diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..fb3681bc7254549669eed99c8702399bae3f9cd3 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,39 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.10_s/results.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.7_s/results.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.8_s/results.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v0.9_s/results.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_n/results.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/F1_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/PR_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/P_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/R_curve.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +censor_detect_v1.0_s/results.png filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..4fcb2909b30d70084b5b8dc967c619f23814acfe --- /dev/null +++ b/README.md @@ -0,0 +1,19 @@ +--- +license: mit +datasets: +- deepghs/anime_censor_detection +metrics: +- f1 +pipeline_tag: object-detection +tags: +- art +--- + +| Model | FLOPS | Params | F1 Score | Threshold | F1 Plot | Confusion | Labels | +|:---------------------:|:-------:|:--------:|:----------:|:-----------:|:----------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------:|:----------------------------:| +| censor_detect_v1.0_n | 898 | 3.01M | 0.8 | 0.278 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v1.0_n/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v1.0_n/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | +| censor_detect_v1.0_s | 3.49k | 11.1M | 0.83 | 0.238 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v1.0_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v1.0_s/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | +| censor_detect_v0.10_s | 3.49k | 11.1M | 0.83 | 0.15 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.10_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.10_s/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | +| censor_detect_v0.9_s | 3.49k | 11.1M | 0.81 | 0.2 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.9_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.9_s/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | +| censor_detect_v0.8_s | 3.49k | 11.1M | 0.81 | 0.252 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.8_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.8_s/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | +| censor_detect_v0.7_s | 3.49k | 11.1M | 0.79 | 0.356 | [plot](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.7_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/anime_censor_detection/blob/main/censor_detect_v0.7_s/confusion_matrix.png) | `nipple_f`, `penis`, `pussy` | diff --git a/censor_detect_v0.10_s/F1_curve.png b/censor_detect_v0.10_s/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..10cc89afc2d8c53784f4e9ac06966a5f23e3da2a --- /dev/null +++ b/censor_detect_v0.10_s/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:28cbac84d99345cb4d7cc2084be62c30f3625beb3b44f6884f7a9299383d6823 +size 167601 diff --git a/censor_detect_v0.10_s/PR_curve.png b/censor_detect_v0.10_s/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..c414d2eac729db64382a963577c33eb1b3035d01 --- /dev/null +++ b/censor_detect_v0.10_s/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:036f341c20937a32aec6c08040ecb6434a8caeb0162f901d4ebea2fcc8247e0f +size 158547 diff --git a/censor_detect_v0.10_s/P_curve.png b/censor_detect_v0.10_s/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..f1cd2f7544e41d355f4174a818cf8c738fe76566 --- /dev/null +++ b/censor_detect_v0.10_s/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0c49d0418b78c174bc8963d823f8cb3c24a23c4f8c193a387f35be668763d74d +size 127516 diff --git a/censor_detect_v0.10_s/R_curve.png b/censor_detect_v0.10_s/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..b9c2ed105fb66f1ea3829a0f1e5f1ad156f3b53d --- /dev/null +++ b/censor_detect_v0.10_s/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:124d436739f79ad133661f46b87e381ca73ce60ef7e76233813fdc9c6973874b +size 167589 diff --git a/censor_detect_v0.10_s/confusion_matrix.png b/censor_detect_v0.10_s/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..6076e9028821ddb4f228957e207f81b857b80b39 --- /dev/null +++ b/censor_detect_v0.10_s/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d4c4ddcd1c5fa2a2d4d1d9a1279d979aca1fab359f5f779dcdf4fa46f8a8bba8 +size 113216 diff --git a/censor_detect_v0.10_s/labels.json b/censor_detect_v0.10_s/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v0.10_s/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v0.10_s/model.onnx b/censor_detect_v0.10_s/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..9f14828cab5ec64c08427a612240f2f343b17e9a --- /dev/null +++ b/censor_detect_v0.10_s/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9acfbfe4dd888d64d1b2b35a7acddbc0a84ede9800cae48ac7dfb1758943e7a +size 44586353 diff --git a/censor_detect_v0.10_s/model.pt b/censor_detect_v0.10_s/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5a8a5543b458378c7604e77ddefa4364b16d4e3e --- /dev/null +++ b/censor_detect_v0.10_s/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b7285316436b69d32519a7a8b8b7bd0a915e3f1cd0d7364bca4b31d7dec6341 +size 22500088 diff --git a/censor_detect_v0.10_s/model_artifacts.json b/censor_detect_v0.10_s/model_artifacts.json new file mode 100644 index 0000000000000000000000000000000000000000..9125272ee5ff33d25107c9a31805f21498dc7e0e --- /dev/null +++ b/censor_detect_v0.10_s/model_artifacts.json @@ -0,0 +1 @@ +{"names": ["nipple_f", "penis", "pussy"], "yaml": {"nc": 3, "depth_multiple": 0.33, "width_multiple": 0.5, "backbone": [[-1, 1, "Conv", [64, 3, 2]], [-1, 1, "Conv", [128, 3, 2]], [-1, 3, "C2f", [128, true]], [-1, 1, "Conv", [256, 3, 2]], [-1, 6, "C2f", [256, true]], [-1, 1, "Conv", [512, 3, 2]], [-1, 6, "C2f", [512, true]], [-1, 1, "Conv", [1024, 3, 2]], [-1, 3, "C2f", [1024, true]], [-1, 1, "SPPF", [1024, 5]]], "head": [[-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 6], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 4], 1, "Concat", [1]], [-1, 3, "C2f", [256]], [-1, 1, "Conv", [256, 3, 2]], [[-1, 12], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "Conv", [512, 3, 2]], [[-1, 9], 1, "Concat", [1]], [-1, 3, "C2f", [1024]], [[15, 18, 21], 1, "Detect", ["nc"]]], "ch": 3}, "nc": 3, "args": {"model": "yolov8s.yaml", "batch": 16, "imgsz": 640}, "ultralytics_version": "8.0.20", "model_type": "yolov8"} \ No newline at end of file diff --git a/censor_detect_v0.10_s/results.csv b/censor_detect_v0.10_s/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..3e0f652c21df8e1dddad70689242e9599caa6879 --- /dev/null +++ b/censor_detect_v0.10_s/results.csv @@ -0,0 +1,301 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.2959, 3.129, 1.8474, 0.59532, 0.4612, 0.49111, 0.25281, 1.7254, 1.6889, 1.316, 0.070041, 0.0033288, 0.0033288 + 1, 2.117, 2.2853, 1.5916, 0.60993, 0.47698, 0.49825, 0.24516, 1.7343, 1.6945, 1.2721, 0.040019, 0.0066401, 0.0066401 + 2, 2.1465, 2.2919, 1.5943, 0.60649, 0.39548, 0.44834, 0.21008, 1.8801, 1.9101, 1.3774, 0.009975, 0.0099295, 0.0099295 + 3, 2.2074, 2.3946, 1.645, 0.6229, 0.49689, 0.53112, 0.25177, 1.8285, 1.7436, 1.3678, 0.009901, 0.009901, 0.009901 + 4, 2.1496, 2.2497, 1.6025, 0.67808, 0.52962, 0.58041, 0.28661, 1.8012, 1.5163, 1.3398, 0.009901, 0.009901, 0.009901 + 5, 2.0995, 2.1323, 1.5751, 0.68542, 0.51944, 0.57999, 0.30896, 1.6798, 1.5104, 1.2968, 0.009868, 0.009868, 0.009868 + 6, 2.063, 2.0601, 1.5583, 0.75079, 0.59125, 0.65971, 0.35719, 1.6186, 1.3465, 1.2495, 0.009835, 0.009835, 0.009835 + 7, 2.0347, 1.9873, 1.5327, 0.76634, 0.56987, 0.65205, 0.35939, 1.597, 1.3422, 1.2325, 0.009802, 0.009802, 0.009802 + 8, 2.0118, 1.9441, 1.5176, 0.79365, 0.60153, 0.68764, 0.38253, 1.5784, 1.26, 1.23, 0.009769, 0.009769, 0.009769 + 9, 1.9917, 1.8987, 1.5021, 0.73991, 0.59908, 0.67121, 0.3723, 1.5999, 1.268, 1.2249, 0.009736, 0.009736, 0.009736 + 10, 1.9721, 1.8606, 1.4893, 0.77617, 0.61057, 0.68927, 0.37955, 1.5749, 1.2323, 1.2236, 0.009703, 0.009703, 0.009703 + 11, 1.9471, 1.8383, 1.479, 0.77946, 0.63349, 0.70908, 0.40036, 1.5518, 1.2077, 1.2139, 0.00967, 0.00967, 0.00967 + 12, 1.9419, 1.7938, 1.4756, 0.78924, 0.63831, 0.71957, 0.40842, 1.5234, 1.1629, 1.1857, 0.009637, 0.009637, 0.009637 + 13, 1.9169, 1.7636, 1.453, 0.80159, 0.62999, 0.72378, 0.4121, 1.5217, 1.1547, 1.1708, 0.009604, 0.009604, 0.009604 + 14, 1.9086, 1.7462, 1.4503, 0.81573, 0.64793, 0.73772, 0.42396, 1.5062, 1.131, 1.1879, 0.009571, 0.009571, 0.009571 + 15, 1.8989, 1.7012, 1.4421, 0.81734, 0.66086, 0.74847, 0.42937, 1.5045, 1.0887, 1.1735, 0.009538, 0.009538, 0.009538 + 16, 1.8943, 1.6958, 1.4428, 0.82133, 0.68365, 0.75622, 0.43938, 1.4831, 1.0653, 1.1733, 0.009505, 0.009505, 0.009505 + 17, 1.8837, 1.6677, 1.4318, 0.83018, 0.65574, 0.74846, 0.43654, 1.4802, 1.0864, 1.1684, 0.009472, 0.009472, 0.009472 + 18, 1.8699, 1.6463, 1.4226, 0.82351, 0.67154, 0.75581, 0.43711, 1.4773, 1.0583, 1.1577, 0.009439, 0.009439, 0.009439 + 19, 1.8662, 1.636, 1.4183, 0.83086, 0.65983, 0.75665, 0.44717, 1.4786, 1.0359, 1.1614, 0.009406, 0.009406, 0.009406 + 20, 1.8586, 1.6208, 1.4168, 0.82867, 0.67385, 0.76687, 0.45436, 1.4639, 1.0315, 1.1454, 0.009373, 0.009373, 0.009373 + 21, 1.8478, 1.6068, 1.4089, 0.83253, 0.69919, 0.77825, 0.4589, 1.4507, 1.0166, 1.1543, 0.00934, 0.00934, 0.00934 + 22, 1.8379, 1.5833, 1.4057, 0.83568, 0.69392, 0.77354, 0.45851, 1.4547, 1.0078, 1.1387, 0.009307, 0.009307, 0.009307 + 23, 1.8297, 1.5788, 1.3977, 0.84212, 0.68683, 0.77286, 0.46118, 1.4458, 1.0048, 1.1351, 0.009274, 0.009274, 0.009274 + 24, 1.8257, 1.5536, 1.3961, 0.83748, 0.68257, 0.77894, 0.46538, 1.4422, 0.98633, 1.1358, 0.009241, 0.009241, 0.009241 + 25, 1.8207, 1.5484, 1.3905, 0.81874, 0.71881, 0.78542, 0.4711, 1.4337, 0.97587, 1.1208, 0.009208, 0.009208, 0.009208 + 26, 1.807, 1.5424, 1.3847, 0.8449, 0.70542, 0.78984, 0.47845, 1.4173, 0.96524, 1.1264, 0.009175, 0.009175, 0.009175 + 27, 1.8074, 1.5267, 1.3864, 0.83304, 0.70161, 0.78972, 0.47747, 1.4099, 0.94781, 1.1252, 0.009142, 0.009142, 0.009142 + 28, 1.8055, 1.5195, 1.3811, 0.85905, 0.69008, 0.79491, 0.48038, 1.4151, 0.93905, 1.1238, 0.009109, 0.009109, 0.009109 + 29, 1.7958, 1.5038, 1.372, 0.84464, 0.71724, 0.80195, 0.4824, 1.4215, 0.92802, 1.1239, 0.009076, 0.009076, 0.009076 + 30, 1.7916, 1.4997, 1.3747, 0.85918, 0.70211, 0.80071, 0.48926, 1.4027, 0.93196, 1.1143, 0.009043, 0.009043, 0.009043 + 31, 1.7821, 1.4751, 1.3636, 0.8565, 0.72296, 0.80435, 0.48474, 1.4049, 0.91271, 1.1115, 0.00901, 0.00901, 0.00901 + 32, 1.7776, 1.4809, 1.3651, 0.85283, 0.72068, 0.80208, 0.48646, 1.3942, 0.91601, 1.1112, 0.008977, 0.008977, 0.008977 + 33, 1.7745, 1.4687, 1.364, 0.85723, 0.72191, 0.80649, 0.48896, 1.3991, 0.90822, 1.1195, 0.008944, 0.008944, 0.008944 + 34, 1.7686, 1.4652, 1.3606, 0.863, 0.71387, 0.80285, 0.48832, 1.3867, 0.90386, 1.112, 0.008911, 0.008911, 0.008911 + 35, 1.7676, 1.4493, 1.3565, 0.84779, 0.72246, 0.80529, 0.48899, 1.3881, 0.90491, 1.1117, 0.008878, 0.008878, 0.008878 + 36, 1.7642, 1.4403, 1.3513, 0.87161, 0.72289, 0.81075, 0.49164, 1.4013, 0.89088, 1.1074, 0.008845, 0.008845, 0.008845 + 37, 1.7632, 1.442, 1.3488, 0.88311, 0.72278, 0.81819, 0.50008, 1.3835, 0.87838, 1.1025, 0.008812, 0.008812, 0.008812 + 38, 1.7588, 1.4321, 1.3506, 0.86704, 0.73863, 0.81956, 0.50531, 1.3837, 0.86265, 1.097, 0.008779, 0.008779, 0.008779 + 39, 1.7521, 1.4213, 1.3392, 0.85386, 0.73548, 0.81677, 0.49938, 1.3862, 0.87268, 1.1011, 0.008746, 0.008746, 0.008746 + 40, 1.742, 1.4139, 1.3428, 0.86089, 0.73674, 0.82044, 0.50876, 1.3727, 0.8667, 1.096, 0.008713, 0.008713, 0.008713 + 41, 1.7445, 1.4051, 1.3422, 0.86341, 0.73921, 0.81845, 0.50174, 1.3815, 0.86828, 1.0989, 0.00868, 0.00868, 0.00868 + 42, 1.7307, 1.397, 1.3339, 0.84689, 0.74121, 0.81644, 0.50294, 1.3794, 0.86827, 1.0982, 0.008647, 0.008647, 0.008647 + 43, 1.7314, 1.3908, 1.3291, 0.86792, 0.73836, 0.81944, 0.50322, 1.3757, 0.85715, 1.0966, 0.008614, 0.008614, 0.008614 + 44, 1.731, 1.3919, 1.333, 0.87066, 0.73612, 0.82345, 0.50579, 1.3758, 0.85224, 1.0995, 0.008581, 0.008581, 0.008581 + 45, 1.7306, 1.3841, 1.3306, 0.87252, 0.7338, 0.82508, 0.50634, 1.3791, 0.85011, 1.0992, 0.008548, 0.008548, 0.008548 + 46, 1.7215, 1.3637, 1.3274, 0.86547, 0.7368, 0.82437, 0.50865, 1.3706, 0.85135, 1.0968, 0.008515, 0.008515, 0.008515 + 47, 1.718, 1.3679, 1.3235, 0.86807, 0.73895, 0.8223, 0.50627, 1.3679, 0.84606, 1.0982, 0.008482, 0.008482, 0.008482 + 48, 1.7196, 1.36, 1.3174, 0.85292, 0.75566, 0.82594, 0.51061, 1.3734, 0.83703, 1.0972, 0.008449, 0.008449, 0.008449 + 49, 1.7073, 1.3476, 1.311, 0.86426, 0.74875, 0.82556, 0.51174, 1.3675, 0.84146, 1.0903, 0.008416, 0.008416, 0.008416 + 50, 1.7029, 1.3276, 1.3091, 0.86322, 0.73574, 0.82512, 0.51361, 1.3564, 0.83081, 1.0857, 0.008383, 0.008383, 0.008383 + 51, 1.6948, 1.3334, 1.3084, 0.88795, 0.73622, 0.83125, 0.51664, 1.3533, 0.82666, 1.086, 0.00835, 0.00835, 0.00835 + 52, 1.6979, 1.3265, 1.3025, 0.86896, 0.74977, 0.83091, 0.51725, 1.3484, 0.82025, 1.081, 0.008317, 0.008317, 0.008317 + 53, 1.6882, 1.3142, 1.3045, 0.86268, 0.74925, 0.82823, 0.51492, 1.3486, 0.81978, 1.0824, 0.008284, 0.008284, 0.008284 + 54, 1.6783, 1.3035, 1.3005, 0.87239, 0.74267, 0.82957, 0.51454, 1.3542, 0.82074, 1.0863, 0.008251, 0.008251, 0.008251 + 55, 1.6776, 1.2985, 1.2963, 0.87825, 0.74636, 0.83469, 0.51804, 1.352, 0.81335, 1.0857, 0.008218, 0.008218, 0.008218 + 56, 1.6816, 1.2966, 1.2927, 0.88481, 0.7433, 0.83484, 0.51909, 1.3491, 0.80714, 1.0838, 0.008185, 0.008185, 0.008185 + 57, 1.6744, 1.2859, 1.2916, 0.87264, 0.75275, 0.83275, 0.51818, 1.3426, 0.80618, 1.0794, 0.008152, 0.008152, 0.008152 + 58, 1.6783, 1.2921, 1.2945, 0.87861, 0.75542, 0.83572, 0.52042, 1.3444, 0.80487, 1.0826, 0.008119, 0.008119, 0.008119 + 59, 1.682, 1.2983, 1.2966, 0.87159, 0.75868, 0.83944, 0.52398, 1.3389, 0.80197, 1.0806, 0.008086, 0.008086, 0.008086 + 60, 1.6698, 1.2723, 1.2922, 0.87935, 0.74824, 0.83574, 0.52216, 1.3378, 0.80129, 1.0808, 0.008053, 0.008053, 0.008053 + 61, 1.6647, 1.2617, 1.2842, 0.86284, 0.76, 0.83836, 0.52401, 1.339, 0.79467, 1.0807, 0.00802, 0.00802, 0.00802 + 62, 1.6586, 1.2607, 1.2795, 0.87683, 0.75418, 0.8378, 0.52339, 1.3388, 0.79185, 1.0798, 0.007987, 0.007987, 0.007987 + 63, 1.6557, 1.2517, 1.2807, 0.88113, 0.74912, 0.83769, 0.52413, 1.3391, 0.79746, 1.0786, 0.007954, 0.007954, 0.007954 + 64, 1.6582, 1.2522, 1.2861, 0.87731, 0.75342, 0.83778, 0.52312, 1.3396, 0.79862, 1.0793, 0.007921, 0.007921, 0.007921 + 65, 1.6493, 1.2353, 1.2781, 0.88086, 0.75686, 0.8393, 0.52377, 1.3418, 0.79157, 1.079, 0.007888, 0.007888, 0.007888 + 66, 1.6531, 1.2443, 1.2803, 0.88638, 0.75667, 0.84061, 0.52239, 1.3448, 0.79029, 1.0804, 0.007855, 0.007855, 0.007855 + 67, 1.6426, 1.2275, 1.2744, 0.88561, 0.7571, 0.84025, 0.52339, 1.3424, 0.7902, 1.0796, 0.007822, 0.007822, 0.007822 + 68, 1.6461, 1.2393, 1.2714, 0.88377, 0.76271, 0.84271, 0.52418, 1.3361, 0.78838, 1.0773, 0.007789, 0.007789, 0.007789 + 69, 1.6368, 1.2283, 1.2696, 0.87253, 0.76681, 0.84351, 0.52471, 1.3355, 0.78393, 1.0774, 0.007756, 0.007756, 0.007756 + 70, 1.6358, 1.2241, 1.2682, 0.88061, 0.76182, 0.84414, 0.52636, 1.3334, 0.78019, 1.0756, 0.007723, 0.007723, 0.007723 + 71, 1.6381, 1.2287, 1.271, 0.87627, 0.76931, 0.84409, 0.52744, 1.3336, 0.78063, 1.0753, 0.00769, 0.00769, 0.00769 + 72, 1.6376, 1.2192, 1.2695, 0.88195, 0.76549, 0.84287, 0.52629, 1.3346, 0.77938, 1.0772, 0.007657, 0.007657, 0.007657 + 73, 1.626, 1.2117, 1.2686, 0.87841, 0.76721, 0.84271, 0.52757, 1.3362, 0.78005, 1.0776, 0.007624, 0.007624, 0.007624 + 74, 1.6236, 1.207, 1.2621, 0.87926, 0.76981, 0.8436, 0.52599, 1.3366, 0.78006, 1.0787, 0.007591, 0.007591, 0.007591 + 75, 1.6264, 1.1991, 1.2612, 0.88535, 0.76309, 0.84151, 0.52633, 1.3381, 0.78061, 1.0795, 0.007558, 0.007558, 0.007558 + 76, 1.625, 1.2038, 1.2607, 0.89016, 0.76057, 0.84267, 0.52668, 1.3394, 0.77988, 1.081, 0.007525, 0.007525, 0.007525 + 77, 1.6194, 1.2007, 1.2574, 0.88755, 0.75968, 0.84313, 0.52568, 1.3393, 0.77881, 1.0803, 0.007492, 0.007492, 0.007492 + 78, 1.6262, 1.1975, 1.2566, 0.88623, 0.76114, 0.84395, 0.52533, 1.3402, 0.77747, 1.082, 0.007459, 0.007459, 0.007459 + 79, 1.6103, 1.188, 1.2499, 0.89346, 0.75468, 0.84412, 0.52586, 1.3398, 0.7762, 1.0818, 0.007426, 0.007426, 0.007426 + 80, 1.6127, 1.1737, 1.2493, 0.89059, 0.75795, 0.84399, 0.52636, 1.339, 0.77531, 1.0812, 0.007393, 0.007393, 0.007393 + 81, 1.6032, 1.1723, 1.2432, 0.88233, 0.76464, 0.8438, 0.5268, 1.3386, 0.77513, 1.0803, 0.00736, 0.00736, 0.00736 + 82, 1.6026, 1.1667, 1.2454, 0.88159, 0.76289, 0.8443, 0.5262, 1.339, 0.77422, 1.0799, 0.007327, 0.007327, 0.007327 + 83, 1.6097, 1.179, 1.2506, 0.87773, 0.76791, 0.84593, 0.52676, 1.3384, 0.77266, 1.0793, 0.007294, 0.007294, 0.007294 + 84, 1.607, 1.1669, 1.247, 0.87864, 0.76876, 0.84585, 0.52679, 1.339, 0.77249, 1.0799, 0.007261, 0.007261, 0.007261 + 85, 1.6003, 1.1594, 1.2412, 0.87825, 0.76897, 0.84579, 0.52797, 1.3392, 0.77135, 1.0806, 0.007228, 0.007228, 0.007228 + 86, 1.5899, 1.1576, 1.2428, 0.87846, 0.77025, 0.84727, 0.52869, 1.3388, 0.77081, 1.0812, 0.007195, 0.007195, 0.007195 + 87, 1.6002, 1.1579, 1.2434, 0.87628, 0.771, 0.8457, 0.52824, 1.3386, 0.77153, 1.0809, 0.007162, 0.007162, 0.007162 + 88, 1.604, 1.16, 1.2443, 0.87036, 0.77602, 0.84551, 0.52831, 1.3385, 0.76959, 1.0812, 0.007129, 0.007129, 0.007129 + 89, 1.5823, 1.1463, 1.2388, 0.88132, 0.76718, 0.84587, 0.52816, 1.3384, 0.76985, 1.0812, 0.007096, 0.007096, 0.007096 + 90, 1.5875, 1.1486, 1.2406, 0.8793, 0.76891, 0.84568, 0.52912, 1.3377, 0.76899, 1.0812, 0.007063, 0.007063, 0.007063 + 91, 1.5901, 1.1496, 1.2391, 0.88361, 0.76756, 0.84608, 0.52898, 1.3372, 0.76945, 1.0809, 0.00703, 0.00703, 0.00703 + 92, 1.5798, 1.1322, 1.2356, 0.88226, 0.7704, 0.84662, 0.53009, 1.3367, 0.76839, 1.0809, 0.006997, 0.006997, 0.006997 + 93, 1.5774, 1.1274, 1.2352, 0.88504, 0.76835, 0.84789, 0.53062, 1.3368, 0.76778, 1.0804, 0.006964, 0.006964, 0.006964 + 94, 1.5832, 1.1359, 1.2348, 0.88277, 0.77099, 0.84832, 0.53032, 1.3364, 0.76696, 1.0804, 0.006931, 0.006931, 0.006931 + 95, 1.5809, 1.1312, 1.2307, 0.87845, 0.77654, 0.84849, 0.53061, 1.3357, 0.76558, 1.0803, 0.006898, 0.006898, 0.006898 + 96, 1.5696, 1.13, 1.2307, 0.88678, 0.77142, 0.84784, 0.53075, 1.3353, 0.76496, 1.0801, 0.006865, 0.006865, 0.006865 + 97, 1.5727, 1.1301, 1.231, 0.88505, 0.77163, 0.84746, 0.53153, 1.3343, 0.76441, 1.0796, 0.006832, 0.006832, 0.006832 + 98, 1.5666, 1.1191, 1.2275, 0.88678, 0.77081, 0.84745, 0.53181, 1.3345, 0.76318, 1.0795, 0.006799, 0.006799, 0.006799 + 99, 1.554, 1.113, 1.2234, 0.88324, 0.77378, 0.84758, 0.53184, 1.3345, 0.76279, 1.0797, 0.006766, 0.006766, 0.006766 + 100, 1.564, 1.1078, 1.2236, 0.88337, 0.77329, 0.84751, 0.53143, 1.335, 0.76219, 1.08, 0.006733, 0.006733, 0.006733 + 101, 1.5583, 1.1088, 1.2238, 0.88179, 0.7746, 0.848, 0.53096, 1.3349, 0.76269, 1.0798, 0.0067, 0.0067, 0.0067 + 102, 1.5548, 1.1012, 1.2162, 0.87706, 0.77587, 0.84677, 0.53125, 1.3341, 0.76136, 1.0798, 0.006667, 0.006667, 0.006667 + 103, 1.5554, 1.0968, 1.2211, 0.87982, 0.77683, 0.84787, 0.53041, 1.3336, 0.76139, 1.0792, 0.006634, 0.006634, 0.006634 + 104, 1.5577, 1.1069, 1.2179, 0.87661, 0.77759, 0.84739, 0.53074, 1.3334, 0.76142, 1.0791, 0.006601, 0.006601, 0.006601 + 105, 1.5447, 1.0876, 1.2121, 0.87942, 0.77688, 0.84793, 0.53006, 1.3333, 0.76164, 1.0793, 0.006568, 0.006568, 0.006568 + 106, 1.544, 1.0902, 1.2145, 0.87598, 0.77883, 0.84774, 0.5305, 1.3325, 0.76174, 1.0791, 0.006535, 0.006535, 0.006535 + 107, 1.5453, 1.094, 1.2138, 0.87855, 0.77581, 0.84785, 0.53107, 1.3317, 0.76115, 1.0787, 0.006502, 0.006502, 0.006502 + 108, 1.5527, 1.0943, 1.2148, 0.87909, 0.7761, 0.84695, 0.53087, 1.3318, 0.76006, 1.0787, 0.006469, 0.006469, 0.006469 + 109, 1.5385, 1.0799, 1.2086, 0.87856, 0.77581, 0.84672, 0.53119, 1.3311, 0.75989, 1.0785, 0.006436, 0.006436, 0.006436 + 110, 1.5295, 1.0783, 1.2085, 0.87759, 0.77701, 0.84726, 0.53169, 1.3316, 0.75985, 1.0789, 0.006403, 0.006403, 0.006403 + 111, 1.5379, 1.0838, 1.2111, 0.87807, 0.77676, 0.8473, 0.5326, 1.3319, 0.75911, 1.079, 0.00637, 0.00637, 0.00637 + 112, 1.5352, 1.0762, 1.2072, 0.88153, 0.77597, 0.84671, 0.5319, 1.3322, 0.75886, 1.0789, 0.006337, 0.006337, 0.006337 + 113, 1.5367, 1.0736, 1.2089, 0.87961, 0.77652, 0.84693, 0.53195, 1.3323, 0.75851, 1.0788, 0.006304, 0.006304, 0.006304 + 114, 1.5358, 1.0699, 1.208, 0.87788, 0.7774, 0.84718, 0.53191, 1.3328, 0.75776, 1.079, 0.006271, 0.006271, 0.006271 + 115, 1.5286, 1.0671, 1.204, 0.8787, 0.77804, 0.84781, 0.53194, 1.3328, 0.75761, 1.0791, 0.006238, 0.006238, 0.006238 + 116, 1.5287, 1.0723, 1.2043, 0.87815, 0.77876, 0.84797, 0.53183, 1.332, 0.75708, 1.0787, 0.006205, 0.006205, 0.006205 + 117, 1.5246, 1.0593, 1.2025, 0.87922, 0.77784, 0.84757, 0.53187, 1.3323, 0.75686, 1.0789, 0.006172, 0.006172, 0.006172 + 118, 1.5244, 1.0606, 1.2061, 0.8761, 0.77787, 0.84769, 0.53146, 1.3322, 0.75727, 1.0788, 0.006139, 0.006139, 0.006139 + 119, 1.5247, 1.0654, 1.2037, 0.87602, 0.77969, 0.84631, 0.53154, 1.3318, 0.7564, 1.0784, 0.006106, 0.006106, 0.006106 + 120, 1.5183, 1.0525, 1.1986, 0.87363, 0.78099, 0.8468, 0.5321, 1.3314, 0.75648, 1.0786, 0.006073, 0.006073, 0.006073 + 121, 1.5187, 1.0593, 1.2025, 0.87501, 0.78032, 0.84624, 0.53236, 1.3315, 0.75638, 1.0785, 0.00604, 0.00604, 0.00604 + 122, 1.5173, 1.0546, 1.1986, 0.87447, 0.78086, 0.84611, 0.53241, 1.3314, 0.75624, 1.0786, 0.006007, 0.006007, 0.006007 + 123, 1.5134, 1.0478, 1.1931, 0.87608, 0.78063, 0.84631, 0.53277, 1.3315, 0.75588, 1.0784, 0.005974, 0.005974, 0.005974 + 124, 1.5155, 1.0507, 1.1966, 0.8777, 0.78002, 0.84654, 0.53316, 1.3314, 0.75547, 1.0783, 0.005941, 0.005941, 0.005941 + 125, 1.5047, 1.0372, 1.1889, 0.87984, 0.77895, 0.84664, 0.53342, 1.3309, 0.75529, 1.0773, 0.005908, 0.005908, 0.005908 + 126, 1.5043, 1.039, 1.1892, 0.88038, 0.77932, 0.84728, 0.53399, 1.3317, 0.75426, 1.0781, 0.005875, 0.005875, 0.005875 + 127, 1.5023, 1.0397, 1.1879, 0.87615, 0.78365, 0.8476, 0.53404, 1.3311, 0.75393, 1.0771, 0.005842, 0.005842, 0.005842 + 128, 1.5121, 1.0473, 1.193, 0.87822, 0.77837, 0.84765, 0.5332, 1.331, 0.75428, 1.0772, 0.005809, 0.005809, 0.005809 + 129, 1.4946, 1.028, 1.1862, 0.87213, 0.7825, 0.84768, 0.534, 1.3311, 0.754, 1.0771, 0.005776, 0.005776, 0.005776 + 130, 1.4949, 1.0311, 1.1829, 0.87114, 0.78309, 0.84807, 0.53394, 1.3311, 0.753, 1.0772, 0.005743, 0.005743, 0.005743 + 131, 1.4939, 1.0265, 1.1825, 0.86596, 0.78511, 0.84738, 0.53382, 1.3309, 0.7529, 1.0769, 0.00571, 0.00571, 0.00571 + 132, 1.4952, 1.0251, 1.1834, 0.87939, 0.77632, 0.84823, 0.53461, 1.3309, 0.75278, 1.077, 0.005677, 0.005677, 0.005677 + 133, 1.4998, 1.0271, 1.1834, 0.87935, 0.77564, 0.84788, 0.53472, 1.3306, 0.75208, 1.0768, 0.005644, 0.005644, 0.005644 + 134, 1.4842, 1.0129, 1.1765, 0.88353, 0.77205, 0.84688, 0.53482, 1.3302, 0.75174, 1.0766, 0.005611, 0.005611, 0.005611 + 135, 1.483, 1.0155, 1.1787, 0.88375, 0.77303, 0.84743, 0.53479, 1.3302, 0.75106, 1.0765, 0.005578, 0.005578, 0.005578 + 136, 1.4849, 1.0184, 1.1818, 0.88458, 0.77002, 0.84737, 0.53491, 1.3297, 0.75109, 1.0766, 0.005545, 0.005545, 0.005545 + 137, 1.4885, 1.0208, 1.1794, 0.88306, 0.77003, 0.84692, 0.53428, 1.3304, 0.75104, 1.0765, 0.005512, 0.005512, 0.005512 + 138, 1.4767, 1.0136, 1.1772, 0.88346, 0.77229, 0.84661, 0.53439, 1.3299, 0.75052, 1.0764, 0.005479, 0.005479, 0.005479 + 139, 1.4709, 1.0045, 1.1734, 0.88419, 0.76935, 0.84743, 0.53471, 1.3293, 0.75016, 1.0761, 0.005446, 0.005446, 0.005446 + 140, 1.4788, 1.0058, 1.1718, 0.88535, 0.76718, 0.8477, 0.53519, 1.3296, 0.75003, 1.0762, 0.005413, 0.005413, 0.005413 + 141, 1.4775, 0.99983, 1.1734, 0.88698, 0.76825, 0.84799, 0.53557, 1.3289, 0.74973, 1.0759, 0.00538, 0.00538, 0.00538 + 142, 1.4747, 1.011, 1.1719, 0.88679, 0.76964, 0.84818, 0.5359, 1.3292, 0.74949, 1.0758, 0.005347, 0.005347, 0.005347 + 143, 1.4753, 0.99769, 1.1751, 0.88662, 0.77138, 0.84806, 0.53545, 1.3288, 0.74891, 1.0755, 0.005314, 0.005314, 0.005314 + 144, 1.4585, 0.98915, 1.1683, 0.88584, 0.77216, 0.84732, 0.53547, 1.3284, 0.74833, 1.0752, 0.005281, 0.005281, 0.005281 + 145, 1.4733, 0.99781, 1.1687, 0.88658, 0.77129, 0.84681, 0.53475, 1.3281, 0.74771, 1.0749, 0.005248, 0.005248, 0.005248 + 146, 1.467, 0.98361, 1.1679, 0.88663, 0.77217, 0.84729, 0.53553, 1.3278, 0.74742, 1.0746, 0.005215, 0.005215, 0.005215 + 147, 1.465, 0.98429, 1.1689, 0.88777, 0.77226, 0.84777, 0.53532, 1.3281, 0.74789, 1.0745, 0.005182, 0.005182, 0.005182 + 148, 1.4492, 0.97606, 1.1651, 0.88774, 0.77145, 0.84778, 0.53573, 1.3276, 0.74715, 1.0743, 0.005149, 0.005149, 0.005149 + 149, 1.4632, 0.9878, 1.1647, 0.886, 0.77486, 0.84753, 0.5357, 1.3277, 0.74666, 1.0741, 0.005116, 0.005116, 0.005116 + 150, 1.4624, 0.98914, 1.1624, 0.88589, 0.7741, 0.84802, 0.53596, 1.3276, 0.74633, 1.0739, 0.005083, 0.005083, 0.005083 + 151, 1.4489, 0.97903, 1.1557, 0.88485, 0.77341, 0.84777, 0.53668, 1.328, 0.74609, 1.0741, 0.00505, 0.00505, 0.00505 + 152, 1.4531, 0.97747, 1.1616, 0.88454, 0.77535, 0.84774, 0.5367, 1.3279, 0.74592, 1.074, 0.005017, 0.005017, 0.005017 + 153, 1.4409, 0.96574, 1.1529, 0.88581, 0.77703, 0.84831, 0.53711, 1.3279, 0.7461, 1.0738, 0.004984, 0.004984, 0.004984 + 154, 1.4525, 0.96719, 1.1605, 0.88571, 0.77752, 0.84799, 0.5369, 1.3279, 0.74634, 1.074, 0.004951, 0.004951, 0.004951 + 155, 1.4447, 0.96204, 1.1574, 0.88662, 0.77851, 0.84776, 0.53707, 1.3281, 0.74643, 1.0741, 0.004918, 0.004918, 0.004918 + 156, 1.4426, 0.96107, 1.1517, 0.88836, 0.77879, 0.8477, 0.5378, 1.3281, 0.74682, 1.0739, 0.004885, 0.004885, 0.004885 + 157, 1.4322, 0.95198, 1.1527, 0.8881, 0.7781, 0.84775, 0.53734, 1.3284, 0.74695, 1.0739, 0.004852, 0.004852, 0.004852 + 158, 1.439, 0.96105, 1.1534, 0.88779, 0.77593, 0.84738, 0.53717, 1.3288, 0.74723, 1.0741, 0.004819, 0.004819, 0.004819 + 159, 1.4352, 0.94913, 1.1494, 0.89116, 0.77421, 0.84832, 0.53762, 1.3289, 0.74723, 1.0741, 0.004786, 0.004786, 0.004786 + 160, 1.4293, 0.95162, 1.1523, 0.89041, 0.77437, 0.84813, 0.53774, 1.3294, 0.74677, 1.0742, 0.004753, 0.004753, 0.004753 + 161, 1.4237, 0.94527, 1.1501, 0.89143, 0.77539, 0.8484, 0.53802, 1.3292, 0.74617, 1.0742, 0.00472, 0.00472, 0.00472 + 162, 1.4184, 0.93483, 1.146, 0.89248, 0.7741, 0.8489, 0.53771, 1.3294, 0.74608, 1.0742, 0.004687, 0.004687, 0.004687 + 163, 1.4198, 0.94177, 1.1438, 0.89243, 0.77513, 0.84829, 0.53724, 1.3302, 0.74553, 1.0742, 0.004654, 0.004654, 0.004654 + 164, 1.4171, 0.93758, 1.1441, 0.89148, 0.77357, 0.84784, 0.53742, 1.3298, 0.74541, 1.0739, 0.004621, 0.004621, 0.004621 + 165, 1.4131, 0.93127, 1.1405, 0.89252, 0.77353, 0.84785, 0.5375, 1.3298, 0.74571, 1.074, 0.004588, 0.004588, 0.004588 + 166, 1.4269, 0.94837, 1.1484, 0.89192, 0.77395, 0.84771, 0.53725, 1.3297, 0.74626, 1.074, 0.004555, 0.004555, 0.004555 + 167, 1.4114, 0.92965, 1.142, 0.89026, 0.77497, 0.84742, 0.53679, 1.3303, 0.74596, 1.0741, 0.004522, 0.004522, 0.004522 + 168, 1.4118, 0.93642, 1.1419, 0.89334, 0.77498, 0.84842, 0.53717, 1.3301, 0.74504, 1.0739, 0.004489, 0.004489, 0.004489 + 169, 1.4131, 0.93156, 1.1424, 0.8934, 0.77535, 0.84856, 0.53673, 1.3304, 0.74499, 1.0738, 0.004456, 0.004456, 0.004456 + 170, 1.4117, 0.93404, 1.1416, 0.89391, 0.77558, 0.84874, 0.53681, 1.3304, 0.74518, 1.0738, 0.004423, 0.004423, 0.004423 + 171, 1.4104, 0.92274, 1.1368, 0.892, 0.77584, 0.84902, 0.53754, 1.3305, 0.74639, 1.0738, 0.00439, 0.00439, 0.00439 + 172, 1.3994, 0.91632, 1.134, 0.8927, 0.77526, 0.84923, 0.53764, 1.3307, 0.74665, 1.0737, 0.004357, 0.004357, 0.004357 + 173, 1.403, 0.91863, 1.1323, 0.89239, 0.77626, 0.84896, 0.53756, 1.3305, 0.74685, 1.0736, 0.004324, 0.004324, 0.004324 + 174, 1.4013, 0.91899, 1.1309, 0.89306, 0.77433, 0.84898, 0.53733, 1.3309, 0.747, 1.0736, 0.004291, 0.004291, 0.004291 + 175, 1.3982, 0.91362, 1.133, 0.8925, 0.77596, 0.84833, 0.53715, 1.3311, 0.747, 1.0734, 0.004258, 0.004258, 0.004258 + 176, 1.3985, 