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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "id": "82abbb03",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import json\n",
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+ "import soundfile as sf\n",
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+ "from tqdm import tqdm"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "id": "661e2911",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "/home/husein/.local/lib/python3.8/site-packages/requests/__init__.py:102: RequestsDependencyWarning: urllib3 (1.26.15) or chardet (5.2.0)/charset_normalizer (2.0.7) doesn't match a supported version!\n",
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+ " warnings.warn(\"urllib3 ({}) or chardet ({})/charset_normalizer ({}) doesn't match a supported \"\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "from datasets import load_dataset, Audio"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "105630ba",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "audio = Audio(sampling_rate = 16000)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 5,
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+ "id": "6668f3c4",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Downloading and preparing dataset json/default to /home/husein/.cache/huggingface/datasets/json/default-ea01395a1cc86bc0/0.0.0/e347ab1c932092252e717ff3f949105a4dd28b27e842dd53157d2f72e276c2e4...\n"
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+ ]
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+ },
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+ {
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+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "b12b8bbecd1e495abf98576cdf5f2752",
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+ "version_major": 2,
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+ "version_minor": 0
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+ },
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+ "text/plain": [
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+ "Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "36d50a4b18f74a56a26d45d006561ca6",
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+ "version_major": 2,
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+ "version_minor": 0
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+ },
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+ "text/plain": [
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+ "Extracting data files: 0%| | 0/1 [00:00<?, ?it/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "b4127b6952de4677b1c90f216042b04d",
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+ "version_major": 2,
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+ "version_minor": 0
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+ },
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+ "text/plain": [
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+ "Generating train split: 0 examples [00:00, ? examples/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Dataset json downloaded and prepared to /home/husein/.cache/huggingface/datasets/json/default-ea01395a1cc86bc0/0.0.0/e347ab1c932092252e717ff3f949105a4dd28b27e842dd53157d2f72e276c2e4. Subsequent calls will reuse this data.\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "dataset = load_dataset('json', data_files = 'files.json', keep_in_memory = False, split = 'train')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 6,
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+ "id": "7ee94f83",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "{'filename': 'audio/LEADER KENTANG TIKTOK | NETIZEN GELI DRAMA TEAM INFLUENCER [A4gznd2kBpo].mp3',\n",
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+ " 'url': 'https://www.youtube.com/watch?v=A4gznd2kBpo'}"
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+ ]
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+ },
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+ "execution_count": 6,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "dataset[0]"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 7,
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+ "id": "d68224b0",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "dataset = dataset.cast_column('filename', Audio(sampling_rate = 16000))"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 8,
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+ "id": "cefaea75",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "array([-8.15068250e-06, -8.22494040e-06, -8.00707826e-06, ...,\n",
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+ " 6.29265871e-05, 6.92723537e-05, 0.00000000e+00])"
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+ ]
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+ },
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+ "execution_count": 8,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "dataset[10000]['filename']['array']"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 9,
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+ "id": "027c44f2",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "{'filename': {'path': 'audio/MAS KAHWIN TIKET COLDPLAY. SAH KE NIKAH? [sXVhw1KevK0].mp3',\n",
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+ " 'array': array([-8.15068250e-06, -8.22494040e-06, -8.00707826e-06, ...,\n",
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+ " 6.29265871e-05, 6.92723537e-05, 0.00000000e+00]),\n",
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+ " 'sampling_rate': 16000},\n",
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+ " 'url': 'https://www.youtube.com/watch?v=sXVhw1KevK0'}"
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+ ]
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+ },
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+ "execution_count": 9,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "dataset[10000]"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 11,
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+ "id": "0c5e42d1",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import time\n",
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+ "\n",
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+ "while True:\n",
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+ " try:\n",
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+ " dataset.push_to_hub('malaysia-ai/crawl-youtube')\n",
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+ " break\n",
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+ " \n",
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+ " except Exception as e:\n",
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+ " print(e)\n",
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+ " \n",
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+ " time.sleep(5)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "f81d4344",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.8.10"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }