104, 105, 104,
104, 104, 105, 103, 104, 105, 104, 104, 104, 105, 208, 104,
104, 209, 104, 312, 105, 104, 104, 104, 521, 417, 103, 104,
209, 104, 313, 208, 209, 103, 104, 105, 416
],
[
1, 66, 1, 13, 1, 2, 1, 2, 105, 103, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 105, 103, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 105, 104, 103, 105, 104, 104, 104,
105, 104, 104, 104, 105, 104, 104, 104, 104, 208, 105, 104,
208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208,
105, 312, 208, 209, 104, 104, 105, 416
],
[
1, 66, 1, 6, 1, 6, 1, 2, 1, 2, 105, 104, 104, 104, 105, 103,
104, 105, 104, 104, 104, 104, 105, 104, 104, 105, 104, 103,
104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104,
105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 208, 105,
104, 208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 105,
207, 104, 314, 208, 208, 104, 104, 105, 416
],
[
2, 3, 13, 1, 5, 1, 1, 1, 26, 1, 2, 1, 2, 1, 6, 1, 5, 1, 2, 1,
5, 1, 3, 1, 6, 1, 3, 1, 3, 1, 7, 1, 1, 1, 3, 1, 19, 1, 7, 1,
26, 1, 26, 1, 2, 1, 5, 1, 2, 1, 3, 1, 7, 1, 12, 1, 6, 1, 24, 1,
4, 1, 6, 1, 6, 1, 4, 1, 1, 1, 27, 1, 6, 1, 7, 1, 13, 1, 6, 1,
7, 1, 6, 1, 16, 1, 1, 1, 11, 1, 6, 1, 1, 1, 3, 1, 2, 1, 1, 1,
4, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 1, 1, 2,
1, 3, 1, 2, 1, 3, 1, 6, 1, 2, 1, 3, 1, 4, 1, 112, 1, 2, 1, 5,
1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 2, 1,
1, 1, 1, 3, 4, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1,
1, 4, 1, 4, 1, 1, 1, 4, 1, 6, 1, 28, 1, 83, 1, 1, 1, 5, 1, 6,
1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1,
3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 1, 1, 5,
1, 9, 1, 6, 1, 4, 1, 11, 1, 13, 1, 7, 1, 6, 1, 40, 1, 3, 1, 1,
1, 2, 1, 6, 1, 3, 1, 2, 1, 3, 1, 13, 1, 6, 1, 6, 1, 25, 1, 6,
1, 4, 1, 6, 1, 45, 1, 14, 1, 6, 1, 6, 1, 14, 1, 16, 1, 1, 1, 3,
2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 6, 1, 1, 1, 1, 1,
2, 1, 4, 1, 1, 1, 3, 1, 2, 1, 4, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2,
1, 4, 1, 6, 1, 10, 1, 112, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 2,
1, 3, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1,
1, 4, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 4,
1, 4, 1, 1, 1, 4, 1, 3, 1, 24, 1, 78, 1, 7, 1, 20, 1, 7, 1, 6,
1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1,
6, 1, 4, 1, 1, 1, 11, 1, 7, 1, 7, 1, 25, 1, 11, 1, 7, 1, 27, 1,
9, 1, 1, 1, 2, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3,
1, 2, 1, 3, 1, 6, 1, 25, 1, 13, 1, 11, 1, 65, 1, 13, 1, 7, 1,
6, 1, 6, 1, 3, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1,
1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1,
1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 1, 1, 1, 1, 2, 1, 6, 1, 3,
1, 2, 1, 3, 1, 108, 1, 3, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 1,
1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 1, 1, 1, 2,
1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1,
