Upload folder using huggingface_hub

.github/workflows/sync_to_hub.yaml

@@ -0,0 +1,20 @@
+name: Sync to Hugging Face hub
+
+on:
+  push:
+    branches: [main]
+
+  # to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+jobs:
+  sync-to-hub:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+      - name: Push to hub
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: git push https://hbredin:$HF_TOKEN@huggingface.co/pyannote/speaker-diarization-3.1 main --force

README.md

@@ -0,0 +1,148 @@
+---
+tags:
+  - pyannote
+  - pyannote-audio
+  - pyannote-audio-pipeline
+  - audio
+  - voice
+  - speech
+  - speaker
+  - speaker-diarization
+  - speaker-change-detection
+  - voice-activity-detection
+  - overlapped-speech-detection
+  - automatic-speech-recognition
+license: mit
+extra_gated_prompt: "The collected information will help acquire a better knowledge of pyannote.audio userbase and help its maintainers improve it further. Though this pipeline uses MIT license and will always remain open-source, we will occasionnally email you about premium pipelines and paid services around pyannote."
+extra_gated_fields:
+  Company/university: text
+  Website: text
+---
+
+Using this open-source pipeline in production?  
+Make the most of it thanks to our [consulting services](https://herve.niderb.fr/consulting.html).
+
+# 🎹 Speaker diarization 3.1
+
+This pipeline is the same as [`pyannote/speaker-diarization-3.0`](https://hf.co/pyannote/speaker-diarization-3.1) except it removes the [problematic](https://github.com/pyannote/pyannote-audio/issues/1537) use of `onnxruntime`.  
+Both speaker segmentation and embedding now run in pure PyTorch. This should ease deployment and possibly speed up inference.  
+It requires pyannote.audio version 3.1 or higher.
+
+It ingests mono audio sampled at 16kHz and outputs speaker diarization as an [`Annotation`](http://pyannote.github.io/pyannote-core/structure.html#annotation) instance:
+
+- stereo or multi-channel audio files are automatically downmixed to mono by averaging the channels.
+- audio files sampled at a different rate are resampled to 16kHz automatically upon loading.
+
+## Requirements
+
+1. Install [`pyannote.audio`](https://github.com/pyannote/pyannote-audio) `3.1` with `pip install pyannote.audio`
+2. Accept [`pyannote/segmentation-3.0`](https://hf.co/pyannote/segmentation-3.0) user conditions
+3. Accept [`pyannote/speaker-diarization-3.1`](https://hf.co/pyannote-speaker-diarization-3.1) user conditions
+4. Create access token at [`hf.co/settings/tokens`](https://hf.co/settings/tokens).
+
+## Usage
+
+```python
+# instantiate the pipeline
+from pyannote.audio import Pipeline
+pipeline = Pipeline.from_pretrained(
+  "pyannote/speaker-diarization-3.1",
+  use_auth_token="HUGGINGFACE_ACCESS_TOKEN_GOES_HERE")
+
+# run the pipeline on an audio file
+diarization = pipeline("audio.wav")
+
+# dump the diarization output to disk using RTTM format
+with open("audio.rttm", "w") as rttm:
+    diarization.write_rttm(rttm)
+```
+
+### Processing on GPU
+
+`pyannote.audio` pipelines run on CPU by default.
+You can send them to GPU with the following lines:
+
+```python
+import torch
+pipeline.to(torch.device("cuda"))
+```
+
+### Processing from memory
+
+Pre-loading audio files in memory may result in faster processing:
+
+```python
+waveform, sample_rate = torchaudio.load("audio.wav")
+diarization = pipeline({"waveform": waveform, "sample_rate": sample_rate})
+```
+
+### Monitoring progress
+
+Hooks are available to monitor the progress of the pipeline:
+
+```python
+from pyannote.audio.pipelines.utils.hook import ProgressHook
+with ProgressHook() as hook:
+    diarization = pipeline("audio.wav", hook=hook)
+```
+
+### Controlling the number of speakers
+
+In case the number of speakers is known in advance, one can use the `num_speakers` option:
+
+```python
+diarization = pipeline("audio.wav", num_speakers=2)
+```
+
+One can also provide lower and/or upper bounds on the number of speakers using `min_speakers` and `max_speakers` options:
+
+```python
+diarization = pipeline("audio.wav", min_speakers=2, max_speakers=5)
+```
+
+## Benchmark
+
+This pipeline has been benchmarked on a large collection of datasets.
+
+Processing is fully automatic:
+
+- no manual voice activity detection (as is sometimes the case in the literature)
+- no manual number of speakers (though it is possible to provide it to the pipeline)
+- no fine-tuning of the internal models nor tuning of the pipeline hyper-parameters to each dataset
+
+... with the least forgiving diarization error rate (DER) setup (named _"Full"_ in [this paper](https://doi.org/10.1016/j.csl.2021.101254)):
+
+- no forgiveness collar
+- evaluation of overlapped speech
+
+| Benchmark                                                                                                                                   | [DER%](. "Diarization error rate") | [FA%](. "False alarm rate") | [Miss%](. "Missed detection rate") | [Conf%](. "Speaker confusion rate") | Expected output                                                                                                                                    | File-level evaluation                                                                                                                              |
+| ------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------- | --------------------------- | ---------------------------------- | ----------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [AISHELL-4](http://www.openslr.org/111/)                                                                                                    | 12.2                               | 3.8                         | 4.4                                | 4.0                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AISHELL.SpeakerDiarization.Benchmark.test.rttm)     | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AISHELL.SpeakerDiarization.Benchmark.test.eval)     |
+| [AliMeeting (_channel 1_)](https://www.openslr.org/119/)                                                                                    | 24.4                               | 4.4                         | 10.0                               | 10.0                                | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AliMeeting.SpeakerDiarization.Benchmark.test.rttm)  | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AliMeeting.SpeakerDiarization.Benchmark.test.eval)  |
+| [AMI (_headset mix,_](https://groups.inf.ed.ac.uk/ami/corpus/) [_only_words_)](https://github.com/BUTSpeechFIT/AMI-diarization-setup)       | 18.8                               | 3.6                         | 9.5                                | 5.7                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AMI.SpeakerDiarization.Benchmark.test.rttm)         | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AMI.SpeakerDiarization.Benchmark.test.eval)         |
+| [AMI (_array1, channel 1,_](https://groups.inf.ed.ac.uk/ami/corpus/) [_only_words)_](https://github.com/BUTSpeechFIT/AMI-diarization-setup) | 22.4                               | 3.8                         | 11.2                               | 7.5                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AMI-SDM.SpeakerDiarization.Benchmark.test.rttm)     | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AMI-SDM.SpeakerDiarization.Benchmark.test.eval)     |
+| [AVA-AVD](https://arxiv.org/abs/2111.14448)                                                                                                 | 50.0                               | 10.8                        | 15.7                               | 23.4                                | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AVA-AVD.SpeakerDiarization.Benchmark.test.rttm)     | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/AVA-AVD.SpeakerDiarization.Benchmark.test.eval)     |
+| [DIHARD 3 (_Full_)](https://arxiv.org/abs/2012.01477)                                                                                       | 21.7                               | 6.2                         | 8.1                                | 7.3                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/DIHARD.SpeakerDiarization.Benchmark.test.rttm)      | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/DIHARD.SpeakerDiarization.Benchmark.test.eval)      |
+| [MSDWild](https://x-lance.github.io/MSDWILD/)                                                                                               | 25.3                               | 5.8                         | 8.0                                | 11.5                                | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/MSDWILD.SpeakerDiarization.Benchmark.test.rttm)     | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/MSDWILD.SpeakerDiarization.Benchmark.test.eval)     |
+| [REPERE (_phase 2_)](https://islrn.org/resources/360-758-359-485-0/)                                                                        | 7.8                                | 1.8                         | 2.6                                | 3.5                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/REPERE.SpeakerDiarization.Benchmark.test.rttm)      | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/REPERE.SpeakerDiarization.Benchmark.test.eval)      |
+| [VoxConverse (_v0.3_)](https://github.com/joonson/voxconverse)                                                                              | 11.3                               | 4.1                         | 3.4                                | 3.8                                 | [RTTM](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/VoxConverse.SpeakerDiarization.Benchmark.test.rttm) | [eval](https://huggingface.co/pyannote/speaker-diarization-3.1/blob/main/reproducible_research/VoxConverse.SpeakerDiarization.Benchmark.test.eval) |
+
+## Citations
+
+```bibtex
+@inproceedings{Plaquet23,
+  author={Alexis Plaquet and Hervé Bredin},
+  title={{Powerset multi-class cross entropy loss for neural speaker diarization}},
+  year=2023,
+  booktitle={Proc. INTERSPEECH 2023},
+}
+```
+
+```bibtex
+@inproceedings{Bredin23,
+  author={Hervé Bredin},
+  title={{pyannote.audio 2.1 speaker diarization pipeline: principle, benchmark, and recipe}},
+  year=2023,
+  booktitle={Proc. INTERSPEECH 2023},
+}
+```

config.yaml

@@ -0,0 +1,20 @@
+version: 3.1.0
+
+pipeline:
+  name: pyannote.audio.pipelines.SpeakerDiarization
+  params:
+    clustering: AgglomerativeClustering
+    embedding: hbredin/wespeaker-voxceleb-resnet34-LM
+    embedding_batch_size: 32
+    embedding_exclude_overlap: true
+    segmentation: pyannote/segmentation-3.0
+    segmentation_batch_size: 32
+    segmentation_step: 0.5
+
+params:
+  clustering:
+    method: centroid
+    min_cluster_size: 12
+    threshold: 0.7045654963945799
+  segmentation:
+    min_duration_off: 0.0

handler.py

@@ -0,0 +1,58 @@
+# MIT License
+#
+# Copyright (c) 2023 CNRS
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+
+
+from pyannote.audio import Pipeline, Audio
+import torch
+
+
+class EndpointHandler:
+    def __init__(self, path=""):
+        # initialize pretrained pipeline
+        self._pipeline = Pipeline.from_pretrained("pyannote/speaker-diarization-3.1")
+
+        # send pipeline to GPU if available
+        if torch.cuda.is_available():
+            self._pipeline.to(torch.device("cuda"))
+
+        # initialize audio reader
+        self._io = Audio()
+
+    def __call__(self, data):
+        inputs = data.pop("inputs", data)
+        waveform, sample_rate = self._io(inputs)
+
+        parameters = data.pop("parameters", dict())
+        diarization = self.pipeline(
+            {"waveform": waveform, "sample_rate": sample_rate}, **parameters
+        )
+
+        processed_diarization = [
+            {
+                "speaker": speaker,
+                "start": f"{turn.start:.3f}",
+                "end": f"{turn.end:.3f}",
+            }
+            for turn, _, speaker in diarization.itertracks(yield_label=True)
+        ]
+
+        return {"diarization": processed_diarization}

reproducible_research/AISHELL.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,24 @@
+             diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                                  %                         %                       %                                 %                   %
+item                                                                                                                                       
+L_R003S01C02                  15.87  2311.97  2084.06   90.14      139.05        6.01           105.81             4.58    122.10      5.28
+L_R003S02C02                  10.82  2036.79  1887.47   92.67       70.99        3.49            77.45             3.80     71.86      3.53
+L_R003S03C02                  15.90  2376.45  2077.65   87.43       79.11        3.33           159.77             6.72    139.03      5.85
+L_R003S04C02                  12.79  2011.85  1852.72   92.09       98.14        4.88            87.56             4.35     71.56      3.56
+L_R004S01C01                   6.94  2041.84  1970.39   96.50       70.27        3.44            43.87             2.15     27.59      1.35
+L_R004S02C01                  14.20  2204.89  1986.05   90.07       94.23        4.27            55.05             2.50    163.80      7.43
+L_R004S03C01                  12.23  2314.18  2124.12   91.79       92.88        4.01            77.57             3.35    112.49      4.86
+L_R004S06C01                  10.27  2029.95  1852.36   91.25       30.98        1.53            55.64             2.74    121.95      6.01
+M_R003S01C01                  13.86  2191.47  1991.32   90.87      103.63        4.73            91.41             4.17    108.74      4.96
+M_R003S02C01                  11.76  2376.79  2152.66   90.57       55.34        2.33           143.77             6.05     80.36      3.38
+M_R003S04C01                  19.70  2015.63  1844.76   91.52      226.21       11.22            56.70             2.81    114.17      5.66
+M_R003S05C01                  17.53  2249.68  2036.62   90.53      181.23        8.06            91.10             4.05    121.96      5.42
+S_R003S01C01                  13.18  2127.86  1939.20   91.13       91.75        4.31            88.98             4.18     99.68      4.68
+S_R003S02C01                  14.48  2222.87  1951.87   87.81       50.97        2.29           203.61             9.16     67.40      3.03
+S_R003S03C01                  13.50  2071.12  1878.54   90.70       87.00        4.20           126.76             6.12     65.82      3.18
+S_R003S04C01                  17.80  2615.78  2218.78   84.82       68.58        2.62           236.48             9.04    160.52      6.14
+S_R004S01C01                   6.54  2117.91  2006.87   94.76       27.47        1.30            91.18             4.31     19.85      0.94
+S_R004S02C01                   5.65  2095.08  2011.05   95.99       34.24        1.63            55.20             2.63     28.83      1.38
+S_R004S03C01                   3.57  2074.39  2013.11   97.05       12.78        0.62            57.63             2.78      3.65      0.18
+S_R004S04C01                   4.80  2078.85  2015.15   96.94       36.14        1.74            26.12             1.26     37.58      1.81
+TOTAL                         12.22 43565.36 39894.74   91.57     1650.99        3.79          1931.69             4.43   1738.93      3.99

reproducible_research/AMI-SDM.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,20 @@
+        diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                             %                         %                       %                                 %                   %
+item                                                                                                                                  
+IS1009a                  23.01   695.90   585.24   84.10       49.44        7.10            52.69             7.57     57.96      8.33
+IS1009b                  14.64  1982.97  1758.05   88.66       65.36        3.30           117.11             5.91    107.81      5.44
+IS1009c                  11.12  1584.45  1466.08   92.53       57.82        3.65            75.78             4.78     42.58      2.69
+IS1009d                  20.85  1738.60  1462.50   84.12       86.46        4.97           131.90             7.59    144.20      8.29
+ES2004a                  28.67   923.43   700.32   75.84       41.64        4.51           151.62            16.42     71.49      7.74
+ES2004b                  17.10  2233.05  1948.90   87.28       97.59        4.37           172.71             7.73    111.45      4.99
+ES2004c                  14.94  2244.47  2010.02   89.55      100.87        4.49           138.31             6.16     96.14      4.28
+ES2004d                  22.08  2006.77  1662.52   82.85       98.80        4.92           217.15            10.82    127.10      6.33
+TS3003a                  24.61  1025.96   804.16   78.38       30.65        2.99           163.27            15.91     58.53      5.71
+TS3003b                  13.73  1820.50  1653.88   90.85       83.31        4.58           107.23             5.89     59.39      3.26
+TS3003c                  18.50  1894.25  1608.82   84.93       64.98        3.43           198.02            10.45     87.41      4.61
+TS3003d                  25.39  2070.34  1618.47   78.17       73.70        3.56           330.54            15.97    121.33      5.86
+EN2002a                  28.71  2530.26  1873.17   74.03       69.31        2.74           365.40            14.44    291.69     11.53
+EN2002b                  28.02  1943.44  1479.59   76.13       80.69        4.15           268.98            13.84    194.86     10.03
+EN2002c                  26.92  3343.64  2529.93   75.66       86.43        2.58           501.02            14.98    312.69      9.35
+EN2002d                  34.77  2675.89  1825.88   68.23       80.30        3.00           441.18            16.49    408.83     15.28
+TOTAL                    22.44 30713.92 24987.54   81.36     1167.35        3.80          3432.93            11.18   2293.46      7.47