0.9164, 1.1307, 0.89318, 0.77542, 0.84917, 0.53695, 1.3311, 0.74677, 1.0734, 0.004225, 0.004225, 0.004225 + 177, 1.3952, 0.91274, 1.1294, 0.89284, 0.77553, 0.84919, 0.53655, 1.3309, 0.74647, 1.0731, 0.004192, 0.004192, 0.004192 + 178, 1.386, 0.89695, 1.1275, 0.89251, 0.77591, 0.84928, 0.53649, 1.3312, 0.74618, 1.073, 0.004159, 0.004159, 0.004159 + 179, 1.3849, 0.9002, 1.1318, 0.89042, 0.77694, 0.84929, 0.53689, 1.3317, 0.74628, 1.0734, 0.004126, 0.004126, 0.004126 + 180, 1.3819, 0.90699, 1.1271, 0.89065, 0.77706, 0.84963, 0.53716, 1.3317, 0.74554, 1.0731, 0.004093, 0.004093, 0.004093 + 181, 1.382, 0.89423, 1.1235, 0.89096, 0.77846, 0.84996, 0.53731, 1.332, 0.74573, 1.0732, 0.00406, 0.00406, 0.00406 + 182, 1.3804, 0.89592, 1.1237, 0.89376, 0.77826, 0.8507, 0.53733, 1.332, 0.74556, 1.0733, 0.004027, 0.004027, 0.004027 + 183, 1.3722, 0.8952, 1.1221, 0.89421, 0.77856, 0.8504, 0.53699, 1.3321, 0.74553, 1.0733, 0.003994, 0.003994, 0.003994 + 184, 1.369, 0.88712, 1.1229, 0.89157, 0.78012, 0.85034, 0.53777, 1.3325, 0.74602, 1.0733, 0.003961, 0.003961, 0.003961 + 185, 1.3736, 0.89123, 1.1211, 0.89134, 0.78157, 0.85067, 0.53742, 1.3329, 0.74644, 1.0735, 0.003928, 0.003928, 0.003928 + 186, 1.3757, 0.89019, 1.1227, 0.8928, 0.78167, 0.85064, 0.53703, 1.333, 0.74607, 1.0733, 0.003895, 0.003895, 0.003895 + 187, 1.3626, 0.88443, 1.1184, 0.89331, 0.78199, 0.85108, 0.53761, 1.3332, 0.74561, 1.0736, 0.003862, 0.003862, 0.003862 + 188, 1.3651, 0.87574, 1.1162, 0.89373, 0.78192, 0.85121, 0.53801, 1.3337, 0.74552, 1.0735, 0.003829, 0.003829, 0.003829 + 189, 1.368, 0.88228, 1.1184, 0.89474, 0.78219, 0.85206, 0.53823, 1.3337, 0.74532, 1.0734, 0.003796, 0.003796, 0.003796 + 190, 1.3539, 0.87463, 1.1121, 0.89439, 0.78111, 0.85161, 0.53823, 1.3339, 0.7451, 1.0734, 0.003763, 0.003763, 0.003763 + 191, 1.357, 0.8731, 1.1135, 0.89423, 0.78018, 0.8522, 0.5383, 1.3342, 0.74445, 1.0733, 0.00373, 0.00373, 0.00373 + 192, 1.3542, 0.87079, 1.1134, 0.89393, 0.78088, 0.85218, 0.53862, 1.3343, 0.74412, 1.0734, 0.003697, 0.003697, 0.003697 + 193, 1.3457, 0.86615, 1.108, 0.8951, 0.78136, 0.853, 0.53846, 1.3341, 0.74471, 1.0731, 0.003664, 0.003664, 0.003664 + 194, 1.353, 0.86808, 1.1108, 0.89409, 0.78218, 0.85358, 0.53885, 1.334, 0.74461, 1.0728, 0.003631, 0.003631, 0.003631 + 195, 1.3547, 0.86101, 1.1079, 0.89715, 0.7762, 0.85307, 0.53892, 1.3339, 0.74413, 1.0727, 0.003598, 0.003598, 0.003598 + 196, 1.351, 0.86674, 1.1081, 0.90222, 0.77258, 0.85277, 0.53905, 1.334, 0.74463, 1.0727, 0.003565, 0.003565, 0.003565 + 197, 1.3406, 0.85892, 1.1097, 0.90234, 0.77125, 0.85307, 0.53903, 1.3341, 0.74409, 1.0728, 0.003532, 0.003532, 0.003532 + 198, 1.3323, 0.85647, 1.1039, 0.90199, 0.77175, 0.85298, 0.53921, 1.3351, 0.74378, 1.0737, 0.003499, 0.003499, 0.003499 + 199, 1.3441, 0.8595, 1.1057, 0.90196, 0.77156, 0.85307, 0.53895, 1.3354, 0.74404, 1.0738, 0.003466, 0.003466, 0.003466 + 200, 1.3297, 0.84787, 1.1021, 0.90246, 0.77226, 0.85306, 0.53886, 1.3354, 0.74415, 1.0737, 0.003433, 0.003433, 0.003433 + 201, 1.3313, 0.84811, 1.1008, 0.90306, 0.77154, 0.85295, 0.53918, 1.3355, 0.74408, 1.0738, 0.0034, 0.0034, 0.0034 + 202, 1.3223, 0.83953, 1.0981, 0.90433, 0.77063, 0.85289, 0.53943, 1.3353, 0.74421, 1.0738, 0.003367, 0.003367, 0.003367 + 203, 1.3216, 0.84621, 1.0969, 0.90502, 0.7707, 0.85296, 0.53986, 1.3357, 0.74432, 1.0737, 0.003334, 0.003334, 0.003334 + 204, 1.3282, 0.84049, 1.0948, 0.90676, 0.76975, 0.85307, 0.54017, 1.3356, 0.74489, 1.0737, 0.003301, 0.003301, 0.003301 + 205, 1.3188, 0.84033, 1.0963, 0.90558, 0.77185, 0.85379, 0.54023, 1.3354, 0.74472, 1.0738, 0.003268, 0.003268, 0.003268 + 206, 1.3153, 0.82999, 1.0909, 0.90674, 0.76974, 0.85218, 0.54027, 1.3359, 0.74521, 1.0738, 0.003235, 0.003235, 0.003235 + 207, 1.3149, 0.83294, 1.0943, 0.89515, 0.77788, 0.85311, 0.54051, 1.3363, 0.74558, 1.074, 0.003202, 0.003202, 0.003202 + 208, 1.3115, 0.82383, 1.0869, 0.90512, 0.7708, 0.85216, 0.54026, 1.3364, 0.74601, 1.074, 0.003169, 0.003169, 0.003169 + 209, 1.3063, 0.82822, 1.0903, 0.89742, 0.77712, 0.85203, 0.54037, 1.3361, 0.7464, 1.073, 0.003136, 0.003136, 0.003136 + 210, 1.3039, 0.82179, 1.0874, 0.8979, 0.77764, 0.8524, 0.54044, 1.3364, 0.74626, 1.0739, 0.003103, 0.003103, 0.003103 + 211, 1.3079, 0.82612, 1.0885, 0.89627, 0.7779, 0.85238, 0.54075, 1.3357, 0.74729, 1.0731, 0.00307, 0.00307, 0.00307 + 212, 1.2965, 0.81292, 1.0868, 0.9003, 0.77382, 0.85298, 0.5412, 1.3361, 0.7473, 1.0732, 0.003037, 0.003037, 0.003037 + 213, 1.2956, 0.81529, 1.0829, 0.90015, 0.77382, 0.85283, 0.54133, 1.3361, 0.74754, 1.073, 0.003004, 0.003004, 0.003004 + 214, 1.2889, 0.81495, 1.0854, 0.89703, 0.77488, 0.8531, 0.54149, 1.3364, 0.74849, 1.0732, 0.002971, 0.002971, 0.002971 + 215, 1.2965, 0.81133, 1.0829, 0.89367, 0.77535, 0.85311, 0.54197, 1.3351, 0.74874, 1.0723, 0.002938, 0.002938, 0.002938 + 216, 1.2819, 0.80112, 1.0772, 0.8937, 0.77697, 0.85266, 0.54165, 1.3355, 0.74845, 1.0722, 0.002905, 0.002905, 0.002905 + 217, 1.2853, 0.805, 1.0768, 0.89492, 0.77669, 0.85205, 0.54173, 1.3356, 0.74915, 1.0722, 0.002872, 0.002872, 0.002872 + 218, 1.2845, 0.80026, 1.0795, 0.89254, 0.77776, 0.85238, 0.54213, 1.3349, 0.74985, 1.0711, 0.002839, 0.002839, 0.002839 + 219, 1.2848, 0.80382, 1.078, 0.89039, 0.78092, 0.85224, 0.54242, 1.335, 0.75014, 1.0711, 0.002806, 0.002806, 0.002806 + 220, 1.2819, 0.79496, 1.0743, 0.88891, 0.78153, 0.85259, 0.54269, 1.336, 0.75043, 1.0722, 0.002773, 0.002773, 0.002773 + 221, 1.2735, 0.79722, 1.0725, 0.89009, 0.78102, 0.85253, 0.54279, 1.3367, 0.75193, 1.0729, 0.00274, 0.00274, 0.00274 + 222, 1.2702, 0.78679, 1.07, 0.88428, 0.78264, 0.85221, 0.54293, 1.3361, 0.75281, 1.0716, 0.002707, 0.002707, 0.002707 + 223, 1.265, 0.78409, 1.0716, 0.88648, 0.78079, 0.85219, 0.5434, 1.3364, 0.75347, 1.0716, 0.002674, 0.002674, 0.002674 + 224, 1.2666, 0.78204, 1.0676, 0.88848, 0.78071, 0.85329, 0.5435, 1.3363, 0.75348, 1.0714, 0.002641, 0.002641, 0.002641 + 225, 1.2611, 0.78031, 1.0664, 0.88995, 0.77891, 0.85224, 0.54354, 1.3363, 0.75373, 1.0711, 0.002608, 0.002608, 0.002608 + 226, 1.2583, 0.78153, 1.0652, 0.88595, 0.78099, 0.8521, 0.54381, 1.3366, 0.75452, 1.0712, 0.002575, 0.002575, 0.002575 + 227, 1.2518, 0.77592, 1.0629, 0.88338, 0.78275, 0.85166, 0.54425, 1.3366, 0.7555, 1.0711, 0.002542, 0.002542, 0.002542 + 228, 1.2508, 0.77766, 1.0651, 0.88452, 0.78399, 0.85207, 0.54381, 1.3366, 0.75567, 1.0712, 0.002509, 0.002509, 0.002509 + 229, 1.2476, 0.77328, 1.0616, 0.88523, 0.78247, 0.85227, 0.54342, 1.3369, 0.75625, 1.0714, 0.002476, 0.002476, 0.002476 + 230, 1.2455, 0.76407, 1.0618, 0.89311, 0.77471, 0.85229, 0.54386, 1.3372, 0.75671, 1.0714, 0.002443, 0.002443, 0.002443 + 231, 1.2421, 0.75849, 1.0574, 0.89473, 0.77428, 0.85216, 0.54378, 1.3371, 0.75675, 1.0712, 0.00241, 0.00241, 0.00241 + 232, 1.2329, 0.76243, 1.0553, 0.89498, 0.77217, 0.85192, 0.54348, 1.3378, 0.75783, 1.0715, 0.002377, 0.002377, 0.002377 + 233, 1.2333, 0.75485, 1.0563, 0.89892, 0.7709, 0.85265, 0.54364, 1.3384, 0.75896, 1.0716, 0.002344, 0.002344, 0.002344 + 234, 1.2318, 0.75209, 1.0563, 0.89837, 0.77031, 0.85219, 0.5434, 1.3384, 0.75947, 1.0717, 0.002311, 0.002311, 0.002311 + 235, 1.2249, 0.75045, 1.0507, 0.89855, 0.77061, 0.85196, 0.54278, 1.339, 0.76042, 1.0719, 0.002278, 0.002278, 0.002278 + 236, 1.2239, 0.74773, 1.0517, 0.89955, 0.77029, 0.85193, 0.54322, 1.3396, 0.76123, 1.0722, 0.002245, 0.002245, 0.002245 + 237, 1.2169, 0.74508, 1.0481, 0.89924, 0.77004, 0.85205, 0.54327, 1.3397, 0.76296, 1.0722, 0.002212, 0.002212, 0.002212 + 238, 1.2167, 0.73903, 1.0475, 0.89896, 0.77069, 0.8522, 0.54354, 1.3403, 0.76375, 1.0723, 0.002179, 0.002179, 0.002179 + 239, 1.2219, 0.74611, 1.0535, 0.89934, 0.77023, 0.85222, 0.544, 1.3407, 0.76433, 1.0725, 0.002146, 0.002146, 0.002146 + 240, 1.2115, 0.73933, 1.0446, 0.89923, 0.77034, 0.8523, 0.54405, 1.3413, 0.76536, 1.0728, 0.002113, 0.002113, 0.002113 + 241, 1.2071, 0.73921, 1.0457, 0.90202, 0.76878, 0.85286, 0.54407, 1.3415, 0.76614, 1.0728, 0.00208, 0.00208, 0.00208 + 242, 1.2098, 0.73553, 1.0477, 0.90209, 0.76882, 0.85314, 0.54445, 1.3417, 0.76732, 1.0728, 0.002047, 0.002047, 0.002047 + 243, 1.1963, 0.73039, 1.0406, 0.90249, 0.76868, 0.85312, 0.54484, 1.3421, 0.76804, 1.0729, 0.002014, 0.002014, 0.002014 + 244, 1.1918, 0.72314, 1.0373, 0.90025, 0.77116, 0.85317, 0.54463, 1.3422, 0.76861, 1.0731, 0.001981, 0.001981, 0.001981 + 245, 1.1969, 0.72707, 1.0391, 0.90476, 0.76918, 0.85323, 0.54503, 1.3428, 0.76972, 1.0732, 0.001948, 0.001948, 0.001948 + 246, 1.1842, 0.71094, 1.0323, 0.90293, 0.76954, 0.85324, 0.54535, 1.343, 0.77072, 1.073, 0.001915, 0.001915, 0.001915 + 247, 1.1845, 0.72474, 1.0368, 0.90316, 0.76963, 0.85328, 0.54508, 1.3431, 0.77129, 1.0731, 0.001882, 0.001882, 0.001882 + 248, 1.182, 0.71438, 1.0376, 0.90121, 0.76957, 0.85325, 0.54531, 1.343, 0.77129, 1.073, 0.001849, 0.001849, 0.001849 + 249, 1.1802, 0.71391, 1.0316, 0.9026, 0.76846, 0.85318, 0.54524, 1.3442, 0.77193, 1.0735, 0.001816, 0.001816, 0.001816 + 250, 1.1723, 0.70645, 1.0318, 0.90221, 0.76807, 0.85307, 0.54523, 1.3441, 0.77282, 1.0735, 0.001783, 0.001783, 0.001783 + 251, 1.1644, 0.70375, 1.0287, 0.90155, 0.77034, 0.85303, 0.54547, 1.3446, 0.77393, 1.0736, 0.00175, 0.00175, 0.00175 + 252, 1.165, 0.69847, 1.0261, 0.90228, 0.76961, 0.85234, 0.54539, 1.3446, 0.77488, 1.0736, 0.001717, 0.001717, 0.001717 + 253, 1.1631, 0.69925, 1.0246, 0.90043, 0.77044, 0.85238, 0.54562, 1.3449, 0.77607, 1.0736, 0.001684, 0.001684, 0.001684 + 254, 1.161, 0.7025, 1.0261, 0.90122, 0.77103, 0.85239, 0.54533, 1.3457, 0.77717, 1.0737, 0.001651, 0.001651, 0.001651 + 255, 1.1449, 0.69042, 1.0199, 0.90093, 0.76868, 0.85182, 0.54558, 1.3458, 0.77816, 1.0738, 0.001618, 0.001618, 0.001618 + 256, 1.1482, 0.69041, 1.0215, 0.90231, 0.76843, 0.85181, 0.54521, 1.3463, 0.77904, 1.0739, 0.001585, 0.001585, 0.001585 + 257, 1.1438, 0.68678, 1.0198, 0.90147, 0.76924, 0.8517, 0.5455, 1.347, 0.77916, 1.0749, 0.001552, 0.001552, 0.001552 + 258, 1.148, 0.68279, 1.0176, 0.90146, 0.76874, 0.85187, 0.54518, 1.3471, 0.78002, 1.0748, 0.001519, 0.001519, 0.001519 + 259, 1.1416, 0.68225, 1.0201, 0.90094, 0.76906, 0.85137, 0.54539, 1.3473, 0.78084, 1.0748, 0.001486, 0.001486, 0.001486 + 260, 1.1318, 0.67638, 1.0154, 0.90064, 0.76894, 0.85144, 0.54566, 1.3475, 0.78174, 1.0749, 0.001453, 0.001453, 0.001453 + 261, 1.1383, 0.67955, 1.0139, 0.90134, 0.76892, 0.85124, 0.54562, 1.347, 0.78209, 1.0745, 0.00142, 0.00142, 0.00142 + 262, 1.1317, 0.67652, 1.0139, 0.9022, 0.76899, 0.85117, 0.54542, 1.3476, 0.78256, 1.0747, 0.001387, 0.001387, 0.001387 + 263, 1.1256, 0.67314, 1.0124, 0.90049, 0.77048, 0.85185, 0.54598, 1.348, 0.78304, 1.0749, 0.001354, 0.001354, 0.001354 + 264, 1.126, 0.6713, 1.0131, 0.90191, 0.77114, 0.85209, 0.54589, 1.3482, 0.78384, 1.0748, 0.001321, 0.001321, 0.001321 + 265, 1.11, 0.66341, 1.0082, 0.90131, 0.77099, 0.85207, 0.54587, 1.3487, 0.7849, 1.075, 0.001288, 0.001288, 0.001288 + 266, 1.1141, 0.66187, 1.0077, 0.90391, 0.76585, 0.85211, 0.546, 1.3485, 0.78637, 1.0748, 0.001255, 0.001255, 0.001255 + 267, 1.1127, 0.658, 1.007, 0.90339, 0.76626, 0.85231, 0.54556, 1.3489, 0.78756, 1.0751, 0.001222, 0.001222, 0.001222 + 268, 1.1041, 0.65605, 1.0023, 0.90013, 0.7709, 0.85203, 0.54584, 1.3492, 0.78841, 1.0752, 0.001189, 0.001189, 0.001189 + 269, 1.1022, 0.65005, 1.0048, 0.90023, 0.77124, 0.85182, 0.54581, 1.3496, 0.78936, 1.0756, 0.001156, 0.001156, 0.001156 + 270, 1.0918, 0.64219, 1.0002, 0.89795, 0.77181, 0.85185, 0.54598, 1.3493, 0.78936, 1.0753, 0.001123, 0.001123, 0.001123 + 271, 1.0932, 0.64929, 0.99855, 0.89623, 0.77169, 0.85177, 0.54627, 1.3492, 0.79066, 1.0752, 0.00109, 0.00109, 0.00109 + 272, 1.0873, 0.64477, 0.99767, 0.89699, 0.77057, 0.8521, 0.54662, 1.3497, 0.79067, 1.0752, 0.001057, 0.001057, 0.001057 + 273, 1.082, 0.63874, 0.99472, 0.8963, 0.77021, 0.85185, 0.54676, 1.3497, 0.79182, 1.0753, 0.001024, 0.001024, 0.001024 + 274, 1.0824, 0.63534, 0.99548, 0.89712, 0.76951, 0.8516, 0.54621, 1.3499, 0.79321, 1.0755, 0.000991, 0.000991, 0.000991 + 275, 1.0772, 0.63797, 0.99287, 0.89709, 0.76911, 0.85145, 0.54695, 1.3502, 0.79421, 1.0756, 0.000958, 0.000958, 0.000958 + 276, 1.0736, 0.63458, 0.9918, 0.89771, 0.76921, 0.85124, 0.54738, 1.3499, 0.79572, 1.0751, 0.000925, 0.000925, 0.000925 + 277, 1.0673, 0.62581, 0.98821, 0.89614, 0.7706, 0.85128, 0.54687, 1.3501, 0.79659, 1.0753, 0.000892, 0.000892, 0.000892 + 278, 1.0648, 0.631, 0.99146, 0.89024, 0.77422, 0.85131, 0.54686, 1.35, 0.79733, 1.0752, 0.000859, 0.000859, 0.000859 + 279, 1.0583, 0.61983, 0.98639, 0.89021, 0.77446, 0.851, 0.54715, 1.3507, 0.79785, 1.0755, 0.000826, 0.000826, 0.000826 + 280, 1.0514, 0.61496, 0.9845, 0.88945, 0.77427, 0.85101, 0.54729, 1.3511, 0.79851, 1.0757, 0.000793, 0.000793, 0.000793 + 281, 1.0444, 0.61287, 0.98126, 0.89013, 0.77339, 0.85095, 0.54724, 1.3515, 0.80006, 1.0758, 0.00076, 0.00076, 0.00076 + 282, 1.0462, 0.61739, 0.9831, 0.88995, 0.77274, 0.8508, 0.54759, 1.3517, 0.80042, 1.0757, 0.000727, 0.000727, 0.000727 + 283, 1.0454, 0.6124, 0.98051, 0.89142, 0.77246, 0.8509, 0.54769, 1.3516, 0.80212, 1.0757, 0.000694, 0.000694, 0.000694 + 284, 1.0364, 0.60875, 0.97718, 0.89245, 0.76967, 0.8507, 0.548, 1.3516, 0.80283, 1.0757, 0.000661, 0.000661, 0.000661 + 285, 1.0361, 0.60409, 0.97739, 0.89398, 0.77031, 0.85101, 0.54772, 1.3518, 0.80335, 1.0758, 0.000628, 0.000628, 0.000628 + 286, 1.03, 0.60158, 0.97697, 0.89434, 0.76955, 0.85109, 0.5479, 1.352, 0.80359, 1.0759, 0.000595, 0.000595, 0.000595 + 287, 1.0251, 0.60197, 0.97525, 0.89379, 0.77136, 0.85087, 0.54775, 1.3525, 0.80438, 1.0759, 0.000562, 0.000562, 0.000562 + 288, 1.0168, 0.5971, 0.97432, 0.8964, 0.76758, 0.85095, 0.54872, 1.3524, 0.80448, 1.076, 0.000529, 0.000529, 0.000529 + 289, 1.0232, 0.60014, 0.97487, 0.89576, 0.76796, 0.85096, 0.54862, 1.3524, 0.80612, 1.0763, 0.000496, 0.000496, 0.000496 + 290, 1.0054, 0.52586, 0.97127, 0.89712, 0.76913, 0.85113, 0.54922, 1.3523, 0.8071, 1.0762, 0.000463, 0.000463, 0.000463 + 291, 0.9898, 0.51657, 0.9654, 0.89763, 0.76866, 0.85116, 0.54936, 1.3525, 0.80716, 1.0764, 0.00043, 0.00043, 0.00043 + 292, 0.97287, 0.50943, 0.96093, 0.89777, 0.76814, 0.85105, 0.5499, 1.3527, 0.80787, 1.0766, 0.000397, 0.000397, 0.000397 + 293, 0.96791, 0.50403, 0.95761, 0.89777, 0.76819, 0.85086, 0.54952, 1.3527, 0.80855, 1.0765, 0.000364, 0.000364, 0.000364 + 294, 0.95821, 0.49941, 0.95388, 0.89872, 0.76855, 0.85007, 0.54994, 1.3531, 0.80955, 1.0769, 0.000331, 0.000331, 0.000331 + 295, 0.94598, 0.49273, 0.95045, 0.89759, 0.76988, 0.85016, 0.54958, 1.3535, 0.81043, 1.0771, 0.000298, 0.000298, 0.000298 + 296, 0.94079, 0.48744, 0.94674, 0.88935, 0.77291, 0.85041, 0.54943, 1.3537, 0.81123, 1.0773, 0.000265, 0.000265, 0.000265 + 297, 0.93308, 0.48434, 0.9436, 0.89349, 0.77155, 0.85032, 0.54898, 1.354, 0.81243, 1.0775, 0.000232, 0.000232, 0.000232 + 298, 0.92648, 0.48268, 0.94313, 0.88867, 0.77323, 0.85038, 0.54902, 1.354, 0.81296, 1.0777, 0.000199, 0.000199, 0.000199 + 299, 0.92136, 0.48081, 0.94078, 0.89127, 0.77294, 0.85078, 0.54859, 1.3547, 0.8137, 1.078, 0.000166, 0.000166, 0.000166 diff --git a/censor_detect_v0.10_s/results.png b/censor_detect_v0.10_s/results.png new file mode 100644 index 0000000000000000000000000000000000000000..19ef273bbf00d05fd269c4c674958155ae5b3038 --- /dev/null +++ b/censor_detect_v0.10_s/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:946111ed1f251692ed9b4c54cbad5eb453965aed0df98817b37c83ffed5dd662 +size 217601 diff --git a/censor_detect_v0.10_s/threshold.json b/censor_detect_v0.10_s/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..3cdc30ecf1f18e32362202eac03488816d16e55b --- /dev/null +++ b/censor_detect_v0.10_s/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.83, + "threshold": 0.15 +} \ No newline at end of file diff --git a/censor_detect_v0.7_s/F1_curve.png b/censor_detect_v0.7_s/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..5b57f509f442e74cad7cac1a43ec8b1b8b66c70d --- /dev/null +++ b/censor_detect_v0.7_s/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:080e7434124a8053ca686f7e955cf7188b5b3f98d55537513114227c1da57acb +size 173138 diff --git a/censor_detect_v0.7_s/PR_curve.png b/censor_detect_v0.7_s/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..daf15e9e283344b7381fc25d09fc8e41f5e733a2 --- /dev/null +++ b/censor_detect_v0.7_s/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67461ce6794a55043cc87701b1809397e6c747244a504a16a92f7793a1d2d8b3 +size 164750 diff --git a/censor_detect_v0.7_s/P_curve.png b/censor_detect_v0.7_s/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..d7a9102375c911be006b0e4d52388d23c56ef1ae --- /dev/null +++ b/censor_detect_v0.7_s/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0dab0b099b4d76a6fa8c3ac309deb932cb64befcd0bb99c6516ebb140bf861c +size 156206 diff --git a/censor_detect_v0.7_s/R_curve.png b/censor_detect_v0.7_s/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..9252462ca378174226278a721551d6cb0e93ca8c --- /dev/null +++ b/censor_detect_v0.7_s/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f219e72492f258c41e9865a72de7ca144c035095168ec731ac264132f4b3dd7 +size 166661 diff --git a/censor_detect_v0.7_s/confusion_matrix.png b/censor_detect_v0.7_s/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..281d4e1de11a042ff6d383b5133f3c6e3328f1b0 --- /dev/null +++ b/censor_detect_v0.7_s/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f0a4129ea9cefc052a305f352d80f1117c011058a5b117c149b8c2c5ede22ee +size 115215 diff --git a/censor_detect_v0.7_s/labels.json b/censor_detect_v0.7_s/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v0.7_s/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v0.7_s/model.onnx b/censor_detect_v0.7_s/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..3b0c232f11ba12273c4db67c4dbc9ff3dd4e21d4 --- /dev/null +++ b/censor_detect_v0.7_s/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fc5f35a30e7c703a0b9cee31b0570b26c2691d0c6b2a6c2e1c2ceb53544ce283 +size 44586353 diff --git a/censor_detect_v0.7_s/model.pt b/censor_detect_v0.7_s/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6c9ef18ae6b88d218e590440c070331c97ee23e5 --- /dev/null +++ b/censor_detect_v0.7_s/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8721c12a3e921d234ad0508b30807d52476b68de083cc85943d7db921fb6f7b5 +size 22500088 diff --git a/censor_detect_v0.7_s/model_artifacts.json b/censor_detect_v0.7_s/model_artifacts.json new file mode 100644 index 0000000000000000000000000000000000000000..9125272ee5ff33d25107c9a31805f21498dc7e0e --- /dev/null +++ b/censor_detect_v0.7_s/model_artifacts.json @@ -0,0 +1 @@ +{"names": ["nipple_f", "penis", "pussy"], "yaml": {"nc": 3, "depth_multiple": 0.33, "width_multiple": 0.5, "backbone": [[-1, 1, "Conv", [64, 3, 2]], [-1, 1, "Conv", [128, 3, 2]], [-1, 3, "C2f", [128, true]], [-1, 1, "Conv", [256, 3, 2]], [-1, 6, "C2f", [256, true]], [-1, 1, "Conv", [512, 3, 2]], [-1, 6, "C2f", [512, true]], [-1, 1, "Conv", [1024, 3, 2]], [-1, 3, "C2f", [1024, true]], [-1, 1, "SPPF", [1024, 5]]], "head": [[-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 6], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 4], 1, "Concat", [1]], [-1, 3, "C2f", [256]], [-1, 1, "Conv", [256, 3, 2]], [[-1, 12], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "Conv", [512, 3, 2]], [[-1, 9], 1, "Concat", [1]], [-1, 3, "C2f", [1024]], [[15, 18, 21], 1, "Detect", ["nc"]]], "ch": 3}, "nc": 3, "args": {"model": "yolov8s.yaml", "batch": 16, "imgsz": 640}, "ultralytics_version": "8.0.20", "model_type": "yolov8"} \ No newline at end of file diff --git a/censor_detect_v0.7_s/results.csv b/censor_detect_v0.7_s/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..e8235b37a9e6ad7eb6324388c06cae723b13da8f --- /dev/null +++ b/censor_detect_v0.7_s/results.csv @@ -0,0 +1,301 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.3668, 3.3631, 1.901, 0.50695, 0.39146, 0.38555, 0.184, 1.8046, 1.9649, 1.3626, 0.07007, 0.0033256, 0.0033256 + 1, 2.1766, 2.4485, 1.6438, 0.53418, 0.44622, 0.4558, 0.21361, 1.8542, 1.9786, 1.3925, 0.040048, 0.006637, 0.006637 + 2, 2.1869, 2.3973, 1.6213, 0.49008, 0.39052, 0.3893, 0.15542, 2.1068, 2.0392, 1.5191, 0.010004, 0.0099263, 0.0099263 + 3, 2.2683, 2.5442, 1.6739, 0.44279, 0.34105, 0.30713, 0.12234, 2.1373, 2.3659, 1.5491, 0.009901, 0.009901, 0.009901 + 4, 2.2268, 2.4363, 1.6483, 0.60652, 0.42638, 0.45919, 0.20925, 1.9798, 1.8539, 1.444, 0.009901, 0.009901, 0.009901 + 5, 2.1801, 2.306, 1.6098, 0.65683, 0.46205, 0.50247, 0.2368, 1.9294, 1.7276, 1.4088, 0.009868, 0.009868, 0.009868 + 6, 2.1605, 2.2271, 1.6063, 0.65213, 0.48857, 0.53791, 0.2631, 1.8178, 1.642, 1.3784, 0.009835, 0.009835, 0.009835 + 7, 2.1256, 2.1592, 1.5764, 0.60274, 0.51475, 0.5521, 0.27846, 1.7601, 1.5582, 1.3073, 0.009802, 0.009802, 0.009802 + 8, 2.0831, 2.0838, 1.5545, 0.66827, 0.54439, 0.59085, 0.30319, 1.7556, 1.5037, 1.3046, 0.009769, 0.009769, 0.009769 + 9, 2.0574, 2.0241, 1.5415, 0.71742, 0.53484, 0.60664, 0.31472, 1.7183, 1.4802, 1.302, 0.009736, 0.009736, 0.009736 + 10, 2.0456, 1.9871, 1.5316, 0.72298, 0.56312, 0.62907, 0.32291, 1.7074, 1.4134, 1.2946, 0.009703, 0.009703, 0.009703 + 11, 2.0232, 1.9382, 1.5123, 0.70417, 0.56791, 0.62798, 0.32593, 1.7231, 1.4246, 1.2833, 0.00967, 0.00967, 0.00967 + 12, 2.0004, 1.895, 1.5025, 0.71909, 0.58401, 0.6441, 0.34369, 1.6693, 1.386, 1.2563, 0.009637, 0.009637, 0.009637 + 13, 1.9908, 1.86, 1.4858, 0.7291, 0.57921, 0.64029, 0.33855, 1.682, 1.3652, 1.2738, 0.009604, 0.009604, 0.009604 + 14, 1.9775, 1.8479, 1.4914, 0.71626, 0.60274, 0.65167, 0.34545, 1.6762, 1.3236, 1.276, 0.009571, 0.009571, 0.009571 + 15, 1.9714, 1.8261, 1.4826, 0.74658, 0.58961, 0.65207, 0.34537, 1.6678, 1.3382, 1.2623, 0.009538, 0.009538, 0.009538 + 16, 1.9591, 1.7977, 1.4675, 0.77775, 0.61802, 0.69155, 0.36563, 1.7018, 1.2709, 1.2802, 0.009505, 0.009505, 0.009505 + 17, 1.9477, 1.7644, 1.4669, 0.76883, 0.57896, 0.65249, 0.34449, 1.6997, 1.332, 1.275, 0.009472, 0.009472, 0.009472 + 18, 1.9429, 1.7644, 1.4567, 0.76783, 0.61875, 0.68918, 0.37204, 1.6347, 1.2571, 1.2327, 0.009439, 0.009439, 0.009439 + 19, 1.9346, 1.7272, 1.458, 0.76818, 0.62001, 0.6965, 0.37856, 1.6083, 1.2716, 1.2271, 0.009406, 0.009406, 0.009406 + 20, 1.9179, 1.7027, 1.4381, 0.75308, 0.61921, 0.68121, 0.38027, 1.6088, 1.2365, 1.2308, 0.009373, 0.009373, 0.009373 + 21, 1.9047, 1.6895, 1.4464, 0.78352, 0.63607, 0.70685, 0.38807, 1.5945, 1.1773, 1.2184, 0.00934, 0.00934, 0.00934 + 22, 1.8997, 1.6603, 1.4281, 0.76637, 0.66738, 0.71784, 0.40006, 1.571, 1.206, 1.1971, 0.009307, 0.009307, 0.009307 + 23, 1.8857, 1.641, 1.4325, 0.77948, 0.65331, 0.71749, 0.39166, 1.5939, 1.1625, 1.2246, 0.009274, 0.009274, 0.009274 + 24, 1.867, 1.6278, 1.413, 0.78723, 0.65098, 0.72394, 0.39579, 1.588, 1.1541, 1.2186, 0.009241, 0.009241, 0.009241 + 25, 1.8705, 1.6195, 1.4188, 0.79276, 0.66164, 0.73628, 0.40149, 1.6017, 1.1431, 1.2183, 0.009208, 0.009208, 0.009208 + 26, 1.8565, 1.6071, 1.4107, 0.80454, 0.64203, 0.72511, 0.40301, 1.5682, 1.1531, 1.198, 0.009175, 0.009175, 0.009175 + 27, 1.8462, 1.5844, 1.4024, 0.7816, 0.66025, 0.73314, 0.40955, 1.5847, 1.1367, 1.2003, 0.009142, 0.009142, 0.009142 + 28, 1.8375, 1.5544, 1.3978, 0.81437, 0.63819, 0.73126, 0.40431, 1.5622, 1.1348, 1.2033, 0.009109, 0.009109, 0.009109 + 29, 1.8286, 1.5418, 1.3913, 0.80982, 0.64915, 0.73082, 0.40684, 1.5682, 1.1155, 1.196, 0.009076, 0.009076, 0.009076 + 30, 1.8375, 1.544, 1.3937, 0.79868, 0.63938, 0.72405, 0.40505, 1.57, 1.1299, 1.1931, 0.009043, 0.009043, 0.009043 + 31, 1.8331, 1.5371, 1.3921, 0.81234, 0.66008, 0.73546, 0.40645, 1.5804, 1.1042, 1.2047, 0.00901, 0.00901, 0.00901 + 32, 1.8244, 1.5044, 1.3785, 0.80282, 0.65225, 0.72886, 0.40698, 1.5838, 1.1464, 1.2154, 0.008977, 0.008977, 0.008977 + 33, 1.8231, 1.5186, 1.387, 0.78907, 0.67865, 0.74084, 0.4158, 1.5682, 1.0968, 1.2002, 0.008944, 0.008944, 0.008944 + 34, 1.8031, 1.4732, 1.377, 0.80045, 0.67738, 0.74953, 0.41854, 1.5606, 1.0724, 1.1987, 0.008911, 0.008911, 0.008911 + 35, 1.8026, 1.4802, 1.3736, 0.79139, 0.66554, 0.73801, 0.41503, 1.564, 1.1116, 1.204, 0.008878, 0.008878, 0.008878 + 36, 1.7973, 1.4834, 1.3711, 0.81408, 0.67464, 0.75775, 0.43265, 1.5313, 1.0632, 1.1823, 0.008845, 0.008845, 0.008845 + 37, 1.7901, 1.4591, 1.3707, 0.83298, 0.66411, 0.75331, 0.42246, 1.5533, 1.0617, 1.1834, 0.008812, 0.008812, 0.008812 + 38, 1.7849, 1.4435, 1.358, 0.8026, 0.67958, 0.74838, 0.4185, 1.5567, 1.0735, 1.1932, 0.008779, 0.008779, 0.008779 + 39, 1.7762, 1.4426, 1.3584, 0.79474, 0.67978, 0.75901, 0.42958, 1.5417, 1.061, 1.1666, 0.008746, 0.008746, 0.008746 + 40, 1.7709, 1.4341, 1.3536, 0.8169, 0.67289, 0.7575, 0.43033, 1.5498, 1.055, 1.1798, 0.008713, 0.008713, 0.008713 + 41, 1.7692, 1.4174, 1.3501, 0.82203, 0.6747, 0.76232, 0.43519, 1.541, 1.0348, 1.1832, 0.00868, 0.00868, 0.00868 + 42, 1.751, 1.4019, 1.3362, 0.82837, 0.67021, 0.76022, 0.42509, 1.5604, 1.0368, 1.1892, 0.008647, 0.008647, 0.008647 + 43, 1.744, 1.3856, 1.3319, 0.81825, 0.67542, 0.7548, 0.42486, 1.5635, 1.0415, 1.1906, 0.008614, 0.008614, 0.008614 + 44, 1.7572, 1.3857, 1.3343, 0.81536, 0.68526, 0.76089, 0.42868, 1.5468, 1.0541, 1.1851, 0.008581, 0.008581, 0.008581 + 45, 1.7521, 1.3907, 1.335, 0.83934, 0.66719, 0.75873, 0.42923, 1.5397, 1.0228, 1.1807, 0.008548, 0.008548, 0.008548 + 46, 1.7507, 1.3831, 1.341, 0.81964, 0.69831, 0.77179, 0.42915, 1.5491, 1.0212, 1.1838, 0.008515, 0.008515, 0.008515 + 47, 1.7423, 1.3712, 1.3286, 0.7996, 0.69179, 0.7675, 0.43834, 1.5176, 1.0112, 1.1728, 0.008482, 0.008482, 0.008482 + 48, 1.7202, 1.3559, 1.3246, 0.82725, 0.69873, 0.77041, 0.43671, 1.5477, 1.0091, 1.1821, 0.008449, 0.008449, 0.008449 + 49, 1.7299, 1.3526, 1.3227, 0.82674, 0.68218, 0.76721, 0.43749, 1.5373, 1.0158, 1.1702, 0.008416, 0.008416, 0.008416 + 50, 1.7208, 1.35, 1.319, 0.82575, 0.6717, 0.76017, 0.42809, 1.5372, 1.0107, 1.1718, 0.008383, 0.008383, 0.008383 + 51, 1.7187, 1.3378, 1.3173, 0.82505, 0.68892, 0.76416, 0.44151, 1.5118, 0.99343, 1.1566, 0.00835, 0.00835, 0.00835 + 52, 1.7191, 1.3366, 1.3164, 0.83598, 0.68746, 0.76603, 0.43793, 1.5291, 1.0178, 1.1685, 0.008317, 0.008317, 0.008317 + 53, 1.6994, 1.3124, 1.304, 0.83589, 0.68674, 0.7687, 0.43765, 1.5351, 1.0016, 1.1685, 0.008284, 0.008284, 0.008284 + 54, 1.6948, 1.2939, 1.2996, 0.81289, 0.70281, 0.77845, 0.44428, 1.5246, 0.99037, 1.1573, 0.008251, 0.008251, 0.008251 + 55, 1.7127, 1.3151, 1.3101, 0.84456, 0.68044, 0.76437, 0.43988, 1.5277, 1.0031, 1.1689, 0.008218, 0.008218, 0.008218 + 56, 1.6902, 1.2937, 1.2988, 0.81891, 0.69994, 0.76828, 0.44106, 1.5227, 0.98947, 1.1622, 0.008185, 0.008185, 0.008185 + 57, 1.6982, 1.2948, 1.3014, 0.85122, 0.68807, 0.77551, 0.45193, 1.5151, 0.96829, 1.1618, 0.008152, 0.008152, 0.008152 + 58, 1.6896, 1.2896, 1.2968, 0.84308, 0.69122, 0.77546, 0.44743, 1.5139, 0.96838, 1.1593, 0.008119, 0.008119, 0.008119 + 59, 1.6845, 1.2758, 1.3005, 0.8163, 0.71523, 0.78577, 0.44987, 1.5159, 0.96223, 1.1674, 0.008086, 0.008086, 0.008086 + 60, 1.6603, 1.258, 1.286, 0.83779, 0.70285, 0.78114, 0.45004, 1.5333, 0.95699, 1.173, 0.008053, 0.008053, 0.008053 + 61, 1.653, 1.239, 1.2801, 0.79647, 0.71381, 0.77409, 0.44856, 1.5325, 0.95981, 1.169, 0.00802, 0.00802, 0.00802 + 62, 1.6809, 1.261, 1.288, 0.83362, 0.70039, 0.77804, 0.45243, 1.5125, 0.97134, 1.1554, 0.007987, 0.007987, 0.007987 + 63, 1.6622, 1.255, 1.2867, 0.8278, 0.69815, 0.77087, 0.44573, 1.5079, 0.96362, 1.151, 0.007954, 0.007954, 0.007954 + 64, 1.6594, 1.2546, 1.2818, 0.84465, 0.69784, 0.78586, 0.45594, 1.5113, 0.94637, 1.1562, 0.007921, 0.007921, 0.007921 + 65, 1.6531, 1.2379, 1.2798, 0.84338, 0.68564, 0.77316, 0.44671, 1.507, 0.95724, 1.1605, 0.007888, 0.007888, 0.007888 + 66, 1.6464, 1.2359, 1.2752, 0.83088, 0.70205, 0.77456, 0.45108, 1.5097, 0.95809, 1.1595, 0.007855, 0.007855, 0.007855 + 67, 1.6545, 1.2303, 1.2765, 0.84351, 0.70594, 0.78225, 0.4577, 1.5045, 0.96599, 1.1529, 0.007822, 0.007822, 0.007822 + 68, 1.6372, 1.2199, 1.2655, 0.82666, 0.70995, 0.78317, 0.45572, 1.5153, 0.96444, 1.157, 0.007789, 0.007789, 