{"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.12.12"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceType":"competition","sourceId":129271,"databundleVersionId":15506307}],"dockerImageVersionId":31287,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# 🗣️ Bengali Speaker Diarization — Kaggle Inference Pipeline\n\n**Competition:** DL Sprint 4.0 - Bengali Speaker Diarization Challenge \n**Model:** pyannote/speaker-diarization-community-1 + Fine-tuned Segmentation Checkpoint \n**Pipeline Overview:**\n1. Install dependencies\n2. Build annotation files (RTTM, UEM, LST) directly from the Kaggle competition dataset\n3. Create `database.yml` for pyannote.database\n4. Load pre-trained pipeline + swap fine-tuned segmentation model\n5. Run inference on test audio\n6. Export results to `submission.csv`\n\n> **No HuggingFace dataset download required** — all annotation files are generated on-the-fly from the competition data.","metadata":{}},{"cell_type":"markdown","source":"## ⚙️ Section 1 — Install Dependencies","metadata":{}},{"cell_type":"code","source":"!pip install pyannote.audio==4.0.0 \n","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:00:17.201406Z","iopub.execute_input":"2026-03-02T17:00:17.202302Z","iopub.status.idle":"2026-03-02T17:00:34.811424Z","shell.execute_reply.started":"2026-03-02T17:00:17.202231Z","shell.execute_reply":"2026-03-02T17:00:34.810723Z"},"trusted":true,"collapsed":true,"jupyter":{"outputs_hidden":true}},"outputs":[{"name":"stdout","text":"Collecting pyannote.audio==4.0.0\n Downloading pyannote_audio-4.0.0-py3-none-any.whl.metadata (14 kB)\nCollecting asteroid-filterbanks>=0.4.0 (from pyannote.audio==4.0.0)\n Downloading asteroid_filterbanks-0.4.0-py3-none-any.whl.metadata (3.3 kB)\nRequirement already 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torch-pitch-shift>=1.2.2->torch-audiomentations>=0.12.0->pyannote.audio==4.0.0)\n Downloading primePy-1.3-py3-none-any.whl.metadata (4.8 kB)\nRequirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=2.8.0->pyannote.audio==4.0.0) (3.0.3)\nRequirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.12/dist-packages (from typer-slim->huggingface-hub>=0.28.1->pyannote.audio==4.0.0) (8.3.1)\nRequirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (2.6.1)\nRequirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (1.4.0)\nRequirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (25.4.0)\nRequirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (1.8.0)\nRequirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (6.7.0)\nRequirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (0.4.1)\nRequirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2028.0,>=2022.5.0->lightning>=2.4->pyannote.audio==4.0.0) (1.22.0)\nRequirement already satisfied: Mako in 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lightning-2.6.1-py3-none-any.whl (853 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m853.6/853.6 kB\u001b[0m \u001b[31m52.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading pyannote_core-6.0.1-py3-none-any.whl (57 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.5/57.5 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading pyannote_database-6.1.1-py3-none-any.whl (53 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.7/53.7 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading pyannote_metrics-4.0.0-py3-none-any.whl (49 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.7/49.7 kB\u001b[0m \u001b[31m3.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading pyannote_pipeline-4.0.0-py3-none-any.whl (22 kB)\nDownloading pyannoteai_sdk-0.4.0-py3-none-any.whl (8.9 kB)\nDownloading pytorch_metric_learning-2.9.0-py3-none-any.whl (127 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m127.8/127.8 kB\u001b[0m \u001b[31m11.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading torch_audiomentations-0.12.0-py3-none-any.whl (48 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.5/48.5 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hDownloading numpy-2.4.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (16.6 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.6/16.6 MB\u001b[0m \u001b[31m87.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hDownloading torch_pitch_shift-1.2.5-py3-none-any.whl (5.0 kB)\nDownloading primePy-1.3-py3-none-any.whl (4.0 kB)\nBuilding wheels for collected packages: julius\n Building wheel for julius (setup.py) ... \u001b[?25l\u001b[?25hdone\n Created wheel for julius: filename=julius-0.2.7-py3-none-any.whl size=21870 sha256=701d0c52519b6dcdd1280e2f8131e29e7104ac31b1dc37ea83a6605cc636e1ae\n Stored in directory: /root/.cache/pip/wheels/de/c1/ca/544dafe48401e8e2e17064dfe465a390fca9e8720ffa12e744\nSuccessfully built julius\nInstalling collected packages: primePy, opentelemetry-proto, numpy, pyannoteai-sdk, opentelemetry-exporter-otlp-proto-common, opentelemetry-api, pyannote-core, opentelemetry-semantic-conventions, pytorch-metric-learning, pyannote-database, opentelemetry-sdk, julius, asteroid-filterbanks, torch-pitch-shift, pyannote-pipeline, pyannote-metrics, opentelemetry-exporter-otlp-proto-http, opentelemetry-exporter-otlp-proto-grpc, torch-audiomentations, opentelemetry-exporter-otlp, lightning, pyannote.audio\n Attempting uninstall: opentelemetry-proto\n Found existing installation: opentelemetry-proto 1.37.0\n Uninstalling opentelemetry-proto-1.37.0:\n Successfully uninstalled opentelemetry-proto-1.37.0\n Attempting uninstall: numpy\n Found existing installation: numpy 2.0.2\n Uninstalling numpy-2.0.2:\n Successfully uninstalled numpy-2.0.2\n Attempting uninstall: opentelemetry-exporter-otlp-proto-common\n Found existing installation: opentelemetry-exporter-otlp-proto-common 1.37.0\n Uninstalling opentelemetry-exporter-otlp-proto-common-1.37.0:\n Successfully uninstalled opentelemetry-exporter-otlp-proto-common-1.37.0\n Attempting uninstall: opentelemetry-api\n Found existing installation: opentelemetry-api 1.37.0\n Uninstalling opentelemetry-api-1.37.0:\n Successfully uninstalled opentelemetry-api-1.37.0\n Attempting uninstall: opentelemetry-semantic-conventions\n Found existing installation: opentelemetry-semantic-conventions 0.58b0\n Uninstalling opentelemetry-semantic-conventions-0.58b0:\n Successfully uninstalled opentelemetry-semantic-conventions-0.58b0\n Attempting uninstall: opentelemetry-sdk\n Found existing installation: opentelemetry-sdk 1.37.0\n Uninstalling opentelemetry-sdk-1.37.0:\n Successfully uninstalled opentelemetry-sdk-1.37.0\n Attempting uninstall: opentelemetry-exporter-otlp-proto-http\n Found existing installation: opentelemetry-exporter-otlp-proto-http 1.37.0\n Uninstalling opentelemetry-exporter-otlp-proto-http-1.37.0:\n Successfully uninstalled opentelemetry-exporter-otlp-proto-http-1.37.0\n\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\nbigframes 2.31.0 requires google-cloud-bigquery-storage<3.0.0,>=2.30.0, which is not installed.\ngoogle-adk 1.21.0 requires google-cloud-bigquery-storage>=2.0.0, which is not installed.\nydata-profiling 4.18.1 requires numpy<2.4,>=1.22, but you have numpy 2.4.2 which is incompatible.\ngoogle-colab 1.0.0 requires jupyter-server==2.14.0, but you have jupyter-server 2.12.5 which is incompatible.\ngoogle-colab 1.0.0 requires pandas==2.2.2, but you have pandas 2.3.3 which is incompatible.\ndopamine-rl 4.1.2 requires gym<=0.25.2, but you have gym 0.26.2 which is incompatible.\nopencv-contrib-python 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 2.4.2 which is incompatible.\nopencv-python 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 2.4.2 which is incompatible.\nopencv-python-headless 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 2.4.2 which is incompatible.\ngoogle-adk 1.21.0 requires opentelemetry-api<=1.37.0,>=1.37.0, but you have opentelemetry-api 1.34.0 which is incompatible.\ngoogle-adk 1.21.0 requires opentelemetry-exporter-otlp-proto-http>=1.36.0, but you have opentelemetry-exporter-otlp-proto-http 1.34.0 which is incompatible.\ngoogle-adk 1.21.0 requires opentelemetry-sdk<=1.37.0,>=1.37.0, but you have opentelemetry-sdk 1.34.0 which is incompatible.\ntensorflow 2.19.0 requires numpy<2.2.0,>=1.26.0, but you have numpy 2.4.2 which is incompatible.\nnumba 0.60.0 requires numpy<2.1,>=1.22, but you have numpy 2.4.2 which is incompatible.\nopentelemetry-exporter-gcp-logging 1.11.0a0 requires opentelemetry-api>=1.35.0, but you have opentelemetry-api 1.34.0 which is incompatible.\nopentelemetry-exporter-gcp-logging 1.11.0a0 requires opentelemetry-sdk<1.39.0,>=1.35.0, but you have opentelemetry-sdk 1.34.0 which is incompatible.\u001b[0m\u001b[31m\n\u001b[0mSuccessfully installed asteroid-filterbanks-0.4.0 julius-0.2.7 lightning-2.6.1 numpy-2.4.2 opentelemetry-api-1.34.0 opentelemetry-exporter-otlp-1.34.0 opentelemetry-exporter-otlp-proto-common-1.34.0 opentelemetry-exporter-otlp-proto-grpc-1.34.0 opentelemetry-exporter-otlp-proto-http-1.34.0 opentelemetry-proto-1.34.0 opentelemetry-sdk-1.34.0 opentelemetry-semantic-conventions-0.55b0 primePy-1.3 pyannote-core-6.0.1 pyannote-database-6.1.1 pyannote-metrics-4.0.0 pyannote-pipeline-4.0.0 pyannote.audio-4.0.0 pyannoteai-sdk-0.4.0 pytorch-metric-learning-2.9.0 torch-audiomentations-0.12.0 torch-pitch-shift-1.2.5\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"# Install torch 2.8.0 from the cu126 index\n!pip install torch==2.8.0 --index-url https://download.pytorch.org/whl/cu126\n\n# Install matching torchaudio and torchvision versions for torch 2.8.0\n!pip install torchaudio==2.8.0 torchvision==0.23.0 --index-url https://download.pytorch.org/whl/cu126\n\n# Downgrade torchcodec to 0.7\n!pip install torchcodec==0.7\n\nprint(\"✓ Dependencies installed\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:00:34.812865Z","iopub.execute_input":"2026-03-02T17:00:34.81321Z","iopub.status.idle":"2026-03-02T17:02:07.269157Z","shell.execute_reply.started":"2026-03-02T17:00:34.813184Z","shell.execute_reply":"2026-03-02T17:02:07.2684Z"},"trusted":true,"collapsed":true,"jupyter":{"outputs_hidden":true}},"outputs":[{"name":"stdout","text":"Looking in indexes: https://download.pytorch.org/whl/cu126\nCollecting torch==2.8.0\n Downloading https://download.pytorch.org/whl/cu126/torch-2.8.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (30 kB)\nRequirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (3.20.3)\nRequirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (4.15.0)\nRequirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (75.2.0)\nRequirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (1.14.0)\nRequirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (3.6.1)\nRequirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (3.1.6)\nRequirement already satisfied: fsspec in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (2025.3.0)\nRequirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.80)\nRequirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (9.10.2.21)\nRequirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.4.1)\nRequirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (11.3.0.4)\nRequirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (10.3.7.77)\nRequirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (11.7.1.2)\nRequirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.5.4.2)\nRequirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (0.7.1)\nCollecting nvidia-nccl-cu12==2.27.3 (from torch==2.8.0)\n Downloading https://pypi.nvidia.com/nvidia-nccl-cu12/nvidia_nccl_cu12-2.27.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (322.4 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m322.4/322.4 MB\u001b[0m \u001b[31m102.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hRequirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (12.6.85)\nRequirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0) (1.11.1.6)\nCollecting triton==3.4.0 (from torch==2.8.0)\n Downloading https://download.pytorch.org/whl/triton-3.4.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (1.7 kB)\nRequirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch==2.8.0) (1.3.0)\nRequirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch==2.8.0) (3.0.3)\nDownloading https://download.pytorch.org/whl/cu126/torch-2.8.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl (821.8 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m821.8/821.8 MB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hDownloading https://download.pytorch.org/whl/triton-3.4.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (155.6 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m155.6/155.6 MB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hInstalling collected packages: triton, nvidia-nccl-cu12, torch\n Attempting uninstall: triton\n Found existing installation: triton 3.5.0\n Uninstalling triton-3.5.0:\n Successfully uninstalled triton-3.5.0\n Attempting uninstall: nvidia-nccl-cu12\n Found existing installation: nvidia-nccl-cu12 2.27.5\n Uninstalling nvidia-nccl-cu12-2.27.5:\n Successfully uninstalled nvidia-nccl-cu12-2.27.5\n Attempting uninstall: torch\n Found existing installation: torch 2.9.0+cu126\n Uninstalling torch-2.9.0+cu126:\n Successfully uninstalled torch-2.9.0+cu126\n\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\ntorchaudio 2.9.0+cu126 requires torch==2.9.0, but you have torch 2.8.0+cu126 which is incompatible.\ntorchvision 0.24.0+cu126 requires torch==2.9.0, but you have torch 2.8.0+cu126 which is incompatible.\u001b[0m\u001b[31m\n\u001b[0mSuccessfully installed nvidia-nccl-cu12-2.27.3 torch-2.8.0+cu126 triton-3.4.0\nLooking in indexes: https://download.pytorch.org/whl/cu126\nCollecting torchaudio==2.8.0\n Downloading https://download.pytorch.org/whl/cu126/torchaudio-2.8.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (7.2 kB)\nCollecting torchvision==0.23.0\n Downloading https://download.pytorch.org/whl/cu126/torchvision-0.23.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (6.1 kB)\nRequirement already satisfied: torch==2.8.0 in /usr/local/lib/python3.12/dist-packages (from torchaudio==2.8.0) (2.8.0+cu126)\nRequirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (from torchvision==0.23.0) (2.4.2)\nRequirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.12/dist-packages (from torchvision==0.23.0) (11.3.0)\nRequirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (3.20.3)\nRequirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (4.15.0)\nRequirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (75.2.0)\nRequirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (1.14.0)\nRequirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (3.6.1)\nRequirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (3.1.6)\nRequirement already satisfied: fsspec in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (2025.3.0)\nRequirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.80)\nRequirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (9.10.2.21)\nRequirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.4.1)\nRequirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (11.3.0.4)\nRequirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (10.3.7.77)\nRequirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (11.7.1.2)\nRequirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.5.4.2)\nRequirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (0.7.1)\nRequirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (2.27.3)\nRequirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.77)\nRequirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (12.6.85)\nRequirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (1.11.1.6)\nRequirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch==2.8.0->torchaudio==2.8.0) (3.4.0)\nRequirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch==2.8.0->torchaudio==2.8.0) (1.3.0)\nRequirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch==2.8.0->torchaudio==2.8.0) (3.0.3)\nDownloading https://download.pytorch.org/whl/cu126/torchaudio-2.8.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl (3.5 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.5/3.5 MB\u001b[0m \u001b[31m81.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m\n\u001b[?25hDownloading https://download.pytorch.org/whl/cu126/torchvision-0.23.0%2Bcu126-cp312-cp312-manylinux_2_28_x86_64.whl (7.4 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m117.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n\u001b[?25hInstalling collected packages: torchvision, torchaudio\n Attempting uninstall: torchvision\n Found existing installation: torchvision 0.24.0+cu126\n Uninstalling torchvision-0.24.0+cu126:\n Successfully uninstalled torchvision-0.24.0+cu126\n Attempting uninstall: torchaudio\n Found existing installation: torchaudio 2.9.0+cu126\n Uninstalling torchaudio-2.9.0+cu126:\n Successfully uninstalled torchaudio-2.9.0+cu126\nSuccessfully installed torchaudio-2.8.0+cu126 torchvision-0.23.0+cu126\nCollecting torchcodec==0.7\n Downloading torchcodec-0.7.0-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (9.4 kB)\nDownloading torchcodec-0.7.0-cp312-cp312-manylinux_2_28_x86_64.whl (1.4 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.4/1.4 MB\u001b[0m \u001b[31m18.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m0:01\u001b[0m\n\u001b[?25hInstalling collected packages: torchcodec\n Attempting uninstall: torchcodec\n Found existing installation: torchcodec 0.9.0\n Uninstalling torchcodec-0.9.0:\n Successfully uninstalled torchcodec-0.9.0\nSuccessfully installed torchcodec-0.7.0\n✓ Dependencies installed\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"## 🔄 Section 2 — Restart Kernel\n\n> **⚠️ IMPORTANT:** After the cell above finishes, you **must restart the kernel** before continuing.\n> \n> Go to **Runtime → Restart runtime** (Kaggle) or **Kernel → Restart** then run all cells below.","metadata":{}},{"cell_type":"code","source":"import os\nos._exit(0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-02T16:57:22.307014Z","execution_failed":"2026-03-02T16:57:42.673Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## 🗂️ Section 3 — Configuration & Paths","metadata":{}},{"cell_type":"code","source":"import os\n\n# =============================================================================\n# COMPETITION DATASET PATHS\n# The Kaggle competition dataset is mounted at BASE_DIR.\n# Inside it, the folder structure is:\n# diarization/diarization/\n# train/\n# audio/ <- *.wav training audio files\n# annotation/ <- *.csv annotation files (start_time, end_time, speaker_id)\n# test/\n# audio/ <- *.wav test audio files (no annotations)\n# =============================================================================\n\nBASE_DIR = r'/kaggle/input/competitions/dl-sprint-4-0-bengali-speaker-diarization-challenge'\nTRAIN_AUDIO_DIR = os.path.join(BASE_DIR, 'diarization', 'diarization', 'train', 'audio')\nTEST_AUDIO_DIR = os.path.join(BASE_DIR, 'diarization', 'diarization', 'test', 'audio')\nTRAIN_ANNOT_DIR = os.path.join(BASE_DIR, 'diarization', 'diarization', 'train', 'annotation')\n\n# Working directory — all generated files are written here\nWORK_DIR = '/kaggle/working'\nOUTPUT_DIR = os.path.join(WORK_DIR, 'fine_tuned_output')\nos.makedirs(OUTPUT_DIR, exist_ok=True)\n\n# Annotation directories that will be created\nRTTM_DIR = os.path.join(WORK_DIR, 'rttm')\nUEM_DIR = os.path.join(WORK_DIR, 'uem')\nLST_DIR = os.path.join(WORK_DIR, 'lst')\nfor d in [RTTM_DIR, UEM_DIR, LST_DIR]:\n os.makedirs(d, exist_ok=True)\n\nprint(\"✓ Paths configured\")\nprint(f\" Train audio : {TRAIN_AUDIO_DIR}\")\nprint(f\" Test audio : {TEST_AUDIO_DIR}\")\nprint(f\" Annotations : {TRAIN_ANNOT_DIR}\")\nprint(f\" Output dir : {OUTPUT_DIR}\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:00.180781Z","iopub.execute_input":"2026-03-02T17:03:00.181473Z","iopub.status.idle":"2026-03-02T17:03:00.193129Z","shell.execute_reply.started":"2026-03-02T17:03:00.181441Z","shell.execute_reply":"2026-03-02T17:03:00.192228Z"},"trusted":true},"outputs":[{"name":"stdout","text":"✓ Paths configured\n Train audio : /kaggle/input/competitions/dl-sprint-4-0-bengali-speaker-diarization-challenge/diarization/diarization/train/audio\n Test audio : /kaggle/input/competitions/dl-sprint-4-0-bengali-speaker-diarization-challenge/diarization/diarization/test/audio\n Annotations : /kaggle/input/competitions/dl-sprint-4-0-bengali-speaker-diarization-challenge/diarization/diarization/train/annotation\n Output dir : /kaggle/working/fine_tuned_output\n","output_type":"stream"}],"execution_count":1},{"cell_type":"markdown","source":"## 📋 Section 4 — Build Annotation Files from Dataset\n\nThis section **replaces** the original HuggingFace download.