1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 10, 1, 7, 1, 6, 1, 14, 1, 66,
1, 8, 1, 6, 1, 6, 1, 6, 1, 10, 1, 6, 1, 6, 1, 6, 1, 7, 1, 3, 1,
6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 19, 1, 7, 1, 14, 1, 18, 1,
10, 1, 7, 1, 6, 1, 13, 1, 7, 1, 1, 1, 6, 1, 1, 1, 4, 1, 5, 1,
2, 1, 3, 1, 7, 1, 6, 1, 6, 1, 3, 1, 6, 1, 6, 1, 18, 1, 11, 1,
57, 1, 14, 1, 13, 1, 6, 1, 11, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 2,
1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 4, 1, 1,
1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 4, 1, 1, 1, 4, 1,
3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 13, 1, 97, 1, 1, 1, 2, 1, 3, 1,
2, 1, 3, 1, 1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4,
1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1,
1, 2, 1, 1, 1, 1, 2, 4, 1, 1, 1, 2, 12, 1, 6, 1, 7, 1, 21, 1,
14, 1, 13, 1, 26, 1, 8, 1, 5, 1, 6, 1, 13, 1, 10, 1, 6, 1, 7,
1, 6, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 31, 1, 7, 1,
14, 1, 3, 1, 25, 1, 7, 1, 16, 1, 8, 1, 1, 1, 4, 1, 1, 1, 4, 1,
1, 1, 4, 1, 6, 1, 1, 1, 4, 1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 7,
1, 3, 1, 13, 1, 52, 1, 21, 1, 21, 1, 6, 1, 5, 1, 2, 1, 6, 1, 1,
1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1,
1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4,
1, 1, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 108, 1, 1,
1, 5, 1, 6, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 6, 1, 4, 1, 2, 1,
3, 1, 2, 1, 3, 1, 1, 2, 3, 1, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1,
1, 1, 2, 1, 1, 1, 1, 1, 1, 15, 1, 3, 1, 6, 1, 7, 1, 29, 1, 46,
1, 2, 1, 8, 1, 12, 1, 25, 1, 13, 1, 11, 1, 3, 1, 6, 1, 6, 1,
21, 1, 7, 1, 14, 1, 6, 1, 7, 1, 6, 1, 5, 1, 4, 1, 11, 1, 6, 1,
7, 1, 6, 1, 20, 1, 6, 1, 6, 1, 13, 1, 57, 1, 1, 1, 6, 1, 6, 1,
6, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4,
1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 1, 1, 6, 1, 15, 1, 5, 1, 7, 1,
7, 1, 3, 1, 4, 1, 7, 1, 5, 1, 21, 1, 6, 1, 9, 1, 3, 1, 1, 1, 2,
1, 3, 1, 2, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1,
11, 1, 6, 1, 6, 1, 11, 1, 6, 1, 6, 1, 11, 1, 3, 1, 6, 1, 4, 1,
2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 1, 1, 1, 1, 4, 1, 2,
1, 3, 1, 2, 1, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 1, 2, 1, 1, 9, 1,
25, 1, 7, 1, 6, 1, 14, 1, 6, 1, 28, 1, 6, 1, 2, 1, 1, 1, 6, 1,
6, 1, 6, 1, 10, 1, 13, 1, 6, 1, 10, 1, 7, 1, 6, 1, 3, 1, 7, 1,
6, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3,
1, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1,
1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1,
1, 1, 1, 2, 1, 1, 1, 3, 2, 1, 1, 4, 1, 1, 1, 4, 1, 4, 1, 1, 1,
4, 1, 1, 1, 4, 1, 4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 3,
1, 7, 1, 3, 1, 2, 1, 3, 1, 4, 1, 82, 1, 21, 1, 3, 1, 5, 1, 1,
1, 4, 1, 1, 1, 6, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1,
1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1,