0.007789 + 69, 1.6352, 1.2098, 1.2673, 0.83765, 0.69312, 0.78215, 0.45288, 1.514, 0.95545, 1.159, 0.007756, 0.007756, 0.007756 + 70, 1.6352, 1.2011, 1.2655, 0.84374, 0.71129, 0.7903, 0.46121, 1.5189, 0.95251, 1.1601, 0.007723, 0.007723, 0.007723 + 71, 1.6292, 1.1984, 1.2631, 0.84421, 0.70858, 0.7882, 0.46067, 1.5072, 0.95602, 1.1597, 0.00769, 0.00769, 0.00769 + 72, 1.6206, 1.1858, 1.2571, 0.8333, 0.71456, 0.78972, 0.46301, 1.5114, 0.94364, 1.1609, 0.007657, 0.007657, 0.007657 + 73, 1.6327, 1.1969, 1.265, 0.85234, 0.70433, 0.79127, 0.45997, 1.5097, 0.93994, 1.153, 0.007624, 0.007624, 0.007624 + 74, 1.6046, 1.1762, 1.2494, 0.86429, 0.68354, 0.78509, 0.45967, 1.508, 0.93991, 1.16, 0.007591, 0.007591, 0.007591 + 75, 1.6035, 1.1672, 1.2564, 0.84459, 0.71207, 0.79177, 0.46067, 1.5178, 0.93557, 1.1673, 0.007558, 0.007558, 0.007558 + 76, 1.6115, 1.1822, 1.2474, 0.81934, 0.73149, 0.79212, 0.46529, 1.5152, 0.92704, 1.1628, 0.007525, 0.007525, 0.007525 + 77, 1.6008, 1.1503, 1.2398, 0.85502, 0.71008, 0.79314, 0.46223, 1.5088, 0.9213, 1.1589, 0.007492, 0.007492, 0.007492 + 78, 1.6034, 1.1547, 1.2509, 0.84224, 0.71825, 0.79157, 0.46037, 1.5127, 0.92803, 1.1627, 0.007459, 0.007459, 0.007459 + 79, 1.6059, 1.1605, 1.2505, 0.82178, 0.73591, 0.797, 0.46223, 1.5074, 0.90883, 1.1613, 0.007426, 0.007426, 0.007426 + 80, 1.5968, 1.1492, 1.2418, 0.8274, 0.72015, 0.78733, 0.46167, 1.5079, 0.93029, 1.1565, 0.007393, 0.007393, 0.007393 + 81, 1.5717, 1.1262, 1.2277, 0.85036, 0.70322, 0.78724, 0.46128, 1.5049, 0.92161, 1.1565, 0.00736, 0.00736, 0.00736 + 82, 1.5867, 1.1369, 1.2371, 0.85285, 0.71182, 0.79195, 0.46142, 1.5112, 0.91533, 1.1565, 0.007327, 0.007327, 0.007327 + 83, 1.5884, 1.1344, 1.2404, 0.84834, 0.72187, 0.7924, 0.46218, 1.5175, 0.91017, 1.1639, 0.007294, 0.007294, 0.007294 + 84, 1.5791, 1.1282, 1.2273, 0.85402, 0.71514, 0.79627, 0.45916, 1.5201, 0.90336, 1.1629, 0.007261, 0.007261, 0.007261 + 85, 1.5744, 1.1269, 1.2295, 0.84884, 0.71344, 0.79248, 0.46277, 1.5073, 0.91348, 1.1582, 0.007228, 0.007228, 0.007228 + 86, 1.566, 1.1179, 1.2256, 0.84644, 0.71726, 0.79669, 0.46403, 1.5079, 0.90885, 1.1574, 0.007195, 0.007195, 0.007195 + 87, 1.5767, 1.1251, 1.2341, 0.85543, 0.71752, 0.80011, 0.4646, 1.5016, 0.91321, 1.1568, 0.007162, 0.007162, 0.007162 + 88, 1.5736, 1.1251, 1.2286, 0.82757, 0.7306, 0.79949, 0.46384, 1.5006, 0.91154, 1.1547, 0.007129, 0.007129, 0.007129 + 89, 1.5671, 1.1228, 1.2288, 0.8492, 0.71363, 0.79665, 0.46325, 1.4921, 0.90292, 1.1542, 0.007096, 0.007096, 0.007096 + 90, 1.5744, 1.1201, 1.2323, 0.81543, 0.7379, 0.79358, 0.46246, 1.4979, 0.90628, 1.1583, 0.007063, 0.007063, 0.007063 + 91, 1.5553, 1.1083, 1.2185, 0.83563, 0.73159, 0.795, 0.46515, 1.4963, 0.90537, 1.1542, 0.00703, 0.00703, 0.00703 + 92, 1.5578, 1.0954, 1.2233, 0.86367, 0.70223, 0.7948, 0.46146, 1.5059, 0.90729, 1.1585, 0.006997, 0.006997, 0.006997 + 93, 1.543, 1.0973, 1.2215, 0.861, 0.71309, 0.79554, 0.46329, 1.5143, 0.91092, 1.162, 0.006964, 0.006964, 0.006964 + 94, 1.5524, 1.0872, 1.2182, 0.84376, 0.72192, 0.79849, 0.4648, 1.5161, 0.90324, 1.1646, 0.006931, 0.006931, 0.006931 + 95, 1.5385, 1.0828, 1.2109, 0.82975, 0.72043, 0.79615, 0.46526, 1.5175, 0.90605, 1.1659, 0.006898, 0.006898, 0.006898 + 96, 1.5569, 1.0959, 1.2167, 0.82667, 0.73049, 0.7974, 0.46584, 1.5091, 0.90907, 1.1612, 0.006865, 0.006865, 0.006865 + 97, 1.5384, 1.0866, 1.2128, 0.81699, 0.73266, 0.79578, 0.46306, 1.5024, 0.90517, 1.1552, 0.006832, 0.006832, 0.006832 + 98, 1.5263, 1.0633, 1.2042, 0.85585, 0.70021, 0.79733, 0.46565, 1.501, 0.89959, 1.157, 0.006799, 0.006799, 0.006799 + 99, 1.5259, 1.0549, 1.2023, 0.8534, 0.70748, 0.79527, 0.46456, 1.5017, 0.9021, 1.1558, 0.006766, 0.006766, 0.006766 + 100, 1.5217, 1.0543, 1.1989, 0.83986, 0.72661, 0.79695, 0.46463, 1.4978, 0.89591, 1.1519, 0.006733, 0.006733, 0.006733 + 101, 1.5231, 1.0547, 1.1961, 0.87425, 0.70654, 0.79593, 0.46222, 1.4975, 0.90442, 1.1532, 0.0067, 0.0067, 0.0067 + 102, 1.529, 1.0593, 1.2076, 0.83889, 0.72782, 0.79397, 0.46284, 1.5029, 0.89867, 1.1555, 0.006667, 0.006667, 0.006667 + 103, 1.5223, 1.0534, 1.2041, 0.86084, 0.72106, 0.79709, 0.46368, 1.4974, 0.89324, 1.1563, 0.006634, 0.006634, 0.006634 + 104, 1.5031, 1.0362, 1.1912, 0.85533, 0.72419, 0.80025, 0.46597, 1.4941, 0.89269, 1.1551, 0.006601, 0.006601, 0.006601 + 105, 1.51, 1.0356, 1.1924, 0.83976, 0.73321, 0.79875, 0.46728, 1.4894, 0.88777, 1.1509, 0.006568, 0.006568, 0.006568 + 106, 1.5039, 1.0437, 1.1886, 0.83272, 0.73382, 0.79558, 0.46687, 1.4918, 0.89749, 1.1502, 0.006535, 0.006535, 0.006535 + 107, 1.5129, 1.044, 1.1944, 0.82089, 0.74618, 0.79637, 0.46416, 1.4925, 0.8997, 1.1514, 0.006502, 0.006502, 0.006502 + 108, 1.505, 1.0351, 1.1867, 0.83783, 0.72864, 0.79469, 0.4647, 1.4954, 0.89863, 1.151, 0.006469, 0.006469, 0.006469 + 109, 1.4897, 1.0229, 1.1776, 0.81959, 0.74848, 0.79429, 0.46551, 1.4971, 0.89674, 1.1511, 0.006436, 0.006436, 0.006436 + 110, 1.4901, 1.0107, 1.1811, 0.82126, 0.74635, 0.79519, 0.46536, 1.4976, 0.8966, 1.1504, 0.006403, 0.006403, 0.006403 + 111, 1.4857, 1.0103, 1.1775, 0.81085, 0.74713, 0.79424, 0.46591, 1.4988, 0.89726, 1.1506, 0.00637, 0.00637, 0.00637 + 112, 1.4871, 1.0099, 1.1743, 0.8212, 0.74179, 0.79401, 0.46438, 1.4994, 0.89514, 1.1525, 0.006337, 0.006337, 0.006337 + 113, 1.4814, 1.0082, 1.1808, 0.82631, 0.73744, 0.79318, 0.46447, 1.4995, 0.89103, 1.1534, 0.006304, 0.006304, 0.006304 + 114, 1.4816, 1.0021, 1.176, 0.82259, 0.73506, 0.79291, 0.46381, 1.4991, 0.89151, 1.1532, 0.006271, 0.006271, 0.006271 + 115, 1.4833, 1.0009, 1.1771, 0.8384, 0.72633, 0.79275, 0.46443, 1.4987, 0.88801, 1.1528, 0.006238, 0.006238, 0.006238 + 116, 1.472, 0.99918, 1.171, 0.84689, 0.72195, 0.79501, 0.46563, 1.4951, 0.88585, 1.151, 0.006205, 0.006205, 0.006205 + 117, 1.4696, 0.99409, 1.1712, 0.85888, 0.71422, 0.79564, 0.46696, 1.4972, 0.88741, 1.154, 0.006172, 0.006172, 0.006172 + 118, 1.4654, 0.98612, 1.1749, 0.85252, 0.72488, 0.79744, 0.4677, 1.4998, 0.88635, 1.1581, 0.006139, 0.006139, 0.006139 + 119, 1.4651, 0.99055, 1.1682, 0.85026, 0.72511, 0.79747, 0.46581, 1.502, 0.88721, 1.1602, 0.006106, 0.006106, 0.006106 + 120, 1.4608, 0.97713, 1.165, 0.84842, 0.71967, 0.79832, 0.46591, 1.5021, 0.88941, 1.1597, 0.006073, 0.006073, 0.006073 + 121, 1.4557, 0.9764, 1.1641, 0.85061, 0.72139, 0.7975, 0.46742, 1.5006, 0.88584, 1.1589, 0.00604, 0.00604, 0.00604 + 122, 1.4491, 0.97222, 1.155, 0.82814, 0.74076, 0.79604, 0.46668, 1.5004, 0.88818, 1.1586, 0.006007, 0.006007, 0.006007 + 123, 1.4489, 0.96988, 1.1565, 0.82377, 0.7391, 0.79648, 0.4681, 1.497, 0.88626, 1.1562, 0.005974, 0.005974, 0.005974 + 124, 1.4504, 0.97167, 1.1597, 0.84822, 0.72372, 0.79709, 0.46961, 1.4935, 0.88274, 1.1529, 0.005941, 0.005941, 0.005941 + 125, 1.4405, 0.96494, 1.1562, 0.86163, 0.71902, 0.80052, 0.46971, 1.4921, 0.88186, 1.1522, 0.005908, 0.005908, 0.005908 + 126, 1.4384, 0.96326, 1.1521, 0.85901, 0.72456, 0.80318, 0.46881, 1.4958, 0.88129, 1.1538, 0.005875, 0.005875, 0.005875 + 127, 1.4444, 0.96346, 1.1553, 0.87401, 0.72018, 0.80252, 0.46935, 1.4959, 0.88399, 1.1527, 0.005842, 0.005842, 0.005842 + 128, 1.4321, 0.94799, 1.1547, 0.87459, 0.72123, 0.80296, 0.47254, 1.4948, 0.88235, 1.1514, 0.005809, 0.005809, 0.005809 + 129, 1.4401, 0.94775, 1.1532, 0.87012, 0.71887, 0.80281, 0.47256, 1.4942, 0.88293, 1.1519, 0.005776, 0.005776, 0.005776 + 130, 1.4407, 0.96927, 1.1505, 0.87103, 0.72436, 0.80258, 0.47217, 1.4912, 0.88194, 1.1503, 0.005743, 0.005743, 0.005743 + 131, 1.4314, 0.95296, 1.1508, 0.866, 0.72677, 0.80234, 0.47219, 1.4878, 0.88322, 1.1479, 0.00571, 0.00571, 0.00571 + 132, 1.4228, 0.93759, 1.1468, 0.86609, 0.7298, 0.80448, 0.47279, 1.4872, 0.88263, 1.148, 0.005677, 0.005677, 0.005677 + 133, 1.4311, 0.94727, 1.146, 0.8643, 0.72824, 0.80453, 0.47349, 1.4874, 0.88306, 1.1483, 0.005644, 0.005644, 0.005644 + 134, 1.4301, 0.94053, 1.1466, 0.85157, 0.73152, 0.80481, 0.47327, 1.4863, 0.88556, 1.1482, 0.005611, 0.005611, 0.005611 + 135, 1.4144, 0.93155, 1.1358, 0.86561, 0.71746, 0.80439, 0.47314, 1.4862, 0.88509, 1.1479, 0.005578, 0.005578, 0.005578 + 136, 1.4164, 0.93258, 1.142, 0.86741, 0.71638, 0.80482, 0.47163, 1.486, 0.88527, 1.1478, 0.005545, 0.005545, 0.005545 + 137, 1.4168, 0.94375, 1.1476, 0.87395, 0.71898, 0.80566, 0.47281, 1.4846, 0.88666, 1.1475, 0.005512, 0.005512, 0.005512 + 138, 1.4108, 0.92933, 1.144, 0.86789, 0.72014, 0.80457, 0.4724, 1.4831, 0.88721, 1.1471, 0.005479, 0.005479, 0.005479 + 139, 1.4124, 0.92619, 1.1389, 0.87155, 0.71429, 0.80364, 0.47326, 1.4849, 0.88879, 1.1466, 0.005446, 0.005446, 0.005446 + 140, 1.4005, 0.91131, 1.1328, 0.86647, 0.71694, 0.80418, 0.47309, 1.4845, 0.88574, 1.1456, 0.005413, 0.005413, 0.005413 + 141, 1.399, 0.9176, 1.1322, 0.86436, 0.71802, 0.8039, 0.47307, 1.4859, 0.88535, 1.1456, 0.00538, 0.00538, 0.00538 + 142, 1.4009, 0.91883, 1.1366, 0.87151, 0.71345, 0.80473, 0.47294, 1.4863, 0.88495, 1.1465, 0.005347, 0.005347, 0.005347 + 143, 1.4031, 0.91924, 1.1335, 0.8691, 0.71582, 0.80484, 0.47264, 1.484, 0.88216, 1.1456, 0.005314, 0.005314, 0.005314 + 144, 1.3905, 0.90544, 1.1299, 0.86818, 0.71999, 0.80488, 0.47217, 1.4838, 0.88078, 1.1457, 0.005281, 0.005281, 0.005281 + 145, 1.3922, 0.89564, 1.1296, 0.86747, 0.71897, 0.80469, 0.47369, 1.4842, 0.88258, 1.1448, 0.005248, 0.005248, 0.005248 + 146, 1.3861, 0.90714, 1.1249, 0.8657, 0.71791, 0.80433, 0.47241, 1.4843, 0.883, 1.145, 0.005215, 0.005215, 0.005215 + 147, 1.3999, 0.90494, 1.1308, 0.84312, 0.72961, 0.80367, 0.47263, 1.4852, 0.8836, 1.1449, 0.005182, 0.005182, 0.005182 + 148, 1.3847, 0.89694, 1.1278, 0.84381, 0.73362, 0.80533, 0.47298, 1.4851, 0.88596, 1.1458, 0.005149, 0.005149, 0.005149 + 149, 1.3792, 0.90297, 1.1261, 0.84412, 0.73004, 0.8058, 0.47259, 1.4856, 0.88626, 1.1462, 0.005116, 0.005116, 0.005116 + 150, 1.3744, 0.88617, 1.1177, 0.84636, 0.72766, 0.80284, 0.4719, 1.4876, 0.88545, 1.1477, 0.005083, 0.005083, 0.005083 + 151, 1.363, 0.88059, 1.1177, 0.83265, 0.74191, 0.80316, 0.47229, 1.4877, 0.88478, 1.1477, 0.00505, 0.00505, 0.00505 + 152, 1.37, 0.88686, 1.1183, 0.84792, 0.72358, 0.80287, 0.47257, 1.4884, 0.88487, 1.1483, 0.005017, 0.005017, 0.005017 + 153, 1.3609, 0.87735, 1.113, 0.84985, 0.72329, 0.80307, 0.47208, 1.4881, 0.88341, 1.148, 0.004984, 0.004984, 0.004984 + 154, 1.3663, 0.88726, 1.1191, 0.84991, 0.7239, 0.80309, 0.47202, 1.4885, 0.88378, 1.1482, 0.004951, 0.004951, 0.004951 + 155, 1.3634, 0.88007, 1.1129, 0.84869, 0.72431, 0.80346, 0.47244, 1.489, 0.88284, 1.1474, 0.004918, 0.004918, 0.004918 + 156, 1.3603, 0.87451, 1.1137, 0.84664, 0.72501, 0.80306, 0.47236, 1.4875, 0.88176, 1.1466, 0.004885, 0.004885, 0.004885 + 157, 1.3515, 0.86778, 1.1108, 0.84094, 0.72806, 0.80233, 0.47177, 1.488, 0.88186, 1.1469, 0.004852, 0.004852, 0.004852 + 158, 1.352, 0.8685, 1.1146, 0.84215, 0.73458, 0.80194, 0.47171, 1.4871, 0.87956, 1.1462, 0.004819, 0.004819, 0.004819 + 159, 1.3465, 0.85751, 1.1051, 0.83472, 0.74009, 0.8029, 0.47194, 1.4872, 0.87963, 1.1462, 0.004786, 0.004786, 0.004786 + 160, 1.3581, 0.87316, 1.1108, 0.83401, 0.74271, 0.80293, 0.47209, 1.4871, 0.88016, 1.1458, 0.004753, 0.004753, 0.004753 + 161, 1.3513, 0.86536, 1.1088, 0.83764, 0.73808, 0.8039, 0.47279, 1.4866, 0.88113, 1.1458, 0.00472, 0.00472, 0.00472 + 162, 1.3472, 0.85678, 1.1046, 0.84441, 0.73655, 0.80379, 0.47275, 1.4869, 0.88145, 1.146, 0.004687, 0.004687, 0.004687 + 163, 1.3397, 0.8505, 1.103, 0.8424, 0.73622, 0.80272, 0.47228, 1.4862, 0.8804, 1.1456, 0.004654, 0.004654, 0.004654 + 164, 1.3301, 0.84512, 1.0958, 0.84156, 0.7351, 0.80282, 0.47244, 1.4868, 0.87926, 1.1464, 0.004621, 0.004621, 0.004621 + 165, 1.33, 0.8429, 1.0976, 0.84396, 0.73429, 0.80153, 0.47257, 1.4868, 0.87849, 1.1464, 0.004588, 0.004588, 0.004588 + 166, 1.3277, 0.84772, 1.0984, 0.84463, 0.73107, 0.79983, 0.47245, 1.4861, 0.879, 1.1457, 0.004555, 0.004555, 0.004555 + 167, 1.3184, 0.8432, 1.0953, 0.84698, 0.72903, 0.79989, 0.47288, 1.4861, 0.87885, 1.1459, 0.004522, 0.004522, 0.004522 + 168, 1.3226, 0.84507, 1.0996, 0.85123, 0.73005, 0.8009, 0.47347, 1.4856, 0.87912, 1.1458, 0.004489, 0.004489, 0.004489 + 169, 1.3254, 0.84997, 1.0997, 0.85105, 0.72923, 0.80189, 0.47338, 1.4866, 0.87985, 1.1464, 0.004456, 0.004456, 0.004456 + 170, 1.3197, 0.83597, 1.0945, 0.84972, 0.73084, 0.80227, 0.47359, 1.4858, 0.87963, 1.1459, 0.004423, 0.004423, 0.004423 + 171, 1.3268, 0.84265, 1.0985, 0.84928, 0.73058, 0.80232, 0.47375, 1.4859, 0.87957, 1.1461, 0.00439, 0.00439, 0.00439 + 172, 1.319, 0.83183, 1.0933, 0.8481, 0.73217, 0.8018, 0.47361, 1.4859, 0.87846, 1.1454, 0.004357, 0.004357, 0.004357 + 173, 1.3127, 0.82739, 1.0858, 0.85137, 0.73139, 0.80161, 0.47313, 1.4857, 0.87789, 1.1453, 0.004324, 0.004324, 0.004324 + 174, 1.3177, 0.82556, 1.0861, 0.84979, 0.7323, 0.80204, 0.47315, 1.4866, 0.87625, 1.1457, 0.004291, 0.004291, 0.004291 + 175, 1.303, 0.82842, 1.0881, 0.85001, 0.73241, 0.80214, 0.47361, 1.4869, 0.87632, 1.1457, 0.004258, 0.004258, 0.004258 + 176, 1.2984, 0.81965, 1.0865, 0.85231, 0.7323, 0.80214, 0.47368, 1.487, 0.87568, 1.1462, 0.004225, 0.004225, 0.004225 + 177, 1.3009, 0.81928, 1.081, 0.85081, 0.7333, 0.8021, 0.47367, 1.487, 0.87562, 1.1463, 0.004192, 0.004192, 0.004192 + 178, 1.2971, 0.80771, 1.0838, 0.8498, 0.73431, 0.80248, 0.47355, 1.4874, 0.87592, 1.1464, 0.004159, 0.004159, 0.004159 + 179, 1.303, 0.81969, 1.0858, 0.84858, 0.73438, 0.80244, 0.47432, 1.4875, 0.87532, 1.1464, 0.004126, 0.004126, 0.004126 + 180, 1.2986, 0.8115, 1.0828, 0.84919, 0.73304, 0.8016, 0.47436, 1.4882, 0.87522, 1.1465, 0.004093, 0.004093, 0.004093 + 181, 1.2892, 0.80748, 1.0796, 0.84857, 0.73302, 0.80202, 0.4738, 1.489, 0.87528, 1.1468, 0.00406, 0.00406, 0.00406 + 182, 1.2841, 0.8018, 1.0751, 0.84746, 0.73206, 0.80213, 0.47359, 1.4898, 0.87533, 1.1476, 0.004027, 0.004027, 0.004027 + 183, 1.2917, 0.80574, 1.0809, 0.84993, 0.73331, 0.80279, 0.47385, 1.4906, 0.87507, 1.1487, 0.003994, 0.003994, 0.003994 + 184, 1.2802, 0.80097, 1.0781, 0.85215, 0.73409, 0.80316, 0.47338, 1.4906, 0.8747, 1.1487, 0.003961, 0.003961, 0.003961 + 185, 1.2731, 0.79988, 1.0707, 0.85383, 0.73065, 0.80304, 0.47391, 1.4914, 0.87504, 1.1489, 0.003928, 0.003928, 0.003928 + 186, 1.277, 0.79614, 1.0777, 0.85332, 0.7295, 0.80204, 0.47366, 1.491, 0.87445, 1.1486, 0.003895, 0.003895, 0.003895 + 187, 1.2708, 0.79559, 1.0687, 0.85388, 0.73025, 0.80279, 0.47337, 1.4908, 0.87395, 1.1474, 0.003862, 0.003862, 0.003862 + 188, 1.2708, 0.78945, 1.0709, 0.85287, 0.73507, 0.80295, 0.47323, 1.4912, 0.87314, 1.1478, 0.003829, 0.003829, 0.003829 + 189, 1.2745, 0.79288, 1.074, 0.85311, 0.73476, 0.80356, 0.47359, 1.4906, 0.87303, 1.1474, 0.003796, 0.003796, 0.003796 + 190, 1.269, 0.79189, 1.0707, 0.85255, 0.73454, 0.80277, 0.47401, 1.491, 0.87386, 1.1473, 0.003763, 0.003763, 0.003763 + 191, 1.2573, 0.78869, 1.067, 0.8527, 0.73639, 0.80329, 0.47439, 1.4911, 0.8742, 1.1471, 0.00373, 0.00373, 0.00373 + 192, 1.2545, 0.77415, 1.0614, 0.85261, 0.73578, 0.80373, 0.47409, 1.4916, 0.87317, 1.1472, 0.003697, 0.003697, 0.003697 + 193, 1.2613, 0.78033, 1.0646, 0.85599, 0.73398, 0.80358, 0.47455, 1.4914, 0.87359, 1.1474, 0.003664, 0.003664, 0.003664 + 194, 1.2454, 0.77295, 1.0588, 0.85613, 0.73488, 0.8038, 0.47458, 1.4917, 0.87314, 1.1467, 0.003631, 0.003631, 0.003631 + 195, 1.2539, 0.77827, 1.0627, 0.85591, 0.73475, 0.80441, 0.47482, 1.4917, 0.8729, 1.1464, 0.003598, 0.003598, 0.003598 + 196, 1.2499, 0.77327, 1.0631, 0.85562, 0.73425, 0.80423, 0.47462, 1.4918, 0.87301, 1.1468, 0.003565, 0.003565, 0.003565 + 197, 1.2417, 0.76935, 1.0585, 0.85733, 0.73381, 0.80441, 0.47451, 1.4918, 0.87246, 1.1471, 0.003532, 0.003532, 0.003532 + 198, 1.2459, 0.76871, 1.0607, 0.85651, 0.73474, 0.80442, 0.47496, 1.4918, 0.87271, 1.1471, 0.003499, 0.003499, 0.003499 + 199, 1.2358, 0.77011, 1.056, 0.85534, 0.73455, 0.80466, 0.47534, 1.4925, 0.87435, 1.1478, 0.003466, 0.003466, 0.003466 + 200, 1.2337, 0.75108, 1.052, 0.85641, 0.7355, 0.80474, 0.47558, 1.4929, 0.87449, 1.148, 0.003433, 0.003433, 0.003433 + 201, 1.2373, 0.7636, 1.0556, 0.85643, 0.73562, 0.80495, 0.47601, 1.4929, 0.87328, 1.1481, 0.0034, 0.0034, 0.0034 + 202, 1.2199, 0.75161, 1.0478, 0.85914, 0.73678, 0.8055, 0.47581, 1.4926, 0.87283, 1.1477, 0.003367, 0.003367, 0.003367 + 203, 1.2313, 0.75459, 1.0511, 0.85849, 0.73726, 0.80543, 0.47609, 1.4931, 0.87255, 1.1481, 0.003334, 0.003334, 0.003334 + 204, 1.219, 0.74171, 1.0462, 0.85763, 0.73812, 0.80554, 0.47656, 1.493, 0.87233, 1.1479, 0.003301, 0.003301, 0.003301 + 205, 1.2171, 0.74851, 1.0475, 0.85674, 0.7382, 0.80541, 0.47653, 1.4933, 0.87236, 1.148, 0.003268, 0.003268, 0.003268 + 206, 1.2069, 0.7411, 1.0414, 0.85836, 0.7368, 0.80623, 0.47629, 1.4935, 0.87248, 1.1482, 0.003235, 0.003235, 0.003235 + 207, 1.2132, 0.74639, 1.0471, 0.8564, 0.73957, 0.80556, 0.47677, 1.4938, 0.87255, 1.1487, 0.003202, 0.003202, 0.003202 + 208, 1.2024, 0.73515, 1.0397, 0.85594, 0.73857, 0.80498, 0.47647, 1.4938, 0.87162, 1.1485, 0.003169, 0.003169, 0.003169 + 209, 1.1978, 0.73594, 1.0434, 0.85693, 0.73763, 0.80487, 0.47634, 1.4942, 0.87212, 1.1484, 0.003136, 0.003136, 0.003136 + 210, 1.2038, 0.73968, 1.0422, 0.8561, 0.73634, 0.80491, 0.4763, 1.4952, 0.87193, 1.149, 0.003103, 0.003103, 0.003103 + 211, 1.1965, 0.73316, 1.0406, 0.85677, 0.73537, 0.80454, 0.47651, 1.4958, 0.87288, 1.1493, 0.00307, 0.00307, 0.00307 + 212, 1.1977, 0.72702, 1.0389, 0.85666, 0.73599, 0.80448, 0.47654, 1.4969, 0.87321, 1.1499, 0.003037, 0.003037, 0.003037 + 213, 1.1902, 0.72283, 1.0344, 0.8574, 0.73503, 0.80458, 0.47665, 1.4971, 0.87253, 1.1501, 0.003004, 0.003004, 0.003004 + 214, 1.1879, 0.72938, 1.0376, 0.85756, 0.73572, 0.80443, 0.47681, 1.4981, 0.87407, 1.1507, 0.002971, 0.002971, 0.002971 + 215, 1.192, 0.72344, 1.0348, 0.85625, 0.73657, 0.80441, 0.47639, 1.4982, 0.8744, 1.1507, 0.002938, 0.002938, 0.002938 + 216, 1.1818, 0.725, 1.0312, 0.85509, 0.73679, 0.80446, 0.47578, 1.4985, 0.87492, 1.1512, 0.002905, 0.002905, 0.002905 + 217, 1.1827, 0.71541, 1.0356, 0.85557, 0.73658, 0.80437, 0.47601, 1.4985, 0.8751, 1.1513, 0.002872, 0.002872, 0.002872 + 218, 1.18, 0.7097, 1.0313, 0.85519, 0.7372, 0.80512, 0.47575, 1.4982, 0.87496, 1.1511, 0.002839, 0.002839, 0.002839 + 219, 1.1722, 0.70839, 1.0258, 0.85376, 0.73465, 0.80436, 0.47591, 1.4983, 0.87456, 1.1511, 0.002806, 0.002806, 0.002806 + 220, 1.1798, 0.71623, 1.0335, 0.8545, 0.73486, 0.80508, 0.47529, 1.4986, 0.87487, 1.151, 0.002773, 0.002773, 0.002773 + 221, 1.1711, 0.71769, 1.0278, 0.85247, 0.73514, 0.80499, 0.47587, 1.4988, 0.87467, 1.1513, 0.00274, 0.00274, 0.00274 + 222, 1.1632, 0.70329, 1.024, 0.85362, 0.73491, 0.80487, 0.4757, 1.4977, 0.87556, 1.1498, 0.002707, 0.002707, 0.002707 + 223, 1.1662, 0.70947, 1.0268, 0.85383, 0.73492, 0.8047, 0.47588, 1.4982, 0.87629, 1.1498, 0.002674, 0.002674, 0.002674 + 224, 1.1573, 0.69685, 1.0204, 0.85556, 0.73546, 0.8043, 0.47599, 1.4993, 0.87772, 1.1505, 0.002641, 0.002641, 0.002641 + 225, 1.1567, 0.69642, 1.0238, 0.8555, 0.73534, 0.80394, 0.47637, 1.4991, 0.87637, 1.1501, 0.002608, 0.002608, 0.002608 + 226, 1.1475, 0.69999, 1.0201, 0.85568, 0.73605, 0.80487, 0.47555, 1.4997, 0.87666, 1.1507, 0.002575, 0.002575, 0.002575 + 227, 1.1454, 0.69719, 1.0172, 0.85542, 0.736, 0.80443, 0.47581, 1.4996, 0.87736, 1.1506, 0.002542, 0.002542, 0.002542 + 228, 1.1432, 0.68885, 1.0173, 0.8562, 0.73603, 0.80447, 0.47558, 1.4997, 0.87687, 1.1503, 0.002509, 0.002509, 0.002509 + 229, 1.137, 0.68691, 1.0156, 0.85563, 0.73671, 0.80421, 0.47576, 1.4998, 0.87727, 1.1503, 0.002476, 0.002476, 0.002476 + 230, 1.1401, 0.68439, 1.0164, 0.85521, 0.73759, 0.80429, 0.47587, 1.4998, 0.87708, 1.1499, 0.002443, 0.002443, 0.002443 + 231, 1.136, 0.68625, 1.0142, 0.85622, 0.7366, 0.80399, 0.47569, 1.5007, 0.87729, 1.1502, 0.00241, 0.00241, 0.00241 + 232, 1.1326, 0.68401, 1.018, 0.85705, 0.73667, 0.80412, 0.47567, 1.5007, 0.87764, 1.1502, 0.002377, 0.002377, 0.002377 + 233, 1.1295, 0.68113, 1.0109, 0.85613, 0.73549, 0.80414, 0.47577, 1.5005, 0.87788, 1.1496, 0.002344, 0.002344, 0.002344 + 234, 1.1288, 0.67366, 1.012, 0.85598, 0.73668, 0.80397, 0.47552, 1.5005, 0.87789, 1.1496, 0.002311, 0.002311, 0.002311 + 235, 1.1216, 0.66886, 1.0075, 0.85661, 0.73259, 0.80387, 0.47559, 1.5014, 0.88001, 1.1501, 0.002278, 0.002278, 0.002278 + 236, 1.1217, 0.67476, 1.0128, 0.8572, 0.7325, 0.80457, 0.47501, 1.5009, 0.87878, 1.1499, 0.002245, 0.002245, 0.002245 + 237, 1.1106, 0.66335, 1.0073, 0.8578, 0.73142, 0.80494, 0.47526, 1.5012, 0.87947, 1.1501, 0.002212, 0.002212, 0.002212 + 238, 1.11, 0.66278, 1.0047, 0.85885, 0.73155, 0.80458, 0.47533, 1.501, 0.87972, 1.1497, 0.002179, 0.002179, 0.002179 + 239, 1.102, 0.6655, 1.0049, 0.86247, 0.72874, 0.80428, 0.47527, 1.501, 0.8805, 1.1496, 0.002146, 0.002146, 0.002146 + 240, 1.0962, 0.65772, 0.99884, 0.86953, 0.72379, 0.80382, 0.47524, 1.5014, 0.88167, 1.1497, 0.002113, 0.002113, 0.002113 + 241, 1.1086, 0.66123, 1.0008, 0.87318, 0.72233, 0.80408, 0.47528, 1.5012, 0.8831, 1.1495, 0.00208, 0.00208, 0.00208 + 242, 1.0959, 0.65919, 0.9994, 0.87153, 0.72165, 0.8036, 0.47503, 1.5014, 0.88327, 1.1495, 0.002047, 0.002047, 0.002047 + 243, 1.0921, 0.65131, 0.99792, 0.87202, 0.72155, 0.80363, 0.47541, 1.5018, 0.8845, 1.1495, 0.002014, 0.002014, 0.002014 + 244, 1.0888, 0.64731, 0.99369, 0.87224, 0.72236, 0.80383, 0.47489, 1.5022, 0.88416, 1.1495, 0.001981, 0.001981, 0.001981 + 245, 1.0842, 0.64463, 0.99493, 0.87203, 0.72326, 0.80422, 0.47461, 1.5027, 0.88486, 1.1497, 0.001948, 0.001948, 0.001948 + 246, 1.072, 0.63909, 0.99249, 0.87152, 0.72327, 0.8039, 0.47393, 1.5019, 0.88691, 1.1488, 0.001915, 0.001915, 0.001915 + 247, 1.0796, 0.64694, 0.99311, 0.87141, 0.72308, 0.804, 0.47482, 1.5028, 0.88789, 1.1494, 0.001882, 0.001882, 0.001882 + 248, 1.0685, 0.63119, 0.98884, 0.8709, 0.72319, 0.80377, 0.47539, 1.5031, 0.88905, 1.1497, 0.001849, 0.001849, 0.001849 + 249, 1.0746, 0.63788, 0.98842, 0.87066, 0.72348, 0.80354, 0.47529, 1.5033, 0.89115, 1.1496, 0.001816, 0.001816, 0.001816 + 250, 1.0703, 0.6362, 0.98706, 0.87111, 0.72316, 0.80269, 0.47557, 1.5037, 0.89127, 1.1501, 0.001783, 0.001783, 0.001783 + 251, 1.0677, 0.63167, 0.98859, 0.86967, 0.72547, 0.80309, 0.47577, 1.5043, 0.89273, 1.1502, 0.00175, 0.00175, 0.00175 + 252, 1.0733, 0.63478, 0.99083, 0.86959, 0.72406, 0.80275, 0.47559, 1.5051, 0.89399, 1.1504, 0.001717, 0.001717, 0.001717 + 253, 1.0661, 0.63514, 0.98876, 0.8697, 0.72267, 0.80254, 0.47519, 1.5053, 0.89416, 1.1506, 0.001684, 0.001684, 0.001684 + 254, 1.0492, 0.62609, 0.98094, 0.86925, 0.72429, 0.80209, 0.47555, 1.5063, 0.89496, 1.1507, 0.001651, 0.001651, 0.001651 + 255, 1.0588, 0.63021, 0.9848, 0.86896, 0.72423, 0.80176, 0.47537, 1.5063, 0.89638, 1.1508, 0.001618, 0.001618, 0.001618 + 256, 1.0391, 0.61587, 0.97749, 0.86645, 0.726, 0.80187, 0.47518, 1.5057, 0.89639, 1.1505, 0.001585, 0.001585, 0.001585 + 257, 1.0476, 0.61876, 0.98123, 0.86692, 0.72685, 0.80224, 0.47547, 1.5063, 0.89706, 1.1504, 0.001552, 0.001552, 0.001552 + 258, 1.0386, 0.61634, 0.97999, 0.8668, 0.72613, 0.80254, 0.47541, 1.5059, 0.89869, 1.1503, 0.001519, 0.001519, 0.001519 + 259, 1.0309, 0.60627, 0.97735, 0.86543, 0.72763, 0.80279, 0.47514, 1.5061, 0.89949, 1.15, 0.001486, 0.001486, 0.001486 + 260, 1.027, 0.6093, 0.97714, 0.86999, 0.72635, 0.80262, 0.47533, 1.5064, 0.90004, 1.1501, 0.001453, 0.001453, 0.001453 + 261, 1.0268, 0.61033, 0.97549, 0.86823, 0.7256, 0.80239, 0.47514, 1.5064, 0.90089, 1.1499, 0.00142, 0.00142, 0.00142 + 262, 1.0254, 0.60804, 0.9729, 0.86862, 0.72567, 0.80254, 0.47591, 1.5068, 0.90142, 1.1498, 0.001387, 0.001387, 0.001387 + 263, 1.0216, 0.59892, 0.96994, 0.86786, 0.72475, 0.803, 0.4759, 1.5064, 0.90263, 1.1498, 0.001354, 0.001354, 0.001354 + 264, 1.0234, 0.59956, 0.97006, 0.8693, 0.72422, 0.80279, 0.47546, 1.5062, 0.90253, 1.1495, 0.001321, 0.001321, 0.001321 + 265, 1.0119, 0.59739, 0.96747, 0.86988, 0.72324, 0.80279, 0.47563, 1.5067, 0.90325, 1.1495, 0.001288, 0.001288, 0.001288 + 266, 1.0126, 0.59754, 0.97076, 0.86859, 0.72257, 0.80281, 0.47529, 1.5075, 0.90419, 1.1498, 0.001255, 0.001255, 0.001255 + 267, 1.0078, 0.5933, 0.97074, 0.86914, 0.72154, 0.80299, 0.4754, 1.5074, 0.905, 1.1499, 0.001222, 0.001222, 0.001222 + 268, 1.0071, 0.59533, 0.96796, 0.87085, 0.72093, 0.8026, 0.47552, 1.5073, 0.90587, 1.1497, 0.001189, 0.001189, 0.001189 + 269, 1.0057, 0.59219, 0.96367, 0.8667, 0.72304, 0.80261, 0.47544, 1.5073, 0.90668, 1.1496, 0.001156, 0.001156, 0.001156 + 270, 1.0007, 0.58558, 0.96369, 0.86739, 0.72243, 0.80237, 0.4752, 1.507, 0.90801, 1.1496, 0.001123, 0.001123, 0.001123 + 271, 0.99261, 0.58358, 0.96287, 0.86955, 0.72246, 0.80261, 0.47568, 1.5067, 0.90808, 1.1497, 0.00109, 0.00109, 0.00109 + 272, 0.99614, 0.58012, 0.96118, 0.86868, 0.72114, 0.80173, 0.47493, 1.5072, 0.90875, 1.1497, 0.001057, 0.001057, 0.001057 + 273, 0.98633, 0.58, 0.95976, 0.86447, 0.72263, 0.80149, 0.47485, 1.5076, 0.90977, 1.1498, 0.001024, 0.001024, 0.001024 + 274, 0.98704, 0.58396, 0.95998, 0.86608, 0.72032, 0.80176, 0.47531, 1.5079, 0.9116, 1.1496, 0.000991, 0.000991, 0.000991 + 275, 0.97091, 0.57296, 0.95326, 0.86533, 0.72073, 0.80173, 0.47486, 1.5079, 0.91252, 1.1497, 0.000958, 0.000958, 0.000958 + 276, 0.97367, 0.57483, 0.95482, 0.86596, 0.72073, 0.80136, 0.47472, 1.5084, 0.9136, 1.1498, 0.000925, 0.000925, 0.000925 + 277, 0.96798, 0.56566, 0.95682, 0.86685, 0.71929, 0.80151, 0.47478, 1.5089, 0.91429, 1.15, 0.000892, 0.000892, 0.000892 + 278, 0.97387, 0.57261, 0.95694, 0.86216, 0.72239, 0.802, 0.47456, 1.5091, 0.91586, 1.1504, 0.000859, 0.000859, 0.000859 + 279, 0.97301, 0.56913, 0.95468, 0.86282, 0.72062, 0.80151, 0.47452, 1.5098, 0.91836, 1.1509, 0.000826, 0.000826, 0.000826 + 280, 0.96004, 0.56651, 0.95247, 0.86275, 0.71908, 0.80137, 0.47376, 1.5106, 0.9204, 1.1512, 0.000793, 0.000793, 0.000793 + 281, 0.96315, 0.56859, 0.95194, 0.86268, 0.71901, 0.80154, 0.47403, 1.5109, 0.92162, 1.1514, 0.00076, 0.00076, 0.00076 + 282, 0.95481, 0.55855, 0.94881, 0.86205, 0.72072, 0.80118, 0.47403, 1.5108, 0.92251, 1.1516, 0.000727, 0.000727, 0.000727 + 283, 0.95077, 0.55815, 0.94445, 0.86175, 0.72105, 0.80121, 0.4739, 1.5116, 0.92368, 1.152, 0.000694, 0.000694, 0.000694 + 284, 0.95049, 0.5618, 0.94741, 0.86154, 0.72073, 0.80106, 0.47406, 1.5114, 0.92395, 1.152, 0.000661, 0.000661, 0.000661 + 285, 0.94188, 0.55086, 0.94387, 0.86569, 0.71663, 0.80077, 0.47399, 1.5122, 0.92533, 1.1522, 0.000628, 0.000628, 0.000628 + 286, 0.93595, 0.54879, 0.94396, 0.86533, 0.71709, 0.80106, 0.47439, 1.5119, 0.92648, 1.1521, 0.000595, 0.000595, 0.000595 + 287, 0.93394, 0.54817, 0.94274, 0.86713, 0.71628, 0.80062, 0.47455, 1.5131, 0.92822, 1.1528, 0.000562, 0.000562, 0.000562 + 288, 0.94371, 0.55199, 0.94337, 0.86666, 0.71682, 0.80114, 0.47474, 1.5134, 0.92882, 1.1528, 0.000529, 0.000529, 0.000529 + 289, 0.93605, 0.55324, 0.94471, 0.86607, 0.71682, 0.80134, 0.47497, 1.5133, 0.9294, 1.1528, 0.000496, 0.000496, 0.000496 + 290, 0.91605, 0.47753, 0.93549, 0.86304, 0.71984, 0.80142, 0.47569, 1.5136, 0.93009, 1.1528, 0.000463, 0.000463, 0.000463 + 291, 0.88121, 0.46108, 0.92486, 0.85941, 0.72071, 0.8011, 0.47588, 1.5141, 0.93016, 1.153, 0.00043, 0.00043, 0.00043 + 292, 0.87419, 0.45815, 0.9236, 0.86191, 0.72033, 0.801, 0.47654, 1.5137, 0.93135, 1.153, 0.000397, 0.000397, 0.000397 + 293, 0.86329, 0.44939, 0.91913, 0.86273, 0.72069, 0.8014, 0.4762, 1.5148, 0.93265, 1.1534, 0.000364, 0.000364, 0.000364 + 294, 0.8568, 0.44658, 0.91676, 0.86214, 0.71989, 0.80144, 0.47678, 1.5151, 0.93365, 1.1536, 0.000331, 0.000331, 0.000331 + 295, 0.8479, 0.44056, 0.91322, 0.86215, 0.71989, 0.8008, 0.47649, 1.5157, 0.93516, 1.1538, 0.000298, 0.000298, 0.000298 + 296, 0.84068, 0.43838, 0.91077, 0.86503, 0.71784, 0.80072, 0.47678, 1.5163, 0.9364, 1.1542, 0.000265, 0.000265, 0.000265 + 297, 0.84016, 0.44051, 0.90992, 0.86414, 0.71857, 0.80071, 0.47698, 1.5167, 0.93686, 1.1544, 0.000232, 0.000232, 0.000232 + 298, 0.83924, 0.44023, 0.91031, 0.8641, 0.71857, 0.80078, 0.47658, 1.5176, 0.93795, 1.1546, 0.000199, 0.000199, 0.000199 + 299, 0.82873, 0.43232, 0.90752, 0.86475, 0.71967, 0.80115, 0.47664, 1.518, 0.93842, 1.1549, 0.000166, 0.000166, 0.000166 diff --git a/censor_detect_v0.7_s/results.png b/censor_detect_v0.7_s/results.png new file mode 100644 index 0000000000000000000000000000000000000000..7d49b812e7f0b8e01280819e4b7b9edffa4bbcb2 --- /dev/null +++ b/censor_detect_v0.7_s/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1037f7d121ca5060f4f4af50f242bbbf5c73057b05c86c5b2a4b054b0bb0b39d +size 207383 diff --git a/censor_detect_v0.7_s/threshold.json b/censor_detect_v0.7_s/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..9d9f8b51aaf80d1c7d7adc52460085bceb9ed5a0 --- /dev/null +++ b/censor_detect_v0.7_s/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.79, + "threshold": 0.356 +} \ No newline at end of file diff --git a/censor_detect_v0.8_s/F1_curve.png b/censor_detect_v0.8_s/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..ef29c9296f92a6dc9972393956a7d53d21a3f58d --- /dev/null +++ b/censor_detect_v0.8_s/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46ddf5780a6c0bcacb53b8e9d8e0fb470d6e0a9b6be1729a1e6d098e310ce787 +size 167207 diff --git a/censor_detect_v0.8_s/PR_curve.png b/censor_detect_v0.8_s/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..61b7197c39940226d2acd6d17d4a010233342bc3 --- /dev/null +++ b/censor_detect_v0.8_s/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8abe841a9a48d0e6507805b190c80a261db43d57bd929147047961f7e5351f7d +size 160208 diff --git a/censor_detect_v0.8_s/P_curve.png b/censor_detect_v0.8_s/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..e8ade8c2b7f4cac5bf4fc955bdc7d65009d04a2a --- /dev/null +++ b/censor_detect_v0.8_s/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52db96aca1b602b250ab5434eee77bf06cb5412bac9c61be84e9449cf889984d +size 131009 diff --git a/censor_detect_v0.8_s/R_curve.png b/censor_detect_v0.8_s/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..7b75c9683ec235e1f0c933c2c79a925c899b189a --- /dev/null +++ b/censor_detect_v0.8_s/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77abe69c24a8612cb040a9cefa9ec50e3fae9a2ded619ecfd7bd0739b2a29760 +size 168032 diff --git a/censor_detect_v0.8_s/confusion_matrix.png b/censor_detect_v0.8_s/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..4e97059cb48076d18a7be1366e8df752274a674d --- /dev/null +++ b/censor_detect_v0.8_s/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3dcd9cb83a193063c8b6ab92c4bfeb0bbec1ae5a123eb06dbc200b15843c5248 +size 116331 diff --git a/censor_detect_v0.8_s/labels.json b/censor_detect_v0.8_s/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v0.8_s/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v0.8_s/model.onnx b/censor_detect_v0.8_s/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..aefc3d20d0ece23fbd6ae21b26dca1e4ec5f76e9 --- /dev/null +++ b/censor_detect_v0.8_s/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b781a932eaaf2d77feb4789ee1a308f64449894a08c1e02084f99835f624427e +size 44586353 diff --git a/censor_detect_v0.8_s/model.pt b/censor_detect_v0.8_s/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c866bb9988cfac1dc78c7011cf3fcc5efa53301a --- /dev/null +++ b/censor_detect_v0.8_s/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cadd291f1c19cd115d06ad9c6581a19b210fe72696be1c68583550f6298f269d +size 22500088 diff --git a/censor_detect_v0.8_s/model_artifacts.json b/censor_detect_v0.8_s/model_artifacts.json new file mode 100644 index 0000000000000000000000000000000000000000..9125272ee5ff33d25107c9a31805f21498dc7e0e --- /dev/null +++ b/censor_detect_v0.8_s/model_artifacts.json @@ -0,0 +1 @@ +{"names": ["nipple_f", "penis", "pussy"], "yaml": {"nc": 3, "depth_multiple": 0.33, "width_multiple": 0.5, "backbone": [[-1, 1, "Conv", [64, 3, 2]], [-1, 1, "Conv", [128, 3, 2]], [-1, 3, "C2f", [128, true]], [-1, 1, "Conv", [256, 3, 2]], [-1, 6, "C2f", [256, true]], [-1, 1, "Conv", [512, 3, 2]], [-1, 6, "C2f", [512, true]], [-1, 1, "Conv", [1024, 3, 2]], [-1, 3, "C2f", [1024, true]], [-1, 1, "SPPF", [1024, 5]]], "head": [[-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 6], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 4], 1, "Concat", [1]], [-1, 3, "C2f", [256]], [-1, 1, "Conv", [256, 3, 2]], [[-1, 12], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "Conv", [512, 3, 2]], [[-1, 9], 1, "Concat", [1]], [-1, 3, "C2f", [1024]], [[15, 18, 21], 1, "Detect", ["nc"]]], "ch": 3}, "nc": 3, "args": {"model": "yolov8s.yaml", "batch": 16, "imgsz": 640}, "ultralytics_version": "8.0.20", "model_type": "yolov8"} \ No newline at end of file diff --git a/censor_detect_v0.8_s/results.csv b/censor_detect_v0.8_s/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..2abd715827511b401378cb838a270c956ce2c49a --- /dev/null +++ b/censor_detect_v0.8_s/results.csv @@ -0,0 +1,301 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.3634, 3.2933, 1.8863, 0.51442, 0.41007, 0.41795, 0.20654, 1.7544, 1.8594, 1.3257, 0.070059, 0.0033268, 0.0033268 + 1, 2.1336, 2.3473, 1.6002, 0.5758, 0.46231, 0.4845, 0.22924, 1.8388, 1.8, 1.337, 0.040037, 0.0066382, 0.0066382 + 2, 2.1772, 2.3505, 1.6029, 0.61178, 0.44794, 0.48681, 0.23269, 1.8532, 1.7991, 1.3577, 0.0099929, 0.0099275, 0.0099275 + 3, 2.2317, 2.4151, 1.6338, 0.61664, 0.46137, 0.50473, 0.23285, 1.8868, 1.7492, 1.3867, 0.009901, 0.009901, 0.009901 + 4, 2.1987, 2.3112, 1.625, 0.64931, 0.52033, 0.54967, 0.26746, 1.7767, 1.6226, 1.3352, 0.009901, 0.009901, 0.009901 + 5, 2.1494, 2.2038, 1.5856, 0.67262, 0.52749, 0.57246, 0.28322, 1.7871, 1.5447, 1.3208, 0.009868, 0.009868, 0.009868 + 6, 2.0996, 2.1124, 1.5679, 0.6831, 0.55967, 0.60567, 0.31062, 1.6877, 1.4786, 1.2826, 0.009835, 0.009835, 0.009835 + 7, 2.0908, 2.0534, 1.5485, 0.73273, 0.54679, 0.62108, 0.3106, 1.7688, 1.4323, 1.3249, 0.009802, 0.009802, 0.009802 + 8, 2.0715, 2.0101, 1.5395, 0.72778, 0.5694, 0.63921, 0.3292, 1.6891, 1.3888, 1.286, 0.009769, 0.009769, 0.009769 + 9, 2.0244, 1.9413, 1.5153, 0.71174, 0.58717, 0.63896, 0.32943, 1.7017, 1.3986, 1.2706, 0.009736, 0.009736, 0.009736 + 10, 2.0049, 1.9056, 1.5088, 0.72527, 0.61412, 0.66604, 0.3621, 1.6249, 1.3051, 1.2394, 0.009703, 0.009703, 0.009703 + 11, 2.0086, 1.8759, 1.4988, 0.75686, 0.61011, 0.68155, 0.36805, 1.6481, 1.2632, 1.2347, 0.00967, 0.00967, 0.00967 + 12, 1.9878, 1.8472, 1.4817, 0.76315, 0.62541, 0.69248, 0.37676, 1.612, 1.2294, 1.2227, 0.009637, 0.009637, 0.009637 + 13, 1.9749, 1.8188, 1.4771, 0.74917, 0.615, 0.69149, 0.37513, 1.6146, 1.2187, 1.2242, 0.009604, 0.009604, 0.009604 + 14, 1.9607, 1.7891, 1.464, 0.74338, 0.61685, 0.68671, 0.383, 1.5806, 1.2141, 1.2078, 0.009571, 0.009571, 0.009571 + 15, 1.9502, 1.7632, 1.4569, 0.74032, 0.62978, 0.69427, 0.38073, 1.5925, 1.2152, 1.2042, 0.009538, 0.009538, 0.009538 + 16, 1.9332, 1.735, 1.4518, 0.77075, 0.6348, 0.70547, 0.38514, 1.5872, 1.1874, 1.2064, 0.009505, 0.009505, 0.009505 + 17, 1.9269, 1.7377, 1.4536, 0.79806, 0.63287, 0.71276, 0.39947, 1.5462, 1.1647, 1.1959, 0.009472, 0.009472, 0.009472 + 18, 1.9124, 1.6848, 1.4408, 0.79991, 0.64856, 0.72032, 0.40615, 1.5459, 1.1321, 1.1852, 0.009439, 0.009439, 0.009439 + 19, 1.9048, 1.6788, 1.433, 0.79396, 0.66294, 0.73884, 0.41711, 1.5222, 1.0968, 1.1841, 0.009406, 0.009406, 0.009406 + 20, 1.8922, 1.654, 1.4193, 0.80477, 0.64991, 0.73128, 0.40671, 1.5507, 1.1274, 1.1865, 0.009373, 0.009373, 0.009373 + 21, 1.8776, 1.6482, 1.4133, 0.81663, 0.64743, 0.74263, 0.42253, 1.5166, 1.1063, 1.1692, 0.00934, 0.00934, 0.00934 + 22, 1.8694, 1.6163, 1.4076, 0.80743, 0.66135, 0.74896, 0.4186, 1.5264, 1.088, 1.1791, 0.009307, 0.009307, 0.009307 + 23, 1.859, 1.6005, 1.4073, 0.8156, 0.67126, 0.75407, 0.42513, 1.5124, 1.0729, 1.169, 0.009274, 0.009274, 0.009274 + 24, 1.8465, 1.5776, 1.3953, 0.80945, 0.68992, 0.76057, 0.4331, 1.5274, 1.0541, 1.1725, 0.009241, 0.009241, 0.009241 + 25, 1.8564, 1.5698, 1.3995, 0.81362, 0.67322, 0.75723, 0.43896, 1.4991, 1.0537, 1.155, 0.009208, 0.009208, 0.009208 + 26, 1.8361, 1.5625, 1.3922, 0.82882, 0.68837, 0.76751, 0.43816, 1.4971, 1.0336, 1.1664, 0.009175, 0.009175, 0.009175 + 27, 1.8401, 1.546, 1.3946, 0.82312, 0.69195, 0.76628, 0.4426, 1.4922, 1.0436, 1.1523, 0.009142, 0.009142, 0.009142 + 28, 1.8281, 1.5451, 1.3837, 0.8519, 0.67981, 0.77552, 0.44246, 1.4969, 1.0259, 1.1573, 0.009109, 0.009109, 0.009109 + 29, 1.8159, 1.511, 1.3779, 0.82702, 0.69937, 0.77622, 0.44613, 1.4961, 0.99828, 1.1543, 0.009076, 0.009076, 0.009076 + 30, 1.8034, 1.4978, 1.3694, 0.8337, 0.69078, 0.77026, 0.44748, 1.499, 0.99975, 1.1665, 0.009043, 0.009043, 0.009043 + 31, 1.8151, 1.5014, 1.3711, 0.81345, 0.69459, 0.76406, 0.44027, 1.5144, 1.0186, 1.1641, 0.00901, 0.00901, 0.00901 + 32, 1.7949, 1.4803, 1.363, 0.82659, 0.6991, 0.77261, 0.44796, 1.5054, 0.99257, 1.1523, 0.008977, 0.008977, 0.008977 + 33, 1.7944, 1.4733, 1.3632, 0.83684, 0.70623, 0.78497, 0.45709, 1.4852, 0.98108, 1.153, 0.008944, 0.008944, 0.008944 + 34, 1.7924, 1.4688, 1.3616, 0.83542, 0.69214, 0.76905, 0.44939, 1.4734, 1.0006, 1.1453, 0.008911, 0.008911, 0.008911 + 35, 1.7893, 1.466, 1.363, 0.82192, 0.7081, 0.77642, 0.45513, 1.4616, 0.97628, 1.1462, 0.008878, 0.008878, 0.008878 + 36, 1.794, 1.4779, 1.3645, 0.83076, 0.69381, 0.77356, 0.45314, 1.4834, 0.99165, 1.15, 0.008845, 0.008845, 0.008845 + 37, 1.7784, 1.449, 1.3537, 0.81561, 0.71033, 0.78349, 0.46012, 1.476, 0.95769, 1.1439, 0.008812, 0.008812, 0.008812 + 38, 1.7664, 1.424, 1.3466, 0.84996, 0.68916, 0.78589, 0.46802, 1.4599, 0.94367, 1.1348, 0.008779, 0.008779, 0.008779 + 39, 1.7692, 1.419, 1.3443, 0.84908, 0.69733, 0.79095, 0.46827, 1.4677, 0.93822, 1.1408, 0.008746, 0.008746, 0.008746 + 40, 1.7633, 1.4043, 1.3382, 0.80333, 0.71689, 0.78207, 0.46328, 1.459, 0.94011, 1.1356, 0.008713, 0.008713, 0.008713 + 41, 1.7478, 1.3887, 1.3356, 0.82156, 0.71476, 0.79281, 0.46738, 1.4641, 0.93647, 1.1393, 0.00868, 0.00868, 0.00868 + 42, 1.7345, 1.3685, 1.3264, 0.8437, 0.71337, 0.79511, 0.46975, 1.4576, 0.92795, 1.1411, 0.008647, 0.008647, 0.008647 + 43, 1.745, 1.3853, 1.3318, 0.81453, 0.7274, 0.79635, 0.4724, 1.4528, 0.92538, 1.1364, 0.008614, 0.008614, 0.008614 + 44, 1.7372, 1.3604, 1.3274, 0.84024, 0.72428, 0.79762, 0.46862, 1.4652, 0.91198, 1.1422, 0.008581, 0.008581, 0.008581 + 45, 1.7295, 1.3609, 1.3197, 0.82917, 0.72986, 0.80362, 0.47416, 1.4548, 0.90831, 1.1329, 0.008548, 0.008548, 0.008548 + 46, 1.7179, 1.3349, 1.3146, 0.85684, 0.71465, 0.79912, 0.47956, 1.4432, 0.89187, 1.1267, 0.008515, 0.008515, 0.008515 + 47, 1.7244, 1.3524, 1.3187, 0.85514, 0.6989, 0.79519, 0.48184, 1.4314, 0.90511, 1.1282, 0.008482, 0.008482, 0.008482 + 48, 1.7185, 1.3239, 1.3154, 0.85617, 0.71911, 0.79799, 0.47381, 1.4543, 0.90725, 1.1295, 0.008449, 0.008449, 0.008449 + 49, 1.7127, 1.3255, 1.3102, 0.8468, 0.72141, 0.79949, 0.4786, 1.4398, 0.89602, 1.1279, 0.008416, 0.008416, 0.008416 + 50, 1.7065, 1.3115, 1.3012, 0.84128, 0.72681, 0.80396, 0.47644, 1.4426, 0.89292, 1.1234, 0.008383, 0.008383, 0.008383 + 51, 1.7004, 1.3075, 1.2975, 0.86131, 0.72482, 0.80398, 0.48203, 1.4397, 0.88778, 1.1253, 0.00835, 0.00835, 0.00835 + 52, 1.697, 1.2958, 1.3009, 0.86823, 0.70645, 0.80428, 0.48453, 1.4332, 0.8792, 1.1218, 0.008317, 0.008317, 0.008317 + 53, 1.6829, 1.2756, 1.2916, 0.84353, 0.72942, 0.80849, 0.48455, 1.4392, 0.88299, 1.1267, 0.008284, 0.008284, 0.008284 + 54, 1.6832, 1.2821, 1.2924, 0.84665, 0.7497, 0.81201, 0.48513, 1.4315, 0.87484, 1.1175, 0.008251, 0.008251, 0.008251 + 55, 1.6768, 1.2823, 1.2882, 0.84591, 0.74968, 0.81646, 0.48501, 1.4277, 0.87545, 1.1171, 0.008218, 0.008218, 0.008218 + 56, 1.6751, 1.2791, 1.2864, 0.85572, 0.73139, 0.81201, 0.48416, 1.4441, 0.87208, 1.1187, 0.008185, 0.008185, 0.008185 + 57, 1.6821, 1.274, 1.2926, 0.85983, 0.74022, 0.81925, 0.49005, 1.4356, 0.86949, 1.1195, 0.008152, 0.008152, 0.008152 + 58, 1.6685, 1.2575, 1.284, 0.87628, 0.72294, 0.8164, 0.48785, 1.4281, 0.87179, 1.1161, 0.008119, 0.008119, 0.008119 + 59, 1.6715, 1.2575, 1.2875, 0.8629, 0.7321, 0.80903, 0.48707, 1.4245, 0.8624, 1.1149, 0.008086, 0.008086, 0.008086 + 60, 1.6606, 1.2451, 1.2786, 0.85241, 0.73892, 0.8111, 0.4855, 1.4244, 0.8624, 1.1117, 0.008053, 0.008053, 0.008053 + 61, 1.6532, 1.2472, 1.2754, 0.87026, 0.72467, 0.81212, 0.48755, 1.4361, 0.87434, 1.1159, 0.00802, 0.00802, 0.00802 + 62, 1.651, 1.2389, 1.2696, 0.87581, 0.72806, 0.81346, 0.48999, 1.4254, 0.86437, 1.1133, 0.007987, 0.007987, 0.007987 + 63, 1.661, 1.2422, 1.2797, 0.87492, 0.72744, 0.81331, 0.48745, 1.4247, 0.86525, 1.1112, 0.007954, 0.007954, 0.007954 + 64, 1.6526, 1.2188, 1.2694, 0.8632, 0.73682, 0.81933, 0.49425, 1.427, 0.84842, 1.1086, 0.007921, 0.007921, 0.007921 + 65, 1.642, 1.2234, 1.2611, 0.86808, 0.72913, 0.81586, 0.48967, 1.4344, 0.86037, 1.1174, 0.007888, 0.007888, 0.007888 + 66, 1.6407, 1.2105, 1.2671, 0.87408, 0.73899, 0.82168, 0.49448, 1.4226, 0.85053, 1.1108, 0.007855, 0.007855, 0.007855 + 67, 1.6261, 1.2053, 1.2551, 0.87507, 0.73088, 0.81785, 0.49066, 1.4223, 0.85282, 1.1102, 0.007822, 0.007822, 0.007822 + 68, 1.6313, 1.2032, 1.2586, 0.86448, 0.74692, 0.81624, 0.49386, 1.4225, 0.84922, 1.1132, 0.007789, 0.007789, 0.007789 + 69, 1.6253, 1.1932, 1.2548, 0.87045, 0.75008, 0.81933, 0.49316, 1.4261, 0.84822, 1.1153, 0.007756, 0.007756, 0.007756 + 70, 1.625, 1.1952, 1.2632, 0.878, 0.73037, 0.8217, 0.49685, 1.4152, 0.83892, 1.1086, 0.007723, 0.007723, 0.007723 + 71, 1.6289, 1.1879, 1.2534, 0.86638, 0.74077, 0.82199, 0.4949, 1.4215, 0.83264, 1.116, 0.00769, 0.00769, 0.00769 + 72, 1.6108, 1.1763, 1.2511, 0.8679, 0.7356, 0.81901, 0.49437, 1.415, 0.83617, 1.1114, 0.007657, 0.007657, 0.007657 + 73, 1.6052, 1.1612, 1.2449, 0.86368, 0.74396, 0.81966, 0.49563, 1.4162, 0.83681, 1.1111, 0.007624, 0.007624, 0.007624 + 74, 1.6056, 1.1667, 1.2489, 0.86633, 0.75381, 0.82081, 0.49429, 1.4222, 0.83432, 1.1132, 0.007591, 0.007591, 0.007591 + 75, 1.6071, 1.1567, 1.2482, 0.86886, 0.74204, 0.82148, 0.49461, 1.4211, 0.83697, 1.1083, 0.007558, 0.007558, 0.007558 + 76, 1.6076, 1.1585, 1.2492, 0.86707, 0.74311, 0.82229, 0.49664, 1.42, 0.83373, 1.1081, 0.007525, 0.007525, 0.007525 + 77, 1.5984, 1.1496, 1.2438, 0.8724, 0.74203, 0.82129, 0.49405, 1.4212, 0.83761, 1.1135, 0.007492, 0.007492, 0.007492 + 78, 1.593, 1.1424, 1.2404, 0.86491, 0.74905, 0.82372, 0.49689, 1.4183, 0.82888, 1.1123, 0.007459, 0.007459, 0.007459 + 79, 1.5935, 1.1486, 1.2394, 0.87359, 0.7436, 0.82375, 0.49675, 1.4133, 0.82438, 1.112, 0.007426, 0.007426, 0.007426 + 80, 1.5996, 1.1497, 1.243, 0.85281, 0.75641, 0.82219, 0.49897, 1.4145, 0.82007, 1.111, 0.007393, 0.007393, 0.007393 + 81, 1.5848, 1.136, 1.2345, 0.84752, 0.7641, 0.82023, 0.49912, 1.4147, 0.80981, 1.1099, 0.00736, 0.00736, 0.00736 + 82, 1.5926, 1.1335, 1.2312, 0.86183, 0.75724, 0.82407, 0.49827, 1.4145, 0.8072, 1.1085, 0.007327, 0.007327, 0.007327 + 83, 1.576, 1.1287, 1.2285, 0.8824, 0.74356, 0.82485, 0.50125, 1.4094, 0.80571, 1.1054, 0.007294, 0.007294, 0.007294 + 84, 1.5775, 1.124, 1.2291, 0.8745, 0.75481, 0.82406, 0.49977, 1.4077, 0.80631, 1.1066, 0.007261, 0.007261, 0.007261 + 85, 1.5836, 1.1295, 1.2287, 0.86666, 0.74915, 0.82327, 0.50082, 1.4045, 0.8126, 1.1066, 0.007228, 0.007228, 0.007228 + 86, 1.5721, 1.1144, 1.2238, 0.8588, 0.7528, 0.82437, 0.50342, 1.4027, 0.81173, 1.1055, 0.007195, 0.007195, 0.007195 + 87, 1.5698, 1.108, 1.2235, 0.85523, 0.75457, 0.82464, 0.50432, 1.4023, 0.81131, 1.1057, 0.007162, 0.007162, 0.007162 + 88, 1.5641, 1.103, 1.2192, 0.87213, 0.74198, 0.82432, 0.50291, 1.4031, 0.81738, 1.1022, 0.007129, 0.007129, 0.007129 + 89, 1.5651, 1.1049, 1.2205, 0.87603, 0.73208, 0.82337, 0.50338, 1.4052, 0.81771, 1.1033, 0.007096, 0.007096, 0.007096 + 90, 1.559, 1.0953, 1.2156, 0.86494, 0.73897, 0.82274, 0.503, 1.405, 0.8159, 1.1021, 0.007063, 0.007063, 0.007063 + 91, 1.5546, 1.0906, 1.2176, 0.87271, 0.73121, 0.82371, 0.50337, 1.4053, 0.8125, 1.1028, 0.00703, 0.00703, 0.00703 + 92, 1.5517, 1.085, 1.2145, 0.84957, 0.74733, 0.82404, 0.50354, 1.4071, 0.80764, 1.1041, 0.006997, 0.006997, 0.006997 + 93, 1.5623, 1.0859, 1.2217, 0.85926, 0.74693, 0.82558, 0.50418, 1.4086, 0.80724, 1.1061, 0.006964, 0.006964, 0.006964 + 94, 1.5399, 1.085, 1.2117, 0.87086, 0.73683, 0.82501, 0.50104, 1.411, 0.80569, 1.1066, 0.006931, 0.006931, 0.006931 + 95, 1.5443, 1.0809, 1.2101, 0.8627, 0.73842, 0.82361, 0.50127, 1.4133, 0.80475, 1.1078, 0.006898, 0.006898, 0.006898 + 96, 1.54, 1.0798, 1.2121, 0.84846, 0.75284, 0.82215, 0.5004, 1.4127, 0.80279, 1.1073, 0.006865, 0.006865, 0.006865 + 97, 1.5419, 1.0602, 1.2068, 0.85781, 0.75288, 0.82445, 0.50154, 1.4124, 0.8027, 1.1076, 0.006832, 0.006832, 0.006832 + 98, 1.5334, 1.0566, 1.202, 0.86434, 0.7527, 0.82515, 0.50114, 1.4122, 0.80141, 1.1071, 0.006799, 0.006799, 0.006799 + 99, 1.5321, 1.0681, 1.2049, 0.86993, 0.74831, 0.82642, 0.50331, 1.4101, 0.79733, 1.105, 0.006766, 0.006766, 0.006766 + 100, 1.5319, 1.0569, 1.2044, 0.86169, 0.75472, 0.82559, 0.5013, 1.4107, 0.79684, 1.1068, 0.006733, 0.006733, 0.006733 + 101, 1.5447, 1.0768, 1.2085, 0.87234, 0.74534, 0.82578, 0.50248, 1.4093, 0.7943, 1.1062, 0.0067, 0.0067, 0.0067 + 102, 1.5291, 1.0559, 1.195, 0.87653, 0.73997, 0.82536, 0.50341, 1.4087, 0.79321, 1.1063, 0.006667, 0.006667, 0.006667 + 103, 1.5206, 1.0375, 1.1955, 0.86821, 0.74697, 0.82486, 0.50128, 1.4098, 0.79557, 1.1074, 0.006634, 0.006634, 0.006634 + 104, 1.5264, 1.0462, 1.1982, 0.86831, 0.75002, 0.82508, 0.5037, 1.411, 0.79305, 1.1079, 0.006601, 0.006601, 0.006601 + 105, 1.5132, 1.0336, 1.1916, 0.87834, 0.74804, 0.82867, 0.50524, 1.4101, 0.79312, 1.1078, 0.006568, 0.006568, 0.006568 + 106, 1.5128, 1.0312, 1.1906, 0.86698, 0.75706, 0.83, 0.50601, 1.4115, 0.79391, 1.1078, 0.006535, 0.006535, 0.006535 + 107, 1.5171, 1.0371, 1.1944, 0.86482, 0.75744, 0.82846, 0.50563, 1.4107, 0.79185, 1.1066, 0.006502, 0.006502, 0.006502 + 108, 1.5032, 1.0282, 1.1866, 0.85671, 0.76005, 0.82769, 0.50622, 1.4121, 0.79147, 1.1078, 0.006469, 0.006469, 0.006469 + 109, 1.5116, 1.0355, 1.1915, 0.86291, 0.75957, 0.82735, 0.5051, 1.4127, 0.79088, 1.1082, 0.006436, 0.006436, 0.006436 + 110, 1.4999, 1.0198, 1.1793, 0.86264, 0.76072, 0.82769, 0.50502, 1.4111, 0.79038, 1.1085, 0.006403, 0.006403, 0.006403 + 111, 1.5048, 1.0219, 1.1848, 0.8593, 0.7643, 0.82764, 0.50493, 1.4106, 0.78796, 1.1088, 0.00637, 0.00637, 0.00637 + 112, 1.5022, 1.0149, 1.1841, 0.85365, 0.7655, 0.82679, 0.50515, 1.4097, 0.78795, 1.1088, 0.006337, 0.006337, 0.006337 + 113, 1.5042, 1.0102, 1.184, 0.86531, 0.75718, 0.82674, 0.50562, 1.4083, 0.78832, 1.108, 0.006304, 0.006304, 0.006304 + 114, 1.4819, 1.0063, 1.1796, 0.87154, 0.75393, 0.82597, 0.50561, 1.4072, 0.79162, 1.1076, 0.006271, 0.006271, 0.006271 + 115, 1.497, 1.0136, 1.1798, 0.86548, 0.75759, 0.8266, 0.5054, 1.4058, 0.79024, 1.1063, 0.006238, 0.006238, 0.006238 + 116, 1.4866, 1.0109, 1.173, 0.85853, 0.75955, 0.82591, 0.5053, 1.4072, 0.7902, 1.1068, 0.006205, 0.006205, 0.006205 + 117, 1.4787, 0.99515, 1.172, 0.84606, 0.7672, 0.82479, 0.50474, 1.4062, 0.791, 1.1055, 0.006172, 0.006172, 0.006172 + 118, 1.4841, 0.99938, 1.1718, 0.87418, 0.74353, 0.82571, 0.50482, 1.4056, 0.79084, 1.1057, 0.006139, 0.006139, 0.006139 + 119, 1.4774, 0.99245, 1.1762, 0.87432, 0.74518, 0.82553, 0.50578, 1.4056, 0.78994, 1.105, 0.006106, 0.006106, 0.006106 + 120, 1.4764, 0.9846, 1.1709, 0.88353, 0.7422, 0.82792, 0.5058, 1.406, 0.79067, 1.1051, 0.006073, 0.006073, 0.006073 + 121, 1.4718, 0.98807, 1.1698, 0.87987, 0.74218, 0.8274, 0.50536, 1.4059, 0.78973, 1.1046, 0.00604, 0.00604, 0.00604 + 122, 1.465, 0.97827, 1.1663, 0.84324, 0.77069, 0.82691, 0.50666, 1.4082, 0.78998, 1.1056, 0.006007, 0.006007, 0.006007 + 123, 1.4657, 0.97454, 1.1611, 0.84023, 0.77854, 0.82653, 0.50655, 1.4084, 0.78768, 1.1057, 0.005974, 0.005974, 0.005974 + 124, 1.4648, 0.97636, 1.1643, 0.85157, 0.76634, 0.82799, 0.50741, 1.4082, 0.7882, 1.1059, 0.005941, 0.005941, 0.005941 + 125, 1.4682, 0.97594, 1.1631, 0.85271, 0.76978, 0.82774, 0.50711, 1.4093, 0.7892, 1.106, 0.005908, 0.005908, 0.005908 + 126, 1.4577, 0.97594, 1.1582, 0.86063, 0.76458, 0.82849, 0.50746, 1.4094, 0.78964, 1.1058, 0.005875, 0.005875, 0.005875 + 127, 1.4654, 0.97043, 1.1617, 0.86518, 0.76159, 0.82887, 0.50733, 1.4092, 0.78901, 1.1054, 0.005842, 0.005842, 0.005842 + 128, 1.4545, 0.97325, 1.1589, 0.86263, 0.7646, 0.82818, 0.50719, 1.4105, 0.78875, 1.1064, 0.005809, 0.005809, 0.005809 + 129, 1.4464, 0.9619, 1.1564, 0.86125, 0.76642, 0.82853, 0.50705, 1.4104, 0.78864, 1.1064, 0.005776, 0.005776, 0.005776 + 130, 1.4368, 0.94845, 1.1479, 0.8646, 0.76385, 0.82748, 0.50653, 1.41, 0.78778, 1.1063, 0.005743, 0.005743, 0.005743 + 131, 1.4483, 0.96154, 1.1564, 0.87258, 0.75815, 0.82704, 0.50601, 1.4101, 0.78831, 1.1059, 0.00571, 0.00571, 0.00571 + 132, 1.4497, 0.9521, 1.1508, 0.87124, 0.76007, 0.82809, 0.50692, 1.4093, 0.78783, 1.1053, 0.005677, 0.005677, 0.005677 + 133, 1.4425, 0.94807, 1.1505, 0.87778, 0.7553, 0.82715, 0.50678, 1.4101, 0.7889, 1.1058, 0.005644, 0.005644, 0.005644 + 134, 1.4343, 0.9417, 1.1469, 0.87641, 0.75384, 0.82641, 0.50694, 1.4107, 0.78927, 1.1061, 0.005611, 0.005611, 0.005611 + 135, 1.4429, 0.94717, 1.15, 0.87066, 0.75932, 0.8271, 0.50748, 1.4105, 0.78963, 1.106, 0.005578, 0.005578, 0.005578 + 136, 1.4367, 0.94456, 1.1538, 0.87137, 0.7583, 0.82691, 0.50687, 1.4108, 0.79026, 1.1061, 0.005545, 0.005545, 0.005545 + 137, 1.4377, 0.94777, 1.1471, 0.87889, 0.75146, 0.82598, 0.50758, 1.4102, 0.79053, 1.106, 0.005512, 0.005512, 0.005512 + 138, 1.4252, 0.93676, 1.1378, 0.86571, 0.7595, 0.8268, 0.50707, 1.4103, 0.79173, 1.1064, 0.005479, 0.005479, 0.005479 + 139, 1.4308, 0.9351, 1.1456, 0.8627, 0.7608, 0.82688, 0.50702, 1.4105, 0.79193, 1.1058, 0.005446, 0.005446, 0.005446 + 140, 1.4127, 0.92544, 1.1409, 0.86231, 0.76324, 0.82707, 0.50669, 1.4102, 0.79242, 1.1055, 0.005413, 0.005413, 0.005413 + 141, 1.4149, 0.93346, 1.1373, 0.862, 0.76379, 0.82698, 0.50643, 1.4102, 0.79186, 1.1056, 0.00538, 0.00538, 0.00538 + 142, 1.4168, 0.92249, 1.1405, 0.86691, 0.76262, 0.82744, 0.50692, 1.4094, 0.79192, 1.1051, 0.005347, 0.005347, 0.005347 + 143, 1.4151, 0.9171, 1.138, 0.86726, 0.76369, 0.82979, 0.50673, 1.4096, 0.79215, 1.1048, 0.005314, 0.005314, 0.005314 + 144, 1.4124, 0.92002, 1.1333, 0.87152, 0.75949, 0.82972, 0.50683, 1.4094, 0.79162, 1.1049, 0.005281, 0.005281, 0.005281 + 145, 1.4117, 0.91879, 1.1342, 0.86996, 0.75966, 0.82803, 0.50701, 1.409, 0.79133, 1.1045, 0.005248, 0.005248, 0.005248 + 146, 1.4036, 0.90967, 1.1262, 0.86977, 0.75924, 0.8276, 0.50688, 1.4094, 0.7915, 1.1047, 0.005215, 0.005215, 0.005215 + 147, 1.3983, 0.91821, 1.1295, 0.87509, 0.75696, 0.82754, 0.50604, 1.4099, 0.79126, 1.105, 0.005182, 0.005182, 0.005182 + 148, 1.4067, 0.91188, 1.1299, 0.87349, 0.75732, 0.827, 0.50696, 1.4099, 0.79098, 1.1052, 0.005149, 0.005149, 0.005149 + 149, 1.3964, 0.90731, 1.1325, 0.86986, 0.75709, 0.82696, 0.50624, 1.4097, 0.79114, 1.1054, 0.005116, 0.005116, 0.005116 + 150, 1.4025, 0.90519, 1.1294, 0.86909, 0.7582, 0.82736, 0.50639, 1.4102, 0.79125, 1.1059, 0.005083, 0.005083, 0.005083 + 151, 1.3973, 0.89911, 1.1304, 0.86976, 0.75694, 0.82701, 0.50622, 1.4103, 0.79086, 1.1058, 0.00505, 0.00505, 0.00505 + 152, 1.3944, 0.89945, 1.1304, 0.87201, 0.75806, 0.82918, 0.50642, 1.4106, 0.78923, 1.1061, 0.005017, 0.005017, 0.005017 + 153, 1.3972, 0.89833, 1.1311, 0.87049, 0.75948, 0.82911, 0.50664, 1.4107, 0.78889, 1.1066, 0.004984, 0.004984, 0.004984 + 154, 1.3929, 0.89709, 1.1252, 0.87188, 0.75786, 0.82844, 0.50658, 1.411, 0.78826, 1.107, 0.004951, 0.004951, 0.004951 + 155, 1.3761, 0.89219, 1.1187, 0.87273, 0.75693, 0.8285, 0.50667, 1.4119, 0.78794, 1.1074, 0.004918, 0.004918, 0.004918 + 156, 1.3723, 0.88571, 1.1165, 0.87253, 0.75768, 0.82894, 0.50605, 1.4115, 0.7882, 1.1073, 0.004885, 0.004885, 0.004885 + 157, 1.3746, 0.88113, 1.1168, 0.87314, 0.75767, 0.8291, 0.50634, 1.4112, 0.78687, 1.1074, 0.004852, 0.004852, 0.004852 + 158, 1.3759, 0.8933, 1.1179, 0.87238, 0.75713, 0.8288, 0.5065, 1.412, 0.7878, 1.1076, 0.004819, 0.004819, 0.004819 + 159, 1.3769, 0.88239, 1.1165, 0.87339, 0.75606, 0.82897, 0.50678, 1.4111, 0.7877, 1.1071, 0.004786, 0.004786, 0.004786 + 160, 1.3704, 0.88118, 1.1164, 0.87375, 0.75645, 0.82865, 0.50726, 1.4103, 0.78707, 1.1062, 0.004753, 0.004753, 0.004753 + 161, 1.3652, 0.87444, 1.1153, 0.87569, 0.75606, 0.82884, 0.50684, 1.4106, 0.78692, 1.1063, 0.00472, 0.00472, 0.00472 + 162, 1.3722, 0.8786, 1.118, 0.88294, 0.75312, 0.82914, 0.50724, 1.411, 0.78595, 1.1067, 0.004687, 0.004687, 0.004687 + 163, 1.3647, 0.87332, 1.1114, 0.88066, 0.75161, 0.8284, 0.50713, 1.4104, 0.78548, 1.1067, 0.004654, 0.004654, 0.004654 + 164, 1.3654, 0.86769, 1.1104, 0.8807, 0.75125, 0.82853, 0.50697, 1.4103, 0.78478, 1.1064, 0.004621, 0.004621, 0.004621 + 165, 1.3662, 0.87603, 1.1163, 0.87693, 0.7537, 0.82877, 0.50742, 1.4105, 0.78547, 1.1067, 0.004588, 0.004588, 0.004588 + 166, 1.3611, 0.86095, 1.1112, 0.8786, 0.75301, 0.82985, 0.50763, 1.4103, 0.78558, 1.1064, 0.004555, 0.004555, 0.004555 + 167, 1.3544, 0.87123, 1.1119, 0.87647, 0.75355, 0.82898, 0.50733, 1.4096, 0.7856, 1.1065, 0.004522, 0.004522, 0.004522 + 168, 1.349, 0.85561, 1.1035, 0.87708, 0.75154, 0.82852, 0.50727, 1.4102, 0.78463, 1.107, 0.004489, 0.004489, 0.004489 + 169, 1.349, 0.85804, 1.1087, 0.8766, 0.75045, 0.82823, 0.50761, 1.4106, 0.78441, 1.107, 0.004456, 0.004456, 0.004456 + 170, 1.343, 0.84657, 1.1006, 0.87946, 0.74935, 0.82798, 0.5076, 1.4103, 0.78358, 1.1071, 0.004423, 0.004423, 0.004423 + 171, 1.3427, 0.85179, 1.1025, 0.85593, 0.7661, 0.82844, 0.50697, 1.4112, 0.78416, 1.1072, 0.00439, 0.00439, 0.00439 + 172, 1.3503, 0.8751, 1.1059, 0.85932, 0.76555, 0.82924, 0.50781, 1.4112, 0.78367, 1.1076, 0.004357, 0.004357, 0.004357 + 173, 1.3473, 0.85796, 1.1049, 0.85919, 0.76602, 0.82937, 0.50729, 1.4111, 0.78396, 1.1075, 0.004324, 0.004324, 0.004324 + 174, 1.3404, 0.85146, 1.1009, 0.85578, 0.76626, 0.82924, 0.50711, 1.4113, 0.7836, 1.1077, 0.004291, 0.004291, 0.004291 + 175, 1.3249, 0.82719, 1.0911, 0.85349, 0.77054, 0.82908, 0.50764, 1.4117, 0.78355, 1.1081, 0.004258, 0.004258, 0.004258 + 176, 1.3301, 0.83872, 1.0961, 0.85162, 0.77363, 0.82951, 0.50773, 1.4124, 0.78391, 1.1084, 0.004225, 0.004225, 0.004225 + 177, 1.3212, 0.82569, 1.0924, 0.8508, 0.77361, 0.82892, 0.50745, 1.4126, 0.78461, 1.1084, 0.004192, 0.004192, 0.004192 + 178, 1.3267, 0.83362, 1.0967, 0.85222, 0.77435, 0.82901, 0.5083, 1.4123, 0.78394, 1.1086, 0.004159, 0.004159, 0.004159 + 179, 1.3303, 0.83036, 1.0919, 0.85151, 0.77449, 0.82991, 0.5083, 1.413, 0.78418, 1.1088, 0.004126, 0.004126, 0.004126 + 180, 1.3216, 0.82453, 1.0877, 0.85472, 0.76942, 0.82999, 0.50843, 1.4133, 0.78452, 1.1089, 0.004093, 0.004093, 0.004093 + 181, 1.3167, 0.82831, 1.0913, 0.85589, 0.76967, 0.82982, 0.50834, 1.4133, 0.78376, 1.1089, 0.00406, 0.00406, 0.00406 + 182, 1.305, 0.82667, 1.0837, 0.87938, 0.75271, 0.82946, 0.50864, 1.4133, 0.78405, 1.1092, 0.004027, 0.004027, 0.004027 + 183, 1.315, 0.81911, 1.0912, 0.8818, 0.75032, 0.8295, 0.50937, 1.4132, 0.78394, 1.109, 0.003994, 0.003994, 0.003994 + 184, 1.305, 0.81509, 1.0839, 0.88327, 0.75128, 0.83045, 0.50905, 1.413, 0.78372, 1.109, 0.003961, 0.003961, 0.003961 + 185, 1.3032, 0.80804, 1.0828, 0.88522, 0.7505, 0.83066, 0.50921, 1.4136, 0.78348, 1.1093, 0.003928, 0.003928, 0.003928 + 186, 1.2989, 0.81174, 1.0816, 0.88974, 0.7476, 0.83033, 0.50928, 1.414, 0.78378, 1.1095, 0.003895, 0.003895, 0.003895 + 187, 1.2982, 0.81479, 1.0792, 0.89082, 0.74822, 0.83059, 0.50957, 1.4142, 0.78408, 1.11, 0.003862, 0.003862, 0.003862 + 188, 1.2968, 0.80835, 1.0804, 0.88084, 0.75358, 0.82988, 0.50921, 1.414, 0.78485, 1.1095, 0.003829, 0.003829, 0.003829 + 189, 1.2895, 0.79979, 1.08, 0.88015, 0.75518, 0.82982, 0.50898, 1.4142, 0.78544, 1.1092, 0.003796, 0.003796, 0.003796 + 190, 1.2862, 0.80146, 1.0768, 0.88061, 0.75484, 0.82987, 0.50894, 1.4133, 0.78433, 1.1089, 0.003763, 0.003763, 0.003763 + 191, 1.2966, 0.80226, 1.0806, 0.87949, 0.75871, 0.83143, 0.50966, 1.4126, 0.78468, 1.1082, 0.00373, 0.00373, 0.00373 + 192, 1.2897, 0.79764, 1.0735, 0.87717, 0.75969, 0.83195, 0.50937, 1.4123, 0.78402, 1.1078, 0.003697, 0.003697, 0.003697 + 193, 1.2807, 0.78966, 1.074, 0.8709, 