reproducible_research/AMI.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,20 @@
+        diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                             %                         %                       %                                 %                   %
+item                                                                                                                                  
+IS1009a                  20.14   695.90   594.29   85.40       38.56        5.54            59.54             8.56     42.08      6.05
+IS1009b                  14.75  1982.97  1747.25   88.11       56.80        2.86           140.04             7.06     95.68      4.83
+IS1009c                  11.04  1584.45  1462.91   92.33       53.38        3.37            74.47             4.70     47.07      2.97
+IS1009d                  17.45  1738.60  1510.74   86.89       75.52        4.34           130.18             7.49     97.68      5.62
+ES2004a                  19.38   923.43   774.00   83.82       29.53        3.20           114.62            12.41     34.80      3.77
+ES2004b                  12.24  2233.05  2037.45   91.24       77.81        3.48           140.41             6.29     55.19      2.47
+ES2004c                  12.64  2244.47  2066.11   92.05      105.29        4.69           117.93             5.25     60.44      2.69
+ES2004d                  19.26  2006.77  1719.02   85.66       98.70        4.92           172.51             8.60    115.24      5.74
+TS3003a                  18.34  1025.96   866.67   84.47       28.87        2.81           118.30            11.53     40.99      4.00
+TS3003b                  11.81  1820.50  1703.95   93.60       98.44        5.41            84.31             4.63     32.24      1.77
+TS3003c                  13.01  1894.25  1727.77   91.21       79.91        4.22           142.87             7.54     23.61      1.25
+TS3003d                  20.53  2070.34  1741.78   84.13       96.39        4.66           246.30            11.90     82.26      3.97
+EN2002a                  23.89  2530.26  1998.09   78.97       72.23        2.85           338.69            13.39    193.48      7.65
+EN2002b                  26.56  1943.44  1489.23   76.63       62.01        3.19           220.16            11.33    234.06     12.04
+EN2002c                  23.34  3343.64  2600.33   77.77       37.23        1.11           442.87            13.25    300.44      8.99
+EN2002d                  28.54  2675.89  1996.79   74.62       84.51        3.16           384.51            14.37    294.58     11.01
+TOTAL                    18.80 30713.92 26036.38   84.77     1095.18        3.57          2927.71             9.53   1749.84      5.70

reproducible_research/AVA-AVD.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,58 @@
+                 diarization error rate   total correct correct false alarm false alarm missed detection missed detection confusion confusion
+                                      %                       %                       %                                 %                   %
+item                                                                                                                                         
+1j20qq1JyX4_c_01                  59.26  155.05   78.81   50.83       15.64       10.09            35.31            22.78     40.92     26.39
+1j20qq1JyX4_c_02                  69.93  227.81   84.79   37.22       16.30        7.15            55.64            24.42     87.38     38.36
+1j20qq1JyX4_c_03                  46.28  197.26  123.59   62.66       17.62        8.93            50.88            25.80     22.78     11.55
+2qQs3Y9OJX0_c_01                  61.11   89.26   60.91   68.24       26.20       29.36             2.67             3.00     25.67     28.76
+2qQs3Y9OJX0_c_02                  60.04  116.06   74.09   63.84       27.72       23.88             2.25             1.94     39.72     34.23
+2qQs3Y9OJX0_c_03                  47.39  147.43  104.88   71.14       27.32       18.53             7.99             5.42     34.56     23.44
+4ZpjKfu6Cl8_c_01                  90.24  141.60   40.26   28.43       26.44       18.67            42.91            30.30     58.43     41.26
+4ZpjKfu6Cl8_c_02                  59.63  154.92   92.59   59.77       30.05       19.40            12.49             8.06     49.84     32.17
+4ZpjKfu6Cl8_c_03                  61.83  112.29   67.23   59.87       24.36       21.70             3.96             3.52     41.11     36.61
+5milLu-6bWI_c_01                  35.09  174.41  125.22   71.80       12.02        6.89            22.92            13.14     26.27     15.06
+5milLu-6bWI_c_02                  41.13  217.06  148.14   68.25       20.35        9.38            28.34            13.06     40.58     18.69
+5milLu-6bWI_c_03                  46.57  221.49  154.18   69.61       35.84       16.18            15.41             6.96     51.90     23.43
+7YpF6DntOYw_c_01                  70.33  132.86   51.61   38.84       12.19        9.17            40.08            30.16     41.18     30.99
+7YpF6DntOYw_c_02                  69.12   54.12   20.61   38.08        3.90        7.20            11.88            21.96     21.62     39.96
+7YpF6DntOYw_c_03                  35.51   66.24   47.24   71.32        4.53        6.84             3.63             5.48     15.36     23.19
+BCiuXAuCKAU_c_01                  80.03  206.56   49.24   23.84        7.99        3.87            94.24            45.62     63.08     30.54
+BCiuXAuCKAU_c_02                  44.53  154.10  107.70   69.89       22.21       14.41            25.30            16.42     21.10     13.70
+BCiuXAuCKAU_c_03                  53.40  207.37  102.58   49.47        5.95        2.87            84.91            40.95     19.87      9.58
+HKjR70GCRPE_c_01                  50.16  146.56  100.64   68.67       27.60       18.83             7.89             5.38     38.03     25.95
+HKjR70GCRPE_c_02                  55.24  145.10  100.45   69.22       35.50       24.46             7.36             5.07     37.30     25.70
+HKjR70GCRPE_c_03                  61.93  165.78   80.29   48.43       17.19       10.37             9.35             5.64     76.14     45.93
+IKdBLciu_-A_c_01                  47.99  127.60   87.16   68.31       20.80       16.30             7.44             5.83     32.99     25.85
+IKdBLciu_-A_c_02                  86.12   95.71   26.97   28.18       13.69       14.30            29.18            30.49     39.56     41.33
+IKdBLciu_-A_c_03                  71.94   98.63   35.56   36.05        7.88        7.99            38.64            39.17     24.44     24.78
+KHHgQ_Pe4cI_c_01                  64.37  180.62   72.46   40.12        8.10        4.49            85.62            47.40     22.55     12.48
+KHHgQ_Pe4cI_c_02                  81.04  119.56   30.46   25.48        7.80        6.52            44.91            37.56     44.19     36.96
+KHHgQ_Pe4cI_c_03                  70.60  156.28   56.54   36.18       10.59        6.77            59.65            38.17     40.09     25.65
+PmElx9ZVByw_c_01                  36.72  142.53  107.86   75.67       17.66       12.39            10.33             7.25     24.34     17.08
+PmElx9ZVByw_c_02                  12.27  147.22  135.37   91.95        6.21        4.22            10.99             7.46      0.87      0.59
+PmElx9ZVByw_c_03                  23.15  120.01  100.43   83.68        8.20        6.83             8.80             7.33     10.78      8.98
+a5mEmM6w_ks_c_01                  34.48  235.73  177.50   75.30       23.06        9.78            15.17             6.43     43.06     18.27
+a5mEmM6w_ks_c_02                  30.22  185.80  145.82   78.48       16.17        8.70             5.01             2.70     34.97     18.82
+a5mEmM6w_ks_c_03                  24.53  130.15  108.77   83.57       10.53        8.09             8.38             6.44     13.01      9.99
+kMy-6RtoOVU_c_01                  61.92  185.77   87.24   46.96       16.50        8.88            47.91            25.79     50.63     27.25
+kMy-6RtoOVU_c_02                  79.94  121.57   55.40   45.57       31.02       25.51            15.71            12.93     50.46     41.51
+kMy-6RtoOVU_c_03                  52.40  111.45   75.08   67.37       22.03       19.77            14.58            13.09     21.79     19.55
+qrkff49p4E4_c_01                  23.61  147.36  116.82   79.28        4.26        2.89            15.01            10.19     15.52     10.54
+qrkff49p4E4_c_02                  18.09  139.38  119.99   86.09        5.82        4.18             8.46             6.07     10.93      7.84
+qrkff49p4E4_c_03                  23.80  160.17  130.31   81.36        8.25        5.15            10.62             6.63     19.25     12.02
+zC5Fh2tTS1U_c_01                  45.89  193.38  127.43   65.90       22.79       11.79            23.44            12.12     42.51     21.98
+zC5Fh2tTS1U_c_02                  82.36  172.54   58.86   34.11       28.42       16.47            17.95            10.41     95.72     55.48
+zC5Fh2tTS1U_c_03                  71.36  240.12  106.94   44.53       38.17       15.90            61.86            25.76     71.32     29.70
+zR725veL-DI_c_01                  38.40  190.05  127.26   66.96       10.19        5.36            29.11            15.32     33.68     17.72
+zR725veL-DI_c_02                  29.73  215.43  164.78   76.49       13.41        6.22            29.55            13.72     21.09      9.79
+zR725veL-DI_c_03                  31.63  199.67  148.78   74.51       12.25        6.14            31.83            15.94     19.07      9.55
+IzvOYVMltkI_c_01                  25.12  156.71  132.67   84.66       15.32        9.78             7.94             5.07     16.10     10.27
+IzvOYVMltkI_c_02                  66.89  191.14   92.03   48.15       28.75       15.04            10.25             5.36     88.87     46.49
+IzvOYVMltkI_c_03                  33.33  172.52  146.04   84.65       31.02       17.98             2.83             1.64     23.65     13.71
+UrsCy6qIGoo_c_01                  28.06  122.69   94.65   77.15        6.38        5.20             8.11             6.61     19.93     16.25
+UrsCy6qIGoo_c_02                  55.78  125.06   63.54   50.81        8.23        6.58             9.90             7.92     51.62     41.28
+UrsCy6qIGoo_c_03                  37.51  197.16  133.22   67.57       10.02        5.08            11.59             5.88     52.35     26.55
+yn9WN9lsHRE_c_01                  40.49  188.10  125.91   66.94       13.98        7.43            30.23            16.07     31.96     16.99
+yn9WN9lsHRE_c_02                  44.67  156.18   94.16   60.29        7.75        4.96            51.29            32.84     10.73      6.87
+yn9WN9lsHRE_c_03                  57.92  196.37  104.16   53.04       21.53       10.96            20.02            10.19     72.19     36.76
+TOTAL                             49.96 8556.00 5205.22   60.84      923.69       10.80          1347.72            15.75   2003.06     23.41

reproducible_research/AliMeeting.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,24 @@
+                  diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                                       %                         %                       %                                 %                   %
+item                                                                                                                                            
+R8006_M8012_MS803                  28.28  2374.64  1905.26   80.23      202.28        8.52           212.50             8.95    256.88     10.82
+R8009_M8027_MS812                  10.04  1652.94  1549.19   93.72       62.24        3.77            71.89             4.35     31.86      1.93
+R8004_M8005_MS803                  22.99  2697.40  2184.06   80.97      106.89        3.96           228.96             8.49    284.38     10.54
+R8009_M8022_MS810                  10.37  2034.76  1928.40   94.77      104.69        5.15            93.73             4.61     12.64      0.62
+R8005_M8007_MS806                  45.58  3057.11  1756.71   57.46       92.99        3.04           562.26            18.39    738.14     24.15
+R8002_M8003_MS803                  42.33  2595.42  1602.39   61.74      105.51        4.07           383.73            14.78    609.30     23.48
+R8008_M8017_MS808                  12.67  1633.16  1502.17   91.98       75.99        4.65            96.08             5.88     34.91      2.14
+R8009_M8026_MS812                   9.38  1866.82  1746.81   93.57       55.08        2.95           102.31             5.48     17.70      0.95
+R8005_M8008_MS806                  21.17  2427.19  2023.69   83.38      110.26        4.54           179.86             7.41    223.64      9.21
+R8008_M8015_MS808                  20.56  1935.73  1638.95   84.67      101.23        5.23           184.84             9.55    111.94      5.78
+R8009_M8024_MS811                   6.50  1605.00  1550.95   96.63       50.27        3.13            48.80             3.04      5.25      0.33
+R8004_M8006_MS805                  38.09  3680.99  2389.70   64.92      110.66        3.01           774.08            21.03    517.21     14.05
+R8009_M8025_MS811                   8.18  2094.46  1980.79   94.57       57.68        2.75            78.03             3.73     35.65      1.70
+R8008_M8016_MS808                  48.82  1860.44  1051.85   56.54       99.66        5.36           140.51             7.55    668.08     35.91
+R8002_M8002_MS802                  22.38  2504.37  2032.71   81.17       88.89        3.55           254.23            10.15    217.43      8.68
+R8009_M8023_MS811                  12.25  1789.93  1715.61   95.85      144.88        8.09            53.34             2.98     20.99      1.17
+R8009_M8028_MS812                  10.76  1833.49  1757.41   95.85      121.24        6.61            67.53             3.68      8.55      0.47
+R8008_M8014_MS807                  15.11  2034.08  1834.85   90.21      108.16        5.32           137.04             6.74     62.19      3.06
+R8005_M8009_MS802                  43.00  3344.16  2021.80   60.46      115.64        3.46           718.71            21.49    603.65     18.05
+R8009_M8021_MS810                   9.28  1818.69  1709.73   94.01       59.73        3.28            95.90             5.27     13.06      0.72
+TOTAL                              24.38 44840.78 35883.01   80.02     1973.99        4.40          4484.33            10.00   4473.44      9.98

reproducible_research/DIHARD.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,263 @@
+             diarization error rate     total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                                  %                          %                       %                                 %                   %
+item                                                                                                                                        
+DH_EVAL_0001                  12.75    485.12   437.27   90.14       13.98        2.88            10.72             2.21     37.14      7.65
+DH_EVAL_0002                  34.65     57.09    40.88   71.60        3.57        6.26             7.71            13.50      8.51     14.90
+DH_EVAL_0003                  13.17    620.30   559.86   90.26       21.22        3.42            34.06             5.49     26.39      4.25
+DH_EVAL_0004                  21.41    332.41   277.89   83.60       16.64        5.01            18.69             5.62     35.83     10.78
+DH_EVAL_0005                  14.15    573.48   510.45   89.01       18.10        3.16            55.85             9.74      7.18      1.25
+DH_EVAL_0006                  10.60    636.34   588.36   92.46       19.45        3.06            32.27             5.07     15.71      2.47
+DH_EVAL_0007                  18.11    589.92   513.73   87.08       30.65        5.20            39.27             6.66     36.92      6.26
+DH_EVAL_0008                  10.29    602.91   557.06   92.40       16.18        2.68            23.34             3.87     22.51      3.73
+DH_EVAL_0009                  47.55    755.88   432.17   57.17       35.69        4.72           215.32            28.49    108.40     14.34
+DH_EVAL_0010                  23.01    291.89   262.48   89.92       37.75       12.93             7.18             2.46     22.23      7.61
+DH_EVAL_0011                  10.09    607.06   564.60   93.00       18.81        3.10            34.23             5.64      8.24      1.36
+DH_EVAL_0012                  11.93    592.15   536.48   90.60       15.00        2.53            35.95             6.07     19.72      3.33
+DH_EVAL_0013                   3.81    477.50   465.84   97.56        6.54        1.37            11.20             2.35      0.46      0.10
+DH_EVAL_0014                  34.84    477.45   435.96   91.31      124.84       26.15            16.04             3.36     25.45      5.33
+DH_EVAL_0015                  60.47    762.02   442.75   58.10      141.53       18.57           119.49            15.68    199.78     26.22
+DH_EVAL_0016                  17.20    540.07   481.73   89.20       34.57        6.40            48.55             8.99      9.79      1.81
+DH_EVAL_0017                  63.90     35.76    19.25   53.83        6.34       17.73             5.31            14.85     11.20     31.32
+DH_EVAL_0018                  69.63     43.45    25.60   58.93       12.41       28.57             2.34             5.39     15.50     35.67
+DH_EVAL_0019                  63.47    126.36    50.48   39.94        4.32        3.42            32.33            25.58     43.56     34.47
+DH_EVAL_0020                  56.66     37.74    25.52   67.62        9.16       24.28             3.49             9.24      8.73     23.13
+DH_EVAL_0021                  23.45    184.91   156.99   84.90       15.43        8.35             5.89             3.19     22.03     11.91
+DH_EVAL_0022                  14.16    568.52   512.49   90.14       24.45        4.30            43.18             7.59     12.85      2.26
+DH_EVAL_0023                   7.54    160.43   154.30   96.18        5.96        3.72             3.68             2.29      2.46      1.53
+DH_EVAL_0024                  28.47    199.68   164.71   82.49       21.88       10.96             9.38             4.70     25.59     12.81
+DH_EVAL_0025                  68.84    455.93   176.62   38.74       34.56        7.58           131.67            28.88    147.65     32.38
+DH_EVAL_0026                  14.81    654.77   576.60   88.06       18.80        2.87            40.08             6.12     38.10      5.82
+DH_EVAL_0027                  14.25    518.95   502.53   96.84       57.53       11.09             5.46             1.05     10.95      2.11
+DH_EVAL_0028                  15.81    583.60   521.06   89.28       29.70        5.09            34.79             5.96     27.75      4.76
+DH_EVAL_0029                  15.55    590.53   521.15   88.25       22.45        3.80            40.54             6.86     28.85      4.88
+DH_EVAL_0030                  15.62    566.56   502.35   88.67       24.27        4.28            54.66             9.65      9.55      1.68
+DH_EVAL_0031                  96.99     71.66    28.92   40.36       26.76       37.35            14.25            19.88     28.49     39.76
+DH_EVAL_0032                   8.38    657.21   616.59   93.82       14.48        2.20            29.06             4.42     11.56      1.76
+DH_EVAL_0033                   9.67    591.01   554.71   93.86       20.84        3.53            15.35             2.60     20.94      3.54
+DH_EVAL_0034                  56.84     69.69    31.13   44.66        1.05        1.50            25.25            36.23     13.31     19.10
+DH_EVAL_0035                  11.85    706.42   645.48   91.37       22.77        3.22            48.40             6.85     12.54      1.78
+DH_EVAL_0036                  40.86    580.54   372.14   64.10       28.79        4.96            31.08             5.35    177.32     30.54
+DH_EVAL_0037                  33.29    680.00   510.35   75.05       56.69        8.34           107.30            15.78     62.35      9.17
+DH_EVAL_0038                  13.25    494.15   490.02   99.16       61.32       12.41             4.13             0.84      0.00      0.00
+DH_EVAL_0039                  13.71    298.43   281.30   94.26       23.78        7.97             3.81             1.28     13.32      4.46
+DH_EVAL_0040                   3.44    457.68   445.72   97.39        3.80        0.83            11.63             2.54      0.33      0.07
+DH_EVAL_0041                  14.92    292.41   261.24   89.34       12.45        4.26            25.58             8.75      5.60      1.91
+DH_EVAL_0042                  17.23    191.80   168.93   88.08       10.17        5.30             2.92             1.52     19.94     10.40
+DH_EVAL_0043                   5.67    499.03   483.83   96.95       13.07        2.62            13.07             2.62      2.14      0.43
+DH_EVAL_0044                  44.84    815.76   494.98   60.68       45.03        5.52           162.37            19.90    158.41     19.42
+DH_EVAL_0045                  18.03    172.29   148.13   85.98        6.91        4.01            10.01             5.81     14.14      8.21
+DH_EVAL_0046                  12.29    328.89   299.29   91.00       10.83        3.29            14.50             4.41     15.09      4.59
+DH_EVAL_0047                  52.42    339.21   196.46   57.92       35.06       10.34            17.28             5.09    125.47     36.99
+DH_EVAL_0048                  13.50    567.22   506.44   89.29       15.81        2.79            38.52             6.79     22.26      3.92
+DH_EVAL_0049                  12.96    188.96   176.31   93.31       11.85        6.27             7.35             3.89      5.29      2.80
+DH_EVAL_0050                   7.63    270.79   256.97   94.90        6.83        2.52             7.17             2.65      6.66      2.46
+DH_EVAL_0051                  22.68    165.04   140.08   84.87       12.47        7.55             6.14             3.72     18.82     11.40
+DH_EVAL_0052                  13.14    313.46   285.07   90.95       12.81        4.09            20.49             6.54      7.89      2.52
+DH_EVAL_0053                  23.48     26.88    24.27   90.30        3.70       13.78             1.55             5.78      1.06      3.93
+DH_EVAL_0054                   5.87    182.73   176.52   96.60        4.52        2.47             4.62             2.53      1.59      0.87
+DH_EVAL_0055                  37.45    175.70   123.78   70.45       13.89        7.90            12.46             7.09     39.47     22.46
+DH_EVAL_0056                  42.87    635.50   456.94   71.90       93.87       14.77           100.21            15.77     78.36     12.33
+DH_EVAL_0057                  28.66    221.64   183.91   82.98       25.79       11.63            26.22            11.83     11.51      5.19
+DH_EVAL_0058                  18.57    199.27   166.54   83.57        4.28        2.15             4.16             2.09     28.57     14.34
+DH_EVAL_0059                  20.47    207.01   179.60   86.76       14.97        7.23            13.82             6.68     13.59      6.57
+DH_EVAL_0060                  31.05    187.39   143.01   76.32       13.80        7.36             7.59             4.05     36.79     19.63
+DH_EVAL_0061                  47.30    131.91    71.16   53.95        1.64        1.25            33.15            25.13     27.59     20.92
+DH_EVAL_0062                  15.40    628.11   543.05   86.46       11.67        1.86            55.13             8.78     29.94      4.77
+DH_EVAL_0063                 122.58     61.40    49.54   80.69       63.41      103.27             1.09             1.78     10.77     17.54
+DH_EVAL_0064                  21.64    281.16   233.22   82.95       12.90        4.59            24.06             8.56     23.88      8.49
+DH_EVAL_0065                  13.90    538.86   502.92   93.33       38.98        7.23            29.47             5.47      6.47      1.20
+DH_EVAL_0066                  13.93    513.98   449.81   87.52        7.44        1.45            61.49            11.96      2.68      0.52
+DH_EVAL_0067                  82.39     89.93    33.19   36.90       17.35       19.30            17.08            18.99     39.66     44.11
+DH_EVAL_0068                   9.61    602.26   565.36   93.87       21.01        3.49            28.48             4.73      8.41      1.40
+DH_EVAL_0069                  20.28    210.09   185.65   88.37       18.17        8.65             9.47             4.51     14.97      7.13
+DH_EVAL_0070                  19.55    222.35   185.65   83.49        6.77        3.04             5.91             2.66     30.79     13.85
+DH_EVAL_0071                  11.11    556.11   532.47   95.75       38.13        6.86             8.54             1.54     15.10      2.72
+DH_EVAL_0072                  10.76    449.80   418.82   93.11       17.40        3.87            17.39             3.87     13.59      3.02
+DH_EVAL_0073                  16.03    174.24   148.03   84.96        1.72        0.99            21.21            12.17      5.00      2.87
+DH_EVAL_0074                  22.08    209.73   176.30   84.06       12.88        6.14            21.57            10.29     11.86      5.65
+DH_EVAL_0075                   8.19    158.31   152.09   96.07        6.76        4.27             5.25             3.32      0.96      0.61
+DH_EVAL_0076                  15.53    574.21   498.31   86.78       13.28        2.31            67.12            11.69      8.78      1.53
+DH_EVAL_0077                   5.36    434.09   431.61   99.43       20.78        4.79             2.48             0.57      0.00      0.00
+DH_EVAL_0078                  32.29    286.43   197.79   69.05        3.86        1.35            71.85            25.08     16.79      5.86
+DH_EVAL_0079                  12.52    579.85   528.11   91.08       20.85        3.60            40.91             7.06     10.83      1.87
+DH_EVAL_0080                  13.57    626.21   568.02   90.71       26.79        4.28            34.33             5.48     23.86      3.81
+DH_EVAL_0081                   1.28    506.63   504.02   99.48        3.89        0.77             2.61             0.52      0.00      0.00
+DH_EVAL_0082                  17.77    483.43   449.18   92.92       51.68       10.69             5.42             1.12     28.83      5.96
+DH_EVAL_0083                  33.34    187.11   137.32   73.39       12.60        6.73            11.22             6.00     38.57     20.61
+DH_EVAL_0084                   5.28    441.20   433.60   98.28       15.68        3.55             7.56             1.71      0.04      0.01
+DH_EVAL_0085                  51.80    443.64   270.94   61.07       57.10       12.87            84.27            19.00     88.43     19.93
+DH_EVAL_0086                 202.64     73.04    48.58   66.52      123.55      169.16             2.75             3.76     21.71     29.72
+DH_EVAL_0087                  14.51    603.48   540.34   89.54       24.41        4.04            44.60             7.39     18.54      3.07
+DH_EVAL_0088                  17.64    625.73   546.76   87.38       31.43        5.02            64.87            10.37     14.10      2.25
+DH_EVAL_0089                  10.64    598.85   556.17   92.87       21.03        3.51            21.12             3.53     21.56      3.60
+DH_EVAL_0090                  50.27    577.35   345.68   59.87       58.55       10.14            22.03             3.81    209.64     36.31
+DH_EVAL_0091                  12.77    605.49   541.23   89.39       13.07        2.16            35.52             5.87     28.74      4.75
+DH_EVAL_0092                  19.65    430.60   419.94   97.53       73.97       17.18             4.14             0.96      6.52      1.51
+DH_EVAL_0093                   9.94    606.31   559.87   92.34       13.83        2.28            38.38             6.33      8.06      1.33
+DH_EVAL_0094                  16.76    309.12   288.29   93.26       30.99       10.02            15.88             5.14      4.95      1.60
+DH_EVAL_0095                  68.40    109.27    44.61   40.83       10.08        9.23            28.92            26.47     35.73     32.70
+DH_EVAL_0096                  19.10    263.16   237.16   90.12       24.25        9.21            14.49             5.50     11.52      4.38
+DH_EVAL_0097                  28.02    171.83   133.79   77.86       10.10        5.88            12.78             7.44     25.26     14.70
+DH_EVAL_0098                  20.33    331.49   297.42   89.72       33.33       10.05            25.48             7.69      8.59      2.59
+DH_EVAL_0099                  10.40    519.35   510.07   98.21       44.74        8.62             1.46             0.28      7.83      1.51
+DH_EVAL_0100                  47.02    730.43   472.76   64.72       85.75       11.74           167.13            22.88     90.54     12.39
+DH_EVAL_0101                  11.62    321.80   313.67   97.47       29.25        9.09             7.56             2.35      0.58      0.18
+DH_EVAL_0102                  54.44    180.18   100.63   55.85       18.53       10.29             6.88             3.82     72.67     40.33
+DH_EVAL_0103                  12.48    259.55   249.46   96.11       22.31        8.60             8.24             3.18      1.85      0.71
+DH_EVAL_0104                  21.56    153.47   127.90   83.34        7.53        4.91            11.05             7.20     14.52      9.46
+DH_EVAL_0105                  92.85    186.93   101.31   54.20       87.95       47.05            18.87            10.09     66.75     35.71
+DH_EVAL_0106                  12.47    596.35   540.30   90.60       18.31        3.07            33.41             5.60     22.64      3.80
+DH_EVAL_0107                  11.11    406.62   374.88   92.19       13.44        3.31            12.59             3.10     19.15      4.71
+DH_EVAL_0108                  15.20    519.95   474.55   91.27       33.63        6.47            19.34             3.72     26.07      5.01
+DH_EVAL_0109                  11.98    625.42   574.89   91.92       24.42        3.90            36.89             5.90     13.64      2.18
+DH_EVAL_0110                  13.62    593.70   532.78   89.74       19.94        3.36            43.60             7.34     17.33      2.92
+DH_EVAL_0111                  36.88    809.82   557.57   68.85       46.45        5.74           145.86            18.01    106.38     13.14
+DH_EVAL_0112                  65.08    106.94    66.03   61.74       28.69       26.83             7.26             6.79     33.65     31.47
+DH_EVAL_0113                   9.21    224.39   215.27   95.94       11.54        5.14             5.27             2.35      3.85      1.72
+DH_EVAL_0114                  14.88    593.40   523.59   88.24       18.52        3.12            40.80             6.88     29.01      4.89
+DH_EVAL_0115                  26.34    545.53   480.07   88.00       78.23       14.34            42.78             7.84     22.68      4.16
+DH_EVAL_0116                  73.75    145.80    42.70   29.29        4.43        3.04            74.27            50.94     28.83     19.77
+DH_EVAL_0117                  51.58    239.98   139.27   58.03       23.06        9.61            10.85             4.52     89.86     37.45
+DH_EVAL_0118                  16.08    488.21   457.76   93.76       48.07        9.85            19.15             3.92     11.31      2.32
+DH_EVAL_0119                  16.85    584.97   518.27   88.60       31.85        5.44            36.74             6.28     29.96      5.12
+DH_EVAL_0120                  18.42    295.03   265.93   90.14       25.23        8.55            11.67             3.95     17.43      5.91
+DH_EVAL_0121                  22.47    170.72   145.35   85.14       12.99        7.61             8.85             5.18     16.52      9.68
+DH_EVAL_0122                   4.27    468.03   451.85   96.54        3.82        0.82            16.18             3.46      0.00      0.00
+DH_EVAL_0123                  11.72    588.14   544.75   92.62       25.55        4.34            28.45             4.84     14.93      2.54
+DH_EVAL_0124                   8.81    170.28   163.14   95.81        7.87        4.62             1.83             1.08      5.30      3.11
+DH_EVAL_0125                  50.01    141.01    88.47   62.74       17.98       12.75            10.63             7.54     41.91     29.72
+DH_EVAL_0126                  11.34    596.15   553.75   92.89       25.22        4.23            32.45             5.44      9.95      1.67
+DH_EVAL_0127                  18.90    173.47   160.04   92.25       19.35       11.16             5.21             3.00      8.23      4.75
+DH_EVAL_0128                  12.13    323.75   289.87   89.54        5.40        1.67            32.04             9.90      1.83      0.57