2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 3, 1, 4, 1,
8, 1, 22, 1, 71, 1, 8, 1, 6, 1, 5, 1, 7, 1, 6, 1, 3, 1, 2, 1,
3, 1, 6, 1, 2, 1, 3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1,
1, 4, 1, 1, 1, 4, 1, 5, 1, 7, 1, 6, 1, 8, 1, 7, 1, 8, 1, 5, 1,
6, 1, 14, 1, 6, 1, 28, 1, 103, 1, 42, 1, 6, 1, 6, 1, 6, 1, 20,
1, 5, 1, 8, 1, 2, 1, 4, 1, 7, 1, 6, 1, 12, 1, 6, 1, 28, 1, 6,
1, 153, 1, 6, 1, 6, 1, 20, 1, 5, 1, 7, 1, 2, 1, 13, 1, 5, 1, 8,
1, 5, 1, 2, 1, 6, 1, 1, 1, 1, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3, 1,
2, 1, 6, 1, 4, 1, 6, 1, 6, 1, 3, 1, 6, 1, 7, 1, 10, 1, 18, 1,
6, 1, 11, 1, 3, 1, 2, 1, 6, 1, 3, 1, 7, 1, 3, 1, 2, 1, 4, 1, 3,
1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 2, 1, 1, 1, 3, 1, 8, 1, 7, 1,
14, 1, 22, 1, 14, 1, 6, 1, 21, 1, 6, 1, 6, 1, 96, 1, 1, 1, 5,
1, 7, 1, 6, 1, 5, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1,
4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 4,
1, 6, 1, 8, 1, 2, 1, 14, 1, 6, 1, 13, 1, 7, 1, 6, 1, 28, 1, 6,
1, 104, 1, 2, 1, 5, 1, 2, 1, 6, 1, 5, 1, 4, 1, 2, 1, 3, 1, 2,
1, 3, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1,
1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 4, 1, 1, 2,
1, 22, 1, 6, 1, 162, 1, 6, 1, 35, 1, 6, 1, 6, 1, 5, 1, 7, 1, 3,
1, 3, 1, 8, 1, 5, 1, 20, 1, 4, 1, 4, 1, 1, 1, 1, 1, 4, 1, 1, 1,
3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 6, 1, 6, 1, 6, 1, 10, 1, 18, 1,
6, 1, 6, 1, 11, 1, 11, 1, 5, 1, 7, 1, 3, 1, 6, 1, 4, 1, 2, 1,
3, 1, 4, 1, 1, 1, 4, 1, 2, 1, 4, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4,
1, 22, 1, 17, 1, 6, 1, 7, 1, 6, 1, 21, 1, 6, 1, 28, 1, 98, 1,
2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6,
1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1,
4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 4, 1, 10, 1, 5, 1, 14, 1,
14, 1, 35, 1, 21, 1, 1, 1, 5, 1, 7, 1, 5, 1, 6, 1, 6, 1, 24, 1,
7, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1, 2, 1, 33, 1, 14, 1, 6, 1,
6, 1, 14, 1, 2, 1, 1, 1, 11, 1, 5, 1, 6, 1, 6, 1, 28, 1, 146,
1, 6, 1, 6, 1, 34, 1, 6, 1, 7, 1, 5, 1, 2, 1, 8, 1, 4, 1, 5, 1,
6, 1, 6, 1, 7, 1, 17, 1, 1, 1, 5, 1, 2, 1, 3, 1, 2, 1, 6, 1, 6,
1, 6, 1, 3, 1, 2, 1, 3, 1, 13, 1, 11, 1, 6, 1, 48, 1, 36, 1,
13, 1, 6, 1, 7, 1, 6, 1, 2, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1,
1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1,
4, 1, 3, 2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 3,
1, 2, 1, 4, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 10, 1, 6, 1, 11,
1, 11, 1, 13, 1, 11, 1, 3, 1, 6, 1, 7, 1, 3, 1, 37, 1, 6, 1,
22, 1, 6, 1, 6, 1, 11, 1, 3, 1, 7, 1, 3, 1, 6, 1, 1, 1, 1, 1,
4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 6, 1, 4,
1, 1, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 7, 1, 3, 1,
82, 1, 6, 1, 20, 1, 14, 1, 6, 1, 6, 1, 6, 1, 29, 1, 6, 1, 6, 1,
6, 1, 6, 1, 8, 1, 6, 1, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2,