0.76263, 0.83126, 0.50994, 1.4122, 0.78435, 1.1076, 0.003664, 0.003664, 0.003664 + 194, 1.2802, 0.793, 1.0737, 0.87644, 0.75976, 0.831, 0.50979, 1.4121, 0.78341, 1.1078, 0.003631, 0.003631, 0.003631 + 195, 1.271, 0.78865, 1.0731, 0.87111, 0.76034, 0.83079, 0.50984, 1.412, 0.78314, 1.1076, 0.003598, 0.003598, 0.003598 + 196, 1.27, 0.79441, 1.0701, 0.87165, 0.75902, 0.83085, 0.50981, 1.4124, 0.78334, 1.1076, 0.003565, 0.003565, 0.003565 + 197, 1.2675, 0.77998, 1.071, 0.88707, 0.75243, 0.83092, 0.50989, 1.4123, 0.78305, 1.1074, 0.003532, 0.003532, 0.003532 + 198, 1.2677, 0.77722, 1.0671, 0.8863, 0.75386, 0.83084, 0.5099, 1.4119, 0.78479, 1.1073, 0.003499, 0.003499, 0.003499 + 199, 1.2667, 0.78343, 1.0664, 0.88653, 0.75355, 0.83012, 0.51, 1.4118, 0.78464, 1.1074, 0.003466, 0.003466, 0.003466 + 200, 1.2605, 0.77011, 1.0629, 0.88701, 0.75439, 0.83042, 0.5102, 1.4116, 0.78433, 1.1072, 0.003433, 0.003433, 0.003433 + 201, 1.2657, 0.78323, 1.0673, 0.88655, 0.75476, 0.82998, 0.50997, 1.4114, 0.78564, 1.1072, 0.0034, 0.0034, 0.0034 + 202, 1.26, 0.77424, 1.0617, 0.8884, 0.75442, 0.83012, 0.51032, 1.4118, 0.78644, 1.1073, 0.003367, 0.003367, 0.003367 + 203, 1.254, 0.76751, 1.0661, 0.88733, 0.75441, 0.83008, 0.51031, 1.4113, 0.78642, 1.1068, 0.003334, 0.003334, 0.003334 + 204, 1.2506, 0.76503, 1.0592, 0.88677, 0.75431, 0.82984, 0.51006, 1.4111, 0.78605, 1.1068, 0.003301, 0.003301, 0.003301 + 205, 1.2422, 0.76159, 1.0584, 0.88897, 0.7548, 0.83002, 0.50994, 1.4113, 0.78636, 1.1068, 0.003268, 0.003268, 0.003268 + 206, 1.2321, 0.75804, 1.0514, 0.88877, 0.75231, 0.83002, 0.51017, 1.4114, 0.78703, 1.1066, 0.003235, 0.003235, 0.003235 + 207, 1.2332, 0.75431, 1.0544, 0.88859, 0.75231, 0.83012, 0.51038, 1.4115, 0.78767, 1.1062, 0.003202, 0.003202, 0.003202 + 208, 1.2463, 0.75717, 1.0549, 0.89031, 0.75188, 0.83016, 0.51003, 1.4118, 0.78776, 1.1062, 0.003169, 0.003169, 0.003169 + 209, 1.2391, 0.76286, 1.0534, 0.89039, 0.75223, 0.82955, 0.50971, 1.412, 0.78803, 1.1066, 0.003136, 0.003136, 0.003136 + 210, 1.2335, 0.75486, 1.055, 0.89047, 0.75216, 0.82966, 0.51041, 1.4115, 0.78819, 1.1062, 0.003103, 0.003103, 0.003103 + 211, 1.2307, 0.74425, 1.0507, 0.889, 0.75486, 0.83069, 0.51024, 1.4112, 0.78764, 1.106, 0.00307, 0.00307, 0.00307 + 212, 1.2234, 0.7463, 1.0472, 0.88991, 0.75415, 0.83011, 0.51028, 1.4117, 0.7879, 1.1062, 0.003037, 0.003037, 0.003037 + 213, 1.2196, 0.74233, 1.0481, 0.88831, 0.7551, 0.82962, 0.51066, 1.4118, 0.78844, 1.1063, 0.003004, 0.003004, 0.003004 + 214, 1.2171, 0.73771, 1.0401, 0.88887, 0.75463, 0.82987, 0.51089, 1.412, 0.7891, 1.1062, 0.002971, 0.002971, 0.002971 + 215, 1.2265, 0.75627, 1.0532, 0.89248, 0.75327, 0.82984, 0.51149, 1.412, 0.78985, 1.1062, 0.002938, 0.002938, 0.002938 + 216, 1.2205, 0.73456, 1.0456, 0.89206, 0.75389, 0.82975, 0.51109, 1.4124, 0.79055, 1.1068, 0.002905, 0.002905, 0.002905 + 217, 1.2203, 0.73953, 1.046, 0.89331, 0.75375, 0.82976, 0.51121, 1.4122, 0.79127, 1.1067, 0.002872, 0.002872, 0.002872 + 218, 1.2063, 0.72631, 1.0416, 0.89187, 0.75342, 0.82937, 0.51128, 1.4121, 0.79031, 1.1066, 0.002839, 0.002839, 0.002839 + 219, 1.197, 0.72335, 1.0389, 0.89171, 0.75397, 0.82949, 0.51205, 1.4122, 0.79037, 1.1064, 0.002806, 0.002806, 0.002806 + 220, 1.1986, 0.71846, 1.0359, 0.89261, 0.7528, 0.82955, 0.51222, 1.4117, 0.79105, 1.1059, 0.002773, 0.002773, 0.002773 + 221, 1.1948, 0.72007, 1.0377, 0.88851, 0.7526, 0.82896, 0.51252, 1.4112, 0.79118, 1.1056, 0.00274, 0.00274, 0.00274 + 222, 1.1964, 0.72055, 1.038, 0.88814, 0.75282, 0.82913, 0.51249, 1.4113, 0.79177, 1.1057, 0.002707, 0.002707, 0.002707 + 223, 1.1916, 0.72092, 1.0346, 0.89053, 0.7521, 0.82952, 0.51324, 1.412, 0.7924, 1.1058, 0.002674, 0.002674, 0.002674 + 224, 1.1856, 0.71828, 1.033, 0.89026, 0.75086, 0.82958, 0.51367, 1.4118, 0.79269, 1.1057, 0.002641, 0.002641, 0.002641 + 225, 1.1942, 0.72107, 1.0353, 0.89251, 0.75111, 0.83024, 0.51307, 1.4113, 0.79195, 1.1052, 0.002608, 0.002608, 0.002608 + 226, 1.1869, 0.71778, 1.028, 0.89139, 0.75152, 0.82935, 0.51319, 1.4111, 0.79338, 1.1052, 0.002575, 0.002575, 0.002575 + 227, 1.178, 0.70917, 1.0287, 0.88988, 0.75231, 0.83004, 0.51333, 1.4116, 0.79437, 1.1055, 0.002542, 0.002542, 0.002542 + 228, 1.1898, 0.71338, 1.0373, 0.89215, 0.75201, 0.83014, 0.51333, 1.4117, 0.79553, 1.1053, 0.002509, 0.002509, 0.002509 + 229, 1.1757, 0.71251, 1.0283, 0.89039, 0.75225, 0.82972, 0.51303, 1.412, 0.79656, 1.1052, 0.002476, 0.002476, 0.002476 + 230, 1.1751, 0.70223, 1.0255, 0.88961, 0.75105, 0.82948, 0.51319, 1.4125, 0.79775, 1.1051, 0.002443, 0.002443, 0.002443 + 231, 1.1699, 0.6973, 1.0226, 0.88882, 0.75092, 0.8299, 0.51308, 1.4125, 0.79826, 1.1052, 0.00241, 0.00241, 0.00241 + 232, 1.1601, 0.69577, 1.0224, 0.88957, 0.75109, 0.83042, 0.51391, 1.4129, 0.79868, 1.1053, 0.002377, 0.002377, 0.002377 + 233, 1.154, 0.6911, 1.0218, 0.89001, 0.75162, 0.83043, 0.51327, 1.4132, 0.79874, 1.1052, 0.002344, 0.002344, 0.002344 + 234, 1.1536, 0.69091, 1.0192, 0.88768, 0.75242, 0.83092, 0.51346, 1.4133, 0.79969, 1.105, 0.002311, 0.002311, 0.002311 + 235, 1.1516, 0.69183, 1.0172, 0.88929, 0.75183, 0.83084, 0.51366, 1.413, 0.80103, 1.105, 0.002278, 0.002278, 0.002278 + 236, 1.143, 0.68506, 1.0175, 0.88786, 0.75528, 0.83204, 0.51392, 1.4129, 0.80155, 1.1046, 0.002245, 0.002245, 0.002245 + 237, 1.1507, 0.68942, 1.0171, 0.88915, 0.75494, 0.83195, 0.5144, 1.4126, 0.80272, 1.1045, 0.002212, 0.002212, 0.002212 + 238, 1.138, 0.68179, 1.0121, 0.8868, 0.75382, 0.83243, 0.51482, 1.4128, 0.80349, 1.1045, 0.002179, 0.002179, 0.002179 + 239, 1.1382, 0.67729, 1.0147, 0.88717, 0.75497, 0.83303, 0.51503, 1.4127, 0.80509, 1.1045, 0.002146, 0.002146, 0.002146 + 240, 1.1343, 0.67579, 1.0084, 0.8871, 0.75475, 0.83368, 0.51551, 1.4124, 0.80543, 1.1041, 0.002113, 0.002113, 0.002113 + 241, 1.1284, 0.66679, 1.0093, 0.88582, 0.75499, 0.83318, 0.51568, 1.4124, 0.80623, 1.104, 0.00208, 0.00208, 0.00208 + 242, 1.1256, 0.672, 1.0075, 0.88599, 0.75612, 0.83303, 0.51529, 1.4129, 0.80733, 1.1039, 0.002047, 0.002047, 0.002047 + 243, 1.1301, 0.67259, 1.0111, 0.88622, 0.75663, 0.83326, 0.51568, 1.4128, 0.80854, 1.1038, 0.002014, 0.002014, 0.002014 + 244, 1.1221, 0.66852, 1.0102, 0.8843, 0.75731, 0.83283, 0.51577, 1.4129, 0.809, 1.1037, 0.001981, 0.001981, 0.001981 + 245, 1.1212, 0.67168, 1.0079, 0.88275, 0.75757, 0.83285, 0.51506, 1.4127, 0.81043, 1.1034, 0.001948, 0.001948, 0.001948 + 246, 1.1118, 0.65511, 1.0029, 0.8809, 0.7577, 0.83207, 0.5157, 1.4132, 0.81131, 1.1033, 0.001915, 0.001915, 0.001915 + 247, 1.1138, 0.65906, 1.0041, 0.87912, 0.75808, 0.83217, 0.51523, 1.4131, 0.81235, 1.1032, 0.001882, 0.001882, 0.001882 + 248, 1.1122, 0.65802, 1.0044, 0.87847, 0.75832, 0.83233, 0.51523, 1.4134, 0.81319, 1.1031, 0.001849, 0.001849, 0.001849 + 249, 1.1007, 0.64937, 1.0009, 0.87882, 0.75904, 0.83311, 0.5149, 1.4129, 0.81396, 1.1026, 0.001816, 0.001816, 0.001816 + 250, 1.1003, 0.65044, 1, 0.87892, 0.75972, 0.83297, 0.51494, 1.4129, 0.81454, 1.1023, 0.001783, 0.001783, 0.001783 + 251, 1.0996, 0.64774, 0.99489, 0.8757, 0.76146, 0.83258, 0.51553, 1.4131, 0.81556, 1.1024, 0.00175, 0.00175, 0.00175 + 252, 1.0905, 0.64255, 0.99532, 0.87503, 0.76104, 0.83201, 0.5153, 1.4131, 0.81633, 1.1021, 0.001717, 0.001717, 0.001717 + 253, 1.0814, 0.63748, 0.99132, 0.87291, 0.76207, 0.83203, 0.51542, 1.4135, 0.81744, 1.1023, 0.001684, 0.001684, 0.001684 + 254, 1.0845, 0.64096, 0.98979, 0.87122, 0.76223, 0.83208, 0.51581, 1.4133, 0.8183, 1.1021, 0.001651, 0.001651, 0.001651 + 255, 1.0792, 0.63904, 0.99129, 0.87205, 0.76256, 0.83209, 0.51611, 1.4131, 0.8192, 1.1021, 0.001618, 0.001618, 0.001618 + 256, 1.0767, 0.6374, 0.99132, 0.87181, 0.76341, 0.83241, 0.51563, 1.4133, 0.81998, 1.102, 0.001585, 0.001585, 0.001585 + 257, 1.0694, 0.62441, 0.98548, 0.87532, 0.76051, 0.8321, 0.51578, 1.4133, 0.82114, 1.102, 0.001552, 0.001552, 0.001552 + 258, 1.0713, 0.62866, 0.98561, 0.8726, 0.76236, 0.83261, 0.51549, 1.4136, 0.82263, 1.1019, 0.001519, 0.001519, 0.001519 + 259, 1.0666, 0.63087, 0.98262, 0.87284, 0.76013, 0.83281, 0.51614, 1.4135, 0.82372, 1.1019, 0.001486, 0.001486, 0.001486 + 260, 1.0627, 0.62267, 0.98311, 0.87202, 0.76055, 0.83288, 0.51638, 1.4137, 0.82463, 1.1019, 0.001453, 0.001453, 0.001453 + 261, 1.0547, 0.61518, 0.9827, 0.87264, 0.76022, 0.83327, 0.51603, 1.4143, 0.82656, 1.102, 0.00142, 0.00142, 0.00142 + 262, 1.0585, 0.61947, 0.98503, 0.87393, 0.75997, 0.83351, 0.51641, 1.4142, 0.8278, 1.1017, 0.001387, 0.001387, 0.001387 + 263, 1.0483, 0.61235, 0.98021, 0.87644, 0.75763, 0.83377, 0.51634, 1.4141, 0.82866, 1.1018, 0.001354, 0.001354, 0.001354 + 264, 1.0499, 0.61606, 0.97918, 0.87881, 0.75479, 0.8343, 0.51629, 1.4146, 0.83017, 1.1019, 0.001321, 0.001321, 0.001321 + 265, 1.044, 0.6131, 0.9792, 0.87589, 0.75672, 0.83383, 0.51659, 1.4143, 0.83068, 1.1017, 0.001288, 0.001288, 0.001288 + 266, 1.0404, 0.60866, 0.98157, 0.87548, 0.75702, 0.83331, 0.51586, 1.4147, 0.83216, 1.1018, 0.001255, 0.001255, 0.001255 + 267, 1.0377, 0.60585, 0.9771, 0.87634, 0.75596, 0.83327, 0.51616, 1.4143, 0.83267, 1.1016, 0.001222, 0.001222, 0.001222 + 268, 1.0318, 0.6055, 0.97636, 0.87418, 0.75521, 0.83326, 0.51622, 1.4146, 0.83417, 1.1018, 0.001189, 0.001189, 0.001189 + 269, 1.0314, 0.59949, 0.97508, 0.87518, 0.7561, 0.83416, 0.51678, 1.4148, 0.83517, 1.1017, 0.001156, 0.001156, 0.001156 + 270, 1.0273, 0.59623, 0.97147, 0.89261, 0.74748, 0.8339, 0.51654, 1.4149, 0.83557, 1.1016, 0.001123, 0.001123, 0.001123 + 271, 1.0148, 0.5915, 0.97051, 0.89069, 0.74858, 0.83377, 0.51647, 1.415, 0.83653, 1.1017, 0.00109, 0.00109, 0.00109 + 272, 1.0175, 0.6001, 0.97086, 0.89102, 0.7471, 0.83377, 0.51692, 1.4149, 0.83708, 1.1014, 0.001057, 0.001057, 0.001057 + 273, 1.0077, 0.59682, 0.9641, 0.88597, 0.74868, 0.83364, 0.51673, 1.4154, 0.83834, 1.1014, 0.001024, 0.001024, 0.001024 + 274, 1.0104, 0.59387, 0.96559, 0.89279, 0.74389, 0.83366, 0.51694, 1.4157, 0.83936, 1.1017, 0.000991, 0.000991, 0.000991 + 275, 1.0032, 0.58329, 0.96359, 0.89381, 0.74441, 0.83401, 0.51731, 1.4161, 0.8409, 1.1016, 0.000958, 0.000958, 0.000958 + 276, 0.99703, 0.59092, 0.96027, 0.8945, 0.74397, 0.83391, 0.51731, 1.4167, 0.84154, 1.1019, 0.000925, 0.000925, 0.000925 + 277, 1.0003, 0.58695, 0.96364, 0.89426, 0.7444, 0.83359, 0.51761, 1.4175, 0.84364, 1.102, 0.000892, 0.000892, 0.000892 + 278, 0.99304, 0.57896, 0.96163, 0.88961, 0.7437, 0.83305, 0.51722, 1.4172, 0.84437, 1.1018, 0.000859, 0.000859, 0.000859 + 279, 0.9917, 0.57664, 0.96202, 0.89037, 0.74424, 0.8333, 0.51717, 1.4178, 0.84626, 1.1022, 0.000826, 0.000826, 0.000826 + 280, 0.98068, 0.57211, 0.95727, 0.8915, 0.74384, 0.833, 0.51756, 1.4178, 0.84735, 1.1022, 0.000793, 0.000793, 0.000793 + 281, 0.98598, 0.57271, 0.96037, 0.89238, 0.74375, 0.83324, 0.51731, 1.4185, 0.84785, 1.1025, 0.00076, 0.00076, 0.00076 + 282, 0.97876, 0.57102, 0.95824, 0.89068, 0.74371, 0.83356, 0.51716, 1.4182, 0.84882, 1.1022, 0.000727, 0.000727, 0.000727 + 283, 0.97593, 0.56761, 0.95594, 0.892, 0.74167, 0.83338, 0.51754, 1.4179, 0.85002, 1.1021, 0.000694, 0.000694, 0.000694 + 284, 0.97611, 0.56833, 0.95583, 0.89185, 0.74104, 0.83302, 0.51688, 1.4184, 0.85112, 1.1023, 0.000661, 0.000661, 0.000661 + 285, 0.97371, 0.57491, 0.95431, 0.89023, 0.74284, 0.83282, 0.51713, 1.4185, 0.85211, 1.1025, 0.000628, 0.000628, 0.000628 + 286, 0.96875, 0.56722, 0.95329, 0.89, 0.74421, 0.83286, 0.51786, 1.4189, 0.85369, 1.1028, 0.000595, 0.000595, 0.000595 + 287, 0.95971, 0.55722, 0.94972, 0.8889, 0.7438, 0.83268, 0.51762, 1.4191, 0.85527, 1.1028, 0.000562, 0.000562, 0.000562 + 288, 0.9441, 0.54372, 0.94475, 0.88929, 0.74369, 0.83275, 0.51836, 1.4197, 0.8566, 1.1035, 0.000529, 0.000529, 0.000529 + 289, 0.95089, 0.55225, 0.94747, 0.88763, 0.74285, 0.83222, 0.51822, 1.4204, 0.85783, 1.1037, 0.000496, 0.000496, 0.000496 + 290, 0.93574, 0.48395, 0.94338, 0.89023, 0.74336, 0.83254, 0.51794, 1.4202, 0.85909, 1.1036, 0.000463, 0.000463, 0.000463 + 291, 0.91232, 0.47062, 0.93204, 0.89862, 0.73576, 0.83255, 0.51856, 1.4206, 0.8606, 1.1036, 0.00043, 0.00043, 0.00043 + 292, 0.90412, 0.47041, 0.93638, 0.89625, 0.73927, 0.83228, 0.51817, 1.4208, 0.86147, 1.1039, 0.000397, 0.000397, 0.000397 + 293, 0.8936, 0.45869, 0.9265, 0.89618, 0.73954, 0.83222, 0.51809, 1.4206, 0.86239, 1.1038, 0.000364, 0.000364, 0.000364 + 294, 0.88281, 0.45518, 0.92465, 0.88841, 0.74406, 0.83166, 0.51784, 1.421, 0.86372, 1.104, 0.000331, 0.000331, 0.000331 + 295, 0.88279, 0.45466, 0.92709, 0.88783, 0.74404, 0.83198, 0.51859, 1.4215, 0.86582, 1.1045, 0.000298, 0.000298, 0.000298 + 296, 0.8737, 0.45497, 0.92361, 0.89323, 0.74008, 0.83152, 0.51859, 1.4218, 0.86687, 1.1045, 0.000265, 0.000265, 0.000265 + 297, 0.86736, 0.45435, 0.92164, 0.89472, 0.73935, 0.83107, 0.5182, 1.4219, 0.86793, 1.1047, 0.000232, 0.000232, 0.000232 + 298, 0.85658, 0.43974, 0.91462, 0.89242, 0.73955, 0.83054, 0.51852, 1.4221, 0.86958, 1.1049, 0.000199, 0.000199, 0.000199 + 299, 0.86369, 0.45082, 0.92173, 0.89142, 0.73991, 0.83055, 0.51824, 1.423, 0.87115, 1.1049, 0.000166, 0.000166, 0.000166 diff --git a/censor_detect_v0.8_s/results.png b/censor_detect_v0.8_s/results.png new file mode 100644 index 0000000000000000000000000000000000000000..35816904f25d75303451ab1946ad1eb95b67f903 --- /dev/null +++ b/censor_detect_v0.8_s/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34c1bf66fb63200c94d7c1721df7495cd65faa922bd7704fbb00273ddc35ffae +size 225122 diff --git a/censor_detect_v0.8_s/threshold.json b/censor_detect_v0.8_s/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..746e9fd85ad70de3fc9690b5f62f8f22acf2bea5 --- /dev/null +++ b/censor_detect_v0.8_s/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.81, + "threshold": 0.252 +} \ No newline at end of file diff --git a/censor_detect_v0.9_s/F1_curve.png b/censor_detect_v0.9_s/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..031aaf887ab2813e74efdb70171df7ed4845d679 --- /dev/null +++ b/censor_detect_v0.9_s/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed8988a4a1b247a384048bc8bd6f5bacefeba88cad205aaf770cc389c791a622 +size 166885 diff --git a/censor_detect_v0.9_s/PR_curve.png b/censor_detect_v0.9_s/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..0e83b85bb14dc4cdd09615866cf108fa58b0f4c8 --- /dev/null +++ b/censor_detect_v0.9_s/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:464fda38bb5aafa45e84f9d90fc9989530106b24bead1220b2ebe511dc917b87 +size 160403 diff --git a/censor_detect_v0.9_s/P_curve.png b/censor_detect_v0.9_s/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..280065c40bba12c5bc96169d07a8c4a9a7a7fe1f --- /dev/null +++ b/censor_detect_v0.9_s/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1970852df0d4d15765661a8346e4e4d831d99c72791c3980abc773c98b4338e6 +size 130061 diff --git a/censor_detect_v0.9_s/R_curve.png b/censor_detect_v0.9_s/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..fe91ed39c6d60a21d2b6abfd326e29ce8184561e --- /dev/null +++ b/censor_detect_v0.9_s/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5bbbd9d697d292d6f7baf18c08c77b4546f65fed6f7bdd0ac593299c8ef1bef +size 170851 diff --git a/censor_detect_v0.9_s/confusion_matrix.png b/censor_detect_v0.9_s/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..c74c4a39594f6d0db5c5ad41bb4498bae8663982 --- /dev/null +++ b/censor_detect_v0.9_s/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a168e6a966d276f1da3a86542c12c65d9597ddbdff388597c8d68a3a1c4e1551 +size 114625 diff --git a/censor_detect_v0.9_s/labels.json b/censor_detect_v0.9_s/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v0.9_s/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v0.9_s/model.onnx b/censor_detect_v0.9_s/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..d83474ab1468f57f9458d61050b2bd73bccb8bc5 --- /dev/null +++ b/censor_detect_v0.9_s/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b25b66111e471885476bc57dabac1c3893886aed851c921870c53f1f6759134 +size 44586353 diff --git a/censor_detect_v0.9_s/model.pt b/censor_detect_v0.9_s/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..112581d5e43649ba9b272369ab234a50208426db --- /dev/null +++ b/censor_detect_v0.9_s/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a9c9bb7c446f1ea0cae6549c2816a781d97615078d02550a38732c39b53b9b4f +size 22500088 diff --git a/censor_detect_v0.9_s/model_artifacts.json b/censor_detect_v0.9_s/model_artifacts.json new file mode 100644 index 0000000000000000000000000000000000000000..9125272ee5ff33d25107c9a31805f21498dc7e0e --- /dev/null +++ b/censor_detect_v0.9_s/model_artifacts.json @@ -0,0 +1 @@ +{"names": ["nipple_f", "penis", "pussy"], "yaml": {"nc": 3, "depth_multiple": 0.33, "width_multiple": 0.5, "backbone": [[-1, 1, "Conv", [64, 3, 2]], [-1, 1, "Conv", [128, 3, 2]], [-1, 3, "C2f", [128, true]], [-1, 1, "Conv", [256, 3, 2]], [-1, 6, "C2f", [256, true]], [-1, 1, "Conv", [512, 3, 2]], [-1, 6, "C2f", [512, true]], [-1, 1, "Conv", [1024, 3, 2]], [-1, 3, "C2f", [1024, true]], [-1, 1, "SPPF", [1024, 5]]], "head": [[-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 6], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 4], 1, "Concat", [1]], [-1, 3, "C2f", [256]], [-1, 1, "Conv", [256, 3, 2]], [[-1, 12], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "Conv", [512, 3, 2]], [[-1, 9], 1, "Concat", [1]], [-1, 3, "C2f", [1024]], [[15, 18, 21], 1, "Detect", ["nc"]]], "ch": 3}, "nc": 3, "args": {"model": "yolov8s.yaml", "batch": 16, "imgsz": 640}, "ultralytics_version": "8.0.20", "model_type": "yolov8"} \ No newline at end of file diff --git a/censor_detect_v0.9_s/results.csv b/censor_detect_v0.9_s/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..bdd9ee1d83103918f6991551d1333e018e6f2eaf --- /dev/null +++ b/censor_detect_v0.9_s/results.csv @@ -0,0 +1,301 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.3337, 3.1909, 1.8768, 0.54191, 0.43412, 0.44065, 0.2108, 1.834, 1.802, 1.3583, 0.070046, 0.0033282, 0.0033282 + 1, 2.1249, 2.3081, 1.5872, 0.6235, 0.43882, 0.48393, 0.24191, 1.7596, 1.7945, 1.2876, 0.040024, 0.0066396, 0.0066396 + 2, 2.1617, 2.2983, 1.5843, 0.6226, 0.46345, 0.49257, 0.23558, 1.8319, 1.7466, 1.3651, 0.0099799, 0.0099289, 0.0099289 + 3, 2.2171, 2.3982, 1.6444, 0.55536, 0.40363, 0.42016, 0.19, 1.9684, 1.8637, 1.3656, 0.009901, 0.009901, 0.009901 + 4, 2.1685, 2.27, 1.6014, 0.65921, 0.49154, 0.5399, 0.26765, 1.8176, 1.6613, 1.3474, 0.009901, 0.009901, 0.009901 + 5, 2.1206, 2.1671, 1.5727, 0.67584, 0.54715, 0.59659, 0.30304, 1.7285, 1.4706, 1.3012, 0.009868, 0.009868, 0.009868 + 6, 2.0767, 2.0722, 1.5545, 0.73479, 0.56177, 0.63301, 0.32938, 1.7007, 1.383, 1.2801, 0.009835, 0.009835, 0.009835 + 7, 2.0484, 2.013, 1.534, 0.70497, 0.59084, 0.63734, 0.33978, 1.6369, 1.3742, 1.2452, 0.009802, 0.009802, 0.009802 + 8, 2.0249, 1.955, 1.5285, 0.76013, 0.58214, 0.66697, 0.36665, 1.6148, 1.3139, 1.2501, 0.009769, 0.009769, 0.009769 + 9, 1.9976, 1.8968, 1.5113, 0.78103, 0.60774, 0.68478, 0.36288, 1.6521, 1.2743, 1.2397, 0.009736, 0.009736, 0.009736 + 10, 1.9874, 1.8683, 1.4911, 0.77273, 0.61497, 0.6947, 0.38311, 1.5877, 1.2419, 1.208, 0.009703, 0.009703, 0.009703 + 11, 1.9634, 1.8381, 1.4841, 0.78424, 0.6557, 0.72168, 0.39808, 1.5962, 1.2, 1.2287, 0.00967, 0.00967, 0.00967 + 12, 1.9559, 1.7959, 1.473, 0.7793, 0.644, 0.71668, 0.39744, 1.5808, 1.186, 1.2088, 0.009637, 0.009637, 0.009637 + 13, 1.9382, 1.7734, 1.4562, 0.79735, 0.65573, 0.7242, 0.41261, 1.5533, 1.1608, 1.2035, 0.009604, 0.009604, 0.009604 + 14, 1.9289, 1.7373, 1.4533, 0.79992, 0.6554, 0.73388, 0.4095, 1.5632, 1.1303, 1.202, 0.009571, 0.009571, 0.009571 + 15, 1.9159, 1.7139, 1.4405, 0.79683, 0.66216, 0.7362, 0.42318, 1.5166, 1.1124, 1.1803, 0.009538, 0.009538, 0.009538 + 16, 1.904, 1.6887, 1.4345, 0.78457, 0.67678, 0.74094, 0.4197, 1.5269, 1.1364, 1.1837, 0.009505, 0.009505, 0.009505 + 17, 1.8961, 1.6738, 1.4284, 0.80652, 0.67607, 0.75613, 0.43168, 1.5076, 1.0901, 1.1746, 0.009472, 0.009472, 0.009472 + 18, 1.8797, 1.6433, 1.4094, 0.81018, 0.65847, 0.74313, 0.4243, 1.5169, 1.1004, 1.1819, 0.009439, 0.009439, 0.009439 + 19, 1.879, 1.6338, 1.42, 0.8168, 0.66669, 0.74991, 0.43229, 1.5118, 1.0639, 1.1738, 0.009406, 0.009406, 0.009406 + 20, 1.851, 1.6076, 1.4058, 0.84681, 0.67416, 0.76387, 0.44249, 1.4966, 1.0359, 1.1724, 0.009373, 0.009373, 0.009373 + 21, 1.8541, 1.5978, 1.3997, 0.81757, 0.6925, 0.7686, 0.44124, 1.5053, 1.0316, 1.1638, 0.00934, 0.00934, 0.00934 + 22, 1.847, 1.5732, 1.3941, 0.83557, 0.69453, 0.77567, 0.45235, 1.4766, 1.0116, 1.1604, 0.009307, 0.009307, 0.009307 + 23, 1.8354, 1.5718, 1.3878, 0.83667, 0.69235, 0.78088, 0.45739, 1.4642, 0.9963, 1.1427, 0.009274, 0.009274, 0.009274 + 24, 1.8291, 1.554, 1.3902, 0.84907, 0.67784, 0.78012, 0.45853, 1.4701, 0.98622, 1.153, 0.009241, 0.009241, 0.009241 + 25, 1.8279, 1.5384, 1.3863, 0.82148, 0.69653, 0.76509, 0.44807, 1.4717, 1.0027, 1.1468, 0.009208, 0.009208, 0.009208 + 26, 1.8148, 1.537, 1.3838, 0.84026, 0.693, 0.77592, 0.46121, 1.4699, 0.99519, 1.1457, 0.009175, 0.009175, 0.009175 + 27, 1.8141, 1.5319, 1.3787, 0.82902, 0.70526, 0.78192, 0.46136, 1.4524, 0.9684, 1.1344, 0.009142, 0.009142, 0.009142 + 28, 1.8079, 1.501, 1.3722, 0.83188, 0.7095, 0.79066, 0.4687, 1.4627, 0.9577, 1.1416, 0.009109, 0.009109, 0.009109 + 29, 1.7902, 1.4996, 1.3714, 0.83607, 0.70782, 0.78959, 0.46561, 1.4534, 0.97323, 1.1399, 0.009076, 0.009076, 0.009076 + 30, 1.797, 1.4886, 1.3604, 0.85875, 0.70565, 0.79401, 0.47265, 1.4469, 0.9554, 1.141, 0.009043, 0.009043, 0.009043 + 31, 1.7954, 1.4788, 1.3628, 0.82946, 0.72178, 0.79898, 0.47739, 1.4432, 0.93264, 1.1357, 0.00901, 0.00901, 0.00901 + 32, 1.7833, 1.4613, 1.3574, 0.86408, 0.70752, 0.8027, 0.479, 1.4412, 0.93473, 1.1276, 0.008977, 0.008977, 0.008977 + 33, 1.7836, 1.4504, 1.3586, 0.85395, 0.72215, 0.80285, 0.48148, 1.4386, 0.92368, 1.1309, 0.008944, 0.008944, 0.008944 + 34, 1.7733, 1.4494, 1.353, 0.85936, 0.70954, 0.79909, 0.47757, 1.4271, 0.92608, 1.1281, 0.008911, 0.008911, 0.008911 + 35, 1.7734, 1.4385, 1.3489, 0.84248, 0.71354, 0.79685, 0.47702, 1.4279, 0.92824, 1.1218, 0.008878, 0.008878, 0.008878 + 36, 1.7586, 1.4193, 1.342, 0.84711, 0.7268, 0.8042, 0.48161, 1.4322, 0.91248, 1.128, 0.008845, 0.008845, 0.008845 + 37, 1.762, 1.4203, 1.3422, 0.84171, 0.73415, 0.80461, 0.48327, 1.437, 0.90643, 1.1299, 0.008812, 0.008812, 0.008812 + 38, 1.7512, 1.4103, 1.3355, 0.82364, 0.73896, 0.80647, 0.48407, 1.4128, 0.90015, 1.1161, 0.008779, 0.008779, 0.008779 + 39, 1.7477, 1.3894, 1.3326, 0.84827, 0.73318, 0.81163, 0.48984, 1.4082, 0.88893, 1.1127, 0.008746, 0.008746, 0.008746 + 40, 1.7377, 1.3886, 1.327, 0.85427, 0.72028, 0.80911, 0.48956, 1.4174, 0.88585, 1.1156, 0.008713, 0.008713, 0.008713 + 41, 1.7338, 1.3721, 1.3242, 0.8781, 0.71331, 0.80933, 0.49085, 1.413, 0.89218, 1.1196, 0.00868, 0.00868, 0.00868 + 42, 1.7235, 1.3515, 1.3157, 0.86545, 0.72454, 0.81301, 0.49279, 1.4078, 0.87782, 1.1162, 0.008647, 0.008647, 0.008647 + 43, 1.7204, 1.3565, 1.3196, 0.84308, 0.73575, 0.80654, 0.48957, 1.4212, 0.8782, 1.1194, 0.008614, 0.008614, 0.008614 + 44, 1.7329, 1.3667, 1.319, 0.86935, 0.71354, 0.80955, 0.49371, 1.4068, 0.87717, 1.1139, 0.008581, 0.008581, 0.008581 + 45, 1.7171, 1.3445, 1.3159, 0.84341, 0.73855, 0.81376, 0.49317, 1.4058, 0.87079, 1.1157, 0.008548, 0.008548, 0.008548 + 46, 1.7179, 1.3372, 1.3117, 0.83785, 0.73834, 0.80994, 0.48928, 1.4102, 0.86677, 1.1119, 0.008515, 0.008515, 0.008515 + 47, 1.7177, 1.3411, 1.3075, 0.86109, 0.74072, 0.82334, 0.49806, 1.4054, 0.86084, 1.1087, 0.008482, 0.008482, 0.008482 + 48, 1.7074, 1.3265, 1.3052, 0.86797, 0.72942, 0.81535, 0.49447, 1.3995, 0.86052, 1.1105, 0.008449, 0.008449, 0.008449 + 49, 1.6987, 1.3207, 1.3065, 0.87274, 0.72676, 0.81462, 0.49472, 1.3967, 0.85106, 1.1086, 0.008416, 0.008416, 0.008416 + 50, 1.6965, 1.3099, 1.3029, 0.87139, 0.73114, 0.81675, 0.50151, 1.3875, 0.84884, 1.1012, 0.008383, 0.008383, 0.008383 + 51, 1.6957, 1.3127, 1.3022, 0.87802, 0.73958, 0.82247, 0.50276, 1.3779, 0.84235, 1.1014, 0.00835, 0.00835, 0.00835 + 52, 1.6876, 1.3045, 1.2981, 0.8753, 0.74243, 0.82111, 0.50145, 1.382, 0.84964, 1.1011, 0.008317, 0.008317, 0.008317 + 53, 1.6992, 1.3133, 1.2988, 0.86617, 0.73832, 0.81603, 0.49904, 1.3766, 0.85219, 1.0959, 0.008284, 0.008284, 0.008284 + 54, 1.6853, 1.2852, 1.2903, 0.8654, 0.73652, 0.81828, 0.49984, 1.3899, 0.84569, 1.1039, 0.008251, 0.008251, 0.008251 + 55, 1.6788, 1.2736, 1.2896, 0.86661, 0.7403, 0.82256, 0.50132, 1.3839, 0.84304, 1.1023, 0.008218, 0.008218, 0.008218 + 56, 1.6765, 1.2781, 1.2872, 0.86577, 0.74339, 0.82434, 0.50471, 1.3866, 0.83822, 1.1032, 0.008185, 0.008185, 0.008185 + 57, 1.6796, 1.274, 1.2879, 0.85666, 0.74952, 0.82505, 0.50448, 1.3841, 0.83294, 1.1025, 0.008152, 0.008152, 0.008152 + 58, 1.6677, 1.2541, 1.2776, 0.85068, 0.75234, 0.827, 0.50366, 1.3862, 0.827, 1.1014, 0.008119, 0.008119, 0.008119 + 59, 1.6691, 1.258, 1.2812, 0.86413, 0.74226, 0.82327, 0.50227, 1.3823, 0.83253, 1.0993, 0.008086, 0.008086, 0.008086 + 60, 1.6666, 1.2608, 1.2758, 0.87502, 0.74236, 0.82546, 0.50433, 1.3875, 0.83698, 1.1078, 0.008053, 0.008053, 0.008053 + 61, 1.6624, 1.2448, 1.278, 0.86463, 0.7442, 0.82349, 0.50421, 1.3852, 0.83001, 1.1056, 0.00802, 0.00802, 0.00802 + 62, 1.6477, 1.2429, 1.274, 0.85895, 0.75217, 0.82709, 0.50508, 1.3838, 0.82368, 1.1021, 0.007987, 0.007987, 0.007987 + 63, 1.669, 1.2472, 1.2812, 0.87133, 0.73901, 0.82714, 0.50543, 1.3755, 0.82157, 1.0988, 0.007954, 0.007954, 0.007954 + 64, 1.6589, 1.2399, 1.2752, 0.87757, 0.74174, 0.82775, 0.50758, 1.3763, 0.82206, 1.0986, 0.007921, 0.007921, 0.007921 + 65, 1.6427, 1.2303, 1.2688, 0.8834, 0.73293, 0.82511, 0.50501, 1.3727, 0.82232, 1.0965, 0.007888, 0.007888, 0.007888 + 66, 1.6486, 1.2307, 1.2702, 0.88614, 0.73469, 0.82612, 0.50538, 1.3734, 0.82227, 1.0982, 0.007855, 0.007855, 0.007855 + 67, 1.6427, 1.2244, 1.2672, 0.86797, 0.7354, 0.82461, 0.5061, 1.3761, 0.82323, 1.0999, 0.007822, 0.007822, 0.007822 + 68, 1.6461, 1.2208, 1.2736, 0.87452, 0.74285, 0.82585, 0.50755, 1.3742, 0.81848, 1.0968, 0.007789, 0.007789, 0.007789 + 69, 1.638, 1.2066, 1.2625, 0.87999, 0.74123, 0.82517, 0.50665, 1.3796, 0.8154, 1.0995, 0.007756, 0.007756, 0.007756 + 70, 1.6353, 1.2041, 1.2616, 0.87749, 0.74253, 0.82771, 0.50803, 1.3813, 0.81544, 1.1016, 0.007723, 0.007723, 0.007723 + 71, 1.6343, 1.1972, 1.259, 0.8718, 0.74752, 0.82775, 0.50856, 1.3813, 0.81006, 1.102, 0.00769, 0.00769, 0.00769 + 72, 1.6219, 1.1893, 1.2551, 0.8728, 0.75674, 0.83077, 0.50932, 1.3841, 0.80289, 1.1032, 0.007657, 0.007657, 0.007657 + 73, 1.6241, 1.2001, 1.2552, 0.86911, 0.76221, 0.83158, 0.5114, 1.3819, 0.79869, 1.102, 0.007624, 0.007624, 0.007624 + 74, 1.6256, 1.1862, 1.2521, 0.87086, 0.757, 0.83165, 0.50968, 1.3773, 0.79738, 1.0999, 0.007591, 0.007591, 0.007591 + 75, 1.6155, 1.1763, 1.2423, 0.87875, 0.74941, 0.83108, 0.51062, 1.3767, 0.79992, 1.0997, 0.007558, 0.007558, 0.007558 + 76, 1.6168, 1.17, 1.2459, 0.87511, 0.75066, 0.82996, 0.51224, 1.3711, 0.80035, 1.0984, 0.007525, 0.007525, 0.007525 + 77, 1.6198, 1.1747, 1.2509, 0.86901, 0.75491, 0.82918, 0.51209, 1.3706, 0.80046, 1.0986, 0.007492, 0.007492, 0.007492 + 78, 1.6127, 1.1708, 1.2476, 0.87125, 0.75233, 0.82963, 0.51254, 1.3695, 0.80088, 1.0988, 0.007459, 0.007459, 0.007459 + 79, 1.6125, 1.1605, 1.2489, 0.87243, 0.75005, 0.83063, 0.51449, 1.3698, 0.80135, 1.0995, 0.007426, 0.007426, 0.007426 + 80, 1.6021, 1.155, 1.2455, 0.86968, 0.7522, 0.83087, 0.51327, 1.3703, 0.80023, 1.0983, 0.007393, 0.007393, 0.007393 + 81, 1.6045, 1.1607, 1.243, 0.87594, 0.74398, 0.82939, 0.51224, 1.3719, 0.79933, 1.0992, 0.00736, 0.00736, 0.00736 + 82, 1.604, 1.142, 1.238, 0.86212, 0.75842, 0.83171, 0.51483, 1.37, 0.79561, 1.097, 0.007327, 0.007327, 0.007327 + 83, 1.5996, 1.1588, 1.2407, 0.87525, 0.75173, 0.83234, 0.51603, 1.3689, 0.79545, 1.0962, 0.007294, 0.007294, 0.007294 + 84, 1.5888, 1.1355, 1.237, 0.85092, 0.7697, 0.83491, 0.5166, 1.368, 0.79398, 1.0955, 0.007261, 0.007261, 0.007261 + 85, 1.5897, 1.1425, 1.2294, 0.85775, 0.77119, 0.8365, 0.51626, 1.3683, 0.79216, 1.0952, 0.007228, 0.007228, 0.007228 + 86, 1.5887, 1.1307, 1.23, 0.8776, 0.75064, 0.83761, 0.51574, 1.3679, 0.79066, 1.0956, 0.007195, 0.007195, 0.007195 + 87, 1.5855, 1.1409, 1.231, 0.88555, 0.74812, 0.83757, 0.5167, 1.3674, 0.79085, 1.0947, 0.007162, 0.007162, 0.007162 + 88, 1.5762, 1.1196, 1.229, 0.88608, 0.74906, 0.83849, 0.51835, 1.3673, 0.78702, 1.0946, 0.007129, 0.007129, 0.007129 + 89, 1.5704, 1.1193, 1.2198, 0.88662, 0.74845, 0.83774, 0.51852, 1.366, 0.78551, 1.0941, 0.007096, 0.007096, 0.007096 + 90, 1.5732, 1.1201, 1.2249, 0.87509, 0.75518, 0.83743, 0.51912, 1.3634, 0.78342, 1.0927, 0.007063, 0.007063, 0.007063 + 91, 1.5804, 1.1103, 1.2249, 0.87881, 0.75345, 0.83664, 0.51961, 1.3634, 0.78182, 1.0931, 0.00703, 0.00703, 0.00703 + 92, 1.5703, 1.1103, 1.2239, 0.88347, 0.75216, 0.83698, 0.5193, 1.363, 0.78106, 1.0928, 0.006997, 0.006997, 0.006997 + 93, 1.5729, 1.1158, 1.2231, 0.88448, 0.74835, 0.83621, 0.51931, 1.3624, 0.77963, 1.0917, 0.006964, 0.006964, 0.006964 + 94, 1.5644, 1.1041, 1.2218, 0.88179, 0.75603, 0.83768, 0.51796, 1.3631, 0.77945, 1.0917, 0.006931, 0.006931, 0.006931 + 95, 1.5592, 1.0919, 1.2149, 0.882, 0.75645, 0.83814, 0.51745, 1.3635, 0.7782, 1.0923, 0.006898, 0.006898, 0.006898 + 96, 1.5674, 1.1027, 1.2216, 0.88115, 0.75827, 0.83826, 0.51818, 1.3644, 0.77877, 1.0931, 0.006865, 0.006865, 0.006865 + 97, 1.5627, 1.0947, 1.2181, 0.88172, 0.75516, 0.8385, 0.51825, 1.3646, 0.77852, 1.0928, 0.006832, 0.006832, 0.006832 + 98, 1.5586, 1.0978, 1.2178, 0.88025, 0.75817, 0.8386, 0.51842, 1.3647, 0.77707, 1.0926, 0.006799, 0.006799, 0.006799 + 99, 1.5503, 1.0875, 1.2107, 0.88354, 0.75954, 0.84015, 0.51831, 1.3645, 0.77609, 1.0925, 0.006766, 0.006766, 0.006766 + 100, 1.5577, 1.0939, 1.2177, 0.87756, 0.7636, 0.84044, 0.51812, 1.3646, 0.77467, 1.0928, 0.006733, 0.006733, 0.006733 + 101, 1.5491, 1.0874, 1.2113, 0.87934, 0.76125, 0.83923, 0.51817, 1.3647, 0.77465, 1.0925, 0.0067, 0.0067, 0.0067 + 102, 1.5484, 1.0799, 1.2071, 0.88285, 0.75965, 0.83943, 0.51766, 1.365, 0.7746, 1.0929, 0.006667, 0.006667, 0.006667 + 103, 1.545, 1.0724, 1.2078, 0.88158, 0.75938, 0.83903, 0.51831, 1.3653, 0.77483, 1.0928, 0.006634, 0.006634, 0.006634 + 104, 1.5466, 1.0758, 1.2117, 0.8819, 0.76026, 0.83948, 0.51911, 1.3642, 0.77405, 1.0929, 0.006601, 0.006601, 0.006601 + 105, 1.5445, 1.0683, 1.2081, 0.88183, 0.75917, 0.84004, 0.51975, 1.3639, 0.77377, 1.0925, 0.006568, 0.006568, 0.006568 + 106, 1.5408, 1.0666, 1.2048, 0.88113, 0.76013, 0.83981, 0.51993, 1.3628, 0.774, 1.092, 0.006535, 0.006535, 0.006535 + 107, 1.5414, 1.0643, 1.2057, 0.86982, 0.76653, 0.83964, 0.52006, 1.363, 0.77391, 1.0921, 0.006502, 0.006502, 0.006502 + 108, 1.5235, 1.0527, 1.1935, 0.87244, 0.76821, 0.84037, 0.51959, 1.3634, 0.77426, 1.0926, 0.006469, 0.006469, 0.006469 + 109, 1.5405, 1.0639, 1.2054, 0.87327, 0.76787, 0.83973, 0.51889, 1.3636, 0.77378, 1.0924, 0.006436, 0.006436, 0.006436 + 110, 1.5244, 1.0518, 1.1941, 0.87535, 0.76513, 0.84036, 0.52037, 1.364, 0.77208, 1.0925, 0.006403, 0.006403, 0.006403 + 111, 1.523, 1.052, 1.1961, 0.87854, 0.76481, 0.83994, 0.52, 1.3641, 0.77237, 1.0926, 0.00637, 0.00637, 0.00637 + 112, 1.5173, 1.046, 1.1912, 0.88234, 0.76306, 0.83975, 0.52016, 1.364, 0.7709, 1.0924, 0.006337, 0.006337, 0.006337 + 113, 1.5254, 1.0456, 1.1941, 0.88125, 0.76528, 0.84004, 0.5208, 1.3636, 0.77093, 1.0927, 0.006304, 0.006304, 0.006304 + 114, 1.5116, 1.0393, 1.1924, 0.8822, 0.76528, 0.8402, 0.52042, 1.3642, 0.77087, 1.0931, 0.006271, 0.006271, 0.006271 + 115, 1.5107, 1.0424, 1.1913, 0.8808, 0.76549, 0.83979, 0.52016, 1.3639, 0.7701, 1.093, 0.006238, 0.006238, 0.006238 + 116, 1.5065, 1.0364, 1.1871, 0.8785, 0.76567, 0.83893, 0.52016, 1.3644, 0.76925, 1.093, 0.006205, 0.006205, 0.006205 + 117, 1.5079, 1.031, 1.1899, 0.87954, 0.76491, 0.83886, 0.51965, 1.3649, 0.76936, 1.093, 0.006172, 0.006172, 0.006172 + 118, 1.5093, 1.023, 1.1892, 0.87823, 0.76432, 0.83907, 0.5192, 1.3648, 0.76961, 1.0931, 0.006139, 0.006139, 0.006139 + 119, 1.5012, 1.0224, 1.1793, 0.87702, 0.76508, 0.84006, 0.5194, 1.3648, 0.76965, 1.0933, 0.006106, 0.006106, 0.006106 + 120, 1.5021, 1.0196, 1.185, 0.87751, 0.76503, 0.84041, 0.52003, 1.365, 0.76811, 1.0934, 0.006073, 0.006073, 0.006073 + 121, 1.5059, 1.0161, 1.1867, 0.87813, 0.76447, 0.84139, 0.51975, 1.3647, 0.76835, 1.0931, 0.00604, 0.00604, 0.00604 + 122, 1.5017, 1.0329, 1.1863, 0.87858, 0.76422, 0.84053, 0.52106, 1.3647, 0.76821, 1.093, 0.006007, 0.006007, 0.006007 + 123, 1.5014, 1.0291, 1.1865, 0.87962, 0.76385, 0.84021, 0.52121, 1.3652, 0.76777, 1.0931, 0.005974, 0.005974, 0.005974 + 124, 1.5008, 1.028, 1.1822, 0.88047, 0.76427, 0.83996, 0.52101, 1.3653, 0.76771, 1.0928, 0.005941, 0.005941, 0.005941 + 125, 1.503, 1.0273, 1.1823, 0.87591, 0.7658, 0.8395, 0.5202, 1.3659, 0.76725, 1.0929, 0.005908, 0.005908, 0.005908 + 126, 1.4997, 1.0196, 1.179, 0.876, 0.7671, 0.83946, 0.52053, 1.3658, 0.7664, 1.093, 0.005875, 0.005875, 0.005875 + 127, 1.4902, 1.0055, 1.1804, 0.87909, 0.76749, 0.84134, 0.52119, 1.3662, 0.76548, 1.0927, 0.005842, 0.005842, 0.005842 + 128, 1.4887, 1.0036, 1.1803, 0.87761, 0.76821, 0.84002, 0.5208, 1.3664, 0.76504, 1.093, 0.005809, 0.005809, 0.005809 + 129, 1.4914, 0.9962, 1.1804, 0.87703, 0.76942, 0.83998, 0.52096, 1.3661, 0.76505, 1.0926, 0.005776, 0.005776, 0.005776 + 130, 1.4835, 0.99548, 1.173, 0.87693, 0.77064, 0.84057, 0.52061, 1.3664, 0.76597, 1.0929, 0.005743, 0.005743, 0.005743 + 131, 1.4836, 1.0014, 1.1768, 0.87634, 0.77156, 0.84095, 0.52047, 1.3665, 0.76566, 1.0927, 0.00571, 0.00571, 0.00571 + 132, 1.4722, 0.99212, 1.1706, 0.87652, 0.77135, 0.84097, 0.52002, 1.3664, 0.76542, 1.0926, 0.005677, 0.005677, 0.005677 + 133, 1.4829, 0.99965, 1.1757, 0.87916, 0.76903, 0.83992, 0.52046, 1.367, 0.76594, 1.093, 0.005644, 0.005644, 0.005644 + 134, 1.4728, 0.98905, 1.1685, 0.8809, 0.76971, 0.84072, 0.52086, 1.3675, 0.76563, 1.0934, 0.005611, 0.005611, 0.005611 + 135, 1.4738, 0.98296, 1.1731, 0.87947, 0.77099, 0.84109, 0.52073, 1.3676, 0.76588, 1.0934, 0.005578, 0.005578, 0.005578 + 136, 1.4584, 0.97252, 1.1618, 0.88044, 0.76755, 0.84106, 0.52066, 1.3679, 0.76578, 1.0937, 0.005545, 0.005545, 0.005545 + 137, 1.4606, 0.98389, 1.1618, 0.87842, 0.76931, 0.84057, 0.52079, 1.3683, 0.76525, 1.0937, 0.005512, 0.005512, 0.005512 + 138, 1.459, 0.97826, 1.1623, 0.87752, 0.77075, 0.84119, 0.52006, 1.3686, 0.76473, 1.0939, 0.005479, 0.005479, 0.005479 + 139, 1.4554, 0.97485, 1.1586, 0.87897, 0.77007, 0.84132, 0.51953, 1.369, 0.76454, 1.0942, 0.005446, 0.005446, 0.005446 + 140, 1.4661, 0.98631, 1.1635, 0.87909, 0.77081, 0.84158, 0.52019, 1.3688, 0.76431, 1.094, 0.005413, 0.005413, 0.005413 + 141, 1.4493, 0.96467, 1.1544, 0.87804, 0.77047, 0.84114, 0.51997, 1.3694, 0.76383, 1.0942, 0.00538, 0.00538, 0.00538 + 142, 1.4588, 0.9647, 1.1628, 0.87695, 0.76989, 0.84126, 0.51978, 1.37, 0.76342, 1.0941, 0.005347, 0.005347, 0.005347 + 143, 1.4477, 0.95962, 1.1526, 0.87595, 0.77038, 0.8414, 0.52005, 1.3704, 0.76307, 1.0942, 0.005314, 0.005314, 0.005314 + 144, 1.4514, 0.96368, 1.161, 0.8766, 0.77196, 0.84204, 0.51986, 1.3704, 0.76356, 1.0942, 0.005281, 0.005281, 0.005281 + 145, 1.4432, 0.95637, 1.155, 0.87503, 0.77311, 0.84281, 0.52032, 1.3706, 0.76373, 1.0946, 0.005248, 0.005248, 0.005248 + 146, 1.4375, 0.94784, 1.1521, 0.87484, 0.77255, 0.84253, 0.52049, 1.3706, 0.76439, 1.0946, 0.005215, 0.005215, 0.005215 + 147, 1.439, 0.95448, 1.1512, 0.87823, 0.77162, 0.84219, 0.52055, 1.371, 0.76448, 1.095, 0.005182, 0.005182, 0.005182 + 148, 1.4444, 0.95454, 1.1549, 0.8764, 0.77183, 0.84129, 0.52107, 1.3713, 0.76454, 1.095, 0.005149, 0.005149, 0.005149 + 149, 1.4465, 0.95203, 1.154, 0.8771, 0.77251, 0.84231, 0.52116, 1.3712, 0.76431, 1.0949, 0.005116, 0.005116, 0.005116 + 150, 1.4402, 0.95081, 1.1489, 0.87559, 0.77298, 0.84233, 0.52124, 1.3713, 0.76455, 1.095, 0.005083, 0.005083, 0.005083 + 151, 1.4208, 0.93848, 1.1406, 0.87699, 0.77222, 0.84329, 0.521, 1.3707, 0.76381, 1.0947, 0.00505, 0.00505, 0.00505 + 152, 1.4363, 0.94002, 1.1458, 0.87684, 0.76997, 0.84286, 0.52115, 1.3708, 0.76375, 1.0947, 0.005017, 0.005017, 0.005017 + 153, 1.4257, 0.92681, 1.1447, 0.87614, 0.77386, 0.84278, 0.52095, 1.3708, 0.76259, 1.0947, 0.004984, 0.004984, 0.004984 + 154, 1.4236, 0.92812, 1.1388, 0.87683, 0.77253, 0.84244, 0.52067, 1.3712, 0.76273, 1.0953, 0.004951, 0.004951, 0.004951 + 155, 1.4307, 0.93534, 1.1479, 0.87662, 0.77254, 0.84294, 0.52076, 1.3716, 0.76253, 1.0957, 0.004918, 0.004918, 0.004918 + 156, 1.4304, 0.93297, 1.1436, 0.8743, 0.77453, 0.84287, 0.52107, 1.3714, 0.76198, 1.0959, 0.004885, 0.004885, 0.004885 + 157, 1.4216, 0.92834, 1.1399, 0.87268, 0.77562, 0.8429, 0.52074, 1.3713, 0.76158, 1.0958, 0.004852, 0.004852, 0.004852 + 158, 1.421, 0.92617, 1.1368, 0.87157, 0.77415, 0.84126, 0.52067, 1.3712, 0.76096, 1.0957, 0.004819, 0.004819, 0.004819 + 159, 1.413, 0.91538, 1.1335, 0.86344, 0.78051, 0.84105, 0.52059, 1.3712, 0.76114, 1.0957, 0.004786, 0.004786, 0.004786 + 160, 1.4077, 0.91176, 1.1356, 0.86662, 0.77983, 0.84189, 0.5208, 1.3712, 0.76139, 1.0958, 0.004753, 0.004753, 0.004753 + 161, 1.4047, 0.91902, 1.135, 0.86481, 0.78074, 0.84244, 0.52125, 1.3718, 0.76125, 1.0959, 0.00472, 0.00472, 0.00472 + 162, 1.4058, 0.91816, 1.1312, 0.86398, 0.78179, 0.84248, 0.52126, 1.3719, 0.76098, 1.0959, 0.004687, 0.004687, 0.004687 + 163, 1.4017, 0.91435, 1.1284, 0.86434, 0.78009, 0.84296, 0.52142, 1.3717, 0.76117, 1.0956, 0.004654, 0.004654, 0.004654 + 164, 1.4033, 0.91001, 1.1312, 0.85966, 0.78607, 0.84235, 0.52074, 1.372, 0.76068, 1.0958, 0.004621, 0.004621, 0.004621 + 165, 1.4016, 0.90929, 1.1311, 0.86057, 0.78403, 0.84266, 0.5213, 1.3726, 0.76085, 1.096, 0.004588, 0.004588, 0.004588 + 166, 1.4002, 0.90278, 1.1316, 0.86147, 0.78354, 0.8424, 0.52119, 1.3716, 0.76003, 1.0948, 0.004555, 0.004555, 0.004555 + 167, 1.3957, 0.89926, 1.1271, 0.86499, 0.78111, 0.84245, 0.52145, 1.3717, 0.75947, 1.0948, 0.004522, 0.004522, 0.004522 + 168, 1.3984, 0.90352, 1.1291, 0.86443, 0.7825, 0.84193, 0.52127, 1.3722, 0.75956, 1.0949, 0.004489, 0.004489, 0.004489 + 169, 1.39, 0.89681, 1.1269, 0.86564, 0.78049, 0.84229, 0.52085, 1.3722, 0.75906, 1.0946, 0.004456, 0.004456, 0.004456 + 170, 1.3923, 0.90466, 1.1287, 0.86372, 0.78311, 0.84161, 0.52077, 1.3723, 0.75883, 1.0945, 0.004423, 0.004423, 0.004423 + 171, 1.3779, 0.88565, 1.1165, 0.86317, 0.78315, 0.84221, 0.52154, 1.3724, 0.75913, 1.0943, 0.00439, 0.00439, 0.00439 + 172, 1.3829, 0.8962, 1.1221, 0.86221, 0.78478, 0.84179, 0.52185, 1.3717, 0.75904, 1.0938, 0.004357, 0.004357, 0.004357 + 173, 1.3804, 0.88869, 1.1201, 0.86298, 0.7867, 0.84254, 0.52143, 1.3718, 0.75905, 1.0942, 0.004324, 0.004324, 0.004324 + 174, 1.3765, 0.88733, 1.1167, 0.86222, 0.78708, 0.84264, 0.52227, 1.3719, 0.75862, 1.0941, 0.004291, 0.004291, 0.004291 + 175, 1.3782, 0.88688, 1.1248, 0.8627, 0.78716, 0.84252, 0.52221, 1.372, 0.75915, 1.0939, 0.004258, 0.004258, 0.004258 + 176, 1.3771, 0.87913, 1.1164, 0.8617, 0.78524, 0.84179, 0.52212, 1.3718, 0.759, 1.0937, 0.004225, 0.004225, 0.004225 + 177, 1.3721, 0.87782, 1.1186, 0.86241, 0.78468, 0.84181, 0.52209, 1.3717, 0.75914, 1.0937, 0.004192, 0.004192, 0.004192 + 178, 1.3712, 0.87679, 1.1163, 0.85924, 0.78774, 0.84253, 0.52208, 1.3719, 0.75902, 1.0937, 0.004159, 0.004159, 0.004159 + 179, 1.3782, 0.8802, 1.1189, 0.86181, 0.78637, 0.84267, 0.52241, 1.3715, 0.7585, 1.0936, 0.004126, 0.004126, 0.004126 + 180, 1.3592, 0.86319, 1.1108, 0.86772, 0.77968, 0.84227, 0.52226, 1.3709, 0.75864, 1.0932, 0.004093, 0.004093, 0.004093 + 181, 1.3589, 0.86339, 1.111, 0.86903, 0.77996, 0.84192, 0.52226, 1.371, 0.75812, 1.0931, 0.00406, 0.00406, 0.00406 + 182, 1.3555, 0.86313, 1.1084, 0.86823, 0.78011, 0.84127, 0.5216, 1.371, 0.75844, 1.0931, 0.004027, 0.004027, 0.004027 + 183, 1.3479, 0.85732, 1.1068, 0.86769, 0.77973, 0.84144, 0.52164, 1.3711, 0.75843, 1.0929, 0.003994, 0.003994, 0.003994 + 184, 1.3483, 0.86112, 1.1043, 0.86553, 0.78119, 0.84042, 0.52138, 1.3709, 0.75776, 1.093, 0.003961, 0.003961, 0.003961 + 185, 1.348, 0.852, 1.1028, 0.8654, 0.78278, 0.84018, 0.52094, 1.3711, 0.7573, 1.0929, 0.003928, 0.003928, 0.003928 + 186, 1.3439, 0.8587, 1.1056, 0.86408, 0.78278, 0.84073, 0.5218, 1.3709, 0.75748, 1.0927, 0.003895, 0.003895, 0.003895 + 187, 1.3494, 0.85282, 1.1026, 0.87001, 0.77935, 0.84122, 0.52174, 1.3705, 0.7565, 1.0927, 0.003862, 0.003862, 0.003862 + 188, 1.3323, 0.84318, 1.0942, 0.87519, 0.76963, 0.84102, 0.52227, 1.3706, 0.75638, 1.0925, 0.003829, 0.003829, 0.003829 + 189, 1.3464, 0.85128, 1.1017, 0.86974, 0.77678, 0.84142, 0.52229, 1.3706, 0.75606, 1.0926, 0.003796, 0.003796, 0.003796 + 190, 1.3289, 0.83881, 1.0985, 0.86993, 0.77874, 0.84191, 0.52229, 1.3702, 0.75559, 1.0926, 0.003763, 0.003763, 0.003763 + 191, 1.3335, 0.83914, 1.0981, 0.86695, 0.77928, 0.84158, 0.52315, 1.3702, 0.75534, 1.0924, 0.00373, 0.00373, 0.00373 + 192, 1.3265, 0.84223, 1.094, 0.86739, 0.77964, 0.84129, 0.5226, 1.3701, 0.75538, 1.092, 0.003697, 0.003697, 0.003697 + 193, 1.3334, 0.84145, 1.0966, 0.86676, 0.77978, 0.84174, 0.52304, 1.3699, 0.75501, 1.0921, 0.003664, 0.003664, 0.003664 + 194, 1.3287, 0.83187, 1.0911, 0.86805, 0.78032, 0.84146, 0.52273, 1.37, 0.75473, 1.0921, 0.003631, 0.003631, 0.003631 + 195, 1.3188, 0.82716, 1.0893, 0.86687, 0.78125, 0.84137, 0.52218, 1.37, 0.75474, 1.0921, 0.003598, 0.003598, 0.003598 + 196, 1.3302, 0.82829, 1.0969, 0.871, 0.77795, 0.84019, 0.52278, 1.3699, 0.75518, 1.0917, 0.003565, 0.003565, 0.003565 + 197, 1.3163, 0.82289, 1.0917, 0.8731, 0.77662, 0.84048, 0.52308, 1.3698, 0.75506, 1.0915, 0.003532, 0.003532, 0.003532 + 198, 1.3176, 0.82391, 1.0905, 0.87314, 0.77734, 0.84009, 0.52268, 1.3699, 0.75518, 1.0915, 0.003499, 0.003499, 0.003499 + 199, 1.3074, 0.82001, 1.0846, 0.87995, 0.77217, 0.84063, 0.52342, 1.3699, 0.75476, 1.0914, 0.003466, 0.003466, 0.003466 + 200, 1.304, 0.81514, 1.0854, 0.87785, 0.77436, 0.84146, 0.52352, 1.3695, 0.75453, 1.0909, 0.003433, 0.003433, 0.003433 + 201, 1.3025, 0.81151, 1.0851, 0.87437, 0.77583, 0.84164, 0.52349, 1.3697, 0.75463, 1.0906, 0.0034, 0.0034, 0.0034 + 202, 1.3027, 0.81393, 1.0846, 0.87273, 0.77829, 0.84152, 0.52308, 1.3702, 0.75501, 1.0909, 0.003367, 0.003367, 0.003367 + 203, 1.2988, 0.81276, 1.0833, 0.88371, 0.77139, 0.8422, 0.52269, 1.3704, 0.75518, 1.0909, 0.003334, 0.003334, 0.003334 + 204, 1.2986, 0.8058, 1.08, 0.88552, 0.77144, 0.84154, 0.52304, 1.3705, 0.75558, 1.0907, 0.003301, 0.003301, 0.003301 + 205, 1.299, 0.81019, 1.0837, 0.88572, 0.77057, 0.8415, 0.52305, 1.371, 0.75579, 1.0912, 0.003268, 0.003268, 0.003268 + 206, 1.2886, 0.79806, 1.0774, 0.88716, 0.77009, 0.84209, 0.52321, 1.3708, 0.75647, 1.0909, 0.003235, 0.003235, 0.003235 + 207, 1.2887, 0.79599, 1.0777, 0.88616, 0.77021, 0.84171, 0.52329, 1.3714, 0.75731, 1.0909, 0.003202, 0.003202, 0.003202 + 208, 1.2904, 0.80814, 1.0815, 0.88451, 0.77047, 0.84138, 0.52312, 1.3708, 0.75737, 1.0905, 0.003169, 0.003169, 0.003169 + 209, 1.2867, 0.79319, 1.0761, 0.88347, 0.76935, 0.84092, 0.52298, 1.3712, 0.75761, 1.0905, 0.003136, 0.003136, 0.003136 + 210, 1.2778, 0.78921, 1.0741, 0.88626, 0.76864, 0.84095, 0.52224, 1.3709, 0.75765, 1.0904, 0.003103, 0.003103, 0.003103 + 211, 1.2853, 0.79304, 1.0735, 0.88587, 0.76939, 0.84075, 0.52266, 1.3709, 0.75828, 1.0902, 0.00307, 0.00307, 0.00307 + 212, 1.2737, 0.78984, 1.0723, 0.88694, 0.77024, 0.8416, 0.52319, 1.3715, 0.75929, 1.0903, 0.003037, 0.003037, 0.003037 + 213, 1.2712, 0.78528, 1.0705, 0.88639, 0.77153, 0.84141, 0.52287, 1.3715, 0.75961, 1.0903, 0.003004, 0.003004, 0.003004 + 214, 1.2682, 0.7767, 1.0682, 0.88561, 0.77155, 0.84148, 0.52365, 1.3715, 0.76044, 1.0905, 0.002971, 0.002971, 0.002971 + 215, 1.2689, 0.77986, 1.066, 0.88577, 0.76961, 0.84108, 0.52332, 1.3715, 0.76083, 1.0904, 0.002938, 0.002938, 0.002938 + 216, 1.2598, 0.77606, 1.064, 0.88643, 0.77041, 0.84115, 0.5239, 1.3717, 0.762, 1.0905, 0.002905, 0.002905, 0.002905 + 217, 1.2597, 0.77567, 1.0609, 0.88703, 0.77016, 0.84153, 0.52399, 1.3719, 0.76193, 1.0903, 0.002872, 0.002872, 0.002872 + 218, 1.2585, 0.76991, 1.062, 0.88743, 0.77013, 0.84153, 0.52396, 1.3721, 0.76246, 1.0904, 0.002839, 0.002839, 0.002839 + 219, 1.2578, 0.7732, 1.0619, 0.88804, 0.76964, 0.84122, 0.52426, 1.3721, 0.76349, 1.0901, 0.002806, 0.002806, 0.002806 + 220, 1.2506, 0.76676, 1.0614, 0.88911, 0.76946, 0.84173, 0.52426, 1.3725, 0.76435, 1.0903, 0.002773, 0.002773, 0.002773 + 221, 1.2446, 0.75709, 1.0577, 0.88783, 0.76948, 0.84122, 0.52516, 1.3725, 0.76525, 1.0902, 0.00274, 0.00274, 0.00274 + 222, 1.2398, 0.75771, 1.0564, 0.88919, 0.76887, 0.84109, 0.5253, 1.3726, 0.76517, 1.0901, 0.002707, 0.002707, 0.002707 + 223, 1.2412, 0.76151, 1.0589, 0.88828, 0.76932, 0.84135, 0.52545, 1.3732, 0.76578, 1.0902, 0.002674, 0.002674, 0.002674 + 224, 1.2365, 0.74885, 1.0575, 0.88923, 0.76951, 0.84145, 0.52565, 1.3736, 0.76706, 1.0905, 0.002641, 0.002641, 0.002641 + 225, 1.2316, 0.75085, 1.0508, 0.88872, 0.76945, 0.84139, 0.5252, 1.3733, 0.76728, 1.0901, 0.002608, 0.002608, 0.002608 + 226, 1.2321, 0.75126, 1.0554, 0.88797, 0.76967, 0.84073, 0.52542, 1.3736, 0.76886, 1.0904, 0.002575, 0.002575, 0.002575 + 227, 1.232, 0.74821, 1.0531, 0.8868, 0.77047, 0.84022, 0.52628, 1.3742, 0.76898, 1.0905, 0.002542, 0.002542, 0.002542 + 228, 1.2276, 0.74704, 1.0495, 0.88612, 0.76957, 0.84071, 0.52578, 1.375, 0.7703, 1.0907, 0.002509, 0.002509, 0.002509 + 229, 1.2233, 0.74425, 1.0486, 0.88506, 0.77163, 0.84089, 0.52613, 1.3748, 0.77162, 1.0904, 0.002476, 0.002476, 0.002476 + 230, 1.2162, 0.73952, 1.0476, 0.88529, 0.7715, 0.8413, 0.52597, 1.3744, 0.77238, 1.0902, 0.002443, 0.002443, 0.002443 + 231, 1.214, 0.74661, 1.0404, 0.8846, 0.77257, 0.84143, 0.52625, 1.3752, 0.77281, 1.0903, 0.00241, 0.00241, 0.00241 + 232, 1.2136, 0.73224, 1.0435, 0.88561, 0.77223, 0.84066, 0.52609, 1.375, 0.77342, 1.0902, 0.002377, 0.002377, 0.002377 + 233, 1.205, 0.73164, 1.0415, 0.88518, 0.7711, 0.8404, 0.52566, 1.3754, 0.77502, 1.0903, 0.002344, 0.002344, 0.002344 + 234, 1.2027, 0.72828, 1.0392, 0.88533, 0.77088, 0.84029, 0.52546, 1.3751, 0.77544, 1.0902, 0.002311, 0.002311, 0.002311 + 235, 1.1981, 0.7258, 1.0373, 0.88572, 0.77043, 0.84053, 0.52624, 1.3757, 0.77744, 1.0904, 0.002278, 0.002278, 0.002278 + 236, 1.1961, 0.72176, 1.0347, 0.88471, 0.77047, 0.84016, 0.52582, 1.3761, 0.77805, 1.0903, 0.002245, 0.002245, 0.002245 + 237, 1.1916, 0.72167, 1.0363, 0.88532, 0.76973, 0.84013, 0.52581, 1.3763, 0.77927, 1.0903, 0.002212, 0.002212, 0.002212 + 238, 1.1884, 0.71956, 1.0371, 0.8848, 0.77035, 0.84034, 0.52585, 1.3765, 0.78032, 1.0903, 0.002179, 0.002179, 0.002179 + 239, 1.1855, 0.71703, 1.0353, 0.88456, 0.76929, 0.84024, 0.52643, 1.3769, 0.7811, 1.0903, 0.002146, 0.002146, 0.002146 + 240, 1.185, 0.7111, 1.0313, 0.88388, 0.77008, 0.84058, 0.52667, 1.3772, 0.78262, 1.0905, 0.002113, 0.002113, 0.002113 + 241, 1.1802, 0.70643, 1.0283, 0.88377, 0.76975, 0.83923, 0.52642, 1.3776, 0.78335, 1.0905, 0.00208, 0.00208, 0.00208 + 242, 1.1834, 0.70825, 1.0317, 0.88399, 0.76984, 0.83926, 0.52603, 1.3778, 0.78336, 1.0904, 0.002047, 0.002047, 0.002047 + 243, 1.1717, 0.70219, 1.0261, 0.88197, 0.76927, 0.83841, 0.5262, 1.378, 0.78411, 1.0905, 0.002014, 0.002014, 0.002014 + 244, 1.1727, 0.7045, 1.0273, 0.88261, 0.7671, 0.83765, 0.52582, 1.3782, 0.78558, 1.0905, 0.001981, 0.001981, 0.001981 + 245, 1.1641, 0.69844, 1.0252, 0.87978, 0.76863, 0.8382, 0.52582, 1.3781, 0.78721, 1.0904, 0.001948, 0.001948, 0.001948 + 246, 1.1527, 0.69085, 1.0179, 0.88161, 0.76832, 0.839, 0.52608, 1.3789, 0.78856, 1.0906, 0.001915, 0.001915, 0.001915 + 247, 1.1546, 0.68678, 1.0233, 0.87931, 0.76882, 0.83933, 0.52572, 1.3785, 0.78939, 1.0903, 0.001882, 0.001882, 0.001882 + 248, 1.1535, 0.68287, 1.0211, 0.88269, 0.76503, 0.83908, 0.52621, 1.3791, 0.79067, 1.0903, 0.001849, 0.001849, 0.001849 + 249, 1.1522, 0.68415, 1.0191, 0.88561, 0.76383, 0.83925, 0.5264, 1.3792, 0.79196, 1.0904, 0.001816, 0.001816, 0.001816 + 250, 1.1511, 0.68254, 1.0169, 0.8856, 0.76429, 0.84004, 0.52658, 1.3799, 0.79291, 1.0905, 0.001783, 0.001783, 0.001783 + 251, 1.1367, 0.67744, 1.0126, 0.88502, 0.76322, 0.83984, 0.52686, 1.3801, 0.79396, 1.0904, 0.00175, 0.00175, 0.00175 + 252, 1.1394, 0.67975, 1.0151, 0.8835, 0.76561, 0.83922, 0.52679, 1.3804, 0.79473, 1.0905, 0.001717, 0.001717, 0.001717 + 253, 1.1369, 0.67939, 1.0135, 0.88429, 0.76434, 0.84016, 0.52748, 1.3806, 0.79634, 1.0906, 0.001684, 0.001684, 0.001684 + 254, 1.1268, 0.67021, 1.011, 0.89122, 0.76009, 0.84006, 0.52693, 1.3816, 0.79714, 1.091, 0.001651, 0.001651, 0.001651 + 255, 1.1242, 0.67497, 1.0138, 0.89353, 0.75641, 0.84032, 0.52685, 1.3813, 0.79845, 1.0908, 0.001618, 0.001618, 0.001618 + 256, 1.1275, 0.66846, 1.0087, 0.89206, 0.75777, 0.84048, 0.52732, 1.3814, 0.79991, 1.091, 0.001585, 0.001585, 0.001585 + 257, 1.118, 0.6629, 1.0045, 0.89118, 0.75959, 0.84031, 0.52756, 1.3818, 0.80103, 1.0911, 0.001552, 0.001552, 0.001552 + 258, 1.1158, 0.66121, 1.0033, 0.89023, 0.76114, 0.84021, 0.52718, 1.3826, 0.80243, 1.0912, 0.001519, 0.001519, 0.001519 + 259, 1.1118, 0.65667, 1.0007, 0.88972, 0.76123, 0.84008, 0.52667, 1.3832, 0.80295, 1.0914, 0.001486, 0.001486, 0.001486 + 260, 1.1031, 0.64895, 1.0004, 0.88922, 0.76102, 0.83985, 0.52707, 1.3831, 0.80492, 1.0915, 0.001453, 0.001453, 0.001453 + 261, 1.1095, 0.65454, 0.99924, 0.88861, 0.76117, 0.8397, 0.52724, 1.383, 0.80599, 1.0912, 0.00142, 0.00142, 0.00142 + 262, 1.0949, 0.64702, 0.99859, 0.88968, 0.76046, 0.83994, 0.52767, 1.3835, 0.80745, 1.0911, 0.001387, 0.001387, 0.001387 + 263, 1.0938, 0.6487, 0.9956, 0.8898, 0.75998, 0.83993, 0.52721, 1.384, 0.80978, 1.0912, 0.001354, 0.001354, 0.001354 + 264, 1.0853, 0.63869, 0.99377, 0.89144, 0.76039, 0.84035, 0.52765, 1.3848, 0.81197, 1.0916, 0.001321, 0.001321, 0.001321 + 265, 1.0863, 0.63968, 0.99596, 0.89019, 0.76046, 0.83961, 0.52729, 1.3847, 0.81355, 1.0915, 0.001288, 0.001288, 0.001288 + 266, 1.0846, 0.63775, 0.99463, 0.89002, 0.76085, 0.83997, 0.52728, 1.3852, 0.81518, 1.0917, 0.001255, 0.001255, 0.001255 + 267, 1.0853, 0.63467, 0.9955, 0.89052, 0.76059, 0.84071, 0.52784, 1.3855, 0.81694, 1.0918, 0.001222, 0.001222, 0.001222 + 268, 1.0786, 0.63316, 0.99222, 0.8897, 0.75905, 0.83944, 0.52734, 1.3861, 0.81745, 1.092, 0.001189, 0.001189, 0.001189 + 269, 1.0772, 0.6345, 0.99159, 0.88638, 0.75988, 0.83939, 0.52736, 1.3864, 0.81797, 1.0921, 0.001156, 0.001156, 0.001156 + 270, 1.0633, 0.62389, 0.98623, 0.88706, 0.75876, 0.83911, 0.52723, 1.3867, 0.81968, 1.0923, 0.001123, 0.001123, 0.001123 + 271, 1.0635, 0.62513, 0.98636, 0.88783, 0.75989, 0.84034, 0.52789, 1.3871, 0.82127, 1.0923, 0.00109, 0.00109, 0.00109 + 272, 1.0606, 0.62206, 0.98492, 0.8866, 0.75846, 0.83977, 0.52836, 1.3869, 0.8219, 1.0923, 0.001057, 0.001057, 0.001057 + 273, 1.0559, 0.61647, 0.9844, 0.88592, 0.75958, 0.84, 0.52846, 1.3864, 0.82246, 1.092, 0.001024, 0.001024, 0.001024 + 274, 1.0491, 0.61228, 0.97931, 0.88595, 0.76014, 0.84009, 0.52851, 1.3869, 0.82416, 1.0921, 0.000991, 0.000991, 0.000991 + 275, 1.0471, 0.61307, 0.98178, 0.89069, 0.75774, 0.84, 0.52796, 1.3874, 0.82539, 1.0924, 0.000958, 0.000958, 0.000958 + 276, 1.0477, 0.60814, 0.98074, 0.88949, 0.75752, 0.83951, 0.52832, 1.3877, 0.82704, 1.0924, 0.000925, 0.000925, 0.000925 + 277, 1.0416, 0.60892, 0.97919, 0.89039, 0.75621, 0.83982, 0.52851, 1.3881, 0.82836, 1.0925, 0.000892, 0.000892, 0.000892 + 278, 1.0382, 0.60549, 0.97824, 0.89049, 0.75387, 0.8378, 0.52876, 1.3881, 0.82947, 1.0926, 0.000859, 0.000859, 0.000859 + 279, 1.0319, 0.60545, 0.97514, 0.89143, 0.75301, 0.8377, 0.52896, 1.3886, 0.83045, 1.093, 0.000826, 0.000826, 0.000826 + 280, 1.0284, 0.60006, 0.97178, 0.89179, 0.7528, 0.83781, 0.529, 1.389, 0.83151, 1.0932, 0.000793, 0.000793, 0.000793 + 281, 1.0279, 0.6005, 0.9761, 0.89168, 0.75237, 0.83812, 0.52909, 1.3892, 0.83191, 1.0933, 0.00076, 0.00076, 0.00076 + 282, 1.0249, 0.59508, 0.97069, 0.89242, 0.75157, 0.8381, 0.5289, 1.3897, 0.83281, 1.0935, 0.000727, 0.000727, 0.000727 + 283, 1.0174, 0.59311, 0.96896, 0.89295, 0.7527, 0.83836, 0.52854, 1.3899, 0.83416, 1.0936, 0.000694, 0.000694, 0.000694 + 284, 1.0144, 0.58941, 0.96715, 0.8936, 0.75083, 0.83842, 0.52906, 1.3899, 0.83574, 1.0936, 0.000661, 0.000661, 0.000661 + 285, 1.0107, 0.58468, 0.96682, 0.89051, 0.75466, 0.83857, 0.52866, 1.3906, 0.83647, 1.0939, 0.000628, 0.000628, 0.000628 + 286, 0.99919, 0.58138, 0.96251, 0.89148, 0.75291, 0.83894, 0.5287, 1.3908, 0.83755, 1.0939, 0.000595, 0.000595, 0.000595 + 287, 0.99847, 0.58193, 0.96316, 0.89123, 0.75327, 0.83939, 0.52853, 1.3907, 0.83858, 1.0941, 0.000562, 0.000562, 0.000562 + 288, 0.99869, 0.57446, 0.96211, 0.89152, 0.7519, 0.83902, 0.52915, 1.3909, 0.83943, 1.0944, 0.000529, 0.000529, 0.000529 + 289, 0.98774, 0.57141, 0.96109, 0.89167, 0.75048, 0.83865, 0.52908, 1.3918, 0.84079, 1.0949, 0.000496, 0.000496, 0.000496 + 290, 0.98562, 0.51527, 0.96271, 0.89518, 0.74799, 0.83879, 0.52911, 1.392, 0.84166, 1.0951, 0.000463, 0.000463, 0.000463 + 291, 0.95928, 0.49796, 0.95265, 0.89344, 0.74821, 0.8386, 0.52889, 1.3922, 0.8424, 1.0951, 0.00043, 0.00043, 0.00043 + 292, 0.94249, 0.49014, 0.94722, 0.89393, 0.74807, 0.83807, 0.52888, 1.3929, 0.84457, 1.0956, 0.000397, 0.000397, 0.000397 + 293, 0.9397, 0.48992, 0.94624, 0.89366, 0.74642, 0.83735, 0.52929, 1.3929, 0.84604, 1.0959, 0.000364, 0.000364, 0.000364 + 294, 0.92989, 0.47975, 0.94228, 0.89501, 0.74634, 0.83715, 0.52878, 1.3932, 0.84711, 1.0959, 0.000331, 0.000331, 0.000331 + 295, 0.92255, 0.47854, 0.94206, 0.89554, 0.74619, 0.8369, 0.52869, 1.394, 0.84932, 1.0964, 0.000298, 0.000298, 0.000298 + 296, 0.90696, 0.47076, 0.93443, 0.8952, 0.74531, 0.83621, 0.52848, 1.3941, 0.85091, 1.097, 0.000265, 0.000265, 0.000265 + 297, 0.90979, 0.4723, 0.9337, 0.89546, 0.74476, 0.83587, 0.52864, 1.3948, 0.85204, 1.0973, 0.000232, 0.000232, 0.000232 + 298, 0.90491, 0.46719, 0.93112, 0.89557, 0.74479, 0.83563, 0.52868, 1.3946, 0.85266, 1.0972, 0.000199, 0.000199, 0.000199 + 299, 0.89765, 0.46331, 0.93114, 0.89524, 0.74433, 0.8356, 0.52811, 1.3949, 0.85395, 1.0974, 0.000166, 0.000166, 0.000166 diff --git a/censor_detect_v0.9_s/results.png b/censor_detect_v0.9_s/results.png new file mode 100644 index 0000000000000000000000000000000000000000..0af2f079d58e696852cf480f5db7be726382ecb2 --- /dev/null +++ b/censor_detect_v0.9_s/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91dfaf1f6a611673af49cfe836fb0459287f306a4fed15200e9b9d52e3c2f2a4 +size 208488 diff --git a/censor_detect_v0.9_s/threshold.json b/censor_detect_v0.9_s/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..aa2299bdda820d361fff7d49cd75f500e569ce13 --- /dev/null +++ b/censor_detect_v0.9_s/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.81, + "threshold": 0.2 +} \ No newline at end of file diff --git a/censor_detect_v1.0_n/F1_curve.png b/censor_detect_v1.0_n/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..74909266b5ac195c4618b0b262cfa6fcadf358d1 --- /dev/null +++ b/censor_detect_v1.0_n/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9bdb7f9dc1faae5cd7b51ef713348fc1deca565b8a269dc7ac488a9fad67e83 +size 184701 diff --git a/censor_detect_v1.0_n/PR_curve.png b/censor_detect_v1.0_n/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..66bb0025f21c82b474472594febef0a864d0971c --- /dev/null +++ b/censor_detect_v1.0_n/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47bd691368d4f858532ae7b03f7de7f862fe27dcde471c14aee965e0b6c9231f +size 164091 diff --git a/censor_detect_v1.0_n/P_curve.png b/censor_detect_v1.0_n/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..a63b02d2eaffff8d46a4678f21bde10ea519341b --- /dev/null +++ b/censor_detect_v1.0_n/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bea2a3320d52d1c5a9a53c53b657b669586db95c09ca956ea6a613e071475336 +size 151502 diff --git a/censor_detect_v1.0_n/R_curve.png b/censor_detect_v1.0_n/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..1dd21bfb8c47212dcee0e7c480ccef08c936d094 --- /dev/null +++ b/censor_detect_v1.0_n/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f11955e7b62d4ae741d65c9f136e49d6448b95a361a26674a63fca78303ce0b4 +size 