+DH_EVAL_0129                  13.71    665.67   599.10   90.00       24.70        3.71            40.30             6.05     26.26      3.95
+DH_EVAL_0130                  19.50    319.60   281.12   87.96       23.84        7.46            22.32             6.98     16.16      5.06
+DH_EVAL_0131                  23.54    203.24   166.88   82.11       11.48        5.65            10.57             5.20     25.78     12.69
+DH_EVAL_0132                  13.68    230.82   205.97   89.23        6.71        2.91            15.21             6.59      9.65      4.18
+DH_EVAL_0133                  17.65    338.47   291.09   86.00       12.35        3.65            32.55             9.62     14.83      4.38
+DH_EVAL_0134                  10.88    564.46   521.59   92.41       18.52        3.28            31.78             5.63     11.09      1.96
+DH_EVAL_0135                  14.64    220.01   203.26   92.39       15.47        7.03            11.24             5.11      5.51      2.51
+DH_EVAL_0136                  14.99    576.15   527.51   91.56       37.73        6.55            26.30             4.57     22.33      3.88
+DH_EVAL_0137                   8.01    515.14   499.79   97.02       25.90        5.03             7.42             1.44      7.93      1.54
+DH_EVAL_0138                  28.65    287.62   269.36   93.65       64.15       22.30             7.48             2.60     10.78      3.75
+DH_EVAL_0139                  46.99    761.06   438.30   57.59       34.88        4.58           166.13            21.83    156.64     20.58
+DH_EVAL_0140                   7.51    519.01   509.86   98.24       29.83        5.75             4.89             0.94      4.26      0.82
+DH_EVAL_0141                  14.46    611.96   539.88   88.22       16.39        2.68            61.47            10.04     10.61      1.73
+DH_EVAL_0142                   9.71    469.91   449.92   95.75       25.65        5.46             9.19             1.96     10.80      2.30
+DH_EVAL_0143                  17.15     33.03    29.83   90.30        2.46        7.45             1.96             5.94      1.24      3.76
+DH_EVAL_0144                  14.62    324.19   287.62   88.72       10.83        3.34             6.97             2.15     29.60      9.13
+DH_EVAL_0145                  21.65    239.68   199.56   83.26       11.77        4.91            33.33            13.90      6.79      2.83
+DH_EVAL_0146                  14.30    497.90   458.54   92.09       31.84        6.39             9.57             1.92     29.79      5.98
+DH_EVAL_0147                  12.61    278.78   251.04   90.05        7.41        2.66             8.14             2.92     19.60      7.03
+DH_EVAL_0148                  13.77    564.73   505.14   89.45       18.15        3.21            27.89             4.94     31.70      5.61
+DH_EVAL_0149                   7.96    368.16   352.29   95.69       13.43        3.65             9.26             2.52      6.60      1.79
+DH_EVAL_0150                   3.23    499.76   495.02   99.05       11.43        2.29             4.74             0.95      0.00      0.00
+DH_EVAL_0151                   2.57    475.17   466.19   98.11        3.23        0.68             8.98             1.89      0.00      0.00
+DH_EVAL_0152                  55.81    749.20   422.58   56.40       91.52       12.22           180.99            24.16    145.63     19.44
+DH_EVAL_0153                  35.11    155.63   117.44   75.46       16.44       10.56             8.25             5.30     29.94     19.24
+DH_EVAL_0154                  20.86    196.22   168.30   85.77       13.01        6.63            15.37             7.83     12.56      6.40
+DH_EVAL_0155                  27.58    230.32   189.43   82.25       22.63        9.83            13.52             5.87     27.37     11.88
+DH_EVAL_0156                  18.09    105.83    92.88   87.76        6.19        5.85             3.66             3.46      9.30      8.78
+DH_EVAL_0157                  19.99    172.68   149.77   86.73       11.60        6.72             8.90             5.16     14.01      8.11
+DH_EVAL_0158                  14.46    194.45   172.71   88.82        6.37        3.28            14.23             7.32      7.51      3.86
+DH_EVAL_0159                  16.54    491.46   439.30   89.39       29.15        5.93            21.42             4.36     30.75      6.26
+DH_EVAL_0160                  60.69    731.94   386.02   52.74       98.32       13.43           175.22            23.94    170.70     23.32
+DH_EVAL_0161                  47.65    705.51   446.47   63.28       77.12       10.93           130.71            18.53    128.32     18.19
+DH_EVAL_0162                   7.60    638.54   610.24   95.57       20.25        3.17            22.40             3.51      5.90      0.92
+DH_EVAL_0163                  22.57    177.17   155.49   87.76       18.30       10.33            12.47             7.04      9.21      5.20
+DH_EVAL_0164                  30.16    731.27   534.30   73.06       23.57        3.22           134.33            18.37     62.64      8.57
+DH_EVAL_0165                  15.55    122.42   121.75   99.45       18.36       14.99             0.68             0.55      0.00      0.00
+DH_EVAL_0166                  54.22    424.52   202.00   47.58        7.66        1.81           114.12            26.88    108.40     25.54
+DH_EVAL_0167                  27.21    205.49   170.06   82.76       20.48        9.97             7.83             3.81     27.61     13.43
+DH_EVAL_0168                  12.51    596.56   540.08   90.53       18.15        3.04            36.23             6.07     20.25      3.40
+DH_EVAL_0169                  12.76    418.61   405.91   96.97       40.72        9.73             9.94             2.37      2.76      0.66
+DH_EVAL_0170                  21.10    508.38   441.17   86.78       40.05        7.88            27.36             5.38     39.85      7.84
+DH_EVAL_0171                  31.17    604.31   459.85   76.10       43.93        7.27            67.51            11.17     76.95     12.73
+DH_EVAL_0172                  10.84    178.97   169.67   94.81       10.10        5.64             2.85             1.59      6.45      3.60
+DH_EVAL_0173                  60.54    830.20   433.63   52.23      106.03       12.77           186.79            22.50    209.78     25.27
+DH_EVAL_0174                  13.49    479.38   435.65   90.88       20.92        4.36            33.45             6.98     10.28      2.14
+DH_EVAL_0175                   8.73    525.46   509.70   97.00       30.12        5.73             3.75             0.71     12.00      2.28
+DH_EVAL_0176                  11.59    537.43   519.42   96.65       44.28        8.24             6.55             1.22     11.46      2.13
+DH_EVAL_0177                  13.75    237.60   228.32   96.09       23.40        9.85             6.24             2.63      3.04      1.28
+DH_EVAL_0178                  62.88    162.67    68.64   42.19        8.25        5.07            46.15            28.37     47.89     29.44
+DH_EVAL_0179                  12.39    605.47   555.30   91.71       24.87        4.11            30.56             5.05     19.61      3.24
+DH_EVAL_0180                   6.92    301.07   290.91   96.62       10.66        3.54             7.94             2.64      2.22      0.74
+DH_EVAL_0181                  27.53    511.65   414.41   81.00       43.61        8.52            48.87             9.55     48.37      9.45
+DH_EVAL_0182                  15.46    592.58   530.16   89.47       29.22        4.93            27.39             4.62     35.03      5.91
+DH_EVAL_0183                  20.21    270.22   256.57   94.95       40.98       15.16             7.89             2.92      5.76      2.13
+DH_EVAL_0184                  19.89    549.14   459.24   83.63       19.32        3.52            48.56             8.84     41.33      7.53
+DH_EVAL_0185                  15.52    609.03   540.03   88.67       25.51        4.19            51.00             8.37     17.99      2.95
+DH_EVAL_0186                  30.48    548.87   402.63   73.36       21.03        3.83            92.71            16.89     53.54      9.75
+DH_EVAL_0187                   8.52    509.80   479.42   94.04       13.06        2.56             8.11             1.59     22.27      4.37
+DH_EVAL_0188                   9.98    531.07   507.28   95.52       29.19        5.50             3.73             0.70     20.06      3.78
+DH_EVAL_0189                  56.39    154.29    82.34   53.36       15.05        9.75             6.36             4.12     65.60     42.52
+DH_EVAL_0190                  28.96    232.43   186.15   80.09       21.03        9.05            13.90             5.98     32.38     13.93
+DH_EVAL_0191                  18.04    296.83   267.04   89.96       23.77        8.01            23.08             7.77      6.72      2.26
+DH_EVAL_0192                  23.54    225.96   187.16   82.83       14.39        6.37            10.21             4.52     28.59     12.65
+DH_EVAL_0193                   8.59    602.41   571.49   94.87       20.81        3.45            21.12             3.51      9.79      1.63
+DH_EVAL_0194                  61.13    770.60   401.43   52.09      101.87       13.22           166.65            21.63    202.53     26.28
+DH_EVAL_0195                   4.32    447.84   438.97   98.02       10.47        2.34             8.87             1.98      0.00      0.00
+DH_EVAL_0196                  17.03    519.28   491.52   94.66       60.69       11.69             4.84             0.93     22.91      4.41
+DH_EVAL_0197                  46.80    227.84   150.13   65.89       28.92       12.69             9.03             3.96     68.68     30.14
+DH_EVAL_0198                  15.43    599.96   523.97   87.33       16.58        2.76            59.33             9.89     16.67      2.78
+DH_EVAL_0199                  68.65    199.17    71.15   35.72        8.71        4.37            38.17            19.16     89.86     45.11
+DH_EVAL_0200                   3.32    465.13   455.61   97.95        5.94        1.28             9.46             2.03      0.07      0.01
+DH_EVAL_0201                  13.16    535.14   487.56   91.11       22.82        4.26            17.11             3.20     30.48      5.69
+DH_EVAL_0202                   2.58    468.81   464.35   99.05        7.64        1.63             4.46             0.95      0.00      0.00
+DH_EVAL_0203                   6.69    594.55   570.43   95.94       15.66        2.63            23.62             3.97      0.49      0.08
+DH_EVAL_0204                  15.06    211.18   190.31   90.12       10.94        5.18            13.37             6.33      7.49      3.55
+DH_EVAL_0205                  13.12    166.38   154.48   92.85        9.92        5.96             7.76             4.66      4.14      2.49
+DH_EVAL_0206                  37.56    682.78   478.56   70.09       52.20        7.64           126.00            18.45     78.22     11.46
+DH_EVAL_0207                  14.28    229.13   207.28   90.46       10.86        4.74            10.03             4.38     11.82      5.16
+DH_EVAL_0208                  27.15    239.26   198.03   82.77       23.73        9.92            13.48             5.63     27.75     11.60
+DH_EVAL_0209                  40.31    156.36   110.47   70.65       17.14       10.96            18.39            11.76     27.51     17.59
+DH_EVAL_0210                 190.40     31.39    15.11   48.15       43.48      138.55             5.45            17.35     10.83     34.51
+DH_EVAL_0211                  14.17    530.28   491.09   92.61       35.98        6.78            20.86             3.93     18.33      3.46
+DH_EVAL_0212                  20.37    205.84   178.55   86.74       14.63        7.11            12.07             5.86     15.22      7.39
+DH_EVAL_0213                  12.57    599.20   533.64   89.06        9.76        1.63            60.92            10.17      4.64      0.77
+DH_EVAL_0214                  35.02    739.59   505.83   68.39       25.21        3.41           146.85            19.86     86.90     11.75
+DH_EVAL_0215                  12.94    450.21   437.62   97.20       45.67       10.14             6.41             1.42      6.17      1.37
+DH_EVAL_0216                  10.35    225.19   210.80   93.61        8.92        3.96             5.29             2.35      9.11      4.04
+DH_EVAL_0217                  23.06    301.29   247.80   82.25       15.99        5.31            14.14             4.69     39.35     13.06
+DH_EVAL_0218                   8.13    523.22   508.78   97.24       28.08        5.37             7.85             1.50      6.59      1.26
+DH_EVAL_0219                  15.53    447.56   418.56   93.52       40.51        9.05            19.01             4.25      9.99      2.23
+DH_EVAL_0220                  14.34    155.02   143.00   92.25       10.22        6.59             8.49             5.48      3.53      2.28
+DH_EVAL_0221                  18.14    592.71   507.61   85.64       22.40        3.78            44.74             7.55     40.36      6.81
+DH_EVAL_0222                  14.84    200.19   182.65   91.24       12.18        6.08            11.97             5.98      5.56      2.78
+DH_EVAL_0223                  23.64    169.70   136.36   80.35        6.78        3.99            11.79             6.95     21.54     12.70
+DH_EVAL_0224                  15.09    409.88   394.57   96.27       46.54       11.35            13.78             3.36      1.52      0.37
+DH_EVAL_0225                  34.84     43.12    35.38   82.05        7.28       16.88             4.15             9.64      3.59      8.32
+DH_EVAL_0226                  27.89    188.03   150.76   80.18       15.17        8.07            14.03             7.46     23.24     12.36
+DH_EVAL_0227                  26.46    266.67   220.25   82.59       24.14        9.05            27.36            10.26     19.06      7.15
+DH_EVAL_0228                   1.56    508.17   504.51   99.28        4.29        0.84             3.66             0.72      0.00      0.00
+DH_EVAL_0229                  21.31    166.63   150.03   90.04       18.90       11.35            11.39             6.84      5.21      3.13
+DH_EVAL_0230                  11.42    618.19   565.95   91.55       18.34        2.97            49.67             8.04      2.57      0.42
+DH_EVAL_0231                  19.39    261.19   229.09   87.71       18.55        7.10            14.23             5.45     17.87      6.84
+DH_EVAL_0232                  18.64    574.66   489.33   85.15       21.81        3.80            54.00             9.40     31.33      5.45
+DH_EVAL_0233                  14.97    463.54   456.09   98.39       61.92       13.36             3.41             0.74      4.04      0.87
+DH_EVAL_0234                  38.00    578.23   394.60   68.24       36.08        6.24            38.67             6.69    144.96     25.07
+DH_EVAL_0235                  18.63    387.37   320.21   82.66        4.99        1.29            51.84            13.38     15.32      3.95
+DH_EVAL_0236                  33.08    715.19   511.80   71.56       33.19        4.64           161.76            22.62     41.63      5.82
+DH_EVAL_0237                   3.69     37.60    36.25   96.43        0.04        0.12             1.34             3.57      0.00      0.00
+DH_EVAL_0238                  60.80    960.48   385.90   40.18        9.37        0.98           398.61            41.50    175.96     18.32
+DH_EVAL_0239                   4.53    496.98   487.24   98.04       12.76        2.57             3.69             0.74      6.04      1.22
+DH_EVAL_0240                  29.24    107.01    92.35   86.30       16.63       15.54             5.29             4.94      9.37      8.76
+DH_EVAL_0241                  11.52    530.54   503.17   94.84       33.75        6.36            16.56             3.12     10.80      2.04
+DH_EVAL_0242                  12.31    559.54   503.94   90.06       13.28        2.37            41.27             7.37     14.33      2.56
+DH_EVAL_0243                   7.69    350.62   333.69   95.17       10.05        2.87             6.43             1.83     10.50      3.00
+DH_EVAL_0244                  13.70    203.13   183.77   90.47        8.48        4.17             6.37             3.13     13.00      6.40
+DH_EVAL_0245                  22.21    291.88   240.13   82.27       13.07        4.48            29.21            10.01     22.53      7.72
+DH_EVAL_0246                  19.63    538.67   457.35   84.90       24.41        4.53            43.53             8.08     37.78      7.01
+DH_EVAL_0247                   9.88    524.59   491.27   93.65       18.53        3.53            27.35             5.21      5.97      1.14
+DH_EVAL_0248                  13.77    636.58   571.03   89.70       22.12        3.47            41.88             6.58     23.67      3.72
+DH_EVAL_0249                  18.28    618.25   518.61   83.88       13.40        2.17            77.31            12.50     22.33      3.61
+DH_EVAL_0250                  20.15    590.11   491.89   83.36       20.69        3.51            61.87            10.48     36.35      6.16
+DH_EVAL_0251                  17.40    218.83   191.50   87.51       10.74        4.91            15.26             6.97     12.08      5.52
+DH_EVAL_0252                  26.85    124.22   103.71   83.48       12.84       10.34             3.18             2.56     17.34     13.96
+DH_EVAL_0253                  13.39    492.02   471.98   95.93       45.86        9.32             4.27             0.87     15.78      3.21
+DH_EVAL_0254                  60.58    610.19   347.50   56.95      106.98       17.53           150.03            24.59    112.66     18.46
+DH_EVAL_0255                  12.95    635.93   579.15   91.07       25.54        4.02            32.78             5.16     24.00      3.77
+DH_EVAL_0256                  25.62    187.90   163.64   87.09       23.87       12.70            13.37             7.11     10.89      5.80
+DH_EVAL_0257                  13.56    530.20   494.26   93.22       35.97        6.78             5.82             1.10     30.12      5.68
+DH_EVAL_0258                  30.47    162.26   121.16   74.67        8.33        5.14            10.58             6.52     30.52     18.81
+DH_EVAL_0259                  56.76     93.87    46.18   49.20        5.59        5.96            28.97            30.86     18.72     19.94
+TOTAL                         21.68 103757.36 87748.39   84.57     6486.48        6.25          8433.62             8.13   7575.35      7.30