1, 6, 1, 3, 1, 2, 1, 3, 1, 6, 1, 6, 1, 7, 1, 10, 1, 18, 1, 41,
1, 57, 1, 7, 1, 16, 1, 18, 1, 6, 1, 7, 1, 6, 1, 20, 1, 6, 1, 6,
1, 153, 1, 6, 1, 20, 1, 21, 1, 13, 1, 1, 1, 1, 1, 1, 1, 1, 1,
2, 1, 1, 1, 2, 1, 1, 1, 6, 1, 1, 1, 1, 1, 2, 1, 4, 1, 1, 1, 3,
1, 2, 1, 4, 1, 1, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1,
7, 1, 3, 1, 107, 1, 4, 1, 2, 1, 5, 1, 2, 1, 3, 1, 1, 1, 4, 1,
1, 1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1,
2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1,
4, 1, 3, 2, 1, 1, 43, 1, 21, 1, 111, 1, 6, 1, 21, 1, 6, 1, 6,
1, 6, 1, 6, 1, 6, 1, 10, 1, 1, 1, 2, 1, 7, 1, 5, 1, 6, 1, 6, 1,
6, 1, 13, 1, 6, 1, 6, 1, 8, 1, 3, 1, 2, 1, 5, 1, 7, 1, 6, 1, 6,
1, 5, 1, 4, 1, 6, 1, 11, 1, 13, 1, 48, 1, 14, 1, 6, 1, 21, 1,
6, 1, 6, 1, 7, 1, 6, 1, 15, 1, 5, 1, 6, 1, 6, 1, 28, 1, 167, 1,
6, 1, 13, 1, 6, 1, 6, 1, 30, 1, 5, 1, 6, 1, 6, 1, 6, 1, 28, 1,
6, 1, 13, 1, 110, 1, 27, 1, 28, 1, 6, 1, 30, 1, 19, 1, 6, 1, 6,
1, 49, 1, 103, 1, 6, 1, 6, 1, 13, 1, 27, 1, 5, 1, 1, 1, 1, 1,
1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3,
2, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1,
4, 1, 1, 1, 4, 1, 1, 1, 4, 1, 3, 1, 2, 1, 4, 1, 148, 1, 6, 1,
6, 1, 6, 1, 6, 1, 19, 1, 16, 1, 6, 1, 6, 1, 7, 1, 20, 1, 27, 1,
110, 1, 56, 1, 6, 1, 6, 1, 6, 1, 4, 1, 16, 1, 6, 1, 7, 1, 6, 1,
20, 1, 6, 1, 89, 1, 6, 1, 6, 1, 6, 1, 6, 1, 3, 1, 2, 1, 3, 1,
6, 1, 6, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3,
1, 2, 1, 14, 1, 6, 1, 6, 1, 8, 1, 3, 1, 3, 1, 7, 1, 6, 1, 6, 1,
6, 1, 14, 1, 6, 1, 6, 1, 14, 1, 131, 1, 28, 1, 6, 1, 6, 1, 6,
1, 5, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1, 6, 1, 20, 1, 6, 1, 167,
1, 6, 1, 6, 1, 6, 1, 6, 1, 20, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1,
5, 1, 6, 1, 6, 1, 14, 1, 20, 1, 159, 1, 1, 1, 1, 1, 6, 1, 2, 1,
3, 1, 1, 1, 4, 1, 1, 2, 3, 1, 1, 1, 2, 1, 1, 1, 1, 3, 2, 1, 1,
2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1,
4, 1, 6, 1, 3, 1, 2, 1, 4, 1, 2, 1, 8, 1, 156, 1, 6, 1, 6, 1,
6, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 8, 1, 3, 1, 13, 1, 7, 1,
27, 1, 6, 1, 131, 1, 35, 1, 6, 1, 6, 1, 6, 1, 6, 1, 13, 1, 2,
1, 7, 1, 4, 1, 20, 1, 6, 1, 6, 1, 28, 1, 13, 1, 117, 1, 13, 1,
34, 1, 7, 1, 6, 1, 5, 1, 2, 1, 7, 1, 5, 1, 20, 1, 6, 1, 13, 1,
6, 1, 167, 1, 6, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2, 1, 7, 1, 5, 1,
5, 1, 6, 1, 6, 1, 28, 1, 6, 1, 181, 1, 6, 1, 6, 1, 12, 1, 2, 1,
7, 1, 5, 1, 20, 1, 6, 1, 6, 1, 6, 1, 41, 1, 2, 1, 8, 1, 6, 1,
3, 1, 20, 1, 13, 1, 6, 1, 3, 1, 6, 1, 7, 1, 6, 1, 3, 1, 4, 1,
2, 1, 3, 1, 6, 1, 4, 1, 1, 1, 4, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3,
1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1,
1, 2, 1, 1, 1, 3, 2, 1, 2, 1, 2, 3, 1, 1, 1, 2, 1, 1, 4, 1, 1,
1, 4, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 3, 1, 4, 1, 2, 1, 4, 1,
6, 1, 3, 1, 2, 1, 3, 1, 2, 1, 4, 1, 3, 1, 2, 1, 4, 1, 6, 1, 3,
1, 6, 1, 4, 1, 109, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 1, 4, 1, 1,
1, 4, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 4, 1, 1, 1,
2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 4,
1, 1, 1, 4, 1, 3, 1, 2, 1, 37, 1, 7, 1, 65, 1, 2, 1, 5, 1, 6,
1, 6, 1, 7, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 4, 1, 1, 1,
7, 1, 3, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 4,
1, 7, 1, 16, 1, 14, 1, 7, 1, 59, 1, 6, 1, 2, 1, 6, 1, 3, 1, 13,
1, 6, 1, 25, 1, 6, 1, 10, 1, 6, 1, 2, 1, 22, 1, 14, 1, 14, 1,
6, 1, 20, 1, 6, 1, 6, 1, 2, 1, 5, 1, 7, 1, 6, 1, 6, 1, 6, 1, 6,
1, 28, 1, 6, 1, 131, 1, 35, 1, 6, 1, 6, 1, 5, 1, 6, 1, 6, 1, 2,
1, 13, 1, 6, 1, 6, 1, 13, 1, 6, 1, 6, 1, 160, 1, 13, 1, 13, 1,
14, 1, 5, 1, 5, 1, 7, 1, 2, 1, 5, 1, 7, 1, 5, 1, 6, 1, 39, 1,
3, 1, 1, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 2, 1, 6, 1, 3,
1, 6, 1, 32, 1, 10, 1, 7, 1, 68, 1, 20, 1, 6, 1, 7, 1, 5, 1, 2,
1, 7, 1, 5, 1, 20, 1, 6, 1, 13, 1, 6, 1, 167, 1, 6, 1, 20, 1,
6, 1, 7, 1, 5, 1, 2, 1, 6, 1, 1, 1, 3, 1, 6, 1, 6, 1, 7, 1, 27,
1, 6, 1, 78, 1, 6, 1, 6, 1, 5, 1, 6, 1, 7, 1, 3, 1, 6, 1, 4, 1,
1, 1, 4, 1, 2, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1, 41, 1, 16, 1,
11, 1, 7, 1, 29, 1, 5, 1, 2, 1, 3, 1, 2, 1, 1, 1, 3, 1, 2, 1,
4, 1, 5, 1, 7, 1, 3, 1, 2, 1, 3, 1, 6, 1, 6, 1, 4, 1, 13, 1, 6,
1, 4, 1, 6, 1, 6, 1, 3, 1, 7, 1, 3, 1, 2, 1, 3, 1, 4, 1, 2, 1,
3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 6, 1, 4, 1, 2, 1, 3, 1, 4, 1, 1,
1, 4, 1, 1, 1, 2, 1, 3, 1, 9, 1, 5, 1, 2, 1, 7, 1, 6, 1, 6, 1,
6, 1, 7, 1, 6, 1, 6, 1, 14, 1, 123, 1, 2, 1, 1, 1, 3, 1, 2, 1,
3, 1, 2, 1, 3, 1, 2, 1, 3, 1, 6, 1, 1, 1, 4, 1, 6, 1, 4, 1, 1,
1, 4, 1, 1, 1, 4, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1,
2, 1, 1, 2, 1, 1, 1, 1, 11, 1, 7, 1, 7, 1, 212, 1, 6, 1, 6, 1,
13, 1, 15, 1, 27, 1, 6, 1, 6, 1, 153, 1, 6, 1, 6, 1, 6, 1, 6,
1, 20, 1, 7, 1, 13, 1, 3, 1, 11, 1, 5, 1, 6, 1, 7, 1, 27, 1,
80, 1, 20, 1, 2775, 3, 20, 1, 16, 1, 2, 1, 17
],
[
1, 53, 1, 9, 1, 3, 1, 6, 1, 5, 2, 2, 1, 1, 105, 104, 104, 104,
105, 103, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104,
105, 103, 105, 104, 104, 104, 104, 104, 105, 104, 104, 104,
105, 103, 104, 105, 104, 104, 104, 105, 104, 104, 104, 104,
208, 105, 104, 208, 104, 313, 104, 104, 104, 104, 521, 417,
104, 104, 208, 104, 313, 209, 208, 104, 104, 104, 417
],
[
1, 69, 1, 6, 1, 6, 1, 1, 105, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 105, 104, 103, 104, 105, 104, 104, 104,
104, 105, 104, 104, 104, 105, 103, 104, 105, 208, 104, 105,
208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208,
105, 312, 208, 209, 104, 104, 104, 417
],
[
1, 66, 1, 9, 1, 3, 1, 4, 105, 104, 105, 104, 104, 104, 104,
105, 104, 104, 104, 104, 105, 103, 105, 104, 104, 104, 104,
105, 104, 104, 104, 104, 104, 104, 104, 105, 104, 104, 104,
105, 104, 104, 104, 104, 105, 103, 104, 105, 208, 105, 104,
208, 104, 312, 105, 104, 104, 104, 521, 417, 104, 104, 208,
104, 313, 208, 209, 104, 104, 105, 416