181162 diff --git a/censor_detect_v1.0_n/confusion_matrix.png b/censor_detect_v1.0_n/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..d203de3693f1e9d840d55d1c7829b9d68ef4d3bc --- /dev/null +++ b/censor_detect_v1.0_n/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f37d9325c87c2feb73337fb72702fa36d70927bb16ee3622c9247639a45bc036 +size 115189 diff --git a/censor_detect_v1.0_n/labels.json b/censor_detect_v1.0_n/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v1.0_n/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v1.0_n/model.onnx b/censor_detect_v1.0_n/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..fbb05616c9a1d71c224d9650dedde284cf78594a --- /dev/null +++ b/censor_detect_v1.0_n/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:029de0a116f6c3c73bde62d2a8354c78664795579858f3c8e28fc1b4633a891c +size 12104146 diff --git a/censor_detect_v1.0_n/model.pt b/censor_detect_v1.0_n/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1038dd60821154806a149883b26ca627a20da932 --- /dev/null +++ b/censor_detect_v1.0_n/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df78ab31de9a06796cb42b84605baffcc00f6c590e7919cac97dee91d5215406 +size 6230392 diff --git a/censor_detect_v1.0_n/results.csv b/censor_detect_v1.0_n/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..89d26624ec0cf1095c16b10e764e3df7e0656d65 --- /dev/null +++ b/censor_detect_v1.0_n/results.csv @@ -0,0 +1,201 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.3199, 3.4967, 1.8108, 0.39814, 0.36694, 0.31433, 0.14036, 1.9203, 2.2713, 1.446, 0.070037, 0.0033292, 0.0033292 + 1, 2.2232, 2.6615, 1.6748, 0.49264, 0.35065, 0.35413, 0.16534, 1.9348, 2.1648, 1.428, 0.040004, 0.0066296, 0.0066296 + 2, 2.2565, 2.6105, 1.6702, 0.4852, 0.33399, 0.33811, 0.15882, 1.9286, 2.1446, 1.4604, 0.009938, 0.0098969, 0.0098969 + 3, 2.2826, 2.6229, 1.695, 0.57513, 0.43653, 0.45086, 0.21546, 1.8303, 1.8275, 1.3808, 0.0098515, 0.0098515, 0.0098515 + 4, 2.2242, 2.4665, 1.6488, 0.53728, 0.42297, 0.43673, 0.20444, 1.8923, 1.8408, 1.4247, 0.0098515, 0.0098515, 0.0098515 + 5, 2.1795, 2.3598, 1.6215, 0.65012, 0.4993, 0.54271, 0.27892, 1.7422, 1.6423, 1.3011, 0.009802, 0.009802, 0.009802 + 6, 2.1512, 2.2945, 1.6011, 0.67356, 0.49411, 0.54625, 0.27307, 1.7597, 1.6139, 1.3202, 0.0097525, 0.0097525, 0.0097525 + 7, 2.1159, 2.2248, 1.5807, 0.70568, 0.52203, 0.59318, 0.31345, 1.6784, 1.5298, 1.2739, 0.009703, 0.009703, 0.009703 + 8, 2.0923, 2.1682, 1.5567, 0.71393, 0.55044, 0.61347, 0.32822, 1.649, 1.4374, 1.2603, 0.0096535, 0.0096535, 0.0096535 + 9, 2.0659, 2.1102, 1.5423, 0.71752, 0.57122, 0.61721, 0.32615, 1.6574, 1.4341, 1.2617, 0.009604, 0.009604, 0.009604 + 10, 2.0612, 2.0937, 1.5386, 0.73896, 0.55784, 0.62832, 0.33837, 1.6412, 1.4288, 1.2543, 0.0095545, 0.0095545, 0.0095545 + 11, 2.0405, 2.0532, 1.521, 0.74458, 0.5745, 0.64311, 0.34877, 1.6129, 1.3471, 1.2264, 0.009505, 0.009505, 0.009505 + 12, 2.029, 2.0388, 1.5204, 0.74728, 0.59489, 0.66281, 0.3639, 1.5938, 1.3209, 1.222, 0.0094555, 0.0094555, 0.0094555 + 13, 2.0087, 1.9972, 1.5078, 0.76484, 0.60559, 0.67979, 0.36975, 1.5876, 1.3068, 1.2186, 0.009406, 0.009406, 0.009406 + 14, 2.0055, 1.9825, 1.5025, 0.71758, 0.62528, 0.67734, 0.38066, 1.5743, 1.2925, 1.21, 0.0093565, 0.0093565, 0.0093565 + 15, 1.9832, 1.94, 1.4846, 0.78253, 0.61005, 0.68995, 0.39506, 1.523, 1.233, 1.1845, 0.009307, 0.009307, 0.009307 + 16, 1.9835, 1.915, 1.4867, 0.77838, 0.62686, 0.69803, 0.39622, 1.5531, 1.223, 1.1898, 0.0092575, 0.0092575, 0.0092575 + 17, 1.9725, 1.9112, 1.476, 0.77123, 0.62278, 0.69432, 0.39255, 1.5431, 1.2313, 1.1956, 0.009208, 0.009208, 0.009208 + 18, 1.9653, 1.898, 1.4748, 0.76461, 0.63593, 0.70728, 0.40737, 1.5134, 1.2073, 1.1758, 0.0091585, 0.0091585, 0.0091585 + 19, 1.9632, 1.885, 1.4748, 0.78797, 0.63908, 0.71364, 0.40533, 1.5354, 1.1918, 1.1806, 0.009109, 0.009109, 0.009109 + 20, 1.9562, 1.8698, 1.4716, 0.78845, 0.63219, 0.71247, 0.41461, 1.508, 1.1696, 1.1622, 0.0090595, 0.0090595, 0.0090595 + 21, 1.9516, 1.8626, 1.4669, 0.79821, 0.62222, 0.71062, 0.40662, 1.5196, 1.1726, 1.1743, 0.00901, 0.00901, 0.00901 + 22, 1.942, 1.8294, 1.4508, 0.79471, 0.65111, 0.72185, 0.41766, 1.5149, 1.1506, 1.1674, 0.0089605, 0.0089605, 0.0089605 + 23, 1.9342, 1.8226, 1.4441, 0.79292, 0.65048, 0.72473, 0.42416, 1.4932, 1.1311, 1.1573, 0.008911, 0.008911, 0.008911 + 24, 1.9304, 1.8141, 1.4436, 0.79845, 0.66015, 0.73536, 0.42743, 1.4928, 1.1158, 1.1501, 0.0088615, 0.0088615, 0.0088615 + 25, 1.9304, 1.8137, 1.4324, 0.79879, 0.65951, 0.73558, 0.42437, 1.496, 1.1331, 1.1502, 0.008812, 0.008812, 0.008812 + 26, 1.9191, 1.7938, 1.4388, 0.82167, 0.66286, 0.74283, 0.43609, 1.4803, 1.0966, 1.1494, 0.0087625, 0.0087625, 0.0087625 + 27, 1.9181, 1.7876, 1.4318, 0.81363, 0.6678, 0.74614, 0.44031, 1.4727, 1.0943, 1.1361, 0.008713, 0.008713, 0.008713 + 28, 1.9125, 1.7818, 1.4335, 0.81514, 0.67756, 0.75734, 0.44454, 1.4643, 1.073, 1.1415, 0.0086635, 0.0086635, 0.0086635 + 29, 1.9031, 1.7469, 1.4255, 0.82629, 0.66888, 0.75156, 0.44335, 1.4596, 1.0644, 1.1358, 0.008614, 0.008614, 0.008614 + 30, 1.8992, 1.7486, 1.4214, 0.79689, 0.67832, 0.75308, 0.44681, 1.4577, 1.0594, 1.1336, 0.0085645, 0.0085645, 0.0085645 + 31, 1.8989, 1.7575, 1.4216, 0.8228, 0.68241, 0.75875, 0.45198, 1.4434, 1.0542, 1.1323, 0.008515, 0.008515, 0.008515 + 32, 1.8923, 1.7488, 1.4189, 0.83492, 0.67857, 0.76644, 0.45607, 1.4451, 1.037, 1.1323, 0.0084655, 0.0084655, 0.0084655 + 33, 1.8891, 1.7255, 1.4167, 0.83484, 0.68242, 0.76425, 0.45701, 1.4443, 1.0329, 1.13, 0.008416, 0.008416, 0.008416 + 34, 1.8956, 1.7357, 1.4158, 0.82089, 0.68956, 0.76799, 0.46034, 1.4285, 1.0273, 1.1171, 0.0083665, 0.0083665, 0.0083665 + 35, 1.8727, 1.7016, 1.4077, 0.84005, 0.69728, 0.77552, 0.46137, 1.4422, 1.009, 1.1221, 0.008317, 0.008317, 0.008317 + 36, 1.8752, 1.7055, 1.4045, 0.83922, 0.68363, 0.7717, 0.4636, 1.425, 1.0051, 1.1161, 0.0082675, 0.0082675, 0.0082675 + 37, 1.8789, 1.7095, 1.4062, 0.83045, 0.70218, 0.78059, 0.46727, 1.4375, 0.99841, 1.1218, 0.008218, 0.008218, 0.008218 + 38, 1.8754, 1.6905, 1.4063, 0.83725, 0.69521, 0.77875, 0.46912, 1.4224, 0.99715, 1.1139, 0.0081685, 0.0081685, 0.0081685 + 39, 1.8748, 1.6914, 1.4053, 0.83147, 0.69751, 0.77986, 0.47027, 1.4181, 0.9935, 1.1128, 0.008119, 0.008119, 0.008119 + 40, 1.8717, 1.6944, 1.3993, 0.82108, 0.70705, 0.78107, 0.47119, 1.4139, 0.98532, 1.1121, 0.0080695, 0.0080695, 0.0080695 + 41, 1.863, 1.6767, 1.4015, 0.84256, 0.69282, 0.78398, 0.47303, 1.4171, 0.98188, 1.1099, 0.00802, 0.00802, 0.00802 + 42, 1.8576, 1.6652, 1.3902, 0.84126, 0.70406, 0.78902, 0.47647, 1.413, 0.96792, 1.1067, 0.0079705, 0.0079705, 0.0079705 + 43, 1.8485, 1.653, 1.3867, 0.84033, 0.70675, 0.78938, 0.47345, 1.4133, 0.96687, 1.1073, 0.007921, 0.007921, 0.007921 + 44, 1.8511, 1.6488, 1.3921, 0.8475, 0.70437, 0.78896, 0.47486, 1.4145, 0.96778, 1.1073, 0.0078715, 0.0078715, 0.0078715 + 45, 1.853, 1.6494, 1.3885, 0.86131, 0.69195, 0.79089, 0.47857, 1.4049, 0.95749, 1.1011, 0.007822, 0.007822, 0.007822 + 46, 1.8484, 1.6351, 1.3828, 0.8457, 0.71317, 0.79423, 0.48551, 1.3978, 0.94807, 1.0977, 0.0077725, 0.0077725, 0.0077725 + 47, 1.8426, 1.637, 1.3823, 0.84301, 0.71571, 0.79336, 0.48463, 1.3982, 0.9445, 1.095, 0.007723, 0.007723, 0.007723 + 48, 1.8465, 1.6378, 1.3793, 0.84836, 0.71363, 0.79383, 0.48567, 1.3913, 0.94233, 1.0934, 0.0076735, 0.0076735, 0.0076735 + 49, 1.8369, 1.6212, 1.3773, 0.85292, 0.71144, 0.794, 0.48626, 1.3953, 0.93953, 1.0951, 0.007624, 0.007624, 0.007624 + 50, 1.8363, 1.6178, 1.3775, 0.85465, 0.71009, 0.79426, 0.48721, 1.3892, 0.93646, 1.0922, 0.0075745, 0.0075745, 0.0075745 + 51, 1.8244, 1.607, 1.3675, 0.84349, 0.70823, 0.79449, 0.4869, 1.3911, 0.9301, 1.092, 0.007525, 0.007525, 0.007525 + 52, 1.8336, 1.6166, 1.3739, 0.84194, 0.71941, 0.79874, 0.48784, 1.3891, 0.9298, 1.0907, 0.0074755, 0.0074755, 0.0074755 + 53, 1.8255, 1.6088, 1.3749, 0.84026, 0.72385, 0.80059, 0.48919, 1.3906, 0.92582, 1.0921, 0.007426, 0.007426, 0.007426 + 54, 1.8301, 1.6024, 1.3666, 0.82751, 0.723, 0.79829, 0.48848, 1.391, 0.9241, 1.092, 0.0073765, 0.0073765, 0.0073765 + 55, 1.827, 1.5973, 1.3728, 0.83535, 0.72125, 0.79943, 0.48942, 1.3861, 0.92113, 1.0923, 0.007327, 0.007327, 0.007327 + 56, 1.8207, 1.5935, 1.3709, 0.83696, 0.72443, 0.79875, 0.48874, 1.3858, 0.91872, 1.0921, 0.0072775, 0.0072775, 0.0072775 + 57, 1.818, 1.5792, 1.367, 0.84116, 0.71873, 0.7998, 0.49051, 1.3868, 0.91828, 1.0909, 0.007228, 0.007228, 0.007228 + 58, 1.8199, 1.5851, 1.3585, 0.8451, 0.72232, 0.80198, 0.49048, 1.3856, 0.91589, 1.0895, 0.0071785, 0.0071785, 0.0071785 + 59, 1.8261, 1.5965, 1.3649, 0.84693, 0.72252, 0.80297, 0.49208, 1.3835, 0.91423, 1.0875, 0.007129, 0.007129, 0.007129 + 60, 1.8063, 1.5731, 1.3592, 0.84637, 0.72698, 0.80412, 0.49451, 1.3803, 0.91075, 1.0869, 0.0070795, 0.0070795, 0.0070795 + 61, 1.8089, 1.5652, 1.361, 0.83855, 0.72564, 0.80532, 0.4954, 1.38, 0.90657, 1.0865, 0.00703, 0.00703, 0.00703 + 62, 1.81, 1.5637, 1.3571, 0.83435, 0.73138, 0.80712, 0.49764, 1.3797, 0.90268, 1.0852, 0.0069805, 0.0069805, 0.0069805 + 63, 1.8047, 1.5593, 1.3529, 0.83532, 0.73393, 0.80778, 0.49751, 1.38, 0.90383, 1.0863, 0.006931, 0.006931, 0.006931 + 64, 1.8018, 1.5501, 1.3517, 0.83607, 0.73623, 0.80804, 0.49801, 1.3813, 0.90459, 1.0866, 0.0068815, 0.0068815, 0.0068815 + 65, 1.7902, 1.5389, 1.3479, 0.8437, 0.72822, 0.80702, 0.49817, 1.3788, 0.90322, 1.0863, 0.006832, 0.006832, 0.006832 + 66, 1.7952, 1.5471, 1.3508, 0.83729, 0.73505, 0.80732, 0.49886, 1.3773, 0.90169, 1.0849, 0.0067825, 0.0067825, 0.0067825 + 67, 1.7941, 1.5416, 1.3463, 0.83921, 0.73824, 0.80854, 0.49942, 1.3772, 0.90089, 1.0838, 0.006733, 0.006733, 0.006733 + 68, 1.7899, 1.524, 1.3399, 0.84099, 0.73231, 0.80716, 0.49988, 1.3758, 0.89954, 1.0825, 0.0066835, 0.0066835, 0.0066835 + 69, 1.7874, 1.5243, 1.3401, 0.83433, 0.73543, 0.80692, 0.49977, 1.3751, 0.89874, 1.0822, 0.006634, 0.006634, 0.006634 + 70, 1.7824, 1.5188, 1.3425, 0.83577, 0.73577, 0.80693, 0.49866, 1.3717, 0.89527, 1.0808, 0.0065845, 0.0065845, 0.0065845 + 71, 1.7837, 1.5166, 1.3375, 0.83943, 0.7367, 0.80691, 0.49984, 1.3724, 0.89371, 1.0804, 0.006535, 0.006535, 0.006535 + 72, 1.78, 1.5104, 1.3372, 0.83798, 0.73728, 0.80779, 0.49979, 1.371, 0.89118, 1.0805, 0.0064855, 0.0064855, 0.0064855 + 73, 1.7781, 1.5031, 1.3363, 0.82997, 0.74032, 0.8087, 0.5001, 1.3709, 0.88982, 1.0799, 0.006436, 0.006436, 0.006436 + 74, 1.7801, 1.4971, 1.3304, 0.83185, 0.73775, 0.80889, 0.50054, 1.3699, 0.88824, 1.0794, 0.0063865, 0.0063865, 0.0063865 + 75, 1.7861, 1.5104, 1.3378, 0.83138, 0.74218, 0.81063, 0.50111, 1.3686, 0.88564, 1.0788, 0.006337, 0.006337, 0.006337 + 76, 1.7735, 1.4992, 1.3336, 0.8345, 0.74007, 0.81123, 0.50218, 1.3689, 0.88421, 1.0785, 0.0062875, 0.0062875, 0.0062875 + 77, 1.7709, 1.4869, 1.3279, 0.83661, 0.74258, 0.8108, 0.50196, 1.3688, 0.88279, 1.0781, 0.006238, 0.006238, 0.006238 + 78, 1.7716, 1.4834, 1.3302, 0.83608, 0.74054, 0.81091, 0.50297, 1.3684, 0.88146, 1.0782, 0.0061885, 0.0061885, 0.0061885 + 79, 1.7663, 1.4883, 1.3324, 0.84348, 0.73418, 0.81255, 0.5031, 1.3682, 0.87988, 1.0782, 0.006139, 0.006139, 0.006139 + 80, 1.7721, 1.4971, 1.3326, 0.84815, 0.73251, 0.81299, 0.50388, 1.367, 0.87823, 1.0777, 0.0060895, 0.0060895, 0.0060895 + 81, 1.7632, 1.4748, 1.3273, 0.84353, 0.73478, 0.81258, 0.50359, 1.3672, 0.87693, 1.0775, 0.00604, 0.00604, 0.00604 + 82, 1.7582, 1.464, 1.3247, 0.84627, 0.73369, 0.81425, 0.50392, 1.3672, 0.875, 1.0773, 0.0059905, 0.0059905, 0.0059905 + 83, 1.7551, 1.4695, 1.3236, 0.85129, 0.73022, 0.81462, 0.50451, 1.3665, 0.87439, 1.0768, 0.005941, 0.005941, 0.005941 + 84, 1.7541, 1.4616, 1.3194, 0.8525, 0.72852, 0.81464, 0.50446, 1.3663, 0.87434, 1.0768, 0.0058915, 0.0058915, 0.0058915 + 85, 1.7602, 1.4549, 1.3197, 0.85535, 0.72702, 0.81482, 0.50445, 1.3654, 0.87433, 1.0766, 0.005842, 0.005842, 0.005842 + 86, 1.7545, 1.452, 1.3166, 0.8566, 0.72681, 0.81487, 0.50414, 1.3652, 0.87271, 1.0761, 0.0057925, 0.0057925, 0.0057925 + 87, 1.7575, 1.4524, 1.3184, 0.85785, 0.72526, 0.81515, 0.50476, 1.3652, 0.87254, 1.0757, 0.005743, 0.005743, 0.005743 + 88, 1.7429, 1.4489, 1.3091, 0.85727, 0.72602, 0.81391, 0.50457, 1.365, 0.87207, 1.0751, 0.0056935, 0.0056935, 0.0056935 + 89, 1.7458, 1.4379, 1.3143, 0.84726, 0.7344, 0.81392, 0.50536, 1.3639, 0.87158, 1.0747, 0.005644, 0.005644, 0.005644 + 90, 1.7389, 1.4239, 1.3031, 0.84794, 0.73395, 0.81368, 0.50546, 1.3632, 0.87074, 1.0742, 0.0055945, 0.0055945, 0.0055945 + 91, 1.7413, 1.4288, 1.3055, 0.84809, 0.73651, 0.81416, 0.50513, 1.3621, 0.86972, 1.0738, 0.005545, 0.005545, 0.005545 + 92, 1.7343, 1.4227, 1.308, 0.8519, 0.73334, 0.81508, 0.50595, 1.3623, 0.86948, 1.074, 0.0054955, 0.0054955, 0.0054955 + 93, 1.7441, 1.4338, 1.307, 0.84449, 0.73755, 0.81508, 0.50601, 1.3621, 0.86874, 1.0738, 0.005446, 0.005446, 0.005446 + 94, 1.7383, 1.4205, 1.3049, 0.84634, 0.73808, 0.81522, 0.50644, 1.3616, 0.86757, 1.0735, 0.0053965, 0.0053965, 0.0053965 + 95, 1.7293, 1.4161, 1.3053, 0.84625, 0.73823, 0.81585, 0.50698, 1.361, 0.86691, 1.0731, 0.005347, 0.005347, 0.005347 + 96, 1.7436, 1.4274, 1.306, 0.84817, 0.73982, 0.81658, 0.50722, 1.3612, 0.86664, 1.0731, 0.0052975, 0.0052975, 0.0052975 + 97, 1.7351, 1.4187, 1.2984, 0.84809, 0.73965, 0.81744, 0.50727, 1.3605, 0.86596, 1.0727, 0.005248, 0.005248, 0.005248 + 98, 1.727, 1.4155, 1.301, 0.84778, 0.73902, 0.81723, 0.5073, 1.3604, 0.86538, 1.0726, 0.0051985, 0.0051985, 0.0051985 + 99, 1.7202, 1.408, 1.3003, 0.84695, 0.7409, 0.81741, 0.50776, 1.3595, 0.86399, 1.0721, 0.005149, 0.005149, 0.005149 + 100, 1.7212, 1.3923, 1.2936, 0.84993, 0.74003, 0.81743, 0.50779, 1.3597, 0.8634, 1.0721, 0.0050995, 0.0050995, 0.0050995 + 101, 1.7173, 1.3899, 1.2933, 0.85407, 0.73795, 0.81699, 0.50723, 1.3598, 0.86258, 1.0722, 0.00505, 0.00505, 0.00505 + 102, 1.7189, 1.4001, 1.291, 0.853, 0.73835, 0.81704, 0.50734, 1.3596, 0.86174, 1.0719, 0.0050005, 0.0050005, 0.0050005 + 103, 1.7153, 1.3822, 1.2922, 0.85601, 0.73811, 0.81753, 0.50623, 1.3589, 0.86192, 1.0714, 0.004951, 0.004951, 0.004951 + 104, 1.7128, 1.3844, 1.2917, 0.86154, 0.73278, 0.8174, 0.50693, 1.3586, 0.86105, 1.0712, 0.0049015, 0.0049015, 0.0049015 + 105, 1.7129, 1.3912, 1.2912, 0.85947, 0.73384, 0.81749, 0.50728, 1.3584, 0.8603, 1.071, 0.004852, 0.004852, 0.004852 + 106, 1.714, 1.3832, 1.2892, 0.86067, 0.73362, 0.81702, 0.50696, 1.3578, 0.86039, 1.0704, 0.0048025, 0.0048025, 0.0048025 + 107, 1.7054, 1.3741, 1.2864, 0.86262, 0.73162, 0.81721, 0.5071, 1.3577, 0.85996, 1.0703, 0.004753, 0.004753, 0.004753 + 108, 1.7066, 1.3706, 1.2842, 0.85594, 0.73815, 0.81795, 0.50766, 1.358, 0.85929, 1.0705, 0.0047035, 0.0047035, 0.0047035 + 109, 1.7051, 1.3619, 1.2839, 0.85089, 0.74303, 0.81884, 0.50823, 1.3579, 0.85891, 1.0704, 0.004654, 0.004654, 0.004654 + 110, 1.6934, 1.3598, 1.2795, 0.85668, 0.73797, 0.8187, 0.50855, 1.3574, 0.85845, 1.0702, 0.0046045, 0.0046045, 0.0046045 + 111, 1.7031, 1.3668, 1.2799, 0.85595, 0.73799, 0.81903, 0.50816, 1.3578, 0.85821, 1.0704, 0.004555, 0.004555, 0.004555 + 112, 1.695, 1.3456, 1.2743, 0.85827, 0.73549, 0.81992, 0.5081, 1.3578, 0.85755, 1.0703, 0.0045055, 0.0045055, 0.0045055 + 113, 1.6911, 1.3612, 1.2802, 0.85783, 0.73668, 0.82007, 0.50865, 1.3574, 0.85693, 1.0701, 0.004456, 0.004456, 0.004456 + 114, 1.6821, 1.3445, 1.2722, 0.85775, 0.7371, 0.81961, 0.50876, 1.3577, 0.85638, 1.0701, 0.0044065, 0.0044065, 0.0044065 + 115, 1.6941, 1.3441, 1.2746, 0.85593, 0.74118, 0.82092, 0.50935, 1.3577, 0.85579, 1.0701, 0.004357, 0.004357, 0.004357 + 116, 1.6892, 1.3402, 1.2743, 0.85854, 0.73943, 0.82108, 0.50963, 1.3575, 0.85546, 1.07, 0.0043075, 0.0043075, 0.0043075 + 117, 1.6879, 1.34, 1.2743, 0.85683, 0.74127, 0.821, 0.50989, 1.358, 0.8558, 1.0699, 0.004258, 0.004258, 0.004258 + 118, 1.6803, 1.3418, 1.2667, 0.85348, 0.744, 0.82111, 0.51014, 1.3585, 0.8557, 1.0703, 0.0042085, 0.0042085, 0.0042085 + 119, 1.6753, 1.3228, 1.2656, 0.85442, 0.74423, 0.82129, 0.51013, 1.3581, 0.85522, 1.0699, 0.004159, 0.004159, 0.004159 + 120, 1.6725, 1.3122, 1.2623, 0.85525, 0.7441, 0.82114, 0.50984, 1.3577, 0.85431, 1.0697, 0.0041095, 0.0041095, 0.0041095 + 121, 1.6744, 1.3198, 1.2631, 0.85289, 0.74612, 0.82062, 0.51034, 1.3578, 0.8538, 1.0697, 0.00406, 0.00406, 0.00406 + 122, 1.6693, 1.3117, 1.2597, 0.85072, 0.74846, 0.82064, 0.51028, 1.3576, 0.85361, 1.0697, 0.0040105, 0.0040105, 0.0040105 + 123, 1.672, 1.311, 1.2608, 0.85559, 0.74349, 0.8215, 0.51033, 1.357, 0.85302, 1.0694, 0.003961, 0.003961, 0.003961 + 124, 1.6706, 1.3209, 1.2626, 0.85217, 0.74556, 0.82159, 0.51039, 1.357, 0.85331, 1.0696, 0.0039115, 0.0039115, 0.0039115 + 125, 1.6623, 1.3003, 1.2556, 0.84767, 0.75138, 0.82168, 0.51021, 1.3572, 0.85302, 1.0696, 0.003862, 0.003862, 0.003862 + 126, 1.6639, 1.308, 1.2581, 0.84778, 0.74975, 0.82191, 0.51124, 1.3574, 0.85247, 1.0699, 0.0038125, 0.0038125, 0.0038125 + 127, 1.6505, 1.2901, 1.2556, 0.84514, 0.75204, 0.82196, 0.51091, 1.3572, 0.85188, 1.07, 0.003763, 0.003763, 0.003763 + 128, 1.6562, 1.2968, 1.2506, 0.84522, 0.75316, 0.82215, 0.51109, 1.3574, 0.85147, 1.07, 0.0037135, 0.0037135, 0.0037135 + 129, 1.665, 1.2899, 1.2509, 0.8433, 0.7536, 0.82203, 0.51054, 1.3572, 0.85147, 1.07, 0.003664, 0.003664, 0.003664 + 130, 1.6541, 1.2836, 1.2485, 0.84359, 0.75158, 0.82185, 0.51068, 1.3576, 0.85091, 1.0701, 0.0036145, 0.0036145, 0.0036145 + 131, 1.6475, 1.2728, 1.2425, 0.84349, 0.75172, 0.82239, 0.51158, 1.3577, 0.8504, 1.0703, 0.003565, 0.003565, 0.003565 + 132, 1.6481, 1.2753, 1.2452, 0.84566, 0.75136, 0.8224, 0.51148, 1.3576, 0.85003, 1.0701, 0.0035155, 0.0035155, 0.0035155 + 133, 1.6366, 1.2656, 1.2395, 0.84586, 0.7511, 0.82259, 0.51142, 1.3578, 0.84949, 1.0701, 0.003466, 0.003466, 0.003466 + 134, 1.6445, 1.2736, 1.2375, 0.84659, 0.75196, 0.82308, 0.51164, 1.3578, 0.84998, 1.0699, 0.0034165, 0.0034165, 0.0034165 + 135, 1.6331, 1.2588, 1.2397, 0.8489, 0.75196, 0.82336, 0.51141, 1.3586, 0.84957, 1.0699, 0.003367, 0.003367, 0.003367 + 136, 1.6373, 1.2674, 1.2415, 0.85076, 0.75095, 0.82352, 0.51128, 1.3581, 0.8495, 1.0698, 0.0033175, 0.0033175, 0.0033175 + 137, 1.6394, 1.256, 1.2413, 0.85348, 0.74994, 0.82347, 0.51134, 1.3576, 0.84994, 1.0696, 0.003268, 0.003268, 0.003268 + 138, 1.6422, 1.2611, 1.2415, 0.85228, 0.74997, 0.82362, 0.51186, 1.3575, 0.85011, 1.0696, 0.0032185, 0.0032185, 0.0032185 + 139, 1.6334, 1.2527, 1.2368, 0.8542, 0.74906, 0.82328, 0.51204, 1.3574, 0.85004, 1.0696, 0.003169, 0.003169, 0.003169 + 140, 1.6305, 1.2463, 1.2373, 0.85439, 0.74982, 0.82309, 0.51192, 1.3578, 0.85006, 1.0695, 0.0031195, 0.0031195, 0.0031195 + 141, 1.6263, 1.2459, 1.2349, 0.85058, 0.75326, 0.82318, 0.51212, 1.3576, 0.84987, 1.0694, 0.00307, 0.00307, 0.00307 + 142, 1.62, 1.2314, 1.234, 0.85167, 0.75083, 0.82255, 0.51211, 1.3579, 0.84993, 1.0692, 0.0030205, 0.0030205, 0.0030205 + 143, 1.6146, 1.2309, 1.2272, 0.85113, 0.75007, 0.82262, 0.51247, 1.3578, 0.84948, 1.0691, 0.002971, 0.002971, 0.002971 + 144, 1.6177, 1.2292, 1.2279, 0.85036, 0.74962, 0.82151, 0.51217, 1.3575, 0.8489, 1.0691, 0.0029215, 0.0029215, 0.0029215 + 145, 1.6115, 1.2228, 1.2258, 0.85656, 0.74661, 0.8217, 0.51211, 1.358, 0.84911, 1.069, 0.002872, 0.002872, 0.002872 + 146, 1.6129, 1.222, 1.2191, 0.85725, 0.74683, 0.82135, 0.51228, 1.3575, 0.8491, 1.0686, 0.0028225, 0.0028225, 0.0028225 + 147, 1.6128, 1.222, 1.2262, 0.85087, 0.75007, 0.8216, 0.51238, 1.3571, 0.84852, 1.0682, 0.002773, 0.002773, 0.002773 + 148, 1.6039, 1.2102, 1.2228, 0.85043, 0.75021, 0.82164, 0.51244, 1.3575, 0.84841, 1.0684, 0.0027235, 0.0027235, 0.0027235 + 149, 1.5994, 1.2074, 1.217, 0.85389, 0.74832, 0.8216, 0.51266, 1.3579, 0.84841, 1.0683, 0.002674, 0.002674, 0.002674 + 150, 1.5968, 1.2084, 1.2181, 0.85514, 0.74847, 0.82215, 0.51251, 1.3583, 0.84844, 1.0685, 0.0026245, 0.0026245, 0.0026245 + 151, 1.5868, 1.194, 1.2112, 0.85339, 0.74925, 0.82182, 0.5134, 1.3583, 0.84792, 1.0684, 0.002575, 0.002575, 0.002575 + 152, 1.587, 1.1889, 1.216, 0.85578, 0.74881, 0.82224, 0.51255, 1.3582, 0.84803, 1.0684, 0.0025255, 0.0025255, 0.0025255 + 153, 1.5944, 1.191, 1.2101, 0.85811, 0.7497, 0.8227, 0.51269, 1.3584, 0.84788, 1.0681, 0.002476, 0.002476, 0.002476 + 154, 1.5889, 1.1937, 1.2104, 0.858, 0.75, 0.82265, 0.51264, 1.3584, 0.84781, 1.0682, 0.0024265, 0.0024265, 0.0024265 + 155, 1.5818, 1.1711, 1.208, 0.85928, 0.74868, 0.82223, 0.51306, 1.3583, 0.84761, 1.068, 0.002377, 0.002377, 0.002377 + 156, 1.5802, 1.1762, 1.2074, 0.85976, 0.74868, 0.8226, 0.51348, 1.3584, 0.84733, 1.0679, 0.0023275, 0.0023275, 0.0023275 + 157, 1.572, 1.1694, 1.2047, 0.85785, 0.74934, 0.82257, 0.51368, 1.3585, 0.84753, 1.0678, 0.002278, 0.002278, 0.002278 + 158, 1.5763, 1.1645, 1.2046, 0.85991, 0.74742, 0.82298, 0.51379, 1.3585, 0.84773, 1.0678, 0.0022285, 0.0022285, 0.0022285 + 159, 1.5746, 1.1632, 1.202, 0.85719, 0.75069, 0.82373, 0.51452, 1.3583, 0.84759, 1.0678, 0.002179, 0.002179, 0.002179 + 160, 1.5688, 1.159, 1.2006, 0.86153, 0.74829, 0.82376, 0.51447, 1.3581, 0.84783, 1.0675, 0.0021295, 0.0021295, 0.0021295 + 161, 1.5671, 1.1608, 1.2022, 0.86025, 0.74793, 0.82417, 0.51472, 1.3587, 0.84819, 1.0678, 0.00208, 0.00208, 0.00208 + 162, 1.5586, 1.1485, 1.1964, 0.86231, 0.74721, 0.824, 0.51432, 1.3589, 0.84884, 1.0679, 0.0020305, 0.0020305, 0.0020305 + 163, 1.5609, 1.1429, 1.1984, 0.86216, 0.74538, 0.82405, 0.51518, 1.3596, 0.84904, 1.0678, 0.001981, 0.001981, 0.001981 + 164, 1.5593, 1.151, 1.1989, 0.86323, 0.74548, 0.82386, 0.51514, 1.3597, 0.84905, 1.0676, 0.0019315, 0.0019315, 0.0019315 + 165, 1.556, 1.1408, 1.1959, 0.86489, 0.74525, 0.82437, 0.51573, 1.3596, 0.84946, 1.0677, 0.001882, 0.001882, 0.001882 + 166, 1.549, 1.1455, 1.1915, 0.86364, 0.74472, 0.82395, 0.51602, 1.36, 0.84951, 1.0677, 0.0018325, 0.0018325, 0.0018325 + 167, 1.5398, 1.1315, 1.1923, 0.86276, 0.7427, 0.82335, 0.51532, 1.3604, 0.84963, 1.0677, 0.001783, 0.001783, 0.001783 + 168, 1.5479, 1.1272, 1.1903, 0.86094, 0.74309, 0.82327, 0.51598, 1.3605, 0.85042, 1.068, 0.0017335, 0.0017335, 0.0017335 + 169, 1.5438, 1.1308, 1.1878, 0.86046, 0.74389, 0.82331, 0.51613, 1.3602, 0.85052, 1.0678, 0.001684, 0.001684, 0.001684 + 170, 1.5359, 1.1171, 1.182, 0.86117, 0.74303, 0.82305, 0.51583, 1.3604, 0.85074, 1.0677, 0.0016345, 0.0016345, 0.0016345 + 171, 1.5275, 1.1142, 1.1827, 0.85575, 0.74581, 0.82282, 0.51579, 1.3608, 0.85104, 1.0677, 0.001585, 0.001585, 0.001585 + 172, 1.522, 1.0962, 1.1787, 0.85598, 0.74731, 0.82337, 0.51579, 1.361, 0.85172, 1.0678, 0.0015355, 0.0015355, 0.0015355 + 173, 1.5362, 1.1046, 1.1823, 0.85547, 0.74762, 0.82337, 0.51634, 1.361, 0.85156, 1.0679, 0.001486, 0.001486, 0.001486 + 174, 1.5286, 1.1141, 1.1811, 0.86302, 0.74375, 0.82347, 0.51612, 1.3615, 0.85227, 1.068, 0.0014365, 0.0014365, 0.0014365 + 175, 1.5181, 1.0907, 1.1739, 0.86305, 0.74285, 0.82342, 0.51649, 1.3616, 0.85264, 1.068, 0.001387, 0.001387, 0.001387 + 176, 1.5128, 1.0926, 1.173, 0.86315, 0.74197, 0.82333, 0.51594, 1.3617, 0.85276, 1.068, 0.0013375, 0.0013375, 0.0013375 + 177, 1.5059, 1.0754, 1.1712, 0.8638, 0.74147, 0.82331, 0.51559, 1.362, 0.85355, 1.0681, 0.001288, 0.001288, 0.001288 + 178, 1.5062, 1.0827, 1.174, 0.86376, 0.7417, 0.82324, 0.51546, 1.3616, 0.85365, 1.068, 0.0012385, 0.0012385, 0.0012385 + 179, 1.5048, 1.0843, 1.1704, 0.86324, 0.74328, 0.82312, 0.51529, 1.3618, 0.85399, 1.0676, 0.001189, 0.001189, 0.001189 + 180, 1.4986, 1.0707, 1.1657, 0.86045, 0.74499, 0.8233, 0.51542, 1.3617, 0.85441, 1.0675, 0.0011395, 0.0011395, 0.0011395 + 181, 1.5046, 1.0827, 1.1691, 0.8608, 0.74499, 0.82343, 0.51552, 1.362, 0.85537, 1.0674, 0.00109, 0.00109, 0.00109 + 182, 1.4912, 1.0594, 1.1601, 0.8609, 0.74586, 0.82431, 0.51576, 1.3618, 0.85539, 1.0671, 0.0010405, 0.0010405, 0.0010405 + 183, 1.4897, 1.0571, 1.1579, 0.86277, 0.74567, 0.82459, 0.51564, 1.3618, 0.85587, 1.0672, 0.000991, 0.000991, 0.000991 + 184, 1.4773, 1.0411, 1.1538, 0.86345, 0.74553, 0.82448, 0.51511, 1.3619, 0.85628, 1.067, 0.0009415, 0.0009415, 0.0009415 + 185, 1.4866, 1.0588, 1.1603, 0.86214, 0.74671, 0.82427, 0.51544, 1.3626, 0.85649, 1.0673, 0.000892, 0.000892, 0.000892 + 186, 1.4802, 1.0477, 1.1572, 0.86214, 0.74807, 0.82439, 0.51506, 1.3626, 0.85682, 1.0672, 0.0008425, 0.0008425, 0.0008425 + 187, 1.4703, 1.0362, 1.1508, 0.8631, 0.74693, 0.82449, 0.51524, 1.3626, 0.85736, 1.0672, 0.000793, 0.000793, 0.000793 + 188, 1.4672, 1.0441, 1.1544, 0.8657, 0.74653, 0.82484, 0.51535, 1.3625, 0.85753, 1.0671, 0.0007435, 0.0007435, 0.0007435 + 189, 1.4702, 1.0365, 1.1516, 0.86539, 0.74653, 0.82437, 0.51563, 1.3632, 0.85771, 1.0674, 0.000694, 0.000694, 0.000694 + 190, 1.4637, 0.95323, 1.1662, 0.86892, 0.74635, 0.8248, 0.5156, 1.3632, 0.85811, 1.0674, 0.0006445, 0.0006445, 0.0006445 + 191, 1.4431, 0.93558, 1.1577, 0.86728, 0.74661, 0.82463, 0.51566, 1.3634, 0.85927, 1.0671, 0.000595, 0.000595, 0.000595 + 192, 1.4268, 0.92208, 1.1492, 0.86709, 0.74651, 0.82467, 0.51491, 1.3631, 0.85944, 1.0669, 0.0005455, 0.0005455, 0.0005455 + 193, 1.4307, 0.92199, 1.151, 0.87078, 0.74195, 0.82512, 0.51505, 1.3635, 0.86024, 1.0674, 0.000496, 0.000496, 0.000496 + 194, 1.4186, 0.90982, 1.1452, 0.8706, 0.7414, 0.82386, 0.51483, 1.3636, 0.8607, 1.0674, 0.0004465, 0.0004465, 0.0004465 + 195, 1.4104, 0.90276, 1.141, 0.87137, 0.74185, 0.82457, 0.51477, 1.364, 0.8611, 1.0674, 0.000397, 0.000397, 0.000397 + 196, 1.4071, 0.89813, 1.1399, 0.86998, 0.74225, 0.8237, 0.51457, 1.3641, 0.86191, 1.0671, 0.0003475, 0.0003475, 0.0003475 + 197, 1.3974, 0.89114, 1.1343, 0.86968, 0.74369, 0.82368, 0.51431, 1.3641, 0.86278, 1.067, 0.000298, 0.000298, 0.000298 + 198, 1.3977, 0.89388, 1.1385, 0.86987, 0.74435, 0.82336, 0.51361, 1.3641, 0.86344, 1.067, 0.0002485, 0.0002485, 0.0002485 + 199, 1.3926, 0.88857, 1.134, 0.86868, 0.74514, 0.82317, 0.51409, 1.3644, 0.86342, 1.0675, 0.000199, 0.000199, 0.000199 diff --git a/censor_detect_v1.0_n/results.png b/censor_detect_v1.0_n/results.png new file mode 100644 index 0000000000000000000000000000000000000000..c6cb1133d1d6365f38749b1e87fc8b9aadbb2b1e --- /dev/null +++ b/censor_detect_v1.0_n/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18aead1ef11637dfef6fe84e40a653136d7d32896e0c79201275dffe016b8d6c +size 200749 diff --git a/censor_detect_v1.0_n/threshold.json b/censor_detect_v1.0_n/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..cc5fef5733c134d3c868564a9a13fbc6758590d3 --- /dev/null +++ b/censor_detect_v1.0_n/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.8, + "threshold": 0.278 +} \ No newline at end of file diff --git a/censor_detect_v1.0_s/F1_curve.png b/censor_detect_v1.0_s/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..f0b53fd353cc5a6ffbfca7de928ddc5d56e5a940 --- /dev/null +++ b/censor_detect_v1.0_s/F1_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30bc18a12e881b453eacbba332e60dce5d03832c2acee65ac30cc2cccc2ddccf +size 175910 diff --git a/censor_detect_v1.0_s/PR_curve.png b/censor_detect_v1.0_s/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..d2a45637070a9387f125e729f81e3ca510133fcf --- /dev/null +++ b/censor_detect_v1.0_s/PR_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f2e1e113f6364dfaa03bd7aea6ca66b6e0b0f1c0f44d03dc6c654a997a54920f +size 160671 diff --git a/censor_detect_v1.0_s/P_curve.png b/censor_detect_v1.0_s/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..5a60e43ca5824a8899ec019070bc1e1cacae7185 --- /dev/null +++ b/censor_detect_v1.0_s/P_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9cbb9de92f2ac334a58b0e0975f849c1e7e6ab4db8e8e007a4fd85089c7de291 +size 139509 diff --git a/censor_detect_v1.0_s/R_curve.png b/censor_detect_v1.0_s/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..638d550c3612892796f3493006e5542926bd8792 --- /dev/null +++ b/censor_detect_v1.0_s/R_curve.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1ac3b496d9fb9459515f771c54cdf532e154a45e790aad99034a3e17cd6f804 +size 173891 diff --git a/censor_detect_v1.0_s/confusion_matrix.png b/censor_detect_v1.0_s/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..3c57b0af1a7c7c5bc902759fa68078346926068d --- /dev/null +++ b/censor_detect_v1.0_s/confusion_matrix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14f254cc0d09b61808b206077f571bbd8dcc9f2a54da4a0c6c5c90127a3c55f6 +size 113699 diff --git a/censor_detect_v1.0_s/labels.json b/censor_detect_v1.0_s/labels.json new file mode 100644 index 0000000000000000000000000000000000000000..90294f1cf93b7da9be3f27b5e29afb63e2b3de3c --- /dev/null +++ b/censor_detect_v1.0_s/labels.json @@ -0,0 +1,5 @@ +[ + "nipple_f", + "penis", + "pussy" +] \ No newline at end of file diff --git a/censor_detect_v1.0_s/model.onnx b/censor_detect_v1.0_s/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..8e1ea73ace278433b685e924b9bb13a36a4addf9 --- /dev/null +++ b/censor_detect_v1.0_s/model.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2c2524824d7d320c5619a0a73702a2e2186f619067c823d211e94f7cfe489cba +size 44586353 diff --git a/censor_detect_v1.0_s/model.pt b/censor_detect_v1.0_s/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0b71eeb2dcd25f1c06c6847282237aafa1cf3afa --- /dev/null +++ b/censor_detect_v1.0_s/model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62b18176b005ec5b8918d3fdd99323193ba2dd99c06e150de808087d37ebe009 +size 22500088 diff --git a/censor_detect_v1.0_s/model_artifacts.json b/censor_detect_v1.0_s/model_artifacts.json new file mode 100644 index 0000000000000000000000000000000000000000..9125272ee5ff33d25107c9a31805f21498dc7e0e --- /dev/null +++ b/censor_detect_v1.0_s/model_artifacts.json @@ -0,0 +1 @@ +{"names": ["nipple_f", "penis", "pussy"], "yaml": {"nc": 3, "depth_multiple": 0.33, "width_multiple": 0.5, "backbone": [[-1, 1, "Conv", [64, 3, 2]], [-1, 1, "Conv", [128, 3, 2]], [-1, 3, "C2f", [128, true]], [-1, 1, "Conv", [256, 3, 2]], [-1, 6, "C2f", [256, true]], [-1, 1, "Conv", [512, 3, 2]], [-1, 6, "C2f", [512, true]], [-1, 1, "Conv", [1024, 3, 2]], [-1, 3, "C2f", [1024, true]], [-1, 1, "SPPF", [1024, 5]]], "head": [[-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 6], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "nn.Upsample", ["None", 2, "nearest"]], [[-1, 4], 1, "Concat", [1]], [-1, 3, "C2f", [256]], [-1, 1, "Conv", [256, 3, 2]], [[-1, 12], 1, "Concat", [1]], [-1, 3, "C2f", [512]], [-1, 1, "Conv", [512, 3, 2]], [[-1, 9], 1, "Concat", [1]], [-1, 3, "C2f", [1024]], [[15, 18, 21], 1, "Detect", ["nc"]]], "ch": 3}, "nc": 3, "args": {"model": "yolov8s.yaml", "batch": 16, "imgsz": 640}, "ultralytics_version": "8.0.20", "model_type": "yolov8"} \ No newline at end of file diff --git a/censor_detect_v1.0_s/results.csv b/censor_detect_v1.0_s/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..a7c2ee6e4a07382700525dc439438284e6d059c0 --- /dev/null +++ b/censor_detect_v1.0_s/results.csv @@ -0,0 +1,201 @@ + epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision(B), metrics/recall(B), metrics/mAP50(B), metrics/mAP50-95(B), val/box_loss, val/cls_loss, val/dfl_loss, lr/pg0, lr/pg1, lr/pg2 + 0, 2.3079, 3.0893, 1.8425, 0.57805, 0.48706, 0.5139, 0.25917, 1.6875, 1.6697, 1.2641, 0.070037, 0.0033292, 0.0033292 + 1, 2.1132, 2.254, 1.5866, 0.6458, 0.47784, 0.5257, 0.26255, 1.7501, 1.6144, 1.3005, 0.040004, 0.0066296, 0.0066296 + 2, 2.1539, 2.2784, 1.5906, 0.6228, 0.44261, 0.48443, 0.23602, 1.8672, 1.7432, 1.3472, 0.009938, 0.0098969, 0.0098969 + 3, 2.2002, 2.3625, 1.6345, 0.62986, 0.49219, 0.53708, 0.27212, 1.7678, 1.6236, 1.323, 0.0098515, 0.0098515, 0.0098515 + 4, 2.1464, 2.2286, 1.6004, 0.66764, 0.52853, 0.56345, 0.2888, 1.7211, 1.5868, 1.2959, 0.0098515, 0.0098515, 0.0098515 + 5, 2.1038, 2.1244, 1.5666, 0.69496, 0.56966, 0.61509, 0.33219, 1.6393, 1.3873, 1.2459, 0.009802, 0.009802, 0.009802 + 6, 2.0652, 2.0551, 1.5474, 0.71918, 0.58321, 0.64731, 0.34585, 1.6123, 1.3278, 1.2197, 0.0097525, 0.0097525, 0.0097525 + 7, 2.0294, 1.9731, 1.5203, 0.75972, 0.60765, 0.67767, 0.3765, 1.5852, 1.2654, 1.2335, 0.009703, 0.009703, 0.009703 + 8, 2.0025, 1.9144, 1.4989, 0.7852, 0.58913, 0.67978, 0.37156, 1.582, 1.267, 1.2089, 0.0096535, 0.0096535, 0.0096535 + 9, 1.9733, 1.8707, 1.4848, 0.76677, 0.62589, 0.69549, 0.38623, 1.5679, 1.2094, 1.208, 0.009604, 0.009604, 0.009604 + 10, 1.973, 1.8515, 1.4843, 0.78759, 0.63152, 0.70979, 0.40399, 1.5324, 1.1935, 1.1871, 0.0095545, 0.0095545, 0.0095545 + 11, 1.9453, 1.8009, 1.4625, 0.79435, 0.63438, 0.71681, 0.40504, 1.5428, 1.1719, 1.182, 0.009505, 0.009505, 0.009505 + 12, 1.9379, 1.7803, 1.466, 0.80648, 0.64603, 0.73178, 0.42219, 1.5086, 1.1221, 1.1755, 0.0094555, 0.0094555, 0.0094555 + 13, 1.9168, 1.7426, 1.4514, 0.80052, 0.66059, 0.7413, 0.42739, 1.5041, 1.1097, 1.1679, 0.009406, 0.009406, 0.009406 + 14, 1.9108, 1.7259, 1.4425, 0.82231, 0.66001, 0.74697, 0.42701, 1.5096, 1.0974, 1.1657, 0.0093565, 0.0093565, 0.0093565 + 15, 1.8909, 1.6883, 1.4291, 0.80062, 0.67551, 0.75121, 0.44207, 1.4575, 1.0614, 1.141, 0.009307, 0.009307, 0.009307 + 16, 1.8794, 1.6562, 1.4199, 0.81185, 0.6809, 0.76368, 0.44587, 1.466, 1.0504, 1.1514, 0.0092575, 0.0092575, 0.0092575 + 17, 1.8728, 1.6526, 1.4201, 0.80667, 0.69023, 0.76797, 0.45441, 1.4647, 1.034, 1.1406, 0.009208, 0.009208, 0.009208 + 18, 1.8603, 1.6329, 1.4124, 0.82706, 0.69419, 0.77212, 0.45822, 1.4474, 1.0289, 1.1356, 0.0091585, 0.0091585, 0.0091585 + 19, 1.8595, 1.628, 1.4149, 0.81514, 0.69269, 0.76837, 0.45369, 1.4652, 1.0142, 1.1445, 0.009109, 0.009109, 0.009109 + 20, 1.8546, 1.6101, 1.4133, 0.84402, 0.68952, 0.77892, 0.46263, 1.4393, 0.99872, 1.1278, 0.0090595, 0.0090595, 0.0090595 + 21, 1.848, 1.5948, 1.405, 0.8317, 0.71287, 0.79309, 0.47308, 1.4303, 0.97725, 1.128, 0.00901, 0.00901, 0.00901 + 22, 1.836, 1.5666, 1.3893, 0.85565, 0.69334, 0.78594, 0.47518, 1.4231, 0.96045, 1.1278, 0.0089605, 0.0089605, 0.0089605 + 23, 1.8235, 1.56, 1.3837, 0.82442, 0.71035, 0.78452, 0.47771, 1.4098, 0.96181, 1.1225, 0.008911, 0.008911, 0.008911 + 24, 1.8219, 1.5444, 1.3871, 0.83515, 0.7183, 0.79438, 0.47759, 1.4096, 0.95122, 1.1159, 0.0088615, 0.0088615, 0.0088615 + 25, 1.822, 1.5372, 1.3765, 0.83767, 0.70437, 0.79537, 0.48097, 1.4176, 0.93942, 1.1164, 0.008812, 0.008812, 0.008812 + 26, 1.8073, 1.52, 1.3779, 0.83884, 0.71839, 0.79613, 0.48262, 1.4042, 0.93443, 1.1124, 0.0087625, 0.0087625, 0.0087625 + 27, 1.8029, 1.5156, 1.3759, 0.84807, 0.7209, 0.80491, 0.48808, 1.3991, 0.92641, 1.1106, 0.008713, 0.008713, 0.008713 + 28, 1.7989, 1.506, 1.3761, 0.85249, 0.71971, 0.80557, 0.4878, 1.3918, 0.92229, 1.1111, 0.0086635, 0.0086635, 0.0086635 + 29, 1.7874, 1.4836, 1.3631, 0.85269, 0.72357, 0.81211, 0.49687, 1.3854, 0.89791, 1.1045, 0.008614, 0.008614, 0.008614 + 30, 1.79, 1.4803, 1.3638, 0.84392, 0.727, 0.80409, 0.48783, 1.3961, 0.91749, 1.1096, 0.0085645, 0.0085645, 0.0085645 + 31, 1.7833, 1.4762, 1.3628, 0.83653, 0.74195, 0.81354, 0.49822, 1.3872, 0.89616, 1.101, 0.008515, 0.008515, 0.008515 + 32, 1.7766, 1.4647, 1.3612, 0.8532, 0.73385, 0.81461, 0.50037, 1.3689, 0.89343, 1.101, 0.0084655, 0.0084655, 0.0084655 + 33, 1.7705, 1.447, 1.3601, 0.8488, 0.73031, 0.81287, 0.50205, 1.3771, 0.87966, 1.1045, 0.008416, 0.008416, 0.008416 + 34, 1.7675, 1.4384, 1.349, 0.85737, 0.7345, 0.81981, 0.50376, 1.3677, 0.87399, 1.0928, 0.0083665, 0.0083665, 0.0083665 + 35, 1.7508, 1.4168, 1.3437, 0.87965, 0.72537, 0.82234, 0.50412, 1.3739, 0.86062, 1.0918, 0.008317, 0.008317, 0.008317 + 36, 1.7514, 1.4167, 1.3419, 0.8483, 0.74939, 0.82286, 0.50767, 1.3619, 0.85678, 1.0863, 0.0082675, 0.0082675, 0.0082675 + 37, 1.7473, 1.4144, 1.3365, 0.85154, 0.75318, 0.82418, 0.50461, 1.3652, 0.85454, 1.0929, 0.008218, 0.008218, 0.008218 + 38, 1.7441, 1.3921, 1.3383, 0.86946, 0.73586, 0.82395, 0.5093, 1.3642, 0.85433, 1.0908, 0.0081685, 0.0081685, 0.0081685 + 39, 1.7407, 1.3877, 1.3275, 0.8717, 0.74274, 0.82414, 0.50936, 1.3617, 0.84705, 1.0906, 0.008119, 0.008119, 0.008119 + 40, 1.7412, 1.3925, 1.3318, 0.87022, 0.74578, 0.82868, 0.5154, 1.3524, 0.84606, 1.088, 0.0080695, 0.0080695, 0.0080695 + 41, 1.7345, 1.3787, 1.3344, 0.87379, 0.74781, 0.82959, 0.51607, 1.3433, 0.83499, 1.084, 0.00802, 0.00802, 0.00802 + 42, 1.7173, 1.3608, 1.3165, 0.86733, 0.74009, 0.82725, 0.51765, 1.342, 0.83192, 1.0788, 0.0079705, 0.0079705, 0.0079705 + 43, 1.7056, 1.3415, 1.311, 0.87094, 0.74541, 0.82787, 0.51862, 1.3371, 0.83248, 1.0775, 0.007921, 0.007921, 0.007921 + 44, 1.7052, 1.3352, 1.3097, 0.86565, 0.7484, 0.83161, 0.51928, 1.3472, 0.82816, 1.0817, 0.0078715, 0.0078715, 0.0078715 + 45, 1.7107, 1.3421, 1.3112, 0.86908, 0.75486, 0.83532, 0.51975, 1.3449, 0.81757, 1.0817, 0.007822, 0.007822, 0.007822 + 46, 1.7028, 1.3246, 1.3069, 0.86419, 0.75124, 0.83239, 0.51962, 1.341, 0.82313, 1.0811, 0.0077725, 0.0077725, 0.0077725 + 47, 1.698, 1.326, 1.3054, 0.86883, 0.75741, 0.83803, 0.52134, 1.3421, 0.82035, 1.077, 0.007723, 0.007723, 0.007723 + 48, 1.6898, 1.3173, 1.2982, 0.86308, 0.75809, 0.83963, 0.52333, 1.3411, 0.81419, 1.0759, 0.0076735, 0.0076735, 0.0076735 + 49, 1.6831, 1.3059, 1.2981, 0.84948, 0.77009, 0.83625, 0.52209, 1.3437, 0.8109, 1.0792, 0.007624, 0.007624, 0.007624 + 50, 1.6821, 1.2984, 1.3005, 0.86594, 0.76467, 0.83992, 0.52382, 1.341, 0.80951, 1.0787, 0.0075745, 0.0075745, 0.0075745 + 51, 1.6685, 1.2876, 1.2879, 0.86014, 0.77333, 0.84336, 0.52656, 1.3356, 0.80158, 1.0783, 0.007525, 0.007525, 0.007525 + 52, 1.6796, 1.2923, 1.2957, 0.86293, 0.77037, 0.84144, 0.52643, 1.3384, 0.79831, 1.0778, 0.0074755, 0.0074755, 0.0074755 + 53, 1.6654, 1.2802, 1.2895, 0.85821, 0.77414, 0.84249, 0.52809, 1.3364, 0.79337, 1.0772, 0.007426, 0.007426, 0.007426 + 54, 1.6726, 1.2699, 1.287, 0.87144, 0.76444, 0.84164, 0.52909, 1.3346, 0.79107, 1.0773, 0.0073765, 0.0073765, 0.0073765 + 55, 1.6708, 1.2685, 1.2878, 0.85663, 0.77888, 0.84297, 0.5321, 1.3329, 0.78807, 1.0753, 0.007327, 0.007327, 0.007327 + 56, 1.6608, 1.264, 1.2834, 0.885, 0.75205, 0.84064, 0.53073, 1.3344, 0.78595, 1.0743, 0.0072775, 0.0072775, 0.0072775 + 57, 1.6539, 1.2464, 1.2792, 0.89025, 0.757, 0.84026, 0.52982, 1.3336, 0.78427, 1.0757, 0.007228, 0.007228, 0.007228 + 58, 1.654, 1.2504, 1.2729, 0.88498, 0.76369, 0.84342, 0.53023, 1.3335, 0.78175, 1.0757, 0.0071785, 0.0071785, 0.0071785 + 59, 1.6618, 1.2499, 1.2774, 0.87715, 0.76918, 0.84536, 0.53052, 1.3334, 0.78233, 1.0734, 0.007129, 0.007129, 0.007129 + 60, 1.641, 1.2366, 1.2741, 0.88056, 0.77062, 0.84501, 0.53202, 1.3314, 0.78113, 1.0729, 0.0070795, 0.0070795, 0.0070795 + 61, 1.6395, 1.2274, 1.2732, 0.88094, 0.76679, 0.8447, 0.53257, 1.3311, 0.78045, 1.0727, 0.00703, 0.00703, 0.00703 + 62, 1.6454, 1.2251, 1.2721, 0.88744, 0.7698, 0.84567, 0.5323, 1.3325, 0.77747, 1.0727, 0.0069805, 0.0069805, 0.0069805 + 63, 1.6328, 1.2183, 1.2608, 0.88603, 0.77228, 0.84656, 0.53248, 1.3316, 0.77569, 1.0735, 0.006931, 0.006931, 0.006931 + 64, 1.6317, 1.2158, 1.2623, 0.89244, 0.76668, 0.84734, 0.53286, 1.3296, 0.77511, 1.0727, 0.0068815, 0.0068815, 0.0068815 + 65, 1.6221, 1.2019, 1.2614, 0.88714, 0.77394, 0.84777, 0.53399, 1.3274, 0.77183, 1.0721, 0.006832, 0.006832, 0.006832 + 66, 1.6244, 1.2068, 1.2606, 0.88389, 0.77467, 0.84729, 0.53259, 1.3269, 0.77326, 1.0709, 0.0067825, 0.0067825, 0.0067825 + 67, 1.6203, 1.1939, 1.2594, 0.88044, 0.77499, 0.84644, 0.5328, 1.3274, 0.77243, 1.0714, 0.006733, 0.006733, 0.006733 + 68, 1.6155, 1.1893, 1.2534, 0.87781, 0.77779, 0.84513, 0.53236, 1.3288, 0.76871, 1.0721, 0.0066835, 0.0066835, 0.0066835 + 69, 1.6132, 1.1893, 1.249, 0.87445, 0.7827, 0.84804, 0.53364, 1.3277, 0.76625, 1.0717, 0.006634, 0.006634, 0.006634 + 70, 1.6066, 1.1829, 1.2541, 0.87363, 0.78314, 0.8488, 0.53429, 1.3259, 0.7647, 1.0706, 0.0065845, 0.0065845, 0.0065845 + 71, 1.6091, 1.1805, 1.2507, 0.87384, 0.78314, 0.84845, 0.53388, 1.3255, 0.76327, 1.0699, 0.006535, 0.006535, 0.006535 + 72, 1.6, 1.1721, 1.2457, 0.88255, 0.77658, 0.84918, 0.53356, 1.327, 0.76228, 1.0704, 0.0064855, 0.0064855, 0.0064855 + 73, 1.6007, 1.169, 1.2411, 0.88614, 0.77553, 0.84991, 0.53392, 1.3272, 0.76225, 1.0696, 0.006436, 0.006436, 0.006436 + 74, 1.6005, 1.1552, 1.2406, 0.87316, 0.78209, 0.84894, 0.53479, 1.326, 0.76236, 1.0685, 0.0063865, 0.0063865, 0.0063865 + 75, 1.6095, 1.1733, 1.2472, 0.87306, 0.78205, 0.85035, 0.53412, 1.3248, 0.76374, 1.0668, 0.006337, 0.006337, 0.006337 + 76, 1.5936, 1.1514, 1.2422, 0.87344, 0.78485, 0.85034, 0.53362, 1.3253, 0.76257, 1.0666, 0.0062875, 0.0062875, 0.0062875 + 77, 1.5917, 1.1545, 1.239, 0.87343, 0.78546, 0.85039, 0.53473, 1.3265, 0.76243, 1.0667, 0.006238, 0.006238, 0.006238 + 78, 1.589, 1.138, 1.236, 0.87077, 0.7873, 0.8492, 0.53529, 1.3266, 0.76217, 1.0673, 0.0061885, 0.0061885, 0.0061885 + 79, 1.5807, 1.1392, 1.2352, 0.87202, 0.78772, 0.84935, 0.53507, 1.3262, 0.76102, 1.0669, 0.006139, 0.006139, 0.006139 + 80, 1.5946, 1.1478, 1.2371, 0.87288, 0.78615, 0.849, 0.53529, 1.3251, 0.76035, 1.0663, 0.0060895, 0.0060895, 0.0060895 + 81, 1.5818, 1.1359, 1.2298, 0.87402, 0.78055, 0.84844, 0.53459, 1.3244, 0.76028, 1.0657, 0.00604, 0.00604, 0.00604 + 82, 1.5669, 1.1193, 1.2266, 0.87042, 0.78107, 0.84815, 0.535, 1.3235, 0.76004, 1.0651, 0.0059905, 0.0059905, 0.0059905 + 83, 1.5713, 1.129, 1.2274, 0.8752, 0.78013, 0.84772, 0.53475, 1.3233, 0.75983, 1.0647, 0.005941, 0.005941, 0.005941 + 84, 1.57, 1.124, 1.2245, 0.87285, 0.78013, 0.8479, 0.53515, 1.323, 0.7594, 1.0642, 0.0058915, 0.0058915, 0.0058915 + 85, 1.569, 1.1114, 1.2252, 0.87208, 0.78034, 0.84831, 0.53547, 1.323, 0.75969, 1.0647, 0.005842, 0.005842, 0.005842 + 86, 1.5674, 1.1117, 1.2224, 0.87063, 0.78124, 0.8485, 0.53575, 1.324, 0.7588, 1.065, 0.0057925, 0.0057925, 0.0057925 + 87, 1.5677, 1.108, 1.2242, 0.86973, 0.78132, 0.84843, 0.5356, 1.3236, 0.75875, 1.0646, 0.005743, 0.005743, 0.005743 + 88, 1.5538, 1.1065, 1.2152, 0.86946, 0.78102, 0.84848, 0.53586, 1.3236, 0.75854, 1.0647, 0.0056935, 0.0056935, 0.0056935 + 89, 1.552, 1.0915, 1.2163, 0.8696, 0.7819, 0.84905, 0.53571, 1.324, 0.75798, 1.0649, 0.005644, 0.005644, 0.005644 + 90, 1.5465, 1.0847, 1.2107, 0.86524, 0.78455, 0.8493, 0.53654, 1.3241, 0.75701, 1.0651, 0.0055945, 0.0055945, 0.0055945 + 91, 1.5489, 1.0839, 1.2119, 0.86359, 0.78841, 0.84957, 0.5364, 1.3241, 0.75611, 1.0654, 0.005545, 0.005545, 0.005545 + 92, 1.5421, 1.0787, 1.2134, 0.8662, 0.78376, 0.8494, 0.53646, 1.3239, 0.75572, 1.0655, 0.0054955, 0.0054955, 0.0054955 + 93, 1.5445, 1.0835, 1.2103, 0.86616, 0.78563, 0.84977, 0.53683, 1.3238, 0.75462, 1.0654, 0.005446, 0.005446, 0.005446 + 94, 1.5424, 1.0742, 1.2093, 0.86707, 0.78802, 0.8494, 0.53709, 1.3235, 0.75349, 1.0653, 0.0053965, 0.0053965, 0.0053965 + 95, 1.5328, 1.0657, 1.2056, 0.86848, 0.78627, 0.84975, 0.53665, 1.3231, 0.75306, 1.065, 0.005347, 0.005347, 0.005347 + 96, 1.5459, 1.0777, 1.2093, 0.86821, 0.78727, 0.84995, 0.53754, 1.3233, 0.75186, 1.0655, 0.0052975, 0.0052975, 0.0052975 + 97, 1.5325, 1.0776, 1.2001, 0.86723, 0.78717, 0.84973, 0.53726, 1.3226, 0.75181, 1.0649, 0.005248, 0.005248, 0.005248 + 98, 1.5303, 1.0653, 1.2048, 0.86877, 0.78714, 0.84977, 0.53742, 1.3224, 0.75139, 1.0648, 0.0051985, 0.0051985, 0.0051985 + 99, 1.5208, 1.0535, 1.1996, 0.86805, 0.78583, 0.84965, 0.53783, 1.3221, 0.75106, 1.0641, 0.005149, 0.005149, 0.005149 + 100, 1.5172, 1.0454, 1.1947, 0.87046, 0.78691, 0.84959, 0.53812, 1.3211, 0.75017, 1.0635, 0.0050995, 0.0050995, 0.0050995 + 101, 1.5143, 1.042, 1.1945, 0.87148, 0.78453, 0.85013, 0.53766, 1.3216, 0.74951, 1.0634, 0.00505, 0.00505, 0.00505 + 102, 1.5141, 1.0496, 1.1946, 0.87191, 0.78277, 0.84988, 0.53725, 1.3208, 0.74904, 1.0627, 0.0050005, 0.0050005, 0.0050005 + 103, 1.5099, 1.0415, 1.1913, 0.87305, 0.78298, 0.84968, 0.53758, 1.3207, 0.74881, 1.0627, 0.004951, 0.004951, 0.004951 + 104, 1.5063, 1.0372, 1.1911, 0.87123, 0.78413, 0.84962, 0.53746, 1.3209, 0.74865, 1.0626, 0.0049015, 0.0049015, 0.0049015 + 105, 1.5039, 1.0295, 1.1902, 0.87204, 0.78402, 0.85061, 0.53752, 1.3211, 0.74835, 1.0628, 0.004852, 0.004852, 0.004852 + 106, 1.5077, 1.0377, 1.1913, 0.87051, 0.78556, 0.8509, 0.53822, 1.3206, 0.74723, 1.0626, 0.0048025, 0.0048025, 0.0048025 + 107, 1.4982, 1.0207, 1.187, 0.87281, 0.78421, 0.85124, 0.53833, 1.3207, 0.74657, 1.0626, 0.004753, 0.004753, 0.004753 + 108, 1.4982, 1.0253, 1.1866, 0.87297, 0.78526, 0.85156, 0.53853, 1.3203, 0.7459, 1.0625, 0.0047035, 0.0047035, 0.0047035 + 109, 1.4929, 1.0215, 1.1824, 0.87473, 0.78419, 0.85127, 0.53811, 1.3211, 0.74613, 1.0627, 0.004654, 0.004654, 0.004654 + 110, 1.4815, 1.0125, 1.1809, 0.87704, 0.78265, 0.85089, 0.53836, 1.3214, 0.74554, 1.063, 0.0046045, 0.0046045, 0.0046045 + 111, 1.4895, 1.0165, 1.18, 0.87376, 0.78377, 0.85082, 0.53893, 1.3212, 0.74544, 1.0627, 0.004555, 0.004555, 0.004555 + 112, 1.4753, 0.99278, 1.1719, 0.87727, 0.78313, 0.85113, 0.5384, 1.3217, 0.74501, 1.0628, 0.0045055, 0.0045055, 0.0045055 + 113, 1.4748, 1.0036, 1.1776, 0.87662, 0.78547, 0.8521, 0.53899, 1.3221, 0.74447, 1.063, 0.004456, 0.004456, 0.004456 + 114, 1.4655, 0.99387, 1.1742, 0.87886, 0.78386, 0.85144, 0.53916, 1.3224, 0.74465, 1.063, 0.0044065, 0.0044065, 0.0044065 + 115, 1.4719, 0.99013, 1.1737, 0.87922, 0.78413, 0.85148, 0.53884, 1.3222, 0.74412, 1.0628, 0.004357, 0.004357, 0.004357 + 116, 1.4722, 0.99239, 1.1746, 0.87874, 0.78394, 0.85185, 0.5393, 1.3227, 0.7431, 1.0629, 0.0043075, 0.0043075, 0.0043075 + 117, 1.4683, 0.98696, 1.1694, 0.87821, 0.78129, 0.85173, 0.53871, 1.3225, 0.74288, 1.0627, 0.004258, 0.004258, 0.004258 + 118, 1.4613, 0.98583, 1.1634, 0.87608, 0.78397, 0.85218, 0.53914, 1.3227, 0.74192, 1.0629, 0.0042085, 0.0042085, 0.0042085 + 119, 1.4499, 0.97274, 1.1614, 0.87697, 0.78439, 0.85137, 0.53923, 1.3218, 0.74158, 1.0626, 0.004159, 0.004159, 0.004159 + 120, 1.451, 0.96746, 1.1626, 0.87692, 0.7872, 0.85132, 0.5395, 1.3224, 0.74136, 1.0627, 0.0041095, 0.0041095, 0.0041095 + 121, 1.45, 0.97092, 1.1618, 0.87548, 0.78882, 0.85178, 0.53984, 1.3223, 0.74071, 1.0628, 0.00406, 0.00406, 0.00406 + 122, 1.4446, 0.96168, 1.1588, 0.87423, 0.78915, 0.8523, 0.54038, 1.3219, 0.73983, 1.0626, 0.0040105, 0.0040105, 0.0040105 + 123, 1.4462, 0.96288, 1.1589, 0.87261, 0.79132, 0.85155, 0.54026, 1.3219, 0.74002, 1.0624, 0.003961, 0.003961, 0.003961 + 124, 1.4434, 0.96458, 1.1608, 0.87273, 0.79187, 0.85196, 0.54019, 1.3215, 0.74016, 1.062, 0.0039115, 0.0039115, 0.0039115 + 125, 1.432, 0.95123, 1.1549, 0.87609, 0.7876, 0.85156, 0.54019, 1.3218, 0.73957, 1.0622, 0.003862, 0.003862, 0.003862 + 126, 1.4357, 0.95024, 1.1524, 0.87531, 0.78872, 0.85187, 0.54027, 1.3217, 0.7389, 1.0623, 0.0038125, 0.0038125, 0.0038125 + 127, 1.4208, 0.94194, 1.1509, 0.87489, 0.78755, 0.85168, 0.54033, 1.3212, 0.7385, 1.0621, 0.003763, 0.003763, 0.003763 + 128, 1.4252, 0.94411, 1.1469, 0.87408, 0.78796, 0.85121, 0.53997, 1.3211, 0.73899, 1.0621, 0.0037135, 0.0037135, 0.0037135 + 129, 1.4313, 0.94492, 1.1478, 0.87784, 0.78742, 0.85194, 0.53994, 1.3212, 0.73936, 1.0621, 0.003664, 0.003664, 0.003664 + 130, 1.4223, 0.93422, 1.1459, 0.87596, 0.78717, 0.85183, 0.54009, 1.3222, 0.73929, 1.0632, 0.0036145, 0.0036145, 0.0036145 + 131, 1.4129, 0.92451, 1.142, 0.87542, 0.78626, 0.85126, 0.54028, 1.3221, 0.7385, 1.0632, 0.003565, 0.003565, 0.003565 + 132, 1.41, 0.92538, 1.1411, 0.87412, 0.78685, 0.85129, 0.54032, 1.3223, 0.73819, 1.0632, 0.0035155, 0.0035155, 0.0035155 + 133, 1.4036, 0.91588, 1.1376, 0.87319, 0.78706, 0.85262, 0.54062, 1.3228, 0.73794, 1.0632, 0.003466, 0.003466, 0.003466 + 134, 1.4055, 0.92186, 1.1345, 0.87272, 0.78772, 0.85258, 0.54058, 1.3227, 0.73828, 1.0633, 0.0034165, 0.0034165, 0.0034165 + 135, 1.3937, 0.90856, 1.1354, 0.87435, 0.78808, 0.8528, 0.54036, 1.3226, 0.73808, 1.0632, 0.003367, 0.003367, 0.003367 + 136, 1.3948, 0.91276, 1.137, 0.87534, 0.78884, 0.85318, 0.54072, 1.3227, 0.7382, 1.0632, 0.0033175, 0.0033175, 0.0033175 + 137, 1.3933, 0.90365, 1.133, 0.87666, 0.78815, 0.85256, 0.54047, 1.3227, 0.73788, 1.0633, 0.003268, 0.003268, 0.003268 + 138, 1.392, 0.90511, 1.132, 0.87871, 0.78587, 0.85324, 0.54059, 1.3229, 0.73808, 1.0634, 0.0032185, 0.0032185, 0.0032185 + 139, 1.3839, 0.89671, 1.1268, 0.87778, 0.78669, 0.85272, 0.54062, 1.3236, 0.73806, 1.0635, 0.003169, 0.003169, 0.003169 + 140, 1.3826, 0.89217, 1.1295, 0.87756, 0.78667, 0.8527, 0.54104, 1.3233, 0.73816, 1.0633, 0.0031195, 0.0031195, 0.0031195 + 141, 1.3794, 0.89417, 1.1282, 0.87954, 0.78664, 0.85314, 0.54124, 1.323, 0.7377, 1.063, 0.00307, 0.00307, 0.00307 + 142, 1.3689, 0.87951, 1.1264, 0.88101, 0.78472, 0.85343, 0.54108, 1.3231, 0.73747, 1.0632, 0.0030205, 0.0030205, 0.0030205 + 143, 1.3622, 0.87686, 1.1203, 0.88495, 0.78154, 0.85339, 0.54085, 1.3228, 0.73692, 1.0628, 0.002971, 0.002971, 0.002971 + 144, 1.3657, 0.87498, 1.119, 0.88321, 0.78315, 0.85386, 0.54102, 1.3231, 0.7369, 1.0627, 0.0029215, 0.0029215, 0.0029215 + 145, 1.3622, 0.87204, 1.1179, 0.88401, 0.78176, 0.853, 0.54091, 1.3228, 0.73666, 1.0623, 0.002872, 0.002872, 0.002872 + 146, 1.358, 0.86989, 1.1123, 0.88418, 0.78163, 0.85319, 0.54101, 1.3227, 0.73691, 1.0621, 0.0028225, 0.0028225, 0.0028225 + 147, 1.3575, 0.86575, 1.1175, 0.88408, 0.78108, 0.85269, 0.54123, 1.3226, 0.73703, 1.0618, 0.002773, 0.002773, 0.002773 + 148, 1.3434, 0.85606, 1.1093, 0.88701, 0.77987, 0.85261, 0.54145, 1.3216, 0.73726, 1.0613, 0.0027235, 0.0027235, 0.0027235 + 149, 1.3393, 0.85195, 1.1076, 0.88754, 0.77969, 0.85259, 0.54083, 1.3215, 0.73778, 1.0614, 0.002674, 0.002674, 0.002674 + 150, 1.3361, 0.85663, 1.1065, 0.88855, 0.77958, 0.85248, 0.54079, 1.3213, 0.73851, 1.0613, 0.0026245, 0.0026245, 0.0026245 + 151, 1.3268, 0.83998, 1.1031, 0.88726, 0.78255, 0.85263, 0.54102, 1.3219, 0.7393, 1.0615, 0.002575, 0.002575, 0.002575 + 152, 1.3269, 0.83949, 1.1026, 0.88717, 0.78274, 0.85211, 0.54135, 1.3215, 0.73943, 1.0612, 0.0025255, 0.0025255, 0.0025255 + 153, 1.3266, 0.8402, 1.0981, 0.89205, 0.77832, 0.85283, 0.54168, 1.322, 0.73978, 1.0614, 0.002476, 0.002476, 0.002476 + 154, 1.3235, 0.84062, 1.0991, 0.89179, 0.77845, 0.85222, 0.54189, 1.3222, 0.74017, 1.0614, 0.0024265, 0.0024265, 0.0024265 + 155, 1.314, 0.82975, 1.0942, 0.88985, 0.77891, 0.85172, 0.54164, 1.3228, 0.74064, 1.0615, 0.002377, 0.002377, 0.002377 + 156, 1.3089, 0.82341, 1.092, 0.89073, 0.7799, 0.85272, 0.54157, 1.323, 0.74126, 1.0615, 0.0023275, 0.0023275, 0.0023275 + 157, 1.3018, 0.8193, 1.0877, 0.89234, 0.77804, 0.85231, 0.54192, 1.3228, 0.74207, 1.0615, 0.002278, 0.002278, 0.002278 + 158, 1.3034, 0.81533, 1.0862, 0.89308, 0.77772, 0.85249, 0.5421, 1.3232, 0.74296, 1.0615, 0.0022285, 0.0022285, 0.0022285 + 159, 1.299, 0.8146, 1.086, 0.89425, 0.77815, 0.85259, 0.54247, 1.3227, 0.74314, 1.0614, 0.002179, 0.002179, 0.002179 + 160, 1.2913, 0.80545, 1.0832, 0.89394, 0.77824, 0.85289, 0.54215, 1.3233, 0.74364, 1.0613, 0.0021295, 0.0021295, 0.0021295 + 161, 1.2876, 0.80707, 1.0823, 0.89399, 0.77734, 0.85266, 0.54216, 1.3233, 0.74471, 1.0615, 0.00208, 0.00208, 0.00208 + 162, 1.2858, 0.80331, 1.079, 0.8955, 0.77696, 0.8525, 0.54184, 1.3234, 0.74475, 1.0615, 0.0020305, 0.0020305, 0.0020305 + 163, 1.2792, 0.79547, 1.0772, 0.89687, 0.77588, 0.85216, 0.54212, 1.3233, 0.74529, 1.0614, 0.001981, 0.001981, 0.001981 + 164, 1.2772, 0.79489, 1.0802, 0.89672, 0.77578, 0.85209, 0.54195, 1.3237, 0.74581, 1.0616, 0.0019315, 0.0019315, 0.0019315 + 165, 1.2689, 0.78598, 1.0739, 0.89585, 0.77541, 0.85213, 0.54179, 1.3235, 0.74705, 1.0616, 0.001882, 0.001882, 0.001882 + 166, 1.2612, 0.78881, 1.0721, 0.89709, 0.77508, 0.8522, 0.5419, 1.3235, 0.74816, 1.0616, 0.0018325, 0.0018325, 0.0018325 + 167, 1.2573, 0.77931, 1.0731, 0.89735, 0.77408, 0.85223, 0.54218, 1.3237, 0.74893, 1.0614, 0.001783, 0.001783, 0.001783 + 168, 1.2598, 0.7746, 1.0698, 0.89549, 0.77749, 0.85236, 0.54263, 1.3241, 0.74984, 1.0615, 0.0017335, 0.0017335, 0.0017335 + 169, 1.256, 0.77505, 1.0684, 0.8937, 0.77802, 0.85162, 0.54239, 1.324, 0.75104, 1.0616, 0.001684, 0.001684, 0.001684 + 170, 1.2418, 0.76597, 1.0614, 0.89149, 0.77824, 0.85172, 0.54244, 1.3245, 0.75199, 1.062, 0.0016345, 0.0016345, 0.0016345 + 171, 1.2356, 0.76314, 1.061, 0.89415, 0.77737, 0.85167, 0.54179, 1.3249, 0.75267, 1.0622, 0.001585, 0.001585, 0.001585 + 172, 1.2275, 0.74813, 1.0572, 0.89226, 0.77784, 0.85163, 0.54234, 1.3256, 0.75364, 1.0624, 0.0015355, 0.0015355, 0.0015355 + 173, 1.2306, 0.75506, 1.0563, 0.89395, 0.77794, 0.85178, 0.54241, 1.3259, 0.75458, 1.0625, 0.001486, 0.001486, 0.001486 + 174, 1.2275, 0.75632, 1.0561, 0.89711, 0.77237, 0.85142, 0.54222, 1.3265, 0.7558, 1.0629, 0.0014365, 0.0014365, 0.0014365 + 175, 1.2183, 0.74082, 1.0503, 0.89812, 0.7728, 0.85138, 0.54157, 1.3268, 0.75655, 1.0631, 0.001387, 0.001387, 0.001387 + 176, 1.2131, 0.73869, 1.0508, 0.89815, 0.77202, 0.85128, 0.54177, 1.3266, 0.75807, 1.0626, 0.0013375, 0.0013375, 0.0013375 + 177, 1.2012, 0.73121, 1.046, 0.89319, 0.77648, 0.8511, 0.54235, 1.3275, 0.75917, 1.0632, 0.001288, 0.001288, 0.001288 + 178, 1.1983, 0.72843, 1.0463, 0.89359, 0.77657, 0.85088, 0.54212, 1.3279, 0.76029, 1.0631, 0.0012385, 0.0012385, 0.0012385 + 179, 1.204, 0.73302, 1.0481, 0.89464, 0.77607, 0.85075, 0.54225, 1.3279, 0.76228, 1.0632, 0.001189, 0.001189, 0.001189 + 180, 1.1934, 0.72391, 1.041, 0.89458, 0.77547, 0.85112, 0.54289, 1.3285, 0.76349, 1.0633, 0.0011395, 0.0011395, 0.0011395 + 181, 1.1953, 0.72577, 1.0422, 0.89334, 0.77518, 0.85011, 0.54249, 1.3287, 0.76377, 1.0633, 0.00109, 0.00109, 0.00109 + 182, 1.181, 0.71051, 1.0329, 0.89386, 0.77621, 0.85056, 0.54246, 1.3294, 0.76513, 1.0637, 0.0010405, 0.0010405, 0.0010405 + 183, 1.1811, 0.71218, 1.0327, 0.89289, 0.77751, 0.85055, 0.54311, 1.3292, 0.76672, 1.0633, 0.000991, 0.000991, 0.000991 + 184, 1.1696, 0.7017, 1.0296, 0.8936, 0.77698, 0.85078, 0.54352, 1.3294, 0.76722, 1.0632, 0.0009415, 0.0009415, 0.0009415 + 185, 1.172, 0.70716, 1.0328, 0.89303, 0.77674, 0.85051, 0.5434, 1.33, 0.7688, 1.0635, 0.000892, 0.000892, 0.000892 + 186, 1.1569, 0.69631, 1.0272, 0.89198, 0.77628, 0.85062, 0.54329, 1.3309, 0.77032, 1.0639, 0.0008425, 0.0008425, 0.0008425 + 187, 1.1499, 0.69066, 1.0236, 0.89165, 0.77681, 0.8503, 0.54324, 1.3318, 0.77137, 1.0641, 0.000793, 0.000793, 0.000793 + 188, 1.1468, 0.68715, 1.026, 0.89421, 0.77332, 0.85012, 0.54259, 1.3321, 0.77213, 1.064, 0.0007435, 0.0007435, 0.0007435 + 189, 1.1446, 0.68607, 1.0227, 0.89308, 0.77439, 0.85019, 0.54237, 1.3324, 0.77335, 1.064, 0.000694, 0.000694, 0.000694 + 190, 1.1377, 0.61314, 1.0258, 0.89709, 0.77084, 0.85004, 0.54224, 1.3333, 0.77471, 1.0643, 0.0006445, 0.0006445, 0.0006445 + 191, 1.114, 0.60052, 1.0181, 0.89734, 0.77014, 0.84996, 0.54253, 1.3338, 0.77618, 1.0646, 0.000595, 0.000595, 0.000595 + 192, 1.0995, 0.58675, 1.0113, 0.89751, 0.76945, 0.84967, 0.5423, 1.3338, 0.7774, 1.0645, 0.0005455, 0.0005455, 0.0005455 + 193, 1.0963, 0.58539, 1.0097, 0.89745, 0.76943, 0.84933, 0.54281, 1.3338, 0.77878, 1.0644, 0.000496, 0.000496, 0.000496 + 194, 1.0792, 0.57646, 1.0045, 0.89919, 0.76809, 0.84869, 0.54265, 1.3339, 0.77963, 1.0645, 0.0004465, 0.0004465, 0.0004465 + 195, 1.0754, 0.57332, 1.0015, 0.89902, 0.76678, 0.84859, 0.54271, 1.3345, 0.78058, 1.0648, 0.000397, 0.000397, 0.000397 + 196, 1.0669, 0.56697, 0.99932, 0.89896, 0.76689, 0.84872, 0.54268, 1.3353, 0.78208, 1.0652, 0.0003475, 0.0003475, 0.0003475 + 197, 1.0548, 0.56227, 0.99451, 0.89756, 0.77026, 0.84868, 0.54274, 1.3358, 0.78322, 1.0652, 0.000298, 0.000298, 0.000298 + 198, 1.0579, 0.56339, 0.99689, 0.90148, 0.76684, 0.84892, 0.54308, 1.3366, 0.78422, 1.066, 0.0002485, 0.0002485, 0.0002485 + 199, 1.0467, 0.55702, 0.9918, 0.90323, 0.76484, 0.8491, 0.54262, 1.3369, 0.78526, 1.066, 0.000199, 0.000199, 0.000199 diff --git a/censor_detect_v1.0_s/results.png b/censor_detect_v1.0_s/results.png new file mode 100644 index 0000000000000000000000000000000000000000..9455dc2037c33276be568802af3306bbf78ad3fe --- /dev/null +++ b/censor_detect_v1.0_s/results.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cee516448d4de89585ab9e88f5d29b53e4c43367f467a12c8bdbd8578c20efe7 +size 215252 diff --git a/censor_detect_v1.0_s/threshold.json b/censor_detect_v1.0_s/threshold.json new file mode 100644 index 0000000000000000000000000000000000000000..77d1bbdcfd20f0c760849dcebaecb01d356a570f --- /dev/null +++ b/censor_detect_v1.0_s/threshold.json @@ -0,0 +1,4 @@ +{ + "f1_score": 0.83, + "threshold": 0.238 +} \ No newline at end of file