reproducible_research/MSDWILD.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,494 @@
+      diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                           %                         %                       %                                 %                   %
+item                                                                                                                                
+02971                  45.62    65.96    48.26   73.17       12.39       18.79             7.31            11.08     10.39     15.75
+00104                   9.22   112.47   107.58   95.65        5.48        4.88             2.86             2.55      2.03      1.80
+03054                  12.16    19.00    18.31   96.37        1.62        8.53             0.15             0.77      0.54      2.86
+00354                  17.80    56.78    49.62   87.38        2.94        5.18             3.66             6.45      3.50      6.17
+00571                  67.74    38.51    14.73   38.25        2.31        6.00            11.02            28.62     12.76     33.13
+00572                   7.81    27.66    26.15   94.55        0.65        2.36             1.51             5.45      0.00      0.00
+02161                   9.62    44.45    41.60   93.59        1.42        3.20             1.29             2.90      1.56      3.51
+01385                  32.10    42.79    33.15   77.48        4.10        9.58             0.61             1.43      9.02     21.08
+02972                  65.42    35.61    17.07   47.94        4.76       13.37             6.08            17.08     12.46     34.97
+01321                  32.70    20.36    15.81   77.67        2.11       10.37             2.79            13.71      1.76      8.63
+01378                   9.27    61.22    56.93   92.98        1.38        2.25             3.43             5.61      0.86      1.41
+02394                  38.38    82.32    60.03   72.92        9.30       11.30             5.44             6.61     16.86     20.47
+02470                  12.73  1352.59  1241.31   91.77       60.86        4.50            55.56             4.11     55.72      4.12
+03138                   2.95    20.33    19.97   98.26        0.25        1.21             0.35             1.74      0.00      0.00
+02138                   8.80  1033.22   991.11   95.93       48.82        4.73            25.31             2.45     16.79      1.63
+01274                  19.11    24.63    21.31   86.51        1.38        5.62             1.42             5.75      1.91      7.74
+02785                  44.52    56.71    37.86   66.77        6.40       11.28             3.38             5.95     15.47     27.28
+00433                  54.21    34.82    19.33   55.50        3.38        9.71             9.59            27.55      5.90     16.94
+00532                  31.49    22.59    17.76   78.64        2.29       10.12             2.09             9.27      2.73     12.10
+00979                   4.21    45.25    44.62   98.61        1.28        2.83             0.57             1.27      0.06      0.12
+02285                   8.13    43.21    42.69   98.79        2.99        6.93             0.34             0.78      0.19      0.43
+02631                  21.67   429.52   349.99   81.48       13.55        3.15            45.86            10.68     33.68      7.84
+01599                  14.92    32.25    27.69   85.86        0.25        0.79             0.84             2.60      3.72     11.54
+01774                  30.79    24.70    18.37   74.38        1.28        5.16             4.82            19.49      1.51      6.13
+00888                  39.68    20.96    13.98   66.71        1.34        6.39             2.82            13.43      4.16     19.86
+02650                  58.34    24.18    12.52   51.78        2.45       10.12             2.53            10.46      9.13     37.77
+01875                  13.01    40.75    39.52   96.98        4.07        9.98             0.44             1.08      0.79      1.94
+02189                  55.87    33.59    16.86   50.20        2.04        6.08             6.74            20.06      9.99     29.74
+02995                  45.57    76.67    46.98   61.28        5.25        6.85            11.74            15.31     17.95     23.41
+01136                  10.34    64.90    61.06   94.08        2.87        4.42             3.19             4.91      0.65      1.01
+01418                  10.27    37.75    35.38   93.71        1.50        3.98             1.28             3.39      1.09      2.90
+00972                  30.96    21.39    16.84   78.76        2.08        9.72             2.21            10.36      2.33     10.89
+00628                  23.05    21.10    17.55   83.17        1.31        6.22             1.99             9.42      1.56      7.42
+01866                  17.98    60.74    56.03   92.25        6.21       10.22             1.32             2.18      3.39      5.57
+02899                  31.44    19.39    17.23   88.86        3.94       20.31             0.00             0.02      2.16     11.11
+02093                  21.98    42.88    36.01   83.99        2.56        5.97             0.83             1.94      6.03     14.06
+00852                  50.43    27.36    13.72   50.16        0.16        0.59             1.70             6.21     11.94     43.63
+01484                  15.88    42.87    37.19   86.76        1.13        2.64             3.61             8.42      2.07      4.82
+01927                  63.97    51.27    25.11   48.98        6.64       12.95             4.63             9.04     21.52     41.98
+02942                  15.45    42.14    36.39   86.35        0.76        1.81             3.09             7.34      2.66      6.31
+01855                  16.29    37.92    36.24   95.56        4.50       11.85             1.49             3.94      0.19      0.50
+00341                  28.11    66.13    49.53   74.90        1.99        3.01             7.59            11.48      9.01     13.62
+02856                  14.88    59.31    52.24   88.07        1.75        2.94             5.03             8.48      2.04      3.45
+03014                  39.59    20.42    13.53   66.24        1.19        5.82             0.71             3.49      6.18     30.27
+01755                  28.26    26.99    19.99   74.07        0.63        2.33             3.01            11.14      3.99     14.79
+01731                  22.16    23.88    20.36   85.26        1.77        7.42             0.78             3.27      2.74     11.46
+00737                  38.03    23.12    18.70   80.89        4.37       18.92             1.79             7.74      2.63     11.37
+00018                  26.50   387.46   309.77   79.95       24.98        6.45            35.38             9.13     42.31     10.92
+02663                  11.27    28.75    27.10   94.28        1.60        5.55             1.46             5.07      0.19      0.65
+00669                  59.13    69.61    34.39   49.40        5.94        8.53            15.00            21.55     20.22     29.05
+01827                  16.71    56.51    50.12   88.69        3.05        5.40             2.09             3.69      4.30      7.61
+01284                  44.41    51.14    30.60   59.82        2.16        4.23             7.91            15.46     12.64     24.72
+01137                  36.76   102.31    69.99   68.41        5.29        5.17            10.99            10.74     21.33     20.85
+01370                  28.71    28.16    21.22   75.34        1.14        4.05             0.90             3.19      6.05     21.47
+02925                  31.52    24.55    18.32   74.62        1.51        6.14             1.55             6.29      4.69     19.08
+00407                  59.26    27.96    13.96   49.93        2.57        9.19             5.06            18.11      8.94     31.96
+01830                   8.98   855.06   790.79   92.48       12.55        1.47            31.62             3.70     32.65      3.82
+00313                  47.46    24.56    14.39   58.60        1.49        6.06             1.59             6.45      8.58     34.95
+02301                  61.84    66.91    32.52   48.61        6.99       10.45             4.18             6.25     30.20     45.14
+01236                  48.57    36.65    21.19   57.81        2.34        6.38             6.73            18.36      8.74     23.83
+00689                  22.41    51.39    40.58   78.98        0.71        1.39             9.10            17.70      1.71      3.32
+02049                   8.84   147.02   136.49   92.84        2.46        1.67             8.16             5.55      2.38      1.62
+02047                  10.53    92.81    87.37   94.13        4.33        4.67             4.49             4.84      0.96      1.03
+02221                  40.75    22.98    15.90   69.20        2.29        9.96             2.07             9.02      5.00     21.78
+02891                  26.37    22.80    18.55   81.34        1.76        7.71             2.71            11.89      1.54      6.77
+01034                  36.16    33.07    23.74   71.78        2.63        7.95             2.93             8.86      6.40     19.36
+02960                  14.00    64.02    63.16   98.67        8.11       12.68             0.41             0.64      0.44      0.69
+00756                  56.18    25.22    15.25   60.48        4.20       16.67             1.76             6.97      8.21     32.55
+01697                  20.81   156.00   137.89   88.39       14.35        9.20             3.43             2.20     14.68      9.41
+01989                  28.13    99.56    73.38   73.70        1.83        1.84            15.67            15.74     10.52     10.56
+02753                  51.80    39.32    19.82   50.42        0.87        2.22             8.07            20.53     11.42     29.05
+01229                  40.10    23.45    15.59   66.48        1.54        6.58             3.99            17.01      3.87     16.51
+02567                  44.30    31.50    18.87   59.89        1.32        4.19             4.52            14.35      8.12     25.76
+01198                  48.94    16.89    10.28   60.86        1.65        9.79             1.31             7.74      5.30     31.41
+00332                  65.03    25.16    11.92   47.36        3.12       12.40             2.96            11.78     10.28     40.85
+02881                  34.47    46.96    33.45   71.23        2.68        5.70             4.14             8.81      9.37     19.96
+01157                  67.52   187.94    93.53   49.76       32.49       17.29            17.26             9.18     77.16     41.05
+02123                  13.27    27.81    25.82   92.83        1.70        6.10             0.61             2.21      1.38      4.96
+02994                   9.68    50.72    47.36   93.36        1.54        3.04             2.37             4.67      1.00      1.97
+02147                  21.81    87.58    70.46   80.45        1.98        2.26             6.11             6.97     11.02     12.58
+00778                  25.70    22.92    21.12   92.17        4.10       17.88             1.79             7.83      0.00      0.00
+02036                  62.83    56.47    27.68   49.03        6.69       11.86             2.47             4.37     26.32     46.60
+02611                  12.61    50.84    49.18   96.74        4.75        9.35             0.63             1.25      1.03      2.02
+01152                  18.65    44.63    38.50   86.26        2.19        4.92             3.05             6.82      3.09      6.91
+01180                  18.51    84.40    72.59   86.01        3.82        4.53             5.80             6.87      6.01      7.12
+02536                  10.21    33.78    33.37   98.77        3.03        8.98             0.30             0.88      0.12      0.35
+00917                  27.24    37.27    28.43   76.27        1.31        3.51             1.06             2.83      7.79     20.90
+01092                  23.73    39.42    34.68   87.97        4.62       11.71             1.99             5.05      2.75      6.98
+03049                  57.18    24.46    15.59   63.73        5.11       20.90             1.29             5.26      7.59     31.01
+02722                  12.18  1154.38  1099.53   95.25       85.71        7.42            37.14             3.22     17.72      1.53
+00474                  26.49   111.79    84.86   75.91        2.68        2.40             8.56             7.66     18.37     16.43
+02515                  24.65    58.65    45.50   77.58        1.31        2.23             7.40            12.61      5.75      9.81
+00481                  20.86    50.86    44.07   86.64        3.82        7.50             5.80            11.40      1.00      1.96
+00954                   7.86    24.10    22.34   92.70        0.13        0.56             1.76             7.30      0.00      0.00
+01888                  12.14    30.44    27.77   91.22        1.02        3.37             0.72             2.37      1.95      6.41
+02978                  61.22    52.48    26.92   51.29        6.57       12.51            10.03            19.11     15.53     29.59
+02314                   7.85    91.68    85.21   92.94        0.72        0.79             3.65             3.98      2.82      3.08
+02683                  40.13    34.57    22.38   64.74        1.68        4.87             5.67            16.41      6.52     18.85
+03135                  26.76    51.90    39.96   76.99        1.94        3.75             2.38             4.59      9.56     18.42
+01568                  22.00    31.12    25.26   81.17        0.99        3.17             4.51            14.51      1.35      4.32
+02448                  23.61    21.52    17.43   80.97        0.99        4.58             1.26             5.84      2.84     13.19
+00557                  14.85    66.26    57.56   86.87        1.14        1.72             6.58             9.94      2.12      3.19
+01725                   4.96    62.64    60.64   96.81        1.11        1.77             1.98             3.16      0.02      0.03
+01943                  13.02    64.35    56.34   87.56        0.38        0.58             2.77             4.30      5.23      8.13
+00298                  37.97    33.33    22.44   67.34        1.77        5.30             2.87             8.61      8.02     24.06
+01333                  43.92    29.95    18.78   62.68        1.98        6.60             4.01            13.39      7.17     23.93
+00701                   8.83    25.21    24.71   98.04        1.73        6.87             0.34             1.36      0.15      0.60
+02802                  41.12   205.59   135.38   65.85       14.33        6.97            22.63            11.01     47.57     23.14
+02405                  34.62    36.53    29.68   81.25        5.80       15.87             2.78             7.61      4.07     11.14
+01740                  77.13    17.39    11.16   64.17        7.18       41.30             0.16             0.91      6.07     34.92
+00277                  51.13    42.91    29.57   68.93        8.61       20.06             1.96             4.58     11.37     26.50
+01009                  23.85    49.69    40.98   82.47        3.14        6.32             1.10             2.22      7.61     15.31
+00475                  18.94    35.45    29.32   82.71        0.58        1.64             2.74             7.72      3.39      9.57
+01848                  54.83    30.44    14.29   46.96        0.54        1.79             6.70            22.02      9.44     31.02
+01324                  36.42    58.06    44.24   76.19        7.32       12.61             5.47             9.42      8.35     14.38
+02127                  51.87    34.77    18.55   53.34        1.81        5.21             3.82            10.98     12.41     35.68
+00949                  56.33    40.07    19.52   48.73        2.03        5.06            11.31            28.24      9.23     23.04
+00925                  36.88   138.68    97.76   70.49       10.23        7.38             9.35             6.74     31.58     22.77
+02773                  27.32    44.32    36.08   81.42        3.87        8.74             2.23             5.02      6.01     13.56
+01432                  63.93    15.70     8.39   53.46        2.73       17.38             0.80             5.12      6.50     41.42
+00297                  46.19    22.88    13.76   60.12        1.44        6.31             0.50             2.20      8.62     37.68
+00235                  58.70    26.56    16.60   62.50        5.63       21.20             2.25             8.45      7.72     29.04
+00631                  19.98    48.91    41.76   85.39        2.63        5.37             2.12             4.34      5.02     10.26
+00134                  48.26    59.53    36.56   61.41        5.75        9.67             9.41            15.80     13.57     22.79
+01945                  40.59    26.04    18.45   70.87        2.98       11.45             1.86             7.14      5.73     22.00
+01226                  25.34    37.41    35.17   94.03        7.25       19.37             1.95             5.20      0.29      0.77
+02153                  50.52   173.47    95.65   55.14        9.82        5.66            28.52            16.44     49.29     28.42
+00222                  20.38    52.73    45.55   86.37        3.56        6.75             2.83             5.36      4.36      8.27
+00347                  19.06    37.57    32.32   86.03        1.91        5.09             3.06             8.14      2.19      5.83
+01296                  48.00    19.49    13.46   69.07        3.33       17.07             0.23             1.18      5.80     29.74
+01380                   6.55    31.80    30.21   95.00        0.49        1.55             0.17             0.55      1.42      4.45
+02837                  49.84    50.14    29.06   57.97        3.91        7.80            11.24            22.42      9.83     19.61
+00091                  19.22    44.58    39.02   87.52        3.01        6.74             2.46             5.52      3.10      6.96
+00342                  56.71    31.55    16.55   52.46        2.89        9.17             4.94            15.65     10.06     31.89
+02693                  43.07    54.95    34.54   62.85        3.25        5.92             2.43             4.43     17.98     32.72
+01348                  13.57   210.98   188.46   89.33        6.11        2.89            18.72             8.87      3.80      1.80
+00073                   8.17    31.42    30.65   97.57        1.80        5.74             0.67             2.15      0.09      0.28
+00493                  16.61    34.14    30.79   90.17        2.32        6.78             1.98             5.79      1.38      4.04
+02241                  36.51    70.59    48.13   68.18        3.31        4.69             5.24             7.42     17.23     24.40
+01257                  54.03    22.20    14.30   64.39        4.09       18.41             2.52            11.36      5.39     24.26
+02934                  26.01    37.64    32.60   86.60        4.75       12.61             2.90             7.69      2.15      5.70
+01594                  14.70    23.60    20.72   87.79        0.59        2.49             0.78             3.28      2.11      8.92
+00329                  11.62    26.84    25.22   93.98        1.50        5.61             1.53             5.70      0.08      0.32
+00897                   9.77   180.45   170.60   94.54        7.79        4.32             8.63             4.78      1.21      0.67
+01674                  37.60    35.45    24.98   70.47        2.86        8.07             3.62            10.22      6.84     19.30
+00540                  54.45    28.66    15.89   55.44        2.84        9.89             4.89            17.04      7.89     27.52
+01763                  76.91    39.52    11.97   30.28        2.84        7.20            13.21            33.42     14.34     36.29
+01617                  14.32    30.87    29.17   94.50        2.72        8.82             1.58             5.12      0.12      0.38
+02984                  19.94    26.81    21.53   80.32        0.07        0.26             3.67            13.67      1.61      6.01
+02003                  42.83    73.86    42.74   57.87        0.51        0.69            21.13            28.61      9.99     13.53
+01288                  33.20    34.23    24.71   72.19        1.84        5.39             3.92            11.44      5.60     16.36
+00208                  12.77    77.86    71.78   92.19        3.86        4.96             5.01             6.43      1.07      1.38
+00302                  31.13    23.88    16.80   70.36        0.35        1.49             0.75             3.15      6.33     26.49
+00991                  41.30    38.52    24.07   62.50        1.46        3.80             8.38            21.76      6.06     15.74
+01976                   7.97   105.63   101.07   95.69        3.86        3.66             3.12             2.95      1.44      1.36
+02629                  65.84    22.67    10.21   45.06        2.47       10.89             1.66             7.32     10.79     47.62
+00740                  70.81    23.36     8.20   35.11        1.38        5.92             3.76            16.09     11.40     48.80
+02749                  18.85    20.54    19.24   93.69        2.58       12.54             1.02             4.97      0.27      1.34
+02678                  19.60   910.51   744.82   81.80       12.73        1.40           116.13            12.75     49.56      5.44
+02057                  55.51    62.76    30.80   49.07        2.88        4.58             8.39            13.37     23.57     37.56
+02590                  17.94    61.58    54.81   89.01        4.28        6.95             1.83             2.97      4.94      8.02
+01796                  38.91    35.83    24.19   67.52        2.30        6.43             5.29            14.76      6.35     17.72
+02095                  50.29    46.86    25.67   54.79        2.38        5.08            11.95            25.51      9.23     19.69
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+00947                  23.11   117.18    92.40   78.85        2.29        1.95            16.09            13.73      8.70      7.42
+02662                  26.37    71.74    68.86   95.98       16.04       22.35             1.19             1.66      1.69      2.36
+02564                  25.08    51.30    40.56   79.06        2.12        4.14             2.60             5.07      8.14     15.87
+02692                  31.13    23.90    17.89   74.83        1.43        5.96             2.96            12.39      3.05     12.78
+03064                  51.90    40.79    23.68   58.05        4.06        9.95             3.90             9.56     13.21     32.39
+02005                   5.86   116.09   111.75   96.26        2.46        2.12             3.80             3.27      0.55      0.47
+01834                  13.63    41.24    38.85   94.20        3.23        7.83             1.50             3.63      0.89      2.16
+00619                  11.34   132.70   123.67   93.20        6.02        4.54             6.97             5.25      2.06      1.55
+00099                  56.78    48.29    29.04   60.14        8.17       16.91             2.91             6.03     16.34     33.83
+02062                  13.18   285.25   264.24   92.64       16.59        5.82            18.71             6.56      2.30      0.81
+01688                  30.50    34.30    26.41   77.01        2.58        7.51             2.93             8.55      4.95     14.43
+01447                  34.07    35.46    26.93   75.95        3.55       10.01             3.61            10.18      4.92     13.88
+02509                  15.16    23.42    21.19   90.47        1.32        5.63             2.23             9.53      0.00      0.00
+02595                  33.79    31.94    22.26   69.71        1.12        3.50             1.43             4.46      8.25     25.82
+01167                  60.85    15.02     7.91   52.68        2.03       13.52             0.56             3.72      6.55     43.61
+01520                  39.04    33.61    24.98   74.33        4.49       13.37             0.63             1.87      8.00     23.81
+01500                   8.52    27.42    25.98   94.76        0.90        3.28             0.20             0.73      1.24      4.51
+02768                  59.78   116.86    65.46   56.01       18.46       15.80            15.86            13.57     35.54     30.41
+02169                  35.90    16.29    10.95   67.25        0.51        3.15             0.08             0.50      5.25     32.24
+03075                   8.66    73.14    69.02   94.38        2.22        3.03             3.42             4.68      0.69      0.94
+00844                 104.92    28.07    17.72   63.13       19.10       68.05             0.69             2.48      9.65     34.40
+01320                  24.89    30.35    23.93   78.86        1.14        3.75             2.27             7.47      4.15     13.67
+02883                  57.65    32.50    15.77   48.52        2.01        6.17             5.08            15.64     11.65     35.84
+01178                  10.16   178.47   169.31   94.87        8.97        5.03             7.50             4.20      1.66      0.93
+02866                   9.25    19.13    18.01   94.13        0.65        3.38             1.12             5.87      0.00      0.00
+02459                  36.82    31.10    22.00   70.75        2.36        7.57             5.33            17.13      3.77     12.12
+01859                  34.59   343.44   237.86   69.26       13.22        3.85            19.25             5.60     86.34     25.14
+01228                  12.37    21.47    21.00   97.81        2.18       10.18             0.47             2.19      0.00      0.00
+02751                   4.52    39.21    37.88   96.59        0.44        1.11             0.95             2.43      0.38      0.98
+02098                  21.97   330.40   271.05   82.04       13.22        4.00            24.94             7.55     34.41     10.42
+02249                  46.21    27.07    17.15   63.35        2.59        9.56             3.15            11.65      6.77     25.00
+00708                  53.94    19.78    10.21   51.60        1.10        5.55             3.68            18.59      5.89     29.80
+02265                   9.34    72.27    68.04   94.14        2.52        3.49             3.60             4.99      0.63      0.87
+02262                  49.30    46.17    27.82   60.25        4.41        9.55             7.05            15.27     11.30     24.48
+00200                  23.91    43.86    35.98   82.04        2.61        5.95             3.88             8.86      3.99      9.10
+00994                  23.40   127.64   108.04   84.64       10.27        8.04             8.20             6.43     11.40      8.93
+01124                  32.56    84.27    64.30   76.29        7.47        8.86             4.70             5.58     15.27     18.12
+01169                  46.91    33.14    19.85   59.89        2.25        6.80             5.53            16.67      7.77     23.43
+00239                  19.02    24.15    20.55   85.09        0.99        4.11             1.46             6.06      2.14      8.85
+02532                  29.62    28.86    21.46   74.36        1.15        3.97             2.84             9.84      4.56     15.80
+02388                  33.06    36.96    27.04   73.14        2.29        6.20             3.86            10.43      6.07     16.43
+02735                  17.44    30.81    25.51   82.78        0.07        0.23             5.07            16.44      0.24      0.77
+03062                  37.59    86.98    57.62   66.24        3.34        3.84             6.40             7.35     22.97     26.40
+01527                   7.53    34.67    34.25   98.79        2.19        6.32             0.36             1.05      0.06      0.16
+01407                  12.68   168.18   156.04   92.78        9.18        5.46            10.64             6.32      1.50      0.89
+02544                  62.47    38.97    18.22   46.77        3.60        9.23             3.60             9.24     17.14     43.99
+01032                  11.36    21.96    19.98   90.97        0.51        2.33             0.04             0.19      1.94      8.83
+00246                   6.59    26.74    25.17   94.11        0.19        0.70             1.54             5.76      0.03      0.12
+00450                  17.15    25.22    22.50   89.23        1.61        6.38             0.41             1.62      2.31      9.14
+01657                  14.55   107.30    95.49   89.00        3.81        3.55             7.01             6.54      4.79      4.46
+00427                  59.58    29.66    13.45   45.35        1.46        4.92             3.80            12.80     12.42     41.86
+02359                   8.06    38.65    36.09   93.37        0.56        1.44             2.49             6.44      0.07      0.18
+01776                  72.76    24.52    10.34   42.15        3.66       14.91             3.70            15.08     10.49     42.77
+00353                  37.98    28.17    18.50   65.67        1.03        3.65             2.92            10.38      6.75     23.95
+03028                  47.40    35.60    24.36   68.42        5.63       15.82             4.47            12.56      6.77     19.02
+00567                  24.03   143.34   127.92   89.24       19.03       13.27             4.87             3.40     10.55      7.36
+01874                  16.62    24.36    21.70   89.07        1.39        5.70             2.63            10.79      0.03      0.14
+00169                  29.87   130.20    96.72   74.29        5.41        4.15            14.36            11.03     19.11     14.68
+00598                  10.62    76.30    70.47   92.36        2.28        2.99             3.76             4.92      2.07      2.71
+01607                   5.42    43.47    42.77   98.39        1.66        3.82             0.70             1.61      0.00      0.00
+01342                  57.71    71.16    33.30   46.80        3.21        4.51            12.75            17.92     25.10     35.28
+00177                   3.34    33.26    32.67   98.22        0.52        1.55             0.59             1.78      0.00      0.00
+01457                  23.76    30.29    24.19   79.87        1.10        3.63             3.08            10.18      3.01      9.96
+02535                  31.46   192.51   158.23   82.19       26.28       13.65            18.39             9.55     15.89      8.26
+00770                  49.45    76.65    52.88   68.99       14.14       18.44             5.48             7.15     18.29     23.86
+01542                  36.82   148.89   101.53   68.19        7.46        5.01            17.73            11.91     29.63     19.90
+00431                  42.96    43.02    28.04   65.17        3.50        8.13             6.73            15.64      8.26     19.19
+00719                  52.56    26.48    14.52   54.86        1.96        7.42             1.70             6.42     10.25     38.72
+00957                  13.98    16.96    15.17   89.43        0.58        3.40             1.49             8.80      0.30      1.77
+01290                  34.68    49.90    35.24   70.62        2.64        5.30             6.65            13.33      8.01     16.05
+01951                  29.56    21.67    16.07   74.18        0.81        3.74             4.67            21.54      0.93      4.27
+02365                  30.10    36.72    29.31   79.80        3.64        9.91             2.94             8.01      4.47     12.18
+02074                  20.38    24.86    21.30   85.65        1.50        6.03             1.86             7.49      1.70      6.85
+01196                  54.01   127.18    65.65   51.62        7.16        5.63            21.35            16.79     40.18     31.59
+00996                  30.95    44.06    32.55   73.87        2.12        4.82             6.60            14.98      4.91     11.15
+00084                  76.33    23.10    10.06   43.57        4.60       19.90             3.01            13.02     10.03     43.41
+01398                  44.71    37.78    24.03   63.62        3.15        8.32             4.37            11.57      9.37     24.81
+01893                  21.58   173.61   141.09   81.27        4.96        2.85            15.95             9.19     16.56      9.54
+00635                  32.52    68.07    50.01   73.47        4.08        6.00             4.39             6.45     13.67     20.08
+01549                   9.72    32.45    31.34   96.60        2.05        6.32             1.00             3.09      0.10      0.31
+01825                   9.80    42.71    41.37   96.87        2.85        6.67             1.30             3.04      0.04      0.09
+00982                   6.62    87.68    86.07   98.17        4.19        4.78             0.74             0.84      0.87      0.99
+01197                  11.48    37.63    35.83   95.23        2.52        6.70             0.77             2.04      1.03      2.73
+01399                  39.07    29.33    19.29   65.76        1.42        4.83             2.62             8.95      7.42     25.30
+01450                  49.10    48.08    27.66   57.54        3.19        6.64             4.55             9.47     15.86     32.99
+02305                  29.29    26.95    21.38   79.33        2.32        8.62             0.83             3.09      4.74     17.58
+00641                  18.56    30.84    25.88   83.91        0.76        2.47             3.54            11.48      1.42      4.62
+02885                  54.80    28.20    15.95   56.58        3.21       11.37             6.48            22.98      5.76     20.44
+00573                   8.02   240.30   223.38   92.96        2.35        0.98            12.65             5.26      4.27      1.78
+00227                  16.04    35.71    31.59   88.47        1.61        4.51             0.09             0.25      4.03     11.28
+02150                  12.21    37.60    35.39   94.14        2.38        6.34             1.62             4.30      0.59      1.56
+01266                  45.34    18.73    15.32   81.82        5.09       27.16             0.08             0.45      3.32     17.73
+00053                  53.57    30.45    17.49   57.43        3.35       11.00             4.61            15.13      8.36     27.43
+01967                  31.34   146.94   111.65   75.98       10.76        7.32            15.11            10.28     20.18     13.73
+01899                  29.49    23.50    16.90   71.92        0.33        1.41             1.50             6.37      5.10     21.71
+02227                  14.23    77.80    68.92   88.60        2.19        2.82             1.58             2.03      7.29      9.37
+00948                   7.60    23.06    22.10   95.83        0.79        3.43             0.83             3.61      0.13      0.55
+00143                  72.04    27.68    10.57   38.17        2.83       10.21             3.99            14.42     13.12     47.41
+01543                  53.04    29.87    16.65   55.77        2.63        8.81             5.88            19.69      7.33     24.54
+01327                  37.67    33.67    21.83   64.83        0.84        2.50             5.58            16.57      6.26     18.60
+00645                  60.74   108.04    51.30   47.48        8.89        8.22            16.37            15.15     40.37     37.36
+02218                  51.96    25.55    15.04   58.86        2.76       10.82             3.71            14.52      6.80     26.62
+02374                  18.96    25.98    22.58   86.92        1.53        5.88             0.19             0.73      3.21     12.35
+02464                  62.01    35.74    21.37   59.78        7.79       21.78             4.73            13.24      9.65     26.99
+02271                  60.26    26.80    13.51   50.42        2.86       10.67             2.01             7.51     11.28     42.07
+00872                  10.18    87.39    84.57   96.77        6.07        6.95             2.43             2.78      0.39      0.45
+01019                  32.28    90.30    64.60   71.54        3.45        3.82             5.74             6.35     19.96     22.11
+00479                  16.54   102.46    93.02   90.79        7.50        7.32             8.55             8.35      0.89      0.87
+00995                  36.12    75.86    53.54   70.58        5.08        6.69             7.12             9.39     15.20     20.03
+00535                  43.97    25.27    16.66   65.92        2.50        9.89             3.76            14.88      4.85     19.20
+01356                  23.00   187.44   160.26   85.50       15.94        8.50            19.76            10.54      7.42      3.96
+00668                  25.85    37.88    33.02   87.17        4.93       13.02             1.36             3.60      3.50      9.24
+01567                  29.74    30.36    23.47   77.30        2.14        7.05             3.05            10.05      3.84     12.65
+01913                  19.67   208.11   186.73   89.73       19.55        9.39             7.83             3.76     13.54      6.51
+02621                  40.01   135.35    91.64   67.71       10.44        7.72             8.54             6.31     35.17     25.98
+01330                  18.09    24.64    21.20   86.05        1.02        4.15             1.08             4.40      2.35      9.55
+01661                  10.89    39.45    35.48   89.95        0.33        0.84             3.76             9.53      0.20      0.52
+00028                  85.03    29.39     8.75   29.77        4.35       14.80            11.90            40.48      8.74     29.75
+00284                   6.67    30.48    30.23   99.18        1.78        5.85             0.25             0.82      0.00      0.00
+02340                  43.20    76.94    51.46   66.88        7.75       10.08            19.57            25.43      5.92      7.69
+00808                  57.91    23.72    12.60   53.10        2.61       11.01             3.45            14.55      7.67     32.35
+00328                  13.06    95.99    87.70   91.37        4.26        4.43             4.45             4.64      3.83      3.99
+00788                  11.54    19.55    19.29   98.70        2.00       10.24             0.25             1.30      0.00      0.00
+02619                  41.38    37.91    25.23   66.55        3.01        7.93             2.89             7.63      9.79     25.82
+02035                   5.76    38.39    36.86   96.01        0.68        1.77             0.77             2.01      0.76      1.98
+00745                  37.22    20.07    14.72   73.34        2.12       10.56             2.02            10.04      3.33     16.62
+00817                  12.09    46.97    43.80   93.25        2.51        5.35             0.94             2.01      2.23      4.74
+02252                  29.11    71.17    53.24   74.80        2.79        3.91            10.75            15.10      7.18     10.09
+01764                   6.27    57.75    56.18   97.28        2.05        3.55             1.51             2.62      0.05      0.09
+00660                  11.17    76.28    70.31   92.17        2.55        3.35             4.08             5.34      1.89      2.48
+00198                  59.93    56.35    27.24   48.33        4.65        8.26             9.89            17.55     19.23     34.12
+02176                  58.89    38.74    21.95   56.66        6.02       15.55             2.93             7.56     13.86     35.78
+00942                  13.48    50.98    48.30   94.73        4.19        8.21             1.42             2.78      1.27      2.48
+00801                  28.90    93.37    77.12   82.60       10.73       11.49             7.76             8.31      8.49      9.10
+00706                  37.96   149.36    99.89   66.88        7.21        4.83            20.70            13.86     28.77     19.26
+01429                  53.81    32.40    19.19   59.22        4.22       13.03             2.37             7.32     10.84     33.47
+01087                  69.11   122.73    55.32   45.07       17.41       14.18            24.80            20.21     42.61     34.72
+02606                  23.97    56.21    45.38   80.74        2.64        4.70             3.18             5.67      7.64     13.60
+02053                  46.32    37.74    26.19   69.39        5.93       15.71             2.02             5.35      9.53     25.26
+02432                   0.83    22.32    22.32   99.96        0.18        0.79             0.01             0.04      0.00      0.00
+03022                  43.23    34.27    19.59   57.16        0.13        0.39             9.09            26.53      5.59     16.31
+01980                  41.55    22.50    17.00   75.57        3.85       17.11             2.90            12.89      2.60     11.54
+02325                  17.34   342.49   292.73   85.47        9.63        2.81            26.79             7.82     22.97      6.71
+01509                   5.77    99.99    96.61   96.62        2.39        2.39             2.79             2.79      0.60      0.60
+00386                   7.37    19.23    18.16   94.44        0.35        1.81             0.56             2.91      0.51      2.65
+02848                  61.02    63.41    29.59   46.66        4.87        7.68            17.35            27.35     16.48     25.98
+01329                  24.11    51.68    41.96   81.19        2.74        5.30             6.52            12.61      3.21      6.20
+01660                  57.85    33.03    17.24   52.19        3.32       10.04             7.47            22.63      8.32     25.18
+00562                  22.68   253.72   227.97   89.85       31.80       12.53            18.83             7.42      6.92      2.73
+02622                  15.02    26.23    22.94   87.43        0.64        2.46             1.65             6.30      1.64      6.27
+TOTAL                  25.33 35932.62 28916.69   80.47     2084.31        5.80          2883.95             8.03   4131.97     11.50

reproducible_research/REPERE.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,65 @@
+                                      diarization error rate    total  correct correct false alarm false alarm missed detection missed detection confusion confusion
+                                                           %                         %                       %                                 %                   %
+item                                                                                                                                                                
+BFMTV_BFMStory_2012-07-24_175800                        8.93  3373.81  3122.49   92.55       49.94        1.48            88.16             2.61    163.16      4.84
+BFMTV_BFMStory_2012-07-26_175800                        5.29  2931.58  2807.14   95.76       30.55        1.04            72.06             2.46     52.38      1.79
+BFMTV_BFMStory_2012-07-27_175800                        6.04  2721.21  2602.69   95.64       45.83        1.68            45.17             1.66     73.35      2.70
+BFMTV_BFMStory_2012-08-24_175800                        6.89  2817.69  2650.80   94.08       27.28        0.97            68.92             2.45     97.97      3.48
+BFMTV_BFMStory_2012-11-09_175800                        3.26   954.20   927.46   97.20        4.41        0.46            15.97             1.67     10.77      1.13
+BFMTV_BFMStory_2012-11-14_175800                        8.42   976.95   897.05   91.82        2.40        0.25            52.64             5.39     27.26      2.79
+BFMTV_BFMStory_2012-11-15_175800                        3.89   895.79   870.23   97.15        9.30        1.04            12.48             1.39     13.08      1.46
+BFMTV_CultureEtVous_2012-02-20_065040                  17.03   120.17   100.71   83.81        1.01        0.84            12.63            10.51      6.83      5.68
+BFMTV_CultureEtVous_2012-02-24_065040                  16.87   250.92   218.74   87.18       10.16        4.05            18.62             7.42     13.56      5.40
+BFMTV_CultureEtVous_2012-04-05_065040                  14.87   110.28    97.65   88.54        3.76        3.41            10.49             9.51      2.14      1.94
+BFMTV_CultureEtVous_2012-05-14_065040                  14.81   101.81    91.22   89.60        4.48        4.41             7.53             7.40      3.06      3.01
+BFMTV_CultureEtVous_2012-07-18_065040                  17.30    97.30    86.51   88.91        6.04        6.21             3.75             3.85      7.04      7.23
+BFMTV_CultureEtVous_2012-07-23_065040                  28.67    94.13    72.35   76.86        5.21        5.54             3.99             4.24     17.79     18.89
+BFMTV_CultureEtVous_2012-10-05_064700                   9.91    99.40    89.92   90.46        0.37        0.37             0.91             0.91      8.57      8.63
+BFMTV_CultureEtVous_2012-10-08_064700                  26.89    86.06    76.55   88.95       13.63       15.84             6.19             7.19      3.32      3.86
+BFMTV_CultureEtVous_2012-10-09_064700                  20.19    92.33    82.31   89.14        8.62        9.34             1.37             1.49      8.65      9.37
+BFMTV_CultureEtVous_2012-10-12_064700                  20.62   125.20   100.17   80.01        0.79        0.63             9.35             7.47     15.68     12.52
+BFMTV_CultureEtVous_2012-10-16_064700                  30.25   123.41    88.49   71.71        2.42        1.96            13.33            10.80     21.58     17.49
+BFMTV_CultureEtVous_2012-10-17_064700                  23.19    91.76    80.76   88.02       10.29       11.21             4.13             4.51      6.86      7.48
+BFMTV_CultureEtVous_2012-10-18_064700                   5.17    94.62    90.41   95.54        0.68        0.72             0.82             0.86      3.40      3.59
+BFMTV_CultureEtVous_2012-10-22_064700                  27.88   118.20    92.45   78.22        7.21        6.10            10.43             8.82     15.32     12.96
+BFMTV_CultureEtVous_2012-10-23_064700                  27.43    84.44    66.78   79.08        5.49        6.51             0.39             0.47     17.27     20.45
+BFMTV_CultureEtVous_2012-10-24_064700                  18.01   111.54    92.07   82.55        0.62        0.55             8.77             7.86     10.70      9.60
+BFMTV_CultureEtVous_2012-10-26_064700                  28.94    98.27    71.36   72.62        1.53        1.56             7.93             8.07     18.97     19.31
+BFMTV_CultureEtVous_2012-11-09_064700                  12.24   112.10   100.25   89.43        1.87        1.67             5.27             4.70      6.58      5.87
+BFMTV_CultureEtVous_2012-12-10_064700                  20.34    89.69    79.59   88.75        8.15        9.09             0.97             1.08      9.13     10.18
+BFMTV_CultureEtVous_2012-12-11_064700                  22.66    98.45    79.72   80.97        3.57        3.63             2.99             3.03     15.75     16.00
+BFMTV_CultureEtVous_2012-12-12_065040                  20.15   109.94    89.86   81.73        2.06        1.88             5.58             5.07     14.51     13.20
+BFMTV_CultureEtVous_2012-12-13_064700                  21.04    98.62    83.31   84.48        5.44        5.52            11.91            12.07      3.40      3.45
+BFMTV_CultureEtVous_2012-12-17_064700                  17.38   120.19   108.96   90.66        9.66        8.04             2.23             1.86      9.00      7.49
+BFMTV_CultureEtVous_2012-12-21_064700                   4.41   107.58   104.98   97.58        2.14        1.99             0.88             0.81      1.73      1.61
+BFMTV_CultureEtVous_2013-01-03_064700                   6.35    98.49    93.86   95.29        1.62        1.64             0.84             0.85      3.79      3.85
+BFMTV_RuthElkrief_2012-09-18_190340                    13.96   316.64   278.62   87.99        6.17        1.95            15.29             4.83     22.73      7.18
+BFMTV_RuthElkrief_2012-09-19_190040                     3.05   284.33   277.60   97.63        1.95        0.69             3.79             1.33      2.94      1.03
+BFMTV_RuthElkrief_2012-09-20_190040                     4.14   374.71   359.40   95.91        0.21        0.06            10.50             2.80      4.81      1.28
+BFMTV_RuthElkrief_2012-09-21_190040                     4.27   299.02   290.11   97.02        3.85        1.29             3.36             1.13      5.54      1.85
+LCP_CaVousRegarde_2012-09-19_002500                     5.02   288.42   276.23   95.77        2.28        0.79             1.97             0.68     10.22      3.54
+LCP_CaVousRegarde_2012-09-20_002500                    15.47   367.72   319.71   86.95        8.88        2.42            18.92             5.14     29.09      7.91
+LCP_CaVousRegarde_2012-09-25_202500                     8.41   331.51   308.79   93.15        5.15        1.55             7.14             2.15     15.58      4.70
+LCP_EntreLesLignes_2012-10-19_212000                    7.69  1694.95  1604.50   94.66       39.83        2.35            17.90             1.06     72.54      4.28
+LCP_EntreLesLignes_2012-12-08_032500                   20.12   335.68   273.49   81.47        5.36        1.60             9.57             2.85     52.62     15.68
+LCP_EntreLesLignes_2013-01-19_212400                    6.15   327.27   309.36   94.53        2.21        0.67             7.63             2.33     10.29      3.14
+LCP_EntreLesLignes_2013-03-02_212400                   18.03   364.59   303.05   83.12        4.21        1.15            10.40             2.85     51.14     14.03
+LCP_EntreLesLignes_2013-03-16_212400                    6.11  1013.49   984.90   97.18       33.34        3.29             6.74             0.67     21.85      2.16
+LCP_LCPActu14h_2012-11-26_135500                        3.54   580.20   560.00   96.52        0.31        0.05            12.74             2.20      7.46      1.29
+LCP_LCPActu14h_2013-01-08_135400                        5.06   588.88   567.09   96.30        8.02        1.36            10.38             1.76     11.41      1.94
+LCP_LCPActu14h_2013-01-09_135400                        1.49   602.77   596.30   98.93        2.50        0.41             4.31             0.72      2.16      0.36
+LCP_LCPInfo13h30_2012-04-11_132700                      6.11   889.32   864.73   97.24       29.78        3.35            20.34             2.29      4.25      0.48
+LCP_LCPInfo13h30_2012-04-12_132700                      5.45   911.62   881.89   96.74       19.99        2.19            13.84             1.52     15.89      1.74
+LCP_LCPInfo13h30_2012-04-13_132700                      7.57   837.16   791.90   94.59       18.14        2.17            21.37             2.55     23.90      2.85
+LCP_LCPInfo13h30_2012-04-19_132700                     10.53   861.63   777.76   90.27        6.90        0.80            44.39             5.15     39.48      4.58
+LCP_LCPInfo13h30_2012-05-03_132700                     10.00   962.86   883.43   91.75       16.84        1.75            40.08             4.16     39.35      4.09
+LCP_PileEtFace_2012-07-05_192700                        5.70   904.26   872.38   96.47       19.63        2.17             6.77             0.75     25.11      2.78
+LCP_PileEtFace_2012-10-04_192200                        6.93  1731.16  1664.25   96.14       53.00        3.06            19.54             1.13     47.36      2.74
+LCP_PileEtFace_2012-10-15_142500                        7.83  1584.62  1507.59   95.14       47.03        2.97            64.85             4.09     12.18      0.77
+LCP_PileEtFace_2012-10-26_012500                        3.56   186.30   179.76   96.49        0.09        0.05             4.95             2.66      1.60      0.86
+LCP_PileEtFace_2012-11-30_012500                       10.59   184.46   167.35   90.73        2.43        1.32             5.48             2.97     11.63      6.30
+LCP_PileEtFace_2012-12-08_012500                       13.81   192.02   168.89   87.95        3.38        1.76             1.72             0.90     21.41     11.15
+LCP_TopQuestions_2012-11-28_232500                      3.03   724.12   710.61   98.13        8.45        1.17             9.59             1.32      3.92      0.54
+LCP_TopQuestions_2013-01-30_232600                      4.89   584.85   557.63   95.35        1.39        0.24            22.25             3.81      4.97      0.85
+LCP_TopQuestions_2013-04-24_232600                      3.48   342.38   336.62   98.32        6.13        1.79             5.34             1.56      0.43      0.12
+TOTAL                                                   7.84 36073.06 33890.73   93.95      644.01        1.79           927.84             2.57   1254.49      3.48

reproducible_research/VoxConverse.SpeakerDiarization.Benchmark.test.eval

@@ -0,0 +1,236 @@
+      diarization error rate     total   correct correct false alarm false alarm missed detection missed detection confusion confusion
+                           %                           %                       %                                 %                   %
+item                                                                                                                                  
+aepyx                  12.19    148.29    136.76   92.22        6.55        4.42             5.79             3.90      5.74      3.87
+aggyz                   9.35    249.56    232.19   93.04        5.97        2.39             0.83             0.33     16.54      6.63
+aiqwk                  14.74    177.68    161.77   91.04       10.27        5.78             3.09             1.74     12.82      7.21
+aorju                  11.19   1071.67   1000.40   93.35       48.68        4.54            19.98             1.86     51.29      4.79
+auzru                   3.05    508.70    500.70   98.43        7.53        1.48             3.79             0.74      4.21      0.83
+bgvvt                  12.52   1004.29    918.10   91.42       39.58        3.94            82.60             8.22      3.60      0.36
+bidnq                  21.11   1135.54    971.93   85.59       76.16        6.71            69.78             6.15     93.83      8.26
+bjruf                  20.19    372.33    317.26   85.21       20.10        5.40            34.53             9.27     20.54      5.52
+bmsyn                  32.69    602.19    481.16   79.90       75.84       12.59            64.60            10.73     56.43      9.37
+bpzsc                   9.27   1039.34    977.58   94.06       34.53        3.32            26.57             2.56     35.19      3.39
+bvqnu                   8.35    554.47    523.78   94.46       15.61        2.81             7.18             1.29     23.52      4.24
+bvyvm                   7.11    105.16     99.24   94.37        1.56        1.48             5.92             5.63      0.00      0.00
+bxcfq                   2.17    201.38    198.56   98.60        1.56        0.77             2.24             1.11      0.58      0.29
+byapz                  12.75    417.79    371.00   88.80        6.50        1.55             9.63             2.31     37.15      8.89
+cadba                  16.14    178.78    155.50   86.98        5.57        3.12             3.27             1.83     20.01     11.19
+cawnd                   7.37   1144.16   1090.26   95.29       30.37        2.65            21.61             1.89     32.29      2.82
+clfcg                  18.63    274.25    234.01   85.33       10.85        3.96             7.68             2.80     32.56     11.87
+cpebh                   0.55    647.66    646.56   99.83        2.47        0.38             1.10             0.17      0.00      0.00
+cqfmj                   8.27    108.64    101.34   93.28        1.68        1.55             7.20             6.62      0.10      0.10
+crorm                   8.40    871.86    799.02   91.65        0.40        0.05            72.83             8.35      0.01      0.00
+crylr                  34.44    155.86    111.32   71.42        9.13        5.86             6.03             3.87     38.51     24.71
+cvofp                   8.55   1096.36   1054.13   96.15       51.47        4.70            36.48             3.33      5.75      0.52
+cwbvu                  24.05    144.13    111.30   77.22        1.83        1.27            25.01            17.35      7.82      5.43
+dgvwu                  10.25    775.26    720.25   92.90       24.48        3.16            31.98             4.12     23.03      2.97
+diysk                  27.65   1133.48    963.90   85.04      143.78       12.69            54.85             4.84    114.73     10.12
+dkabn                  15.10   1087.22    943.89   86.82       20.79        1.91           124.60            11.46     18.73      1.72
+dlast                   4.96   1128.57   1078.85   95.59        6.31        0.56            33.30             2.95     16.42      1.45
+dohag                   4.37     39.62     37.90   95.66        0.01        0.03             1.72             4.34      0.00      0.00
+duvox                   4.95    907.07    873.12   96.26       10.95        1.21            24.25             2.67      9.69      1.07
+dxbbt                   5.82    661.02    636.53   96.30       13.97        2.11            16.31             2.47      8.18      1.24
+dxokr                   6.24    176.48    169.38   95.98        3.92        2.22             0.45             0.25      6.65      3.77
+dzsef                   0.56    161.68    161.25   99.74        0.48        0.30             0.43             0.26      0.00      0.00
+dzxut                  32.71    161.50    137.61   85.21       28.94       17.92             1.41             0.87     22.48     13.92
+eauve                  16.20   1258.51   1138.91   90.50       84.31        6.70            46.37             3.68     73.23      5.82
+eazeq                   6.80    100.34     96.54   96.21        3.02        3.01             2.51             2.50      1.29      1.29
+eddje                  12.04    489.46    444.19   90.75       13.67        2.79            23.70             4.84     21.58      4.41
+eguui                   6.06    125.49    120.34   95.90        2.45        1.95             1.85             1.47      3.30      2.63
+eoyaz                  19.82    211.25    173.11   81.95        3.72        1.76             5.18             2.45     32.96     15.60
+epygx                  12.97   1036.95    995.53   96.01       93.07        8.98            14.29             1.38     27.13      2.62
+eqsta                  28.77    954.10    746.94   78.29       67.30        7.05            80.47             8.43    126.69     13.28
+erslt                  21.61    114.21     96.12   84.16        6.59        5.77             2.22             1.95     15.87     13.89
+eucfa                  17.54     79.02     67.48   85.40        2.32        2.94             0.48             0.60     11.06     14.00
+euqef                   5.71     25.25     24.25   96.06        0.45        1.77             1.00             3.94      0.00      0.00
+ezxso                  12.31    257.95    237.20   91.95       10.99        4.26             0.45             0.17     20.30      7.87
+fijfi                  11.50    826.55    760.73   92.04       29.25        3.54            30.56             3.70     35.26      4.27
+fowhl                   9.23    822.80    789.85   96.00       43.00        5.23            15.32             1.86     17.63      2.14
+fpfvy                  37.37    115.58     75.50   65.32        3.10        2.69             3.29             2.84     36.80     31.84
+fqrnu                  17.65    171.37    145.00   84.61        3.87        2.26             8.28             4.83     18.09     10.56
+fuzfh                  11.40     25.42     23.63   92.97        1.11        4.37             0.85             3.36      0.93      3.68
+fvhrk                   5.40   1125.74   1075.01   95.49       10.06        0.89            50.15             4.45      0.58      0.05
+fxnwf                  27.11    335.39    275.91   82.27       31.46        9.38            27.06             8.07     32.42      9.67
+fyqoe                  28.79    356.85    278.16   77.95       24.05        6.74            40.02            11.22     38.67     10.84
+fzwtp                  33.70    212.46    159.86   75.24       18.99        8.94            14.71             6.92     37.89     17.83
+gcfwp                  19.63    256.61    245.86   95.81       39.62       15.44             3.82             1.49      6.92      2.70
+gcvrb                   9.85   1110.57   1052.84   94.80       51.69        4.65            49.23             4.43      8.51      0.77
+gfneh                  19.87    158.76    131.50   82.83        4.28        2.70             4.46             2.81     22.80     14.36
+gkiki                  10.57    109.18     98.12   89.87        0.48        0.44             0.75             0.69     10.31      9.45
+gmmwm                   7.65    277.06    272.81   98.47       16.95        6.12             2.40             0.87      1.85      0.67
+gtjow                   8.09   1144.20   1059.35   92.58        7.67        0.67            84.41             7.38      0.44      0.04
+gtnjb                  10.53   1200.72   1088.79   90.68       14.56        1.21             6.37             0.53    105.57      8.79
+gukoa                  11.37    240.23    218.30   90.87        5.37        2.24             9.41             3.92     12.52      5.21
+guvqf                  27.08    927.64    762.81   82.23       86.37        9.31            67.98             7.33     96.86     10.44
+gwloo                   7.94    767.47    725.90   94.58       19.35        2.52            19.59             2.55     21.98      2.86
+gylzn                   2.49    350.72    348.26   99.30        6.26        1.78             1.82             0.52      0.64      0.18
+gyomp                  30.29     56.85     41.74   73.42        2.11        3.71             0.06             0.11     15.04     26.46
+gzhwb                  20.56    864.60    726.50   84.03       39.68        4.59            42.67             4.94     95.43     11.04
+hcyak                   7.21    301.65    284.21   94.22        4.32        1.43             2.90             0.96     14.54      4.82
+heolf                   8.41   1109.96   1067.87   96.21       51.28        4.62            18.81             1.69     23.28      2.10
+hhepf                   7.20   1112.72   1071.66   96.31       39.02        3.51            23.41             2.10     17.66      1.59
+hqhrb                  10.27   1077.24   1020.11   94.70       53.54        4.97            40.43             3.75     16.70      1.55
+iabca                  25.21    164.98    131.39   79.64        8.00        4.85            13.93             8.44     19.65     11.91
+iacod                  11.61   1002.13    960.20   95.82       74.43        7.43            27.19             2.71     14.74      1.47
+ibrnm                   6.77   1118.27   1086.12   97.12       43.56        3.90             9.62             0.86     22.53      2.01
+ifwki                   8.37    372.98    353.80   94.86       12.04        3.23            12.76             3.42      6.41      1.72
+iiprr                  10.47   1085.50   1056.87   97.36       85.02        7.83             3.50             0.32     25.12      2.31
+ikhje                  12.69    868.30    790.64   91.06       32.52        3.75            41.21             4.75     36.45      4.20
+iowob                   6.69   1126.39   1081.62   96.03       30.62        2.72            26.94             2.39     17.83      1.58
+isrps                   9.78    176.50    161.80   91.67        2.55        1.44            11.23             6.36      3.48      1.97
+isxwc                   6.45    126.25    120.39   95.36        2.29        1.81             2.83             2.24      3.03      2.40
+jbowg                   5.39   1134.35   1096.72   96.68       23.52        2.07            20.05             1.77     17.58      1.55
+jdrwl                   3.72   1220.98   1199.53   98.24       23.94        1.96            10.87             0.89     10.58      0.87
+jeymh                  17.11   1124.55    943.99   83.94       11.84        1.05             5.75             0.51    174.82     15.55
+jgiyq                   5.94   1080.79   1038.73   96.11       22.13        2.05            25.27             2.34     16.79      1.55
+jjkrt                  11.76    995.64    916.05   92.01       37.50        3.77            38.05             3.82     41.53      4.17
+jjvkx                   4.27    182.91    179.20   97.97        4.11        2.25             0.45             0.25      3.26      1.78
+jrfaz                   8.94   1255.98   1155.03   91.96       11.34        0.90            50.23             4.00     50.72      4.04
+jsbdo                  15.90    869.61    774.32   89.04       42.98        4.94            53.32             6.13     41.96      4.83
+jsymf                   9.61    979.92    920.17   93.90       34.46        3.52            40.19             4.10     19.56      2.00
+jttar                   2.33    615.76    610.64   99.17        9.25        1.50             2.43             0.39      2.69      0.44
+jwggf                  13.27   1088.75    969.51   89.05       25.28        2.32           105.80             9.72     13.44      1.23
+jxpom                  38.62    486.50    323.15   66.42       24.51        5.04            44.41             9.13    118.94     24.45
+jxydp                   0.01     85.92     85.92  100.00        0.01        0.01             0.00             0.00      0.00      0.00
+jzkzt                  31.89   1166.32    970.91   83.25      176.55       15.14            42.89             3.68    152.52     13.08
+kajfh                  15.21    779.21    743.84   95.46       83.17       10.67            16.27             2.09     19.10      2.45
+kgjaa                   5.98   1118.07   1075.65   96.21       24.42        2.18            24.59             2.20     17.84      1.60
+kmjvh                  13.52    366.07    355.85   97.21       39.29       10.73             1.95             0.53      8.27      2.26
+kmunk                   6.97    389.06    367.43   94.44        5.47        1.41             9.17             2.36     12.46      3.20
+kpjud                  18.26    146.90    124.17   84.53        4.09        2.79             2.74             1.86     19.99     13.61
+ktvto                  14.28    800.04    742.32   92.79       56.51        7.06            17.06             2.13     40.66      5.08
+kvkje                   9.40    858.70    820.63   95.57       42.67        4.97            36.27             4.22      1.80      0.21
+kzmyi                   5.36    639.17    623.02   97.47       18.09        2.83             7.69             1.20      8.46      1.32
+laoyl                  11.99    295.59    270.82   91.62       10.66        3.61             6.15             2.08     18.62      6.30
+lbfnx                   5.43   1122.22   1093.85   97.47       32.60        2.91            15.77             1.41     12.60      1.12
+ledhe                   3.87    397.87    391.39   98.37        8.92        2.24             1.90             0.48      4.58      1.15
+leneg                   9.21    348.21    341.69   98.13       25.55        7.34             4.71             1.35      1.82      0.52
+lhuly                   6.67   1125.06   1077.08   95.74       27.08        2.41            14.82             1.32     33.16      2.95
+lilfy                   4.92    173.26    171.13   98.77        6.40        3.69             0.44             0.25      1.69      0.98
+ljpes                   4.16    183.76    183.39   99.80        7.28        3.96             0.31             0.17      0.06      0.03
+lkikz                   5.77   1135.67   1083.79   95.43       13.68        1.20            38.22             3.37     13.65      1.20
+lpola                  17.50    811.02    687.64   84.79       18.54        2.29            78.13             9.63     45.25      5.58
+lscfc                  16.78    775.64    708.16   91.30       62.65        8.08            40.23             5.19     27.25      3.51
+ltgmz                  12.19    171.04    151.47   88.56        1.28        0.75            15.62             9.13      3.96      2.31
+lubpm                   3.60     54.37     53.30   98.04        0.89        1.64             1.07             1.96      0.00      0.00
+luobn                   6.87     83.48     79.15   94.81        1.40        1.68             2.24             2.68      2.10      2.51
+mbzht                  11.05    129.07    116.80   90.49        2.00        1.55             2.37             1.84      9.89      7.67
+mclsr                  17.60    275.60    233.08   84.57        5.98        2.17             2.70             0.98     39.82     14.45
+mhwyr                  18.82   1081.84    982.06   90.78      103.80        9.59            39.41             3.64     60.37      5.58
+mjmgr                   5.45    269.02    258.86   96.22        4.50        1.67             4.25             1.58      5.90      2.19
+mkhie                   7.37   1086.01   1041.51   95.90       35.54        3.27            16.50             1.52     28.00      2.58
+mqtep                   1.47    133.23    133.13   99.92        1.86        1.40             0.10             0.08      0.00      0.00
+msbyq                  44.24     37.45     21.48   57.37        0.60        1.61             0.70             1.87     15.26     40.76
+mupzb                  17.00    384.97    376.37   97.77       56.86       14.77             6.91             1.79      1.69      0.44
+mxdpo                  10.22     98.58     95.86   97.24        7.35        7.45             1.85             1.88      0.87      0.88
+mxduo                  14.63   1018.12    930.78   91.42       61.65        6.05            14.20             1.39     73.14      7.18
+myjoe                  13.85    527.42    491.16   93.13       36.78        6.97            22.65             4.29     13.60      2.58
+neiye                   2.10     47.14     47.03   99.77        0.88        1.87             0.11             0.23      0.00      0.00
+nitgx                  10.50   1167.69   1098.93   94.11       53.90        4.62            32.55             2.79     36.21      3.10
+nkqzr                  22.43   1068.36    884.54   82.79       55.79        5.22            97.21             9.10     86.61      8.11
+nlvdr                   9.22   1039.75   1008.59   97.00       64.74        6.23            21.08             2.03     10.08      0.97
+nprxc                  20.81    368.57    328.41   89.10       36.53        9.91            15.20             4.12     24.96      6.77
+nqcpi                  17.43     94.50     78.97   83.57        0.94        0.99             0.55             0.58     14.98     15.86
+nqyqm                   6.66    978.34    928.33   94.89       15.17        1.55            19.86             2.03     30.15      3.08
+ocfop                   6.90   1358.86   1285.52   94.60       20.45        1.50            64.39             4.74      8.96      0.66
+ofbxh                   8.19   1064.28    982.58   92.32        5.48        0.51            80.36             7.55      1.34      0.13
+olzkb                  12.87    210.07    193.95   92.32       10.90        5.19             5.39             2.56     10.74      5.11
+ooxlj                   5.03    149.84    147.44   98.39        5.13        3.42             2.41             1.61      0.00      0.00
+optsn                  18.79    906.33    806.43   88.98       70.38        7.77            46.00             5.08     53.90      5.95
+oqwpd                  10.87    236.89    216.80   91.52        5.66        2.39             3.45             1.46     16.63      7.02
+otmpf                   3.86    413.09    403.11   97.58        5.95        1.44             0.98             0.24      9.00      2.18
+oubab                  12.02    555.22    503.15   90.62       14.68        2.64            42.38             7.63      9.69      1.75
+ouvtt                  23.69    708.66    585.16   82.57       44.37        6.26            52.94             7.47     70.55      9.96
+pccww                   8.91    132.14    120.75   91.38        0.39        0.29             6.67             5.05      4.72      3.57
+pgtkk                  10.09    220.42    206.63   93.75        8.45        3.83             6.17             2.80      7.62      3.45
+pkwrt                   8.81    180.54    165.57   91.71        0.92        0.51             2.46             1.37     12.51      6.93
+poucc                  19.92    944.19    803.93   85.14       47.80        5.06            55.15             5.84     85.11      9.01
+ppexo                  12.76    113.76    109.76   96.49       10.52        9.25             4.00             3.51      0.00      0.00
+ptses                  45.81    608.70    435.52   71.55      105.66       17.36            55.05             9.04    118.13     19.41
+pwnsw                  12.07   1012.76    935.69   92.39       45.14        4.46            45.86             4.53     31.22      3.08
+pxqme                  14.61    371.17    319.61   86.11        2.68        0.72             4.97             1.34     46.59     12.55
+pzxit                   7.65    606.32    578.31   95.38       18.38        3.03            22.60             3.73      5.41      0.89
+qadia                  10.42    260.39    239.80   92.09        6.55        2.52            13.02             5.00      7.57      2.91
+qajyo                  14.98    969.19    860.83   88.82       36.80        3.80            44.98             4.64     63.37      6.54
+qeejz                  20.41    268.38    230.54   85.90       16.94        6.31             5.01             1.87     32.83     12.23
+qlrry                  38.05    311.33    267.40   85.89       74.53       23.94            10.61             3.41     33.32     10.70
+qoarn                   8.64   1061.31   1014.71   95.61       45.06        4.25             5.86             0.55     40.73      3.84
+qwepo                   4.87    502.57    484.24   96.35        6.16        1.22            10.61             2.11      7.72      1.54
+qxana                   8.24   1118.90   1074.93   96.07       48.19        4.31            10.06             0.90     33.91      3.03
+ralnu                  31.76    171.30    124.97   72.95        8.07        4.71            21.88            12.78     24.45     14.27
+rarij                  10.22   1124.42   1037.27   92.25       27.71        2.46            25.07             2.23     62.08      5.52
+rmvsh                   6.00     99.43     93.78   94.32        0.32        0.33             5.65             5.68      0.00      0.00
+rpkso                   5.59    340.42    329.90   96.91        8.49        2.50             4.20             1.23      6.32      1.86
+rsypp                   7.07   1082.77   1049.22   96.90       42.95        3.97            16.22             1.50     17.33      1.60
+rxulz                  10.13   1100.26   1065.52   96.84       76.71        6.97             7.04             0.64     27.70      2.52
+ryken                   2.36   1177.41   1163.61   98.83       13.94        1.18             7.21             0.61      6.59      0.56
+sbrmv                  28.65    231.46    176.05   76.06       10.90        4.71            37.45            16.18     17.96      7.76
+sebyw                   6.97   1169.04   1096.72   93.81        9.14        0.78            63.52             5.43      8.80      0.75
+sexgc                  14.07    837.94    775.59   92.56       55.50        6.62            31.78             3.79     30.58      3.65
+sfdvy                   2.09    321.54    315.18   98.02        0.35        0.11             6.36             1.98      0.00      0.00
+svxzm                   1.12    940.85    939.74   99.88        9.45        1.00             1.11             0.12      0.00      0.00
+swbnm                   5.13   1088.72   1072.67   98.53       39.81        3.66            12.06             1.11      3.99      0.37
+sxqvt                  11.09    226.65    214.94   94.83       13.43        5.93            11.71             5.17      0.00      0.00
+tbjqx                  15.36    825.47    716.90   86.85       18.23        2.21            70.06             8.49     38.51      4.66
+thnuq                  10.84    928.62    883.34   95.12       55.35        5.96            37.67             4.06      7.61      0.82
+tiido                  24.37    316.28    273.81   86.57       34.61       10.94            16.87             5.33     25.60      8.10
+tkhgs                   3.15    250.57    245.65   98.04        2.98        1.19             2.75             1.10      2.17      0.86
+tkybe                   5.34   1132.08   1105.84   97.68       34.17        3.02            17.86             1.58      8.38      0.74
+tnjoh                   6.82     75.78     72.13   95.19        1.52        2.01             3.21             4.23      0.44      0.58
+tpnyf                   5.28   1065.66   1048.47   98.39       39.04        3.66             6.18             0.58     11.01      1.03
+tpslg                   6.86    426.72    414.05   97.03       16.59        3.89            10.12             2.37      2.55      0.60
+tvtoe                   0.83    699.28    696.19   99.56        2.72        0.39             0.54             0.08      2.56      0.37
+uedkc                   5.86   1117.37   1079.96   96.65       28.09        2.51            19.39             1.74     18.03      1.61
+uevxo                  12.54    225.56    200.23   88.77        2.96        1.31             1.19             0.53     24.14     10.70
+uhfrw                  17.71    850.63    746.71   87.78       46.76        5.50            50.89             5.98     53.03      6.23
+uicid                  10.74    902.74    822.69   91.13       16.87        1.87            80.05             8.87      0.00      0.00
+upshw                   2.54    570.92    559.37   97.98        2.96        0.52             7.45             1.30      4.11      0.72
+uqxlg                   8.81    279.21    260.40   93.26        5.80        2.08             4.90             1.75     13.91      4.98
+usqam                  13.69    585.60    542.74   92.68       37.29        6.37             7.85             1.34     35.01      5.98
+utial                   9.03   1203.09   1120.74   93.15       26.25        2.18            44.81             3.72     37.55      3.12
+vdlvr                   4.49   1179.41   1163.90   98.68       37.48        3.18             8.88             0.75      6.63      0.56
+vgaez                  39.41    137.03    101.51   74.08       18.48       13.48             7.83             5.72     27.69     20.21
+vgevv                  29.12    942.35    724.67   76.90       56.75        6.02            51.87             5.50    165.81     17.60
+vncid                   7.68   1101.00   1032.71   93.80       16.28        1.48            49.05             4.45     19.24      1.75
+vtzqw                  23.40    501.12    423.51   84.51       39.68        7.92            12.60             2.51     65.01     12.97
+vuewy                   5.46   1243.64   1203.50   96.77       27.77        2.23            21.16             1.70     18.98      1.53
+vylyk                  65.18     91.89     34.66   37.72        2.66        2.89            56.08            61.03      1.16      1.26
+vzuru                   5.25   1171.50   1119.84   95.59        9.86        0.84            35.52             3.03     16.14      1.38
+wcxfk                  16.30    220.44    187.44   85.03        2.93        1.33            15.40             6.99     17.60      7.98
+wdvva                   7.92     75.80     72.80   96.05        3.01        3.97             0.86             1.14      2.14      2.82
+wemos                  16.82    971.81    862.55   88.76       54.21        5.58            56.30             5.79     52.97      5.45
+wibky                   9.31    239.48    225.07   93.98        7.87        3.29             1.27             0.53     13.14      5.49
+wlfsf                   9.00    497.53    462.08   92.88        9.34        1.88            10.27             2.06     25.18      5.06
+wprog                  25.26    835.45    726.78   86.99      102.33       12.25            39.49             4.73     69.19      8.28
+wwvcs                   8.68    981.21    939.65   95.76       43.57        4.44            37.71             3.84      3.86      0.39
+wwzsk                   2.86    645.51    636.96   98.68        9.92        1.54             6.18             0.96      2.37      0.37
+xffsa                   7.18   1016.59    971.47   95.56       27.85        2.74            25.95             2.55     19.17      1.89
+xggbk                   9.62   1135.78   1067.13   93.96       40.66        3.58            17.70             1.56     50.95      4.49
+xkgos                   7.74    997.02    952.23   95.51       32.40        3.25            24.63             2.47     20.16      2.02
+xkmqx                  14.26     51.55     45.34   87.95        1.14        2.21             2.48             4.82      3.73      7.23
+xlsme                  11.20    997.11    965.33   96.81       79.89        8.01             5.54             0.56     26.24      2.63
+xlyov                   1.91    632.43    622.34   98.41        1.98        0.31             3.61             0.57      6.48      1.02
+xmyyy                  23.22    242.42    196.51   81.06       10.39        4.28            20.17             8.32     25.73     10.61
+xqxkt                   4.39   1117.95   1096.93   98.12       28.09        2.51             7.70             0.69     13.31      1.19
+xtdcl                  11.10    157.37    149.81   95.20        9.90        6.29             7.34             4.66      0.22      0.14
+xtzoq                  46.10    179.23    103.17   57.56        6.55        3.66            16.92             9.44     59.14     33.00
+xvxwv                   5.83    273.43    259.78   95.01        2.30        0.84             4.99             1.82      8.67      3.17
+ybhwz                   5.05    496.82    479.85   96.58        8.10        1.63             5.19             1.04     11.79      2.37
+ygrip                   6.08    283.48    271.51   95.78        5.27        1.86             2.02             0.71      9.95      3.51
+ylgug                   5.52   1082.20   1044.84   96.55       22.33        2.06            28.72             2.65      8.64      0.80
+ylzez                   8.83   1094.31   1018.71   93.09       21.02        1.92            74.91             6.85      0.69      0.06
+ytmef                   4.64    484.05    472.99   97.72       11.38        2.35             0.20             0.04     10.86      2.24
+ytula                   4.68    993.81    958.46   96.44       11.12        1.12            33.63             3.38      1.72      0.17
+yukhy                   9.80    706.15    656.93   93.03       20.00        2.83            23.49             3.33     25.73      3.64
+yzvon                   9.72    781.25    749.83   95.98       44.52        5.70            17.73             2.27     13.69      1.75
+zedtj                   6.81   1076.85   1055.04   97.97       51.53        4.79             6.85             0.64     14.95      1.39
+zehzu                   4.92    160.91    154.68   96.13        1.68        1.05             0.40             0.25      5.83      3.62
+zfzlc                   6.75   1178.99   1104.25   93.66        4.79        0.41            66.88             5.67      7.86      0.67
+zowse                  11.84   1037.54   1001.27   96.50       86.59        8.35             8.53             0.82     27.73      2.67
+zqidv                  13.25    723.78    648.38   89.58       20.53        2.84            31.81             4.40     43.59      6.02
+zsgto                   7.40   1086.64   1057.58   97.33       51.31        4.72            13.57             1.25     15.49      1.43
+zzsba                   9.55   1075.02   1028.60   95.68       56.20        5.23            12.58             1.17     33.83      3.15
+zztbo                   4.88     54.72     53.39   97.57        1.34        2.46             1.33             2.43      0.00      0.00
+zzyyo                  12.90   1120.70   1047.39   93.46       71.22        6.36            27.54             2.46     45.77      4.08
+TOTAL                  11.29 144788.60 134353.98   92.79     5905.56        4.08          4914.01             3.39   5520.60      3.81

requirements.txt

@@ -0,0 +1 @@
+pyannote-audio==3.1.1