\n\nFor each training file found inside the competition dataset we:\n1. Parse the CSV annotation (`start_time`, `end_time`, `speaker_id` in `HH:MM:SS`) → convert to RTTM format\n2. Compute audio duration with `soundfile` → write a UEM (Unpartitioned Evaluation Map) file\n3. Collect file URIs and split them into **train** / **development** / **test** lists\n4. Write `database.yml` so pyannote.database can locate everything","metadata":{}},{"cell_type":"code","source":"import csv\nimport glob\nimport soundfile as sf\n\n# ---------------------------------------------------------------------------\n# Helper: convert HH:MM:SS timestamp string to total seconds (float)\n# ---------------------------------------------------------------------------\ndef hms_to_seconds(ts: str) -> float:\n \"\"\"\n Convert a timestamp string in 'HH:MM:SS' format to total seconds.\n Also handles 'MM:SS' if the dataset ever omits the hours field.\n \"\"\"\n parts = ts.strip().split(':')\n if len(parts) == 3:\n h, m, s = int(parts[0]), int(parts[1]), int(parts[2])\n elif len(parts) == 2:\n h, m, s = 0, int(parts[0]), int(parts[1])\n else:\n raise ValueError(f\"Unexpected timestamp format: '{ts}'\")\n return h * 3600 + m * 60 + s\n\n\n# ---------------------------------------------------------------------------\n# Helper: write a single RTTM file from a CSV annotation file\n# RTTM format:\n# SPEAKER 1 \n# ---------------------------------------------------------------------------\ndef csv_to_rttm(csv_path: str, rttm_path: str, uri: str) -> None:\n \"\"\"\n Parse a CSV annotation file and write the corresponding RTTM file.\n\n Parameters\n ----------\n csv_path : Path to the input CSV (columns: start_time, end_time, speaker_id)\n rttm_path : Destination path for the output RTTM file\n uri : File identifier (e.g. 'train_001') used in the RTTM records\n \"\"\"\n with open(csv_path, 'r', encoding='utf-8') as f_in, \\\n open(rttm_path, 'w', encoding='utf-8') as f_out:\n\n reader = csv.DictReader(f_in)\n for row in reader:\n # Skip empty rows that may appear at the end of the file\n if not row.get('start_time') or not row.get('end_time'):\n continue\n\n start = hms_to_seconds(row['start_time'])\n end = hms_to_seconds(row['end_time'])\n duration = end - start\n\n # Skip zero-length or negative segments (annotation artefacts)\n if duration <= 0:\n continue\n\n speaker = f\"speaker_{row['speaker_id'].strip()}\"\n f_out.write(\n f\"SPEAKER {uri} 1 {start:.2f} {duration:.2f} \"\n f\" {speaker} \\n\"\n )\n\n\n# ---------------------------------------------------------------------------\n# Helper: write a UEM file for a single audio file\n# UEM format:\n# 1 \n# where start=0.0 and end=duration of the audio\n# ---------------------------------------------------------------------------\ndef write_uem(audio_path: str, uem_path: str, uri: str) -> None:\n \"\"\"\n Read audio duration from the WAV file header and write the UEM file.\n\n Parameters\n ----------\n audio_path : Path to the .wav audio file\n uem_path : Destination path for the .uem file\n uri : File identifier used in the UEM record\n \"\"\"\n info = sf.info(audio_path)\n duration = info.frames / info.samplerate # duration in seconds\n with open(uem_path, 'w', encoding='utf-8') as f:\n f.write(f\"{uri} 1 0.00 {duration:.2f}\\n\")\n\n\n# ---------------------------------------------------------------------------\n# Step 1: Discover all training CSV annotation files\n# ---------------------------------------------------------------------------\ncsv_files = sorted(glob.glob(os.path.join(TRAIN_ANNOT_DIR, '*.csv')))\nprint(f\"📂 Found {len(csv_files)} training annotation CSV files\")\n\n# Collect all training URIs (e.g. 'train_001', 'train_002', ...)\nall_train_uris = []\nfor csv_path in csv_files:\n uri = os.path.splitext(os.path.basename(csv_path))[0] # e.g. 'train_001'\n audio_path = os.path.join(TRAIN_AUDIO_DIR, f'{uri}.wav')\n\n if not os.path.exists(audio_path):\n print(f\" ⚠️ Audio not found for {uri}, skipping\")\n continue\n\n # Generate RTTM\n rttm_path = os.path.join(RTTM_DIR, f'{uri}.rttm')\n csv_to_rttm(csv_path, rttm_path, uri)\n\n # Generate UEM (uses soundfile — no heavy library needed)\n uem_path = os.path.join(UEM_DIR, f'{uri}.uem')\n write_uem(audio_path, uem_path, uri)\n\n all_train_uris.append(uri)\n print(f\" ✓ {uri}\")\n\nprint(f\"\\n✓ Generated {len(all_train_uris)} RTTM + UEM files\")\n\n\n# ---------------------------------------------------------------------------\n# Step 2: Discover test audio files and generate UEM only (no annotations)\n# ---------------------------------------------------------------------------\ntest_wav_files = sorted(glob.glob(os.path.join(TEST_AUDIO_DIR, '*.wav')))\ntest_uris = []\nfor wav_path in test_wav_files:\n uri = os.path.splitext(os.path.basename(wav_path))[0] # e.g. 'test_010'\n uem_path = os.path.join(UEM_DIR, f'{uri}.uem')\n write_uem(wav_path, uem_path, uri)\n test_uris.append(uri)\n\nprint(f\"✓ Generated {len(test_uris)} UEM files for test audio\")\nprint(f\" Test URIs: {test_uris}\")\n\n\n# ---------------------------------------------------------------------------\n# Step 3: Split training URIs into train / development sets\n# Strategy: last 2 files → development, rest → train\n# Adjust DEV_SIZE if you want a different validation split.\n# ---------------------------------------------------------------------------\nDEV_SIZE = 2\ntrain_uris = all_train_uris[:-DEV_SIZE] if len(all_train_uris) > DEV_SIZE else all_train_uris\ndev_uris = all_train_uris[-DEV_SIZE:] if len(all_train_uris) > DEV_SIZE else []\n\nprint(f\"\\n✓ Split: {len(train_uris)} train | {len(dev_uris)} development | {len(test_uris)} test\")\n\n\n# ---------------------------------------------------------------------------\n# Step 4: Write LST files\n# Each LST file is a newline-separated list of file URIs.\n# ---------------------------------------------------------------------------\ndef write_lst(uris, path):\n with open(path, 'w', encoding='utf-8') as f:\n for uri in uris:\n f.write(uri + '\\n')\n\nwrite_lst(train_uris, os.path.join(LST_DIR, 'train.lst'))\nwrite_lst(dev_uris, os.path.join(LST_DIR, 'development.lst'))\nwrite_lst(test_uris, os.path.join(LST_DIR, 'test.lst'))\nprint(\"✓ LST files written\")\n\n\n# ---------------------------------------------------------------------------\n# Step 5: Write database.yml\n# This YAML file tells pyannote.database where to find audio, RTTM,\n# and UEM files for each split. Paths use {uri} as a placeholder that\n# pyannote resolves at runtime.\n# ---------------------------------------------------------------------------\nDATABASE_YML_PATH = os.path.join(WORK_DIR, 'database.yml')\n\ndatabase_yml_content = f\"\"\"# pyannote.database configuration\n# Auto-generated by the Kaggle inference notebook — do NOT edit manually.\n\nDatabases:\n CustomData: {WORK_DIR}/\n\nProtocols:\n CustomData:\n SpeakerDiarization:\n train:\n train:\n uri: {LST_DIR}/train.lst\n annotation: {RTTM_DIR}/{{uri}}.rttm\n annotated: {UEM_DIR}/{{uri}}.uem\n development:\n uri: {LST_DIR}/development.lst\n annotation: {RTTM_DIR}/{{uri}}.rttm\n annotated: {UEM_DIR}/{{uri}}.uem\n test:\n uri: {LST_DIR}/test.lst\n annotated: {UEM_DIR}/{{uri}}.uem\n\"\"\"\n\nwith open(DATABASE_YML_PATH, 'w', encoding='utf-8') as f:\n f.write(database_yml_content)\n\nprint(f\"✓ database.yml written to {DATABASE_YML_PATH}\")\nprint(\"\\n✅ Section 4 complete — all annotation files ready\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:05.458104Z","iopub.execute_input":"2026-03-02T17:03:05.45868Z","iopub.status.idle":"2026-03-02T17:03:05.630004Z","shell.execute_reply.started":"2026-03-02T17:03:05.458653Z","shell.execute_reply":"2026-03-02T17:03:05.629453Z"},"trusted":true},"outputs":[{"name":"stdout","text":"📂 Found 10 training annotation CSV files\n ✓ train_001\n ✓ train_002\n ✓ train_003\n ✓ train_004\n ✓ train_005\n ✓ train_006\n ✓ train_008\n ✓ train_009\n ✓ train_011\n ✓ train_013\n\n✓ Generated 10 RTTM + UEM files\n✓ Generated 14 UEM files for test audio\n Test URIs: ['test_010', 'test_012', 'test_016', 'test_018', 'test_019', 'test_020', 'test_021', 'test_022', 'test_023', 'test_024', 'test_027', 'test_029', 'test_030', 'test_032']\n\n✓ Split: 8 train | 2 development | 14 test\n✓ LST files written\n✓ database.yml written to /kaggle/working/database.yml\n\n✅ Section 4 complete — all annotation files ready\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"## 🔗 Section 5 — Load pyannote Database Protocol","metadata":{}},{"cell_type":"code","source":"import os\n\n# Point pyannote.database to our generated YAML file\nos.environ['PYANNOTE_DATABASE_CONFIG'] = os.path.join(WORK_DIR, 'database.yml')\n\nfrom pyannote.database import get_protocol\n\n# ---------------------------------------------------------------------------\n# Audio-path resolver: given a protocol file dict, return the .wav path.\n# Train files live in TRAIN_AUDIO_DIR, test files in TEST_AUDIO_DIR.\n# ---------------------------------------------------------------------------\ndef get_audio_path(f: dict) -> str:\n uri = f['uri']\n if uri.startswith('train_'):\n return os.path.join(TRAIN_AUDIO_DIR, f'{uri}.wav')\n return os.path.join(TEST_AUDIO_DIR, f'{uri}.wav')\n\n\n# Load the protocol (re-load it before each use because protocol iterators\n# are consumed once and cannot be rewound)\ndataset = get_protocol(\n 'CustomData.SpeakerDiarization.train',\n {'audio': get_audio_path}\n)\n\ntrain_files = list(dataset.train())\ndev_files = list(dataset.development())\ntest_files = list(dataset.test())\n\nprint(f\"✓ Protocol loaded\")\nprint(f\" Train : {len(train_files)} files\")\nprint(f\" Dev : {len(dev_files)} files\")\nprint(f\" Test : {len(test_files)} files\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:11.180473Z","iopub.execute_input":"2026-03-02T17:03:11.181069Z","iopub.status.idle":"2026-03-02T17:03:11.825644Z","shell.execute_reply.started":"2026-03-02T17:03:11.181043Z","shell.execute_reply":"2026-03-02T17:03:11.824996Z"},"trusted":true},"outputs":[{"name":"stdout","text":"'CustomData.SpeakerDiarization.train' found in /kaggle/working/database.yml does not define the 'scope' of speaker labels (file, database, or global). Setting it to 'file'.\n'CustomData.SpeakerDiarization.train' found in /kaggle/working/database.yml does not define the 'scope' of speaker labels (file, database, or global). Setting it to 'file'.\n","output_type":"stream"},{"name":"stderr","text":"/usr/local/lib/python3.12/dist-packages/pyannote/database/registry.py:499: UserWarning: Replacing existing CustomData.SpeakerDiarization.train protocol by the one defined in '/kaggle/working/database.yml'.\n warnings.warn(\n","output_type":"stream"},{"name":"stdout","text":"✓ Protocol loaded\n Train : 8 files\n Dev : 2 files\n Test : 14 files\n","output_type":"stream"}],"execution_count":3},{"cell_type":"markdown","source":"## 🔧 Section 6 — GPU Setup & Compatibility Patches","metadata":{}},{"cell_type":"code","source":"import warnings\nwarnings.filterwarnings('ignore')\n\nimport torch\nimport numpy as np\n\n# ---------------------------------------------------------------------------\n# Patch 1: allow loading pyannote checkpoints saved with full object pickling\n# (PyTorch >= 2.0 tightened the default to weights_only=True which breaks\n# legacy checkpoints that embed non-tensor objects.)\n# ---------------------------------------------------------------------------\n_orig_load = torch.load\ndef _patched_load(f, *args, **kwargs):\n kwargs['weights_only'] = False\n return _orig_load(f, *args, **kwargs)\ntorch.load = _patched_load\n\n# ---------------------------------------------------------------------------\n# Patch 2: NumPy 2.x removed the deprecated `np.NaN` and `np.Inf` aliases.\n# Some older pyannote internals still reference them, so we restore them.\n# ---------------------------------------------------------------------------\nif not hasattr(np, 'NaN'):\n np.NaN = np.nan\nif not hasattr(np, 'Inf'):\n np.Inf = np.inf\n\n# ---------------------------------------------------------------------------\n# Verify GPU is available (Kaggle T4 accelerator must be enabled)\n# ---------------------------------------------------------------------------\nassert torch.cuda.is_available(), (\n \"No GPU detected! Enable a T4 GPU accelerator in Notebook Settings.\"\n)\ndevice = torch.device('cuda')\nprint(f\"✓ PyTorch {torch.__version__}\")\nprint(f\"✓ GPU: {torch.cuda.get_device_name(0)}\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:14.243052Z","iopub.execute_input":"2026-03-02T17:03:14.243681Z","iopub.status.idle":"2026-03-02T17:03:16.6939Z","shell.execute_reply.started":"2026-03-02T17:03:14.243652Z","shell.execute_reply":"2026-03-02T17:03:16.693173Z"},"trusted":true},"outputs":[{"name":"stdout","text":"✓ PyTorch 2.8.0+cu126\n✓ GPU: Tesla T4\n","output_type":"stream"}],"execution_count":4},{"cell_type":"markdown","source":"## 🤗 Section 7 — Load Pretrained Pipeline\n\nWe load:\n- `pyannote/segmentation-3.0` — the base segmentation model (used as a reference for swapping)\n- `pyannote/speaker-diarization-community-1` — the full diarization pipeline\n\nBoth require a HuggingFace token with access granted to the gated model repositories.","metadata":{}},{"cell_type":"code","source":"from pyannote.audio import Model, Inference, Pipeline\n\n# ---------------------------------------------------------------------------\n# 🔑 Replace with your own HuggingFace token.\n# Grant access to pyannote/segmentation-3.0 and\n# pyannote/speaker-diarization-community-1\n# at https://huggingface.co before running.\n# ---------------------------------------------------------------------------\nHF_TOKEN = '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'\n\n# Load the pretrained segmentation backbone (needed to define the Inference wrapper)\npretrained_seg = Model.from_pretrained(\n 'pyannote/segmentation-3.0',\n token=HF_TOKEN\n)\nprint(\"✓ Pretrained segmentation model loaded\")\n\n# Load the full pretrained diarization pipeline\npipeline = Pipeline.from_pretrained(\n 'pyannote/speaker-diarization-community-1',\n token=HF_TOKEN\n)\npipeline.to(device)\nprint(\"✓ Pretrained pipeline loaded and moved to GPU\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:18.364697Z","iopub.execute_input":"2026-03-02T17:03:18.365091Z","iopub.status.idle":"2026-03-02T17:03:39.964231Z","shell.execute_reply.started":"2026-03-02T17:03:18.365065Z","shell.execute_reply":"2026-03-02T17:03:39.963535Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"pytorch_model.bin: 0%| | 0.00/5.91M [00:00 Annotation:\n \"\"\"\n Convert pipeline output to an Annotation object, handling both\n pyannote 3.x (returns Annotation directly) and\n pyannote 4.x (returns DiarizeOutput with .speaker_diarization).\n \"\"\"\n if isinstance(pipeline_output, Annotation):\n return pipeline_output\n\n # pyannote 4.x: DiarizeOutput has a .speaker_diarization attribute\n if hasattr(pipeline_output, 'speaker_diarization'):\n ann = Annotation()\n for turn, speaker in pipeline_output.speaker_diarization:\n ann[Segment(turn.start, turn.end)] = speaker\n return ann\n\n # Fallback: try itertracks (some intermediate versions)\n if hasattr(pipeline_output, 'itertracks'):\n ann = Annotation()\n for turn, _, speaker in pipeline_output.itertracks(yield_label=True):\n ann[Segment(turn.start, turn.end)] = speaker\n return ann\n\n raise TypeError(\n f\"Cannot convert pipeline output of type {type(pipeline_output)} to Annotation. \"\n \"Please check your pyannote.audio version.\"\n )\n\n\n# ---------------------------------------------------------------------------\n# Reload the test split from the protocol (iterators are single-use)\n# ---------------------------------------------------------------------------\ndataset = get_protocol(\n 'CustomData.SpeakerDiarization.train',\n {'audio': get_audio_path}\n)\ntest_files = list(dataset.test())\n\nprint(f\"🎙️ Running diarization on {len(test_files)} test files using {device} ...\\n\")\n\nall_results = {}\n\nfor file in tqdm(test_files, desc='Diarizing'):\n uri = file['uri']\n\n try:\n # Run the pipeline — pass the full file dict so pyannote can\n # handle audio loading using the 'audio' callback we defined\n raw_output = finetuned_pipeline(file)\n diarization = to_annotation(raw_output)\n\n segments = [\n {\n 'start': round(turn.start, 2),\n 'end': round(turn.end, 2),\n 'speaker': speaker\n }\n for turn, _, speaker in diarization.itertracks(yield_label=True)\n ]\n\n all_results[uri] = segments\n print(f\" ✓ {uri}: {len(segments)} segments\")\n\n except Exception as exc:\n print(f\" ✗ {uri}: {exc}\")\n all_results[uri] = []\n\nprint(f\"\\n✅ Inference complete — processed {len(all_results)} files\")\n\n# Save raw JSON results for inspection / post-processing\nresults_path = os.path.join(OUTPUT_DIR, 'diarization_results.json')\nwith open(results_path, 'w', encoding='utf-8') as f:\n json.dump(all_results, f, indent=2, ensure_ascii=False)\n\nprint(f\"✓ Raw results saved to {results_path}\")","metadata":{"execution":{"iopub.status.busy":"2026-03-02T17:03:45.475693Z","iopub.execute_input":"2026-03-02T17:03:45.476214Z","iopub.status.idle":"2026-03-02T18:23:32.177119Z","shell.execute_reply.started":"2026-03-02T17:03:45.476188Z","shell.execute_reply":"2026-03-02T18:23:32.176415Z"},"trusted":true},"outputs":[{"name":"stdout","text":"🎙️ Running diarization on 14 test files using cuda ...\n\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 7%|▋ | 1/14 [06:26<1:23:48, 386.84s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_010: 513 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 14%|█▍ | 2/14 [10:25<59:56, 299.73s/it] ","output_type":"stream"},{"name":"stdout","text":" ✓ test_012: 13 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 21%|██▏ | 3/14 [16:30<1:00:22, 329.33s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_016: 389 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 29%|██▊ | 4/14 [23:28<1:00:45, 364.53s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_018: 244 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 36%|███▌ | 5/14 [28:39<51:45, 345.01s/it] ","output_type":"stream"},{"name":"stdout","text":" ✓ test_019: 316 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 43%|████▎ | 6/14 [32:53<41:53, 314.23s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_020: 453 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 50%|█████ | 7/14 [38:11<36:49, 315.60s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_021: 288 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 57%|█████▋ | 8/14 [45:09<34:47, 347.95s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_022: 272 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 64%|██████▍ | 9/14 [50:31<28:19, 339.90s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_023: 263 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 71%|███████▏ | 10/14 [58:12<25:09, 377.26s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_024: 275 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 79%|███████▊ | 11/14 [1:06:02<20:16, 405.58s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_027: 266 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 86%|████████▌ | 12/14 [1:09:47<11:41, 350.82s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_029: 383 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 93%|█████████▎| 13/14 [1:15:40<05:51, 351.32s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_030: 561 segments\n","output_type":"stream"},{"name":"stderr","text":"Diarizing: 100%|██████████| 14/14 [1:19:46<00:00, 341.90s/it]","output_type":"stream"},{"name":"stdout","text":" ✓ test_032: 495 segments\n\n✅ Inference complete — processed 14 files\n✓ Raw results saved to /kaggle/working/fine_tuned_output/diarization_results.json\n","output_type":"stream"},{"name":"stderr","text":"\n","output_type":"stream"}],"execution_count":8},{"cell_type":"markdown","source":"## 📊 Section 11 — Generate submission.csv","metadata":{}},{"cell_type":"code","source":"import json\n\ndef filter_short_segments(input_file, output_file, min_duration=1.0):\n \"\"\"\n Remove segments with duration less than min_duration seconds.\n\n Args:\n input_file: Path to input JSON file\n output_file: Path to output JSON file\n min_duration: Minimum duration in seconds (default: 1.0)\n \"\"\"\n # Load the diarization results\n with open(input_file, 'r') as f:\n data = json.load(f)\n\n # Statistics\n total_segments = 0\n removed_segments = 0\n\n # Filter segments for each audio file\n filtered_data = {}\n for audio_id, segments in data.items():\n filtered_segments = []\n\n for segment in segments:\n duration = segment['end'] - segment['start']\n total_segments += 1\n\n if duration >= min_duration:\n filtered_segments.append(segment)\n else:\n removed_segments += 1\n print(f\"Removed: {audio_id} - Speaker {segment['speaker']} \"\n f\"({segment['start']:.2f}s - {segment['end']:.2f}s, duration: {duration:.2f}s)\")\n\n filtered_data[audio_id] = filtered_segments\n\n # Save filtered results\n with open(output_file, 'w') as f:\n json.dump(filtered_data, f, indent=2)\n\n # Print summary\n print(f\"\\n{'='*60}\")\n print(f\"Summary:\")\n print(f\"Total segments: {total_segments}\")\n print(f\"Removed segments: {removed_segments}\")\n print(f\"Remaining segments: {total_segments - removed_segments}\")\n print(f\"Filtered data saved to: {output_file}\")\n print(f\"{'='*60}\")\n\nif __name__ == \"__main__\":\n # Input and output file paths\n input_file = os.path.join(OUTPUT_DIR, 'diarization_results.json')\n output_file = os.path.join(OUTPUT_DIR, 'diarization_results_POST.json')\n\n # Filter segments shorter than 0.3 second\n filter_short_segments(input_file, output_file, min_duration=0.3)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-02T18:30:04.999103Z","iopub.execute_input":"2026-03-02T18:30:04.999957Z","iopub.status.idle":"2026-03-02T18:30:05.042541Z","shell.execute_reply.started":"2026-03-02T18:30:04.999923Z","shell.execute_reply":"2026-03-02T18:30:05.041729Z"}},"outputs":[{"name":"stdout","text":"Removed: test_010 - Speaker SPEAKER_00 (121.82s - 121.89s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_02 (242.09s - 242.19s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_03 (242.19s - 242.22s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_02 (242.22s - 242.32s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_02 (242.71s - 242.83s, duration: 0.12s)\nRemoved: test_010 - Speaker SPEAKER_07 (253.59s - 253.65s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_02 (295.02s - 295.16s, duration: 0.14s)\nRemoved: test_010 - Speaker SPEAKER_02 (310.02s - 310.13s, duration: 0.11s)\nRemoved: test_010 - Speaker SPEAKER_02 (329.89s - 330.04s, duration: 0.15s)\nRemoved: test_010 - Speaker SPEAKER_02 (359.50s - 359.59s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_02 (359.62s - 359.84s, duration: 0.22s)\nRemoved: test_010 - Speaker SPEAKER_02 (394.87s - 395.02s, duration: 0.15s)\nRemoved: test_010 - Speaker SPEAKER_02 (423.14s - 423.21s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_02 (432.22s - 432.32s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_02 (438.49s - 438.75s, duration: 0.26s)\nRemoved: test_010 - Speaker SPEAKER_03 (446.90s - 446.91s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_02 (448.69s - 448.70s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_03 (448.70s - 448.97s, duration: 0.27s)\nRemoved: test_010 - Speaker SPEAKER_03 (460.26s - 460.31s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_01 (484.97s - 485.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_01 (493.96s - 494.16s, duration: 0.20s)\nRemoved: test_010 - Speaker SPEAKER_03 (550.68s - 550.70s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_04 (550.70s - 550.75s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (550.75s - 550.76s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (550.76s - 550.78s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_03 (550.78s - 550.85s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (550.85s - 551.02s, duration: 0.17s)\nRemoved: test_010 - Speaker SPEAKER_03 (551.02s - 551.27s, duration: 0.25s)\nRemoved: test_010 - Speaker SPEAKER_04 (551.27s - 551.34s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (567.84s - 567.89s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (579.18s - 579.20s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_04 (579.20s - 579.25s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (596.85s - 596.97s, duration: 0.12s)\nRemoved: test_010 - Speaker SPEAKER_04 (596.97s - 597.03s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_04 (597.96s - 598.03s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (598.98s - 599.03s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_04 (599.97s - 600.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (600.97s - 601.03s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_03 (620.76s - 620.78s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (686.39s - 686.44s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (686.44s - 686.46s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (686.46s - 686.47s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_03 (686.47s - 686.51s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_02 (686.51s - 686.52s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_03 (686.52s - 686.62s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_03 (686.74s - 686.76s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (729.05s - 729.06s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (767.93s - 767.94s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_05 (803.26s - 803.31s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_04 (803.31s - 803.40s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_05 (824.14s - 824.16s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_05 (824.41s - 824.49s, duration: 0.08s)\nRemoved: test_010 - Speaker SPEAKER_05 (844.89s - 844.96s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (844.96s - 845.03s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_05 (849.82s - 849.91s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_05 (880.94s - 880.97s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (880.99s - 881.04s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_01 (881.90s - 882.05s, duration: 0.15s)\nRemoved: test_010 - Speaker SPEAKER_04 (936.59s - 936.68s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_05 (936.68s - 936.71s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_04 (936.71s - 936.83s, duration: 0.12s)\nRemoved: test_010 - Speaker SPEAKER_05 (951.11s - 951.29s, duration: 0.18s)\nRemoved: test_010 - Speaker SPEAKER_05 (962.80s - 962.83s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_01 (962.83s - 962.92s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_04 (968.98s - 968.99s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (970.50s - 970.55s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_05 (973.58s - 973.62s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_05 (981.89s - 981.97s, duration: 0.08s)\nRemoved: test_010 - Speaker SPEAKER_04 (981.97s - 982.16s, duration: 0.19s)\nRemoved: test_010 - Speaker SPEAKER_01 (1133.59s - 1133.88s, duration: 0.29s)\nRemoved: test_010 - Speaker SPEAKER_02 (1154.64s - 1154.69s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_01 (1154.69s - 1154.70s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_02 (1154.70s - 1154.92s, duration: 0.22s)\nRemoved: test_010 - Speaker SPEAKER_01 (1154.92s - 1154.97s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_02 (1183.51s - 1183.66s, duration: 0.15s)\nRemoved: test_010 - Speaker SPEAKER_02 (1201.02s - 1201.21s, duration: 0.19s)\nRemoved: test_010 - Speaker SPEAKER_02 (1218.02s - 1218.05s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_01 (1230.69s - 1230.71s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (1244.22s - 1244.44s, duration: 0.22s)\nRemoved: test_010 - Speaker SPEAKER_01 (1259.72s - 1259.75s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_03 (1259.75s - 1260.04s, duration: 0.29s)\nRemoved: test_010 - Speaker SPEAKER_02 (1260.04s - 1260.09s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_02 (1352.41s - 1352.44s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_02 (1410.66s - 1410.68s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (1411.51s - 1411.59s, duration: 0.08s)\nRemoved: test_010 - Speaker SPEAKER_03 (1411.59s - 1411.61s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (1411.61s - 1411.64s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_02 (1411.79s - 1411.96s, duration: 0.17s)\nRemoved: test_010 - Speaker SPEAKER_01 (1435.65s - 1435.86s, duration: 0.21s)\nRemoved: test_010 - Speaker SPEAKER_01 (1452.66s - 1452.73s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_01 (1452.80s - 1452.93s, duration: 0.13s)\nRemoved: test_010 - Speaker SPEAKER_03 (1469.37s - 1469.42s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (1469.47s - 1469.56s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_03 (1469.57s - 1469.66s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_03 (1469.96s - 1470.00s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_03 (1471.04s - 1471.06s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (1504.37s - 1504.57s, duration: 0.20s)\nRemoved: test_010 - Speaker SPEAKER_02 (1522.51s - 1522.58s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_01 (1685.03s - 1685.07s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_02 (1685.07s - 1685.13s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_04 (1804.61s - 1804.86s, duration: 0.25s)\nRemoved: test_010 - Speaker SPEAKER_04 (1824.88s - 1824.99s, duration: 0.11s)\nRemoved: test_010 - Speaker SPEAKER_04 (1825.10s - 1825.23s, duration: 0.13s)\nRemoved: test_010 - Speaker SPEAKER_04 (1933.94s - 1933.97s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (1933.97s - 1934.01s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_04 (1934.01s - 1934.02s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_05 (1939.49s - 1939.69s, duration: 0.20s)\nRemoved: test_010 - Speaker SPEAKER_04 (1939.69s - 1939.73s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_04 (1949.75s - 1949.79s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_02 (1977.19s - 1977.24s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_02 (1978.07s - 1978.10s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_02 (1979.00s - 1979.05s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_02 (2050.70s - 2050.88s, duration: 0.18s)\nRemoved: test_010 - Speaker SPEAKER_02 (2056.05s - 2056.11s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_07 (2056.11s - 2056.15s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_02 (2076.97s - 2077.02s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_02 (2081.34s - 2081.53s, duration: 0.19s)\nRemoved: test_010 - Speaker SPEAKER_04 (2103.33s - 2103.36s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_06 (2138.21s - 2138.23s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (2138.25s - 2138.26s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_06 (2138.80s - 2138.84s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_06 (2138.85s - 2138.87s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_04 (2180.28s - 2180.31s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_01 (2381.43s - 2381.57s, duration: 0.14s)\nRemoved: test_010 - Speaker SPEAKER_01 (2405.83s - 2405.87s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_06 (2413.93s - 2413.95s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (2414.94s - 2414.96s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (2458.60s - 2458.70s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_06 (2458.85s - 2458.87s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (2459.83s - 2459.85s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_04 (2517.16s - 2517.17s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (2517.22s - 2517.24s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_04 (2639.35s - 2639.43s, duration: 0.08s)\nRemoved: test_010 - Speaker SPEAKER_04 (2639.47s - 2639.50s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_06 (2747.18s - 2747.21s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_01 (2751.33s - 2751.38s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_01 (2873.03s - 2873.07s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_01 (2873.39s - 2873.42s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_06 (2873.42s - 2873.46s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_01 (2873.46s - 2873.47s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_06 (2873.47s - 2873.51s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_01 (2876.63s - 2876.66s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (2915.46s - 2915.47s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_01 (2915.47s - 2915.66s, duration: 0.19s)\nRemoved: test_010 - Speaker SPEAKER_01 (2915.81s - 2916.08s, duration: 0.27s)\nRemoved: test_010 - Speaker SPEAKER_06 (2934.24s - 2934.36s, duration: 0.12s)\nRemoved: test_010 - Speaker SPEAKER_04 (2953.49s - 2953.76s, duration: 0.27s)\nRemoved: test_010 - Speaker SPEAKER_04 (2955.92s - 2956.01s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_04 (3002.08s - 3002.19s, duration: 0.11s)\nRemoved: test_010 - Speaker SPEAKER_04 (3013.69s - 3013.97s, duration: 0.28s)\nRemoved: test_010 - Speaker SPEAKER_06 (3058.44s - 3058.46s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (3098.65s - 3098.69s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_06 (3110.35s - 3110.36s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (3137.43s - 3137.53s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_05 (3137.53s - 3137.77s, duration: 0.24s)\nRemoved: test_010 - Speaker SPEAKER_04 (3137.77s - 3137.97s, duration: 0.20s)\nRemoved: test_010 - Speaker SPEAKER_05 (3137.97s - 3138.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (3148.82s - 3148.89s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (3148.91s - 3148.94s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_06 (3153.90s - 3153.92s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (3153.93s - 3153.95s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_06 (3159.35s - 3159.44s, duration: 0.09s)\nRemoved: test_010 - Speaker SPEAKER_05 (3159.44s - 3159.50s, duration: 0.06s)\nRemoved: test_010 - Speaker SPEAKER_04 (3159.50s - 3159.66s, duration: 0.16s)\nRemoved: test_010 - Speaker SPEAKER_04 (3159.69s - 3159.93s, duration: 0.24s)\nRemoved: test_010 - Speaker SPEAKER_06 (3174.00s - 3174.02s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_03 (3197.62s - 3197.88s, duration: 0.26s)\nRemoved: test_010 - Speaker SPEAKER_03 (3202.28s - 3202.57s, duration: 0.29s)\nRemoved: test_010 - Speaker SPEAKER_03 (3202.64s - 3202.65s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_04 (3216.96s - 3217.03s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (3217.98s - 3218.03s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_04 (3218.97s - 3219.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_04 (3219.39s - 3219.65s, duration: 0.26s)\nRemoved: test_010 - Speaker SPEAKER_03 (3219.65s - 3219.66s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_01 (3222.24s - 3222.31s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_03 (3233.70s - 3233.74s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_03 (3233.96s - 3233.97s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_03 (3234.01s - 3234.02s, duration: 0.01s)\nRemoved: test_010 - Speaker SPEAKER_03 (3234.07s - 3234.09s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_03 (3234.12s - 3234.16s, duration: 0.04s)\nRemoved: test_010 - Speaker SPEAKER_05 (3253.58s - 3253.75s, duration: 0.17s)\nRemoved: test_010 - Speaker SPEAKER_03 (3253.75s - 3253.78s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (3261.97s - 3262.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_03 (3306.54s - 3306.57s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_03 (3306.69s - 3306.72s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (3307.06s - 3307.18s, duration: 0.12s)\nRemoved: test_010 - Speaker SPEAKER_03 (3307.18s - 3307.21s, duration: 0.03s)\nRemoved: test_010 - Speaker SPEAKER_05 (3309.98s - 3310.03s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_05 (3310.97s - 3311.02s, duration: 0.05s)\nRemoved: test_010 - Speaker SPEAKER_03 (3325.76s - 3325.86s, duration: 0.10s)\nRemoved: test_010 - Speaker SPEAKER_05 (3326.97s - 3327.04s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_01 (3377.04s - 3377.11s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_03 (3377.11s - 3377.22s, duration: 0.11s)\nRemoved: test_010 - Speaker SPEAKER_01 (3377.22s - 3377.29s, duration: 0.07s)\nRemoved: test_010 - Speaker SPEAKER_03 (3377.29s - 3377.44s, duration: 0.15s)\nRemoved: test_010 - Speaker SPEAKER_03 (3411.75s - 3411.77s, duration: 0.02s)\nRemoved: test_010 - Speaker SPEAKER_02 (3411.77s - 3412.04s, duration: 0.27s)\nRemoved: test_010 - Speaker SPEAKER_03 (3461.72s - 3461.80s, duration: 0.08s)\nRemoved: test_012 - Speaker SPEAKER_00 (90.19s - 90.23s, duration: 0.04s)\nRemoved: test_012 - Speaker SPEAKER_00 (1692.21s - 1692.29s, duration: 0.08s)\nRemoved: test_012 - Speaker SPEAKER_00 (1692.85s - 1692.86s, duration: 0.01s)\nRemoved: test_012 - Speaker SPEAKER_00 (1692.90s - 1692.93s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_07 (185.89s - 185.96s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_09 (195.97s - 196.03s, duration: 0.06s)\nRemoved: test_016 - Speaker SPEAKER_10 (545.53s - 545.77s, duration: 0.24s)\nRemoved: test_016 - Speaker SPEAKER_02 (571.89s - 571.94s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_02 (579.47s - 579.72s, duration: 0.25s)\nRemoved: test_016 - Speaker SPEAKER_02 (579.82s - 579.86s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_10 (587.62s - 587.64s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_02 (587.64s - 587.65s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_10 (588.29s - 588.31s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (588.33s - 588.34s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_10 (588.43s - 588.46s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_10 (588.97s - 589.27s, duration: 0.30s)\nRemoved: test_016 - Speaker SPEAKER_00 (589.27s - 589.31s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_11 (599.26s - 599.43s, duration: 0.17s)\nRemoved: test_016 - Speaker SPEAKER_00 (599.43s - 599.52s, duration: 0.09s)\nRemoved: test_016 - Speaker SPEAKER_11 (599.52s - 599.53s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_00 (611.63s - 611.70s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_08 (701.14s - 701.19s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_11 (706.98s - 707.03s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_09 (778.61s - 778.69s, duration: 0.08s)\nRemoved: test_016 - Speaker SPEAKER_00 (778.69s - 778.96s, duration: 0.27s)\nRemoved: test_016 - Speaker SPEAKER_09 (778.96s - 779.00s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_00 (779.00s - 779.03s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_08 (989.97s - 990.04s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_10 (1037.05s - 1037.07s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_09 (1057.33s - 1057.35s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_09 (1070.87s - 1070.94s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_10 (1070.94s - 1070.97s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_09 (1070.97s - 1071.04s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_10 (1071.04s - 1071.07s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_09 (1071.07s - 1071.21s, duration: 0.14s)\nRemoved: test_016 - Speaker SPEAKER_10 (1071.21s - 1071.24s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_09 (1071.24s - 1071.26s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (1071.26s - 1071.27s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_09 (1071.27s - 1071.48s, duration: 0.21s)\nRemoved: test_016 - Speaker SPEAKER_10 (1071.48s - 1071.73s, duration: 0.25s)\nRemoved: test_016 - Speaker SPEAKER_10 (1071.80s - 1071.83s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_09 (1123.79s - 1123.92s, duration: 0.13s)\nRemoved: test_016 - Speaker SPEAKER_11 (1194.93s - 1194.97s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_11 (1195.30s - 1195.32s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (1195.32s - 1195.35s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_11 (1195.35s - 1195.57s, duration: 0.22s)\nRemoved: test_016 - Speaker SPEAKER_10 (1195.57s - 1195.66s, duration: 0.09s)\nRemoved: test_016 - Speaker SPEAKER_11 (1195.66s - 1195.68s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (1195.68s - 1195.74s, duration: 0.06s)\nRemoved: test_016 - Speaker SPEAKER_11 (1201.97s - 1202.04s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_11 (1259.72s - 1259.88s, duration: 0.16s)\nRemoved: test_016 - Speaker SPEAKER_10 (1374.21s - 1374.26s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_10 (1374.79s - 1374.87s, duration: 0.08s)\nRemoved: test_016 - Speaker SPEAKER_09 (1447.86s - 1447.91s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_08 (1464.65s - 1464.70s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_08 (1464.71s - 1464.75s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_08 (1464.78s - 1464.81s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_08 (1464.85s - 1465.10s, duration: 0.25s)\nRemoved: test_016 - Speaker SPEAKER_08 (1486.94s - 1487.07s, duration: 0.13s)\nRemoved: test_016 - Speaker SPEAKER_10 (1487.07s - 1487.12s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_02 (1545.76s - 1545.78s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_02 (1545.85s - 1546.12s, duration: 0.27s)\nRemoved: test_016 - Speaker SPEAKER_08 (1551.97s - 1552.14s, duration: 0.17s)\nRemoved: test_016 - Speaker SPEAKER_10 (1569.17s - 1569.19s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (1579.46s - 1579.48s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_11 (1583.63s - 1583.72s, duration: 0.09s)\nRemoved: test_016 - Speaker SPEAKER_08 (1613.10s - 1613.13s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_08 (1613.31s - 1613.38s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_11 (1613.38s - 1613.40s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_08 (1627.51s - 1627.52s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_08 (1648.47s - 1648.48s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_08 (1648.52s - 1648.57s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_10 (1667.08s - 1667.23s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_03 (1681.42s - 1681.68s, duration: 0.26s)\nRemoved: test_016 - Speaker SPEAKER_03 (1681.71s - 1681.86s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_10 (1711.27s - 1711.31s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_10 (1766.69s - 1766.71s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_10 (1791.75s - 1791.77s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_11 (1955.37s - 1955.59s, duration: 0.22s)\nRemoved: test_016 - Speaker SPEAKER_08 (1992.02s - 1992.11s, duration: 0.09s)\nRemoved: test_016 - Speaker SPEAKER_05 (1999.60s - 1999.70s, duration: 0.10s)\nRemoved: test_016 - Speaker SPEAKER_08 (2021.47s - 2021.52s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_09 (2021.52s - 2021.66s, duration: 0.14s)\nRemoved: test_016 - Speaker SPEAKER_09 (2084.97s - 2085.04s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_09 (2152.49s - 2152.56s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_09 (2156.03s - 2156.13s, duration: 0.10s)\nRemoved: test_016 - Speaker SPEAKER_00 (2156.13s - 2156.17s, duration: 0.04s)\nRemoved: test_016 - Speaker SPEAKER_09 (2156.17s - 2156.20s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_00 (2157.30s - 2157.31s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_00 (2189.76s - 2190.03s, duration: 0.27s)\nRemoved: test_016 - Speaker SPEAKER_00 (2197.41s - 2197.48s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_01 (2321.85s - 2322.03s, duration: 0.18s)\nRemoved: test_016 - Speaker SPEAKER_08 (2336.56s - 2336.59s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_02 (2336.59s - 2336.61s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_08 (2336.61s - 2336.76s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_08 (2354.94s - 2354.97s, duration: 0.03s)\nRemoved: test_016 - Speaker SPEAKER_02 (2354.97s - 2354.99s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_02 (2581.10s - 2581.28s, duration: 0.18s)\nRemoved: test_016 - Speaker SPEAKER_02 (2581.53s - 2581.55s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_08 (2604.60s - 2604.65s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_11 (2624.13s - 2624.14s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_11 (2624.21s - 2624.23s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_11 (2665.83s - 2665.98s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_00 (2710.78s - 2710.93s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_00 (2786.99s - 2787.04s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_00 (2787.09s - 2787.17s, duration: 0.08s)\nRemoved: test_016 - Speaker SPEAKER_06 (2817.85s - 2817.92s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_06 (2818.86s - 2819.03s, duration: 0.17s)\nRemoved: test_016 - Speaker SPEAKER_04 (2896.15s - 2896.27s, duration: 0.12s)\nRemoved: test_016 - Speaker SPEAKER_00 (2896.27s - 2896.44s, duration: 0.17s)\nRemoved: test_016 - Speaker SPEAKER_09 (2896.44s - 2896.51s, duration: 0.07s)\nRemoved: test_016 - Speaker SPEAKER_00 (2896.51s - 2896.57s, duration: 0.06s)\nRemoved: test_016 - Speaker SPEAKER_04 (2896.57s - 2896.73s, duration: 0.16s)\nRemoved: test_016 - Speaker SPEAKER_10 (3035.32s - 3035.54s, duration: 0.22s)\nRemoved: test_016 - Speaker SPEAKER_10 (3041.33s - 3041.34s, duration: 0.01s)\nRemoved: test_016 - Speaker SPEAKER_08 (3042.68s - 3042.93s, duration: 0.25s)\nRemoved: test_016 - Speaker SPEAKER_00 (3084.71s - 3084.73s, duration: 0.02s)\nRemoved: test_016 - Speaker SPEAKER_00 (3084.83s - 3084.95s, duration: 0.12s)\nRemoved: test_016 - Speaker SPEAKER_00 (3084.97s - 3085.02s, duration: 0.05s)\nRemoved: test_016 - Speaker SPEAKER_00 (3087.84s - 3088.04s, duration: 0.20s)\nRemoved: test_016 - Speaker SPEAKER_05 (3357.89s - 3358.04s, duration: 0.15s)\nRemoved: test_016 - Speaker SPEAKER_05 (3358.07s - 3358.32s, duration: 0.25s)\nRemoved: test_018 - Speaker SPEAKER_07 (146.94s - 146.96s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_01 (162.44s - 162.45s, duration: 0.01s)\nRemoved: test_018 - Speaker SPEAKER_07 (312.72s - 312.89s, duration: 0.17s)\nRemoved: test_018 - Speaker SPEAKER_01 (312.89s - 313.03s, duration: 0.14s)\nRemoved: test_018 - Speaker SPEAKER_07 (313.03s - 313.05s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_01 (313.05s - 313.11s, duration: 0.06s)\nRemoved: test_018 - Speaker SPEAKER_01 (318.02s - 318.14s, duration: 0.12s)\nRemoved: test_018 - Speaker SPEAKER_07 (318.14s - 318.38s, duration: 0.24s)\nRemoved: test_018 - Speaker SPEAKER_01 (332.72s - 332.74s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_07 (357.06s - 357.12s, duration: 0.06s)\nRemoved: test_018 - Speaker SPEAKER_07 (525.15s - 525.20s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (556.26s - 556.28s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_07 (562.83s - 562.96s, duration: 0.13s)\nRemoved: test_018 - Speaker SPEAKER_05 (562.96s - 563.03s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_07 (598.28s - 598.42s, duration: 0.14s)\nRemoved: test_018 - Speaker SPEAKER_05 (598.42s - 598.55s, duration: 0.13s)\nRemoved: test_018 - Speaker SPEAKER_05 (674.96s - 675.03s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (675.98s - 676.03s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (676.97s - 677.04s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_07 (728.25s - 728.31s, duration: 0.06s)\nRemoved: test_018 - Speaker SPEAKER_07 (742.89s - 742.97s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_05 (1013.98s - 1014.03s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_04 (1146.60s - 1146.72s, duration: 0.12s)\nRemoved: test_018 - Speaker SPEAKER_00 (1146.72s - 1146.74s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_06 (1271.33s - 1271.36s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_05 (1271.36s - 1271.58s, duration: 0.22s)\nRemoved: test_018 - Speaker SPEAKER_06 (1273.38s - 1273.54s, duration: 0.16s)\nRemoved: test_018 - Speaker SPEAKER_05 (1273.54s - 1273.57s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_06 (1273.57s - 1273.69s, duration: 0.12s)\nRemoved: test_018 - Speaker SPEAKER_05 (1273.69s - 1273.71s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_06 (1273.71s - 1273.79s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_07 (1294.43s - 1294.46s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_05 (1294.46s - 1294.48s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_05 (1297.65s - 1297.67s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_07 (1297.67s - 1297.80s, duration: 0.13s)\nRemoved: test_018 - Speaker SPEAKER_06 (1314.49s - 1314.64s, duration: 0.15s)\nRemoved: test_018 - Speaker SPEAKER_03 (1314.64s - 1314.66s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_06 (1314.66s - 1314.75s, duration: 0.09s)\nRemoved: test_018 - Speaker SPEAKER_03 (1314.75s - 1314.78s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_06 (1314.78s - 1314.85s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_03 (1314.85s - 1314.93s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_06 (1314.93s - 1315.03s, duration: 0.10s)\nRemoved: test_018 - Speaker SPEAKER_05 (1399.96s - 1400.03s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (1400.98s - 1401.03s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (1401.97s - 1402.02s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (1402.97s - 1403.04s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (1403.96s - 1404.03s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (1524.37s - 1524.45s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_05 (1799.73s - 1799.78s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_06 (1799.78s - 1799.90s, duration: 0.12s)\nRemoved: test_018 - Speaker SPEAKER_05 (1855.13s - 1855.20s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (1855.40s - 1855.42s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_06 (1855.44s - 1855.59s, duration: 0.15s)\nRemoved: test_018 - Speaker SPEAKER_05 (1855.59s - 1855.62s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_05 (1855.98s - 1856.03s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (1873.24s - 1873.29s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_00 (1873.29s - 1873.46s, duration: 0.17s)\nRemoved: test_018 - Speaker SPEAKER_02 (2113.08s - 2113.12s, duration: 0.04s)\nRemoved: test_018 - Speaker SPEAKER_05 (2331.08s - 2331.09s, duration: 0.01s)\nRemoved: test_018 - Speaker SPEAKER_05 (2398.96s - 2399.03s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (2399.98s - 2400.03s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (2400.97s - 2401.02s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_05 (2401.97s - 2402.04s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (2578.92s - 2578.97s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_07 (2578.97s - 2578.99s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_07 (2612.37s - 2612.43s, duration: 0.06s)\nRemoved: test_018 - Speaker SPEAKER_06 (2718.68s - 2718.71s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_05 (2929.02s - 2929.14s, duration: 0.12s)\nRemoved: test_018 - Speaker SPEAKER_06 (2929.21s - 2929.23s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_06 (2929.24s - 2929.35s, duration: 0.11s)\nRemoved: test_018 - Speaker SPEAKER_06 (2976.58s - 2976.65s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (3182.28s - 3182.49s, duration: 0.21s)\nRemoved: test_018 - Speaker SPEAKER_07 (3345.97s - 3346.02s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_07 (3394.81s - 3394.89s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_05 (3536.39s - 3536.44s, duration: 0.05s)\nRemoved: test_018 - Speaker SPEAKER_01 (3536.44s - 3536.51s, duration: 0.07s)\nRemoved: test_018 - Speaker SPEAKER_05 (3536.51s - 3536.74s, duration: 0.23s)\nRemoved: test_018 - Speaker SPEAKER_01 (3536.74s - 3536.78s, duration: 0.04s)\nRemoved: test_018 - Speaker SPEAKER_01 (3537.49s - 3537.57s, duration: 0.08s)\nRemoved: test_018 - Speaker SPEAKER_07 (3562.43s - 3562.46s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_01 (3562.46s - 3562.50s, duration: 0.04s)\nRemoved: test_018 - Speaker SPEAKER_07 (3562.50s - 3562.63s, duration: 0.13s)\nRemoved: test_018 - Speaker SPEAKER_07 (3562.66s - 3562.68s, duration: 0.02s)\nRemoved: test_018 - Speaker SPEAKER_07 (3603.79s - 3603.89s, duration: 0.10s)\nRemoved: test_018 - Speaker SPEAKER_05 (3603.89s - 3603.92s, duration: 0.03s)\nRemoved: test_018 - Speaker SPEAKER_07 (3603.92s - 3603.97s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_01 (17.97s - 18.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_01 (18.96s - 19.03s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_01 (19.61s - 19.69s, duration: 0.08s)\nRemoved: test_019 - Speaker SPEAKER_01 (19.89s - 19.91s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_01 (19.93s - 19.96s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_01 (19.98s - 20.01s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_03 (45.44s - 45.48s, duration: 0.04s)\nRemoved: test_019 - Speaker SPEAKER_03 (45.49s - 45.51s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_12 (115.59s - 115.61s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_10 (115.61s - 115.68s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_12 (115.68s - 115.84s, duration: 0.16s)\nRemoved: test_019 - Speaker SPEAKER_10 (115.84s - 115.96s, duration: 0.12s)\nRemoved: test_019 - Speaker SPEAKER_12 (175.97s - 176.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_12 (176.97s - 177.03s, duration: 0.06s)\nRemoved: test_019 - Speaker SPEAKER_10 (179.02s - 179.18s, duration: 0.16s)\nRemoved: test_019 - Speaker SPEAKER_12 (179.18s - 179.36s, duration: 0.18s)\nRemoved: test_019 - Speaker SPEAKER_12 (179.97s - 180.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_01 (235.66s - 235.67s, duration: 0.01s)\nRemoved: test_019 - Speaker SPEAKER_04 (284.83s - 284.97s, duration: 0.14s)\nRemoved: test_019 - Speaker SPEAKER_03 (285.54s - 285.56s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_01 (585.96s - 586.18s, duration: 0.22s)\nRemoved: test_019 - Speaker SPEAKER_02 (605.03s - 605.13s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_02 (617.88s - 617.93s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_12 (617.93s - 617.94s, duration: 0.01s)\nRemoved: test_019 - Speaker SPEAKER_02 (617.94s - 617.98s, duration: 0.04s)\nRemoved: test_019 - Speaker SPEAKER_02 (709.96s - 709.98s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_02 (710.25s - 710.35s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_05 (712.12s - 712.19s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_08 (795.72s - 795.97s, duration: 0.25s)\nRemoved: test_019 - Speaker SPEAKER_07 (795.97s - 796.02s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_07 (796.97s - 797.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_06 (1099.03s - 1099.05s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_06 (1099.34s - 1099.39s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_06 (1099.40s - 1099.57s, duration: 0.17s)\nRemoved: test_019 - Speaker SPEAKER_06 (1100.69s - 1100.75s, duration: 0.06s)\nRemoved: test_019 - Speaker SPEAKER_03 (1124.38s - 1124.43s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_01 (1340.82s - 1340.85s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_07 (1385.69s - 1385.96s, duration: 0.27s)\nRemoved: test_019 - Speaker SPEAKER_08 (1388.03s - 1388.13s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_08 (1570.98s - 1571.03s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_08 (1603.97s - 1604.00s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_07 (1604.00s - 1604.03s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_08 (1604.03s - 1604.13s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_08 (1604.84s - 1604.89s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_10 (1639.76s - 1639.91s, duration: 0.15s)\nRemoved: test_019 - Speaker SPEAKER_08 (1658.93s - 1658.98s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_08 (1771.37s - 1771.38s, duration: 0.01s)\nRemoved: test_019 - Speaker SPEAKER_08 (1771.42s - 1771.60s, duration: 0.18s)\nRemoved: test_019 - Speaker SPEAKER_11 (1857.93s - 1858.04s, duration: 0.11s)\nRemoved: test_019 - Speaker SPEAKER_11 (2014.55s - 2014.80s, duration: 0.25s)\nRemoved: test_019 - Speaker SPEAKER_02 (2065.85s - 2065.95s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_11 (2087.94s - 2087.97s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_09 (2401.97s - 2402.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_03 (2471.17s - 2471.29s, duration: 0.12s)\nRemoved: test_019 - Speaker SPEAKER_09 (2471.29s - 2471.31s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_09 (2485.11s - 2485.36s, duration: 0.25s)\nRemoved: test_019 - Speaker SPEAKER_09 (2491.02s - 2491.05s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_02 (2491.05s - 2491.08s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_09 (2491.08s - 2491.17s, duration: 0.09s)\nRemoved: test_019 - Speaker SPEAKER_02 (2491.17s - 2491.22s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_02 (2491.59s - 2491.61s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_09 (2491.61s - 2491.64s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_09 (2491.68s - 2491.69s, duration: 0.01s)\nRemoved: test_019 - Speaker SPEAKER_09 (2513.34s - 2513.46s, duration: 0.12s)\nRemoved: test_019 - Speaker SPEAKER_05 (2513.46s - 2513.49s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_09 (2533.69s - 2533.86s, duration: 0.17s)\nRemoved: test_019 - Speaker SPEAKER_03 (2556.63s - 2556.76s, duration: 0.13s)\nRemoved: test_019 - Speaker SPEAKER_03 (2556.90s - 2557.00s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_09 (2602.59s - 2602.61s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_09 (2752.19s - 2752.24s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_09 (2774.08s - 2774.10s, duration: 0.02s)\nRemoved: test_019 - Speaker SPEAKER_08 (2774.97s - 2775.02s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_09 (2775.02s - 2775.24s, duration: 0.22s)\nRemoved: test_019 - Speaker SPEAKER_03 (2815.71s - 2815.86s, duration: 0.15s)\nRemoved: test_019 - Speaker SPEAKER_03 (2816.81s - 2816.87s, duration: 0.06s)\nRemoved: test_019 - Speaker SPEAKER_09 (2818.43s - 2818.44s, duration: 0.01s)\nRemoved: test_019 - Speaker SPEAKER_03 (2818.44s - 2818.56s, duration: 0.12s)\nRemoved: test_019 - Speaker SPEAKER_03 (2818.61s - 2818.80s, duration: 0.19s)\nRemoved: test_019 - Speaker SPEAKER_09 (2818.80s - 2818.83s, duration: 0.03s)\nRemoved: test_019 - Speaker SPEAKER_03 (2818.83s - 2818.92s, duration: 0.09s)\nRemoved: test_019 - Speaker SPEAKER_09 (2818.92s - 2819.02s, duration: 0.10s)\nRemoved: test_019 - Speaker SPEAKER_03 (2944.97s - 2945.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_03 (2945.97s - 2946.03s, duration: 0.06s)\nRemoved: test_019 - Speaker SPEAKER_03 (2946.96s - 2947.03s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_03 (2947.98s - 2948.03s, duration: 0.05s)\nRemoved: test_019 - Speaker SPEAKER_03 (2948.97s - 2949.04s, duration: 0.07s)\nRemoved: test_019 - Speaker SPEAKER_13 (3024.05s - 3024.22s, duration: 0.17s)\nRemoved: test_019 - Speaker SPEAKER_08 (3053.26s - 3053.49s, duration: 0.23s)\nRemoved: test_020 - Speaker SPEAKER_04 (10.36s - 10.39s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_04 (10.46s - 10.48s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_00 (17.48s - 17.67s, duration: 0.19s)\nRemoved: test_020 - Speaker SPEAKER_06 (17.67s - 17.77s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_05 (110.41s - 110.44s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_06 (119.94s - 120.03s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_00 (120.03s - 120.06s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_06 (127.13s - 127.15s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_06 (127.17s - 127.45s, duration: 0.28s)\nRemoved: test_020 - Speaker SPEAKER_06 (127.49s - 127.57s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_02 (152.18s - 152.28s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_02 (159.85s - 159.94s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_02 (160.80s - 160.87s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_02 (160.92s - 160.97s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_04 (245.02s - 245.04s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_06 (306.92s - 307.02s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_02 (390.59s - 390.60s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_01 (396.00s - 396.04s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_02 (396.04s - 396.26s, duration: 0.22s)\nRemoved: test_020 - Speaker SPEAKER_02 (396.27s - 396.36s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_07 (396.59s - 396.61s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_02 (396.63s - 396.66s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_07 (398.15s - 398.16s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_02 (403.06s - 403.16s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_07 (403.16s - 403.24s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_05 (436.33s - 436.50s, duration: 0.17s)\nRemoved: test_020 - Speaker SPEAKER_04 (441.87s - 442.07s, duration: 0.20s)\nRemoved: test_020 - Speaker SPEAKER_03 (443.37s - 443.40s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_04 (443.40s - 443.47s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_04 (445.63s - 445.67s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_03 (470.69s - 470.94s, duration: 0.25s)\nRemoved: test_020 - Speaker SPEAKER_03 (491.03s - 491.04s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_04 (493.96s - 494.03s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_03 (504.53s - 504.61s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_02 (504.61s - 504.63s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_03 (555.94s - 556.01s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_07 (582.13s - 582.17s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_06 (589.54s - 589.58s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_02 (608.36s - 608.43s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_07 (608.43s - 608.44s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_01 (608.44s - 608.49s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_07 (608.49s - 608.64s, duration: 0.15s)\nRemoved: test_020 - Speaker SPEAKER_02 (704.51s - 704.65s, duration: 0.14s)\nRemoved: test_020 - Speaker SPEAKER_05 (744.98s - 745.23s, duration: 0.25s)\nRemoved: test_020 - Speaker SPEAKER_05 (746.97s - 747.02s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_06 (760.79s - 760.86s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_05 (766.29s - 766.44s, duration: 0.15s)\nRemoved: test_020 - Speaker SPEAKER_05 (797.75s - 797.76s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_05 (797.78s - 797.86s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_05 (825.98s - 826.03s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_03 (847.48s - 847.58s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_02 (847.58s - 847.68s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_03 (847.68s - 847.92s, duration: 0.24s)\nRemoved: test_020 - Speaker SPEAKER_03 (995.96s - 995.98s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_02 (1000.97s - 1001.04s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_03 (1004.16s - 1004.21s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_03 (1005.75s - 1005.90s, duration: 0.15s)\nRemoved: test_020 - Speaker SPEAKER_03 (1006.56s - 1006.59s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_05 (1008.84s - 1008.87s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_03 (1068.10s - 1068.18s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_02 (1068.18s - 1068.25s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_03 (1095.66s - 1095.69s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_00 (1095.69s - 1095.79s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_03 (1095.79s - 1096.03s, duration: 0.24s)\nRemoved: test_020 - Speaker SPEAKER_00 (1111.82s - 1111.91s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_03 (1111.91s - 1111.98s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_00 (1111.98s - 1112.11s, duration: 0.13s)\nRemoved: test_020 - Speaker SPEAKER_02 (1177.47s - 1177.77s, duration: 0.30s)\nRemoved: test_020 - Speaker SPEAKER_02 (1177.79s - 1177.82s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_02 (1200.92s - 1200.96s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_03 (1203.05s - 1203.17s, duration: 0.12s)\nRemoved: test_020 - Speaker SPEAKER_05 (1297.13s - 1297.33s, duration: 0.20s)\nRemoved: test_020 - Speaker SPEAKER_02 (1346.47s - 1346.57s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_05 (1360.68s - 1360.71s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_05 (1384.25s - 1384.44s, duration: 0.19s)\nRemoved: test_020 - Speaker SPEAKER_03 (1384.44s - 1384.68s, duration: 0.24s)\nRemoved: test_020 - Speaker SPEAKER_05 (1384.68s - 1384.89s, duration: 0.21s)\nRemoved: test_020 - Speaker SPEAKER_05 (1386.97s - 1387.09s, duration: 0.12s)\nRemoved: test_020 - Speaker SPEAKER_06 (1400.40s - 1400.42s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_02 (1491.39s - 1491.41s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_04 (1545.92s - 1545.93s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_02 (1558.83s - 1558.84s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_07 (1558.84s - 1558.96s, duration: 0.12s)\nRemoved: test_020 - Speaker SPEAKER_02 (1575.31s - 1575.33s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_07 (1575.33s - 1575.40s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_02 (1575.40s - 1575.41s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_07 (1575.41s - 1575.57s, duration: 0.16s)\nRemoved: test_020 - Speaker SPEAKER_02 (1575.57s - 1575.67s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_07 (1575.67s - 1575.90s, duration: 0.23s)\nRemoved: test_020 - Speaker SPEAKER_02 (1575.90s - 1575.97s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_07 (1575.97s - 1576.21s, duration: 0.24s)\nRemoved: test_020 - Speaker SPEAKER_07 (1593.87s - 1594.03s, duration: 0.16s)\nRemoved: test_020 - Speaker SPEAKER_07 (1594.89s - 1594.94s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_02 (1626.85s - 1626.87s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_02 (1632.59s - 1632.70s, duration: 0.11s)\nRemoved: test_020 - Speaker SPEAKER_02 (1632.81s - 1633.02s, duration: 0.21s)\nRemoved: test_020 - Speaker SPEAKER_07 (1633.02s - 1633.08s, duration: 0.06s)\nRemoved: test_020 - Speaker SPEAKER_07 (1633.45s - 1633.68s, duration: 0.23s)\nRemoved: test_020 - Speaker SPEAKER_02 (1633.82s - 1633.85s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_06 (1670.59s - 1670.64s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_01 (1687.02s - 1687.09s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_05 (1713.60s - 1713.64s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_00 (1719.93s - 1719.98s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_00 (1720.00s - 1720.03s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_05 (1834.98s - 1835.04s, duration: 0.06s)\nRemoved: test_020 - Speaker SPEAKER_05 (1920.00s - 1920.02s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_05 (1920.03s - 1920.09s, duration: 0.06s)\nRemoved: test_020 - Speaker SPEAKER_01 (1923.41s - 1923.44s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_01 (1923.49s - 1923.60s, duration: 0.11s)\nRemoved: test_020 - Speaker SPEAKER_02 (1966.26s - 1966.36s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_02 (1966.95s - 1967.05s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_01 (1972.87s - 1972.95s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_01 (1972.97s - 1973.04s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_05 (1973.04s - 1973.06s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_01 (2013.98s - 2014.08s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_01 (2014.28s - 2014.37s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_01 (2014.70s - 2014.74s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_01 (2014.75s - 2014.91s, duration: 0.16s)\nRemoved: test_020 - Speaker SPEAKER_01 (2014.97s - 2015.01s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_07 (2037.48s - 2037.52s, duration: 0.04s)\nRemoved: test_020 - Speaker SPEAKER_02 (2093.56s - 2093.64s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_02 (2109.68s - 2109.74s, duration: 0.06s)\nRemoved: test_020 - Speaker SPEAKER_03 (2193.53s - 2193.56s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_02 (2193.56s - 2193.58s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_03 (2193.58s - 2193.63s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_02 (2193.63s - 2193.68s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_02 (2198.74s - 2198.98s, duration: 0.24s)\nRemoved: test_020 - Speaker SPEAKER_05 (2204.45s - 2204.50s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_06 (2239.23s - 2239.33s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_06 (2249.43s - 2249.45s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_05 (2249.45s - 2249.47s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_06 (2249.47s - 2249.54s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_05 (2257.97s - 2258.02s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_07 (2277.63s - 2277.80s, duration: 0.17s)\nRemoved: test_020 - Speaker SPEAKER_07 (2278.71s - 2278.78s, duration: 0.07s)\nRemoved: test_020 - Speaker SPEAKER_02 (2329.96s - 2330.01s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_06 (2413.26s - 2413.34s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_05 (2414.07s - 2414.10s, duration: 0.03s)\nRemoved: test_020 - Speaker SPEAKER_06 (2414.10s - 2414.12s, duration: 0.02s)\nRemoved: test_020 - Speaker SPEAKER_06 (2414.79s - 2414.93s, duration: 0.14s)\nRemoved: test_020 - Speaker SPEAKER_07 (2441.81s - 2441.96s, duration: 0.15s)\nRemoved: test_020 - Speaker SPEAKER_06 (2509.97s - 2510.07s, duration: 0.10s)\nRemoved: test_020 - Speaker SPEAKER_05 (2513.06s - 2513.11s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_06 (2513.11s - 2513.12s, duration: 0.01s)\nRemoved: test_020 - Speaker SPEAKER_05 (2513.12s - 2513.39s, duration: 0.27s)\nRemoved: test_020 - Speaker SPEAKER_05 (2538.94s - 2539.03s, duration: 0.09s)\nRemoved: test_020 - Speaker SPEAKER_06 (2539.03s - 2539.08s, duration: 0.05s)\nRemoved: test_020 - Speaker SPEAKER_05 (2539.08s - 2539.16s, duration: 0.08s)\nRemoved: test_020 - Speaker SPEAKER_04 (2614.04s - 2614.20s, duration: 0.16s)\nRemoved: test_021 - Speaker SPEAKER_00 (17.97s - 18.04s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_00 (18.22s - 18.51s, duration: 0.29s)\nRemoved: test_021 - Speaker SPEAKER_00 (18.56s - 18.58s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_00 (18.91s - 18.93s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_00 (18.96s - 19.03s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_01 (63.75s - 63.77s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_02 (198.53s - 198.55s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_02 (245.02s - 245.04s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_02 (245.06s - 245.09s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_08 (498.42s - 498.45s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_12 (814.49s - 814.50s, duration: 0.01s)\nRemoved: test_021 - Speaker SPEAKER_11 (814.50s - 814.76s, duration: 0.26s)\nRemoved: test_021 - Speaker SPEAKER_02 (871.96s - 872.03s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_02 (872.97s - 873.03s, duration: 0.06s)\nRemoved: test_021 - Speaker SPEAKER_02 (991.84s - 992.10s, duration: 0.26s)\nRemoved: test_021 - Speaker SPEAKER_13 (1164.44s - 1164.49s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_13 (1176.98s - 1177.03s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_08 (1284.42s - 1284.59s, duration: 0.17s)\nRemoved: test_021 - Speaker SPEAKER_08 (1284.69s - 1284.72s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_02 (1347.60s - 1347.63s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_14 (1592.96s - 1593.03s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_14 (1593.98s - 1594.03s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_14 (1594.97s - 1595.04s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_04 (1821.75s - 1821.77s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_06 (1946.75s - 1946.83s, duration: 0.08s)\nRemoved: test_021 - Speaker SPEAKER_13 (1946.83s - 1946.85s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_04 (2047.49s - 2047.51s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_05 (2047.51s - 2047.53s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_04 (2047.53s - 2047.56s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_05 (2047.56s - 2047.74s, duration: 0.18s)\nRemoved: test_021 - Speaker SPEAKER_00 (2079.37s - 2079.49s, duration: 0.12s)\nRemoved: test_021 - Speaker SPEAKER_05 (2079.49s - 2079.69s, duration: 0.20s)\nRemoved: test_021 - Speaker SPEAKER_05 (2079.72s - 2079.77s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_03 (2124.61s - 2124.71s, duration: 0.10s)\nRemoved: test_021 - Speaker SPEAKER_05 (2124.71s - 2124.96s, duration: 0.25s)\nRemoved: test_021 - Speaker SPEAKER_12 (2200.97s - 2201.04s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_00 (2251.32s - 2251.34s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_04 (2251.34s - 2251.43s, duration: 0.09s)\nRemoved: test_021 - Speaker SPEAKER_00 (2281.41s - 2281.43s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_00 (2283.34s - 2283.56s, duration: 0.22s)\nRemoved: test_021 - Speaker SPEAKER_04 (2388.62s - 2388.91s, duration: 0.29s)\nRemoved: test_021 - Speaker SPEAKER_02 (2388.91s - 2388.97s, duration: 0.06s)\nRemoved: test_021 - Speaker SPEAKER_04 (2388.97s - 2389.02s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_02 (2389.02s - 2389.16s, duration: 0.14s)\nRemoved: test_021 - Speaker SPEAKER_04 (2389.16s - 2389.21s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_02 (2430.33s - 2430.35s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_14 (2430.35s - 2430.42s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_02 (2430.42s - 2430.64s, duration: 0.22s)\nRemoved: test_021 - Speaker SPEAKER_02 (2430.96s - 2430.98s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_02 (2432.97s - 2433.03s, duration: 0.06s)\nRemoved: test_021 - Speaker SPEAKER_02 (2433.96s - 2434.03s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_02 (2434.42s - 2434.72s, duration: 0.30s)\nRemoved: test_021 - Speaker SPEAKER_14 (2434.72s - 2434.98s, duration: 0.26s)\nRemoved: test_021 - Speaker SPEAKER_07 (2479.05s - 2479.07s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_08 (2538.66s - 2538.71s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_02 (2569.57s - 2569.86s, duration: 0.29s)\nRemoved: test_021 - Speaker SPEAKER_02 (2570.09s - 2570.11s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_08 (2571.12s - 2571.19s, duration: 0.07s)\nRemoved: test_021 - Speaker SPEAKER_10 (2571.19s - 2571.33s, duration: 0.14s)\nRemoved: test_021 - Speaker SPEAKER_08 (2579.04s - 2579.07s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_10 (2579.07s - 2579.31s, duration: 0.24s)\nRemoved: test_021 - Speaker SPEAKER_02 (2643.77s - 2643.80s, duration: 0.03s)\nRemoved: test_021 - Speaker SPEAKER_07 (2908.83s - 2908.84s, duration: 0.01s)\nRemoved: test_021 - Speaker SPEAKER_06 (2964.02s - 2964.16s, duration: 0.14s)\nRemoved: test_021 - Speaker SPEAKER_08 (2964.16s - 2964.26s, duration: 0.10s)\nRemoved: test_021 - Speaker SPEAKER_06 (2968.44s - 2968.50s, duration: 0.06s)\nRemoved: test_021 - Speaker SPEAKER_09 (2973.14s - 2973.19s, duration: 0.05s)\nRemoved: test_021 - Speaker SPEAKER_00 (2986.05s - 2986.06s, duration: 0.01s)\nRemoved: test_021 - Speaker SPEAKER_00 (2986.10s - 2986.11s, duration: 0.01s)\nRemoved: test_021 - Speaker SPEAKER_00 (2986.13s - 2986.15s, duration: 0.02s)\nRemoved: test_021 - Speaker SPEAKER_00 (2986.16s - 2986.42s, duration: 0.26s)\nRemoved: test_021 - Speaker SPEAKER_12 (3087.55s - 3087.58s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_08 (390.05s - 390.10s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_03 (457.01s - 457.29s, duration: 0.28s)\nRemoved: test_022 - Speaker SPEAKER_06 (457.87s - 457.88s, duration: 0.01s)\nRemoved: test_022 - Speaker SPEAKER_07 (517.92s - 517.94s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_05 (555.02s - 555.03s, duration: 0.01s)\nRemoved: test_022 - Speaker SPEAKER_06 (564.89s - 564.97s, duration: 0.08s)\nRemoved: test_022 - Speaker SPEAKER_00 (653.33s - 653.35s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_09 (681.56s - 681.70s, duration: 0.14s)\nRemoved: test_022 - Speaker SPEAKER_06 (681.70s - 681.76s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_09 (681.76s - 681.78s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_06 (681.78s - 681.97s, duration: 0.19s)\nRemoved: test_022 - Speaker SPEAKER_07 (726.60s - 726.85s, duration: 0.25s)\nRemoved: test_022 - Speaker SPEAKER_09 (726.85s - 727.02s, duration: 0.17s)\nRemoved: test_022 - Speaker SPEAKER_09 (727.41s - 727.44s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_07 (727.44s - 727.50s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_09 (727.50s - 727.63s, duration: 0.13s)\nRemoved: test_022 - Speaker SPEAKER_07 (727.63s - 727.73s, duration: 0.10s)\nRemoved: test_022 - Speaker SPEAKER_09 (727.73s - 727.93s, duration: 0.20s)\nRemoved: test_022 - Speaker SPEAKER_07 (743.86s - 743.97s, duration: 0.11s)\nRemoved: test_022 - Speaker SPEAKER_09 (766.43s - 766.48s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_06 (1005.16s - 1005.21s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_09 (1005.21s - 1005.33s, duration: 0.12s)\nRemoved: test_022 - Speaker SPEAKER_06 (1005.33s - 1005.51s, duration: 0.18s)\nRemoved: test_022 - Speaker SPEAKER_04 (1047.78s - 1047.80s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_07 (1083.12s - 1083.22s, duration: 0.10s)\nRemoved: test_022 - Speaker SPEAKER_06 (1166.94s - 1167.06s, duration: 0.12s)\nRemoved: test_022 - Speaker SPEAKER_06 (1171.80s - 1172.02s, duration: 0.22s)\nRemoved: test_022 - Speaker SPEAKER_05 (1417.97s - 1418.04s, duration: 0.07s)\nRemoved: test_022 - Speaker SPEAKER_05 (1418.97s - 1419.03s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_09 (1691.02s - 1691.04s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_06 (1691.04s - 1691.06s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_09 (1829.69s - 1829.85s, duration: 0.16s)\nRemoved: test_022 - Speaker SPEAKER_06 (1829.85s - 1830.02s, duration: 0.17s)\nRemoved: test_022 - Speaker SPEAKER_09 (1830.02s - 1830.31s, duration: 0.29s)\nRemoved: test_022 - Speaker SPEAKER_05 (1842.93s - 1843.05s, duration: 0.12s)\nRemoved: test_022 - Speaker SPEAKER_07 (1845.09s - 1845.24s, duration: 0.15s)\nRemoved: test_022 - Speaker SPEAKER_05 (1845.24s - 1845.30s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_07 (1845.30s - 1845.35s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_07 (1959.42s - 1959.47s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_07 (1959.52s - 1959.56s, duration: 0.04s)\nRemoved: test_022 - Speaker SPEAKER_07 (2152.96s - 2153.04s, duration: 0.08s)\nRemoved: test_022 - Speaker SPEAKER_07 (2153.26s - 2153.28s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_06 (2220.66s - 2220.70s, duration: 0.04s)\nRemoved: test_022 - Speaker SPEAKER_04 (2246.13s - 2246.16s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_09 (2246.16s - 2246.21s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_04 (2246.21s - 2246.30s, duration: 0.09s)\nRemoved: test_022 - Speaker SPEAKER_09 (2246.30s - 2246.58s, duration: 0.28s)\nRemoved: test_022 - Speaker SPEAKER_04 (2291.42s - 2291.45s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_09 (2332.97s - 2333.03s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_09 (2333.98s - 2334.03s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_04 (2352.51s - 2352.73s, duration: 0.22s)\nRemoved: test_022 - Speaker SPEAKER_06 (2352.73s - 2352.90s, duration: 0.17s)\nRemoved: test_022 - Speaker SPEAKER_07 (2354.26s - 2354.33s, duration: 0.07s)\nRemoved: test_022 - Speaker SPEAKER_07 (2354.36s - 2354.60s, duration: 0.24s)\nRemoved: test_022 - Speaker SPEAKER_04 (2354.99s - 2355.04s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_06 (2391.03s - 2391.32s, duration: 0.29s)\nRemoved: test_022 - Speaker SPEAKER_07 (2391.32s - 2391.37s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_07 (2476.35s - 2476.39s, duration: 0.04s)\nRemoved: test_022 - Speaker SPEAKER_07 (2476.44s - 2476.54s, duration: 0.10s)\nRemoved: test_022 - Speaker SPEAKER_09 (2476.54s - 2476.71s, duration: 0.17s)\nRemoved: test_022 - Speaker SPEAKER_07 (2497.90s - 2497.97s, duration: 0.07s)\nRemoved: test_022 - Speaker SPEAKER_07 (2521.78s - 2521.81s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_07 (2522.34s - 2522.49s, duration: 0.15s)\nRemoved: test_022 - Speaker SPEAKER_07 (2612.50s - 2612.52s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_07 (2756.16s - 2756.24s, duration: 0.08s)\nRemoved: test_022 - Speaker SPEAKER_07 (2760.19s - 2760.22s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_07 (2800.98s - 2801.03s, duration: 0.05s)\nRemoved: test_022 - Speaker SPEAKER_07 (2990.72s - 2990.97s, duration: 0.25s)\nRemoved: test_022 - Speaker SPEAKER_09 (3057.49s - 3057.51s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_09 (3057.97s - 3058.03s, duration: 0.06s)\nRemoved: test_022 - Speaker SPEAKER_07 (3500.40s - 3500.41s, duration: 0.01s)\nRemoved: test_022 - Speaker SPEAKER_06 (3502.03s - 3502.05s, duration: 0.02s)\nRemoved: test_022 - Speaker SPEAKER_07 (3502.05s - 3502.08s, duration: 0.03s)\nRemoved: test_022 - Speaker SPEAKER_09 (3640.98s - 3641.03s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_01 (69.88s - 69.99s, duration: 0.11s)\nRemoved: test_023 - Speaker SPEAKER_00 (69.99s - 70.03s, duration: 0.04s)\nRemoved: test_023 - Speaker SPEAKER_04 (392.53s - 392.59s, duration: 0.06s)\nRemoved: test_023 - Speaker SPEAKER_04 (406.31s - 406.52s, duration: 0.21s)\nRemoved: test_023 - Speaker SPEAKER_04 (406.57s - 406.72s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_07 (409.08s - 409.11s, duration: 0.03s)\nRemoved: test_023 - Speaker SPEAKER_04 (409.67s - 409.94s, duration: 0.27s)\nRemoved: test_023 - Speaker SPEAKER_07 (540.23s - 540.30s, duration: 0.07s)\nRemoved: test_023 - Speaker SPEAKER_07 (540.33s - 540.39s, duration: 0.06s)\nRemoved: test_023 - Speaker SPEAKER_07 (589.22s - 589.27s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_07 (603.90s - 603.97s, duration: 0.07s)\nRemoved: test_023 - Speaker SPEAKER_07 (671.03s - 671.25s, duration: 0.22s)\nRemoved: test_023 - Speaker SPEAKER_04 (681.98s - 682.00s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_07 (682.00s - 682.05s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (682.05s - 682.17s, duration: 0.12s)\nRemoved: test_023 - Speaker SPEAKER_07 (682.17s - 682.25s, duration: 0.08s)\nRemoved: test_023 - Speaker SPEAKER_04 (696.63s - 696.65s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_04 (703.77s - 703.82s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_07 (703.82s - 703.97s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_07 (709.66s - 709.69s, duration: 0.03s)\nRemoved: test_023 - Speaker SPEAKER_04 (709.69s - 709.88s, duration: 0.19s)\nRemoved: test_023 - Speaker SPEAKER_07 (769.97s - 770.10s, duration: 0.13s)\nRemoved: test_023 - Speaker SPEAKER_04 (770.10s - 770.19s, duration: 0.09s)\nRemoved: test_023 - Speaker SPEAKER_04 (801.93s - 801.96s, duration: 0.03s)\nRemoved: test_023 - Speaker SPEAKER_04 (827.68s - 827.70s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_07 (827.70s - 827.97s, duration: 0.27s)\nRemoved: test_023 - Speaker SPEAKER_04 (1049.94s - 1050.01s, duration: 0.07s)\nRemoved: test_023 - Speaker SPEAKER_06 (1066.78s - 1066.82s, duration: 0.04s)\nRemoved: test_023 - Speaker SPEAKER_06 (1085.31s - 1085.35s, duration: 0.04s)\nRemoved: test_023 - Speaker SPEAKER_04 (1222.56s - 1222.69s, duration: 0.13s)\nRemoved: test_023 - Speaker SPEAKER_04 (1259.43s - 1259.48s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (1297.31s - 1297.33s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_02 (1297.33s - 1297.35s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_02 (1325.97s - 1326.00s, duration: 0.03s)\nRemoved: test_023 - Speaker SPEAKER_02 (1397.82s - 1397.84s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_04 (1415.02s - 1415.08s, duration: 0.06s)\nRemoved: test_023 - Speaker SPEAKER_04 (1457.68s - 1457.71s, duration: 0.03s)\nRemoved: test_023 - Speaker SPEAKER_04 (1478.97s - 1479.02s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_02 (1479.02s - 1479.19s, duration: 0.17s)\nRemoved: test_023 - Speaker SPEAKER_02 (1493.32s - 1493.47s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_02 (1521.53s - 1521.63s, duration: 0.10s)\nRemoved: test_023 - Speaker SPEAKER_02 (1521.94s - 1521.95s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_02 (1522.00s - 1522.12s, duration: 0.12s)\nRemoved: test_023 - Speaker SPEAKER_02 (1522.16s - 1522.34s, duration: 0.18s)\nRemoved: test_023 - Speaker SPEAKER_04 (1583.92s - 1584.19s, duration: 0.27s)\nRemoved: test_023 - Speaker SPEAKER_02 (1584.19s - 1584.24s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (1584.24s - 1584.46s, duration: 0.22s)\nRemoved: test_023 - Speaker SPEAKER_02 (1586.97s - 1587.02s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (1587.02s - 1587.19s, duration: 0.17s)\nRemoved: test_023 - Speaker SPEAKER_07 (1662.69s - 1662.83s, duration: 0.14s)\nRemoved: test_023 - Speaker SPEAKER_04 (1662.83s - 1662.84s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_07 (1662.84s - 1662.89s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (1662.89s - 1662.99s, duration: 0.10s)\nRemoved: test_023 - Speaker SPEAKER_07 (1662.99s - 1663.08s, duration: 0.09s)\nRemoved: test_023 - Speaker SPEAKER_04 (1663.08s - 1663.23s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_04 (1688.88s - 1689.12s, duration: 0.24s)\nRemoved: test_023 - Speaker SPEAKER_07 (1711.51s - 1711.59s, duration: 0.08s)\nRemoved: test_023 - Speaker SPEAKER_04 (1773.96s - 1773.98s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_02 (1773.98s - 1774.02s, duration: 0.04s)\nRemoved: test_023 - Speaker SPEAKER_07 (1957.16s - 1957.21s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (1964.91s - 1964.92s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_04 (1968.03s - 1968.15s, duration: 0.12s)\nRemoved: test_023 - Speaker SPEAKER_02 (2018.50s - 2018.64s, duration: 0.14s)\nRemoved: test_023 - Speaker SPEAKER_07 (2172.42s - 2172.43s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_07 (2342.94s - 2342.96s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_04 (2553.18s - 2553.24s, duration: 0.06s)\nRemoved: test_023 - Speaker SPEAKER_07 (2691.48s - 2691.53s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (2702.55s - 2702.61s, duration: 0.06s)\nRemoved: test_023 - Speaker SPEAKER_07 (2702.61s - 2702.73s, duration: 0.12s)\nRemoved: test_023 - Speaker SPEAKER_07 (2770.91s - 2770.92s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_04 (2905.03s - 2905.15s, duration: 0.12s)\nRemoved: test_023 - Speaker SPEAKER_07 (2953.76s - 2953.83s, duration: 0.07s)\nRemoved: test_023 - Speaker SPEAKER_04 (2953.83s - 2953.85s, duration: 0.02s)\nRemoved: test_023 - Speaker SPEAKER_07 (2953.85s - 2953.86s, duration: 0.01s)\nRemoved: test_023 - Speaker SPEAKER_04 (2975.79s - 2976.04s, duration: 0.25s)\nRemoved: test_023 - Speaker SPEAKER_04 (2989.66s - 2989.76s, duration: 0.10s)\nRemoved: test_023 - Speaker SPEAKER_03 (2989.76s - 2989.89s, duration: 0.13s)\nRemoved: test_023 - Speaker SPEAKER_04 (2993.39s - 2993.44s, duration: 0.05s)\nRemoved: test_023 - Speaker SPEAKER_04 (3013.87s - 3014.02s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_03 (3014.02s - 3014.18s, duration: 0.16s)\nRemoved: test_023 - Speaker SPEAKER_03 (3014.21s - 3014.36s, duration: 0.15s)\nRemoved: test_023 - Speaker SPEAKER_03 (3049.17s - 3049.39s, duration: 0.22s)\nRemoved: test_023 - Speaker SPEAKER_03 (3050.64s - 3050.68s, duration: 0.04s)\nRemoved: test_024 - Speaker SPEAKER_08 (153.88s - 154.15s, duration: 0.27s)\nRemoved: test_024 - Speaker SPEAKER_08 (155.06s - 155.18s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_08 (155.91s - 155.97s, duration: 0.06s)\nRemoved: test_024 - Speaker SPEAKER_09 (157.59s - 157.61s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_04 (165.54s - 165.68s, duration: 0.14s)\nRemoved: test_024 - Speaker SPEAKER_09 (197.99s - 198.03s, duration: 0.04s)\nRemoved: test_024 - Speaker SPEAKER_08 (198.03s - 198.09s, duration: 0.06s)\nRemoved: test_024 - Speaker SPEAKER_09 (198.09s - 198.26s, duration: 0.17s)\nRemoved: test_024 - Speaker SPEAKER_08 (198.26s - 198.28s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_08 (248.04s - 248.16s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_08 (248.18s - 248.19s, duration: 0.01s)\nRemoved: test_024 - Speaker SPEAKER_02 (399.41s - 399.43s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_09 (400.63s - 400.64s, duration: 0.01s)\nRemoved: test_024 - Speaker SPEAKER_02 (400.64s - 400.69s, duration: 0.05s)\nRemoved: test_024 - Speaker SPEAKER_09 (423.36s - 423.49s, duration: 0.13s)\nRemoved: test_024 - Speaker SPEAKER_08 (740.32s - 740.49s, duration: 0.17s)\nRemoved: test_024 - Speaker SPEAKER_09 (740.49s - 740.51s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_08 (740.51s - 740.57s, duration: 0.06s)\nRemoved: test_024 - Speaker SPEAKER_03 (1367.82s - 1367.85s, duration: 0.03s)\nRemoved: test_024 - Speaker SPEAKER_02 (1367.85s - 1367.97s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_09 (1514.71s - 1514.80s, duration: 0.09s)\nRemoved: test_024 - Speaker SPEAKER_09 (1515.42s - 1515.49s, duration: 0.07s)\nRemoved: test_024 - Speaker SPEAKER_04 (1539.13s - 1539.33s, duration: 0.20s)\nRemoved: test_024 - Speaker SPEAKER_12 (1542.12s - 1542.17s, duration: 0.05s)\nRemoved: test_024 - Speaker SPEAKER_03 (1542.17s - 1542.19s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_02 (1944.33s - 1944.35s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_03 (2044.83s - 2044.98s, duration: 0.15s)\nRemoved: test_024 - Speaker SPEAKER_11 (2124.71s - 2124.86s, duration: 0.15s)\nRemoved: test_024 - Speaker SPEAKER_02 (2159.98s - 2160.03s, duration: 0.05s)\nRemoved: test_024 - Speaker SPEAKER_03 (2316.70s - 2316.80s, duration: 0.10s)\nRemoved: test_024 - Speaker SPEAKER_02 (2316.80s - 2317.04s, duration: 0.24s)\nRemoved: test_024 - Speaker SPEAKER_04 (2359.31s - 2359.54s, duration: 0.23s)\nRemoved: test_024 - Speaker SPEAKER_10 (2570.26s - 2570.28s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_03 (2725.21s - 2725.39s, duration: 0.18s)\nRemoved: test_024 - Speaker SPEAKER_10 (2725.39s - 2725.50s, duration: 0.11s)\nRemoved: test_024 - Speaker SPEAKER_10 (2788.88s - 2788.95s, duration: 0.07s)\nRemoved: test_024 - Speaker SPEAKER_03 (2851.82s - 2852.02s, duration: 0.20s)\nRemoved: test_024 - Speaker SPEAKER_03 (2852.97s - 2853.04s, duration: 0.07s)\nRemoved: test_024 - Speaker SPEAKER_03 (2853.96s - 2854.05s, duration: 0.09s)\nRemoved: test_024 - Speaker SPEAKER_02 (2855.37s - 2855.52s, duration: 0.15s)\nRemoved: test_024 - Speaker SPEAKER_03 (2855.52s - 2855.65s, duration: 0.13s)\nRemoved: test_024 - Speaker SPEAKER_03 (2855.97s - 2856.02s, duration: 0.05s)\nRemoved: test_024 - Speaker SPEAKER_11 (2936.99s - 2937.23s, duration: 0.24s)\nRemoved: test_024 - Speaker SPEAKER_03 (2970.05s - 2970.12s, duration: 0.07s)\nRemoved: test_024 - Speaker SPEAKER_11 (2982.97s - 2983.06s, duration: 0.09s)\nRemoved: test_024 - Speaker SPEAKER_03 (2983.06s - 2983.18s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_11 (2983.18s - 2983.19s, duration: 0.01s)\nRemoved: test_024 - Speaker SPEAKER_11 (3137.97s - 3138.24s, duration: 0.27s)\nRemoved: test_024 - Speaker SPEAKER_03 (3138.24s - 3138.44s, duration: 0.20s)\nRemoved: test_024 - Speaker SPEAKER_11 (3138.44s - 3138.46s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_11 (3145.92s - 3145.94s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_11 (3146.02s - 3146.04s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_11 (3147.35s - 3147.52s, duration: 0.17s)\nRemoved: test_024 - Speaker SPEAKER_11 (3147.61s - 3147.81s, duration: 0.20s)\nRemoved: test_024 - Speaker SPEAKER_03 (3245.89s - 3245.97s, duration: 0.08s)\nRemoved: test_024 - Speaker SPEAKER_11 (3278.35s - 3278.37s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_11 (3278.89s - 3279.03s, duration: 0.14s)\nRemoved: test_024 - Speaker SPEAKER_11 (3280.11s - 3280.13s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_02 (3296.02s - 3296.14s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_02 (3385.26s - 3385.27s, duration: 0.01s)\nRemoved: test_024 - Speaker SPEAKER_02 (3385.63s - 3385.75s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_02 (3400.46s - 3400.63s, duration: 0.17s)\nRemoved: test_024 - Speaker SPEAKER_03 (3400.63s - 3400.82s, duration: 0.19s)\nRemoved: test_024 - Speaker SPEAKER_02 (3400.82s - 3400.95s, duration: 0.13s)\nRemoved: test_024 - Speaker SPEAKER_02 (3440.86s - 3441.01s, duration: 0.15s)\nRemoved: test_024 - Speaker SPEAKER_02 (3441.74s - 3441.82s, duration: 0.08s)\nRemoved: test_024 - Speaker SPEAKER_03 (3461.62s - 3461.65s, duration: 0.03s)\nRemoved: test_024 - Speaker SPEAKER_11 (3505.83s - 3505.91s, duration: 0.08s)\nRemoved: test_024 - Speaker SPEAKER_11 (3506.98s - 3507.04s, duration: 0.06s)\nRemoved: test_024 - Speaker SPEAKER_11 (3507.97s - 3508.02s, duration: 0.05s)\nRemoved: test_024 - Speaker SPEAKER_02 (3553.86s - 3553.89s, duration: 0.03s)\nRemoved: test_024 - Speaker SPEAKER_02 (3553.91s - 3553.94s, duration: 0.03s)\nRemoved: test_024 - Speaker SPEAKER_02 (3620.22s - 3620.26s, duration: 0.04s)\nRemoved: test_024 - Speaker SPEAKER_11 (3620.26s - 3620.38s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_03 (3743.67s - 3743.87s, duration: 0.20s)\nRemoved: test_024 - Speaker SPEAKER_02 (3743.87s - 3743.95s, duration: 0.08s)\nRemoved: test_024 - Speaker SPEAKER_02 (3874.97s - 3874.99s, duration: 0.02s)\nRemoved: test_024 - Speaker SPEAKER_11 (3874.99s - 3875.00s, duration: 0.01s)\nRemoved: test_024 - Speaker SPEAKER_02 (3875.00s - 3875.04s, duration: 0.04s)\nRemoved: test_024 - Speaker SPEAKER_11 (3875.04s - 3875.16s, duration: 0.12s)\nRemoved: test_024 - Speaker SPEAKER_04 (3932.02s - 3932.21s, duration: 0.19s)\nRemoved: test_024 - Speaker SPEAKER_02 (3932.21s - 3932.36s, duration: 0.15s)\nRemoved: test_024 - Speaker SPEAKER_02 (3932.70s - 3932.85s, duration: 0.15s)\nRemoved: test_027 - Speaker SPEAKER_04 (55.99s - 56.07s, duration: 0.08s)\nRemoved: test_027 - Speaker SPEAKER_05 (156.97s - 157.04s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_05 (157.96s - 158.03s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_05 (158.98s - 159.03s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_04 (160.97s - 161.04s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_04 (162.03s - 162.08s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_03 (163.45s - 163.50s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_04 (163.50s - 163.77s, duration: 0.27s)\nRemoved: test_027 - Speaker SPEAKER_03 (163.77s - 163.84s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_12 (304.68s - 304.71s, duration: 0.03s)\nRemoved: test_027 - Speaker SPEAKER_14 (484.04s - 484.17s, duration: 0.13s)\nRemoved: test_027 - Speaker SPEAKER_14 (488.22s - 488.24s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_12 (498.37s - 498.50s, duration: 0.13s)\nRemoved: test_027 - Speaker SPEAKER_12 (498.52s - 498.69s, duration: 0.17s)\nRemoved: test_027 - Speaker SPEAKER_12 (498.79s - 499.02s, duration: 0.23s)\nRemoved: test_027 - Speaker SPEAKER_14 (518.62s - 518.77s, duration: 0.15s)\nRemoved: test_027 - Speaker SPEAKER_04 (532.23s - 532.32s, duration: 0.09s)\nRemoved: test_027 - Speaker SPEAKER_09 (549.62s - 549.67s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_09 (561.48s - 561.50s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_09 (562.91s - 562.95s, duration: 0.04s)\nRemoved: test_027 - Speaker SPEAKER_09 (562.96s - 563.01s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_09 (563.18s - 563.22s, duration: 0.04s)\nRemoved: test_027 - Speaker SPEAKER_01 (779.50s - 779.55s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_01 (1063.32s - 1063.36s, duration: 0.04s)\nRemoved: test_027 - Speaker SPEAKER_08 (1063.39s - 1063.44s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_08 (1063.46s - 1063.56s, duration: 0.10s)\nRemoved: test_027 - Speaker SPEAKER_08 (1063.66s - 1063.75s, duration: 0.09s)\nRemoved: test_027 - Speaker SPEAKER_08 (1296.05s - 1296.10s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_14 (1337.00s - 1337.02s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (1337.02s - 1337.04s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_12 (1393.79s - 1393.94s, duration: 0.15s)\nRemoved: test_027 - Speaker SPEAKER_08 (1524.11s - 1524.15s, duration: 0.04s)\nRemoved: test_027 - Speaker SPEAKER_13 (1524.99s - 1525.01s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (1691.28s - 1691.43s, duration: 0.15s)\nRemoved: test_027 - Speaker SPEAKER_08 (1786.28s - 1786.30s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (1832.96s - 1832.98s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_04 (1853.77s - 1853.80s, duration: 0.03s)\nRemoved: test_027 - Speaker SPEAKER_08 (1853.80s - 1853.97s, duration: 0.17s)\nRemoved: test_027 - Speaker SPEAKER_04 (1853.97s - 1854.04s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_08 (1854.51s - 1854.73s, duration: 0.22s)\nRemoved: test_027 - Speaker SPEAKER_01 (2004.46s - 2004.66s, duration: 0.20s)\nRemoved: test_027 - Speaker SPEAKER_01 (2076.04s - 2076.06s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (2076.06s - 2076.08s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_01 (2076.08s - 2076.15s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_08 (2076.15s - 2076.16s, duration: 0.01s)\nRemoved: test_027 - Speaker SPEAKER_02 (2083.96s - 2084.13s, duration: 0.17s)\nRemoved: test_027 - Speaker SPEAKER_08 (2136.07s - 2136.09s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_01 (2136.09s - 2136.15s, duration: 0.06s)\nRemoved: test_027 - Speaker SPEAKER_08 (2136.15s - 2136.25s, duration: 0.10s)\nRemoved: test_027 - Speaker SPEAKER_01 (2137.32s - 2137.38s, duration: 0.06s)\nRemoved: test_027 - Speaker SPEAKER_08 (2137.38s - 2137.59s, duration: 0.21s)\nRemoved: test_027 - Speaker SPEAKER_01 (2138.01s - 2138.03s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (2138.03s - 2138.30s, duration: 0.27s)\nRemoved: test_027 - Speaker SPEAKER_01 (2296.14s - 2296.33s, duration: 0.19s)\nRemoved: test_027 - Speaker SPEAKER_08 (2482.09s - 2482.12s, duration: 0.03s)\nRemoved: test_027 - Speaker SPEAKER_14 (2487.96s - 2488.17s, duration: 0.21s)\nRemoved: test_027 - Speaker SPEAKER_05 (2488.17s - 2488.20s, duration: 0.03s)\nRemoved: test_027 - Speaker SPEAKER_14 (2488.20s - 2488.22s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_05 (2488.22s - 2488.25s, duration: 0.03s)\nRemoved: test_027 - Speaker SPEAKER_08 (2489.14s - 2489.33s, duration: 0.19s)\nRemoved: test_027 - Speaker SPEAKER_08 (2490.83s - 2490.88s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_14 (2555.26s - 2555.28s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_11 (2753.47s - 2753.49s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_11 (2753.52s - 2753.54s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_08 (2781.08s - 2781.13s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_01 (2838.25s - 2838.27s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_01 (3120.83s - 3120.98s, duration: 0.15s)\nRemoved: test_027 - Speaker SPEAKER_08 (3120.98s - 3121.03s, duration: 0.05s)\nRemoved: test_027 - Speaker SPEAKER_07 (3121.03s - 3121.16s, duration: 0.13s)\nRemoved: test_027 - Speaker SPEAKER_08 (3340.44s - 3340.64s, duration: 0.20s)\nRemoved: test_027 - Speaker SPEAKER_08 (3459.96s - 3460.03s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_01 (3641.72s - 3641.88s, duration: 0.16s)\nRemoved: test_027 - Speaker SPEAKER_01 (3641.89s - 3641.91s, duration: 0.02s)\nRemoved: test_027 - Speaker SPEAKER_05 (3641.91s - 3641.98s, duration: 0.07s)\nRemoved: test_027 - Speaker SPEAKER_05 (3641.99s - 3642.11s, duration: 0.12s)\nRemoved: test_029 - Speaker SPEAKER_14 (61.32s - 61.39s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_04 (61.39s - 61.68s, duration: 0.29s)\nRemoved: test_029 - Speaker SPEAKER_04 (118.66s - 118.68s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (123.98s - 124.03s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_15 (124.03s - 124.06s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_15 (124.37s - 124.40s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_04 (124.40s - 124.42s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_15 (124.42s - 124.72s, duration: 0.30s)\nRemoved: test_029 - Speaker SPEAKER_03 (228.92s - 228.94s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_03 (228.97s - 229.02s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_03 (229.97s - 230.04s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_03 (307.48s - 307.51s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_14 (357.29s - 357.51s, duration: 0.22s)\nRemoved: test_029 - Speaker SPEAKER_12 (537.03s - 537.08s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_16 (571.65s - 571.72s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_04 (638.85s - 639.04s, duration: 0.19s)\nRemoved: test_029 - Speaker SPEAKER_09 (650.22s - 650.24s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_13 (695.04s - 695.06s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_03 (697.22s - 697.26s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_03 (697.31s - 697.34s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_02 (759.83s - 759.86s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_13 (802.56s - 802.66s, duration: 0.10s)\nRemoved: test_029 - Speaker SPEAKER_13 (825.81s - 825.83s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_02 (863.88s - 863.90s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_09 (864.59s - 864.82s, duration: 0.23s)\nRemoved: test_029 - Speaker SPEAKER_02 (879.69s - 879.72s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_11 (936.04s - 936.07s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_15 (936.07s - 936.09s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_11 (936.09s - 936.12s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_03 (1003.05s - 1003.08s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_02 (1060.03s - 1060.30s, duration: 0.27s)\nRemoved: test_029 - Speaker SPEAKER_03 (1060.30s - 1060.32s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_02 (1060.32s - 1060.57s, duration: 0.25s)\nRemoved: test_029 - Speaker SPEAKER_03 (1060.57s - 1060.78s, duration: 0.21s)\nRemoved: test_029 - Speaker SPEAKER_02 (1060.78s - 1060.88s, duration: 0.10s)\nRemoved: test_029 - Speaker SPEAKER_09 (1110.61s - 1110.71s, duration: 0.10s)\nRemoved: test_029 - Speaker SPEAKER_09 (1111.91s - 1111.96s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_03 (1111.96s - 1112.04s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_09 (1112.04s - 1112.11s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_04 (1127.89s - 1128.02s, duration: 0.13s)\nRemoved: test_029 - Speaker SPEAKER_04 (1129.96s - 1129.98s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_15 (1198.02s - 1198.04s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1199.30s - 1199.32s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1227.91s - 1227.99s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_02 (1266.15s - 1266.23s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_03 (1288.05s - 1288.29s, duration: 0.24s)\nRemoved: test_029 - Speaker SPEAKER_09 (1316.33s - 1316.35s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_16 (1334.86s - 1334.89s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_04 (1338.00s - 1338.03s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_09 (1338.07s - 1338.30s, duration: 0.23s)\nRemoved: test_029 - Speaker SPEAKER_04 (1361.30s - 1361.35s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_09 (1366.79s - 1366.80s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_09 (1366.94s - 1366.96s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_09 (1375.97s - 1376.04s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_09 (1376.96s - 1377.06s, duration: 0.10s)\nRemoved: test_029 - Speaker SPEAKER_09 (1377.98s - 1378.03s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_09 (1378.97s - 1379.04s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_04 (1384.56s - 1384.62s, duration: 0.06s)\nRemoved: test_029 - Speaker SPEAKER_09 (1431.71s - 1431.98s, duration: 0.27s)\nRemoved: test_029 - Speaker SPEAKER_09 (1432.03s - 1432.06s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_09 (1433.63s - 1433.71s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_09 (1433.82s - 1433.90s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_09 (1433.92s - 1433.93s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_16 (1433.93s - 1433.97s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_09 (1433.97s - 1434.03s, duration: 0.06s)\nRemoved: test_029 - Speaker SPEAKER_02 (1434.03s - 1434.12s, duration: 0.09s)\nRemoved: test_029 - Speaker SPEAKER_09 (1434.12s - 1434.37s, duration: 0.25s)\nRemoved: test_029 - Speaker SPEAKER_02 (1445.90s - 1445.93s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_00 (1446.71s - 1446.72s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_14 (1542.93s - 1542.96s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_14 (1542.98s - 1543.01s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_02 (1549.66s - 1549.73s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_03 (1549.73s - 1549.85s, duration: 0.12s)\nRemoved: test_029 - Speaker SPEAKER_14 (1554.66s - 1554.78s, duration: 0.12s)\nRemoved: test_029 - Speaker SPEAKER_10 (1554.78s - 1555.06s, duration: 0.28s)\nRemoved: test_029 - Speaker SPEAKER_10 (1555.10s - 1555.11s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.17s - 1595.22s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_03 (1595.22s - 1595.24s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.24s - 1595.29s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_03 (1595.29s - 1595.33s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.33s - 1595.34s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.39s - 1595.41s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_03 (1595.41s - 1595.43s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.43s - 1595.44s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_04 (1595.53s - 1595.55s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1711.17s - 1711.21s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_15 (1715.73s - 1715.91s, duration: 0.18s)\nRemoved: test_029 - Speaker SPEAKER_09 (1718.46s - 1718.48s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_04 (1718.48s - 1718.53s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_09 (1718.53s - 1718.68s, duration: 0.15s)\nRemoved: test_029 - Speaker SPEAKER_15 (1718.68s - 1718.75s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_07 (1762.93s - 1762.96s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_15 (1830.87s - 1830.90s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_15 (1856.85s - 1857.02s, duration: 0.17s)\nRemoved: test_029 - Speaker SPEAKER_11 (1899.72s - 1899.77s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_11 (1899.78s - 1899.84s, duration: 0.06s)\nRemoved: test_029 - Speaker SPEAKER_11 (1899.97s - 1900.02s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_12 (1911.68s - 1911.70s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_11 (1926.97s - 1927.00s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_12 (1927.00s - 1927.02s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_11 (1927.02s - 1927.04s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_11 (1927.97s - 1928.03s, duration: 0.06s)\nRemoved: test_029 - Speaker SPEAKER_03 (1989.66s - 1989.75s, duration: 0.09s)\nRemoved: test_029 - Speaker SPEAKER_03 (1989.81s - 1989.83s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_03 (1989.86s - 1989.88s, duration: 0.02s)\nRemoved: test_029 - Speaker SPEAKER_02 (1990.39s - 1990.44s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_03 (2050.90s - 2051.10s, duration: 0.20s)\nRemoved: test_029 - Speaker SPEAKER_09 (2086.96s - 2087.03s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_15 (2087.03s - 2087.10s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_09 (2087.10s - 2087.11s, duration: 0.01s)\nRemoved: test_029 - Speaker SPEAKER_15 (2087.11s - 2087.15s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_09 (2087.15s - 2087.20s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_15 (2113.61s - 2113.86s, duration: 0.25s)\nRemoved: test_029 - Speaker SPEAKER_02 (2139.33s - 2139.36s, duration: 0.03s)\nRemoved: test_029 - Speaker SPEAKER_02 (2140.68s - 2140.96s, duration: 0.28s)\nRemoved: test_029 - Speaker SPEAKER_03 (2153.23s - 2153.42s, duration: 0.19s)\nRemoved: test_029 - Speaker SPEAKER_02 (2153.42s - 2153.60s, duration: 0.18s)\nRemoved: test_029 - Speaker SPEAKER_09 (2167.96s - 2168.03s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_09 (2275.71s - 2275.81s, duration: 0.10s)\nRemoved: test_029 - Speaker SPEAKER_09 (2305.59s - 2305.63s, duration: 0.04s)\nRemoved: test_029 - Speaker SPEAKER_09 (2307.32s - 2307.37s, duration: 0.05s)\nRemoved: test_029 - Speaker SPEAKER_09 (2307.38s - 2307.45s, duration: 0.07s)\nRemoved: test_029 - Speaker SPEAKER_09 (2342.94s - 2343.02s, duration: 0.08s)\nRemoved: test_029 - Speaker SPEAKER_01 (2377.01s - 2377.03s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_00 (18.04s - 18.12s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_00 (18.96s - 19.22s, duration: 0.26s)\nRemoved: test_030 - Speaker SPEAKER_12 (19.22s - 19.23s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_17 (72.69s - 72.98s, duration: 0.29s)\nRemoved: test_030 - Speaker SPEAKER_06 (72.98s - 73.03s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_06 (73.84s - 73.89s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_02 (87.14s - 87.22s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_02 (87.24s - 87.36s, duration: 0.12s)\nRemoved: test_030 - Speaker SPEAKER_02 (87.38s - 87.43s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_02 (87.63s - 87.66s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_02 (87.78s - 87.95s, duration: 0.17s)\nRemoved: test_030 - Speaker SPEAKER_18 (110.83s - 110.87s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_08 (128.57s - 128.64s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_05 (128.64s - 128.75s, duration: 0.11s)\nRemoved: test_030 - Speaker SPEAKER_02 (154.32s - 154.35s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_09 (178.70s - 178.75s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (178.77s - 178.84s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_09 (191.71s - 191.88s, duration: 0.17s)\nRemoved: test_030 - Speaker SPEAKER_09 (192.30s - 192.34s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_08 (192.34s - 192.39s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (192.39s - 192.41s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (192.41s - 192.49s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_08 (192.91s - 192.93s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (192.93s - 192.95s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (192.95s - 192.96s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_09 (207.58s - 207.59s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_20 (319.98s - 320.10s, duration: 0.12s)\nRemoved: test_030 - Speaker SPEAKER_20 (346.74s - 346.78s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (350.39s - 350.44s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_06 (360.67s - 360.73s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_02 (367.52s - 367.53s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_08 (384.98s - 385.00s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_17 (385.52s - 385.56s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_08 (385.56s - 385.59s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_17 (385.59s - 385.61s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_17 (405.03s - 405.05s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (405.05s - 405.18s, duration: 0.13s)\nRemoved: test_030 - Speaker SPEAKER_17 (405.18s - 405.33s, duration: 0.15s)\nRemoved: test_030 - Speaker SPEAKER_08 (405.33s - 405.35s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (405.79s - 405.91s, duration: 0.12s)\nRemoved: test_030 - Speaker SPEAKER_17 (405.91s - 406.11s, duration: 0.20s)\nRemoved: test_030 - Speaker SPEAKER_17 (406.92s - 407.14s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_20 (636.00s - 636.02s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_20 (638.92s - 638.95s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_02 (638.95s - 639.04s, duration: 0.09s)\nRemoved: test_030 - Speaker SPEAKER_02 (639.14s - 639.21s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_22 (643.04s - 643.09s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_02 (643.09s - 643.19s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_02 (646.83s - 646.98s, duration: 0.15s)\nRemoved: test_030 - Speaker SPEAKER_22 (665.02s - 665.06s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (739.76s - 739.78s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_19 (747.78s - 747.96s, duration: 0.18s)\nRemoved: test_030 - Speaker SPEAKER_02 (828.93s - 829.18s, duration: 0.25s)\nRemoved: test_030 - Speaker SPEAKER_02 (831.97s - 832.02s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_02 (833.35s - 833.37s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (844.46s - 844.56s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_02 (844.59s - 844.66s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_02 (844.68s - 844.89s, duration: 0.21s)\nRemoved: test_030 - Speaker SPEAKER_02 (844.91s - 844.98s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_02 (845.00s - 845.01s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_02 (845.03s - 845.08s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_02 (865.60s - 865.68s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_07 (879.03s - 879.05s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (947.68s - 947.70s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (947.71s - 947.76s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_23 (979.71s - 979.73s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_06 (979.95s - 979.96s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_23 (979.96s - 980.03s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_06 (984.28s - 984.42s, duration: 0.14s)\nRemoved: test_030 - Speaker SPEAKER_06 (1024.61s - 1024.66s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_06 (1045.30s - 1045.34s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (1100.70s - 1100.92s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_02 (1100.94s - 1101.04s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_06 (1171.46s - 1171.75s, duration: 0.29s)\nRemoved: test_030 - Speaker SPEAKER_04 (1249.03s - 1249.32s, duration: 0.29s)\nRemoved: test_030 - Speaker SPEAKER_06 (1249.32s - 1249.41s, duration: 0.09s)\nRemoved: test_030 - Speaker SPEAKER_02 (1331.72s - 1331.74s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_14 (1331.74s - 1331.92s, duration: 0.18s)\nRemoved: test_030 - Speaker SPEAKER_02 (1331.92s - 1331.96s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (1331.97s - 1332.01s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (1354.13s - 1354.15s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (1359.68s - 1359.90s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_02 (1395.73s - 1395.76s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_02 (1401.47s - 1401.48s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_02 (1476.31s - 1476.34s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_21 (1612.03s - 1612.30s, duration: 0.27s)\nRemoved: test_030 - Speaker SPEAKER_03 (1634.97s - 1635.03s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_03 (1635.98s - 1636.03s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_03 (1636.97s - 1637.09s, duration: 0.12s)\nRemoved: test_030 - Speaker SPEAKER_03 (1637.88s - 1637.94s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_03 (1638.96s - 1639.03s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_06 (1648.99s - 1649.04s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (1649.04s - 1649.12s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_02 (1653.51s - 1653.54s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_23 (1667.31s - 1667.33s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_23 (1674.77s - 1674.86s, duration: 0.09s)\nRemoved: test_030 - Speaker SPEAKER_09 (1674.86s - 1674.96s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_23 (1674.96s - 1674.98s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (1674.98s - 1675.01s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_09 (1681.62s - 1681.71s, duration: 0.09s)\nRemoved: test_030 - Speaker SPEAKER_02 (1718.80s - 1718.87s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_08 (1727.64s - 1727.69s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (1741.73s - 1741.75s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (1741.80s - 1741.82s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (1742.17s - 1742.24s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_02 (1752.84s - 1752.85s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_02 (1752.87s - 1752.89s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (1752.94s - 1752.96s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (1759.42s - 1759.45s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_10 (1770.52s - 1770.57s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_07 (1791.97s - 1792.00s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_07 (1797.91s - 1798.03s, duration: 0.12s)\nRemoved: test_030 - Speaker SPEAKER_09 (1870.46s - 1870.49s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_10 (1870.49s - 1870.57s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_09 (1870.57s - 1870.68s, duration: 0.11s)\nRemoved: test_030 - Speaker SPEAKER_09 (1870.89s - 1870.93s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_09 (1870.98s - 1871.03s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (1871.13s - 1871.15s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (1871.22s - 1871.23s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_09 (1871.67s - 1871.69s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (1871.97s - 1872.03s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_10 (1886.20s - 1886.47s, duration: 0.27s)\nRemoved: test_030 - Speaker SPEAKER_14 (1942.02s - 1942.06s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (1945.53s - 1945.60s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_21 (1986.74s - 1986.81s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_21 (1987.05s - 1987.13s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_21 (1987.75s - 1987.96s, duration: 0.21s)\nRemoved: test_030 - Speaker SPEAKER_04 (1993.05s - 1993.07s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_21 (1993.07s - 1993.09s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (2006.33s - 2006.54s, duration: 0.21s)\nRemoved: test_030 - Speaker SPEAKER_10 (2006.54s - 2006.77s, duration: 0.23s)\nRemoved: test_030 - Speaker SPEAKER_10 (2006.87s - 2006.94s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_10 (2010.23s - 2010.30s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_10 (2013.88s - 2014.03s, duration: 0.15s)\nRemoved: test_030 - Speaker SPEAKER_10 (2014.47s - 2014.48s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_10 (2014.50s - 2014.52s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (2074.76s - 2074.85s, duration: 0.09s)\nRemoved: test_030 - Speaker SPEAKER_18 (2120.04s - 2120.19s, duration: 0.15s)\nRemoved: test_030 - Speaker SPEAKER_02 (2120.19s - 2120.39s, duration: 0.20s)\nRemoved: test_030 - Speaker SPEAKER_02 (2121.88s - 2121.98s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_06 (2187.89s - 2187.94s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (2214.98s - 2215.04s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_06 (2217.57s - 2217.81s, duration: 0.24s)\nRemoved: test_030 - Speaker SPEAKER_06 (2218.11s - 2218.37s, duration: 0.26s)\nRemoved: test_030 - Speaker SPEAKER_09 (2220.80s - 2221.03s, duration: 0.23s)\nRemoved: test_030 - Speaker SPEAKER_06 (2233.59s - 2233.64s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_18 (2251.04s - 2251.32s, duration: 0.28s)\nRemoved: test_030 - Speaker SPEAKER_06 (2251.32s - 2251.39s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_21 (2295.60s - 2295.66s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_11 (2295.66s - 2295.79s, duration: 0.13s)\nRemoved: test_030 - Speaker SPEAKER_21 (2321.61s - 2321.63s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_21 (2324.44s - 2324.46s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_21 (2324.49s - 2324.51s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_11 (2327.41s - 2327.43s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_21 (2327.43s - 2327.48s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_06 (2400.72s - 2400.80s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_06 (2400.82s - 2400.84s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_20 (2476.93s - 2476.98s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_20 (2477.01s - 2477.03s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_20 (2478.66s - 2478.88s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_20 (2479.64s - 2479.66s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_20 (2479.71s - 2479.81s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_20 (2487.41s - 2487.54s, duration: 0.13s)\nRemoved: test_030 - Speaker SPEAKER_20 (2487.96s - 2488.03s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_02 (2488.03s - 2488.10s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_03 (2490.11s - 2490.17s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_03 (2490.38s - 2490.44s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_20 (2492.82s - 2492.86s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_03 (2492.97s - 2493.03s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_20 (2500.47s - 2500.69s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_20 (2501.13s - 2501.16s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_20 (2501.18s - 2501.40s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_17 (2527.08s - 2527.30s, duration: 0.22s)\nRemoved: test_030 - Speaker SPEAKER_02 (2573.86s - 2573.87s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_02 (2734.96s - 2735.03s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_02 (2735.06s - 2735.10s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_02 (2735.15s - 2735.16s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_07 (2909.60s - 2909.62s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (2933.45s - 2933.61s, duration: 0.16s)\nRemoved: test_030 - Speaker SPEAKER_07 (2933.61s - 2933.63s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_08 (2933.63s - 2933.65s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_07 (2933.65s - 2933.83s, duration: 0.18s)\nRemoved: test_030 - Speaker SPEAKER_10 (3008.86s - 3009.03s, duration: 0.17s)\nRemoved: test_030 - Speaker SPEAKER_14 (3025.06s - 3025.14s, duration: 0.08s)\nRemoved: test_030 - Speaker SPEAKER_14 (3025.16s - 3025.21s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_14 (3025.23s - 3025.40s, duration: 0.17s)\nRemoved: test_030 - Speaker SPEAKER_14 (3025.43s - 3025.67s, duration: 0.24s)\nRemoved: test_030 - Speaker SPEAKER_22 (3025.67s - 3025.80s, duration: 0.13s)\nRemoved: test_030 - Speaker SPEAKER_14 (3025.80s - 3025.84s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_22 (3025.84s - 3025.94s, duration: 0.10s)\nRemoved: test_030 - Speaker SPEAKER_13 (3068.80s - 3068.87s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_13 (3068.88s - 3068.92s, duration: 0.04s)\nRemoved: test_030 - Speaker SPEAKER_13 (3108.51s - 3108.64s, duration: 0.13s)\nRemoved: test_030 - Speaker SPEAKER_02 (3155.35s - 3155.37s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_02 (3155.39s - 3155.40s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_02 (3179.55s - 3179.57s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_01 (3243.49s - 3243.54s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_23 (3243.54s - 3243.61s, duration: 0.07s)\nRemoved: test_030 - Speaker SPEAKER_01 (3243.61s - 3243.64s, duration: 0.03s)\nRemoved: test_030 - Speaker SPEAKER_08 (3254.05s - 3254.10s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_23 (3254.10s - 3254.16s, duration: 0.06s)\nRemoved: test_030 - Speaker SPEAKER_08 (3256.67s - 3256.69s, duration: 0.02s)\nRemoved: test_030 - Speaker SPEAKER_09 (3278.98s - 3279.03s, duration: 0.05s)\nRemoved: test_030 - Speaker SPEAKER_09 (3280.94s - 3280.95s, duration: 0.01s)\nRemoved: test_030 - Speaker SPEAKER_19 (3302.40s - 3302.54s, duration: 0.14s)\nRemoved: test_030 - Speaker SPEAKER_15 (3302.54s - 3302.65s, duration: 0.11s)\nRemoved: test_030 - Speaker SPEAKER_09 (3305.46s - 3305.57s, duration: 0.11s)\nRemoved: test_032 - Speaker SPEAKER_05 (37.56s - 37.73s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_05 (45.59s - 45.71s, duration: 0.12s)\nRemoved: test_032 - Speaker SPEAKER_06 (88.46s - 88.47s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_06 (88.56s - 88.62s, duration: 0.06s)\nRemoved: test_032 - Speaker SPEAKER_03 (160.97s - 161.04s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_03 (161.07s - 161.22s, duration: 0.15s)\nRemoved: test_032 - Speaker SPEAKER_03 (161.31s - 161.36s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_06 (174.08s - 174.25s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_06 (174.72s - 174.97s, duration: 0.25s)\nRemoved: test_032 - Speaker SPEAKER_05 (185.98s - 186.15s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_05 (186.97s - 187.02s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_05 (187.97s - 188.20s, duration: 0.23s)\nRemoved: test_032 - Speaker SPEAKER_00 (232.70s - 232.75s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_03 (258.96s - 258.98s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_10 (325.75s - 325.82s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_05 (344.64s - 344.65s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_05 (357.93s - 358.03s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_05 (368.70s - 368.80s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_05 (368.97s - 369.04s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_05 (379.20s - 379.26s, duration: 0.06s)\nRemoved: test_032 - Speaker SPEAKER_03 (462.98s - 463.01s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_05 (506.23s - 506.28s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_06 (543.03s - 543.24s, duration: 0.21s)\nRemoved: test_032 - Speaker SPEAKER_05 (543.24s - 543.27s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_06 (543.27s - 543.29s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (579.50s - 579.57s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_03 (579.57s - 579.59s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (579.59s - 579.65s, duration: 0.06s)\nRemoved: test_032 - Speaker SPEAKER_03 (579.65s - 579.67s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (579.67s - 579.70s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_03 (579.70s - 579.72s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (579.72s - 579.87s, duration: 0.15s)\nRemoved: test_032 - Speaker SPEAKER_03 (579.87s - 579.99s, duration: 0.12s)\nRemoved: test_032 - Speaker SPEAKER_09 (579.99s - 580.18s, duration: 0.19s)\nRemoved: test_032 - Speaker SPEAKER_03 (580.18s - 580.28s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_03 (594.91s - 594.93s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (594.93s - 594.98s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_03 (594.98s - 595.08s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_06 (677.02s - 677.04s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_07 (677.04s - 677.11s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_06 (677.11s - 677.12s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_07 (679.28s - 679.49s, duration: 0.21s)\nRemoved: test_032 - Speaker SPEAKER_07 (679.52s - 679.54s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_10 (770.07s - 770.17s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_10 (786.30s - 786.59s, duration: 0.29s)\nRemoved: test_032 - Speaker SPEAKER_05 (786.59s - 786.73s, duration: 0.14s)\nRemoved: test_032 - Speaker SPEAKER_10 (801.24s - 801.26s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_10 (802.91s - 803.08s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_03 (871.64s - 871.69s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_03 (871.98s - 872.05s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_03 (872.13s - 872.38s, duration: 0.25s)\nRemoved: test_032 - Speaker SPEAKER_03 (872.97s - 873.14s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_03 (873.23s - 873.28s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_03 (873.48s - 873.50s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_03 (877.33s - 877.41s, duration: 0.08s)\nRemoved: test_032 - Speaker SPEAKER_04 (899.91s - 899.92s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_04 (962.92s - 962.95s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_06 (962.95s - 962.97s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_06 (963.68s - 963.71s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_10 (986.44s - 986.66s, duration: 0.22s)\nRemoved: test_032 - Speaker SPEAKER_06 (1099.23s - 1099.25s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_05 (1150.10s - 1150.35s, duration: 0.25s)\nRemoved: test_032 - Speaker SPEAKER_06 (1177.25s - 1177.38s, duration: 0.13s)\nRemoved: test_032 - Speaker SPEAKER_07 (1182.68s - 1182.70s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_05 (1207.67s - 1207.74s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_06 (1207.74s - 1207.93s, duration: 0.19s)\nRemoved: test_032 - Speaker SPEAKER_05 (1207.93s - 1207.96s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_06 (1207.96s - 1207.98s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_06 (1210.04s - 1210.14s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_06 (1310.02s - 1310.07s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_06 (1311.13s - 1311.15s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_08 (1341.05s - 1341.22s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_06 (1360.63s - 1360.65s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_01 (1364.66s - 1364.68s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (1382.55s - 1382.57s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_09 (1400.76s - 1400.93s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_05 (1424.11s - 1424.18s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_09 (1452.45s - 1452.53s, duration: 0.08s)\nRemoved: test_032 - Speaker SPEAKER_03 (1477.74s - 1477.77s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_03 (1477.79s - 1477.86s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_03 (1488.22s - 1488.39s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_10 (1507.37s - 1507.41s, duration: 0.04s)\nRemoved: test_032 - Speaker SPEAKER_10 (1548.60s - 1548.68s, duration: 0.08s)\nRemoved: test_032 - Speaker SPEAKER_10 (1561.36s - 1561.51s, duration: 0.15s)\nRemoved: test_032 - Speaker SPEAKER_10 (1574.49s - 1574.57s, duration: 0.08s)\nRemoved: test_032 - Speaker SPEAKER_10 (1688.56s - 1688.58s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_10 (1689.27s - 1689.37s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_10 (1693.98s - 1694.03s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_10 (1694.10s - 1694.15s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_06 (1730.29s - 1730.43s, duration: 0.14s)\nRemoved: test_032 - Speaker SPEAKER_05 (1827.22s - 1827.41s, duration: 0.19s)\nRemoved: test_032 - Speaker SPEAKER_01 (2106.98s - 2106.99s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_04 (2106.99s - 2107.06s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_01 (2109.27s - 2109.30s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_01 (2109.34s - 2109.36s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_03 (2111.06s - 2111.25s, duration: 0.19s)\nRemoved: test_032 - Speaker SPEAKER_01 (2111.94s - 2112.11s, duration: 0.17s)\nRemoved: test_032 - Speaker SPEAKER_05 (2112.11s - 2112.14s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_01 (2112.14s - 2112.17s, duration: 0.03s)\nRemoved: test_032 - Speaker SPEAKER_05 (2112.17s - 2112.26s, duration: 0.09s)\nRemoved: test_032 - Speaker SPEAKER_01 (2112.26s - 2112.27s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_05 (2112.27s - 2112.34s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_06 (2243.04s - 2243.09s, duration: 0.05s)\nRemoved: test_032 - Speaker SPEAKER_04 (2296.47s - 2296.60s, duration: 0.13s)\nRemoved: test_032 - Speaker SPEAKER_04 (2297.90s - 2297.92s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_06 (2303.45s - 2303.54s, duration: 0.09s)\nRemoved: test_032 - Speaker SPEAKER_06 (2303.55s - 2303.59s, duration: 0.04s)\nRemoved: test_032 - Speaker SPEAKER_10 (2427.11s - 2427.13s, duration: 0.02s)\nRemoved: test_032 - Speaker SPEAKER_10 (2427.26s - 2427.33s, duration: 0.07s)\nRemoved: test_032 - Speaker SPEAKER_10 (2448.93s - 2449.05s, duration: 0.12s)\nRemoved: test_032 - Speaker SPEAKER_02 (2482.01s - 2482.02s, duration: 0.01s)\nRemoved: test_032 - Speaker SPEAKER_05 (2527.91s - 2528.01s, duration: 0.10s)\nRemoved: test_032 - Speaker SPEAKER_02 (2538.98s - 2539.03s, duration: 0.05s)\n\n============================================================\nSummary:\nTotal segments: 4731\nRemoved segments: 1474\nRemaining segments: 3257\nFiltered data saved to: /kaggle/working/fine_tuned_output/diarization_results_POST.json\n============================================================\n","output_type":"stream"}],"execution_count":10},{"cell_type":"code","source":"import csv\nimport json\n\n# ---------------------------------------------------------------------------\n# Load the diarization results from the JSON file produced in Section 10.\n# (Re-loading from disk means this cell can be re-run independently.)\n# ---------------------------------------------------------------------------\nresults_path = os.path.join(OUTPUT_DIR, 'diarization_results_POST.json')\nwith open(results_path, 'r', encoding='utf-8') as f:\n data = json.load(f)\n\noutput_csv = os.path.join(WORK_DIR, 'submission_BITWISEMINDS.csv')\n\nwith open(output_csv, 'w', newline='', encoding='utf-8') as csvfile:\n writer = csv.writer(csvfile)\n\n # Header row expected by the competition\n writer.writerow(['filename', 'diarization'])\n\n for filename, segments in data.items():\n diarization_list = [\n {\n 'start_time': seg['start'],\n 'end_time': seg['end'],\n 'speaker_id': seg['speaker']\n }\n for seg in segments\n ]\n diarization_json = json.dumps(diarization_list, ensure_ascii=False)\n writer.writerow([filename, diarization_json])\n\nprint(f\"✓ Submission saved to: {output_csv}\")\nprint(f\" Total files: {len(data)}\")\n\n# Preview first few rows\nimport pandas as pd\ndf = pd.read_csv(output_csv)\nprint(\"\\nPreview (first 5 rows):\")\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2026-03-02T18:30:16.601454Z","iopub.execute_input":"2026-03-02T18:30:16.601764Z","iopub.status.idle":"2026-03-02T18:30:16.647198Z","shell.execute_reply.started":"2026-03-02T18:30:16.601739Z","shell.execute_reply":"2026-03-02T18:30:16.646469Z"},"trusted":true},"outputs":[{"name":"stdout","text":"✓ Submission saved to: /kaggle/working/submission_BITWISEMINDS.csv\n Total files: 14\n\nPreview (first 5 rows):\n","output_type":"stream"},{"execution_count":11,"output_type":"execute_result","data":{"text/plain":" filename diarization\n0 test_010 [{\"start_time\": 12.97, \"end_time\": 27.35, \"spe...\n1 test_012 [{\"start_time\": 0.03, \"end_time\": 8.74, \"speak...\n2 test_016 [{\"start_time\": 35.5, \"end_time\": 36.72, \"spea...\n3 test_018 [{\"start_time\": 0.03, \"end_time\": 144.7, \"spea...\n4 test_019 [{\"start_time\": 0.06, \"end_time\": 6.19, \"speak...","text/html":"
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filenamediarization
0test_010[{\"start_time\": 12.97, \"end_time\": 27.35, \"spe...
1test_012[{\"start_time\": 0.03, \"end_time\": 8.74, \"speak...
2test_016[{\"start_time\": 35.5, \"end_time\": 36.72, \"spea...
3test_018[{\"start_time\": 0.03, \"end_time\": 144.7, \"spea...
4test_019[{\"start_time\": 0.06, \"end_time\": 6.19, \"speak...
\n
"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}