],
[
1, 51, 1, 13, 1, 3, 3, 6, 106, 105, 103, 105, 104, 105, 104,
103, 105, 104, 104, 104, 105, 104, 104, 104, 104, 104, 104,
105, 104, 104, 104, 104, 104, 105, 103, 105, 105, 104, 104,
103, 104, 105, 104, 104, 105, 104, 104, 103, 209, 105, 104
],
[
2, 72, 1, 5, 1, 2, 106, 105, 103, 105, 104, 105, 103, 104, 104,
104, 105, 104, 105, 103, 105, 104, 104, 104, 104, 105, 103,
105, 104, 104, 104, 105, 103, 105, 103, 105, 104, 104, 104,
104, 105, 104, 104, 104, 105, 103, 209, 104, 105
],
[
1, 78, 3, 1, 106, 104, 104, 104, 104, 105, 104, 104, 104, 104,
104, 105, 104, 104, 105, 103, 104, 104, 104, 105, 104, 105,
104, 103, 105, 104, 104, 105, 104, 104, 104, 104, 104, 104,
104, 105, 104, 104, 105, 103, 208, 105, 103
],
[
1, 83, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104,
104, 104, 105, 103, 104, 104, 105, 104, 104, 104, 105, 103,
105, 103, 105, 104, 104, 104, 105, 104, 104, 104, 105, 104,
104, 104, 104, 104, 104, 105, 208, 104, 104, 208, 104, 313,
105, 104, 104, 103, 522, 416, 104, 104, 209, 104, 313, 208,
209, 104, 103, 105, 416
],
[
1, 80, 1, 2, 1, 1, 105, 104, 104, 104, 105, 104, 104, 104, 104,
105, 104, 104, 104, 104, 104, 105, 104, 104, 104, 104, 104,
104, 104, 105, 104, 104, 104, 104, 105, 104, 104, 104, 104,
105, 103, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104,
313, 105, 104, 103, 104, 522, 416, 104, 104, 209, 104, 313,
208, 208, 104, 104, 105, 416
],
[
1, 73, 1, 2, 1, 9, 105, 104, 104, 104, 105, 103, 104, 105, 104,
104, 104, 105, 104, 104, 104, 104, 105, 103, 105, 104, 104,
104, 104, 105, 104, 104, 104, 104, 104, 104, 104, 105, 104,
104, 104, 105, 104, 104, 104, 104, 208, 105, 104, 208, 104,
313, 104, 104, 104, 104, 522, 416, 104, 104, 208, 105, 312,
209, 208, 104, 104, 105, 416
],
[
1, 13, 2, 4, 1, 9, 1, 4, 2, 9, 1, 4, 2, 3, 3, 4, 1, 9, 1, 3, 3,
4, 2, 2, 105, 105, 104, 103, 105, 104, 104, 104, 105, 104, 104,
104, 104, 104, 104, 105, 104, 104, 104, 104, 105, 103, 104,
106, 104, 104, 104, 103, 105, 104, 104, 105, 104, 104, 104,
104, 104, 104, 104, 104, 209, 104, 105
],
[
1, 9, 3, 3, 2, 9, 1, 4, 2, 4, 2, 8, 1, 4, 2, 4, 2, 4, 2, 2, 1,
5, 2, 3, 3, 3, 2, 2, 106, 104, 104, 103, 105, 104, 104, 105,
104, 104, 104, 104, 105, 103, 104, 106, 103, 105, 104, 103,
105, 103, 105, 105, 104, 104, 104, 103, 105, 104, 104, 105,
104, 104, 104, 104, 105, 104, 103, 106, 207, 104, 105
],
]
found_tolerances = []
print()
for i, plateau_lengths in enumerate(data):
found_tolerances.append(
AutoInterpretation.estimate_tolerance_from_plateau_lengths(
plateau_lengths))
print(found_tolerances)
estimated_tolerance = AutoInterpretation.get_most_frequent_value(
found_tolerances)
self.assertIn(estimated_tolerance, range(4, 7))
def test_auto_interpretation_overshoot_ook(self):
data = Signal(get_path_for_data_file("ook_overshoot.coco"), "").data
result = AutoInterpretation.estimate(data)
self.assertEqual(result["modulation_type"], "ASK")
self.assertEqual(result["bit_length"], 500)
